Notebook_analise-bolsas-cnpq-capes.ipynb

{
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   "cell_type": "markdown",
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   "source": [
    "# Reportagem: O impacto do reajuste das bolsas do CNPq e da CAPES para bolsistas do Ceará\n",
    "\n",
    "Neste relatório, reunimos o código desenvolvido para a análise dos dados referentes ao valor pago para bolsistas do Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPQ) e da Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (Capes) no Ceará e o impacto, para eles, do reajuste anunciado pelo Governo Federal em fevereiro de 2023.\n",
    "\n",
    "Parte das informações coletadas neste notebook deram subsídio para a reportagem [\"'A pesquisa, sem um pesquisador, não existe': o impacto do reajuste para bolsistas do Ceará\"](https://mais.opovo.com.br/reportagens-especiais/2023/04/06/a-pesquisa-sem-um-pesquisador-nao-existe-o-impacto-do-reajuste-para-bolsistas-do-ceara.html), publicada no dia 6 de abril de 2023 no [O POVO+](https://mais.opovo.com.br/), plataforma exclusiva para assinantes do Jornal O POVO, de Fortaleza (CE).\n",
    "\n",
    "**ÍNDICE**\n",
    "\n",
    "1. [Leitura dos dados](#leitura)\n",
    "\n",
    "\n",
    "2. [Cálculos e análises](#calculos)\n",
    "\n",
    "    2.1 [Valor pago](#valor-pago)\n",
    "\n",
    "\n",
    "3. [Dados do Ceará](#dados-ce)\n",
    "\n",
    "    3.1 [CAPES + CNPQ](#capes-cnpq)\n",
    "\n",
    "\n",
    "4. [Cruzamento com tabela de reajuste](#cruzamento-tabela)\n",
    "\n",
    "\n",
    "5. [Distribuição das bolsas no Ceará](#distribuicao-bolsas-ce)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "4GorSs0Mhniq"
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "Z4qnq9uBbapB"
   },
   "outputs": [],
   "source": [
    "pd.options.display.float_format = '{:.2f}'.format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Leitura dos dados <a name=\"leitura\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "0C8eN00ehpHL"
   },
   "outputs": [],
   "source": [
    "path = 'bases/'\n",
    "arquivos = 'arquivos/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "y1QfGPlh7Sky"
   },
   "outputs": [],
   "source": [
    "df_2022 = pd.read_excel(path+'Relatorio_de_dados_abertos_CNPq_Jan-Dez2022.xlsx')\n",
    "df_2022.columns = df_2022.iloc[3]\n",
    "df_2022 = df_2022[4:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>3</th>\n",
       "      <th>Ano Referência</th>\n",
       "      <th>Processo</th>\n",
       "      <th>Data Início Processo</th>\n",
       "      <th>Data Término Processo</th>\n",
       "      <th>Beneficiário</th>\n",
       "      <th>Linha de Fomento</th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>Categoria/Nível</th>\n",
       "      <th>Nome Chamada</th>\n",
       "      <th>Programa CNPq</th>\n",
       "      <th>...</th>\n",
       "      <th>Sigla UF Destino</th>\n",
       "      <th>Região</th>\n",
       "      <th>País Destino</th>\n",
       "      <th>Título do Projeto</th>\n",
       "      <th>Palavra Chave</th>\n",
       "      <th>Plano Interno</th>\n",
       "      <th>UO</th>\n",
       "      <th>Fonte Recurso</th>\n",
       "      <th>Natureza de Despesa</th>\n",
       "      <th>Valor Pago</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022</td>\n",
       "      <td>372325/2022-0</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Josemar Hipólito da Silva</td>\n",
       "      <td>Bolsas de Apoio Técnico</td>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>A</td>\n",
       "      <td>JOSE.ELOIZIO - PRORROGAÇÃO PROJETO CHAMADA 21/...</td>\n",
       "      <td>Programa de Tecnologia e Inovação para Agropec...</td>\n",
       "      <td>...</td>\n",
       "      <td>SE</td>\n",
       "      <td>NE</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Projeto de Criação do Núcleo de Estudo em Agro...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0000</td>\n",
       "      <td>MINIST.DA CIENCIA,TECNOL.,INOV.E COMUNICACOES</td>\n",
       "      <td>0190000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>1100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2022</td>\n",
       "      <td>372329/2022-5</td>\n",
       "      <td>2022-09-01 00:00:00</td>\n",
       "      <td>2023-08-31 00:00:00</td>\n",
       "      <td>Mislene Pereira da Silva</td>\n",
       "      <td>Bolsas de Extensão em Pesquisa</td>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>C</td>\n",
       "      <td>JOSE.ELOIZIO - PRORROGAÇÃO PROJETO CHAMADA 21/...</td>\n",
       "      <td>Programa de Tecnologia e Inovação para Agropec...</td>\n",
       "      <td>...</td>\n",
       "      <td>SE</td>\n",
       "      <td>NE</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Projeto de Criação do Núcleo de Estudo em Agro...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0000</td>\n",
       "      <td>MINIST.DA CIENCIA,TECNOL.,INOV.E COMUNICACOES</td>\n",
       "      <td>0190000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>1100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "3 Ano Referência       Processo Data Início Processo Data Término Processo  \\\n",
       "4           2022  372325/2022-0  2021-09-01 00:00:00   2022-08-31 00:00:00   \n",
       "5           2022  372329/2022-5  2022-09-01 00:00:00   2023-08-31 00:00:00   \n",
       "\n",
       "3               Beneficiário                Linha de Fomento  \\\n",
       "4  Josemar Hipólito da Silva         Bolsas de Apoio Técnico   \n",
       "5   Mislene Pereira da Silva  Bolsas de Extensão em Pesquisa   \n",
       "\n",
       "3                                Modalidade Categoria/Nível  \\\n",
       "4  ATP - Apoio Técnico em Extensão no País                A   \n",
       "5                    EXP - Extensão no País               C   \n",
       "\n",
       "3                                       Nome Chamada  \\\n",
       "4  JOSE.ELOIZIO - PRORROGAÇÃO PROJETO CHAMADA 21/...   \n",
       "5  JOSE.ELOIZIO - PRORROGAÇÃO PROJETO CHAMADA 21/...   \n",
       "\n",
       "3                                      Programa CNPq  ... Sigla UF Destino  \\\n",
       "4  Programa de Tecnologia e Inovação para Agropec...  ...               SE   \n",
       "5  Programa de Tecnologia e Inovação para Agropec...  ...               SE   \n",
       "\n",
       "3 Região  País Destino                                  Título do Projeto  \\\n",
       "4     NE  BRA - Brasil  Projeto de Criação do Núcleo de Estudo em Agro...   \n",
       "5     NE  BRA - Brasil  Projeto de Criação do Núcleo de Estudo em Agro...   \n",
       "\n",
       "3 Palavra Chave Plano Interno                                             UO  \\\n",
       "4           NaN          0000  MINIST.DA CIENCIA,TECNOL.,INOV.E COMUNICACOES   \n",
       "5           NaN          0000  MINIST.DA CIENCIA,TECNOL.,INOV.E COMUNICACOES   \n",
       "\n",
       "3 Fonte Recurso Natureza de Despesa Valor Pago  \n",
       "4    0190000000              339018       1100  \n",
       "5    0190000000              339018       1100  \n",
       "\n",
       "[2 rows x 30 columns]"
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    "df_2022.head(2)"
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 167249 entries, 4 to 167252\n",
      "Data columns (total 30 columns):\n",
      " #   Column                     Non-Null Count   Dtype \n",
      "---  ------                     --------------   ----- \n",
      " 0   Ano Referência             167249 non-null  object\n",
      " 1   Processo                   167249 non-null  object\n",
      " 2   Data Início Processo       167249 non-null  object\n",
      " 3   Data Término Processo      167249 non-null  object\n",
      " 4   Beneficiário               167249 non-null  object\n",
      " 5   Linha de Fomento           167249 non-null  object\n",
      " 6   Modalidade                 167249 non-null  object\n",
      " 7   Categoria/Nível            40311 non-null   object\n",
      " 8   Nome Chamada               167249 non-null  object\n",
      " 9   Programa CNPq              167249 non-null  object\n",
      " 10  Grande Área                167249 non-null  object\n",
      " 11  Área                       167188 non-null  object\n",
      " 12  Subárea                    167249 non-null  object\n",
      " 13  Instituição Origem         166232 non-null  object\n",
      " 14  Sigla UF Origem            165751 non-null  object\n",
      " 15  País Origem                167249 non-null  object\n",
      " 16  Instituição Destino        167249 non-null  object\n",
      " 17  Sigla Instituição Destino  167245 non-null  object\n",
      " 18  Sigla Instituição Macro    167248 non-null  object\n",
      " 19  Cidade Destino             167226 non-null  object\n",
      " 20  Sigla UF Destino           167249 non-null  object\n",
      " 21  Região                     167249 non-null  object\n",
      " 22  País Destino               167249 non-null  object\n",
      " 23  Título do Projeto          149741 non-null  object\n",
      " 24  Palavra Chave              31711 non-null   object\n",
      " 25  Plano Interno              167240 non-null  object\n",
      " 26  UO                         167249 non-null  object\n",
      " 27  Fonte Recurso              167249 non-null  object\n",
      " 28  Natureza de Despesa        167240 non-null  object\n",
      " 29  Valor Pago                 167249 non-null  object\n",
      "dtypes: object(30)\n",
      "memory usage: 38.3+ MB\n"
     ]
    }
   ],
   "source": [
    "df_2022.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
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    "id": "U9zChaJjn5NM",
    "outputId": "57ce9d4a-0caa-4bf7-8c8b-7dea5e52d7f2"
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Engenharia Elétrica', 'Multidisciplinar', 'Geociências',\n",
       "       'Química', 'Ciências Ambientais', 'Zoologia', 'Ecologia',\n",
       "       'Comunicação', 'Engenharia Aeroespacial', 'Engenharia Química',\n",
       "       'Engenharia de Minas', 'História', 'Ciência da Informação',\n",
       "       'Administração', 'Ciência da Computação', 'Física',\n",
       "       'Engenharia Nuclear', 'Astronomia', 'Biologia Geral', 'Matemática',\n",
       "       'Agronomia', 'Bioquímica', 'Engenharia Agrícola',\n",
       "       'Engenharia de Produção', 'Engenharia Mecânica',\n",
       "       'Engenharia de Materiais e Metalúrgica', 'Medicina',\n",
       "       'Medicina Veterinária', 'Biotecnologia', 'Engenharia Sanitária',\n",
       "       'Microbiologia', 'Saúde Coletiva', 'Farmácia',\n",
       "       'Engenharia de Energia', 'Divulgação Científica',\n",
       "       'Planejamento Urbano e Regional', 'Odontologia', 'Filosofia',\n",
       "       'Ciência Política', 'Sociologia', 'Psicologia', 'Geografia',\n",
       "       'Educação', 'Fonoaudiologia', 'Fisioterapia e Terapia Ocupacional',\n",
       "       'Antropologia', 'Lingüística', 'Genética', 'Economia', 'Direito',\n",
       "       'Letras', 'Recursos Pesqueiros e Engenharia de Pesca', 'Artes',\n",
       "       'Turismo', 'Enfermagem', 'Ciência e Tecnologia de Alimentos',\n",
       "       'Recursos Florestais e Engenharia Florestal', 'Museologia',\n",
       "       'Botânica', 'Serviço Social', 'Demografia', 'Farmacologia',\n",
       "       'Meio Ambiente e Sustentabilidade', 'Engenharia Civil',\n",
       "       'Fisiologia', 'Tecnologias Médicas e da Saúde', 'Biofísica',\n",
       "       'Zootecnia', 'Probabilidade e Estatística', 'Educação Física',\n",
       "       'Engenharia Biomédica', 'Robótica, Mecatrônica e Automação',\n",
       "       'Oceanografia', 'Arquitetura e Urbanismo', 'Nutrição',\n",
       "       'Microeletrônica', 'Desenho Industrial', 'Imunologia',\n",
       "       'Parasitologia', 'Arqueologia', 'Engenharia de Transportes',\n",
       "       'Morfologia', 'Biomedicina', 'Engenharia Mecatrônica', 'Teologia',\n",
       "       'Defesa', 'Energia', 'Tecnologias Digitais',\n",
       "       'Tecnologias de Produção Industrial e de Serviços',\n",
       "       'Tecnologias Médicas e da Saúde ', 'Engenharia Naval e Oceânica',\n",
       "       nan, 'Nanotecnologia e Novos Materiais',\n",
       "       'Tecnologias de Materiais', 'Economia Doméstica',\n",
       "       'Biodiversidade e Recursos Naturais',\n",
       "       'Tecnologias Sociais e Educacionais',\n",
       "       'Tecnologias Educacionais e Sociais',\n",
       "       'Tecnologia e Inovação para Agropecuária',\n",
       "       'Biotecnologia (Tecnologias)', 'Tecnologias Agrárias',\n",
       "       'Tecnologias para o Desenvolvimento Sustentável',\n",
       "       'Áreas Tecnológicas de Física e Matemática',\n",
       "       'Tecnologia da Informação e Comunicação', 'Tecnologias Ambientais',\n",
       "       'Áreas Tecnológicas de Química e Geociências',\n",
       "       'Tecnologias nas áreas Aeronáutica e Aeroespacial', 'Bioética',\n",
       "       'Desenvolvimento Tecnológico e Industrial', 'Mudanças Climáticas',\n",
       "       'Tecnologias Naval e Marítima', 'Complexo da Defesa',\n",
       "       'Ciências Sociais'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022['Área'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "brjYwatQn7as",
    "outputId": "5abcfe54-b8ce-4be6-a4e7-98145739c28d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Materiais Condutores', 'Ensino', 'Geologia Ambiental', ...,\n",
       "       'Oceanografia', 'Artes', 'Geodésia Geométrica'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022['Subárea'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "a9RGv--in_Ei",
    "outputId": "6c508af4-b5a2-4dd6-fbce-519ba02be21c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Universidade Federal de Sergipe',\n",
       "       'Ministério da Ciência, Tecnologia e Inovações',\n",
       "       'Universidade Federal do Ceará', ...,\n",
       "       'Instituto de Catálisis y Petroleoquímica',\n",
       "       'Ministério da Agricultura, Pecuária e Abastecimento',\n",
       "       'CONSULADO GERAL DA SUICA NO RIO DE JANEIRO '], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022['Instituição Destino'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vPO5TGOaoF1r",
    "outputId": "271ac556-6be3-468f-e55b-b69221a120c3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Universidade Federal de Sergipe',\n",
       "       'Ministério da Ciência, Tecnologia e Inovações',\n",
       "       'Universidade Federal do Ceará', ...,\n",
       "       'Instituto de Catálisis y Petroleoquímica',\n",
       "       'Ministério da Agricultura, Pecuária e Abastecimento',\n",
       "       'CONSULADO GERAL DA SUICA NO RIO DE JANEIRO '], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022['Instituição Origem'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Cálculos e análises <a name=\"calculos\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
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    },
    "id": "mCZFCWmDoILN",
    "outputId": "88f64933-6e85-40b6-bc90-221c977b431d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     164698\n",
       "False      2551\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df_2022['Instituição Destino'] == df_2022['Instituição Origem']).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Tin5Ck3LoMr_"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "jhBCVIfaJGIs"
   },
   "outputs": [],
   "source": [
    "df_2022['Valor Pago'] = df_2022['Valor Pago'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "yJMJ1tOCD46o"
   },
   "outputs": [],
   "source": [
    "df_2022['dtg_inicio'] = pd.to_datetime(df_2022['Data Início Processo'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "6Pg8zRjwECf3"
   },
   "outputs": [],
   "source": [
    "df_2022['dtg_fim'] = pd.to_datetime(df_2022['Data Término Processo'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Nw1dTvsAEOp9"
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   "outputs": [],
   "source": []
  },
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   "execution_count": 15,
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    "id": "MFJVFVyAFIBX",
    "outputId": "43841310-b909-42e3-e5a8-7b003754b84d"
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       "\n",
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       "        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>uf</th>\n",
       "      <th>qtd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AP</td>\n",
       "      <td>274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>RR</td>\n",
       "      <td>315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>RO</td>\n",
       "      <td>509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Exterior</td>\n",
       "      <td>752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>TO</td>\n",
       "      <td>755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>PI</td>\n",
       "      <td>1213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>1360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>MA</td>\n",
       "      <td>1375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SE</td>\n",
       "      <td>1650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ES</td>\n",
       "      <td>1835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MT</td>\n",
       "      <td>1836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AM</td>\n",
       "      <td>1872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>MS</td>\n",
       "      <td>2075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>RN</td>\n",
       "      <td>3106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GO</td>\n",
       "      <td>3122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PA</td>\n",
       "      <td>3836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>PB</td>\n",
       "      <td>4294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CE</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BA</td>\n",
       "      <td>5397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SC</td>\n",
       "      <td>5890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PE</td>\n",
       "      <td>6119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DF</td>\n",
       "      <td>8777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PR</td>\n",
       "      <td>8934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>RS</td>\n",
       "      <td>13997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>MG</td>\n",
       "      <td>14946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RJ</td>\n",
       "      <td>33809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SP</td>\n",
       "      <td>34401</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          uf    qtd\n",
       "3         AP    274\n",
       "0         AC    300\n",
       "22        RR    315\n",
       "21        RO    509\n",
       "8   Exterior    752\n",
       "27        TO    755\n",
       "17        PI   1213\n",
       "1         AL   1360\n",
       "10        MA   1375\n",
       "25        SE   1650\n",
       "7         ES   1835\n",
       "13        MT   1836\n",
       "2         AM   1872\n",
       "12        MS   2075\n",
       "20        RN   3106\n",
       "9         GO   3122\n",
       "14        PA   3836\n",
       "15        PB   4294\n",
       "5         CE   4500\n",
       "4         BA   5397\n",
       "24        SC   5890\n",
       "16        PE   6119\n",
       "6         DF   8777\n",
       "18        PR   8934\n",
       "23        RS  13997\n",
       "11        MG  14946\n",
       "19        RJ  33809\n",
       "26        SP  34401"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_uf = df_2022.groupby('Sigla UF Destino').size().reset_index()\n",
    "\n",
    "resumo_uf.columns = ['uf','qtd']\n",
    "\n",
    "resumo_uf.sort_values(by='qtd')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "zic4aaKsYjU6"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "los2HHUJEyd3",
    "outputId": "a36a9917-8240-4952-f9a0-c1645d1daddf"
   },
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
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       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AC</td>\n",
       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AC</td>\n",
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       "      <td>5</td>\n",
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       "    <tr>\n",
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       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
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       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>TO</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>TO</td>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>TO</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>575 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     uf                                 modalidade  qtd\n",
       "0    AC                   APQ - Auxílio a Pesquisa   11\n",
       "1    AC      ARC - Promoção de Eventos Científicos    1\n",
       "2    AC  DCR - Desenvolvimento Cientifico Regional    5\n",
       "3    AC                     EXP - Extensão no País    3\n",
       "4    AC                              GM - Mestrado    3\n",
       "..   ..                                        ...  ...\n",
       "570  TO   ITI - Iniciação Tecnológica e Industrial   38\n",
       "571  TO                 PDJ - Pós-doutorado Júnior    2\n",
       "572  TO             PQ - Produtividade em Pesquisa   24\n",
       "573  TO                 PV - Pesquisador Visitante    1\n",
       "574  TO          SET - Fixação de Recursos Humanos    2\n",
       "\n",
       "[575 rows x 3 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_uf_modalidade = df_2022.groupby(['Sigla UF Destino','Modalidade']).size().reset_index()\n",
    "\n",
    "resumo_uf_modalidade.columns = ['uf','modalidade','qtd']\n",
    "\n",
    "resumo_uf_modalidade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "q_iYg1qoE9rz",
    "outputId": "25884343-d52a-4136-cc59-d13a101c85e8"
   },
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
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       "      <td>Todas</td>\n",
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       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>1360</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AM</td>\n",
       "      <td>1872</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AP</td>\n",
       "      <td>274</td>\n",
       "      <td>Todas</td>\n",
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       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>TO</td>\n",
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       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>603 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     uf   qtd                                modalidade\n",
       "0    AC   300                                     Todas\n",
       "1    AL  1360                                     Todas\n",
       "2    AM  1872                                     Todas\n",
       "3    AP   274                                     Todas\n",
       "4    BA  5397                                     Todas\n",
       "..   ..   ...                                       ...\n",
       "570  TO    38  ITI - Iniciação Tecnológica e Industrial\n",
       "571  TO     2                PDJ - Pós-doutorado Júnior\n",
       "572  TO    24            PQ - Produtividade em Pesquisa\n",
       "573  TO     1                PV - Pesquisador Visitante\n",
       "574  TO     2         SET - Fixação de Recursos Humanos\n",
       "\n",
       "[603 rows x 3 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_uf_modalidade = resumo_uf.copy()\n",
    "\n",
    "total_uf_modalidade['modalidade'] = 'Todas'\n",
    "\n",
    "total_uf_modalidade = pd.concat([total_uf_modalidade,resumo_uf_modalidade])\n",
    "\n",
    "total_uf_modalidade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "Hi5dgz-uFkce",
    "outputId": "0ff29437-e394-4771-eedf-7a8918af5b77"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uf</th>\n",
       "      <th>grande_area</th>\n",
       "      <th>qtd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Biológicas</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Exatas e da Terra</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Humanas</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Sociais Aplicadas</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>TO</td>\n",
       "      <td>Ciências da Saúde</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>TO</td>\n",
       "      <td>Engenharias</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>TO</td>\n",
       "      <td>Lingüística, Letras e Artes</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>TO</td>\n",
       "      <td>Outra</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>TO</td>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>282 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     uf                  grande_area  qtd\n",
       "0    AC            Ciências Agrárias   86\n",
       "1    AC          Ciências Biológicas   39\n",
       "2    AC   Ciências Exatas e da Terra   25\n",
       "3    AC             Ciências Humanas   41\n",
       "4    AC   Ciências Sociais Aplicadas    5\n",
       "..   ..                          ...  ...\n",
       "277  TO            Ciências da Saúde   60\n",
       "278  TO                  Engenharias  176\n",
       "279  TO  Lingüística, Letras e Artes   26\n",
       "280  TO                        Outra    3\n",
       "281  TO                  Tecnologias   34\n",
       "\n",
       "[282 rows x 3 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_uf_gArea = df_2022.groupby(['Sigla UF Destino','Grande Área']).size().reset_index()\n",
    "\n",
    "resumo_uf_gArea.columns = ['uf','grande_area','qtd']\n",
    "\n",
    "resumo_uf_gArea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "ZsStyqdKJTOe",
    "outputId": "4cc0e7c3-0055-4675-f548-be9f664701b6"
   },
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "\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>uf</th>\n",
       "      <th>qtd</th>\n",
       "      <th>grande_area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>300</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>1360</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AM</td>\n",
       "      <td>1872</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AP</td>\n",
       "      <td>274</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BA</td>\n",
       "      <td>5397</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>TO</td>\n",
       "      <td>60</td>\n",
       "      <td>Ciências da Saúde</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>TO</td>\n",
       "      <td>176</td>\n",
       "      <td>Engenharias</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>TO</td>\n",
       "      <td>26</td>\n",
       "      <td>Lingüística, Letras e Artes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>TO</td>\n",
       "      <td>3</td>\n",
       "      <td>Outra</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>TO</td>\n",
       "      <td>34</td>\n",
       "      <td>Tecnologias</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>310 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     uf   qtd                  grande_area\n",
       "0    AC   300                        Todas\n",
       "1    AL  1360                        Todas\n",
       "2    AM  1872                        Todas\n",
       "3    AP   274                        Todas\n",
       "4    BA  5397                        Todas\n",
       "..   ..   ...                          ...\n",
       "277  TO    60            Ciências da Saúde\n",
       "278  TO   176                  Engenharias\n",
       "279  TO    26  Lingüística, Letras e Artes\n",
       "280  TO     3                        Outra\n",
       "281  TO    34                  Tecnologias\n",
       "\n",
       "[310 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_uf_gArea = resumo_uf.copy()\n",
    "\n",
    "total_uf_gArea['grande_area'] = 'Todas'\n",
    "\n",
    "total_uf_gArea = pd.concat([total_uf_gArea,resumo_uf_gArea])\n",
    "\n",
    "total_uf_gArea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "dDsM9aCjJg5w"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y6Ki2oQPFjBU"
   },
   "source": [
    "### 2.1 Valor pago <a name=\"valor-pago\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 927
    },
    "id": "m9avXfaXS0nm",
    "outputId": "6c48bb10-35f9-4f8e-f06e-75113ccec349"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uf</th>\n",
       "      <th>R$</th>\n",
       "      <th>pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SP</td>\n",
       "      <td>415665842.16</td>\n",
       "      <td>27.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RJ</td>\n",
       "      <td>206128397.80</td>\n",
       "      <td>13.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>MG</td>\n",
       "      <td>159343106.43</td>\n",
       "      <td>10.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>RS</td>\n",
       "      <td>136088406.10</td>\n",
       "      <td>9.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PR</td>\n",
       "      <td>79478384.77</td>\n",
       "      <td>5.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DF</td>\n",
       "      <td>65749320.49</td>\n",
       "      <td>4.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SC</td>\n",
       "      <td>60334558.27</td>\n",
       "      <td>4.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BA</td>\n",
       "      <td>59219444.68</td>\n",
       "      <td>3.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PE</td>\n",
       "      <td>51361551.90</td>\n",
       "      <td>3.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Exterior</td>\n",
       "      <td>40015041.03</td>\n",
       "      <td>2.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CE</td>\n",
       "      <td>30229987.97</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>PB</td>\n",
       "      <td>28628723.02</td>\n",
       "      <td>1.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GO</td>\n",
       "      <td>27660680.21</td>\n",
       "      <td>1.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PA</td>\n",
       "      <td>26355291.80</td>\n",
       "      <td>1.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>RN</td>\n",
       "      <td>19691894.09</td>\n",
       "      <td>1.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AM</td>\n",
       "      <td>17964666.01</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ES</td>\n",
       "      <td>13455119.13</td>\n",
       "      <td>0.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>MS</td>\n",
       "      <td>13050276.21</td>\n",
       "      <td>0.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SE</td>\n",
       "      <td>10799925.62</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MT</td>\n",
       "      <td>9737814.91</td>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>7090757.80</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>MA</td>\n",
       "      <td>7089276.21</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>PI</td>\n",
       "      <td>5781315.05</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>TO</td>\n",
       "      <td>3688291.75</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>RO</td>\n",
       "      <td>3421147.99</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AP</td>\n",
       "      <td>1385442.24</td>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>RR</td>\n",
       "      <td>1258873.22</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>1160165.00</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          uf           R$   pct\n",
       "26        SP 415665842.16 27.68\n",
       "19        RJ 206128397.80 13.73\n",
       "11        MG 159343106.43 10.61\n",
       "23        RS 136088406.10  9.06\n",
       "18        PR  79478384.77  5.29\n",
       "6         DF  65749320.49  4.38\n",
       "24        SC  60334558.27  4.02\n",
       "4         BA  59219444.68  3.94\n",
       "16        PE  51361551.90  3.42\n",
       "8   Exterior  40015041.03  2.66\n",
       "5         CE  30229987.97  2.01\n",
       "15        PB  28628723.02  1.91\n",
       "9         GO  27660680.21  1.84\n",
       "14        PA  26355291.80  1.75\n",
       "20        RN  19691894.09  1.31\n",
       "2         AM  17964666.01  1.20\n",
       "7         ES  13455119.13  0.90\n",
       "12        MS  13050276.21  0.87\n",
       "25        SE  10799925.62  0.72\n",
       "13        MT   9737814.91  0.65\n",
       "1         AL   7090757.80  0.47\n",
       "10        MA   7089276.21  0.47\n",
       "17        PI   5781315.05  0.38\n",
       "27        TO   3688291.75  0.25\n",
       "21        RO   3421147.99  0.23\n",
       "3         AP   1385442.24  0.09\n",
       "22        RR   1258873.22  0.08\n",
       "0         AC   1160165.00  0.08"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_uf_pago = df_2022.groupby('Sigla UF Destino')['Valor Pago'].sum().reset_index()\n",
    "\n",
    "resumo_uf_pago.columns = ['uf','R$']\n",
    "total = resumo_uf_pago['R$'].sum()\n",
    "resumo_uf_pago['pct'] = round(resumo_uf_pago['R$']/total * 100,2)\n",
    "\n",
    "resumo_uf_pago.sort_values(by='R$', ascending=False).to_csv(arquivos+'valor_pct_por_uf.csv')\n",
    "resumo_uf_pago.sort_values(by='R$', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OzYPdKw3TITJ",
    "outputId": "78d5e9e2-1184-4344-a823-328f438e8b83"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1501833701.8600001"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valor_br = resumo_uf_pago['R$'].sum()\n",
    "valor_br"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-Xs1UuwCTKSQ",
    "outputId": "8e720a5b-a31b-402f-f791-dd3b4e029a49"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30229987.97"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valor_ce = resumo_uf_pago.loc[resumo_uf_pago.uf=='CE']['R$'].sum()\n",
    "valor_ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "id": "HvrQGjl1TQ5U",
    "outputId": "44f22b62-ea4c-4a5b-8c1b-3df58072f075"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.01% do BR p/ o CE'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f'{round((valor_ce/valor_br)*100,2)}% do BR p/ o CE'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "roYwf3CeTAwo",
    "outputId": "b565e36e-1c48-4a9f-99aa-1e8190b2f9f4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "415665842.16"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valor_sp = resumo_uf_pago.loc[resumo_uf_pago.uf=='SP']['R$'].sum()\n",
    "valor_sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "id": "jI2NliWnX_Tp",
    "outputId": "55d70195-0c82-45df-e9b2-11a1d51d5c02"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'27.68% do BR p/ o SP'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f'{round((valor_sp/valor_br)*100,2)}% do BR p/ o SP'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "TvDlfmn5Eyh2"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "_ddCy_mUaWIT",
    "outputId": "ae6ba717-28e9-44b3-aa3f-b39ce2067f09"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uf</th>\n",
       "      <th>grande_area</th>\n",
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       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>269400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Biológicas</td>\n",
       "      <td>64800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Exatas e da Terra</td>\n",
       "      <td>75000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Humanas</td>\n",
       "      <td>112100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AC</td>\n",
       "      <td>Ciências Sociais Aplicadas</td>\n",
       "      <td>12400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>TO</td>\n",
       "      <td>Ciências da Saúde</td>\n",
       "      <td>205150.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>TO</td>\n",
       "      <td>Engenharias</td>\n",
       "      <td>999100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>TO</td>\n",
       "      <td>Lingüística, Letras e Artes</td>\n",
       "      <td>89760.00</td>\n",
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       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>TO</td>\n",
       "      <td>Outra</td>\n",
       "      <td>55517.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>TO</td>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>108300.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>282 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     uf                  grande_area        R$\n",
       "0    AC            Ciências Agrárias 269400.00\n",
       "1    AC          Ciências Biológicas  64800.00\n",
       "2    AC   Ciências Exatas e da Terra  75000.00\n",
       "3    AC             Ciências Humanas 112100.00\n",
       "4    AC   Ciências Sociais Aplicadas  12400.00\n",
       "..   ..                          ...       ...\n",
       "277  TO            Ciências da Saúde 205150.00\n",
       "278  TO                  Engenharias 999100.00\n",
       "279  TO  Lingüística, Letras e Artes  89760.00\n",
       "280  TO                        Outra  55517.15\n",
       "281  TO                  Tecnologias 108300.00\n",
       "\n",
       "[282 rows x 3 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_uf_gArea = df_2022.groupby(['Sigla UF Destino','Grande Área'])['Valor Pago'].sum().reset_index()\n",
    "\n",
    "resumo_uf_gArea.columns = ['uf','grande_area','R$']\n",
    "\n",
    "resumo_uf_gArea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "mzhW2Z1nelPA",
    "outputId": "f70b526a-ae0b-43d7-c49c-eb128c758fa6"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uf</th>\n",
       "      <th>modalidade</th>\n",
       "      <th>R$</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>442265.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AC</td>\n",
       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
       "      <td>50000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AC</td>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>102800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AC</td>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>6600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AC</td>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>13500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>TO</td>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>47200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>TO</td>\n",
       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>49500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>TO</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>224740.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>TO</td>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>40322.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>TO</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>35000.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>575 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     uf                                 modalidade        R$\n",
       "0    AC                   APQ - Auxílio a Pesquisa 442265.00\n",
       "1    AC      ARC - Promoção de Eventos Científicos  50000.00\n",
       "2    AC  DCR - Desenvolvimento Cientifico Regional 102800.00\n",
       "3    AC                     EXP - Extensão no País   6600.00\n",
       "4    AC                              GM - Mestrado  13500.00\n",
       "..   ..                                        ...       ...\n",
       "570  TO   ITI - Iniciação Tecnológica e Industrial  47200.00\n",
       "571  TO                 PDJ - Pós-doutorado Júnior  49500.00\n",
       "572  TO             PQ - Produtividade em Pesquisa 224740.00\n",
       "573  TO                 PV - Pesquisador Visitante  40322.15\n",
       "574  TO          SET - Fixação de Recursos Humanos  35000.00\n",
       "\n",
       "[575 rows x 3 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uf_modalidade = df_2022.groupby(['Sigla UF Destino','Modalidade'])['Valor Pago'].sum().reset_index()\n",
    "\n",
    "uf_modalidade.columns = ['uf','modalidade','R$']\n",
    "\n",
    "uf_modalidade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "_KEjOI7VacQ_",
    "outputId": "fdb8c4ce-1d9d-402b-eecc-8a30a61690c5"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uf</th>\n",
       "      <th>modalidade</th>\n",
       "      <th>R$</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>Todas</td>\n",
       "      <td>1160165.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>Todas</td>\n",
       "      <td>7090757.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AM</td>\n",
       "      <td>Todas</td>\n",
       "      <td>17964666.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AP</td>\n",
       "      <td>Todas</td>\n",
       "      <td>1385442.24</td>\n",
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       "      <td>Todas</td>\n",
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       "      <th>570</th>\n",
       "      <td>TO</td>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>47200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>TO</td>\n",
       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>49500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>TO</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>224740.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>TO</td>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>40322.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>TO</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>35000.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>603 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     uf                                modalidade          R$\n",
       "0    AC                                     Todas  1160165.00\n",
       "1    AL                                     Todas  7090757.80\n",
       "2    AM                                     Todas 17964666.01\n",
       "3    AP                                     Todas  1385442.24\n",
       "4    BA                                     Todas 59219444.68\n",
       "..   ..                                       ...         ...\n",
       "570  TO  ITI - Iniciação Tecnológica e Industrial    47200.00\n",
       "571  TO                PDJ - Pós-doutorado Júnior    49500.00\n",
       "572  TO            PQ - Produtividade em Pesquisa   224740.00\n",
       "573  TO                PV - Pesquisador Visitante    40322.15\n",
       "574  TO         SET - Fixação de Recursos Humanos    35000.00\n",
       "\n",
       "[603 rows x 3 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_uf_modalidade = resumo_uf_pago.copy()\n",
    "\n",
    "total_uf_modalidade['modalidade'] = 'Todas'\n",
    "\n",
    "total_uf_modalidade = pd.concat([total_uf_modalidade,uf_modalidade])\n",
    "\n",
    "total_uf_modalidade = total_uf_modalidade.fillna(0)\n",
    "\n",
    "total_uf_modalidade[['uf','modalidade','R$']].to_csv(arquivos+'total_uf_modalidade.csv')\n",
    "total_uf_modalidade[['uf','modalidade','R$']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 927
    },
    "id": "dIv8vfijeaxA",
    "outputId": "54e76aa7-3d79-474b-aac1-31448edaf939"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uf</th>\n",
       "      <th>qtd_beneficiarios</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SP</td>\n",
       "      <td>26894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RJ</td>\n",
       "      <td>25970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>MG</td>\n",
       "      <td>11919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>RS</td>\n",
       "      <td>10873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PR</td>\n",
       "      <td>7479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DF</td>\n",
       "      <td>7410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PE</td>\n",
       "      <td>4879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SC</td>\n",
       "      <td>4751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BA</td>\n",
       "      <td>4436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CE</td>\n",
       "      <td>3544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>PB</td>\n",
       "      <td>3488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PA</td>\n",
       "      <td>2970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GO</td>\n",
       "      <td>2653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>RN</td>\n",
       "      <td>2537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>MS</td>\n",
       "      <td>1761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MT</td>\n",
       "      <td>1640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ES</td>\n",
       "      <td>1513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AM</td>\n",
       "      <td>1491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SE</td>\n",
       "      <td>1404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>MA</td>\n",
       "      <td>1233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>1087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>PI</td>\n",
       "      <td>1045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>TO</td>\n",
       "      <td>615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Exterior</td>\n",
       "      <td>608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>RO</td>\n",
       "      <td>468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>RR</td>\n",
       "      <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AP</td>\n",
       "      <td>242</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          uf  qtd_beneficiarios\n",
       "26        SP              26894\n",
       "19        RJ              25970\n",
       "11        MG              11919\n",
       "23        RS              10873\n",
       "18        PR               7479\n",
       "6         DF               7410\n",
       "16        PE               4879\n",
       "24        SC               4751\n",
       "4         BA               4436\n",
       "5         CE               3544\n",
       "15        PB               3488\n",
       "14        PA               2970\n",
       "9         GO               2653\n",
       "20        RN               2537\n",
       "12        MS               1761\n",
       "13        MT               1640\n",
       "7         ES               1513\n",
       "2         AM               1491\n",
       "25        SE               1404\n",
       "10        MA               1233\n",
       "1         AL               1087\n",
       "17        PI               1045\n",
       "27        TO                615\n",
       "8   Exterior                608\n",
       "21        RO                468\n",
       "22        RR                282\n",
       "0         AC                270\n",
       "3         AP                242"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Beneficiários por UF:\n",
    "beneficiarios_uf = df_2022.groupby('Sigla UF Destino')['Beneficiário'].nunique().reset_index().sort_values(by='Beneficiário', ascending = False)\n",
    "beneficiarios_uf.columns = ['uf','qtd_beneficiarios']\n",
    "total = beneficiarios_uf['qtd_beneficiarios'].sum()\n",
    "# beneficiarios_uf['pct'] = (beneficiarios_uf['qtd_beneficiarios']/total)*100\n",
    "beneficiarios_uf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "id": "hZoPNOabaWLM"
   },
   "outputs": [],
   "source": [
    "beneficiarios_uf.to_csv(arquivos+'beneficiarios_uf.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 927
    },
    "id": "aBsZxs4NEykr",
    "outputId": "2b6bffa3-0b92-4aa8-9420-44809a2af51b"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>26</th>\n",
       "      <td>SP</td>\n",
       "      <td>34401</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RJ</td>\n",
       "      <td>33809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>MG</td>\n",
       "      <td>14946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>RS</td>\n",
       "      <td>13997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PR</td>\n",
       "      <td>8934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DF</td>\n",
       "      <td>8777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>PE</td>\n",
       "      <td>6119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SC</td>\n",
       "      <td>5890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BA</td>\n",
       "      <td>5397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CE</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>PB</td>\n",
       "      <td>4294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PA</td>\n",
       "      <td>3836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GO</td>\n",
       "      <td>3122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>RN</td>\n",
       "      <td>3106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>MS</td>\n",
       "      <td>2075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AM</td>\n",
       "      <td>1872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MT</td>\n",
       "      <td>1836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ES</td>\n",
       "      <td>1835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SE</td>\n",
       "      <td>1650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>MA</td>\n",
       "      <td>1375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AL</td>\n",
       "      <td>1360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>PI</td>\n",
       "      <td>1213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>TO</td>\n",
       "      <td>755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Exterior</td>\n",
       "      <td>752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>RO</td>\n",
       "      <td>509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>RR</td>\n",
       "      <td>315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AC</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AP</td>\n",
       "      <td>274</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          uf  qtd_bolsas\n",
       "26        SP       34401\n",
       "19        RJ       33809\n",
       "11        MG       14946\n",
       "23        RS       13997\n",
       "18        PR        8934\n",
       "6         DF        8777\n",
       "16        PE        6119\n",
       "24        SC        5890\n",
       "4         BA        5397\n",
       "5         CE        4500\n",
       "15        PB        4294\n",
       "14        PA        3836\n",
       "9         GO        3122\n",
       "20        RN        3106\n",
       "12        MS        2075\n",
       "2         AM        1872\n",
       "13        MT        1836\n",
       "7         ES        1835\n",
       "25        SE        1650\n",
       "10        MA        1375\n",
       "1         AL        1360\n",
       "17        PI        1213\n",
       "27        TO         755\n",
       "8   Exterior         752\n",
       "21        RO         509\n",
       "22        RR         315\n",
       "0         AC         300\n",
       "3         AP         274"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Bolsas por UF:\n",
    "bolsas_uf = df_2022.groupby('Sigla UF Destino').size().reset_index().sort_values(by=0, ascending = False)\n",
    "bolsas_uf.columns = ['uf','qtd_bolsas']\n",
    "bolsas_uf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "id": "xQVxJIZoXns8"
   },
   "outputs": [],
   "source": [
    "resumo_uf_final = pd.merge(pd.merge(bolsas_uf,beneficiarios_uf),resumo_uf_pago[['uf','R$']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "id": "Eu-LvexlYdyT"
   },
   "outputs": [],
   "source": [
    "resumo_uf_final.to_csv(arquivos+'resumo_uf_final.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "F_hVdmUPFofU"
   },
   "source": [
    "## 3. Dados do Ceará <a name=\"dados-ce\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "id": "sPUWoYrHh_kF"
   },
   "outputs": [],
   "source": [
    "df_2022_ce = df_2022.loc[df_2022['Sigla UF Destino']== 'CE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "75FKSRSAhOfn",
    "outputId": "374f4413-6a05-477f-a639-c5f9b2f0a98a"
   },
   "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>3</th>\n",
       "      <th>Ano Referência</th>\n",
       "      <th>Processo</th>\n",
       "      <th>Data Início Processo</th>\n",
       "      <th>Data Término Processo</th>\n",
       "      <th>Beneficiário</th>\n",
       "      <th>Linha de Fomento</th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>Categoria/Nível</th>\n",
       "      <th>Nome Chamada</th>\n",
       "      <th>Programa CNPq</th>\n",
       "      <th>...</th>\n",
       "      <th>País Destino</th>\n",
       "      <th>Título do Projeto</th>\n",
       "      <th>Palavra Chave</th>\n",
       "      <th>Plano Interno</th>\n",
       "      <th>UO</th>\n",
       "      <th>Fonte Recurso</th>\n",
       "      <th>Natureza de Despesa</th>\n",
       "      <th>Valor Pago</th>\n",
       "      <th>dtg_inicio</th>\n",
       "      <th>dtg_fim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2396</th>\n",
       "      <td>2022</td>\n",
       "      <td>180365/2022-3</td>\n",
       "      <td>2022-08-01 00:00:00</td>\n",
       "      <td>2026-07-31 00:00:00</td>\n",
       "      <td>Chrissandro Marques de Almeida</td>\n",
       "      <td>Bolsas de Iniciação Tecnológica e Industrial</td>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>A</td>\n",
       "      <td>ICMBio 2017 - CHAMADA CNPQ/ICMBIO/FAPs nº 18/2...</td>\n",
       "      <td>PROGRAMA DE BIODIVERSIDADE</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Cavernas, abrigos e seu ecossistema - Pesquisa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>04181502RCA</td>\n",
       "      <td>INST.CHICO MENDES DE CONSER.DA BIODIVERSIDADE</td>\n",
       "      <td>0307442070</td>\n",
       "      <td>339018</td>\n",
       "      <td>400.00</td>\n",
       "      <td>2022-08-01</td>\n",
       "      <td>2026-07-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2397</th>\n",
       "      <td>2022</td>\n",
       "      <td>380673/2022-3</td>\n",
       "      <td>2022-09-01 00:00:00</td>\n",
       "      <td>2023-08-31 00:00:00</td>\n",
       "      <td>Jefferson Lima dos Santos</td>\n",
       "      <td>Bolsas de Desenvolvimento Tecnológico e Indust...</td>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>C</td>\n",
       "      <td>ICMBio 2017 - CHAMADA CNPQ/ICMBIO/FAPs nº 18/2...</td>\n",
       "      <td>PROGRAMA DE BIODIVERSIDADE</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Cavernas, abrigos e seu ecossistema - Pesquisa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>04181502RCA</td>\n",
       "      <td>INST.CHICO MENDES DE CONSER.DA BIODIVERSIDADE</td>\n",
       "      <td>0307442070</td>\n",
       "      <td>339018</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>2022-09-01</td>\n",
       "      <td>2023-08-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "3    Ano Referência       Processo Data Início Processo Data Término Processo  \\\n",
       "2396           2022  180365/2022-3  2022-08-01 00:00:00   2026-07-31 00:00:00   \n",
       "2397           2022  380673/2022-3  2022-09-01 00:00:00   2023-08-31 00:00:00   \n",
       "\n",
       "3                       Beneficiário  \\\n",
       "2396  Chrissandro Marques de Almeida   \n",
       "2397       Jefferson Lima dos Santos   \n",
       "\n",
       "3                                      Linha de Fomento  \\\n",
       "2396       Bolsas de Iniciação Tecnológica e Industrial   \n",
       "2397  Bolsas de Desenvolvimento Tecnológico e Indust...   \n",
       "\n",
       "3                                       Modalidade Categoria/Nível  \\\n",
       "2396      ITI - Iniciação Tecnológica e Industrial               A   \n",
       "2397  DTI - Desenvolvimento Tecnológico Industrial               C   \n",
       "\n",
       "3                                          Nome Chamada  \\\n",
       "2396  ICMBio 2017 - CHAMADA CNPQ/ICMBIO/FAPs nº 18/2...   \n",
       "2397  ICMBio 2017 - CHAMADA CNPQ/ICMBIO/FAPs nº 18/2...   \n",
       "\n",
       "3                  Programa CNPq  ...  País Destino  \\\n",
       "2396  PROGRAMA DE BIODIVERSIDADE  ...  BRA - Brasil   \n",
       "2397  PROGRAMA DE BIODIVERSIDADE  ...  BRA - Brasil   \n",
       "\n",
       "3                                     Título do Projeto Palavra Chave  \\\n",
       "2396  Cavernas, abrigos e seu ecossistema - Pesquisa...           NaN   \n",
       "2397  Cavernas, abrigos e seu ecossistema - Pesquisa...           NaN   \n",
       "\n",
       "3    Plano Interno                                             UO  \\\n",
       "2396   04181502RCA  INST.CHICO MENDES DE CONSER.DA BIODIVERSIDADE   \n",
       "2397   04181502RCA  INST.CHICO MENDES DE CONSER.DA BIODIVERSIDADE   \n",
       "\n",
       "3    Fonte Recurso Natureza de Despesa Valor Pago dtg_inicio    dtg_fim  \n",
       "2396    0307442070              339018     400.00 2022-08-01 2026-07-31  \n",
       "2397    0307442070              339018    1100.00 2022-09-01 2023-08-31  \n",
       "\n",
       "[2 rows x 32 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "LHwAktBdrMlS",
    "outputId": "b62faa72-d0ac-4007-bf3b-ebd09bf0c371"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce['Modalidade'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "v2QjR0pjjdZS",
    "outputId": "8209b61f-a8e6-4393-a329-e693117f3c18"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "IC - Iniciação Científica            2155\n",
       "PQ - Produtividade em Pesquisa        567\n",
       "ICJ - Iniciação Científica Júnior     558\n",
       "IT - Iniciação Tecnológica            222\n",
       "GM - Mestrado                         210\n",
       "GD - Doutorado                        209\n",
       "Name: Modalidade, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce['Modalidade'].value_counts().head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Grp10hmfrIDi",
    "outputId": "ba11dbd5-0732-457f-c574-84c7519e8ce6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "579"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce['Modalidade'].value_counts().tail(19).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "WziuFV7yrTuh",
    "outputId": "78fd621e-4947-4f15-baf7-5f940479d04b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4500"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce['Modalidade'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "nezJj1dBrFRa",
    "outputId": "beb6b39f-8377-4395-d7ca-6d7edfd3d2e1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3921"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce['Modalidade'].value_counts().head(6).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "RPWK97derXSq"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "INbAWfarEjyD",
    "outputId": "e9c69aaf-3f43-4f69-8cbd-922def806e77"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "IC - Iniciação Científica                       1182\n",
       "PQ - Produtividade em Pesquisa                   311\n",
       "ICJ - Iniciação Científica Júnior                290\n",
       "IT - Iniciação Tecnológica                       122\n",
       "GD - Doutorado                                   119\n",
       "GM - Mestrado                                    109\n",
       "APQ - Auxílio a Pesquisa                          99\n",
       "SET - Fixação de Recursos Humanos                 55\n",
       "DTI - Desenvolvimento Tecnológico Industrial      43\n",
       "ITI - Iniciação Tecnológica e Industrial          25\n",
       "ATP - Apoio Técnico em Extensão no País           24\n",
       "AT - Apoio Técnico a Pesquisa                     17\n",
       "DT - Produtividade Desen. Tec. e Extensão         17\n",
       "EXP - Extensão no País                            14\n",
       "PDJ - Pós-doutorado Júnior                        14\n",
       "DCR - Desenvolvimento Cientifico Regional         12\n",
       "ITC - Iniciação Tecnológica em TICs                5\n",
       "ARC - Promoção de Eventos Científicos              4\n",
       "AED - Auxílio a Editoração e Publicação            3\n",
       "PV - Pesquisador Visitante                         2\n",
       "EV - Especialista Visitante                        1\n",
       "PDI - Pos-doutorado Empresarial                    1\n",
       "PDS - Pós-doutorado Sênior                         1\n",
       "Name: Modalidade, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce.loc[df_2022_ce['dtg_fim'].dt.year != 2022]['Modalidade'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "dZ4c2rH3Q5pm",
    "outputId": "adcf7683-fe4e-4d7f-ca5a-551a370bd01b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2470"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce.loc[df_2022_ce['dtg_fim'].dt.year != 2022].shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "jCzTUf33RB4-",
    "outputId": "46f5d0d0-35be-41c8-bb3d-aba08732d792"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1060"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2470 - (1182+109+119)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "IFIuzy6gRBPz"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "HWTt1_ARMbvo",
    "outputId": "c5396685-5bd8-458b-b235-9f5afa698fff"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "898100"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Valor anterior (ICV / Me / Doc)\n",
    "(1182*400)+(109*1500)+(119*2200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "hhh3EDDmLyqL",
    "outputId": "c80dedbd-6529-468f-da10-bda8bef29236"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1436100"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Valor reajustado (ICV / Me / Doc)v\n",
    "(1182*700)+(109*2200)+(119*3100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ew3D7hJ8LM-w",
    "outputId": "9296af32-519b-4fd2-e243-98fb4a30a2db"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "527100"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Diferença (ICV / Me / Doc)\n",
    "(1182*300)+(109*600)+(119*900)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "KYHS_ykyivVj",
    "outputId": "a87b3a49-936a-461e-a5a4-6c7ba7947284"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "472800"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(1182*700) - (1182*300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "hlM0WR_Ji1kc"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-gZVKXc8ivMP"
   },
   "source": [
    "### 3.1 CAPES + CNPQ <a name=\"capes-cnpq\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "uKxzuSi7LzRr",
    "outputId": "c0097189-da30-41b4-a769-ffd4f36a7c59"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4814100"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Valor anterior ( Me / Doc)\n",
    "valor_anterior = (1291*1500)+(1308*2200)\n",
    "valor_anterior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "17GBMOFTipiw",
    "outputId": "c22c84f9-d6aa-45ea-c531-279f5c39227c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6895000"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Valor anterior ( Me / Doc)\n",
    "valor_posterior = (1291*2200)+(1308*3100)\n",
    "valor_posterior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "WiTP0u0Uipll",
    "outputId": "ac0cb128-a3d2-49f0-fff6-126c341c5baa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2080900"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valor_posterior - valor_anterior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "id": "Y_RqIGw4ipof"
   },
   "outputs": [],
   "source": [
    "variacao = (valor_posterior/valor_anterior-1)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Rk546QYNggWB",
    "outputId": "b6afd983-fd8e-4909-d333-ed4ef0819304"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43.22510957395982"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "variacao"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KF_Bv5S2CXX5"
   },
   "source": [
    "## 4. Cruzamento com tabela de reajuste <a name=\"cruzamento-tabela\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "MGqOdj2DlGU3",
    "outputId": "6256fe59-6d2f-4cae-f408-01a09b2036ec"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 4500 entries, 2396 to 166787\n",
      "Data columns (total 32 columns):\n",
      " #   Column                     Non-Null Count  Dtype         \n",
      "---  ------                     --------------  -----         \n",
      " 0   Ano Referência             4500 non-null   object        \n",
      " 1   Processo                   4500 non-null   object        \n",
      " 2   Data Início Processo       4500 non-null   object        \n",
      " 3   Data Término Processo      4500 non-null   object        \n",
      " 4   Beneficiário               4500 non-null   object        \n",
      " 5   Linha de Fomento           4500 non-null   object        \n",
      " 6   Modalidade                 4500 non-null   object        \n",
      " 7   Categoria/Nível            924 non-null    object        \n",
      " 8   Nome Chamada               4500 non-null   object        \n",
      " 9   Programa CNPq              4500 non-null   object        \n",
      " 10  Grande Área                4500 non-null   object        \n",
      " 11  Área                       4500 non-null   object        \n",
      " 12  Subárea                    4500 non-null   object        \n",
      " 13  Instituição Origem         4475 non-null   object        \n",
      " 14  Sigla UF Origem            4475 non-null   object        \n",
      " 15  País Origem                4500 non-null   object        \n",
      " 16  Instituição Destino        4500 non-null   object        \n",
      " 17  Sigla Instituição Destino  4500 non-null   object        \n",
      " 18  Sigla Instituição Macro    4500 non-null   object        \n",
      " 19  Cidade Destino             4500 non-null   object        \n",
      " 20  Sigla UF Destino           4500 non-null   object        \n",
      " 21  Região                     4500 non-null   object        \n",
      " 22  País Destino               4500 non-null   object        \n",
      " 23  Título do Projeto          4322 non-null   object        \n",
      " 24  Palavra Chave              821 non-null    object        \n",
      " 25  Plano Interno              4500 non-null   object        \n",
      " 26  UO                         4500 non-null   object        \n",
      " 27  Fonte Recurso              4500 non-null   object        \n",
      " 28  Natureza de Despesa        4500 non-null   object        \n",
      " 29  Valor Pago                 4500 non-null   float64       \n",
      " 30  dtg_inicio                 4500 non-null   datetime64[ns]\n",
      " 31  dtg_fim                    4500 non-null   datetime64[ns]\n",
      "dtypes: datetime64[ns](2), float64(1), object(29)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df_2022_ce.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "JFwRpB7omIzI",
    "outputId": "341526d0-17df-4cc8-b85e-16acfa73fd40"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>3</th>\n",
       "      <th>Ano Referência</th>\n",
       "      <th>Processo</th>\n",
       "      <th>Data Início Processo</th>\n",
       "      <th>Data Término Processo</th>\n",
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       "      <th>...</th>\n",
       "      <th>País Destino</th>\n",
       "      <th>Título do Projeto</th>\n",
       "      <th>Palavra Chave</th>\n",
       "      <th>Plano Interno</th>\n",
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       "  <tbody>\n",
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       "      <th>22884</th>\n",
       "      <td>2022</td>\n",
       "      <td>140428/2022-4</td>\n",
       "      <td>2022-09-01 00:00:00</td>\n",
       "      <td>2023-08-31 00:00:00</td>\n",
       "      <td>Pedro Henrique de Lima Gomes</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...</td>\n",
       "      <td>PROGRAMA DE TECNOLOGIA E INOVAÇÂO</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Fortalecimento da pesquisa e ações inovadoras ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4947E104G21</td>\n",
       "      <td>FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO</td>\n",
       "      <td>0180365009</td>\n",
       "      <td>339018</td>\n",
       "      <td>8800.00</td>\n",
       "      <td>2022-09-01</td>\n",
       "      <td>2023-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24267</th>\n",
       "      <td>2022</td>\n",
       "      <td>140546/2022-7</td>\n",
       "      <td>2019-07-01 00:00:00</td>\n",
       "      <td>2023-06-30 00:00:00</td>\n",
       "      <td>Alyce Hélida Bastos de Sousa</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Manutenção da excelência acadêmica do POSDEHA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9600</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>10376.00</td>\n",
       "      <td>2019-07-01</td>\n",
       "      <td>2023-06-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25205</th>\n",
       "      <td>2022</td>\n",
       "      <td>140570/2022-5</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Cristine Soares Vidal</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Apoio à Pesquisa Científica, Tecnológica e de ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9600</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>10376.00</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25882</th>\n",
       "      <td>2022</td>\n",
       "      <td>161533/2022-1</td>\n",
       "      <td>2021-03-01 00:00:00</td>\n",
       "      <td>2025-02-28 00:00:00</td>\n",
       "      <td>Francisca Géssica Oliveira Silva</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Pesquisa básica e translacional no Programa de...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9600</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>5188.00</td>\n",
       "      <td>2021-03-01</td>\n",
       "      <td>2025-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25898</th>\n",
       "      <td>2022</td>\n",
       "      <td>140496/2022-0</td>\n",
       "      <td>2022-09-01 00:00:00</td>\n",
       "      <td>2026-03-31 00:00:00</td>\n",
       "      <td>Francisco Mateus Alves Guimarães</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Programa de Bolsas de Mestrado e Doutorado - P...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9600</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>10376.00</td>\n",
       "      <td>2022-09-01</td>\n",
       "      <td>2026-03-31</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164266</th>\n",
       "      <td>2022</td>\n",
       "      <td>140334/2019-0</td>\n",
       "      <td>2020-04-01 00:00:00</td>\n",
       "      <td>2024-03-31 00:00:00</td>\n",
       "      <td>Vicente de Castro Sanders Neto</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM/GD - Cotas do Programa de Pós-Graduação</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9992</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>4334.00</td>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>2024-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164267</th>\n",
       "      <td>2022</td>\n",
       "      <td>140335/2019-6</td>\n",
       "      <td>2020-03-01 00:00:00</td>\n",
       "      <td>2023-02-28 00:00:00</td>\n",
       "      <td>Vicente Elício Porfiro Sales Gonçalves da Silva</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM/GD - Cotas do Programa de Pós-Graduação</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9992</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>2364.00</td>\n",
       "      <td>2020-03-01</td>\n",
       "      <td>2023-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164272</th>\n",
       "      <td>2022</td>\n",
       "      <td>141899/2018-2</td>\n",
       "      <td>2019-03-01 00:00:00</td>\n",
       "      <td>2022-02-28 00:00:00</td>\n",
       "      <td>Victor Costa Porto</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM/GD - Cotas do Programa de Pós-Graduação</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9992</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>394.00</td>\n",
       "      <td>2019-03-01</td>\n",
       "      <td>2022-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164283</th>\n",
       "      <td>2022</td>\n",
       "      <td>140431/2020-9</td>\n",
       "      <td>2022-09-01 00:00:00</td>\n",
       "      <td>2023-08-31 00:00:00</td>\n",
       "      <td>Victor Manuel Tegoma Ruiz</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM/GD - Cotas do Programa de Pós-Graduação</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9992</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>4334.00</td>\n",
       "      <td>2022-09-01</td>\n",
       "      <td>2023-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164640</th>\n",
       "      <td>2022</td>\n",
       "      <td>142565/2020-2</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Samuel Oliveira Saturno</td>\n",
       "      <td>Bolsas de Doutorado</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHA DAI 2018 - Chamada Pública CNPq Nº 23/2018...</td>\n",
       "      <td>Programa Especial de Inovação e Tecnologia</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Monitoramento e Localização para Cidades Intel...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9993</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>28534.00</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>209 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "3      Ano Referência       Processo Data Início Processo  \\\n",
       "22884            2022  140428/2022-4  2022-09-01 00:00:00   \n",
       "24267            2022  140546/2022-7  2019-07-01 00:00:00   \n",
       "25205            2022  140570/2022-5  2021-09-01 00:00:00   \n",
       "25882            2022  161533/2022-1  2021-03-01 00:00:00   \n",
       "25898            2022  140496/2022-0  2022-09-01 00:00:00   \n",
       "...               ...            ...                  ...   \n",
       "164266           2022  140334/2019-0  2020-04-01 00:00:00   \n",
       "164267           2022  140335/2019-6  2020-03-01 00:00:00   \n",
       "164272           2022  141899/2018-2  2019-03-01 00:00:00   \n",
       "164283           2022  140431/2020-9  2022-09-01 00:00:00   \n",
       "164640           2022  142565/2020-2  2021-09-01 00:00:00   \n",
       "\n",
       "3      Data Término Processo                                     Beneficiário  \\\n",
       "22884    2023-08-31 00:00:00                     Pedro Henrique de Lima Gomes   \n",
       "24267    2023-06-30 00:00:00                     Alyce Hélida Bastos de Sousa   \n",
       "25205    2022-08-31 00:00:00                            Cristine Soares Vidal   \n",
       "25882    2025-02-28 00:00:00                 Francisca Géssica Oliveira Silva   \n",
       "25898    2026-03-31 00:00:00                 Francisco Mateus Alves Guimarães   \n",
       "...                      ...                                              ...   \n",
       "164266   2024-03-31 00:00:00                   Vicente de Castro Sanders Neto   \n",
       "164267   2023-02-28 00:00:00  Vicente Elício Porfiro Sales Gonçalves da Silva   \n",
       "164272   2022-02-28 00:00:00                               Victor Costa Porto   \n",
       "164283   2023-08-31 00:00:00                        Victor Manuel Tegoma Ruiz   \n",
       "164640   2022-08-31 00:00:00                          Samuel Oliveira Saturno   \n",
       "\n",
       "3          Linha de Fomento      Modalidade Categoria/Nível  \\\n",
       "22884   Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "24267   Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "25205   Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "25882   Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "25898   Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "...                     ...             ...             ...   \n",
       "164266  Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "164267  Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "164272  Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "164283  Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "164640  Bolsas de Doutorado  GD - Doutorado             NaN   \n",
       "\n",
       "3                                            Nome Chamada  \\\n",
       "22884   CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...   \n",
       "24267   GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...   \n",
       "25205   GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...   \n",
       "25882   GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...   \n",
       "25898   GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...   \n",
       "...                                                   ...   \n",
       "164266         GM/GD - Cotas do Programa de Pós-Graduação   \n",
       "164267         GM/GD - Cotas do Programa de Pós-Graduação   \n",
       "164272         GM/GD - Cotas do Programa de Pós-Graduação   \n",
       "164283         GM/GD - Cotas do Programa de Pós-Graduação   \n",
       "164640  CHA DAI 2018 - Chamada Pública CNPq Nº 23/2018...   \n",
       "\n",
       "3                                           Programa CNPq  ...  País Destino  \\\n",
       "22884                   PROGRAMA DE TECNOLOGIA E INOVAÇÂO  ...  BRA - Brasil   \n",
       "24267   Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "25205   Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "25882   Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "25898   Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "...                                                   ...  ...           ...   \n",
       "164266  Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "164267  Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "164272  Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "164283  Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "164640         Programa Especial de Inovação e Tecnologia  ...  BRA - Brasil   \n",
       "\n",
       "3                                       Título do Projeto Palavra Chave  \\\n",
       "22884   Fortalecimento da pesquisa e ações inovadoras ...           NaN   \n",
       "24267       Manutenção da excelência acadêmica do POSDEHA           NaN   \n",
       "25205   Apoio à Pesquisa Científica, Tecnológica e de ...           NaN   \n",
       "25882   Pesquisa básica e translacional no Programa de...           NaN   \n",
       "25898   Programa de Bolsas de Mestrado e Doutorado - P...           NaN   \n",
       "...                                                   ...           ...   \n",
       "164266                                                NaN           NaN   \n",
       "164267                                                NaN           NaN   \n",
       "164272                                                NaN           NaN   \n",
       "164283                                                NaN           NaN   \n",
       "164640  Monitoramento e Localização para Cidades Intel...           NaN   \n",
       "\n",
       "3      Plano Interno                                            UO  \\\n",
       "22884    4947E104G21  FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO   \n",
       "24267           9600  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "25205           9600  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "25882           9600  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "25898           9600  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "...              ...                                           ...   \n",
       "164266          9992  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "164267          9992  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "164272          9992  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "164283          9992  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "164640          9993  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "\n",
       "3      Fonte Recurso Natureza de Despesa Valor Pago dtg_inicio    dtg_fim  \n",
       "22884     0180365009              339018    8800.00 2022-09-01 2023-08-31  \n",
       "24267     0100000000              339018   10376.00 2019-07-01 2023-06-30  \n",
       "25205     0100000000              339018   10376.00 2021-09-01 2022-08-31  \n",
       "25882     0100000000              339018    5188.00 2021-03-01 2025-02-28  \n",
       "25898     0100000000              339018   10376.00 2022-09-01 2026-03-31  \n",
       "...              ...                 ...        ...        ...        ...  \n",
       "164266    0100000000              339018    4334.00 2020-04-01 2024-03-31  \n",
       "164267    0100000000              339018    2364.00 2020-03-01 2023-02-28  \n",
       "164272    0100000000              339018     394.00 2019-03-01 2022-02-28  \n",
       "164283    0100000000              339018    4334.00 2022-09-01 2023-08-31  \n",
       "164640    0100000000              339018   28534.00 2021-09-01 2022-08-31  \n",
       "\n",
       "[209 rows x 32 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce.loc[df_2022_ce.Modalidade == 'GD - Doutorado']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "b5ESBq_smR4O"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "id": "EttrvLI0mR82"
   },
   "outputs": [],
   "source": [
    "cp_df_2022_ce = df_2022_ce.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "id": "yDDU5XemmZ10"
   },
   "outputs": [],
   "source": [
    "cp_df_2022_ce['Categoria/Nível'].fillna('-', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ALgXF-nJmSEt"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "ZfCD8pp5ju6o",
    "outputId": "0e5865e9-1ded-4e59-d60c-34b62c097d4c"
   },
   "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>chave</th>\n",
       "      <th>descricao</th>\n",
       "      <th>n_beneficiarios</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AED -</td>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>APQ -</td>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARC -</td>\n",
       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AT 1A</td>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AT 2A</td>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ATP A</td>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ATP B</td>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DCR A</td>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DCR B</td>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>DCR C</td>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>DT 1D</td>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>DT 2</td>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>DTI A</td>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>DTI B</td>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>DTI C</td>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>EV 1</td>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>EV 2</td>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>EXP B</td>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>EXP C</td>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>GD -</td>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>GM -</td>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>IC -</td>\n",
       "      <td>IC - Iniciação Científica</td>\n",
       "      <td>1817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ICJ -</td>\n",
       "      <td>ICJ - Iniciação Científica Júnior</td>\n",
       "      <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>IT -</td>\n",
       "      <td>IT - Iniciação Tecnológica</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ITC A</td>\n",
       "      <td>ITC - Iniciação Tecnológica em TICs</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ITI A</td>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ITI B</td>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>PAV 2</td>\n",
       "      <td>PAV - Bolsa Pesquisador-Avaliador</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>PDI -</td>\n",
       "      <td>PDI - Pos-doutorado Empresarial</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>PDJ -</td>\n",
       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>PDS -</td>\n",
       "      <td>PDS - Pós-doutorado Sênior</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>PQ 1A</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>PQ 1B</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>PQ 1C</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>PQ 1D</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>PQ 2</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>PQ SR</td>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>PV -</td>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>PV 1</td>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>SET A</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>SET B</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>SET C</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>SET D</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>SET E</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>SET F</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>SET G</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>SET H</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>SET I</td>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>SWP -</td>\n",
       "      <td>SWP - Doutorado-Sanduiche no Pais</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    chave                                     descricao  n_beneficiarios\n",
       "0   AED -       AED - Auxílio a Editoração e Publicação                4\n",
       "1   APQ -                      APQ - Auxílio a Pesquisa              109\n",
       "2   ARC -         ARC - Promoção de Eventos Científicos                8\n",
       "3   AT 1A                 AT - Apoio Técnico a Pesquisa               24\n",
       "4   AT 2A                 AT - Apoio Técnico a Pesquisa                5\n",
       "5   ATP A      ATP - Apoio Técnico em Extensão no País                34\n",
       "6   ATP B      ATP - Apoio Técnico em Extensão no País                15\n",
       "7   DCR A     DCR - Desenvolvimento Cientifico Regional                1\n",
       "8   DCR B     DCR - Desenvolvimento Cientifico Regional                4\n",
       "9   DCR C     DCR - Desenvolvimento Cientifico Regional               15\n",
       "10  DT 1D    DT - Produtividade Desen. Tec. e Extensão                 5\n",
       "11   DT 2    DT - Produtividade Desen. Tec. e Extensão                21\n",
       "12  DTI A  DTI - Desenvolvimento Tecnológico Industrial                9\n",
       "13  DTI B  DTI - Desenvolvimento Tecnológico Industrial               21\n",
       "14  DTI C  DTI - Desenvolvimento Tecnológico Industrial               38\n",
       "15   EV 1                   EV - Especialista Visitante                2\n",
       "16   EV 2                   EV - Especialista Visitante                1\n",
       "17  EXP B                        EXP - Extensão no País                1\n",
       "18  EXP C                        EXP - Extensão no País               14\n",
       "19   GD -                                GD - Doutorado              142\n",
       "20   GM -                                 GM - Mestrado              210\n",
       "21   IC -                     IC - Iniciação Científica             1817\n",
       "22  ICJ -             ICJ - Iniciação Científica Júnior              389\n",
       "23   IT -                    IT - Iniciação Tecnológica              207\n",
       "24  ITC A           ITC - Iniciação Tecnológica em TICs                5\n",
       "25  ITI A      ITI - Iniciação Tecnológica e Industrial               35\n",
       "26  ITI B      ITI - Iniciação Tecnológica e Industrial                1\n",
       "27  PAV 2             PAV - Bolsa Pesquisador-Avaliador                1\n",
       "28  PDI -               PDI - Pos-doutorado Empresarial                1\n",
       "29  PDJ -                    PDJ - Pós-doutorado Júnior               16\n",
       "30  PDS -                    PDS - Pós-doutorado Sênior                2\n",
       "31  PQ 1A                PQ - Produtividade em Pesquisa               22\n",
       "32  PQ 1B                PQ - Produtividade em Pesquisa               20\n",
       "33  PQ 1C                PQ - Produtividade em Pesquisa               45\n",
       "34  PQ 1D                PQ - Produtividade em Pesquisa               85\n",
       "35   PQ 2                PQ - Produtividade em Pesquisa              273\n",
       "36  PQ SR                PQ - Produtividade em Pesquisa                3\n",
       "37   PV -                    PV - Pesquisador Visitante                1\n",
       "38   PV 1                    PV - Pesquisador Visitante                3\n",
       "39  SET A             SET - Fixação de Recursos Humanos                1\n",
       "40  SET B             SET - Fixação de Recursos Humanos                2\n",
       "41  SET C             SET - Fixação de Recursos Humanos                7\n",
       "42  SET D             SET - Fixação de Recursos Humanos                2\n",
       "43  SET E             SET - Fixação de Recursos Humanos                3\n",
       "44  SET F             SET - Fixação de Recursos Humanos                7\n",
       "45  SET G             SET - Fixação de Recursos Humanos               35\n",
       "46  SET H             SET - Fixação de Recursos Humanos                5\n",
       "47  SET I             SET - Fixação de Recursos Humanos                8\n",
       "48  SWP -             SWP - Doutorado-Sanduiche no Pais                1"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modalidade_ce = cp_df_2022_ce.groupby(['Modalidade', 'Categoria/Nível'])['Beneficiário'].nunique().reset_index()\n",
    "\n",
    "modalidade_ce['Sigla'] = modalidade_ce['Modalidade'].apply(lambda x: x.split(' - ')[0])\n",
    "\n",
    "modalidade_ce['chave'] = modalidade_ce['Sigla'] + ' ' + modalidade_ce['Categoria/Nível']\n",
    "\n",
    "modalidade_ce = modalidade_ce[['chave','Modalidade','Beneficiário']]\n",
    "modalidade_ce.columns = ['chave','descricao','n_beneficiarios']\n",
    "modalidade_ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "B6gYEQYddE09"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "tmqbCVCddFia",
    "outputId": "b2b59c9c-4d21-49b1-f38c-61734810fcb8",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>3</th>\n",
       "      <th>Ano Referência</th>\n",
       "      <th>Processo</th>\n",
       "      <th>Data Início Processo</th>\n",
       "      <th>Data Término Processo</th>\n",
       "      <th>Beneficiário</th>\n",
       "      <th>Linha de Fomento</th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>Categoria/Nível</th>\n",
       "      <th>Nome Chamada</th>\n",
       "      <th>Programa CNPq</th>\n",
       "      <th>...</th>\n",
       "      <th>País Destino</th>\n",
       "      <th>Título do Projeto</th>\n",
       "      <th>Palavra Chave</th>\n",
       "      <th>Plano Interno</th>\n",
       "      <th>UO</th>\n",
       "      <th>Fonte Recurso</th>\n",
       "      <th>Natureza de Despesa</th>\n",
       "      <th>Valor Pago</th>\n",
       "      <th>dtg_inicio</th>\n",
       "      <th>dtg_fim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>131941</th>\n",
       "      <td>2022</td>\n",
       "      <td>315722/2018-5</td>\n",
       "      <td>2021-11-01 00:00:00</td>\n",
       "      <td>2022-04-30 00:00:00</td>\n",
       "      <td>Auzuir Ripardo de Alexandria</td>\n",
       "      <td>Bolsas de Produtividade em Pesquisa e Tecnologia</td>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>2</td>\n",
       "      <td>DT - 2018 - Chamada CNPq Nº 17/2018 - Produtiv...</td>\n",
       "      <td>Programa de Tecnologias Médicas e da Saúde</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Desenvolvimento de sistema para simulação de c...</td>\n",
       "      <td>Anatomia,  Aplicativo para dispositivos móvei...</td>\n",
       "      <td>9647</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>2021-11-01</td>\n",
       "      <td>2022-04-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131969</th>\n",
       "      <td>2022</td>\n",
       "      <td>314903/2018-6</td>\n",
       "      <td>2022-08-01 00:00:00</td>\n",
       "      <td>2024-07-31 00:00:00</td>\n",
       "      <td>Diego Lomonaco Vasconcelos de Oliveira</td>\n",
       "      <td>Bolsas de Produtividade em Pesquisa e Tecnologia</td>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>2</td>\n",
       "      <td>DT - 2018 - Chamada CNPq Nº 17/2018 - Produtiv...</td>\n",
       "      <td>Programa de Desenvolvimento Tecnológico e Indu...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Desenvolvimento tecnológico de polímeros de al...</td>\n",
       "      <td>inovação tecnológica,  lignina,  líquido da c...</td>\n",
       "      <td>9647</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>2022-08-01</td>\n",
       "      <td>2024-07-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "3      Ano Referência       Processo Data Início Processo  \\\n",
       "131941           2022  315722/2018-5  2021-11-01 00:00:00   \n",
       "131969           2022  314903/2018-6  2022-08-01 00:00:00   \n",
       "\n",
       "3      Data Término Processo                            Beneficiário  \\\n",
       "131941   2022-04-30 00:00:00            Auzuir Ripardo de Alexandria   \n",
       "131969   2024-07-31 00:00:00  Diego Lomonaco Vasconcelos de Oliveira   \n",
       "\n",
       "3                                       Linha de Fomento  \\\n",
       "131941  Bolsas de Produtividade em Pesquisa e Tecnologia   \n",
       "131969  Bolsas de Produtividade em Pesquisa e Tecnologia   \n",
       "\n",
       "3                                       Modalidade Categoria/Nível  \\\n",
       "131941  DT - Produtividade Desen. Tec. e Extensão                2   \n",
       "131969  DT - Produtividade Desen. Tec. e Extensão                2   \n",
       "\n",
       "3                                            Nome Chamada  \\\n",
       "131941  DT - 2018 - Chamada CNPq Nº 17/2018 - Produtiv...   \n",
       "131969  DT - 2018 - Chamada CNPq Nº 17/2018 - Produtiv...   \n",
       "\n",
       "3                                           Programa CNPq  ...  País Destino  \\\n",
       "131941         Programa de Tecnologias Médicas e da Saúde  ...  BRA - Brasil   \n",
       "131969  Programa de Desenvolvimento Tecnológico e Indu...  ...  BRA - Brasil   \n",
       "\n",
       "3                                       Título do Projeto  \\\n",
       "131941  Desenvolvimento de sistema para simulação de c...   \n",
       "131969  Desenvolvimento tecnológico de polímeros de al...   \n",
       "\n",
       "3                                           Palavra Chave Plano Interno  \\\n",
       "131941   Anatomia,  Aplicativo para dispositivos móvei...          9647   \n",
       "131969   inovação tecnológica,  lignina,  líquido da c...          9647   \n",
       "\n",
       "3                                                 UO Fonte Recurso  \\\n",
       "131941  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO    0100000000   \n",
       "131969  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO    0100000000   \n",
       "\n",
       "3      Natureza de Despesa Valor Pago dtg_inicio    dtg_fim  \n",
       "131941              339018    2200.00 2021-11-01 2022-04-30  \n",
       "131969              339018    2200.00 2022-08-01 2024-07-31  \n",
       "\n",
       "[2 rows x 32 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cp_df_2022_ce.loc[(cp_df_2022_ce.Modalidade == \"DT - Produtividade Desen. Tec. e Extensão \") & (cp_df_2022_ce['Categoria/Nível'] == '2'\t)].head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "dt6ls4UUdFne"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 802
    },
    "id": "HvjB5OtGju-6",
    "outputId": "0fea74ec-5bb9-4b90-c652-f37b2ca30816"
   },
   "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>Modalidade</th>\n",
       "      <th>Sigla</th>\n",
       "      <th>Categ/ Nível</th>\n",
       "      <th>Valor Atual</th>\n",
       "      <th>Novo Valor</th>\n",
       "      <th>chave</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apoio Técnico à Pesquisa</td>\n",
       "      <td>AT</td>\n",
       "      <td>NS</td>\n",
       "      <td>550.00</td>\n",
       "      <td>770.00</td>\n",
       "      <td>AT NS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Apoio Técnico à Pesquisa</td>\n",
       "      <td>AT</td>\n",
       "      <td>NM</td>\n",
       "      <td>400.00</td>\n",
       "      <td>560.00</td>\n",
       "      <td>AT NM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR</td>\n",
       "      <td>A</td>\n",
       "      <td>6200.00</td>\n",
       "      <td>7750.00</td>\n",
       "      <td>DCR A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR</td>\n",
       "      <td>B</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>6500.00</td>\n",
       "      <td>DCR B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR</td>\n",
       "      <td>C</td>\n",
       "      <td>4200.00</td>\n",
       "      <td>5250.00</td>\n",
       "      <td>DCR C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Doutorado</td>\n",
       "      <td>GD</td>\n",
       "      <td>-</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>3100.00</td>\n",
       "      <td>GD -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Doutorado Sanduíche</td>\n",
       "      <td>SWP</td>\n",
       "      <td>-</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>3100.00</td>\n",
       "      <td>SWP -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Doutorado Sanduíche Empresarial</td>\n",
       "      <td>SWI</td>\n",
       "      <td>-</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>3100.00</td>\n",
       "      <td>SWI -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Iniciação Científica</td>\n",
       "      <td>IC</td>\n",
       "      <td>-</td>\n",
       "      <td>400.00</td>\n",
       "      <td>700.00</td>\n",
       "      <td>IC -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Iniciação Científica Júnior</td>\n",
       "      <td>ICJ</td>\n",
       "      <td>-</td>\n",
       "      <td>100.00</td>\n",
       "      <td>300.00</td>\n",
       "      <td>ICJ -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Iniciação Tecnológica</td>\n",
       "      <td>IT</td>\n",
       "      <td>-</td>\n",
       "      <td>400.00</td>\n",
       "      <td>700.00</td>\n",
       "      <td>IT -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mestrado</td>\n",
       "      <td>GM</td>\n",
       "      <td>-</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>2100.00</td>\n",
       "      <td>GM -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Pesquisador Visitante</td>\n",
       "      <td>PV</td>\n",
       "      <td>1</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>6500.00</td>\n",
       "      <td>PV 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Pós-doutorado Sênior</td>\n",
       "      <td>PDS</td>\n",
       "      <td>-</td>\n",
       "      <td>4400.00</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>PDS -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Pós-doutorado Júnior</td>\n",
       "      <td>PDJ</td>\n",
       "      <td>-</td>\n",
       "      <td>4100.00</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>PDJ -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Pós-doutorado Empresarial</td>\n",
       "      <td>PDI</td>\n",
       "      <td>-</td>\n",
       "      <td>4100.00</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>PDI -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ</td>\n",
       "      <td>1A</td>\n",
       "      <td>1300.00</td>\n",
       "      <td>1560.00</td>\n",
       "      <td>PQ 1A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ</td>\n",
       "      <td>1B</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>PQ 1B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ</td>\n",
       "      <td>1C</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>PQ 1C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ</td>\n",
       "      <td>1D</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>PQ 1D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT</td>\n",
       "      <td>1A</td>\n",
       "      <td>1300.00</td>\n",
       "      <td>1560.00</td>\n",
       "      <td>DT 1A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT</td>\n",
       "      <td>1B</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>DT 1B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT</td>\n",
       "      <td>1C</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>DT 1C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT</td>\n",
       "      <td>1D</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>DT 1D</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Modalidade Sigla Categ/ Nível  \\\n",
       "0                            Apoio Técnico à Pesquisa    AT           NS   \n",
       "1                            Apoio Técnico à Pesquisa    AT           NM   \n",
       "2   Desenvolvimento Científico e Tecnológico Regional   DCR            A   \n",
       "3   Desenvolvimento Científico e Tecnológico Regional   DCR            B   \n",
       "4   Desenvolvimento Científico e Tecnológico Regional   DCR            C   \n",
       "5                                           Doutorado    GD            -   \n",
       "6                                 Doutorado Sanduíche   SWP            -   \n",
       "7                     Doutorado Sanduíche Empresarial   SWI            -   \n",
       "8                                Iniciação Científica    IC            -   \n",
       "9                         Iniciação Científica Júnior   ICJ            -   \n",
       "10                              Iniciação Tecnológica    IT            -   \n",
       "11                                           Mestrado    GM            -   \n",
       "12                              Pesquisador Visitante    PV            1   \n",
       "13                               Pós-doutorado Sênior   PDS            -   \n",
       "14                               Pós-doutorado Júnior   PDJ            -   \n",
       "15                          Pós-doutorado Empresarial   PDI            -   \n",
       "16                          Produtividade em Pesquisa    PQ           1A   \n",
       "17                          Produtividade em Pesquisa    PQ           1B   \n",
       "18                          Produtividade em Pesquisa    PQ           1C   \n",
       "19                          Produtividade em Pesquisa    PQ           1D   \n",
       "20  Produtividade em Desenvolvimento Tecnológico\\n...    DT           1A   \n",
       "21  Produtividade em Desenvolvimento Tecnológico\\n...    DT           1B   \n",
       "22  Produtividade em Desenvolvimento Tecnológico\\n...    DT           1C   \n",
       "23  Produtividade em Desenvolvimento Tecnológico\\n...    DT           1D   \n",
       "\n",
       "    Valor Atual  Novo Valor  chave  \n",
       "0        550.00      770.00  AT NS  \n",
       "1        400.00      560.00  AT NM  \n",
       "2       6200.00     7750.00  DCR A  \n",
       "3       5200.00     6500.00  DCR B  \n",
       "4       4200.00     5250.00  DCR C  \n",
       "5       2200.00     3100.00   GD -  \n",
       "6       2200.00     3100.00  SWP -  \n",
       "7       2200.00     3100.00  SWI -  \n",
       "8        400.00      700.00   IC -  \n",
       "9        100.00      300.00  ICJ -  \n",
       "10       400.00      700.00   IT -  \n",
       "11      1500.00     2100.00   GM -  \n",
       "12      5200.00     6500.00   PV 1  \n",
       "13      4400.00     5500.00  PDS -  \n",
       "14      4100.00     5200.00  PDJ -  \n",
       "15      4100.00     5200.00  PDI -  \n",
       "16      1300.00     1560.00  PQ 1A  \n",
       "17      1100.00     1320.00  PQ 1B  \n",
       "18      1100.00     1320.00  PQ 1C  \n",
       "19      1000.00     1200.00  PQ 1D  \n",
       "20      1300.00     1560.00  DT 1A  \n",
       "21      1100.00     1320.00  DT 1B  \n",
       "22      1100.00     1320.00  DT 1C  \n",
       "23      1000.00     1200.00  DT 1D  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tabela_reajuste = pd.read_csv(path+'tabela_reajuste.csv')\n",
    "tabela_reajuste['Valor Atual'] = tabela_reajuste['Valor Atual'].apply(lambda x: float(x.replace('.','').replace(',','.')))\n",
    "tabela_reajuste['Novo Valor'] = tabela_reajuste['Novo Valor'].apply(lambda x: float(x.replace('.','').replace(',','.')))\n",
    "tabela_reajuste['chave'] = tabela_reajuste['Sigla']  + ' ' + tabela_reajuste['Categ/ Nível']\n",
    "tabela_reajuste"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "7lFLq-Y6hirP",
    "outputId": "be06f03e-05ec-4841-e29f-c323fe1334bc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Ano Referência', 'Processo', 'Data Início Processo',\n",
       "       'Data Término Processo', 'Beneficiário', 'Linha de Fomento',\n",
       "       'Modalidade', 'Categoria/Nível', 'Nome Chamada', 'Programa CNPq',\n",
       "       'Grande Área', 'Área', 'Subárea', 'Instituição Origem',\n",
       "       'Sigla UF Origem', 'País Origem', 'Instituição Destino',\n",
       "       'Sigla Instituição Destino', 'Sigla Instituição Macro',\n",
       "       'Cidade Destino', 'Sigla UF Destino', 'Região', 'País Destino',\n",
       "       'Título do Projeto', 'Palavra Chave', 'Plano Interno', 'UO',\n",
       "       'Fonte Recurso', 'Natureza de Despesa', 'Valor Pago', 'dtg_inicio',\n",
       "       'dtg_fim'],\n",
       "      dtype='object', name=3)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cp_df_2022_ce.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "LOKR1dHCayIl",
    "outputId": "b3d83324-caed-4494-8d40-9d1423cbe437",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "        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>3</th>\n",
       "      <th>Ano Referência</th>\n",
       "      <th>Processo</th>\n",
       "      <th>Data Início Processo</th>\n",
       "      <th>Data Término Processo</th>\n",
       "      <th>Beneficiário</th>\n",
       "      <th>Linha de Fomento</th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>Categoria/Nível</th>\n",
       "      <th>Nome Chamada</th>\n",
       "      <th>Programa CNPq</th>\n",
       "      <th>...</th>\n",
       "      <th>Área</th>\n",
       "      <th>Subárea</th>\n",
       "      <th>Instituição Destino</th>\n",
       "      <th>Sigla Instituição Destino</th>\n",
       "      <th>Sigla Instituição Macro</th>\n",
       "      <th>Sigla UF Destino</th>\n",
       "      <th>Título do Projeto</th>\n",
       "      <th>Valor Pago</th>\n",
       "      <th>dtg_inicio</th>\n",
       "      <th>dtg_fim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8880</th>\n",
       "      <td>2022</td>\n",
       "      <td>372103/2022-7</td>\n",
       "      <td>2022-08-01 00:00:00</td>\n",
       "      <td>2024-07-31 00:00:00</td>\n",
       "      <td>Alexandre Danton Viana Pinheiro</td>\n",
       "      <td>Bolsas de Apoio Técnico</td>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>1A</td>\n",
       "      <td>Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...</td>\n",
       "      <td>PROGRAMA BASICO DE FARMACOLOGIA</td>\n",
       "      <td>...</td>\n",
       "      <td>Farmacologia</td>\n",
       "      <td>Farmacologia Bioquímica e Molecular</td>\n",
       "      <td>Universidade Federal do Ceará</td>\n",
       "      <td>UFC</td>\n",
       "      <td>UFC</td>\n",
       "      <td>CE</td>\n",
       "      <td>Estudo da associação entre a obesidade e os me...</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>2022-08-01</td>\n",
       "      <td>2024-07-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8962</th>\n",
       "      <td>2022</td>\n",
       "      <td>371079/2022-5</td>\n",
       "      <td>2020-01-01 00:00:00</td>\n",
       "      <td>2023-12-31 00:00:00</td>\n",
       "      <td>Andréa Cintia Laurindo Porto</td>\n",
       "      <td>Bolsas de Apoio Técnico</td>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>1A</td>\n",
       "      <td>Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...</td>\n",
       "      <td>PROGRAMA BASICO DE SAUDE COLETIVA</td>\n",
       "      <td>...</td>\n",
       "      <td>Saúde Coletiva</td>\n",
       "      <td>Saúde Pública</td>\n",
       "      <td>Universidade de Fortaleza</td>\n",
       "      <td>UNIFOR</td>\n",
       "      <td>UNIFOR</td>\n",
       "      <td>CE</td>\n",
       "      <td>PROGRAMA DE PROMOÇÃO DA SAÚDE VOCAL AMPARADO P...</td>\n",
       "      <td>4400.00</td>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>2023-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9291</th>\n",
       "      <td>2022</td>\n",
       "      <td>371008/2022-0</td>\n",
       "      <td>2021-05-01 00:00:00</td>\n",
       "      <td>2022-03-31 00:00:00</td>\n",
       "      <td>Francisco Carlos Freire Nunes Junior</td>\n",
       "      <td>Bolsas de Apoio Técnico</td>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>1A</td>\n",
       "      <td>Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...</td>\n",
       "      <td>PROGRAMA BASICO DE ENGENHARIA ELETRICA</td>\n",
       "      <td>...</td>\n",
       "      <td>Engenharia Elétrica</td>\n",
       "      <td>Sistemas de Telecomunicações</td>\n",
       "      <td>Universidade Federal do Ceará</td>\n",
       "      <td>UFC</td>\n",
       "      <td>UFC</td>\n",
       "      <td>CE</td>\n",
       "      <td>Superfícies Refletoras Aéreas Inteligentes em ...</td>\n",
       "      <td>4400.00</td>\n",
       "      <td>2021-05-01</td>\n",
       "      <td>2022-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9347</th>\n",
       "      <td>2022</td>\n",
       "      <td>372334/2022-9</td>\n",
       "      <td>2021-12-01 00:00:00</td>\n",
       "      <td>2022-11-30 00:00:00</td>\n",
       "      <td>Georlan Gomes E Silva Júnior</td>\n",
       "      <td>Bolsas de Apoio Técnico</td>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>2A</td>\n",
       "      <td>Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...</td>\n",
       "      <td>PROGRAMA BASICO DE ENGENHARIA ELETRICA</td>\n",
       "      <td>...</td>\n",
       "      <td>Engenharia Elétrica</td>\n",
       "      <td>Conversão e Retificação da Energia Elétrica</td>\n",
       "      <td>Universidade Federal do Ceará</td>\n",
       "      <td>UFC</td>\n",
       "      <td>UFC</td>\n",
       "      <td>CE</td>\n",
       "      <td>Projeto e construção de sistema de acionamento...</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>2021-12-01</td>\n",
       "      <td>2022-11-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9371</th>\n",
       "      <td>2022</td>\n",
       "      <td>371067/2022-7</td>\n",
       "      <td>2022-11-01 00:00:00</td>\n",
       "      <td>2023-08-31 00:00:00</td>\n",
       "      <td>Gisely de Lima freitas</td>\n",
       "      <td>Bolsas de Apoio Técnico</td>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>1A</td>\n",
       "      <td>Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...</td>\n",
       "      <td>PROGRAMA BASICO DE FARMACOLOGIA</td>\n",
       "      <td>...</td>\n",
       "      <td>Farmacologia</td>\n",
       "      <td>Farmacologia Bioquímica e Molecular</td>\n",
       "      <td>Universidade Federal do Ceará</td>\n",
       "      <td>UFC</td>\n",
       "      <td>UFC</td>\n",
       "      <td>CE</td>\n",
       "      <td>Estudo da associação entre a obesidade e os me...</td>\n",
       "      <td>1650.00</td>\n",
       "      <td>2022-11-01</td>\n",
       "      <td>2023-08-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "3    Ano Referência       Processo Data Início Processo Data Término Processo  \\\n",
       "8880           2022  372103/2022-7  2022-08-01 00:00:00   2024-07-31 00:00:00   \n",
       "8962           2022  371079/2022-5  2020-01-01 00:00:00   2023-12-31 00:00:00   \n",
       "9291           2022  371008/2022-0  2021-05-01 00:00:00   2022-03-31 00:00:00   \n",
       "9347           2022  372334/2022-9  2021-12-01 00:00:00   2022-11-30 00:00:00   \n",
       "9371           2022  371067/2022-7  2022-11-01 00:00:00   2023-08-31 00:00:00   \n",
       "\n",
       "3                             Beneficiário         Linha de Fomento  \\\n",
       "8880       Alexandre Danton Viana Pinheiro  Bolsas de Apoio Técnico   \n",
       "8962          Andréa Cintia Laurindo Porto  Bolsas de Apoio Técnico   \n",
       "9291  Francisco Carlos Freire Nunes Junior  Bolsas de Apoio Técnico   \n",
       "9347          Georlan Gomes E Silva Júnior  Bolsas de Apoio Técnico   \n",
       "9371                Gisely de Lima freitas  Bolsas de Apoio Técnico   \n",
       "\n",
       "3                        Modalidade Categoria/Nível  \\\n",
       "8880  AT - Apoio Técnico a Pesquisa              1A   \n",
       "8962  AT - Apoio Técnico a Pesquisa              1A   \n",
       "9291  AT - Apoio Técnico a Pesquisa              1A   \n",
       "9347  AT - Apoio Técnico a Pesquisa              2A   \n",
       "9371  AT - Apoio Técnico a Pesquisa              1A   \n",
       "\n",
       "3                                          Nome Chamada  \\\n",
       "8880  Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...   \n",
       "8962  Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...   \n",
       "9291  Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...   \n",
       "9347  Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...   \n",
       "9371  Universal 2021 - Chamada CNPq/MCTI/FNDCT Nº 18...   \n",
       "\n",
       "3                              Programa CNPq  ...                 Área  \\\n",
       "8880         PROGRAMA BASICO DE FARMACOLOGIA  ...         Farmacologia   \n",
       "8962       PROGRAMA BASICO DE SAUDE COLETIVA  ...       Saúde Coletiva   \n",
       "9291  PROGRAMA BASICO DE ENGENHARIA ELETRICA  ...  Engenharia Elétrica   \n",
       "9347  PROGRAMA BASICO DE ENGENHARIA ELETRICA  ...  Engenharia Elétrica   \n",
       "9371         PROGRAMA BASICO DE FARMACOLOGIA  ...         Farmacologia   \n",
       "\n",
       "3                                         Subárea  \\\n",
       "8880          Farmacologia Bioquímica e Molecular   \n",
       "8962                                Saúde Pública   \n",
       "9291                 Sistemas de Telecomunicações   \n",
       "9347  Conversão e Retificação da Energia Elétrica   \n",
       "9371          Farmacologia Bioquímica e Molecular   \n",
       "\n",
       "3               Instituição Destino Sigla Instituição Destino  \\\n",
       "8880  Universidade Federal do Ceará                       UFC   \n",
       "8962      Universidade de Fortaleza                    UNIFOR   \n",
       "9291  Universidade Federal do Ceará                       UFC   \n",
       "9347  Universidade Federal do Ceará                       UFC   \n",
       "9371  Universidade Federal do Ceará                       UFC   \n",
       "\n",
       "3    Sigla Instituição Macro Sigla UF Destino  \\\n",
       "8880                     UFC               CE   \n",
       "8962                  UNIFOR               CE   \n",
       "9291                     UFC               CE   \n",
       "9347                     UFC               CE   \n",
       "9371                     UFC               CE   \n",
       "\n",
       "3                                     Título do Projeto Valor Pago  \\\n",
       "8880  Estudo da associação entre a obesidade e os me...    2200.00   \n",
       "8962  PROGRAMA DE PROMOÇÃO DA SAÚDE VOCAL AMPARADO P...    4400.00   \n",
       "9291  Superfícies Refletoras Aéreas Inteligentes em ...    4400.00   \n",
       "9347  Projeto e construção de sistema de acionamento...    1200.00   \n",
       "9371  Estudo da associação entre a obesidade e os me...    1650.00   \n",
       "\n",
       "3     dtg_inicio    dtg_fim  \n",
       "8880  2022-08-01 2024-07-31  \n",
       "8962  2020-01-01 2023-12-31  \n",
       "9291  2021-05-01 2022-03-31  \n",
       "9347  2021-12-01 2022-11-30  \n",
       "9371  2022-11-01 2023-08-31  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cp_df_2022_ce.loc[cp_df_2022_ce.Modalidade == 'AT - Apoio Técnico a Pesquisa'][['Ano Referência', 'Processo', 'Data Início Processo',\n",
    "       'Data Término Processo', 'Beneficiário', 'Linha de Fomento',\n",
    "       'Modalidade', 'Categoria/Nível', 'Nome Chamada', 'Programa CNPq',\n",
    "       'Grande Área', 'Área', 'Subárea','Instituição Destino',\n",
    "       'Sigla Instituição Destino', 'Sigla Instituição Macro', 'Sigla UF Destino', \n",
    "       'Título do Projeto',  'Valor Pago', 'dtg_inicio',\n",
    "       'dtg_fim']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 177
    },
    "id": "QTjzf98PbCux",
    "outputId": "98e2242b-97fd-431d-d39f-e8885a956be8"
   },
   "outputs": [
    {
     "data": {
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       "      <th>3</th>\n",
       "      <th>Ano Referência</th>\n",
       "      <th>Processo</th>\n",
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       "      <th>...</th>\n",
       "      <th>País Destino</th>\n",
       "      <th>Título do Projeto</th>\n",
       "      <th>Palavra Chave</th>\n",
       "      <th>Plano Interno</th>\n",
       "      <th>UO</th>\n",
       "      <th>Fonte Recurso</th>\n",
       "      <th>Natureza de Despesa</th>\n",
       "      <th>Valor Pago</th>\n",
       "      <th>dtg_inicio</th>\n",
       "      <th>dtg_fim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Ano Referência, Processo, Data Início Processo, Data Término Processo, Beneficiário, Linha de Fomento, Modalidade, Categoria/Nível, Nome Chamada, Programa CNPq, Grande Área, Área, Subárea, Instituição Origem, Sigla UF Origem, País Origem, Instituição Destino, Sigla Instituição Destino, Sigla Instituição Macro, Cidade Destino, Sigla UF Destino, Região, País Destino, Título do Projeto, Palavra Chave, Plano Interno, UO, Fonte Recurso, Natureza de Despesa, Valor Pago, dtg_inicio, dtg_fim]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 32 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cp_df_2022_ce.loc[cp_df_2022_ce.Modalidade == 'Doutorado Sanduíche Empresarial']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "L4V1tkgfayVD"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "id": "1hljqUCsqGi8"
   },
   "outputs": [],
   "source": [
    "merge = pd.merge(tabela_reajuste,modalidade_ce, how = 'outer',on='chave', indicator=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "NYO68IqTqq49",
    "outputId": "99b2e6a6-4da6-4ebe-ef34-3856cb54490f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "right_only    31\n",
       "both          18\n",
       "left_only      6\n",
       "Name: _merge, dtype: int64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge._merge.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 238
    },
    "id": "G0lE4mt1p769",
    "outputId": "9973afe4-c0de-4774-ffdc-0d035fa67e18"
   },
   "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",
       "        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>Modalidade</th>\n",
       "      <th>chave</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apoio Técnico à Pesquisa</td>\n",
       "      <td>AT NS</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Apoio Técnico à Pesquisa</td>\n",
       "      <td>AT NM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Doutorado Sanduíche Empresarial</td>\n",
       "      <td>SWI -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT 1A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT 1B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT 1C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Modalidade  chave\n",
       "0                            Apoio Técnico à Pesquisa  AT NS\n",
       "1                            Apoio Técnico à Pesquisa  AT NM\n",
       "7                     Doutorado Sanduíche Empresarial  SWI -\n",
       "20  Produtividade em Desenvolvimento Tecnológico\\n...  DT 1A\n",
       "21  Produtividade em Desenvolvimento Tecnológico\\n...  DT 1B\n",
       "22  Produtividade em Desenvolvimento Tecnológico\\n...  DT 1C"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge.loc[merge._merge == 'left_only'][['Modalidade','chave']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "z4W24OkqgiGS",
    "outputId": "20c68d8d-783a-4698-e14c-8a1a4462081b"
   },
   "outputs": [
    {
     "data": {
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       "      <th>descricao</th>\n",
       "      <th>chave</th>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
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       "    <tr>\n",
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       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
       "      <td>ARC -</td>\n",
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       "      <th>27</th>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
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       "      <th>29</th>\n",
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       "    <tr>\n",
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       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
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       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
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       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>DTI C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>EV 1</td>\n",
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       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>EV 2</td>\n",
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       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>EXP B</td>\n",
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       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>EXP - Extensão no País</td>\n",
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       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>ITC - Iniciação Tecnológica em TICs</td>\n",
       "      <td>ITC A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>ITI A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>ITI B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>PAV - Bolsa Pesquisador-Avaliador</td>\n",
       "      <td>PAV 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>PQ 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>PQ SR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>PV -</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET A</td>\n",
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       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET E</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET H</td>\n",
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       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>SET I</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       descricao  chave\n",
       "24       AED - Auxílio a Editoração e Publicação  AED -\n",
       "25                      APQ - Auxílio a Pesquisa  APQ -\n",
       "26         ARC - Promoção de Eventos Científicos  ARC -\n",
       "27                 AT - Apoio Técnico a Pesquisa  AT 1A\n",
       "28                 AT - Apoio Técnico a Pesquisa  AT 2A\n",
       "29      ATP - Apoio Técnico em Extensão no País   ATP A\n",
       "30      ATP - Apoio Técnico em Extensão no País   ATP B\n",
       "31    DT - Produtividade Desen. Tec. e Extensão    DT 2\n",
       "32  DTI - Desenvolvimento Tecnológico Industrial  DTI A\n",
       "33  DTI - Desenvolvimento Tecnológico Industrial  DTI B\n",
       "34  DTI - Desenvolvimento Tecnológico Industrial  DTI C\n",
       "35                   EV - Especialista Visitante   EV 1\n",
       "36                   EV - Especialista Visitante   EV 2\n",
       "37                        EXP - Extensão no País  EXP B\n",
       "38                        EXP - Extensão no País  EXP C\n",
       "39           ITC - Iniciação Tecnológica em TICs  ITC A\n",
       "40      ITI - Iniciação Tecnológica e Industrial  ITI A\n",
       "41      ITI - Iniciação Tecnológica e Industrial  ITI B\n",
       "42             PAV - Bolsa Pesquisador-Avaliador  PAV 2\n",
       "43                PQ - Produtividade em Pesquisa   PQ 2\n",
       "44                PQ - Produtividade em Pesquisa  PQ SR\n",
       "45                    PV - Pesquisador Visitante   PV -\n",
       "46             SET - Fixação de Recursos Humanos  SET A\n",
       "47             SET - Fixação de Recursos Humanos  SET B\n",
       "48             SET - Fixação de Recursos Humanos  SET C\n",
       "49             SET - Fixação de Recursos Humanos  SET D\n",
       "50             SET - Fixação de Recursos Humanos  SET E\n",
       "51             SET - Fixação de Recursos Humanos  SET F\n",
       "52             SET - Fixação de Recursos Humanos  SET G\n",
       "53             SET - Fixação de Recursos Humanos  SET H\n",
       "54             SET - Fixação de Recursos Humanos  SET I"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merge.loc[merge._merge == 'right_only'][['descricao','chave']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 614
    },
    "id": "KuGxSXUPmHfa",
    "outputId": "92bf140d-528b-4394-c079-965053e41fec"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>chave</th>\n",
       "      <th>Valor Atual</th>\n",
       "      <th>Novo Valor</th>\n",
       "      <th>n_beneficiarios</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR A</td>\n",
       "      <td>6200.00</td>\n",
       "      <td>7750.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR B</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>6500.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR C</td>\n",
       "      <td>4200.00</td>\n",
       "      <td>5250.00</td>\n",
       "      <td>15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Doutorado</td>\n",
       "      <td>GD -</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>3100.00</td>\n",
       "      <td>142.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Doutorado Sanduíche</td>\n",
       "      <td>SWP -</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>3100.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Iniciação Científica</td>\n",
       "      <td>IC -</td>\n",
       "      <td>400.00</td>\n",
       "      <td>700.00</td>\n",
       "      <td>1817.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Iniciação Científica Júnior</td>\n",
       "      <td>ICJ -</td>\n",
       "      <td>100.00</td>\n",
       "      <td>300.00</td>\n",
       "      <td>389.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Iniciação Tecnológica</td>\n",
       "      <td>IT -</td>\n",
       "      <td>400.00</td>\n",
       "      <td>700.00</td>\n",
       "      <td>207.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mestrado</td>\n",
       "      <td>GM -</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>2100.00</td>\n",
       "      <td>210.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Pesquisador Visitante</td>\n",
       "      <td>PV 1</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>6500.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Pós-doutorado Sênior</td>\n",
       "      <td>PDS -</td>\n",
       "      <td>4400.00</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Pós-doutorado Júnior</td>\n",
       "      <td>PDJ -</td>\n",
       "      <td>4100.00</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>16.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Pós-doutorado Empresarial</td>\n",
       "      <td>PDI -</td>\n",
       "      <td>4100.00</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1A</td>\n",
       "      <td>1300.00</td>\n",
       "      <td>1560.00</td>\n",
       "      <td>22.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1B</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1C</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1D</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>85.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT 1D</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Modalidade  chave  Valor Atual  \\\n",
       "2   Desenvolvimento Científico e Tecnológico Regional  DCR A      6200.00   \n",
       "3   Desenvolvimento Científico e Tecnológico Regional  DCR B      5200.00   \n",
       "4   Desenvolvimento Científico e Tecnológico Regional  DCR C      4200.00   \n",
       "5                                           Doutorado   GD -      2200.00   \n",
       "6                                 Doutorado Sanduíche  SWP -      2200.00   \n",
       "8                                Iniciação Científica   IC -       400.00   \n",
       "9                         Iniciação Científica Júnior  ICJ -       100.00   \n",
       "10                              Iniciação Tecnológica   IT -       400.00   \n",
       "11                                           Mestrado   GM -      1500.00   \n",
       "12                              Pesquisador Visitante   PV 1      5200.00   \n",
       "13                               Pós-doutorado Sênior  PDS -      4400.00   \n",
       "14                               Pós-doutorado Júnior  PDJ -      4100.00   \n",
       "15                          Pós-doutorado Empresarial  PDI -      4100.00   \n",
       "16                          Produtividade em Pesquisa  PQ 1A      1300.00   \n",
       "17                          Produtividade em Pesquisa  PQ 1B      1100.00   \n",
       "18                          Produtividade em Pesquisa  PQ 1C      1100.00   \n",
       "19                          Produtividade em Pesquisa  PQ 1D      1000.00   \n",
       "23  Produtividade em Desenvolvimento Tecnológico\\n...  DT 1D      1000.00   \n",
       "\n",
       "    Novo Valor  n_beneficiarios  \n",
       "2      7750.00             1.00  \n",
       "3      6500.00             4.00  \n",
       "4      5250.00            15.00  \n",
       "5      3100.00           142.00  \n",
       "6      3100.00             1.00  \n",
       "8       700.00          1817.00  \n",
       "9       300.00           389.00  \n",
       "10      700.00           207.00  \n",
       "11     2100.00           210.00  \n",
       "12     6500.00             3.00  \n",
       "13     5500.00             2.00  \n",
       "14     5200.00            16.00  \n",
       "15     5200.00             1.00  \n",
       "16     1560.00            22.00  \n",
       "17     1320.00            20.00  \n",
       "18     1320.00            45.00  \n",
       "19     1200.00            85.00  \n",
       "23     1200.00             5.00  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_reajuste_ce = merge.loc[merge._merge == 'both'][['Modalidade','chave','Valor Atual','Novo Valor','n_beneficiarios']]\n",
    "resumo_reajuste_ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "id": "Zb82ZbSUrTx9"
   },
   "outputs": [],
   "source": [
    "resumo_reajuste_ce['soma_valor_atual'] = resumo_reajuste_ce['Valor Atual']*resumo_reajuste_ce['n_beneficiarios']\n",
    "resumo_reajuste_ce['soma_novo_valor'] = resumo_reajuste_ce['Novo Valor']*resumo_reajuste_ce['n_beneficiarios']\n",
    "\n",
    "resumo_reajuste_ce['dif'] = resumo_reajuste_ce['soma_novo_valor']  - resumo_reajuste_ce['soma_valor_atual']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 614
    },
    "id": "BqoJlYkrr4Yq",
    "outputId": "7ae49d6c-1be1-4cda-8040-682b49e72365"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>chave</th>\n",
       "      <th>Valor Atual</th>\n",
       "      <th>Novo Valor</th>\n",
       "      <th>n_beneficiarios</th>\n",
       "      <th>soma_valor_atual</th>\n",
       "      <th>soma_novo_valor</th>\n",
       "      <th>dif</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR A</td>\n",
       "      <td>6200.00</td>\n",
       "      <td>7750.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6200.00</td>\n",
       "      <td>7750.00</td>\n",
       "      <td>1550.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR B</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>6500.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>20800.00</td>\n",
       "      <td>26000.00</td>\n",
       "      <td>5200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR C</td>\n",
       "      <td>4200.00</td>\n",
       "      <td>5250.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>63000.00</td>\n",
       "      <td>78750.00</td>\n",
       "      <td>15750.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Doutorado</td>\n",
       "      <td>GD -</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>3100.00</td>\n",
       "      <td>142.00</td>\n",
       "      <td>312400.00</td>\n",
       "      <td>440200.00</td>\n",
       "      <td>127800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Doutorado Sanduíche</td>\n",
       "      <td>SWP -</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>3100.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2200.00</td>\n",
       "      <td>3100.00</td>\n",
       "      <td>900.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Iniciação Científica</td>\n",
       "      <td>IC -</td>\n",
       "      <td>400.00</td>\n",
       "      <td>700.00</td>\n",
       "      <td>1817.00</td>\n",
       "      <td>726800.00</td>\n",
       "      <td>1271900.00</td>\n",
       "      <td>545100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Iniciação Científica Júnior</td>\n",
       "      <td>ICJ -</td>\n",
       "      <td>100.00</td>\n",
       "      <td>300.00</td>\n",
       "      <td>389.00</td>\n",
       "      <td>38900.00</td>\n",
       "      <td>116700.00</td>\n",
       "      <td>77800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Iniciação Tecnológica</td>\n",
       "      <td>IT -</td>\n",
       "      <td>400.00</td>\n",
       "      <td>700.00</td>\n",
       "      <td>207.00</td>\n",
       "      <td>82800.00</td>\n",
       "      <td>144900.00</td>\n",
       "      <td>62100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mestrado</td>\n",
       "      <td>GM -</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>2100.00</td>\n",
       "      <td>210.00</td>\n",
       "      <td>315000.00</td>\n",
       "      <td>441000.00</td>\n",
       "      <td>126000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Pesquisador Visitante</td>\n",
       "      <td>PV 1</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>6500.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>15600.00</td>\n",
       "      <td>19500.00</td>\n",
       "      <td>3900.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Pós-doutorado Sênior</td>\n",
       "      <td>PDS -</td>\n",
       "      <td>4400.00</td>\n",
       "      <td>5500.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>8800.00</td>\n",
       "      <td>11000.00</td>\n",
       "      <td>2200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Pós-doutorado Júnior</td>\n",
       "      <td>PDJ -</td>\n",
       "      <td>4100.00</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>65600.00</td>\n",
       "      <td>83200.00</td>\n",
       "      <td>17600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Pós-doutorado Empresarial</td>\n",
       "      <td>PDI -</td>\n",
       "      <td>4100.00</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4100.00</td>\n",
       "      <td>5200.00</td>\n",
       "      <td>1100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1A</td>\n",
       "      <td>1300.00</td>\n",
       "      <td>1560.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>28600.00</td>\n",
       "      <td>34320.00</td>\n",
       "      <td>5720.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1B</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>22000.00</td>\n",
       "      <td>26400.00</td>\n",
       "      <td>4400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1C</td>\n",
       "      <td>1100.00</td>\n",
       "      <td>1320.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>49500.00</td>\n",
       "      <td>59400.00</td>\n",
       "      <td>9900.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1D</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>85.00</td>\n",
       "      <td>85000.00</td>\n",
       "      <td>102000.00</td>\n",
       "      <td>17000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT 1D</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>1000.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Modalidade  chave  Valor Atual  \\\n",
       "2   Desenvolvimento Científico e Tecnológico Regional  DCR A      6200.00   \n",
       "3   Desenvolvimento Científico e Tecnológico Regional  DCR B      5200.00   \n",
       "4   Desenvolvimento Científico e Tecnológico Regional  DCR C      4200.00   \n",
       "5                                           Doutorado   GD -      2200.00   \n",
       "6                                 Doutorado Sanduíche  SWP -      2200.00   \n",
       "8                                Iniciação Científica   IC -       400.00   \n",
       "9                         Iniciação Científica Júnior  ICJ -       100.00   \n",
       "10                              Iniciação Tecnológica   IT -       400.00   \n",
       "11                                           Mestrado   GM -      1500.00   \n",
       "12                              Pesquisador Visitante   PV 1      5200.00   \n",
       "13                               Pós-doutorado Sênior  PDS -      4400.00   \n",
       "14                               Pós-doutorado Júnior  PDJ -      4100.00   \n",
       "15                          Pós-doutorado Empresarial  PDI -      4100.00   \n",
       "16                          Produtividade em Pesquisa  PQ 1A      1300.00   \n",
       "17                          Produtividade em Pesquisa  PQ 1B      1100.00   \n",
       "18                          Produtividade em Pesquisa  PQ 1C      1100.00   \n",
       "19                          Produtividade em Pesquisa  PQ 1D      1000.00   \n",
       "23  Produtividade em Desenvolvimento Tecnológico\\n...  DT 1D      1000.00   \n",
       "\n",
       "    Novo Valor  n_beneficiarios  soma_valor_atual  soma_novo_valor       dif  \n",
       "2      7750.00             1.00           6200.00          7750.00   1550.00  \n",
       "3      6500.00             4.00          20800.00         26000.00   5200.00  \n",
       "4      5250.00            15.00          63000.00         78750.00  15750.00  \n",
       "5      3100.00           142.00         312400.00        440200.00 127800.00  \n",
       "6      3100.00             1.00           2200.00          3100.00    900.00  \n",
       "8       700.00          1817.00         726800.00       1271900.00 545100.00  \n",
       "9       300.00           389.00          38900.00        116700.00  77800.00  \n",
       "10      700.00           207.00          82800.00        144900.00  62100.00  \n",
       "11     2100.00           210.00         315000.00        441000.00 126000.00  \n",
       "12     6500.00             3.00          15600.00         19500.00   3900.00  \n",
       "13     5500.00             2.00           8800.00         11000.00   2200.00  \n",
       "14     5200.00            16.00          65600.00         83200.00  17600.00  \n",
       "15     5200.00             1.00           4100.00          5200.00   1100.00  \n",
       "16     1560.00            22.00          28600.00         34320.00   5720.00  \n",
       "17     1320.00            20.00          22000.00         26400.00   4400.00  \n",
       "18     1320.00            45.00          49500.00         59400.00   9900.00  \n",
       "19     1200.00            85.00          85000.00        102000.00  17000.00  \n",
       "23     1200.00             5.00           5000.00          6000.00   1000.00  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_reajuste_ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "MVaXBKkKMNDr",
    "outputId": "c19a8f08-d814-4325-ac98-8f16fd882aea"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2985.0"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_reajuste_ce['n_beneficiarios'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "aJMNG-yHMP5m"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "dX8IsvhkRGRE",
    "outputId": "96558190-2a5e-4fe8-b476-e082274ddf0f"
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   "outputs": [
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       "1852300.0"
      ]
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     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_reajuste_ce.soma_valor_atual.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ThvE706RRJPs",
    "outputId": "03b1d8d2-5a6e-4ffc-bc96-375b1a90e26b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2877320.0"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_reajuste_ce.soma_novo_valor.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "D4nqb2ejr5kw",
    "outputId": "c423c037-d47f-4511-a3f4-98d5ba0549e2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1025020.0"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_reajuste_ce.dif.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 614
    },
    "id": "YX6SHkQoMi66",
    "outputId": "64c35939-298a-44c1-98a3-4a1303216ecb"
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   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>chave</th>\n",
       "      <th>n_beneficiarios</th>\n",
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       "  <tbody>\n",
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       "      <th>5</th>\n",
       "      <td>Iniciação Científica</td>\n",
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       "      <td>1817</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Iniciação Científica Júnior</td>\n",
       "      <td>ICJ -</td>\n",
       "      <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mestrado</td>\n",
       "      <td>GM -</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Iniciação Tecnológica</td>\n",
       "      <td>IT -</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Doutorado</td>\n",
       "      <td>GD -</td>\n",
       "      <td>142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1D</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1C</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1A</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Produtividade em Pesquisa</td>\n",
       "      <td>PQ 1B</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Pós-doutorado Júnior</td>\n",
       "      <td>PDJ -</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR C</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Produtividade em Desenvolvimento Tecnológico\\n...</td>\n",
       "      <td>DT 1D</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR B</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Pesquisador Visitante</td>\n",
       "      <td>PV 1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Pós-doutorado Sênior</td>\n",
       "      <td>PDS -</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Pós-doutorado Empresarial</td>\n",
       "      <td>PDI -</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Doutorado Sanduíche</td>\n",
       "      <td>SWP -</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Desenvolvimento Científico e Tecnológico Regional</td>\n",
       "      <td>DCR A</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           Modalidade  chave  n_beneficiarios\n",
       "5                                Iniciação Científica   IC -             1817\n",
       "6                         Iniciação Científica Júnior  ICJ -              389\n",
       "8                                            Mestrado   GM -              210\n",
       "7                               Iniciação Tecnológica   IT -              207\n",
       "3                                           Doutorado   GD -              142\n",
       "14                          Produtividade em Pesquisa  PQ 1D               85\n",
       "13                          Produtividade em Pesquisa  PQ 1C               45\n",
       "11                          Produtividade em Pesquisa  PQ 1A               22\n",
       "12                          Produtividade em Pesquisa  PQ 1B               20\n",
       "16                               Pós-doutorado Júnior  PDJ -               16\n",
       "2   Desenvolvimento Científico e Tecnológico Regional  DCR C               15\n",
       "10  Produtividade em Desenvolvimento Tecnológico\\n...  DT 1D                5\n",
       "1   Desenvolvimento Científico e Tecnológico Regional  DCR B                4\n",
       "9                               Pesquisador Visitante   PV 1                3\n",
       "17                               Pós-doutorado Sênior  PDS -                2\n",
       "15                          Pós-doutorado Empresarial  PDI -                1\n",
       "4                                 Doutorado Sanduíche  SWP -                1\n",
       "0   Desenvolvimento Científico e Tecnológico Regional  DCR A                1"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_reajuste_ce.groupby(['Modalidade','chave'])['n_beneficiarios'].sum().astype(int).reset_index().sort_values(by='n_beneficiarios', ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "id": "z1XPB8azMi-R"
   },
   "outputs": [],
   "source": [
    "resumo_reajuste_ce.to_csv(arquivos+'resumo_reajuste_ce.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "7hb0cdYEMjCK"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "id": "IyxbhyBWsHQ5"
   },
   "outputs": [],
   "source": [
    "# Capes: \n",
    "bolsas_mst = 1182\n",
    "bolsas_doc = 1189\n",
    "bolsas_pos_doc = 111\n",
    "\n",
    "valor_anterior_capes = (bolsas_mst*1500)+(bolsas_doc*2200)+(bolsas_pos_doc*4100)\n",
    "valor_novo_capes = (bolsas_mst*2200)+(bolsas_doc*3100)+(bolsas_pos_doc*5200)\n",
    "\n",
    "reajuste_capes =valor_novo_capes - valor_anterior_capes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "LWcfqSUGSpaz",
    "outputId": "d91aaee3-a9f1-4b05-9494-8e205a943ba5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4843900"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valor_anterior_capes "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "2l1AxPJUSq1V",
    "outputId": "3f2f8d93-f70e-45d3-be9c-5c5a5d8ccb86"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6863500"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valor_novo_capes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "pwHkhrT_SsDC",
    "outputId": "af2aa20d-e811-4a29-d9d1-757a0f7ca1ac"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2019600"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reajuste_capes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "HCj5hWY2Ssw9"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "42Yc1Sfbsvxn",
    "outputId": "b47c1517-f3f2-41f0-ebe4-78a2eb834fe4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3044620.0"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_reajuste_ce.dif.sum() + reajuste_capes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UadFGO70CEj5"
   },
   "source": [
    "## 5. Distribuição das bolsas no Ceará <a name=\"distribuicao-bolsas-ce\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "id": "u8poJlidMhxE"
   },
   "outputs": [],
   "source": [
    "# df_2022_ce.loc[df_2022_ce['dtg_fim'].dt.year != 2022]['Grande Área'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 363
    },
    "id": "gyNE-UQQDyzy",
    "outputId": "a55eacd6-9153-413e-e990-5a6f33608b3d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grande_area</th>\n",
       "      <th>qtd_bolsas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ciências Exatas e da Terra</td>\n",
       "      <td>1119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ciências da Saúde</td>\n",
       "      <td>748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Engenharias</td>\n",
       "      <td>532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ciências Humanas</td>\n",
       "      <td>528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ciências Biológicas</td>\n",
       "      <td>495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ciências Sociais Aplicadas</td>\n",
       "      <td>253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Lingüística, Letras e Artes</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Outra</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   grande_area  qtd_bolsas\n",
       "0   Ciências Exatas e da Terra        1119\n",
       "1            Ciências da Saúde         748\n",
       "2                  Engenharias         532\n",
       "3             Ciências Humanas         528\n",
       "4            Ciências Agrárias         497\n",
       "5          Ciências Biológicas         495\n",
       "6   Ciências Sociais Aplicadas         253\n",
       "7                  Tecnologias         136\n",
       "8  Lingüística, Letras e Artes         135\n",
       "9                        Outra          57"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_gArea_ce = df_2022_ce['Grande Área'].value_counts().reset_index()\n",
    "resumo_gArea_ce.columns = ['grande_area','qtd_bolsas']\n",
    "resumo_gArea_ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 363
    },
    "id": "2q4bD402CJ4O",
    "outputId": "a6a1b21a-9e97-49f0-ad70-c60b9ac02496"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grande_area</th>\n",
       "      <th>qtd_beneficiarios</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ciências Exatas e da Terra</td>\n",
       "      <td>802</td>\n",
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       "      <td>Ciências da Saúde</td>\n",
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       "      <td>Ciências Humanas</td>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Engenharias</td>\n",
       "      <td>408</td>\n",
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       "      <td>Ciências Biológicas</td>\n",
       "      <td>402</td>\n",
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       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lingüística, Letras e Artes</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Outra</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   grande_area  qtd_beneficiarios\n",
       "2   Ciências Exatas e da Terra                802\n",
       "5            Ciências da Saúde                607\n",
       "3             Ciências Humanas                457\n",
       "0            Ciências Agrárias                422\n",
       "6                  Engenharias                408\n",
       "1          Ciências Biológicas                402\n",
       "4   Ciências Sociais Aplicadas                210\n",
       "9                  Tecnologias                125\n",
       "7  Lingüística, Letras e Artes                115\n",
       "8                        Outra                 52"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_gArea_ce_v2 = df_2022_ce.groupby('Grande Área')['Beneficiário'].nunique().reset_index()\n",
    "resumo_gArea_ce_v2.columns = ['grande_area','qtd_beneficiarios']\n",
    "resumo_gArea_ce_v2.sort_values(by='qtd_beneficiarios',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 363
    },
    "id": "pXV0gxTRDsRL",
    "outputId": "4dfb080b-d387-4a3e-8f39-d786ff8da10b"
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>valor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ciências Exatas e da Terra</td>\n",
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       "    <tr>\n",
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       "      <td>5262960.00</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ciências da Saúde</td>\n",
       "      <td>4432537.21</td>\n",
       "    </tr>\n",
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       "      <th>0</th>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>3868716.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ciências Humanas</td>\n",
       "      <td>2611675.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>1285048.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Outra</td>\n",
       "      <td>858002.00</td>\n",
       "    </tr>\n",
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       "      <td>Tecnologias</td>\n",
       "      <td>507100.00</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "                   grande_area      valor\n",
       "2   Ciências Exatas e da Terra 6095060.00\n",
       "1          Ciências Biológicas 5262960.00\n",
       "6                  Engenharias 4848019.81\n",
       "5            Ciências da Saúde 4432537.21\n",
       "0            Ciências Agrárias 3868716.57\n",
       "3             Ciências Humanas 2611675.89\n",
       "4   Ciências Sociais Aplicadas 1285048.49\n",
       "8                        Outra  858002.00\n",
       "9                  Tecnologias  507100.00\n",
       "7  Lingüística, Letras e Artes  460868.00"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "montante_gArea_ce = df_2022_ce.groupby('Grande Área')['Valor Pago'].sum().reset_index()\n",
    "montante_gArea_ce.columns = ['grande_area','valor']\n",
    "montante_gArea_ce.sort_values(by='valor', ascending =False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 363
    },
    "id": "8-gnF0tZDsUq",
    "outputId": "9402da81-5b40-4119-8ce4-6b47427c590b"
   },
   "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",
       "        vertical-align: top;\n",
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       "\n",
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       "        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>grande_area</th>\n",
       "      <th>qtd_bolsas</th>\n",
       "      <th>qtd_beneficiarios</th>\n",
       "      <th>valor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ciências Exatas e da Terra</td>\n",
       "      <td>1119</td>\n",
       "      <td>802</td>\n",
       "      <td>6095060.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ciências da Saúde</td>\n",
       "      <td>748</td>\n",
       "      <td>607</td>\n",
       "      <td>4432537.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Engenharias</td>\n",
       "      <td>532</td>\n",
       "      <td>408</td>\n",
       "      <td>4848019.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ciências Humanas</td>\n",
       "      <td>528</td>\n",
       "      <td>457</td>\n",
       "      <td>2611675.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>497</td>\n",
       "      <td>422</td>\n",
       "      <td>3868716.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ciências Biológicas</td>\n",
       "      <td>495</td>\n",
       "      <td>402</td>\n",
       "      <td>5262960.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ciências Sociais Aplicadas</td>\n",
       "      <td>253</td>\n",
       "      <td>210</td>\n",
       "      <td>1285048.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>136</td>\n",
       "      <td>125</td>\n",
       "      <td>507100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Lingüística, Letras e Artes</td>\n",
       "      <td>135</td>\n",
       "      <td>115</td>\n",
       "      <td>460868.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Outra</td>\n",
       "      <td>57</td>\n",
       "      <td>52</td>\n",
       "      <td>858002.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   grande_area  qtd_bolsas  qtd_beneficiarios      valor\n",
       "0   Ciências Exatas e da Terra        1119                802 6095060.00\n",
       "1            Ciências da Saúde         748                607 4432537.21\n",
       "2                  Engenharias         532                408 4848019.81\n",
       "3             Ciências Humanas         528                457 2611675.89\n",
       "4            Ciências Agrárias         497                422 3868716.57\n",
       "5          Ciências Biológicas         495                402 5262960.00\n",
       "6   Ciências Sociais Aplicadas         253                210 1285048.49\n",
       "7                  Tecnologias         136                125  507100.00\n",
       "8  Lingüística, Letras e Artes         135                115  460868.00\n",
       "9                        Outra          57                 52  858002.00"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grande_area_ce = pd.merge(pd.merge(resumo_gArea_ce,resumo_gArea_ce_v2, on='grande_area'), montante_gArea_ce, on ='grande_area')\n",
    "grande_area_ce.to_csv(arquivos+'grande_area_ce.csv', index=False)\n",
    "grande_area_ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "74y2Q5MFD8aw"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "id": "4Ap0X3WHMlT5"
   },
   "outputs": [],
   "source": [
    "resumo_g_area_modalidade = df_2022_ce.groupby(['Grande Área','Modalidade'])['Beneficiário'].nunique().reset_index()\n",
    "resumo_g_area_modalidade.columns = ['grande_area','modalidade','qtd_beneficiarios'] \n",
    "resumo_g_area_modalidade['sigla'] = resumo_g_area_modalidade.modalidade.apply(lambda x: x.split(' - ')[0])\n",
    "resumo_g_area_modalidade['modalidade'] = resumo_g_area_modalidade.modalidade.apply(lambda x: x.split(' - ')[1])\n",
    "resumo_g_area_modalidade = resumo_g_area_modalidade[['sigla','modalidade','grande_area','qtd_beneficiarios']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "orfz5oQjK9d-",
    "outputId": "5b8fa707-d88b-455d-a43b-9f1cea3fc2ce"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>sigla</th>\n",
       "      <th>modalidade</th>\n",
       "      <th>grande_area</th>\n",
       "      <th>qtd_beneficiarios</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AED</td>\n",
       "      <td>Auxílio a Editoração e Publicação</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>APQ</td>\n",
       "      <td>Auxílio a Pesquisa</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARC</td>\n",
       "      <td>Promoção de Eventos Científicos</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ATP</td>\n",
       "      <td>Apoio Técnico em Extensão no País</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>DCR</td>\n",
       "      <td>Desenvolvimento Cientifico Regional</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>SET</td>\n",
       "      <td>Fixação de Recursos Humanos</td>\n",
       "      <td>Outra</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>DT</td>\n",
       "      <td>Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>IC</td>\n",
       "      <td>Iniciação Científica</td>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>ICJ</td>\n",
       "      <td>Iniciação Científica Júnior</td>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>IT</td>\n",
       "      <td>Iniciação Tecnológica</td>\n",
       "      <td>Tecnologias</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>125 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    sigla                             modalidade        grande_area  \\\n",
       "0     AED      Auxílio a Editoração e Publicação  Ciências Agrárias   \n",
       "1     APQ                     Auxílio a Pesquisa  Ciências Agrárias   \n",
       "2     ARC        Promoção de Eventos Científicos  Ciências Agrárias   \n",
       "3     ATP     Apoio Técnico em Extensão no País   Ciências Agrárias   \n",
       "4     DCR    Desenvolvimento Cientifico Regional  Ciências Agrárias   \n",
       "..    ...                                    ...                ...   \n",
       "120   SET            Fixação de Recursos Humanos              Outra   \n",
       "121    DT  Produtividade Desen. Tec. e Extensão         Tecnologias   \n",
       "122    IC                   Iniciação Científica        Tecnologias   \n",
       "123   ICJ            Iniciação Científica Júnior        Tecnologias   \n",
       "124    IT                  Iniciação Tecnológica        Tecnologias   \n",
       "\n",
       "     qtd_beneficiarios  \n",
       "0                    1  \n",
       "1                   10  \n",
       "2                    1  \n",
       "3                    7  \n",
       "4                    7  \n",
       "..                 ...  \n",
       "120                  4  \n",
       "121                 24  \n",
       "122                 86  \n",
       "123                  6  \n",
       "124                  9  \n",
       "\n",
       "[125 rows x 4 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_g_area_modalidade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "id": "gK9KHfGlKjzB"
   },
   "outputs": [],
   "source": [
    "resumo_g_area_modalidade.to_csv(arquivos+'resumo_g_area_modalidade.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 731
    },
    "id": "SITeB4eoKnYy",
    "outputId": "551d33c9-3585-44ca-fa80-b98fbefe76e9"
   },
   "outputs": [
    {
     "data": {
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       "      <th>modalidade</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ciências Exatas e da Terra</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Engenharias</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
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       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lingüística, Letras e Artes</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outra</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tecnologias</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "modalidade                   Apoio Técnico a Pesquisa  \\\n",
       "grande_area                                             \n",
       "Ciências Agrárias                                   0   \n",
       "Ciências Biológicas                                 7   \n",
       "Ciências Exatas e da Terra                          1   \n",
       "Ciências Humanas                                    1   \n",
       "Ciências Sociais Aplicadas                          4   \n",
       "Ciências da Saúde                                   8   \n",
       "Engenharias                                         5   \n",
       "Lingüística, Letras e Artes                         1   \n",
       "Outra                                               2   \n",
       "Tecnologias                                         0   \n",
       "\n",
       "modalidade                   Apoio Técnico em Extensão no País   \\\n",
       "grande_area                                                       \n",
       "Ciências Agrárias                                             7   \n",
       "Ciências Biológicas                                           2   \n",
       "Ciências Exatas e da Terra                                    2   \n",
       "Ciências Humanas                                              0   \n",
       "Ciências Sociais Aplicadas                                    0   \n",
       "Ciências da Saúde                                            34   \n",
       "Engenharias                                                   2   \n",
       "Lingüística, Letras e Artes                                   2   \n",
       "Outra                                                         0   \n",
       "Tecnologias                                                   0   \n",
       "\n",
       "modalidade                   Auxílio a Editoração e Publicação  \\\n",
       "grande_area                                                      \n",
       "Ciências Agrárias                                            1   \n",
       "Ciências Biológicas                                          0   \n",
       "Ciências Exatas e da Terra                                   0   \n",
       "Ciências Humanas                                             3   \n",
       "Ciências Sociais Aplicadas                                   0   \n",
       "Ciências da Saúde                                            0   \n",
       "Engenharias                                                  0   \n",
       "Lingüística, Letras e Artes                                  0   \n",
       "Outra                                                        0   \n",
       "Tecnologias                                                  0   \n",
       "\n",
       "modalidade                   Auxílio a Pesquisa  Bolsa Pesquisador-Avaliador  \\\n",
       "grande_area                                                                    \n",
       "Ciências Agrárias                            10                            0   \n",
       "Ciências Biológicas                          13                            0   \n",
       "Ciências Exatas e da Terra                   11                            1   \n",
       "Ciências Humanas                             14                            0   \n",
       "Ciências Sociais Aplicadas                   10                            0   \n",
       "Ciências da Saúde                            16                            0   \n",
       "Engenharias                                  23                            0   \n",
       "Lingüística, Letras e Artes                   1                            0   \n",
       "Outra                                        11                            0   \n",
       "Tecnologias                                   0                            0   \n",
       "\n",
       "modalidade                   Desenvolvimento Cientifico Regional  \\\n",
       "grande_area                                                        \n",
       "Ciências Agrárias                                              7   \n",
       "Ciências Biológicas                                            6   \n",
       "Ciências Exatas e da Terra                                     3   \n",
       "Ciências Humanas                                               3   \n",
       "Ciências Sociais Aplicadas                                     0   \n",
       "Ciências da Saúde                                              0   \n",
       "Engenharias                                                    1   \n",
       "Lingüística, Letras e Artes                                    0   \n",
       "Outra                                                          0   \n",
       "Tecnologias                                                    0   \n",
       "\n",
       "modalidade                   Desenvolvimento Tecnológico Industrial  \\\n",
       "grande_area                                                           \n",
       "Ciências Agrárias                                                16   \n",
       "Ciências Biológicas                                               1   \n",
       "Ciências Exatas e da Terra                                       10   \n",
       "Ciências Humanas                                                  0   \n",
       "Ciências Sociais Aplicadas                                        0   \n",
       "Ciências da Saúde                                                15   \n",
       "Engenharias                                                      19   \n",
       "Lingüística, Letras e Artes                                       0   \n",
       "Outra                                                             6   \n",
       "Tecnologias                                                       0   \n",
       "\n",
       "modalidade                   Doutorado  Doutorado-Sanduiche no Pais  \\\n",
       "grande_area                                                           \n",
       "Ciências Agrárias                   15                            0   \n",
       "Ciências Biológicas                 30                            0   \n",
       "Ciências Exatas e da Terra          39                            0   \n",
       "Ciências Humanas                    19                            0   \n",
       "Ciências Sociais Aplicadas           3                            0   \n",
       "Ciências da Saúde                   20                            1   \n",
       "Engenharias                         11                            0   \n",
       "Lingüística, Letras e Artes          5                            0   \n",
       "Outra                                0                            0   \n",
       "Tecnologias                          0                            0   \n",
       "\n",
       "modalidade                   Especialista Visitante  ...  \\\n",
       "grande_area                                          ...   \n",
       "Ciências Agrárias                                 1  ...   \n",
       "Ciências Biológicas                               0  ...   \n",
       "Ciências Exatas e da Terra                        0  ...   \n",
       "Ciências Humanas                                  0  ...   \n",
       "Ciências Sociais Aplicadas                        0  ...   \n",
       "Ciências da Saúde                                 1  ...   \n",
       "Engenharias                                       1  ...   \n",
       "Lingüística, Letras e Artes                       0  ...   \n",
       "Outra                                             0  ...   \n",
       "Tecnologias                                       0  ...   \n",
       "\n",
       "modalidade                   Iniciação Tecnológica e Industrial  \\\n",
       "grande_area                                                       \n",
       "Ciências Agrárias                                            14   \n",
       "Ciências Biológicas                                           0   \n",
       "Ciências Exatas e da Terra                                    2   \n",
       "Ciências Humanas                                              0   \n",
       "Ciências Sociais Aplicadas                                    0   \n",
       "Ciências da Saúde                                             5   \n",
       "Engenharias                                                  15   \n",
       "Lingüística, Letras e Artes                                   0   \n",
       "Outra                                                         0   \n",
       "Tecnologias                                                   0   \n",
       "\n",
       "modalidade                   Iniciação Tecnológica em TICs  Mestrado  \\\n",
       "grande_area                                                            \n",
       "Ciências Agrárias                                        0        57   \n",
       "Ciências Biológicas                                      0        18   \n",
       "Ciências Exatas e da Terra                               1        53   \n",
       "Ciências Humanas                                         2        20   \n",
       "Ciências Sociais Aplicadas                               0        10   \n",
       "Ciências da Saúde                                        0        13   \n",
       "Engenharias                                              2        34   \n",
       "Lingüística, Letras e Artes                              0         0   \n",
       "Outra                                                    0         5   \n",
       "Tecnologias                                              0         0   \n",
       "\n",
       "modalidade                   Pesquisador Visitante  Pos-doutorado Empresarial  \\\n",
       "grande_area                                                                     \n",
       "Ciências Agrárias                                0                          0   \n",
       "Ciências Biológicas                              1                          1   \n",
       "Ciências Exatas e da Terra                       0                          0   \n",
       "Ciências Humanas                                 1                          0   \n",
       "Ciências Sociais Aplicadas                       1                          0   \n",
       "Ciências da Saúde                                1                          0   \n",
       "Engenharias                                      0                          0   \n",
       "Lingüística, Letras e Artes                      0                          0   \n",
       "Outra                                            0                          0   \n",
       "Tecnologias                                      0                          0   \n",
       "\n",
       "modalidade                   Produtividade Desen. Tec. e Extensão   \\\n",
       "grande_area                                                          \n",
       "Ciências Agrárias                                                0   \n",
       "Ciências Biológicas                                              0   \n",
       "Ciências Exatas e da Terra                                       0   \n",
       "Ciências Humanas                                                 0   \n",
       "Ciências Sociais Aplicadas                                       0   \n",
       "Ciências da Saúde                                                0   \n",
       "Engenharias                                                      0   \n",
       "Lingüística, Letras e Artes                                      0   \n",
       "Outra                                                            0   \n",
       "Tecnologias                                                     24   \n",
       "\n",
       "modalidade                   Produtividade em Pesquisa  \\\n",
       "grande_area                                              \n",
       "Ciências Agrárias                                   39   \n",
       "Ciências Biológicas                                 66   \n",
       "Ciências Exatas e da Terra                         115   \n",
       "Ciências Humanas                                    42   \n",
       "Ciências Sociais Aplicadas                          31   \n",
       "Ciências da Saúde                                   52   \n",
       "Engenharias                                         54   \n",
       "Lingüística, Letras e Artes                          9   \n",
       "Outra                                                5   \n",
       "Tecnologias                                          0   \n",
       "\n",
       "modalidade                   Promoção de Eventos Científicos  \\\n",
       "grande_area                                                    \n",
       "Ciências Agrárias                                          1   \n",
       "Ciências Biológicas                                        2   \n",
       "Ciências Exatas e da Terra                                 3   \n",
       "Ciências Humanas                                           0   \n",
       "Ciências Sociais Aplicadas                                 0   \n",
       "Ciências da Saúde                                          0   \n",
       "Engenharias                                                2   \n",
       "Lingüística, Letras e Artes                                0   \n",
       "Outra                                                      0   \n",
       "Tecnologias                                                0   \n",
       "\n",
       "modalidade                   Pós-doutorado Júnior  Pós-doutorado Sênior  \n",
       "grande_area                                                              \n",
       "Ciências Agrárias                               2                     1  \n",
       "Ciências Biológicas                             4                     0  \n",
       "Ciências Exatas e da Terra                      4                     0  \n",
       "Ciências Humanas                                0                     1  \n",
       "Ciências Sociais Aplicadas                      0                     0  \n",
       "Ciências da Saúde                               3                     0  \n",
       "Engenharias                                     3                     0  \n",
       "Lingüística, Letras e Artes                     0                     0  \n",
       "Outra                                           0                     0  \n",
       "Tecnologias                                     0                     0  \n",
       "\n",
       "[10 rows x 25 columns]"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_g_area_modalidade.pivot(index='grande_area',columns='modalidade', values='qtd_beneficiarios').fillna(0).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "id": "xLDJaqBdPBp-"
   },
   "outputs": [],
   "source": [
    "resumo_g_area_modalidade.pivot(index='grande_area',columns='modalidade', values='qtd_beneficiarios').fillna(0).astype(int).to_csv(arquivos+'resumo_g_area_modalidade_v2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "EeXx5wlKP_CI"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 833
    },
    "id": "I6_eyeuSP_Ez",
    "outputId": "ecfb7c71-4616-4996-e0b5-2649519463a8"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modalidade</th>\n",
       "      <th>qtd_bolsas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IC - Iniciação Científica</td>\n",
       "      <td>2155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ICJ - Iniciação Científica Júnior</td>\n",
       "      <td>558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IT - Iniciação Tecnológica</td>\n",
       "      <td>222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ITC - Iniciação Tecnológica em TICs</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>PDS - Pós-doutorado Sênior</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SWP - Doutorado-Sanduiche no Pais</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>PDI - Pos-doutorado Empresarial</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>PAV - Bolsa Pesquisador-Avaliador</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      modalidade  qtd_bolsas\n",
       "0                      IC - Iniciação Científica        2155\n",
       "1                 PQ - Produtividade em Pesquisa         567\n",
       "2              ICJ - Iniciação Científica Júnior         558\n",
       "3                     IT - Iniciação Tecnológica         222\n",
       "4                                  GM - Mestrado         210\n",
       "5                                 GD - Doutorado         209\n",
       "6                       APQ - Auxílio a Pesquisa         187\n",
       "7              SET - Fixação de Recursos Humanos          81\n",
       "8   DTI - Desenvolvimento Tecnológico Industrial          74\n",
       "9       ATP - Apoio Técnico em Extensão no País           52\n",
       "10      ITI - Iniciação Tecnológica e Industrial          43\n",
       "11                 AT - Apoio Técnico a Pesquisa          30\n",
       "12    DT - Produtividade Desen. Tec. e Extensão           28\n",
       "13     DCR - Desenvolvimento Cientifico Regional          20\n",
       "14                    PDJ - Pós-doutorado Júnior          18\n",
       "15                        EXP - Extensão no País          17\n",
       "16         ARC - Promoção de Eventos Científicos           8\n",
       "17           ITC - Iniciação Tecnológica em TICs           5\n",
       "18                    PV - Pesquisador Visitante           4\n",
       "19       AED - Auxílio a Editoração e Publicação           4\n",
       "20                   EV - Especialista Visitante           3\n",
       "21                    PDS - Pós-doutorado Sênior           2\n",
       "22             SWP - Doutorado-Sanduiche no Pais           1\n",
       "23               PDI - Pos-doutorado Empresarial           1\n",
       "24             PAV - Bolsa Pesquisador-Avaliador           1"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_modalidade_ce = df_2022_ce['Modalidade'].value_counts().reset_index()\n",
    "resumo_modalidade_ce.columns = ['modalidade','qtd_bolsas']\n",
    "resumo_modalidade_ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 833
    },
    "id": "Hww_H9dnSMln",
    "outputId": "fe653d67-ac82-41eb-dfd8-1b2e4195c6d7"
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modalidade</th>\n",
       "      <th>qtd_beneficiarios</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IC - Iniciação Científica</td>\n",
       "      <td>1817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ICJ - Iniciação Científica Júnior</td>\n",
       "      <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IT - Iniciação Tecnológica</td>\n",
       "      <td>207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ITC - Iniciação Tecnológica em TICs</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>PDS - Pós-doutorado Sênior</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PDI - Pos-doutorado Empresarial</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>PAV - Bolsa Pesquisador-Avaliador</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SWP - Doutorado-Sanduiche no Pais</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      modalidade  qtd_beneficiarios\n",
       "12                     IC - Iniciação Científica               1817\n",
       "21                PQ - Produtividade em Pesquisa                413\n",
       "13             ICJ - Iniciação Científica Júnior                389\n",
       "11                                 GM - Mestrado                210\n",
       "14                    IT - Iniciação Tecnológica                207\n",
       "10                                GD - Doutorado                142\n",
       "1                       APQ - Auxílio a Pesquisa                109\n",
       "23             SET - Fixação de Recursos Humanos                 68\n",
       "7   DTI - Desenvolvimento Tecnológico Industrial                 67\n",
       "4       ATP - Apoio Técnico em Extensão no País                  49\n",
       "16      ITI - Iniciação Tecnológica e Industrial                 36\n",
       "3                  AT - Apoio Técnico a Pesquisa                 29\n",
       "6     DT - Produtividade Desen. Tec. e Extensão                  24\n",
       "5      DCR - Desenvolvimento Cientifico Regional                 20\n",
       "19                    PDJ - Pós-doutorado Júnior                 16\n",
       "9                         EXP - Extensão no País                 15\n",
       "2          ARC - Promoção de Eventos Científicos                  8\n",
       "15           ITC - Iniciação Tecnológica em TICs                  5\n",
       "22                    PV - Pesquisador Visitante                  4\n",
       "0        AED - Auxílio a Editoração e Publicação                  4\n",
       "8                    EV - Especialista Visitante                  3\n",
       "20                    PDS - Pós-doutorado Sênior                  2\n",
       "18               PDI - Pos-doutorado Empresarial                  1\n",
       "17             PAV - Bolsa Pesquisador-Avaliador                  1\n",
       "24             SWP - Doutorado-Sanduiche no Pais                  1"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo_modalidade_ce_v2 = df_2022_ce.groupby('Modalidade')['Beneficiário'].nunique().reset_index()\n",
    "resumo_modalidade_ce_v2.columns = ['modalidade','qtd_beneficiarios']\n",
    "resumo_modalidade_ce_v2.sort_values(by='qtd_beneficiarios',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 833
    },
    "id": "_qZfmw1XSXJh",
    "outputId": "c2ccc67c-1299-42ab-e103-c69e518dc27e"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modalidade</th>\n",
       "      <th>valor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>9354184.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>6671480.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IC - Iniciação Científica</td>\n",
       "      <td>4216400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>3081902.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>1993500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>879700.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>785660.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>672200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
       "      <td>451000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IT - Iniciação Tecnológica</td>\n",
       "      <td>426800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>391100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>304700.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ICJ - Iniciação Científica Júnior</td>\n",
       "      <td>251100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>143900.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>127207.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>99060.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>91500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>88450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>75044.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>52500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PDI - Pos-doutorado Empresarial</td>\n",
       "      <td>24600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ITC - Iniciação Tecnológica em TICs</td>\n",
       "      <td>22000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SWP - Doutorado-Sanduiche no Pais</td>\n",
       "      <td>15200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>PDS - Pós-doutorado Sênior</td>\n",
       "      <td>9600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>PAV - Bolsa Pesquisador-Avaliador</td>\n",
       "      <td>1200.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      modalidade      valor\n",
       "1                       APQ - Auxílio a Pesquisa 9354184.66\n",
       "21                PQ - Produtividade em Pesquisa 6671480.00\n",
       "12                     IC - Iniciação Científica 4216400.00\n",
       "10                                GD - Doutorado 3081902.00\n",
       "11                                 GM - Mestrado 1993500.00\n",
       "23             SET - Fixação de Recursos Humanos  879700.00\n",
       "7   DTI - Desenvolvimento Tecnológico Industrial  785660.00\n",
       "5      DCR - Desenvolvimento Cientifico Regional  672200.00\n",
       "2          ARC - Promoção de Eventos Científicos  451000.00\n",
       "14                    IT - Iniciação Tecnológica  426800.00\n",
       "19                    PDJ - Pós-doutorado Júnior  391100.00\n",
       "6     DT - Produtividade Desen. Tec. e Extensão   304700.00\n",
       "13             ICJ - Iniciação Científica Júnior  251100.00\n",
       "4       ATP - Apoio Técnico em Extensão no País   143900.00\n",
       "22                    PV - Pesquisador Visitante  127207.31\n",
       "9                         EXP - Extensão no País   99060.00\n",
       "8                    EV - Especialista Visitante   91500.00\n",
       "3                  AT - Apoio Técnico a Pesquisa   88450.00\n",
       "16      ITI - Iniciação Tecnológica e Industrial   75044.00\n",
       "0        AED - Auxílio a Editoração e Publicação   52500.00\n",
       "18               PDI - Pos-doutorado Empresarial   24600.00\n",
       "15           ITC - Iniciação Tecnológica em TICs   22000.00\n",
       "24             SWP - Doutorado-Sanduiche no Pais   15200.00\n",
       "20                    PDS - Pós-doutorado Sênior    9600.00\n",
       "17             PAV - Bolsa Pesquisador-Avaliador    1200.00"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "montante_modalidade_ce = df_2022_ce.groupby('Modalidade')['Valor Pago'].sum().reset_index()\n",
    "montante_modalidade_ce.columns = ['modalidade','valor']\n",
    "montante_modalidade_ce.sort_values(by='valor', ascending =False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 833
    },
    "id": "KRs3zzH0Skk2",
    "outputId": "0f2bd4f4-9f85-4693-8222-9ed346cc88e9"
   },
   "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>modalidade</th>\n",
       "      <th>qtd_bolsas</th>\n",
       "      <th>qtd_beneficiarios</th>\n",
       "      <th>valor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IC - Iniciação Científica</td>\n",
       "      <td>2155</td>\n",
       "      <td>1817</td>\n",
       "      <td>4216400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>567</td>\n",
       "      <td>413</td>\n",
       "      <td>6671480.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ICJ - Iniciação Científica Júnior</td>\n",
       "      <td>558</td>\n",
       "      <td>389</td>\n",
       "      <td>251100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IT - Iniciação Tecnológica</td>\n",
       "      <td>222</td>\n",
       "      <td>207</td>\n",
       "      <td>426800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>1993500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>209</td>\n",
       "      <td>142</td>\n",
       "      <td>3081902.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>187</td>\n",
       "      <td>109</td>\n",
       "      <td>9354184.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>81</td>\n",
       "      <td>68</td>\n",
       "      <td>879700.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>74</td>\n",
       "      <td>67</td>\n",
       "      <td>785660.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>52</td>\n",
       "      <td>49</td>\n",
       "      <td>143900.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>43</td>\n",
       "      <td>36</td>\n",
       "      <td>75044.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>30</td>\n",
       "      <td>29</td>\n",
       "      <td>88450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "      <td>304700.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>672200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>18</td>\n",
       "      <td>16</td>\n",
       "      <td>391100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>17</td>\n",
       "      <td>15</td>\n",
       "      <td>99060.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>451000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ITC - Iniciação Tecnológica em TICs</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>22000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>127207.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>52500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>91500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>PDS - Pós-doutorado Sênior</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>9600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>SWP - Doutorado-Sanduiche no Pais</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15200.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>PDI - Pos-doutorado Empresarial</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>24600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>PAV - Bolsa Pesquisador-Avaliador</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1200.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      modalidade  qtd_bolsas  \\\n",
       "0                      IC - Iniciação Científica        2155   \n",
       "1                 PQ - Produtividade em Pesquisa         567   \n",
       "2              ICJ - Iniciação Científica Júnior         558   \n",
       "3                     IT - Iniciação Tecnológica         222   \n",
       "4                                  GM - Mestrado         210   \n",
       "5                                 GD - Doutorado         209   \n",
       "6                       APQ - Auxílio a Pesquisa         187   \n",
       "7              SET - Fixação de Recursos Humanos          81   \n",
       "8   DTI - Desenvolvimento Tecnológico Industrial          74   \n",
       "9       ATP - Apoio Técnico em Extensão no País           52   \n",
       "10      ITI - Iniciação Tecnológica e Industrial          43   \n",
       "11                 AT - Apoio Técnico a Pesquisa          30   \n",
       "12    DT - Produtividade Desen. Tec. e Extensão           28   \n",
       "13     DCR - Desenvolvimento Cientifico Regional          20   \n",
       "14                    PDJ - Pós-doutorado Júnior          18   \n",
       "15                        EXP - Extensão no País          17   \n",
       "16         ARC - Promoção de Eventos Científicos           8   \n",
       "17           ITC - Iniciação Tecnológica em TICs           5   \n",
       "18                    PV - Pesquisador Visitante           4   \n",
       "19       AED - Auxílio a Editoração e Publicação           4   \n",
       "20                   EV - Especialista Visitante           3   \n",
       "21                    PDS - Pós-doutorado Sênior           2   \n",
       "22             SWP - Doutorado-Sanduiche no Pais           1   \n",
       "23               PDI - Pos-doutorado Empresarial           1   \n",
       "24             PAV - Bolsa Pesquisador-Avaliador           1   \n",
       "\n",
       "    qtd_beneficiarios      valor  \n",
       "0                1817 4216400.00  \n",
       "1                 413 6671480.00  \n",
       "2                 389  251100.00  \n",
       "3                 207  426800.00  \n",
       "4                 210 1993500.00  \n",
       "5                 142 3081902.00  \n",
       "6                 109 9354184.66  \n",
       "7                  68  879700.00  \n",
       "8                  67  785660.00  \n",
       "9                  49  143900.00  \n",
       "10                 36   75044.00  \n",
       "11                 29   88450.00  \n",
       "12                 24  304700.00  \n",
       "13                 20  672200.00  \n",
       "14                 16  391100.00  \n",
       "15                 15   99060.00  \n",
       "16                  8  451000.00  \n",
       "17                  5   22000.00  \n",
       "18                  4  127207.31  \n",
       "19                  4   52500.00  \n",
       "20                  3   91500.00  \n",
       "21                  2    9600.00  \n",
       "22                  1   15200.00  \n",
       "23                  1   24600.00  \n",
       "24                  1    1200.00  "
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modalidade_ce = pd.merge(pd.merge(resumo_modalidade_ce,resumo_modalidade_ce_v2, on='modalidade'), montante_modalidade_ce, on ='modalidade')\n",
    "modalidade_ce.to_csv(arquivos+'modalidade_ce.csv', index=False)\n",
    "modalidade_ce"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 206
    },
    "id": "NbyagGfXTk4H",
    "outputId": "7681cf40-0716-4dfd-b2cf-1ba24e95aa10"
   },
   "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>modalidade</th>\n",
       "      <th>qtd_bolsas</th>\n",
       "      <th>qtd_beneficiarios</th>\n",
       "      <th>valor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>187</td>\n",
       "      <td>109</td>\n",
       "      <td>9354184.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>567</td>\n",
       "      <td>413</td>\n",
       "      <td>6671480.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IC - Iniciação Científica</td>\n",
       "      <td>2155</td>\n",
       "      <td>1817</td>\n",
       "      <td>4216400.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>209</td>\n",
       "      <td>142</td>\n",
       "      <td>3081902.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>1993500.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       modalidade  qtd_bolsas  qtd_beneficiarios      valor\n",
       "6        APQ - Auxílio a Pesquisa         187                109 9354184.66\n",
       "1  PQ - Produtividade em Pesquisa         567                413 6671480.00\n",
       "0       IC - Iniciação Científica        2155               1817 4216400.00\n",
       "5                  GD - Doutorado         209                142 3081902.00\n",
       "4                   GM - Mestrado         210                210 1993500.00"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modalidade_ce.sort_values(by='valor', ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "oYAikCs7TxBX",
    "outputId": "dd83f348-faf3-4fc1-cb31-09cdf3012afd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modalidade_ce.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "a2tpEDIFSwX9",
    "outputId": "c331e600-b578-4591-a925-038a259623cf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "modalidade              Outras\n",
       "qtd_bolsas                1172\n",
       "qtd_beneficiarios          949\n",
       "valor               4912521.31\n",
       "dtype: object"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outras_modalidades = modalidade_ce.sort_values(by='valor', ascending=False).tail(20).sum()\n",
    "outras_modalidades['modalidade']='Outras'\n",
    "outras_modalidades"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "id": "JWc6td5VUABQ"
   },
   "outputs": [],
   "source": [
    "cinco_mais = modalidade_ce.sort_values(by='valor', ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "wcSu_PwBUHJa",
    "outputId": "acaa3d97-a162-4e34-fed6-49373c31553e"
   },
   "outputs": [],
   "source": [
    "cinco_mais = cinco_mais.append(outras_modalidades,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "id": "9qTjMQDVUODF"
   },
   "outputs": [],
   "source": [
    "cinco_mais.to_csv(arquivos+'principais_modalidades_ce.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "NpBdibJKSa_2",
    "outputId": "caa47ae2-2148-41a5-ddba-f6609a50f3c4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "modalidade               Outras\n",
       "qtd_bolsas                  788\n",
       "qtd_beneficiarios           604\n",
       "valor               16670707.97\n",
       "dtype: object"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outras_modalidades_v2 = modalidade_ce.sort_values(by='qtd_beneficiarios', ascending=False).tail(20).sum()\n",
    "outras_modalidades_v2['modalidade']='Outras'\n",
    "outras_modalidades_v2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "id": "Kcq0FL1GYVsk"
   },
   "outputs": [],
   "source": [
    "cinco_mais_v2 = modalidade_ce.sort_values(by='qtd_beneficiarios', ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "6Rwqq43FYb_z",
    "outputId": "61a3dfe1-ba56-4cc4-bb9e-9d5004803c2e"
   },
   "outputs": [],
   "source": [
    "cinco_mais_v2 = cinco_mais_v2.append(outras_modalidades_v2,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "id": "d0r1DFZxYfi8"
   },
   "outputs": [],
   "source": [
    "cinco_mais.to_csv(arquivos+'principais_modalidades_ce_v2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "4Dw7TXCGYXqd"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 833
    },
    "id": "cQ58KyuQ2Qgw",
    "outputId": "1f53a0ac-1ad0-4cca-f947-7b6c9b6b9d82"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modalidade</th>\n",
       "      <th>R$</th>\n",
       "      <th>grande_area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>9354184.66</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>PQ - Produtividade em Pesquisa</td>\n",
       "      <td>6671480.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IC - Iniciação Científica</td>\n",
       "      <td>4216400.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>GD - Doutorado</td>\n",
       "      <td>3081902.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>1993500.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>879700.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DTI - Desenvolvimento Tecnológico Industrial</td>\n",
       "      <td>785660.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>DCR - Desenvolvimento Cientifico Regional</td>\n",
       "      <td>672200.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARC - Promoção de Eventos Científicos</td>\n",
       "      <td>451000.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IT - Iniciação Tecnológica</td>\n",
       "      <td>426800.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>PDJ - Pós-doutorado Júnior</td>\n",
       "      <td>391100.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DT - Produtividade Desen. Tec. e Extensão</td>\n",
       "      <td>304700.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ICJ - Iniciação Científica Júnior</td>\n",
       "      <td>251100.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>143900.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>PV - Pesquisador Visitante</td>\n",
       "      <td>127207.31</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>EXP - Extensão no País</td>\n",
       "      <td>99060.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>91500.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AT - Apoio Técnico a Pesquisa</td>\n",
       "      <td>88450.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>75044.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>52500.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>PDI - Pos-doutorado Empresarial</td>\n",
       "      <td>24600.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ITC - Iniciação Tecnológica em TICs</td>\n",
       "      <td>22000.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>SWP - Doutorado-Sanduiche no Pais</td>\n",
       "      <td>15200.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>PDS - Pós-doutorado Sênior</td>\n",
       "      <td>9600.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>PAV - Bolsa Pesquisador-Avaliador</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>Todas</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      modalidade         R$ grande_area\n",
       "1                       APQ - Auxílio a Pesquisa 9354184.66       Todas\n",
       "21                PQ - Produtividade em Pesquisa 6671480.00       Todas\n",
       "12                     IC - Iniciação Científica 4216400.00       Todas\n",
       "10                                GD - Doutorado 3081902.00       Todas\n",
       "11                                 GM - Mestrado 1993500.00       Todas\n",
       "23             SET - Fixação de Recursos Humanos  879700.00       Todas\n",
       "7   DTI - Desenvolvimento Tecnológico Industrial  785660.00       Todas\n",
       "5      DCR - Desenvolvimento Cientifico Regional  672200.00       Todas\n",
       "2          ARC - Promoção de Eventos Científicos  451000.00       Todas\n",
       "14                    IT - Iniciação Tecnológica  426800.00       Todas\n",
       "19                    PDJ - Pós-doutorado Júnior  391100.00       Todas\n",
       "6     DT - Produtividade Desen. Tec. e Extensão   304700.00       Todas\n",
       "13             ICJ - Iniciação Científica Júnior  251100.00       Todas\n",
       "4       ATP - Apoio Técnico em Extensão no País   143900.00       Todas\n",
       "22                    PV - Pesquisador Visitante  127207.31       Todas\n",
       "9                         EXP - Extensão no País   99060.00       Todas\n",
       "8                    EV - Especialista Visitante   91500.00       Todas\n",
       "3                  AT - Apoio Técnico a Pesquisa   88450.00       Todas\n",
       "16      ITI - Iniciação Tecnológica e Industrial   75044.00       Todas\n",
       "0        AED - Auxílio a Editoração e Publicação   52500.00       Todas\n",
       "18               PDI - Pos-doutorado Empresarial   24600.00       Todas\n",
       "15           ITC - Iniciação Tecnológica em TICs   22000.00       Todas\n",
       "24             SWP - Doutorado-Sanduiche no Pais   15200.00       Todas\n",
       "20                    PDS - Pós-doutorado Sênior    9600.00       Todas\n",
       "17             PAV - Bolsa Pesquisador-Avaliador    1200.00       Todas"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "montante_modalidade_ce = df_2022_ce.groupby('Modalidade')['Valor Pago'].sum().reset_index()\n",
    "montante_modalidade_ce['grande_area'] = 'Todas'\n",
    "montante_modalidade_ce.columns = ['modalidade','R$', 'grande_area'] \n",
    "\n",
    "montante_modalidade_ce.sort_values(by='R$', ascending =False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "X30Ed9fLVf0z",
    "outputId": "30c1390a-3859-4f07-f182-efcf4bcbf123"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30229987.97"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "montante_modalidade_ce['R$'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "D_YY8GnbViVN"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 424
    },
    "id": "ZjmGgwmuv3PM",
    "outputId": "2528ced0-af08-45f2-acd2-bb1e218fb74e"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>modalidade</th>\n",
       "      <th>grande_area</th>\n",
       "      <th>R$</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>12000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>Ciências Humanas</td>\n",
       "      <td>40500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>Ciências Agrárias</td>\n",
       "      <td>960382.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>Ciências Biológicas</td>\n",
       "      <td>2158260.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>APQ - Auxílio a Pesquisa</td>\n",
       "      <td>Ciências Exatas e da Terra</td>\n",
       "      <td>1058900.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>Ciências Humanas</td>\n",
       "      <td>10500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>Ciências da Saúde</td>\n",
       "      <td>258500.00</td>\n",
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       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>Engenharias</td>\n",
       "      <td>77100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>SET - Fixação de Recursos Humanos</td>\n",
       "      <td>Outra</td>\n",
       "      <td>54000.00</td>\n",
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       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>SWP - Doutorado-Sanduiche no Pais</td>\n",
       "      <td>Ciências da Saúde</td>\n",
       "      <td>15200.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>125 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  modalidade                 grande_area  \\\n",
       "0    AED - Auxílio a Editoração e Publicação           Ciências Agrárias   \n",
       "1    AED - Auxílio a Editoração e Publicação            Ciências Humanas   \n",
       "2                   APQ - Auxílio a Pesquisa           Ciências Agrárias   \n",
       "3                   APQ - Auxílio a Pesquisa         Ciências Biológicas   \n",
       "4                   APQ - Auxílio a Pesquisa  Ciências Exatas e da Terra   \n",
       "..                                       ...                         ...   \n",
       "120        SET - Fixação de Recursos Humanos            Ciências Humanas   \n",
       "121        SET - Fixação de Recursos Humanos           Ciências da Saúde   \n",
       "122        SET - Fixação de Recursos Humanos                 Engenharias   \n",
       "123        SET - Fixação de Recursos Humanos                       Outra   \n",
       "124        SWP - Doutorado-Sanduiche no Pais           Ciências da Saúde   \n",
       "\n",
       "            R$  \n",
       "0     12000.00  \n",
       "1     40500.00  \n",
       "2    960382.57  \n",
       "3   2158260.00  \n",
       "4   1058900.00  \n",
       "..         ...  \n",
       "120   10500.00  \n",
       "121  258500.00  \n",
       "122   77100.00  \n",
       "123   54000.00  \n",
       "124   15200.00  \n",
       "\n",
       "[125 rows x 3 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resumo__modalidade_g_area = df_2022_ce.groupby(['Modalidade','Grande Área'])['Valor Pago'].sum().reset_index()\n",
    "resumo__modalidade_g_area.columns = ['modalidade','grande_area','R$'] \n",
    "resumo__modalidade_g_area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "id": "gOiGo2jOv3Sy"
   },
   "outputs": [],
   "source": [
    "pd.concat([montante_modalidade_ce,resumo__modalidade_g_area]).to_csv(arquivos+'modalidade_gArea_ce.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "esFMYwCDKUlN"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "_EUkSDd6jkPx",
    "outputId": "5d480b47-9573-43db-f147-8018219db3dc"
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>3</th>\n",
       "      <th>Ano Referência</th>\n",
       "      <th>Processo</th>\n",
       "      <th>Data Início Processo</th>\n",
       "      <th>Data Término Processo</th>\n",
       "      <th>Beneficiário</th>\n",
       "      <th>Linha de Fomento</th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>Categoria/Nível</th>\n",
       "      <th>Nome Chamada</th>\n",
       "      <th>Programa CNPq</th>\n",
       "      <th>...</th>\n",
       "      <th>País Destino</th>\n",
       "      <th>Título do Projeto</th>\n",
       "      <th>Palavra Chave</th>\n",
       "      <th>Plano Interno</th>\n",
       "      <th>UO</th>\n",
       "      <th>Fonte Recurso</th>\n",
       "      <th>Natureza de Despesa</th>\n",
       "      <th>Valor Pago</th>\n",
       "      <th>dtg_inicio</th>\n",
       "      <th>dtg_fim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22863</th>\n",
       "      <td>2022</td>\n",
       "      <td>130842/2022-2</td>\n",
       "      <td>2022-09-01 00:00:00</td>\n",
       "      <td>2023-08-31 00:00:00</td>\n",
       "      <td>Francisco Lucas do Nascimento Lopes</td>\n",
       "      <td>Bolsas de Mestrado</td>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...</td>\n",
       "      <td>PROGRAMA DE TECNOLOGIA E INOVAÇÂO</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Fortalecimento da pesquisa e ações inovadoras ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4947E104G21</td>\n",
       "      <td>FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO</td>\n",
       "      <td>0180365009</td>\n",
       "      <td>339018</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>2022-09-01</td>\n",
       "      <td>2023-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22877</th>\n",
       "      <td>2022</td>\n",
       "      <td>130816/2022-1</td>\n",
       "      <td>2022-09-01 00:00:00</td>\n",
       "      <td>2023-08-31 00:00:00</td>\n",
       "      <td>Luis Felipe Nunes de Oliveira</td>\n",
       "      <td>Bolsas de Mestrado</td>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...</td>\n",
       "      <td>PROGRAMA DE TECNOLOGIA E INOVAÇÂO</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Fortalecimento da pesquisa e ações inovadoras ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4947E104G21</td>\n",
       "      <td>FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO</td>\n",
       "      <td>0180365009</td>\n",
       "      <td>339018</td>\n",
       "      <td>7500.00</td>\n",
       "      <td>2022-09-01</td>\n",
       "      <td>2023-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22879</th>\n",
       "      <td>2022</td>\n",
       "      <td>130817/2022-8</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Matheus Aragão Dias Firmino</td>\n",
       "      <td>Bolsas de Mestrado</td>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...</td>\n",
       "      <td>PROGRAMA DE TECNOLOGIA E INOVAÇÂO</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Fortalecimento da pesquisa e ações inovadoras ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4947E104G21</td>\n",
       "      <td>FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO</td>\n",
       "      <td>0180365009</td>\n",
       "      <td>339018</td>\n",
       "      <td>7500.00</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22894</th>\n",
       "      <td>2022</td>\n",
       "      <td>130841/2022-6</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Thaynan dos Santos Dias</td>\n",
       "      <td>Bolsas de Mestrado</td>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...</td>\n",
       "      <td>PROGRAMA DE TECNOLOGIA E INOVAÇÂO</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Fortalecimento da pesquisa e ações inovadoras ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4947E104G21</td>\n",
       "      <td>FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO</td>\n",
       "      <td>0180365009</td>\n",
       "      <td>339018</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24069</th>\n",
       "      <td>2022</td>\n",
       "      <td>131055/2022-4</td>\n",
       "      <td>2021-08-01 00:00:00</td>\n",
       "      <td>2022-07-31 00:00:00</td>\n",
       "      <td>Ádila Jamille Lopes Pereira Carloto</td>\n",
       "      <td>Bolsas de Mestrado</td>\n",
       "      <td>GM - Mestrado</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...</td>\n",
       "      <td>Programa Institucional de Bolsas de Pós-Gradua...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Manutenção da excelência acadêmica do POSDEHA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9600</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000</td>\n",
       "      <td>339018</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>2021-08-01</td>\n",
       "      <td>2022-07-31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "3     Ano Referência       Processo Data Início Processo  \\\n",
       "22863           2022  130842/2022-2  2022-09-01 00:00:00   \n",
       "22877           2022  130816/2022-1  2022-09-01 00:00:00   \n",
       "22879           2022  130817/2022-8  2021-09-01 00:00:00   \n",
       "22894           2022  130841/2022-6  2021-09-01 00:00:00   \n",
       "24069           2022  131055/2022-4  2021-08-01 00:00:00   \n",
       "\n",
       "3     Data Término Processo                         Beneficiário  \\\n",
       "22863   2023-08-31 00:00:00  Francisco Lucas do Nascimento Lopes   \n",
       "22877   2023-08-31 00:00:00        Luis Felipe Nunes de Oliveira   \n",
       "22879   2022-08-31 00:00:00          Matheus Aragão Dias Firmino   \n",
       "22894   2022-08-31 00:00:00              Thaynan dos Santos Dias   \n",
       "24069   2022-07-31 00:00:00  Ádila Jamille Lopes Pereira Carloto   \n",
       "\n",
       "3        Linha de Fomento     Modalidade Categoria/Nível  \\\n",
       "22863  Bolsas de Mestrado  GM - Mestrado             NaN   \n",
       "22877  Bolsas de Mestrado  GM - Mestrado             NaN   \n",
       "22879  Bolsas de Mestrado  GM - Mestrado             NaN   \n",
       "22894  Bolsas de Mestrado  GM - Mestrado             NaN   \n",
       "24069  Bolsas de Mestrado  GM - Mestrado             NaN   \n",
       "\n",
       "3                                           Nome Chamada  \\\n",
       "22863  CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...   \n",
       "22877  CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...   \n",
       "22879  CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...   \n",
       "22894  CH MAI/DAI 2020 - Chamada CNPq Nº 12/2020 - Pr...   \n",
       "24069  GM-GD 2022 - Chamada CNPq nº 07/2022 - Apoio à...   \n",
       "\n",
       "3                                          Programa CNPq  ...  País Destino  \\\n",
       "22863                  PROGRAMA DE TECNOLOGIA E INOVAÇÂO  ...  BRA - Brasil   \n",
       "22877                  PROGRAMA DE TECNOLOGIA E INOVAÇÂO  ...  BRA - Brasil   \n",
       "22879                  PROGRAMA DE TECNOLOGIA E INOVAÇÂO  ...  BRA - Brasil   \n",
       "22894                  PROGRAMA DE TECNOLOGIA E INOVAÇÂO  ...  BRA - Brasil   \n",
       "24069  Programa Institucional de Bolsas de Pós-Gradua...  ...  BRA - Brasil   \n",
       "\n",
       "3                                      Título do Projeto Palavra Chave  \\\n",
       "22863  Fortalecimento da pesquisa e ações inovadoras ...           NaN   \n",
       "22877  Fortalecimento da pesquisa e ações inovadoras ...           NaN   \n",
       "22879  Fortalecimento da pesquisa e ações inovadoras ...           NaN   \n",
       "22894  Fortalecimento da pesquisa e ações inovadoras ...           NaN   \n",
       "24069      Manutenção da excelência acadêmica do POSDEHA           NaN   \n",
       "\n",
       "3     Plano Interno                                            UO  \\\n",
       "22863   4947E104G21  FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO   \n",
       "22877   4947E104G21  FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO   \n",
       "22879   4947E104G21  FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO   \n",
       "22894   4947E104G21  FUNDO NACIONAL DE DESENV.CIENT.E TECNOLOGICO   \n",
       "24069          9600  CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO   \n",
       "\n",
       "3     Fonte Recurso Natureza de Despesa Valor Pago dtg_inicio    dtg_fim  \n",
       "22863    0180365009              339018    6000.00 2022-09-01 2023-08-31  \n",
       "22877    0180365009              339018    7500.00 2022-09-01 2023-08-31  \n",
       "22879    0180365009              339018    7500.00 2021-09-01 2022-08-31  \n",
       "22894    0180365009              339018    6000.00 2021-09-01 2022-08-31  \n",
       "24069    0100000000              339018    6000.00 2021-08-01 2022-07-31  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2022_ce.loc[df_2022_ce['Modalidade'] == 'GM - Mestrado'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5LjiKECTjs06",
    "outputId": "f462f353-0740-4326-afdb-7f3840ed9592"
   },
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    {
     "data": {
      "text/plain": [
       "Francisco Lucas do Nascimento Lopes            1\n",
       "Fernanda Naiara da Frota Lobato                1\n",
       "Victor Freire Sydrião de Alencar               1\n",
       "Vitória Stephani de Oliveira Costa Teixeira    1\n",
       "Winston Kleine Ramalho Viana                   1\n",
       "                                              ..\n",
       "Larissa dos Santos Nunes                       1\n",
       "Laryssa Querino da Silva Duarte                1\n",
       "Laura Cunha Rebouças Lessa                     1\n",
       "Lavina Sousa Araújo                            1\n",
       "William Axl Silva Vasconcelos                  1\n",
       "Name: Beneficiário, Length: 210, dtype: int64"
      ]
     },
     "execution_count": 110,
     "metadata": {},
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    }
   ],
   "source": [
    "df_2022_ce.loc[df_2022_ce['Modalidade'] == 'GM - Mestrado']['Beneficiário'].value_counts()"
   ]
  },
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    {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>3</th>\n",
       "      <th>Ano Referência</th>\n",
       "      <th>Processo</th>\n",
       "      <th>Data Início Processo</th>\n",
       "      <th>Data Término Processo</th>\n",
       "      <th>Beneficiário</th>\n",
       "      <th>Linha de Fomento</th>\n",
       "      <th>Modalidade</th>\n",
       "      <th>Categoria/Nível</th>\n",
       "      <th>Nome Chamada</th>\n",
       "      <th>Programa CNPq</th>\n",
       "      <th>...</th>\n",
       "      <th>País Destino</th>\n",
       "      <th>Título do Projeto</th>\n",
       "      <th>Palavra Chave</th>\n",
       "      <th>Plano Interno</th>\n",
       "      <th>UO</th>\n",
       "      <th>Fonte Recurso</th>\n",
       "      <th>Natureza de Despesa</th>\n",
       "      <th>Valor Pago</th>\n",
       "      <th>dtg_inicio</th>\n",
       "      <th>dtg_fim</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2399</th>\n",
       "      <td>2022</td>\n",
       "      <td>181186/2021-7</td>\n",
       "      <td>2017-09-01 00:00:00</td>\n",
       "      <td>2022-02-28 00:00:00</td>\n",
       "      <td>Pedro Wellington Lima Bezerra</td>\n",
       "      <td>Bolsas de Iniciação Tecnológica e Industrial</td>\n",
       "      <td>ITI - Iniciação Tecnológica e Industrial</td>\n",
       "      <td>B</td>\n",
       "      <td>ICMBio 2017 - CHAMADA CNPQ/ICMBIO/FAPs nº 18/2...</td>\n",
       "      <td>PROGRAMA DE BIODIVERSIDADE</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Cavernas, abrigos e seu ecossistema - Pesquisa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>04181502RCA</td>\n",
       "      <td>INST.CHICO MENDES DE CONSER.DA BIODIVERSIDADE</td>\n",
       "      <td>0307442070</td>\n",
       "      <td>339018</td>\n",
       "      <td>322.00</td>\n",
       "      <td>2017-09-01</td>\n",
       "      <td>2022-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5671</th>\n",
       "      <td>2022</td>\n",
       "      <td>402141/2021-0</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Alek Sandro Dutra</td>\n",
       "      <td>Apoio a Periódicos Científicos</td>\n",
       "      <td>AED - Auxílio a Editoração e Publicação</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Editoração 2021 - Chamada CNPq Nº 15/2021 - Pr...</td>\n",
       "      <td>PROGRAMA ESPECIAL DE DIFUSÃO E POPULARIZAÇÃO D...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Revista Ciência Agronômica</td>\n",
       "      <td>Engenharia Agrícola,  Engenharia de Alimentos...</td>\n",
       "      <td>10009</td>\n",
       "      <td>CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO</td>\n",
       "      <td>0100000000400</td>\n",
       "      <td>339020</td>\n",
       "      <td>12000.00</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5840</th>\n",
       "      <td>2022</td>\n",
       "      <td>305212/2021-4</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Andressa Teles Chaves</td>\n",
       "      <td>Bolsas de Apoio Técnico</td>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>A</td>\n",
       "      <td>COVID19 MCTIC/MS - Chamada MCTIC/CNPq/FNDCT/MS...</td>\n",
       "      <td>Programa Especial de Cooperação com o Ministér...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Efetividade do acesso, atendimento clínico e a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10010</td>\n",
       "      <td>FUNDO NACIONAL DE SAUDE</td>\n",
       "      <td>6153699887</td>\n",
       "      <td>339018</td>\n",
       "      <td>4950.00</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5852</th>\n",
       "      <td>2022</td>\n",
       "      <td>313609/2022-5</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Carmem Lucia Magalhães de Queiroz</td>\n",
       "      <td>Bolsas de Apoio Técnico</td>\n",
       "      <td>ATP - Apoio Técnico em Extensão no País</td>\n",
       "      <td>B</td>\n",
       "      <td>COVID19 MCTIC/MS - Chamada MCTIC/CNPq/FNDCT/MS...</td>\n",
       "      <td>Programa Especial de Cooperação com o Ministér...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Avaliação dos riscos de profissionais de saúde...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10010</td>\n",
       "      <td>FUNDO NACIONAL DE SAUDE</td>\n",
       "      <td>6153699887</td>\n",
       "      <td>339018</td>\n",
       "      <td>800.00</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5894</th>\n",
       "      <td>2022</td>\n",
       "      <td>309317/2020-7</td>\n",
       "      <td>2021-09-01 00:00:00</td>\n",
       "      <td>2022-08-31 00:00:00</td>\n",
       "      <td>Francisco Marto Leal Pinheiro Júnior</td>\n",
       "      <td>Bolsas de Pesquisador/Especialista Visitante</td>\n",
       "      <td>EV - Especialista Visitante</td>\n",
       "      <td>1</td>\n",
       "      <td>COVID19 MCTIC/MS - Chamada MCTIC/CNPq/FNDCT/MS...</td>\n",
       "      <td>Programa Especial de Cooperação com o Ministér...</td>\n",
       "      <td>...</td>\n",
       "      <td>BRA - Brasil</td>\n",
       "      <td>Avaliação dos riscos de profissionais de saúde...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10010</td>\n",
       "      <td>FUNDO NACIONAL DE SAUDE</td>\n",
       "      <td>6153699887</td>\n",
       "      <td>339018</td>\n",
       "      <td>35000.00</td>\n",
       "      <td>2021-09-01</td>\n",
       "      <td>2022-08-31</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "3    Ano Referência       Processo Data Início Processo Data Término Processo  \\\n",
       "2399           2022  181186/2021-7  2017-09-01 00:00:00   2022-02-28 00:00:00   \n",
       "5671           2022  402141/2021-0  2021-09-01 00:00:00   2022-08-31 00:00:00   \n",
       "5840           2022  305212/2021-4  2021-09-01 00:00:00   2022-08-31 00:00:00   \n",
       "5852           2022  313609/2022-5  2021-09-01 00:00:00   2022-08-31 00:00:00   \n",
       "5894           2022  309317/2020-7  2021-09-01 00:00:00   2022-08-31 00:00:00   \n",
       "\n",
       "3                             Beneficiário  \\\n",
       "2399         Pedro Wellington Lima Bezerra   \n",
       "5671                     Alek Sandro Dutra   \n",
       "5840                 Andressa Teles Chaves   \n",
       "5852     Carmem Lucia Magalhães de Queiroz   \n",
       "5894  Francisco Marto Leal Pinheiro Júnior   \n",
       "\n",
       "3                                 Linha de Fomento  \\\n",
       "2399  Bolsas de Iniciação Tecnológica e Industrial   \n",
       "5671                Apoio a Periódicos Científicos   \n",
       "5840                       Bolsas de Apoio Técnico   \n",
       "5852                       Bolsas de Apoio Técnico   \n",
       "5894  Bolsas de Pesquisador/Especialista Visitante   \n",
       "\n",
       "3                                   Modalidade Categoria/Nível  \\\n",
       "2399  ITI - Iniciação Tecnológica e Industrial               B   \n",
       "5671   AED - Auxílio a Editoração e Publicação             NaN   \n",
       "5840  ATP - Apoio Técnico em Extensão no País                A   \n",
       "5852  ATP - Apoio Técnico em Extensão no País                B   \n",
       "5894               EV - Especialista Visitante               1   \n",
       "\n",
       "3                                          Nome Chamada  \\\n",
       "2399  ICMBio 2017 - CHAMADA CNPQ/ICMBIO/FAPs nº 18/2...   \n",
       "5671  Editoração 2021 - Chamada CNPq Nº 15/2021 - Pr...   \n",
       "5840  COVID19 MCTIC/MS - Chamada MCTIC/CNPq/FNDCT/MS...   \n",
       "5852  COVID19 MCTIC/MS - Chamada MCTIC/CNPq/FNDCT/MS...   \n",
       "5894  COVID19 MCTIC/MS - Chamada MCTIC/CNPq/FNDCT/MS...   \n",
       "\n",
       "3                                         Programa CNPq  ...  País Destino  \\\n",
       "2399                         PROGRAMA DE BIODIVERSIDADE  ...  BRA - Brasil   \n",
       "5671  PROGRAMA ESPECIAL DE DIFUSÃO E POPULARIZAÇÃO D...  ...  BRA - Brasil   \n",
       "5840  Programa Especial de Cooperação com o Ministér...  ...  BRA - Brasil   \n",
       "5852  Programa Especial de Cooperação com o Ministér...  ...  BRA - Brasil   \n",
       "5894  Programa Especial de Cooperação com o Ministér...  ...  BRA - Brasil   \n",
       "\n",
       "3                                     Título do Projeto  \\\n",
       "2399  Cavernas, abrigos e seu ecossistema - Pesquisa...   \n",
       "5671                         Revista Ciência Agronômica   \n",
       "5840  Efetividade do acesso, atendimento clínico e a...   \n",
       "5852  Avaliação dos riscos de profissionais de saúde...   \n",
       "5894  Avaliação dos riscos de profissionais de saúde...   \n",
       "\n",
       "3                                         Palavra Chave Plano Interno  \\\n",
       "2399                                                NaN   04181502RCA   \n",
       "5671   Engenharia Agrícola,  Engenharia de Alimentos...         10009   \n",
       "5840                                                NaN         10010   \n",
       "5852                                                NaN         10010   \n",
       "5894                                                NaN         10010   \n",
       "\n",
       "3                                                UO  Fonte Recurso  \\\n",
       "2399  INST.CHICO MENDES DE CONSER.DA BIODIVERSIDADE     0307442070   \n",
       "5671   CONSELHO NAC.DE DESENV.CIENTIF.E TECNOLOGICO  0100000000400   \n",
       "5840                        FUNDO NACIONAL DE SAUDE     6153699887   \n",
       "5852                        FUNDO NACIONAL DE SAUDE     6153699887   \n",
       "5894                        FUNDO NACIONAL DE SAUDE     6153699887   \n",
       "\n",
       "3    Natureza de Despesa Valor Pago dtg_inicio    dtg_fim  \n",
       "2399              339018     322.00 2017-09-01 2022-02-28  \n",
       "5671              339020   12000.00 2021-09-01 2022-08-31  \n",
       "5840              339018    4950.00 2021-09-01 2022-08-31  \n",
       "5852              339018     800.00 2021-09-01 2022-08-31  \n",
       "5894              339018   35000.00 2021-09-01 2022-08-31  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 111,
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   ],
   "source": [
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   ]
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