Analise_ProUni_2018.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "8867bd6c",
   "metadata": {},
   "source": [
    "# Análise da amostra ProUni 2018 \n",
    "\n",
    "Neste Dataset estamos análisando dataset sobre o ProUni do ano de 2018 com análise de bolsas e notas e seus respectivos cursos.\n",
    "\n",
    "Apresentação:\n",
    "O Programa Universidade para Todos (ProUni) foi criado em 2004, pela Lei nº 11.096/2005, e tem como finalidade a concessão de bolsas de estudos integrais e parciais a estudantes de cursos de graduação e de cursos sequenciais de formação específica, em instituições privadas de educação superior. As instituições que aderem ao programa recebem isenção de tributos.\n",
    "\n",
    "|    Coluna  |   Tipo         |    Título  |\n",
    "|:------------:|:-----------------------:|:-----------:|\n",
    "| uf_busca   |string (max_length=2)   |    Apple  |\n",
    "|cidade_busca|string (max_length=31)|Cidade|\n",
    "|universidade_nome|string (max_length=127)|Universidade|\n",
    "|campus_nome|string (max_length=319)|Nome do Campus|\n",
    "|nome|string (max_length=127)|Curso|\n",
    "|grau|string (max_length=15)|Grau|\n",
    "|turno|string (max_length=31)|Turno|\n",
    "|mensalidade|decimal (max_digits=12, decimal_places=2)|Mensalidade|\n",
    "|bolsa_integral_cotas|integer|Bolsas Integrais (Cota)|\n",
    "|bolsa_integral_ampla|integer|Bolsas Integrais (Ampla)|\n",
    "|bolsa_parcial_cotas|integer|Bolsas Parciais (Cota)|\n",
    "|bolsa_parcial_ampla|integer|Bolsas Parciais (Ampla)|\n",
    "|nota_integral_ampla|decimal (max_digits=12, decimal_places=2)|Nota Integral (Ampla)|\n",
    "|nota_integral_cotas|decimal (max_digits=12, decimal_places=2)|Nota Integral (Cota)|\n",
    "|nota_parcial_ampla|\tdecimal (max_digits=12, decimal_places=2)|Nota Parcial (Ampla)|\n",
    "|nota_parcial_cotas|decimal (max_digits=12, decimal_places=2)|Nota Parcial (Cota)|\n",
    "|curso_busca|\tstring (max_length=127)|Curso|\n",
    "|cidade_filtro|string (max_length=31)|Código da Cidade|\n",
    "|campus_external_id|integer|ID do Campus|\n",
    "|curso_id|string (max_length=15)|ID do Curso|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7852113b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot  as plt\n",
    "\n",
    "sns.set_palette('Dark2')\n",
    "sns.set_style('darkgrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd576813",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>grau</th>\n",
       "      <th>turno</th>\n",
       "      <th>mensalidade</th>\n",
       "      <th>bolsa_integral_cotas</th>\n",
       "      <th>bolsa_integral_ampla</th>\n",
       "      <th>bolsa_parcial_cotas</th>\n",
       "      <th>bolsa_parcial_ampla</th>\n",
       "      <th>curso_id</th>\n",
       "      <th>curso_busca</th>\n",
       "      <th>cidade_busca</th>\n",
       "      <th>uf_busca</th>\n",
       "      <th>cidade_filtro</th>\n",
       "      <th>universidade_nome</th>\n",
       "      <th>campus_nome</th>\n",
       "      <th>campus_id</th>\n",
       "      <th>nome</th>\n",
       "      <th>nota_integral_ampla</th>\n",
       "      <th>nota_integral_cotas</th>\n",
       "      <th>nota_parcial_ampla</th>\n",
       "      <th>nota_parcial_cotas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9999.99</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>706710394154</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Campo Grande</td>\n",
       "      <td>MS</td>\n",
       "      <td>NTAwMjAwNDAyNzA0</td>\n",
       "      <td>Universidade Anhanguera - UNIDERP</td>\n",
       "      <td>CAMPO GRANDE - SEDE - Miguel Couto</td>\n",
       "      <td>706710</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>740.22</td>\n",
       "      <td>726.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Noturno</td>\n",
       "      <td>9836.40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104191210567043</td>\n",
       "      <td>Enfermagem</td>\n",
       "      <td>Crateus</td>\n",
       "      <td>CE</td>\n",
       "      <td>MjMwNDAxODA0MTAz</td>\n",
       "      <td>Faculdade Princesa do Oeste - FPO</td>\n",
       "      <td>UNIDADE SEDE - São Vicente</td>\n",
       "      <td>1041912</td>\n",
       "      <td>Enfermagem</td>\n",
       "      <td>663.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9715.61</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1002328574024</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Sao Paulo</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUxNTA2MTUwMzA4</td>\n",
       "      <td>Universidade Cidade de São Paulo - UNICID</td>\n",
       "      <td>UNIVERSIDADE CIDADE DE SÃO PAULO - UNICID - SE...</td>\n",
       "      <td>1002328</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>739.62</td>\n",
       "      <td>738.08</td>\n",
       "      <td>738.96</td>\n",
       "      <td>718.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Noturno</td>\n",
       "      <td>9689.34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104191212798093</td>\n",
       "      <td>Psicologia</td>\n",
       "      <td>Crateus</td>\n",
       "      <td>CE</td>\n",
       "      <td>MjMwNDAxODA0MTAz</td>\n",
       "      <td>Faculdade Princesa do Oeste - FPO</td>\n",
       "      <td>UNIDADE SEDE - São Vicente</td>\n",
       "      <td>1041912</td>\n",
       "      <td>Psicologia</td>\n",
       "      <td>651.00</td>\n",
       "      <td>652.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9674.34</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65899611932754</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Rio Branco</td>\n",
       "      <td>AC</td>\n",
       "      <td>MTIwMjAwNDAwNDAx</td>\n",
       "      <td>Faculdade Barão do Rio Branco - FAB</td>\n",
       "      <td>CAMPUS  - RIO BRANCO - JARDIM EUROPA II - Jard...</td>\n",
       "      <td>658996</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>758.32</td>\n",
       "      <td>723.94</td>\n",
       "      <td>734.92</td>\n",
       "      <td>711.26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          grau     turno  mensalidade  bolsa_integral_cotas  \\\n",
       "0  Bacharelado  Integral      9999.99                  15.0   \n",
       "1  Bacharelado   Noturno      9836.40                   1.0   \n",
       "2  Bacharelado  Integral      9715.61                   2.0   \n",
       "3  Bacharelado   Noturno      9689.34                   3.0   \n",
       "4  Bacharelado  Integral      9674.34                   4.0   \n",
       "\n",
       "   bolsa_integral_ampla  bolsa_parcial_cotas  bolsa_parcial_ampla  \\\n",
       "0                  14.0                  NaN                  NaN   \n",
       "1                   NaN                  NaN                  NaN   \n",
       "2                   5.0                  6.0                 10.0   \n",
       "3                   2.0                  NaN                  NaN   \n",
       "4                   1.0                  5.0                  2.0   \n",
       "\n",
       "          curso_id curso_busca  cidade_busca uf_busca     cidade_filtro  \\\n",
       "0     706710394154    Medicina  Campo Grande       MS  NTAwMjAwNDAyNzA0   \n",
       "1  104191210567043  Enfermagem       Crateus       CE  MjMwNDAxODA0MTAz   \n",
       "2    1002328574024    Medicina     Sao Paulo       SP  MzUxNTA2MTUwMzA4   \n",
       "3  104191212798093  Psicologia       Crateus       CE  MjMwNDAxODA0MTAz   \n",
       "4   65899611932754    Medicina    Rio Branco       AC  MTIwMjAwNDAwNDAx   \n",
       "\n",
       "                           universidade_nome  \\\n",
       "0          Universidade Anhanguera - UNIDERP   \n",
       "1          Faculdade Princesa do Oeste - FPO   \n",
       "2  Universidade Cidade de São Paulo - UNICID   \n",
       "3          Faculdade Princesa do Oeste - FPO   \n",
       "4        Faculdade Barão do Rio Branco - FAB   \n",
       "\n",
       "                                         campus_nome  campus_id        nome  \\\n",
       "0                 CAMPO GRANDE - SEDE - Miguel Couto     706710    Medicina   \n",
       "1                         UNIDADE SEDE - São Vicente    1041912  Enfermagem   \n",
       "2  UNIVERSIDADE CIDADE DE SÃO PAULO - UNICID - SE...    1002328    Medicina   \n",
       "3                         UNIDADE SEDE - São Vicente    1041912  Psicologia   \n",
       "4  CAMPUS  - RIO BRANCO - JARDIM EUROPA II - Jard...     658996    Medicina   \n",
       "\n",
       "   nota_integral_ampla  nota_integral_cotas  nota_parcial_ampla  \\\n",
       "0               740.22               726.46                 NaN   \n",
       "1               663.36                  NaN                 NaN   \n",
       "2               739.62               738.08              738.96   \n",
       "3               651.00               652.22                 NaN   \n",
       "4               758.32               723.94              734.92   \n",
       "\n",
       "   nota_parcial_cotas  \n",
       "0                 NaN  \n",
       "1                 NaN  \n",
       "2              718.64  \n",
       "3                 NaN  \n",
       "4              711.26  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados = pd.read_csv('prouni/cursos-prouni.csv')\n",
    "dados.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "549d3d72",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mensalidade</th>\n",
       "      <th>bolsa_integral_cotas</th>\n",
       "      <th>bolsa_integral_ampla</th>\n",
       "      <th>bolsa_parcial_cotas</th>\n",
       "      <th>bolsa_parcial_ampla</th>\n",
       "      <th>curso_id</th>\n",
       "      <th>campus_id</th>\n",
       "      <th>nota_integral_ampla</th>\n",
       "      <th>nota_integral_cotas</th>\n",
       "      <th>nota_parcial_ampla</th>\n",
       "      <th>nota_parcial_cotas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>41447.000000</td>\n",
       "      <td>32520.000000</td>\n",
       "      <td>25404.000000</td>\n",
       "      <td>8828.000000</td>\n",
       "      <td>13041.000000</td>\n",
       "      <td>4.144700e+04</td>\n",
       "      <td>4.144700e+04</td>\n",
       "      <td>32520.000000</td>\n",
       "      <td>16802.000000</td>\n",
       "      <td>16350.000000</td>\n",
       "      <td>5519.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>622.636966</td>\n",
       "      <td>1.535394</td>\n",
       "      <td>2.513541</td>\n",
       "      <td>1.873018</td>\n",
       "      <td>8.632544</td>\n",
       "      <td>4.207360e+13</td>\n",
       "      <td>6.786530e+05</td>\n",
       "      <td>575.982999</td>\n",
       "      <td>564.470439</td>\n",
       "      <td>527.517136</td>\n",
       "      <td>511.799638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>606.442296</td>\n",
       "      <td>2.191578</td>\n",
       "      <td>3.019549</td>\n",
       "      <td>2.336403</td>\n",
       "      <td>18.372991</td>\n",
       "      <td>6.061552e+13</td>\n",
       "      <td>6.398410e+05</td>\n",
       "      <td>57.827594</td>\n",
       "      <td>57.869145</td>\n",
       "      <td>60.202170</td>\n",
       "      <td>56.787140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>139.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.248801e+07</td>\n",
       "      <td>2.240000e+02</td>\n",
       "      <td>450.000000</td>\n",
       "      <td>450.000000</td>\n",
       "      <td>450.000000</td>\n",
       "      <td>450.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>278.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.460131e+11</td>\n",
       "      <td>1.172300e+04</td>\n",
       "      <td>544.360000</td>\n",
       "      <td>532.865000</td>\n",
       "      <td>453.980000</td>\n",
       "      <td>450.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>393.350000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.003572e+12</td>\n",
       "      <td>6.587550e+05</td>\n",
       "      <td>580.740000</td>\n",
       "      <td>571.450000</td>\n",
       "      <td>532.420000</td>\n",
       "      <td>511.820000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>825.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.036636e+14</td>\n",
       "      <td>1.058794e+06</td>\n",
       "      <td>614.145000</td>\n",
       "      <td>603.315000</td>\n",
       "      <td>573.235000</td>\n",
       "      <td>557.170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9999.990000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>350.000000</td>\n",
       "      <td>2.008632e+14</td>\n",
       "      <td>2.008633e+06</td>\n",
       "      <td>781.200000</td>\n",
       "      <td>792.240000</td>\n",
       "      <td>776.360000</td>\n",
       "      <td>768.340000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mensalidade  bolsa_integral_cotas  bolsa_integral_ampla  \\\n",
       "count  41447.000000          32520.000000          25404.000000   \n",
       "mean     622.636966              1.535394              2.513541   \n",
       "std      606.442296              2.191578              3.019549   \n",
       "min      139.000000              0.000000              1.000000   \n",
       "25%      278.000000              0.000000              1.000000   \n",
       "50%      393.350000              1.000000              1.000000   \n",
       "75%      825.000000              2.000000              3.000000   \n",
       "max     9999.990000             58.000000             67.000000   \n",
       "\n",
       "       bolsa_parcial_cotas  bolsa_parcial_ampla      curso_id     campus_id  \\\n",
       "count          8828.000000         13041.000000  4.144700e+04  4.144700e+04   \n",
       "mean              1.873018             8.632544  4.207360e+13  6.786530e+05   \n",
       "std               2.336403            18.372991  6.061552e+13  6.398410e+05   \n",
       "min               1.000000             1.000000  2.248801e+07  2.240000e+02   \n",
       "25%               1.000000             1.000000  6.460131e+11  1.172300e+04   \n",
       "50%               1.000000             2.000000  2.003572e+12  6.587550e+05   \n",
       "75%               2.000000             6.000000  1.036636e+14  1.058794e+06   \n",
       "max              74.000000           350.000000  2.008632e+14  2.008633e+06   \n",
       "\n",
       "       nota_integral_ampla  nota_integral_cotas  nota_parcial_ampla  \\\n",
       "count         32520.000000         16802.000000        16350.000000   \n",
       "mean            575.982999           564.470439          527.517136   \n",
       "std              57.827594            57.869145           60.202170   \n",
       "min             450.000000           450.000000          450.000000   \n",
       "25%             544.360000           532.865000          453.980000   \n",
       "50%             580.740000           571.450000          532.420000   \n",
       "75%             614.145000           603.315000          573.235000   \n",
       "max             781.200000           792.240000          776.360000   \n",
       "\n",
       "       nota_parcial_cotas  \n",
       "count         5519.000000  \n",
       "mean           511.799638  \n",
       "std             56.787140  \n",
       "min            450.000000  \n",
       "25%            450.000000  \n",
       "50%            511.820000  \n",
       "75%            557.170000  \n",
       "max            768.340000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "425dd0a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dados nulos:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "grau                        0\n",
       "turno                       0\n",
       "mensalidade                 0\n",
       "bolsa_integral_cotas     8927\n",
       "bolsa_integral_ampla    16043\n",
       "bolsa_parcial_cotas     32619\n",
       "bolsa_parcial_ampla     28406\n",
       "curso_id                    0\n",
       "curso_busca                 0\n",
       "cidade_busca                0\n",
       "uf_busca                    0\n",
       "cidade_filtro               0\n",
       "universidade_nome           0\n",
       "campus_nome                 0\n",
       "campus_id                   0\n",
       "nome                        0\n",
       "nota_integral_ampla      8927\n",
       "nota_integral_cotas     24645\n",
       "nota_parcial_ampla      25097\n",
       "nota_parcial_cotas      35928\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Dados nulos:')\n",
    "dados.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6160b8b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# dados.fillna(0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f6a17e8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#print('Dados nulos:')\n",
    "#dados.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46076eac",
   "metadata": {},
   "source": [
    "## Distribuição entre turnos pelo ProUni"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "57851f39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Integral', 'Noturno', 'Matutino', 'Vespertino',\n",
       "       'Curso a Distância'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.turno.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "85d6fc98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Curso a Distância    22926\n",
       "Noturno              12196\n",
       "Matutino              5175\n",
       "Integral               640\n",
       "Vespertino             510\n",
       "Name: turno, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.turno.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8b71c2bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=dados.turno.value_counts().index,y=dados.turno.value_counts())\n",
    "ax.set_title('Distribuição de turnos de 3º grau ', fontsize=20)\n",
    "ax.set_xlabel('Modalidades',fontsize=16)\n",
    "ax.set_ylabel('Quantidade de vagas',fontsize=16)\n",
    "ax.figure.set_size_inches(16,6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc43ad58",
   "metadata": {},
   "source": [
    "## Distribuição entre modalidades pelo ProUni"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e72f2a7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=dados.grau.value_counts().index,y=dados.grau.value_counts())\n",
    "ax.set_title('Distribuição de bolsas entre modalidades de 3º grau ', fontsize=20)\n",
    "ax.set_xlabel('Modalidades',fontsize=16)\n",
    "ax.set_ylabel('Quantidade de vagas',fontsize=16)\n",
    "ax.figure.set_size_inches(16,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "61f9db19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Bacharelado     19165\n",
       "Tecnológico     13480\n",
       "Licenciatura     8802\n",
       "Name: grau, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.grau.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fe78275",
   "metadata": {},
   "source": [
    "## Distribuições dos bolsas pelo ProUni"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "52c94f07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Administração                     2754\n",
       "Pedagogia                         2555\n",
       "Ciências Contábeis                2056\n",
       "Gestão de Recursos Humanos        1595\n",
       "Educação Física                   1528\n",
       "                                  ... \n",
       "Saúde Coletiva                       1\n",
       "Engenharia Mecânica Automotiva       1\n",
       "Laticínios                           1\n",
       "Ontopsicologia                       1\n",
       "Produção Cultural                    1\n",
       "Name: nome, Length: 296, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.nome.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0f85e034",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=dados.nome.value_counts().index[:30],y=dados.nome.value_counts()[:30])\n",
    "ax.set_title('Os 30 cursos mais procurados no ProUni', fontsize=20)\n",
    "ax.set_xlabel('Cursos',fontsize=16)\n",
    "ax.set_ylabel('Quantidade de bolsas',fontsize=16)\n",
    "plt.xticks(rotation=89)\n",
    "ax.figure.set_size_inches(16,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2a2caa1",
   "metadata": {},
   "source": [
    "## Distribuição das notas mais aceitas pelo ProUni em ampla concorrencia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e2fdffad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "450.0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.nota_integral_ampla.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e48b2838",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "781.2"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.nota_integral_ampla.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cedfca89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "450.00    2112\n",
       "583.00      15\n",
       "604.20      14\n",
       "600.74      13\n",
       "610.80      13\n",
       "          ... \n",
       "503.24       1\n",
       "462.48       1\n",
       "489.84       1\n",
       "745.42       1\n",
       "707.84       1\n",
       "Name: nota_integral_ampla, Length: 9753, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.nota_integral_ampla.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "73a62180",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9753,)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.nota_integral_ampla.value_counts().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0788aa2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2112,   15,   14,   13,   13,   12,   12,   12,   12,   12,   12,\n",
       "         12,   12,   12,   11,   11,   11,   11,   11,   11,   11,   11,\n",
       "         11,   11,   11,   11,   11,   11,   11,   11], dtype=int64)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "value = dados.nota_integral_ampla.value_counts().values\n",
    "value[:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6fa899e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([ 450.0,  583.0,  604.2, 600.74,  610.8, 582.86, 576.48, 567.18,\n",
       "              600.08, 617.32, 577.24,  578.9,  579.2, 584.62, 597.64,  593.5,\n",
       "              639.18, 595.48, 608.68,  602.3, 614.44, 585.52, 609.02, 573.36,\n",
       "              563.86, 588.46, 571.42, 557.66, 567.26, 592.56],\n",
       "             dtype='float64')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index = dados.nota_integral_ampla.value_counts().index\n",
    "index[:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e6dd4126",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(y=value[:30],x=index[:30])\n",
    "ax.set_title('As notas que receberam bolsas pelo ProUni', fontsize=20)\n",
    "ax.set_xlabel('Notas',fontsize=16)\n",
    "ax.set_ylabel('Quantidade de bolsas distribuídas',fontsize=16)\n",
    "plt.xticks(rotation=20)\n",
    "ax.figure.set_size_inches(16,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bfca1d35",
   "metadata": {},
   "outputs": [],
   "source": [
    "classes = [dados.nota_integral_ampla.min(),500,550,600,650,dados.nota_integral_ampla.max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d0639f57",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = [ 'Até 500','Até 550','Até 600','Até 650','Acima 700']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "921523f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Até 600      11973\n",
       "Até 650       8773\n",
       "Até 550       5671\n",
       "Até 500       3495\n",
       "Acima 700     2608\n",
       "Name: nota_integral_ampla, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contagem = pd.value_counts(\n",
    "                pd.cut(x = dados.nota_integral_ampla,\n",
    "                bins = classes,\n",
    "                labels = labels,\n",
    "                include_lowest = True)\n",
    "           )\n",
    "contagem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9a7960e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "porcentagem = pd.value_counts(\n",
    "                pd.cut(x = dados.nota_integral_ampla,\n",
    "                          bins = classes,\n",
    "                          labels = labels,\n",
    "                          include_lowest = True),\n",
    "              normalize = True) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "6921162a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Porcentagem (%)</th>\n",
       "      <th>Frequência</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Até 600</th>\n",
       "      <td>36.817343</td>\n",
       "      <td>11973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Até 650</th>\n",
       "      <td>26.977245</td>\n",
       "      <td>8773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Até 550</th>\n",
       "      <td>17.438499</td>\n",
       "      <td>5671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Até 500</th>\n",
       "      <td>10.747232</td>\n",
       "      <td>3495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acima 700</th>\n",
       "      <td>8.019680</td>\n",
       "      <td>2608</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Porcentagem (%)  Frequência\n",
       "Até 600          36.817343       11973\n",
       "Até 650          26.977245        8773\n",
       "Até 550          17.438499        5671\n",
       "Até 500          10.747232        3495\n",
       "Acima 700         8.019680        2608"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tabela_rendas = pd.DataFrame( {'Porcentagem (%)': porcentagem, 'Frequência': contagem})\n",
    "tabela_rendas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3875a243",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(data= tabela_rendas, x= tabela_rendas['Porcentagem (%)'],\n",
    "            y=tabela_rendas.index,\n",
    "            orient='h')\n",
    "plt.title('Distribuição da bolsas integral pelo ProUni por ampla concorrência',fontweight= 'bold')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ad7b84f",
   "metadata": {},
   "source": [
    "## Análise das mensalidade das faculdades"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "75857550",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([9999.99, 9836.4 , 9715.61, ...,  149.  ,  144.  ,  139.  ])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.mensalidade.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4411febf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "299.00     1270\n",
       "278.00     1230\n",
       "325.00     1213\n",
       "237.00      969\n",
       "270.00      927\n",
       "           ... \n",
       "411.34        1\n",
       "1123.60       1\n",
       "1178.19       1\n",
       "1053.58       1\n",
       "506.67        1\n",
       "Name: mensalidade, Length: 7114, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.mensalidade.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "efa84f2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1270, 1230, 1213,  969,  927,  829,  772,  677,  672,  611,  548,\n",
       "        520,  518,  506,  430,  420,  420,  383,  364,  318,  317,  299,\n",
       "        279,  271,  254,  243,  230,  219,  218,  214], dtype=int64)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "value = dados.mensalidade.value_counts().values\n",
    "value[:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "49c3009e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([ 299.0,  278.0,  325.0,  237.0,  270.0,  333.0,  279.0, 257.19,\n",
       "               309.0,  298.0,  289.0,  209.0,  239.0,  274.0,  308.0,  269.0,\n",
       "               249.0,  250.0, 393.35,  189.0,  259.0,  293.0,  230.0,  149.0,\n",
       "               319.0,  229.0,  248.0,  265.0,  288.0, 402.65],\n",
       "             dtype='float64')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index = dados.mensalidade.value_counts().index\n",
    "index[:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cab49f75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=index[:30],y=value[:30],\n",
    "                 order=index[:30]\n",
    "                )\n",
    "ax.set_title('Mensalidade dos inscritos pelo ProUni', fontsize=20)\n",
    "ax.set_xlabel('Valor da Mensalidade (Reais $)',fontsize=16)\n",
    "ax.set_ylabel('Quantidade de alunos pagantes',fontsize=16)\n",
    "plt.xticks(rotation=20)\n",
    "ax.figure.set_size_inches(16,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "58873a68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grau</th>\n",
       "      <th>turno</th>\n",
       "      <th>mensalidade</th>\n",
       "      <th>bolsa_integral_cotas</th>\n",
       "      <th>bolsa_integral_ampla</th>\n",
       "      <th>bolsa_parcial_cotas</th>\n",
       "      <th>bolsa_parcial_ampla</th>\n",
       "      <th>curso_id</th>\n",
       "      <th>curso_busca</th>\n",
       "      <th>cidade_busca</th>\n",
       "      <th>uf_busca</th>\n",
       "      <th>cidade_filtro</th>\n",
       "      <th>universidade_nome</th>\n",
       "      <th>campus_nome</th>\n",
       "      <th>campus_id</th>\n",
       "      <th>nome</th>\n",
       "      <th>nota_integral_ampla</th>\n",
       "      <th>nota_integral_cotas</th>\n",
       "      <th>nota_parcial_ampla</th>\n",
       "      <th>nota_parcial_cotas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9999.99</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>706710394154</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Campo Grande</td>\n",
       "      <td>MS</td>\n",
       "      <td>NTAwMjAwNDAyNzA0</td>\n",
       "      <td>Universidade Anhanguera - UNIDERP</td>\n",
       "      <td>CAMPO GRANDE - SEDE - Miguel Couto</td>\n",
       "      <td>706710</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>740.22</td>\n",
       "      <td>726.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Noturno</td>\n",
       "      <td>9836.40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104191210567043</td>\n",
       "      <td>Enfermagem</td>\n",
       "      <td>Crateus</td>\n",
       "      <td>CE</td>\n",
       "      <td>MjMwNDAxODA0MTAz</td>\n",
       "      <td>Faculdade Princesa do Oeste - FPO</td>\n",
       "      <td>UNIDADE SEDE - São Vicente</td>\n",
       "      <td>1041912</td>\n",
       "      <td>Enfermagem</td>\n",
       "      <td>663.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9715.61</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1002328574024</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Sao Paulo</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUxNTA2MTUwMzA4</td>\n",
       "      <td>Universidade Cidade de São Paulo - UNICID</td>\n",
       "      <td>UNIVERSIDADE CIDADE DE SÃO PAULO - UNICID - SE...</td>\n",
       "      <td>1002328</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>739.62</td>\n",
       "      <td>738.08</td>\n",
       "      <td>738.96</td>\n",
       "      <td>718.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Noturno</td>\n",
       "      <td>9689.34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104191212798093</td>\n",
       "      <td>Psicologia</td>\n",
       "      <td>Crateus</td>\n",
       "      <td>CE</td>\n",
       "      <td>MjMwNDAxODA0MTAz</td>\n",
       "      <td>Faculdade Princesa do Oeste - FPO</td>\n",
       "      <td>UNIDADE SEDE - São Vicente</td>\n",
       "      <td>1041912</td>\n",
       "      <td>Psicologia</td>\n",
       "      <td>651.00</td>\n",
       "      <td>652.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9674.34</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65899611932754</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Rio Branco</td>\n",
       "      <td>AC</td>\n",
       "      <td>MTIwMjAwNDAwNDAx</td>\n",
       "      <td>Faculdade Barão do Rio Branco - FAB</td>\n",
       "      <td>CAMPUS  - RIO BRANCO - JARDIM EUROPA II - Jard...</td>\n",
       "      <td>658996</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>758.32</td>\n",
       "      <td>723.94</td>\n",
       "      <td>734.92</td>\n",
       "      <td>711.26</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41442</th>\n",
       "      <td>Licenciatura</td>\n",
       "      <td>Curso a Distância</td>\n",
       "      <td>149.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>994312865605</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>Paraiso do Tocantins</td>\n",
       "      <td>TO</td>\n",
       "      <td>MTcwMTAwNDE2MTA5</td>\n",
       "      <td>Universidade Paulista - UNIP</td>\n",
       "      <td>PARAISO DO TOCANTINS - Centro</td>\n",
       "      <td>9943</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>502.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41443</th>\n",
       "      <td>Tecnológico</td>\n",
       "      <td>Curso a Distância</td>\n",
       "      <td>144.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>65868712869275</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>Sao VIcente</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUxNTA2MzUxMDA5</td>\n",
       "      <td>Faculdade de São VIcente - FSV</td>\n",
       "      <td>UNIDADE SEDE - Centro</td>\n",
       "      <td>658687</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>533.34</td>\n",
       "      <td>450.00</td>\n",
       "      <td>450.00</td>\n",
       "      <td>450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41444</th>\n",
       "      <td>Tecnológico</td>\n",
       "      <td>Vespertino</td>\n",
       "      <td>139.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1056445674232</td>\n",
       "      <td>Gestão de Recursos Humanos</td>\n",
       "      <td>Brasilia</td>\n",
       "      <td>DF</td>\n",
       "      <td>NTMwMTAwMTAwMTA4</td>\n",
       "      <td>Centro Universitário Planalto do Distrito Fede...</td>\n",
       "      <td>DF03 - UNIDADE BRASIL CENTRAL - Taguatinga Nor...</td>\n",
       "      <td>1056445</td>\n",
       "      <td>Gestão de Recursos Humanos</td>\n",
       "      <td>580.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41445</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Curso a Distância</td>\n",
       "      <td>139.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96781210935</td>\n",
       "      <td>Serviço Social</td>\n",
       "      <td>Vitoria</td>\n",
       "      <td>ES</td>\n",
       "      <td>MzIwMzAwOTA1MzA5</td>\n",
       "      <td>Universidade Paulista - UNIP</td>\n",
       "      <td>VITORIA I - Barro Vermelho</td>\n",
       "      <td>9678</td>\n",
       "      <td>Serviço Social</td>\n",
       "      <td>548.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41446</th>\n",
       "      <td>Tecnológico</td>\n",
       "      <td>Curso a Distância</td>\n",
       "      <td>139.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200467412868575</td>\n",
       "      <td>Gestão Ambiental</td>\n",
       "      <td>Santarem</td>\n",
       "      <td>PA</td>\n",
       "      <td>MTUwMTAwMjA2ODA3</td>\n",
       "      <td>Universidade Paulista - UNIP</td>\n",
       "      <td>SANTARÉM - Fátima</td>\n",
       "      <td>2004674</td>\n",
       "      <td>Gestão Ambiental</td>\n",
       "      <td>605.32</td>\n",
       "      <td>573.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>41447 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               grau              turno  mensalidade  bolsa_integral_cotas  \\\n",
       "0       Bacharelado           Integral      9999.99                  15.0   \n",
       "1       Bacharelado            Noturno      9836.40                   1.0   \n",
       "2       Bacharelado           Integral      9715.61                   2.0   \n",
       "3       Bacharelado            Noturno      9689.34                   3.0   \n",
       "4       Bacharelado           Integral      9674.34                   4.0   \n",
       "...             ...                ...          ...                   ...   \n",
       "41442  Licenciatura  Curso a Distância       149.00                   1.0   \n",
       "41443   Tecnológico  Curso a Distância       144.00                   1.0   \n",
       "41444   Tecnológico         Vespertino       139.00                   1.0   \n",
       "41445   Bacharelado  Curso a Distância       139.00                   1.0   \n",
       "41446   Tecnológico  Curso a Distância       139.00                   3.0   \n",
       "\n",
       "       bolsa_integral_ampla  bolsa_parcial_cotas  bolsa_parcial_ampla  \\\n",
       "0                      14.0                  NaN                  NaN   \n",
       "1                       NaN                  NaN                  NaN   \n",
       "2                       5.0                  6.0                 10.0   \n",
       "3                       2.0                  NaN                  NaN   \n",
       "4                       1.0                  5.0                  2.0   \n",
       "...                     ...                  ...                  ...   \n",
       "41442                   NaN                  NaN                  NaN   \n",
       "41443                   2.0                  2.0                  5.0   \n",
       "41444                   NaN                  NaN                  NaN   \n",
       "41445                   NaN                  NaN                  NaN   \n",
       "41446                   1.0                  NaN                  NaN   \n",
       "\n",
       "              curso_id                 curso_busca          cidade_busca  \\\n",
       "0         706710394154                    Medicina          Campo Grande   \n",
       "1      104191210567043                  Enfermagem               Crateus   \n",
       "2        1002328574024                    Medicina             Sao Paulo   \n",
       "3      104191212798093                  Psicologia               Crateus   \n",
       "4       65899611932754                    Medicina            Rio Branco   \n",
       "...                ...                         ...                   ...   \n",
       "41442     994312865605                  Sociologia  Paraiso do Tocantins   \n",
       "41443   65868712869275                   Marketing           Sao VIcente   \n",
       "41444    1056445674232  Gestão de Recursos Humanos              Brasilia   \n",
       "41445      96781210935              Serviço Social               Vitoria   \n",
       "41446  200467412868575            Gestão Ambiental              Santarem   \n",
       "\n",
       "      uf_busca     cidade_filtro  \\\n",
       "0           MS  NTAwMjAwNDAyNzA0   \n",
       "1           CE  MjMwNDAxODA0MTAz   \n",
       "2           SP  MzUxNTA2MTUwMzA4   \n",
       "3           CE  MjMwNDAxODA0MTAz   \n",
       "4           AC  MTIwMjAwNDAwNDAx   \n",
       "...        ...               ...   \n",
       "41442       TO  MTcwMTAwNDE2MTA5   \n",
       "41443       SP  MzUxNTA2MzUxMDA5   \n",
       "41444       DF  NTMwMTAwMTAwMTA4   \n",
       "41445       ES  MzIwMzAwOTA1MzA5   \n",
       "41446       PA  MTUwMTAwMjA2ODA3   \n",
       "\n",
       "                                       universidade_nome  \\\n",
       "0                      Universidade Anhanguera - UNIDERP   \n",
       "1                      Faculdade Princesa do Oeste - FPO   \n",
       "2              Universidade Cidade de São Paulo - UNICID   \n",
       "3                      Faculdade Princesa do Oeste - FPO   \n",
       "4                    Faculdade Barão do Rio Branco - FAB   \n",
       "...                                                  ...   \n",
       "41442                       Universidade Paulista - UNIP   \n",
       "41443                     Faculdade de São VIcente - FSV   \n",
       "41444  Centro Universitário Planalto do Distrito Fede...   \n",
       "41445                       Universidade Paulista - UNIP   \n",
       "41446                       Universidade Paulista - UNIP   \n",
       "\n",
       "                                             campus_nome  campus_id  \\\n",
       "0                     CAMPO GRANDE - SEDE - Miguel Couto     706710   \n",
       "1                             UNIDADE SEDE - São Vicente    1041912   \n",
       "2      UNIVERSIDADE CIDADE DE SÃO PAULO - UNICID - SE...    1002328   \n",
       "3                             UNIDADE SEDE - São Vicente    1041912   \n",
       "4      CAMPUS  - RIO BRANCO - JARDIM EUROPA II - Jard...     658996   \n",
       "...                                                  ...        ...   \n",
       "41442                      PARAISO DO TOCANTINS - Centro       9943   \n",
       "41443                              UNIDADE SEDE - Centro     658687   \n",
       "41444  DF03 - UNIDADE BRASIL CENTRAL - Taguatinga Nor...    1056445   \n",
       "41445                         VITORIA I - Barro Vermelho       9678   \n",
       "41446                                  SANTARÉM - Fátima    2004674   \n",
       "\n",
       "                             nome  nota_integral_ampla  nota_integral_cotas  \\\n",
       "0                        Medicina               740.22               726.46   \n",
       "1                      Enfermagem               663.36                  NaN   \n",
       "2                        Medicina               739.62               738.08   \n",
       "3                      Psicologia               651.00               652.22   \n",
       "4                        Medicina               758.32               723.94   \n",
       "...                           ...                  ...                  ...   \n",
       "41442                  Sociologia               502.36                  NaN   \n",
       "41443                   Marketing               533.34               450.00   \n",
       "41444  Gestão de Recursos Humanos               580.76                  NaN   \n",
       "41445              Serviço Social               548.26                  NaN   \n",
       "41446            Gestão Ambiental               605.32               573.70   \n",
       "\n",
       "       nota_parcial_ampla  nota_parcial_cotas  \n",
       "0                     NaN                 NaN  \n",
       "1                     NaN                 NaN  \n",
       "2                  738.96              718.64  \n",
       "3                     NaN                 NaN  \n",
       "4                  734.92              711.26  \n",
       "...                   ...                 ...  \n",
       "41442                 NaN                 NaN  \n",
       "41443              450.00              450.00  \n",
       "41444                 NaN                 NaN  \n",
       "41445                 NaN                 NaN  \n",
       "41446                 NaN                 NaN  \n",
       "\n",
       "[41447 rows x 20 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "926d9635",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Centro Universitário Internacional - Uninter - UNINTER',\n",
       "       'Universidade Paulista - UNIP', 'Universidade Pitágoras Unopar',\n",
       "       'Faculdade Educacional da Lapa - FAEL',\n",
       "       'Centro Universitário de Maringá - Unicesumar - Unicesumar - UNICESUMAR',\n",
       "       'Universidade Anhanguera - UNIDERP',\n",
       "       'Universidade Cidade de São Paulo - UNICID',\n",
       "       'Centro Universitário Cenecista de Osório - Unicnec - UNICNEC',\n",
       "       'Centro Universitário Leonardo da VInci - UNIASSELVI',\n",
       "       'Centro Universitário Estácio de Ribeirão Preto - Estácio Ribeirão Pre - ESTÁCIO RIBEIRÃO PRE',\n",
       "       'Centro Universitário Claretiano - Ceuclar - CEUCLAR',\n",
       "       'Universidade Nove de Julho - UNINOVE',\n",
       "       'Universidade de Franca - UNIFRAN',\n",
       "       'Universidade Cruzeiro do Sul - UNICSUL',\n",
       "       'Centro Universitário de Jaguariúna - Faj - FAJ',\n",
       "       'Centro Universitário da Grande Dourados - Unigran - UNIGRAN',\n",
       "       'Universidade de Uberaba - UNIUBE', 'Universidade Tiradentes - UNIT',\n",
       "       'Centro Universitário Campos de Andrade - Uniandrade - UNIANDRADE',\n",
       "       'Pontifícia Universidade Católica de Minas Gerais - PUC MINAS',\n",
       "       'Universidade Anhembi Morumbi - UAM', 'Universidade Positivo - UP',\n",
       "       'Universidade do Oeste de Santa Catarina - UNOESC',\n",
       "       'Universidade Salvador - UNIFACS',\n",
       "       'Faculdade de Ensino Superior da Cidade de Feira de Santana - FAESF/UNEF',\n",
       "       'Faculdade das Américas - FAM',\n",
       "       'Universidade do Ceuma - Uniceuma - UNICEUMA',\n",
       "       'Universidade do Vale do Rio dos Sinos - UNISINOS',\n",
       "       'Faculdade Regional da Bahia - FARB', 'Universidade Braz Cubas - UBC'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.universidade_nome.value_counts().index[:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d26ea3ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(y=dados.universidade_nome.value_counts().values[:20],\n",
    "                   x=dados.universidade_nome.value_counts().index[:20])\n",
    "ax.set_title('Faculdade que mais aceita alunos pelo ProUni', fontsize=20)\n",
    "ax.set_xlabel('Faculdades',fontsize=16)\n",
    "ax.set_ylabel('Quantidade de alunos aceitos',fontsize=16)\n",
    "plt.xticks(rotation=84)\n",
    "ax.figure.set_size_inches(16,8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fae4cc2f",
   "metadata": {},
   "source": [
    "## Análise da distribuição de bolsas de medicina em RJ e SP\n",
    "\n",
    "Será analisado a distribuição de mensalidade, turno  e quais universidades aceitam os alunos de medicina."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1281ef38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['MS', 'CE', 'SP', 'AC', 'MG', 'MT', 'BA', 'RJ', 'PA', 'PR', 'PI',\n",
       "       'PB', 'RS', 'MA', 'TO', 'AL', 'PE', 'SC', 'RO', 'DF', 'RN', 'SE',\n",
       "       'GO', 'ES', 'AP', 'AM', 'RR'], dtype=object)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados.uf_busca.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "dc4c1be2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A Quantidade de alunos que receberam bolsas no RJ em medicina é:  5\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grau</th>\n",
       "      <th>turno</th>\n",
       "      <th>mensalidade</th>\n",
       "      <th>bolsa_integral_cotas</th>\n",
       "      <th>bolsa_integral_ampla</th>\n",
       "      <th>bolsa_parcial_cotas</th>\n",
       "      <th>bolsa_parcial_ampla</th>\n",
       "      <th>curso_id</th>\n",
       "      <th>curso_busca</th>\n",
       "      <th>cidade_busca</th>\n",
       "      <th>uf_busca</th>\n",
       "      <th>cidade_filtro</th>\n",
       "      <th>universidade_nome</th>\n",
       "      <th>campus_nome</th>\n",
       "      <th>campus_id</th>\n",
       "      <th>nome</th>\n",
       "      <th>nota_integral_ampla</th>\n",
       "      <th>nota_integral_cotas</th>\n",
       "      <th>nota_parcial_ampla</th>\n",
       "      <th>nota_parcial_cotas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9023.07</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>65921511844324</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Itaperuna</td>\n",
       "      <td>RJ</td>\n",
       "      <td>MzMwMTAwMTAyMjA1</td>\n",
       "      <td>Faculdade Redentor - FACREDENTOR</td>\n",
       "      <td>CAMPUS  - ITAPERUNA - PRESIDENTE COSTA E SILVA...</td>\n",
       "      <td>659215</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>741.06</td>\n",
       "      <td>729.02</td>\n",
       "      <td>730.98</td>\n",
       "      <td>722.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>7674.53</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65792598054</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Teresopolis</td>\n",
       "      <td>RJ</td>\n",
       "      <td>MzMwNjAxNTA1ODAy</td>\n",
       "      <td>Centro Universitário Serra dos Órgãos - UNIFESO</td>\n",
       "      <td>CAMPUS ANTÔNIO PAULO CAPANEMA DE SOUZA - Alto</td>\n",
       "      <td>657925</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>744.50</td>\n",
       "      <td>733.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>6990.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2819845034</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Vassouras</td>\n",
       "      <td>RJ</td>\n",
       "      <td>MzMwNjAxNDA2MjA2</td>\n",
       "      <td>Universidade Severino Sombra - USS</td>\n",
       "      <td>UNIVERSIDADE SEVERINO SOMBRA - CENTRO</td>\n",
       "      <td>28198</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>761.96</td>\n",
       "      <td>739.84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>6950.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65792497724</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Petropolis</td>\n",
       "      <td>RJ</td>\n",
       "      <td>MzMwNjAxNTAzOTA2</td>\n",
       "      <td>Faculdade de Medicina de Petrópolis - FMP</td>\n",
       "      <td>CAMPUS BARÃO DO RIO BRANCO - PETRÓPOLIS/RJ - C...</td>\n",
       "      <td>657924</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>753.70</td>\n",
       "      <td>751.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>6135.33</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54499964</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Valenca</td>\n",
       "      <td>RJ</td>\n",
       "      <td>MzMwNTAxMjA2MTA3</td>\n",
       "      <td>Centro de Ensino Superior de Valença - Cesva -...</td>\n",
       "      <td>UNIDADE DOM JOSÉ COSTA CAMPOS - Centro</td>\n",
       "      <td>544</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>742.26</td>\n",
       "      <td>730.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            grau     turno  mensalidade  bolsa_integral_cotas  \\\n",
       "10   Bacharelado  Integral      9023.07                   4.0   \n",
       "47   Bacharelado  Integral      7674.53                   6.0   \n",
       "83   Bacharelado  Integral      6990.00                   5.0   \n",
       "85   Bacharelado  Integral      6950.00                   3.0   \n",
       "116  Bacharelado  Integral      6135.33                  11.0   \n",
       "\n",
       "     bolsa_integral_ampla  bolsa_parcial_cotas  bolsa_parcial_ampla  \\\n",
       "10                    4.0                  5.0                  5.0   \n",
       "47                    5.0                  NaN                  NaN   \n",
       "83                    4.0                  NaN                  NaN   \n",
       "85                    3.0                  NaN                  NaN   \n",
       "116                  10.0                  NaN                  NaN   \n",
       "\n",
       "           curso_id curso_busca cidade_busca uf_busca     cidade_filtro  \\\n",
       "10   65921511844324    Medicina    Itaperuna       RJ  MzMwMTAwMTAyMjA1   \n",
       "47      65792598054    Medicina  Teresopolis       RJ  MzMwNjAxNTA1ODAy   \n",
       "83       2819845034    Medicina    Vassouras       RJ  MzMwNjAxNDA2MjA2   \n",
       "85      65792497724    Medicina   Petropolis       RJ  MzMwNjAxNTAzOTA2   \n",
       "116        54499964    Medicina      Valenca       RJ  MzMwNTAxMjA2MTA3   \n",
       "\n",
       "                                     universidade_nome  \\\n",
       "10                    Faculdade Redentor - FACREDENTOR   \n",
       "47     Centro Universitário Serra dos Órgãos - UNIFESO   \n",
       "83                  Universidade Severino Sombra - USS   \n",
       "85           Faculdade de Medicina de Petrópolis - FMP   \n",
       "116  Centro de Ensino Superior de Valença - Cesva -...   \n",
       "\n",
       "                                           campus_nome  campus_id      nome  \\\n",
       "10   CAMPUS  - ITAPERUNA - PRESIDENTE COSTA E SILVA...     659215  Medicina   \n",
       "47       CAMPUS ANTÔNIO PAULO CAPANEMA DE SOUZA - Alto     657925  Medicina   \n",
       "83               UNIVERSIDADE SEVERINO SOMBRA - CENTRO      28198  Medicina   \n",
       "85   CAMPUS BARÃO DO RIO BRANCO - PETRÓPOLIS/RJ - C...     657924  Medicina   \n",
       "116             UNIDADE DOM JOSÉ COSTA CAMPOS - Centro        544  Medicina   \n",
       "\n",
       "     nota_integral_ampla  nota_integral_cotas  nota_parcial_ampla  \\\n",
       "10                741.06               729.02              730.98   \n",
       "47                744.50               733.10                 NaN   \n",
       "83                761.96               739.84                 NaN   \n",
       "85                753.70               751.30                 NaN   \n",
       "116               742.26               730.22                 NaN   \n",
       "\n",
       "     nota_parcial_cotas  \n",
       "10               722.82  \n",
       "47                  NaN  \n",
       "83                  NaN  \n",
       "85                  NaN  \n",
       "116                 NaN  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rj = dados.query(\"curso_busca == 'Medicina' and uf_busca=='RJ' \")\n",
    "print('A Quantidade de alunos que receberam bolsas no RJ em medicina é: ',rj.shape[0])\n",
    "rj.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "1d936bee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tesGCBVWkSBFFR0cb03744QfZ2NhoxIgRsrX938//sGHD5OHhke353377rdLS0vTyyy9n6zPv7Oysl19+WVlZWUaT/rvp3bu3ihYtavxdqVIltWnTRhcuXNCBAwfyvBxWjRo1yrbtpaWlaf369SpevHiO9fniiy9q4MCB8vf3V0ZGhtasWaOgoCD16tUr23xNmzZV1apVtX79eiUkJNxxuYoVK6YyZcpkm5aX5bB+h9zcHN/BwUGff/65du/enWOd3OzgwYO6ePGiOnfunK3lR9GiRdWvX79s8169elW7du1S9erV9fTTT2d7rGfPnqpYsaJ27dp1z7dunDFjRrb/Jk6cqC5duujrr79Wvnz5NGrUqBzPadmyZba/v/32W2VkZOill17KduXd1dVVY8eOlZT79/Jf1aJFCxUrVsz4u3DhwipVqpSuXLlCf3UApqMJOoBHhpOTk5544gmtX79e8fHx8vDw0JEjR3ThwgX997//zfU5f/zxh6Q/+4Dndl9cOzu7HH27nZycVLBgwWzTrM3OrX0zQ0JCVKVKFe3fv1+NGjVSzZo11bBhQzVu3DjbAaWtra2aN28u6c++2CdPntT58+d16tQpow9yXvo7WmutUKFCjseqVKmSY1r16tVVvXp1xcbG6tixYzp//rzOnDmjAwcOKDU11egDmZKSorNnz6pmzZo5+tEHBASocOHC2eq09nP/+eef9euvv2ab/+rVq5J0x37OeVmOxMREnTlzRv7+/po9e3aO+a9fv268X1BQ0G3fMzclSpRQiRIllJqaqoMHD+rMmTM6f/68jhw5oj179kiS8RlZa65cuXKO1+nevXue3vd2Lly4oKSkpFw/lwoVKuRYN+XKlVO5cuWUmJiogwcP6ty5czp79qwOHz6sc+fOZevjGhYWpkKFCuW4/Zqjo6PKly+fre++db/ZuXNnjhMb1n7xt+43t1OzZs0c00JDQ/Xtt98qLCxM1apVy9NyWAUGBmb7+/z580pKSsp1/QQGBmr48OGSpJMnTyopKUmZmZm5fidY94vjx4+rWrVqt12u3O7GkJflePrpp7VhwwaNHj1as2bNUoMGDdSwYUPVrl0715OJN7vT/lO1atVsf1tH/7/dAJVVq1bV4cOHFRYWlusy3erjjz/O9rerq6sKFiyoPn366Pnnn1eBAgVyPOfWdWWtv0aNGjnmDQoKkqenZ7btKy9N0XObt3jx4jmmWU9wpKWlycnJ6Z5fHwD+LgI4gEdKixYt9OOPP+qXX35Rhw4dtG7dOrm5ualBgwa5zh8fHy/pz6t/t2O9wmmV28Gv9aDO8v8HbbOxsdGcOXP0xRdf6Ntvv9WWLVu0ZcsWjR8/XnXr1tU777xjHMxaB6GyBjoHBweVKlVKFSpU0NmzZ3MMBHcncXFxkiQ3N7ccj3l5eeW6bBMnTtT333+v9PR02djYKDAwULVr1zYOzG/+DHJ7Xetrx8TEGH9bP9fPPvvstrXe+rn+1eWwXom8du1ajoP/e32/28nKytKnn36qL7/80nh+vnz5VKVKFQUGBio8PNxYP9aarSdjHoQ7rQc7O7sc752amqqpU6dq6dKlSk5OliTlz59fNWrUkI+Pj65du2bMGxcXd9t7n9/6mVvX75IlS+5a693kz58/xzRraxDrus3LcljdGpqs9dxt/VjX4+nTp//W9pRbaMvLcjRq1Ehff/215syZox07dmj+/PmaP3++vL29NWTIEPXp0+euy5CX/ed2V9Stfd1vN3jbre40KOPtODs757mmc+fOGX9b1+mtg9jdzFp/buv/Xr7TAcAsBHAAj5RGjRrJ2dlZ69evNwJ448aNb3vFyNXVVZI0b968bE2d7wc3Nze98soreuWVV3TmzBlt375d3333nXbs2KHhw4dr+fLlSkhI0LPPPqv4+HiNHj1adevWVcmSJeXo6KiDBw/mOmDSnVgHQrMGpJvlNmL3yJEjtXnzZnXv3l0dO3ZUcHCwcYD63XffGfNZD9pze93cXtvV1VV2dnY6ePDgbUeev1/LYV2H1atX18KFC/P8Xncyd+5cffjhh6pZs6YGDBigsmXLGs3Ln3/+eYWHh+eoIzExMcetzFJSUuTo6ChbW9s7HthbQ9nt3Gk9WCyWHM9/7733tGjRIrVs2VK9evVSSEiIMQBW69atswU+T0/PPK1f6c8BBP/u4Fy5BTtrHdbPMS/LcTvWMHrraOdWSUlJcnV1Nebr2LGj3n///Twvz53kdTlq1qypmjVrKikpSb/99pt+/fVXrV69WuPHj1fRokWNri+3ysv+Y13e2412bg3zNw+c9qDdXJOvr2+Ox2/cuJGtHut2Ym3tkhvr8nGbQQD/dPQBB/BIcXV1Vf369bV161YdOnRIZ8+eVevWrW87f0hIiKT/Nam9WWxsrN5991198803ea4jLCxMkyZNMvqwlihRQr1799aiRYtUvHhxHTp0SGlpadq1a5euX7+uXr166dlnn1WZMmWMkwXWcJeXKzDlypWTjY2Nfv/99xyP3bqMcXFx2rx5sypUqKC33npLVatWNcL3xYsXlZqaary3s7OzSpUqpaNHj+YITHFxcTp//ny2aSEhIcrMzMy1mfn+/fs1efJk/fbbb/dlOTw8PFSoUCGdOnUq1zC3Zs0azZgx4577sN7s+++/l52dnWbNmqWGDRsa4dtisej06dPGvyUZfW0PHTqU43XGjx+vSpUq6cKFC8YJidxOiNztlmlFixaVh4eH9u/fn+Ox3Jb/+++/V758+fTRRx+pVq1aRmhJSUkxbltmrb98+fK6cuVKjtuZ5bYerfvN4cOHc9Rx9uxZTZo0SZs2bbrjsljl9hrW5QsNDc3zctxOiRIl5ODgkOv6iYiIUJUqVfT666+rRIkScnR01JEjR3J9zXnz5mnmzJnZWnzcq7wsx1dffaUPP/xQ0p/faw0bNtS4ceP0xhtvSFKut2qzsjY9v5f9x3qHhdvtj3v37pWNjY1Kly59j0v591n7zudW07lz53Tt2rVs3Ums3Qru9J1i/bwqVap0HysFgPuPAA7gkdOiRQslJyfr3Xfflaur622bn0tS8+bN5e7uri+++EJnzpzJ9tgHH3ygr7/+Oke4vBdpaWmaO3euZs6cme0gPiEhQTdu3JC/v78cHR2NZqq3DrR2+fJlo/nrnZpV3srf318NGjTQrl27tG7dumzve2tzWgcHB9na2iouLi7bfYVTUlKMW6/dPGhY586dlZSUpMmTJxvLZLFYNHXq1Bw1WgcImzBhQrbBqhISEvTmm2/q888/z7Xf7l9ZDuv7xcbGavLkydn6op86dUpvv/22vvzyy790Bc/JyUmZmZk5BvmaOXOmLl26JOl/66ddu3aytbXV7Nmzs4Wz8+fP66efflKRIkVUpEgRFStWTHZ2dtq1a1e2K9a//vprrveIv5mDg4PatWun8+fP68svvzSmp6WlacqUKbnWn5qaalzFlP4M1O+++64R1q3r2LrO3nvvvWzrfc6cOTmuLHbo0EF2dnb68MMPs121zcjI0DvvvKO5c+fe9n7tt5ozZ062q6+///67vvvuO5UvX94IYnlZjttxcnJSy5YtFR4eruXLl2d7zDp2QJ06deTk5KQ2bdro1KlT2T5j6c97Qb///vtauXJlrl067iYvy7Ft2zbNnj3bOIlnZd3uChUqdNv3qVixokqXLq3vvvsuWwiPjIzU3Llzs81bqFAh1apVS0eOHNHixYuzPbZ8+XL9/vvvqlWrVq59tx+Ujh07yt7eXrNnz852UiopKUlvv/22MY9V9erVFRgYqNWrV2vbtm05Xu+3337T999/r6JFi+barxwA/klogg7gkdOkSRM5ODjowIEDateu3R0H0PH09NT48eP16quvqnPnzmrWrJkCAgK0Z88eHT58WBUrVtSzzz6b5xpCQ0PVsmVLrVu3Tp07d1bt2rWVkZGhDRs2KCYmRu+++64kqVq1agoMDNQ333yjmJgYlSlTRleuXNHGjRvl5OQkGxubew4yVuPGjVP37t01bNgwNWvWTPnz59cvv/ySbWRrSXJxcVHz5s21bt06Pf3006pXr56SkpL0yy+/6Pr16/Ly8lJ8fLyysrJka2urfv36adOmTZo/f77++OMPVapUSQcOHNCJEydy9B2uXbu2+vTpo/nz56tt27Zq1KiRHB0dtWHDBl25ckXdu3c3Rnn/u8shSS+88IJxv+99+/apZs2aiouL09q1a5WcnKwPPvjgL/XN7tChgw4cOKAePXqodevWcnBw0O7du3XkyBHly5dPUVFRxvopVaqUhgwZounTp6tjx45q3LixLBaLfvzxR6WmpmrixImSZNzv3fq5N2rUSBcuXNCmTZtUrVq1O17ZlKThw4dr586deu+997Rt2zaVKlVKO3fuVGxsbI5tvX379po7d66eeuopNWvWTBkZGdq2bZvOnDkjX19fRUdHKzY2VgEBAWrTpo3WrVuntWvX6syZM6pTp45OnTqlXbt2KTAw0Ah+0p+DVo0cOVLvvfee2rVrpyZNmsjLy0tbtmxReHi4GjdurA4dOtzTZxwfH6/OnTurefPmSkhI0Lp16+Ts7GycBMrrctzJqFGjtG/fPo0dO1br1q1TUFCQDh8+rL1796pZs2Zq06aNJGn06NHav3+/Jk2apI0bNyo0NFQRERH6+eefZW9vrwkTJuS6Hd5NXpZj6NCh2r17t/r27atWrVopf/78OnXqlH755ReVKlXqjp+vjY2NJkyYoP79+6tfv35q2bKl3N3dtX79eqP7wM3efvtt9erVS2+++aZ+/vlnhYSE6MSJE9q+fbsCAgKyrQszFClSRKNHj9a7775rfC+7urpqy5YtunDhgtq2bZttJHlHR0dNnDhRgwcP1oABA1SnTh3j5M3x48e1Y8cOeXp66v3337/rAHYA8LBxBRzAI8fDw8Poz33r7W1y07p1ay1YsEC1a9fW1q1btWDBAiUmJmrw4MGaN2/ebQceu5v3339fI0aMUGZmppYuXapVq1apSJEimjVrlrp06SLpz6alX375pVq0aKEjR45owYIFOnr0qDp06KBvv/1WZcqU0W+//Xbbfqu5KVKkiJYuXao2bdpo7969WrlypcqVK6dZs2blmHfChAnq16+f4uPjtWDBAm3dulUVK1bU4sWL1alTJ6WkpBijsTs6Omru3Ll64YUXFBERYVwtmzt3brbbblmNHTtW77//vgoWLKhvv/1Wq1evlp+fnyZMmGA0o71fy+Hs7Kyvv/5aQ4cOVWpqqhYtWqTNmzeratWq+vrrr9W+fft7/vxu1rNnT73++uvy9vbW8uXL9d1338nNzU1Tp041rsRt3rzZmP+ll17StGnTVLBgQX3zzTf67rvvFBoaqgULFmRr+jphwgT16dNHsbGxmj9/vi5duqTp06erRYsWd63Jy8tLixcvVvfu3XX8+HEtXbpUfn5+mjdvXo5wMXz4cA0dOlS2trZatGiRNmzYoMDAQM2ZM0cDBw7MUf/UqVP16quvKi0tTYsXLzYGtrv1dlqS9Mwzz+izzz5TmTJl9PPPP2vp0qWyt7fXmDFjNH36dNnb39s5/HHjxqlZs2b64YcftHXrVjVu3FhLly5V+fLl//Jy3E7+/Pm1fPlydevWTcePH9fXX3+ty5cva9CgQZo2bZoxn6+vr5YtW6Znn31WERERmj9/vn777Tc1adJEy5Ytu+vJo9vJy3JYt5t69epp165d+vLLL3X8+HH17dtXCxcuzDVI36xSpUpavHix6tWrp19//VU//PCDnnjiCU2YMCHHvMWLF9fKlSvVtWtXnTp1SgsWLNDZs2fVp08frVmzJttt4szSt29fff755ypfvrx+/vlnrV69Wt7e3ho/fnyurT1q1aqlVatWqVevXrp8+bIWL16sxYsX6/Lly+rXr59Wr16d650gAOCfxsbC8I8AAOA+mzFjhj7++GN98sknatas2cMuBwCAfwSugAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAvqAAwAAAABggn/FbciysrKUmcl5BgAAAAB4HDk42D3sEu7JvyKAZ2ZaFBub9LDLAAAAAAA8AP7+Hg+7hHtCH3AAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExAAAcAAAAAwAQEcAAAAAAATEAABwAAAADABARwAAAAAABMQAAHAAAAAMAEBHAAAAAAAExg/7ALeJS4eznJxdHxYZeBR1ByWpoSbqQ+7DIAAAAAPEQE8DxwcXRUhWnDH3YZeAT9MXyaEkQABwAAAP7NaIIOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYwN7sN0xPT9eYMWN06dIl2dra6p133pG9vb3GjBkjGxsbBQUF6Y033pCtra2WLVumJUuWyN7eXoMGDVLjxo2VkpKikSNHKioqSm5ubpo0aZJ8fX3NXgwAAAAAAPLE9CvgmzdvVkZGhpYsWaKXXnpJH374oSZOnKhhw4Zp0aJFslgs2rhxo65du6b58+dryZIlmjNnjqZOnaq0tDQtXrxYwcHBWrRokTp16qSZM2eavQgAAAAAAOSZ6QG8RIkSyszMVFZWlhISEmRvb68jR46oZs2akqSGDRtqx44dOnTokKpUqSJHR0d5eHioaNGiCgsL0759+9SgQQNj3p07d5q9CAAAAAAA5JnpTdBdXV116dIltW7dWjExMZo9e7b27t0rGxsbSZKbm5vi4+OVkJAgDw8P43lubm5KSEjINt06793Y2dnI29v1wSwQcI/YBgEAAIB/N9MD+Lx581S/fn2NGDFCV65cUb9+/ZSenm48npiYKE9PT7m7uysxMTHbdA8Pj2zTrfPeTWamRbGxSX+7dn9/j7vPBNzG/dgGAQAAAOT0qGQ105uge3p6Glewvby8lJGRoXLlymn37t2SpC1btqh69eoKDQ3Vvn37lJqaqvj4eIWHhys4OFhVq1bV5s2bjXmrVatm9iIAAAAAAJBnNhaLxWLmGyYmJuq1117TtWvXlJ6err59+6pChQp6/fXXlZ6erpIlS2r8+PGys7PTsmXLtHTpUlksFr344otq2bKlkpOTNXr0aF27dk0ODg6aMmWK/P397/ie6emZ9+0KeIVpw//26+Df54/h03Tt2t27SwAAAADIu0flCrjpAfxhIIDjYSOAAwAAAA/OoxLATW+CDgAAAADAvxEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAAT2D/sAgCYz9vTXg5OLg+7DDxi0lOTFRuX8bDLAAAAeGQRwIF/IQcnF/3yfNGHXQYeMY2/OC8p/mGXAQAA8MiiCToAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmIIADAAAAAGACAjgAAAAAACYggAMAAAAAYAICOAAAAAAAJiCAAwAAAABgAgI4AAAAAAAmsH/YBQAA8Fd4errIyYmfMeRdamqG4uKSH3YZAIB/IY5cAACPJCcne73+3xUPuww8gt6Z2OVhlwAA+JcigAMAADxEPh7Osnd2eNhl4BGUkZKumPiUh10GgDwggAMAADxE9s4OOtDkg4ddBh5BlTeNlAjgwCOFQdgAAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwgf3DLgAAAADAo83Ty0FOjs4Puww8glLTUhR3I/1hl2EaAjgAAACAv8XJ0VkvzKz8sMvAI+izwQck/XsCOE3QAQAAAAAwAQEcAAAAAAATPJQm6J9++qk2bdqk9PR09ejRQzVr1tSYMWNkY2OjoKAgvfHGG7K1tdWyZcu0ZMkS2dvba9CgQWrcuLFSUlI0cuRIRUVFyc3NTZMmTZKvr+/DWAwAAAAAAO6Z6VfAd+/erf3792vx4sWaP3++rl69qokTJ2rYsGFatGiRLBaLNm7cqGvXrmn+/PlasmSJ5syZo6lTpyotLU2LFy9WcHCwFi1apE6dOmnmzJlmLwIAAAAAAHlmegDftm2bgoOD9dJLL2ngwIF64okndOTIEdWsWVOS1LBhQ+3YsUOHDh1SlSpV5OjoKA8PDxUtWlRhYWHat2+fGjRoYMy7c+dOsxcBAAAAAIA8M70JekxMjC5fvqzZs2fr4sWLGjRokCwWi2xsbCRJbm5uio+PV0JCgjw8PIznubm5KSEhIdt067x3Y2dnI29v1wezQMA9YhvE44DtGI8LtmU8LtiW8Tj4N23Hpgdwb29vlSxZUo6OjipZsqScnJx09epV4/HExER5enrK3d1diYmJ2aZ7eHhkm26d924yMy2KjU3627X7+3vcfSbgNu7HNni/sC3jr2I7xuOCbRmPi3/Ktsx2jL/j35TVTG+CXq1aNW3dulUWi0URERFKTk5WnTp1tHv3bknSli1bVL16dYWGhmrfvn1KTU1VfHy8wsPDFRwcrKpVq2rz5s3GvNWqVTN7EQAAAAAAyDPTr4A3btxYe/fuVZcuXWSxWDRu3DgVLlxYr7/+uqZOnaqSJUuqZcuWsrOzU58+fdSzZ09ZLBYNHz5cTk5O6tGjh0aPHq0ePXrIwcFBU6ZMMXsRAAAAAADIs4dyG7JRo0blmLZgwYIc07p27aquXbtmm+bi4qLp06c/sNoAAAAAAHgQTG+CDgAAAADAvxEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAAT2Odl5vj4eP3yyy/avXu3Ll26pPj4eHl7e6tQoUKqV6+e6tevL3d39wdVKwAAAAAAj6x7CuDR0dGaNWuWVq1apczMTJUsWVKBgYHy9/dXXFycDh8+rFWrVsnR0VHdunXT888/Lz8/vwddOwAAAAAAj4y7BvA1a9bogw8+UM2aNfXee++pUaNGcnR0zDFfUlKSduzYoZUrV6pdu3YaPXq0Onfu/ECKBgAAAADgUXPXAL5p0yYtXrxYRYsWveN8rq6uatasmZo1a6bw8HBNmzaNAA4AAAAAwP931wA+ffr0PL9oqVKl9PHHH/+lggAAAAAAeBzlaRC2W508eVIREREqUaKEAgMD71dNAAAAAAA8du56G7J169apffv2+vXXX41pMTEx6t27tzp06KDnn39ezZo104gRI5SUlPQgawUAAAAA4JF1xwC+bds2vfLKKypYsKAKFChgTB83bpyOHTumqVOn6ocfftA777yjLVu2aPz48Q+8YAAAAAAAHkV3bIK+YsUKNW3aVJ988okxLTo6Whs3btSrr76q1q1bS/qzz3dWVpY++OADTZgw4cFWDAAAAADAI+i2Afyrr77Spk2b5OLioqZNm8pisUj683ZjWVlZWrBggRYuXCiLxSIbGxulpaUpPj5eTZo0Uf/+/dW3b1/TFgIAAAAAgH+62wbwfv366ciRI4qNjdVnn31mTH/hhRd05coVfffdd9nm/+STT7Ro0SJt2rTpwVULAAAAAMAj6o5N0Lt06aK+ffvqhRdeUNWqVbV//35t3bpVH3zwgTHP3r179dNPP2np0qXq37//g64XAAAAAIBH0h0HYatZs6Y++ugjXblyRR9//LFOnTql1157Te3atTPmmTlzppYvX66uXbvqlVdeeeAFAwAAAADwKLrrfcBbtmypli1b3vbxCRMmyMPDQ+7u7ve1MAAAAAAAHid3vQ+4VXJyspKTk3NML1iwoNzd3fXHH3+oZ8+e97U4AAAAAAAeF3cN4AkJCRo2bJiqVaumatWq6eWXX1ZSUpLxeGRkpMaMGaOuXbvq0KFDD7RYAAAAAAAeVXcN4JMnT9a6devUpk0bPf3009qyZYumTZsmSVq1apXatGmjNWvWqH79+lqzZs2DrhcAAAAAgEfSXfuAb968WQMGDNB//vMfSVLVqlX13nvvqVChQpo0aZJKly6t1157TXXr1n3gxQIAAAAA8Ki66xXw69evq06dOsbfjRo1UkxMjKZOnaohQ4ZozZo1hG8AAAAAAO7irlfA09PT5ebmZvzt4eEhSXrxxRc1ZMiQB1cZAAAAAACPkXseBf1WjRo1up91AAAAAADwWPvLAdzW9i8/FQAAAACAf527NkGXpO+//1779u2TJGVlZcnGxkbfffed9uzZk20+Gxsb9e/f/74XCQAAAADAo+6eAvjXX3+dY9q8efNyTCOAAwAAAACQu7sG8LCwMDPqAAAAAADgsXbXjtyZmZl/6YX/6vMAAAAAAHgc3TWAd+zYURs2bMjTi/7444/q0KHDXy4KAAAAAIDHzV2boH/wwQf6v//7P02ePFlt27ZV8+bNFRQUJDs7O2Oe9PR0HT58WNu3b9fq1avl5uamSZMmPdDCAQAAAAB4lNw1gJctW1bLly/Xd999p3nz5umTTz6Rg4OD/P395ezsrPj4eMXExCgjI0OlS5fW0KFD1aFDh2wBHQAAAACAf7t7GgXdzs5OnTp1UqdOnXTq1Cnt3r1bly5dUkJCgry9vVWgQAHVqVNHJUqUeND1AgAAAADwSLqnAH6z0qVLq3Tp0g+iFgAAAAAAHlt3HYQNAAAAAAD8fQRwAAAAAABMQAAHAAAAAMAEBHAAAAAAAEyQ50HYJMlisSg8PNwYBb148eL3uSwAAAAAAB4veQ7gK1as0LRp0xQdHW1My5cvn4YMGaLu3bvf1+IAAAAAAHhc5CmAf//99xo7dqzatm2rNm3ayM/PT9euXdOPP/6ot956Sx4eHmrbtu2DqhUAAAAAgEdWngL4p59+qu7du+vNN9/MNr1Zs2by8vLSF198QQAHAAAAACAXeRqE7dy5c2rRokWujzVr1kynT5++L0UBAAAAAPC4yVMAL1SokE6cOJHrY8ePH5e3t/f9qAkAAAAAgMdOnpqgP/nkk/roo4/k5uamli1bytPTU3FxcVq7dq1mzJih3r17P6g6AQAAAAB4pOUpgD/77LMKCwvT66+/rnHjxsnOzk6ZmZmyWCxq0aKFXn755QdVJwAAAAAAj7Q8BXB7e3tNnTpVAwcO1N69exUXFycvLy9Vq1ZNISEhD6pGAAAAAAAeeXm+D/i+ffu0d+9eDRw4UJJ07NgxffbZZ3rmmWdUoUKF+14gAAAAAACPgzwNwrZhwwb17dtXu3btMqbZ2Njo/Pnz6tGjh3bu3HnfCwQAAAAA4HGQpwD+8ccfq2vXrpo3b54xrUyZMlq+fLk6d+6sadOm6eTJkxoyZIj27dt3v2sFAAAAAOCRlacAfvbsWbVs2TLXx1q3bq1Dhw5p3LhxioiI0Jtvvnk/6gMAAAAA4LGQpwDu7++vgwcP5vrYkSNHJEklS5bU6NGjdfbs2b9dHAAAAAAAj4s8DcL21FNP6ZNPPpHFYtETTzyhfPnyKTo6Wr/++qtmzZqloUOH6qWXXtLly5fVq1evB1UzAAAAAACPnDwF8BdeeEHXr1/XjBkz9NFHHxnT7ezs1L17dw0ePFiSVKhQIY0ZM+b+VgoAAAAAwCMsTwHc1tZWY8eO1dChQ3Xw4EHduHFDHh4eCg0Nla+v74OqEQAAAACAR16e+oBbOTk5ydnZWba2tqpSpYqSkpLud10AAAAAADxW8nQFXJLmzp2rmTNnKiEhQTY2NlqxYoU+/PBDJSYm6tNPP5WHh8eDqBMAAAAAgEdanq6AL1iwQFOmTNGzzz6r5cuXy2KxSJL69u2rM2fO6MMPP3wQNQIAAAAA8MjLUwD/6quv9NJLL2nw4MEqV66cMb1Bgwb6z3/+o/Xr19/3AgEAAAAAeBzkKYBHRESocuXKuT5WuHBhxcbG3oeSAAAAAAB4/OQpgBcrVkybNm3K9bFdu3apWLFi96UoAAAAAAAeN3kahO3FF1/Uq6++qvj4eDVq1Eg2NjY6fPiwfv75Z82dO1dvvfXWg6oTAAAAAIBHWp4CeLt27ZSenq5p06bpm2++kSS9+eab8vb21pgxY/Tkk08+kCIBAAAAAHjU5SmAX758WZ07d1anTp105swZxcbGysPDQyVLlpSdnd2DqhEAAAAAgEdenvqA9+rVS99++61sbGxUsmRJVa1aVUFBQYRvAAAAAADuIk8BPD09XZ6eng+qFgAAAAAAHlt5aoI+dOhQvfnmm+rfv79KliypfPny5ZinfPny9604AAAAAAAeF3kK4G+88YYk6b333pMk2djYGI9ZLBbZ2Njo2LFj97E8AAAAAAAeD3kK4F999VW20A0AAAAAAO5NngJ4rVq1HlQdAAAAAAA81u5pELaFCxeqTZs2qly5stq1a6f58+crKyvrQdcGAAAAAMBj464BfOHChXrnnXdksVjUuHFjOTo6asKECfrggw/+1htHRUWpUaNGCg8P17lz59SjRw/17NlTb7zxhhHuly1bpieffFJdu3bVL7/8IklKSUnR0KFD1bNnTw0YMEDR0dF/qw4AAAAAAMxw1wC+bNkydejQQT/++KOmTZumVatW6fnnn9eSJUuUmZn5l940PT1d48aNk7OzsyRp4sSJGjZsmBYtWiSLxaKNGzfq2rVrmj9/vpYsWaI5c+Zo6tSpSktL0+LFixUcHKxFixapU6dOmjlz5l+qAQAAAAAAM921D/i5c+c0ZsyYbIOv9ezZU59//rkuXLig4sWL5/lNJ02apO7du+uzzz6TJB05ckQ1a9aUJDVs2FDbt2+Xra2tqlSpIkdHRzk6Oqpo0aIKCwvTvn379Pzzzxvz3ksAt7Ozkbe3a57rBO4ntkE8DtiO8bhgW8bjgm0Zj4N/03Z81wCekpIiNze3bNP8/f0lSUlJSXl+w1WrVsnX11cNGjQwArj1FmaS5Obmpvj4eCUkJMjDw8N4npubmxISErJNt857N5mZFsXG5r3WW/n7e9x9JuA27sc2eL+wLeOvYjvG44JtGY+Lf8q2zHaMv+PflNXyNAq6lTUsWyyWPD935cqVsrGx0c6dO3Xs2DGNHj06Wz/uxMREeXp6yt3dXYmJidmme3h4ZJtunRcAAAAAgH+6exoF/Xb+yj3BFy5cqAULFmj+/PkqW7asJk2apIYNG2r37t2SpC1btqh69eoKDQ3Vvn37lJqaqvj4eIWHhys4OFhVq1bV5s2bjXmrVav2dxYBAAAAAABT3NMV8EmTJmVrDm41YcIEubu7G3/b2Nho1qxZeS5i9OjRev311zV16lSVLFlSLVu2lJ2dnfr06aOePXvKYrFo+PDhcnJyUo8ePTR69Gj16NFDDg4OmjJlSp7fDwAAAAAAs901gNeoUUOSsjUHv9P0vJg/f77x7wULFuR4vGvXruratWu2aS4uLpo+ffpffk8AAAAAAB6Guwbwm0MyAAAAAAD4a/5WH3AAAAAAAHBvCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACQjgAAAAAACYgAAOAAAAAIAJCOAAAAAAAJiAAA4AAAAAgAkI4AAAAAAAmIAADgAAAACACezNfsP09HS99tprunTpktLS0jRo0CCVLl1aY8aMkY2NjYKCgvTGG2/I1tZWy5Yt05IlS2Rvb69BgwapcePGSklJ0ciRIxUVFSU3NzdNmjRJvr6+Zi8GAAAAAAB5YvoV8G+//Vbe3t5atGiRPv/8c73zzjuaOHGihg0bpkWLFslisWjjxo26du2a5s+fryVLlmjOnDmaOnWq0tLStHjxYgUHB2vRokXq1KmTZs6cafYiAAAAAACQZ6ZfAW/VqpVatmxp/G1nZ6cjR46oZs2akqSGDRtq+/btsrW1VZUqVeTo6ChHR0cVLVpUYWFh2rdvn55//nlj3nsJ4HZ2NvL2dn0wCwTcI7ZBPA7YjvG4YFvG44JtGY+Df9N2bHoAd3NzkyQlJCTo5Zdf1rBhwzRp0iTZ2NgYj8fHxyshIUEeHh7ZnpeQkJBtunXeu8nMtCg2Nulv1+7v73H3mYDbuB/b4P3Ctoy/iu0Yjwu2ZTwu/inbMtsx/o5/U1Z7KIOwXblyRX379lXHjh3Vvn172dr+r4zExER5enrK3d1diYmJ2aZ7eHhkm26dFwAAAACAfzrTA/j169f17LPPauTIkerSpYskqVy5ctq9e7ckacuWLapevbpCQ0O1b98+paamKj4+XuHh4QoODlbVqlW1efNmY95q1aqZvQgAAAAAAOSZ6U3QZ8+erbi4OM2cOdPov/1///d/Gj9+vKZOnaqSJUuqZcuWsrOzU58+fdSzZ09ZLBYNHz5cTk5O6tGjh0aPHq0ePXrIwcFBU6ZMMXsRAAAAAADIM9MD+NixYzV27Ngc0xcsWJBjWteuXdW1a9ds01xcXDR9+vQHVh8AAAAAAA/CQ+kDDgAAAADAvw0BHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABMQwAEAAAAAMAEBHAAAAAAAExDAAQAAAAAwAQEcAAAAAAATEMABAAAAADABARwAAAAAABPYP+wC/oqsrCy9+eabOn78uBwdHTV+/HgVK1bsYZcFAAAAAMBtPZJXwDds2KC0tDQtXbpUI0aM0HvvvfewSwIAAAAA4I5sLBaL5WEXkVcTJ05UaGio2rZtK0lq0KCBtm7d+pCrAgAAAADg9h7JK+AJCQlyd3c3/razs1NGRsZDrAgAAAAAgDt7JAO4u7u7EhMTjb+zsrJkb/9IdmcHAAAAAPxLPJIBvGrVqtqyZYsk6cCBAwoODn7IFQEAAAAAcGePZB9w6yjoJ06ckMVi0YQJE1SqVKmHXRYAAAAAALf1SAZwAAAAAAAeNY9kE3QAAAAAAB41BHDgIbtdI5SMjAxlZWWZXA0AAACAB4WhwwETZWVlKSIiQlFRUYqNjVXhwoVVvHhxRUdHa+nSpdq9e7dcXV11/fp12dnZqXv37urYsaMsFotsbGwedvnAP0ZycrJiYmIUHR2twoULy9vb+2GXhEfA3b5Lk5OTderUKUVHRyszM1OVK1eWr68v38F4LKWkpOjkyZMqUKCAMjIy9N133ykyMlIpKSm6dOmSOnTooE6dOrHtA7lITU1Venq63N3ddeLECZ0/f1716tWTi4vLXZ9LAAfug+TkZF2+fFn58+fXxo0bde7cOUVGRiomJkaZmZkKDQ3V4MGDtWnTJi1dulQeHh5ydHSUl5eXmjVrpnLlyhk77lNPPSUfHx/98ccf+u9//6uOHTvy44fHXlZWlmJjY+Xi4iIXFxedOXNG+/btU1RUlJKSkvTUU0+paNGikqSNGzdqyZIlkiQHBwcVLVpUnTt3VkhIyMNcBPyDxcbG6siRI6pXr55iY2M1f/58Xbp0SUlJSSpfvrxefPFFpaWladWqVdqzZ48CAgKUnJysH374Qe+++66cnZ0f9iIA9yQiIkJhYWFKTk7WtWvXFBsbq6efflq//PKLli9frnfffVdly5aVJO3evVsvvvii3nzzTZUsWVJbt25VixYtVLFiRSUnJ2vjxo2ysbFRp06dHu5CASa6cOGCrl69qmvXrql06dIKDg7WlClT1KhRI1WvXl1ZWVmytbXV22+/raCgIPXv318LFy7U999/r7lz56pSpUp3fQ8COHAbcXFx2rNnj1JSUnT9+nVdvnxZfn5+GjBggN59910lJSVpwoQJkqRz585p7NixmjlzplJTU+Xp6amzZ8/K19dXL730knx9fRUeHq6PP/5YCxculJubmyRpw4YNmj59umbNmqWAgABVrFhRvr6+kv4MJE5OTg9t+YG/KzMzU3Z2djp//rzOnDmjxMREXb16Vba2tmrdurUWL16sTZs2KX/+/MrIyFBsbKxGjRqlOnXq6KefflJ8fLxCQ0MVFhammTNn6vnnn1dqaqrWrl2rESNGqEyZMpKkjz/+WMuXL9egQYOUL1++h7zUeNiuXLmiWbNmqWfPnsY2cu7cOY0aNUrbt2/X1q1blZycrBdeeEEJCQn67rvvNHfuXHXs2FFLly7VvHnzjO/h5cuXKz09nQCOfzzr9+2CBQv09ddfa+DAgcrMzFRAQID8/PyUlZWlo0ePavfu3UYAT0tLk5ubm1JSUuTp6alKlSqpT58+xmtu2bJFCQkJD2uRgL/t5tZyxYsXl7u7u/bv368NGzYoOjpaKSkpioqKUpUqVTRgwACdPXtWCxculL29vVxdXbVkyRKNHDlSTk5O2rBhg4oUKaL8+fNLkqKjo1WyZElJkpubm2rUqKF9+/apQIECxjy3QwDHv8KNGzd048YNxcTEKDIyUmlpaapTp47Cw8M1c+ZMeXl5KSoqSs7OzurTp48aNmyogwcPasiQIXrppZfk5OSkoKAglShRQunp6UpOTtavv/6qhQsXqlevXsqXL59cXFzk6uqqrl27SpLWrFmj69evq0CBApKkP/74Qw0bNpSbm5syMjJkb2+vxo0ba+XKlTp9+rQkadKkScqXL58uXLiggIAAjR8//qF9ZkBu0tPTlZiYaPyIOTk5KTQ0VJIUHh6ujRs3qlOnTvrhhx8UFxenV155RZMnT1ZYWJg6deoki8WikiVLys3NTVFRUWratKleeeWVbO9x6NAhnTlzRg0aNFDr1q3VunVrnT17VsWLF9cnn3yifPnyqUyZMkpJSZGzs7OefvppLV68WDt37lS7du0exseC+8RisRjjYtja2hrjYNjY2NxzSyBnZ2clJSUpNTXVmFagQAF5eHhI+vPqxunTpxUQEKCSJUsqNDRUWVlZSktLU6VKlfTBBx8oKChItra2qlevnvE84H6ybuu2trbav3+/Ll68qPLly+v3339X1apVjQP7e2XdPwIDA9W5c2cNGjQo2+MBAQHy9PRUWlqazp07J29vbyUkJKhly5YKDw9X+/btFRYWZoSNqKgolSlTxjimAR4V1i5Dmzdv1sKFC2VjY6OMjAwVLlxYgwcPVlhYmM6cOaP27dsbxyO+vr5ydXXVZ599ZrSKkv48CZWZmakXXnhBr732mrZv364nn3xSO3fuVLFixVSxYkX9+OOP8vT01PTp0zVt2jT9+uuv6tatm3GlPDcEcDySUlNTdePGDdnb28vX11cJCQmaO3euJCkqKkrXrl2Tq6urJk6cqBs3bqhp06Zq0KCBnJyc5ObmpsDAQFksFl2/fl1paWkaNWqUXFxclJSUpJdffln58+dXwYIF1ahRIw0dOjTbe6enpyt//vzq1auXFi9erAoVKig0NFSpqalKTEyUm5ubMjMzlZ6erri4OON5165dM67O2dvbKysrS3Z2dsYXhZOTkxo2bKju3bsrIiJCY8aMUWZmpnkfKnCLhIQErVy5UiVKlFDDhg0lSVu3btW2bdv07LPPasmSJdq2bZvmzp2r8uXLKzExUREREbpx44Z8fHx09epVSVJQUJCeeOIJPfnkk9lev0CBAkZrEGuwd3BwUMWKFVW5cmVt2LBBO3bsUGJiolq3bq3ixYsbwV2S8cPm6uoqZ2dn3bhxw6yPBrp7f2rrPNaQYf0+s7Oz05EjRzRjxgzNnj072/y3Bu3bHbxYWQP6zfO5ubnJ3t5eycnJxjQfHx8lJSVJkp566induHFDo0eP1vHjxxUcHKyRI0eqRIkSeuutt/Ttt99q9+7diomJ0fbt29W/f3/Vq1fvHj4R/JslJyfr4sWL8vT0VP78+ZWVlWVs+5Jy7Cs3b+tXrlzR+vXr1axZM3Xo0EEODg6SpKSkJEVFRSkjI0PFixfP9hq5bfuSlD9/fn311VfasWOHjhw5IgcHB/Xp08eoKygoSD/88IOefPJJHTlyRJ06ddKsWbPk4eEhe3t7BQUFqVq1avL09FTBggXl6Oj4wD4z4Has4dX6G5KXk7A2NjY6dOiQfv75Zw0dOlQVK1aUJE2ePFlnzpyRj4+PatSoodatW+d4boMGDbRp0yZ9/PHHcnV1VbFixVSuXDk5OjoqJCRER48e1ZNPPqnjx48rMzNTPj4+OnLkiI4dO6Z69erp4MGDOnv2rNq1a2cc3+SGAI5/DGszJ3d3d6WlpWnFihWqXbt2trPAkZGReuuttxQfHy+LxaLAwEANHDhQfn5+mjlzpiZNmqQKFSrI09NTe/bs0ccff6yhQ4cqICBAH3/8cY739PHxUdGiRVWoUCHj7169eumbb75R7969deHCBa1Zs0YxMTGKioqSj4+PnnvuOdnb28vHx0cTJkzQf//7X82bN0+Ojo5KSEhQ/vz5jaYr6enpSktLk6Ojo4oUKaJt27YZId3W1lbx8fG6ePGiChUqJA8PD3l5ealAgQIqWLCgRo0apdGjR2vKlClGM0ogL24OSBaLxThgs7Ozu6fnWwcNtLf/30+Ft7e3nJyclJKSotq1a2vTpk1auXKl/Pz8VKBAATk6Oio+Pl758uUzTkB5eHho7dq1ypcvn44cOaICBQroySeflIeHhz766CPt2rVLCQkJcnV1VefOndW6dWs99dRTqlSpkn7//XclJiZq48aNioyMVJkyZfTLL79IknFgGBkZqRMnTuiFF164b58dcrL2iYuJiZG3t7fR8uFOB0g3T7t5u3NyclJsbKykP1so2dnZyd3dXYcOHdKVK1d0+vRpPfvss/ryyy919OhRRUZGqlGjRjmu6uUW0B0dHWVnZ6eUlBSjPkdHR2VlZSk5OVk+Pj4aOnSozp07J4vFoiNHjmjEiBH68ssvtX37dnXq1Mno8zpx4kTt3LlTNWrUIIj8C1lbY1ivoF29elV2dnYqWLBgjqtb1pP6np6ekm5/8shisejixYu6ePGiMjMzVb9+fRUuXFh2dnaKiorShg0bVL58ebm6umrMmDEKDAxUQECAXnjhBRUuXNh4nVtf37qfFSxYUOfOndPvv/8u6c8TnXZ2dvL29pa9vb0qVaqkL774Qm3atFFqaqqKFi2quLg42dvby9vbWy1atFDx4sXv22eIx19uJ2NvPf64uWWTdZqU88SU1c0nru4UvG/9/bHulzt27JCLi4sqVqxoHIe/+uqrkv68qr19+3YdOHBA9vb2unr1qmrWrKkXX3xRTz/9tEJDQ/XNN98oLCxM27Zt04EDBzR8+HC1atVKK1as0Jo1a+Ti4qIiRYpI+vNEmYODg3bu3KknnnhCp0+f1pIlS/Tcc8/d9io4ARwPzYEDB/TGG2/Iz89PaWlpcnBw0JNPPql27dopIiJCs2fP1rZt2zRz5kzjOa+++qqGDRumqlWrSpLmzp2rTZs26dlnn1VgYKA6duxozPv7778bV8mlP5uAZ2Rk6Pr164qMjFS3bt3k6uqqpKQkJScnG6MWFihQQPv375eNjY3S0tK0f/9+FS5cWMWKFVOxYsUk/a+JY2hoqLp3764PP/xQMTEx2a64WF8vOTlZjo6OatmypRYsWKDvvvtOoaGhSkhI0JYtW9ShQwfly5dPGRkZiomJUVxcnLy8vNSkSRPt3btXmzZtUuHCheXu7v5gVwgemtTUVNnb28vOzu6OTZak7FcUDxw4oNWrVyspKUmNGzdWmzZtsv3o3fzjZ2Njc9fgfeuPqIODg3x9fY0rh5KMFh5JSUlyc3NTs2bNVLZsWb3//vt67bXX5OjoqLi4OPn7+yshIUFZWVny9vbWH3/8oSNHjigrK8voX5svXz5Vq1ZNs2fPzrbcUVFRWr9+vRo3bqy+fftK+rNLx08//aSePXvKz89Pc+fO1dNPP63Lly9ry5Yt8vX15UTV32Ddrqzb1q0HPBcuXNB7770nb29vOTo66vLly+rVq5caNmyY6wFSYmKi4uLidPHiRcXExCgkJETr1q1TeHi4Bg0aJA8PD8XHx2vgwIGKj49XqVKlNHbsWM2bN09paWmqWrWqoqOj5eDgoNdee00+Pj5q2rSpevXqZQSc1NRUbd68WZcuXVKJEiXUoEEDYxv38PAwAr61NkdHRyUlJWn9+vWys7PT008/LUkqWrSoVq5cKTs7Oy1atEiXLl1SUFCQEhISFBcXp86dOxO+H0MRERFatGiRoqKilJycrKioKFWsWFHDhw/P9ap1YmKiduzYoaCgIBUsWNCYJz09XQ4ODrp06ZIcHBx0+vRp5c+fXxEREUaXmb1796pSpUoaOXKkwsPD9c4778jPz8/4Hu/SpYuSkpKUlpamq1evytfXV1lZWapSpYpGjRql/fv3KyMjw6glJSVF8+fP1759++Tl5aVJkyYZ39/WCwtDhgzJtrx+fn5KSkqSr6+vQkJCNHHiRPXt21f29va6cuWKbG1tFRsbq/Pnz6t48eKM/I97Yv3t3rNnj77++mvFxsYqKytLTz31lNq3by9HR8fbnpy1slgsRstWa9/p3bt3GyeOZs2apcjISOXPn1/PPfecypYtmy103/pa0p/HKidPnsz2XmlpacbJXhcXF9WrV0+hoaFydXVV/vz55eTkpBMnThjj0UhSWFiYJkyYoFOnTik4OFhVqlTRlClT1K5dO3Xp0kX79u3T+fPnNWfOHKOG9evXa8qUKerWrdttj90J4PjLbj5Yk/4cACS3neF20tPTlS9fPn3wwQfGAbnVN998o//85z/66quvdOzYMZUtW1ZnzpyRnZ2dcZCdlZWlZ5991nhOamqqxo8fr8TERMXExMjf39/ow+Hp6alJkyYpICBAHh4ecnFxUVpamlxdXWVjY6O4uDgjMF+9elUBAQFycHBQyZIl9dZbb+Wo3cXFRfHx8YqNjVWfPn309ttvKzw8XJcuXVKFChUk/bnDx8bGKiEhQV5eXpKkOXPmaNasWZoxY4ZcXV0VEhKi3r17S5JatWolW1vbbP0NR48efW8rA4+krKwsbdu2TT/99JP8/f3VvXt3FSpUSBkZGUYIutMVxSJFiqhLly7y8/OTn5+f8XhaWpoiIiKUkJAgb29vFSxYUOHh4Vq+fLmuX7+u0qVLa+DAgTnqyS2wu7m56fLly8Y81iZVqampcnV1lSQ9/fTTCgsL0/jx41WrVi3FxMQoODhYycnJSklJUb58+VS7dm0NHjw42/tZ+1xZ3bhxQykpKXJyclJkZKTee+89lSpVStHR0UpOTtZLL70kR0dHvf7665o9e7ZefPFFeXt7q3jx4ho5cuTfXR2PHWuLB0maMGGCxo4de9uD6rt9by9evFjVq1fXM888I+nPE5zWPta7d+/Wl19+qYSEBFWsWFEjR47U119/rYMHD6pAgQI6ffq0SpYsqerVq+vatWtasWKF+vbtq6SkJI0YMUJBQUF68cUXtWvXLuXLl08lS5ZUjx49JEkZGRn69NNP5ePjo7i4OMXGxhoBPD09XWfOnFFGRkaOftrVqlXTjz/+qDJlyihfvnzatWuX6tevLycnJ1WoUEELFizQ+vXrZWNjo4SEBL3wwgtyd3fX7NmzNXPmTH3zzTfKly+fatasqcqVK/+t9YAHz7pdx8fHa+fOnXJzc1O9evVyPaFpnTcmJkabNm3SoEGDVKJECUnSzz//rC+//FLPPfecIiIidObMGaWmpqp27dqKiIjQrFmzVKVKFdnY2Ojdd99VwYIFVaRIET355JMaN26cSpYsqczMTB04cEA9e/bUDz/8oGnTpqlt27ZauHCh5s+fb5ww7d+/vxITE/Xcc8+padOmSk9Pl52dnTH4aocOHRQVFaUxY8bIy8tL1atXN65MOzk5qV69emrQoIFx/GRdTh8fH0VEREj633GZra2tvL29denSJUlS165d1a9fP02fPl12dnZq2rSpJKlbt24KDg6WdPsrk3h83e1EbG7z29ra6tChQ/rxxx/Vp08f1apVS+Hh4Zo3b55sbW3VuXNnhYWFaefOnXJwcFC9evVUokQJrVq1SkuXLpX05zFE4cKFtXz5cg0ePFj58+fXr7/+qpIlS6pYsWJq0aKFWrRooa+++kpffPGFpkyZYuzb4eHhxtXuBg0aGOMuFS5cWNu2bZMko0tHWFiYtm/frrZt28rf31+dO3c2HrO6cOGCPvnkE40cOVKJiYkKCwtTlSpVjH2vQoUKCggI0G+//aYXX3xRx48fN26Dar3SXrduXXl7e+d47ZsRwJGD9aDN+iNl/VJfvHixcVAk5Txgu9PVtdyamri5uSkgIEA+Pj6SpPj4eDk5OcnR0VG7d+9Wr169FBAQoBUrVug///mPIiMjVaxYMePA3/paN27ckJeXlzw9PeXm5qZWrVpp5syZslgs2c48jR8/3riCbeXg4CA3N7dsO8kPP/yg7t27y8/PTzdu3NDkyZNVtGhRXbp0SRcvXtQzzzwje3t7JSYmKi0tTZI0btw4o36rSpUqqXjx4vL39zemOTo65hhwyqpgwYK3/fzwaLL2Abx5P7LKzMzUqlWrtHXrVhUuXFhZWVn6+uuvVadOHTVq1CjHa8XHxysyMlKJiYmyWCwKDQ1VbGysNmzYoOvXr8vFxUVDhgyRk5OTZs6cqX379snT01OFCxfWc889p40bN+r69et6/vnnjZNFgYGBRp0XLlxQZGSkbG1tVa1aNUl/7tNeXl46ceKEUYerq6tiYmLk7Owse3t7RUdHS5JeeOEFjRo1SkuXLlXv3r3l7u6u1NRUpaSkyMPDQ+fOnZMk4yDT1tZWrq6uWrt2rQYMGGCEOW9vb73zzjt6+eWXtXz5csXGxqpq1aoqXLiw0eTZ29tbY8aMuc9r69Fwc6C4W2uJmx/r06dPtvCdkZFhtLaxs7NTRESENmzYoKtXr6pkyZLq3LmzpP/9DlStWlVLlixRcnKyvL29VaBAATVp0kRZWVmaO3euunfvrnr16mns2LH69ttv5erqKj8/P7355pvauXOnli1bprZt26pMmTKaM2eOkpKSVKlSJaOeChUqKDY2Vra2tnJ0dFRaWpqOHz+uGzduqGfPngoKCtKyZct08eJFFS1a1Ph+t55kvVXz5s0VFRWlt99+W87OznJ3d9fgwYPl7u6uChUq6KWXXtLly5fl4+MjX19fY3wOd3d348oHHp5bjxluPpmU2zZvnc/Dw0OnTp0yrm5Z501LS5ONjY0cHByMeb29vRUYGKg2bdoYr7N27Vo5OjoqJSVFH374oezt7eXm5qb9+/erd+/eCg4OVkhIiAoXLqyIiAhNmTJFhQsX1v/93/9p4MCBatSokZKSktSpUyf16NFD/v7+xvgZtWrV0o4dO+To6Kg6depI+t8JTWsLC2t3iZSUFO3du1f+/v6aNGmSdu7cqW+++cbYL21sbFSuXLlcPztHR0c1aNDACANWdnZ2+vHHHyVJZcqU0e7du43H3nnnHUlS48aN77Zq8A+Sl3E4bncscrO89LO+2bFjxxQfH69atWpJkkqVKmVsU+fOndPSpUsVFBSkxMRE/fTTT6pfv7727t2rZ555RnXq1NGBAwdUtmxZ1a5dW2vWrFGPHj108eJFjR49WgcPHtTWrVt19OhRnT592mgJYh1X5MqVK7py5YpCQkKybe8VKlRQ0aJF9dlnn6lXr146e/asfvrpJ9na2srLy0vHjx/X4MGD5enpqRs3bshisahFixbq1q2b7Ozs9NVXXykgIED+/v7q0KGD8dp+fn6aMWOGcbxft25d1a1b19h3pf+NiH4nBPB/EevI29OnT1etWrWMHeVWtztb/MUXX6hOnToqXry4rl69qpMnT+rKlSuqWrWqSpcurc8//1wREREKDw/Xe++9l20I/tx2aFdXV4WFhalr167y9PRUdHS0pk+fLjc3NyUkJGjFihVycnLSqlWr1KpVKxUqVEjJycmKjo6Wj4+PbGxsFB0drW+//Vb9+vVTgQIF1LRpU4WGhmr27NkaNGiQFi9ebNyaaMuWLapTp47Onz+vq1evqkiRIipUqJDCw8P1/PPPGz+oTZo0Uf369SVJtWvX1vXr1+Xl5aWiRYuqXLlyKliwoEqVKiVbW9tsgfuDDz7Itny+vr45ruzj0ZeVlSUbGxtt3bpVJ06c0PPPP2/c/sXqXn7odu/erVWrVmnx4sXGtO+++04LFy5UlSpVNGvWLJ07d04+Pj4aPny4Ro8eLWdnZ2VkZOjs2bNatmyZjhw5ojJlyqhEiRJav369li1bpiZNmmjLli365ptvJEnTp0/X6tWrVadOHUVHR2vlypVycHAwtnHpz/5LX3zxhVJSUlS+fPlsAbxUqVKaNm2aMW98fLzOnz+vUqVK6dy5c8aVlvz58+v1119Xr169FBkZKVdXV9nb2ystLU3+/v6qUqWKJGU72VW2bFmtW7dOvr6+uY40bW0ifDu59St71GRkZGj58uW6evWqYmJiVLt27WyB4FY395+7dZkTExONFgfR0dE6fPiwjh07pvr162vNmjUaNmyYPvroI2VmZioyMlInT57UmDFj1LhxY82bN0/p6emqUKGCNmzYYHQvsA6C06xZM+XPn18///yz9u3bp/T0dIWFhalSpUoKCAhQUFCQHB0d1ahRI6Nva4kSJYxuCEWKFNH169cl/RkQMjMzFR8fr5MnT6p06dI6ceKEatSooYsXLxotLjw8PBQeHq633nrL+D2JiYmRlL21hvVExK2/M927d1f37t1z/RyLFCli9N/Dg5OamiqLxaKUlBRFREQoJCTEODFpsVhkb2+vS5cuafr06Zo0aZLxvFvX5d327/j4eH3//fdKSEjQ5cuXFRQUJElatGiRVq1aJTc3N+Oqs5W3t7du3LihESNGGOMDFCpUSIMHD9bGjRsVHx+v//u//9PZs2f12muv6emnn1b16tXl7+8vPz8/OTg4qECBArK1tVVMTIxxEsc6/ot1sNXIyEgFBATo5MmTCgoKkoeHhzZu3ChPT09FRETIzc1NxYoVU0xMjBITE5WRkaH4+HiVLVtWixYt0vLly+Xu7q7//Oc/9/y5T58+PdfpRYsWzXW69TeMZucP1+0+/9TUVF2/fl0+Pj5ydXVVZmamsf/88MMP2r9/v8aOHZvjWES6c6hOSEjQjRs3ZGtrq4IFC+r06dP6+eefFRUVJV9fX/Xr1y9bK7Vb2djYGDVbt/9bazh27Jh2796tzp07a8uWLdqzZ4/Kly+vvn37at68eVq4cKEqVqyoOnXqqFq1avr555919OhR4+TU9u3bVatWLbVq1UorV67UihUrjM/K3t5eDRo0UIMGDXLU5u/vryFDhuiTTz7Riy++KE9PT5UqVUojRoxQWlqaXnzxRWVmZsrPz0++vr7y8vIyLto98cQTeuKJJ2673Ld+Jrl97nc7QU4AfwSdOXNGu3btUnR0tOLi4nT27Fk1bNhQ3bp1yzZY0q2sj0VGRur69evGBmMdYCx//vzy8PDQhg0blJCQoFOnTunq1avGGai4uDi98847mjJliubMmWPcYmvTpk16++23dfr0abm5uemNN97IFr4jIiJ07tw5paSkqHLlykbzQQcHB5UoUULdu3fPdjLgiy++UJEiRZSamip/f3+1bNlSmzZt0iuvvCJbW1tt2rRJhQoVkr29vRYtWqRr164ZAy8cOHBAoaGhcnR01NixY/Xqq6+qTJkyqlGjhlavXq2DBw/Kw8NDzs7OKlSokPz9/fXGG2/IYrHI399fnp6e2UL18OHD7/fqwz/MzU307mW0zZv7/e3fv1+SjAOX+Ph4ZWRkyNfXV4mJidqwYYPOnj0rOzs79evXzwiZaWlpOnPmjJo0aWL87ejoqHr16mnTpk06ceKEzp8/r5o1a6pnz5765ptvVKxYMY0bN04RERHq37+/sc3u2bNHp0+f1sWLF+Xq6qq4uLhsLT2sJ5l8fHxUv359+fn5af/+/ZoxY4bGjh0r6c+rftaz1bcKDg5Wr1691KVLFzk5ORm347D2mbp53IXSpUtr+fLl8vX1lb29vb788kvjMet73czR0TFHq5SbD0BubkFwt+b4/wTWWg8cOCCLxaJKlSoZt9K6Xa0rV65UdHS0QkJClC9fPr3//vtydXU1fvyt38/WgZS2b9+u6tWry9vbW1988YXKlCmjUqVKaeLEiYqJiZGbm5tGjBihy5cva9asWSpbtqxKliypn3/+Wd27d5fFYpGTk5M+/vhj/fjjj9q5c6c8PT115coVDRs2zBhp+fDhw6pUqZLy588vGxsb7d27V35+fhoxYoSkP5vpvfnmmypYsKAxOFXhwoV15swZubq6ytfXV+fOnVNaWpqcnZ117do1xcXFycnJSQkJCYqOjlaJEiX0xRdfaOHChSpXrpyqV69u9AW0WCwqXry4Ro0apdTUVPn5+Rn9z292L2Mb4O+5NRRYT0o7ODjkemXaOn9CQoKmTZumKlWqqEyZMjp37pxCQkJyHJQGBgYa4Ts2Nlapqak6e/askpOT9cQTT8hisWjlypXauXOnoqOjVbZs2RytFFauXKkTJ06ofPnyioqKUqFChXTlyhVt2LBBy5Ytk8ViUa9evVSjRg2VL19e0p9juTg6Oqp69eqqUKGC0RLCyclJ165d07lz5zR9+nQVKFBAFSpUUGZmptLS0pSeni7pz++v2NhYBQQEqFatWvr+++8VHR2tS5cuqVKlSnJ3d5ebm5vee+89JSUlKSMjQ++//758fX0VGRmppUuXys7OTq+88ors7e01ZswYFStWTP369ZOTk5NcXFz00Ucf/aV1llsguBPrvP+k79N/g1v3LRsbG23ZskXr1q3Tu+++m61/9bx58/TJJ59Iyt7i1MbGRmFhYZL+/M28ceOGYmNj5ejoqMKFC+v48ePat2+fTp8+rYSEBHXp0kXVq1fXL7/8ounTpxsjfb/88ss6evSoXF1dVbp0af32229Gd6Gb9+mrV68qJSVF5cqVM058BgQEGM29rXf4iYiI0C+//KIiRYooJiZGR48eVf78+VWzZk05Ozvr7NmzeuWVV+Tj46NZs2Zp+fLl6tWrl+rVq6c333xTH3/8sXEia86cOdq0aZMSEhKM/e/m75Gbj+Nu5uXlpddeey3H5+7o6Gi0TLkd6/GH9b3utG/ktq/d7aQhAfwfwHp2eP369WrSpInc3d2VmZmZY4XffF+79evXq1GjRqpcubJatmypyZMnKyQkRNWrV1daWppx0FakSBF5eHjo2rVrWrx4sRHYK1asKDs7O33xxRdGv4yQkBANHz7cONvatWtXrVixQqtXr9YLL7ygr776SoMGDdKpU6eUnp6ut956S56enhozZoz27dsnV1dXlSxZ0ugnYf0BWL9+vfbs2aMSJUooKCgoWwD38fHJ1kTM0dFRv//+uxo3bmxc/erQoYP69eunxYsXa+LEifroo4/0zDPPyNbWVoGBgcZAI926dTOa1FosFpUoUUJff/21ceZ7wIABuX7+1nrw6IqKilJ0dLRu3LghX19flSxZ0vjivFugvvWH7E5fsikpKVqxYoViY2OzDfC3YcMGffLJJ/Ly8pKvr69effVVnT9/XvPmzdPAgQMVGxurM2fOGE2opT+7TljPGFtr8PLyUkJCgtzd3eXh4WE0qbp+/bpxNwDrQCHJycnatGmTGjRooKCgIC1atEixsbEqXry4Tp48qdOnTyslJUXbt29X165ddeHCBf3www/y8fHRyZMnjcHNrG53NdnGxka9e/dWp06d5Onpme0xX1/fbPuVxWK57RWWu50Nvvn9rB7WVW1rayHpf3V/++23qlKliooUKXLbQG39e8+ePcrIyFDp0qXl4eGR63JYvx/Xrl2rOnXqqFmzZnJ0dNRnn31mvPdnn32m3bt3y97eXhUqVFCXLl2Me5o2bdpUO3bsUO3atTVr1iw1adJEnTp10sKFC7VmzRqVL19eQUFBevbZZ43v5piYGPn4+BhXFqx98K9fvy4/Pz9j0DJrCL657iNHjujo0aNq2rSpPD09dfjwYVWpUkVNmzaVnZ2d5syZo6lTp8rJycnokmO9LVzhwoXVvHlz+fj4yN3dXcOGDZOfn58qVaqUrUmwJKNprlWpUqX+zqrEX5SRkaFFixbp2LFjmjhxovE9unXrVg0YMEDLli1TaGjoHZuDu7q6GidMihYtavz79OnTWrhwoWJiYlS/fn09+eSTat68udavX6/nn39eoaGhSktLMwZQqlOnji5duqRXXnlFnp6e6tOnj3r27JltRPD58+fr+++/l4uLi5ycnHT58mUdO3ZMFy5cUN++fY1WF5cvX1a5cuWMGp2dnVW9enXjirlV5cqVdfr0afXo0UNZWVnKysqSv7+/ypcvr6lTp6pYsWJKSUnRjRs3FBAQoGeeeUYzZ87U2rVrZW9vb9y+1NnZWS1btlT16tXl7Oxs7Hu53bHhdq0S/8ptmDgp9c9h/T3ZtGmT1qxZo+nTp+dotXNzEM+fP79SU1O1fv16NW/eXNKfLTy8vLzk7OxsdM2ytbXVc889p8DAQCUmJkqSfv31V3399dfy9fVV/vz51b17dx08eFCLFi3S22+/rSNHjuiDDz7QokWLtGTJEn300UcqWrSocZHNy8vLGN8oKSlJFy9elPTnPp2amqrFixdrz549Klq0qEqXLi1nZ2dJUrly5TR9+nSFh4erVKlSysjI0IIFC5SWlqZWrVqpWrVqKly4sC5evKiEhASVL19e27dv17Bhw4zbiD733HOSpE6dOumPP/5QhQoVZG9vr549e6pGjRrGCbLcBjW7lwFmcxuF/U771YM+/iCA30fWFWn9/9mzZ3Xu3DnVqFHDaDKS21kUGxsbubi4aPHixSpVqpTKly9/x43J09NTbdu2Vc+ePY1p6enpxj13P/nkE4WFhcnJyclo5rFq1SrFxsaqa9eumjx5smJjY7Vr1y5dvXpVw4YNU8WKFfXUU0+pVq1aCgwMVGBgoGrVqqWoqCgdPnxYkhQQEKDIyEi5u7vL09PTOAvl4+Oj6Oho+fv7G18C0v92iN69exsDjd38Odnb22er29HRUVeuXFFoaKgRNqyh/PXXXzeafAwZMiRHP+rMzMxs9/OzfsZ3ugcf/rnS0tKUlpYmd3f3bF+cuX1RhoWF6YMPPpCfn5+ysrKUnp6u559/PttgeDdLTk5WXFyc0Sxw7969RleKzMxMzZkzxxig7/3338+2De3cuVN79uxRkyZNlJqaqqSkJFksFk2ePFnLly+Xh4eHVq1apRkzZqhPnz6qVq2aoqOjjVtcWDk6Oqp48eLaunWrnn76aWNfuXjxoq5cuaISJUoY/WClP8cTWLx4sWrWrKn4+HhduXJFGRkZioiI0OrVq40RpS9cuCB3d3eNGzdO7777rnHLmTp16shisSghIUEuLi7q0KGDMdCO1Z0O7qy3p8nNzVda7nRw+E9pIn7ziRnr1WnrNDs7Ox06dEh//PGH2rZtKy8vL6PuNWvWyMHBQUWKFMl1WSwWi44ePaqoqChdu3ZNPj4+cnZ21v79+/XVV1/p7Nmzatu2rbp27WoMyihJAwcO1Pr16zVq1ChFRkaqbNmyevnll/XHH3/o8uXLxvdzly5dVLlyZXXo0EGnT5+Wp6enKlSoIG9vb6WlpWnKlClat26dEhMTFRwcrMzMTAUEBCgiIkJFihRRvnz5dO3aNfn5+enatWuS/hxMMiEhQQULFlRgYKCWLl2qvXv3at++ferQoYP8/f2NA8X+/ftr7dq1xvYWEBCg9u3by9PTU61atTIGpvL39zdaEd18wunmVlE0/TafdTs/cuSI9u7daxzs3o6dnZ127typXbt2qXv37qpUqZIkaevWrQoKCjLGbNi/f7/++OMPRUVFqXv37ipQoIAOHTqkCRMmyM3NTcnJySpZsqR+//13zZo1S59//rk+/vhjVa1aVc2aNdOqVavUpk0bJScnKy0tTQEBAapSpYrat2+vVatWaffu3WrQoIG8vLy0ZMkSOTs768aNG4qOjjbGzrDuj9evX1eRIkVkZ2enjIwM+fn5qWjRonrzzTdVpEgRLVy4UKVLlzZazNna2io5OVmnTp3KFsCtrVfOnj2rOXPmKDU1VU2aNJGdnZ3q1KmjcePGqXTp0lq1alW278VbB5mU/nd7IuvJ1tzWifW48K8OkIgHKz09XRcuXJDFYlGpUqWUmZkpSXftZmZlPaHq5+dndK/JyMjQpUuXFBMTI0dHR1WoUMFY/yEhIWrXrp2++OILNW/eXDExMTp06JDat2+vTZs26dy5cypWrJiOHDmiJUuWqFmzZkpOTjYGrLReJV+0aJEWLVqkhg0bqnDhwqpataqCg4ON0bovXLhgnDAvW7asIiMjjduEFi1aVMeOHcvWwsXJyUkDBgzI9WJWQECAXnvtNX300UfGYKqlSpXShAkTJEmDBg3S999/L29vb9WpU0fu7u5q0qSJKleubJxYsPL29tbkyZONv93d3Y0ubH/VP7EFHQH8Ht0crqX/HWhabz/RpUsXjRgxQnXq1DEeu3TpkjZt2qQSJUqoaNGiuYbqiIgI40qVu7u7cRuradOmae/evfLx8dHgwYNVvnx5owZPT09t3bpVZ8+eVUpKilJSUlS3bl01btxYGzZsUHJyskaOHCk/Pz8NHTpU+fPnV0xMjGrUqKEyZcoYTRuvXLmio0eP6o8//lCxYsWy3b7F+uPq7OwsW1tbozl4eHi4unXrph07dmjp0qUqW7asLl68qGbNmiksLEzHjh3L9fO7uXnIzQOgDB8+PFvAKViwoDE6880DGtwcFnL7HDnb+89384Aw1v6jSUlJxll/6wFRenq6tm7dqqysLDVv3jzHl+TNBympqalasWKF2rZtqyeffFKSjL57krRt2zYtWLBA6enp6tSpk9q1a6fRo0crMTFRXl5eat68uSZNmqSBAwfKy8tLGzdu1Lhx4+Tt7a1JkyZp48aN6tChg/He3333nfr166dq1arp8uXLGj16tG7cuCFnZ2cjdFSsWFE//vijChQooHr16ikjI0Pu7u6aMWOGJkyYYPzQtGnTRosXL9aKFSsUGBio2NhY/fbbb3r22WeNK9wxMTHKyMhQ3bp1dejQIX300UfGgWJSUpJef/117dmzR76+vipWrJjc3NyMAX5uvZJoY2OT7STV/fIw973ExERlZmbKzc0tWx13utpu3Xas/791vtDQUCM4pqSk6MCBA0Z/O+sJka+//lo7duxQRESEnnjiCQ0YMEDHjx/Xp59+qiJFiujcuXPKysrS1atXtWXLFrVu3VotW7bU//3f/+n7779Xr169ZGdnp8zMTNWqVUtFihTRsWPHlJycrJ07d+qLL75Qvnz5FB4ernfffVfFihWTvb29YmJi1LZtW82bN08TJ040Ro718PDQk08+qeHDh+vQoUNGU/QDBw4YfaYdHR2N26gcOXJE0p/f9fnz55eLi4t69OihtWvXKjIyUj179jTGAbj582nVqpVatWqV4zN1dHQkVJvIYrEoNjZWmzdvNu5XfqduDpKytTQ7fPhwtn0kKSlJmZmZ2cZhsLGxUYECBdS+fXutXLlSISEhcnZ21vnz51WiRAljPJY1a9YoKChIISEhev/99zVlyhRNnTpVI0aMUI0aNfTqq68qOTnZ6LJy/vx5Xbt2TR07dpSHh4cqVqwoZ2dn42SQi4uLMTCrh4eHHB0dFRYWpsuXL6tdu3YKDQ3VDz/8oMjIyGzL17lzZy1YsEAFChTQ3r175eLioqJFi6pjx4566623jLs/WK8oWg0cONAYAf3mZZekjh07ZutiY1W9evXbrpeb/7O3t9c777xz2wFWb3cfbzx4txvkL7d9yMHBwfhOlXL/zcvIyNCNGzcUExOTrbVHSkqKpk+frqioKNnb2xvvu337di1ZskT58+c3urBVrFjReL3KlSvL3t5eZ86cUb58+bR7926NHDlSW7duNe4Rf/bsWR09elRPPvmkkpOTZW9vr5MnT+r11183jkkKFSokZ2dnY5+yHtPb2dmpWLFi+uWXXxQSEqIVK1aoWLFi2rZtmypXrqzIyEjFxsbqwoULOX5PrZ/Vrdtv9erVVaRIETk5OeVoLVe+fHmj68fNn+vNJ2Zv/Txv7lL7OI5N8K8L4NZ7PcbFxenatWvKyspS9erV5eHhcddb/9z8fyvrgEK+vr7GADPWwcmOHz8uOzs72dnZKSwsTF999ZXOnz8vZ2dnDRkyRFWqVNHnn3+uixcvKigoSDdu3JCNjY2++eYbo3/z+vXrtXbtWrm4uBhXha1Xn11cXFSuXDnNmzdPgYGBxuBlO3fuVHh4uPLnz280u3Jxccl2pfnUqVNq3LixatSooVq1aqlu3bpavny58ufPLzc3Nx09etRYvtjYWEVHR6tOnTqaPHmyKlWqpD59+ujLL7/UL7/8oubNm6tatWoqWrTobftU3K5/xJ0GKXvcdrZ/A+uZYTs7O6Wnp+ubb75RYGCgatSooblz5xonVxwcHIx7oFpZ/+3g4KCmTZsaYefKlSvaunWrcWurm0dpdXJyUlBQkL777julpKTIy8tLgYGBqly5suLj47V8+XKNGjVKAQEBGjZsmMqXL2+cge3Ro4eOHDmi4sWLq1evXpKkEydOaM6cObKxsdHJkydVpkyZbD8+1sFxpP/9gFsH3Dl+/LjKlCmjjRs3qkaNGrpw4YL27NmjggUL6vz587kGlC+//FIzZszQvn375O7urooVKxoH1MOHD5eXl5fs7e0VERGhAgUKqE2bNnJ0dNT+/ftlb28vf39/tW3bNtd1cbsmV1b/xP0rNTVVdnZ2xg/vqVOnFBMTo3Llyhn3H7f21be1tdWWLVvk6uqaY9T43MK39WTp5cuXde7cOV2/fl0VKlRQWFiY1q5dq9TUVA0cOFDu7u5asGCBevfurfDwcC1ZskS1a9dWVFSUrl69quvXr8vb21v//e9/5eXlpQkTJujw4cPavn27qlSpohdffFFr167VsWPHdOTIEZ08eVI7d+7U2rVrdeTIEeXPn9+oxc7OTqtXr5aNjY2x3gsUKKC1a9fK1dVVNWvWVLVq1VS3bl2tXr3a6ANduHBhY8R6Serfv7+WLVumzp07y8XFRd27d1flypUVHR1t9LEfNGiQ7O3t5efnZ+xDJUuWNH5XJBk1wFzW/fLEiROKiooyRtS9XfNI6xXcOXPmqGXLlnJxcbnrlbhvv/1Wly9f1o0bN2RnZ6fU1FSdOnVKkydPVkZGhooVK6Zhw4YpICAg2yCStWvX1qeffqrr168bt+M6cOCAsrKy9OOPPxp3REhKStKWLVt04cIFY5Rh6c/bwVlbyzk4OCg+Pl5ubm66fv26PDw8tGzZMjVt2lTe3t6Kjo6Wp6encaxiY2NjXE27fPmyPvroI+XLl0+ZmZm6fv26sR9ZLBYNGTJEK1asUHR0tLp166aCBQvKw8NDbdu2VatWrXKMHWD9Hqlbt+4dP7fc7mSRlyvVN7cCwf2XlZWlS5cuGbd8DQoKkp+f321bnFrd2vQ7t/0nMTFRCQkJioqKUokSJYyTmVu2bNGKFSuUkZGh+vXrq2fPnpo8ebIOHDigggUL6r///a8CAgIkSXv37tW1a9f03HPPKTw8XL/99pskaerUqcZ4HytXrtTixYuzBXBvb2916dJF8+fPV9u2bVW2bFnZ2dkpMjJScXFxKlGihFJTU5WVlWXcZ9tisahcuXIaNWqU8ufPr23btsnX11c2NjaKiIhQUlKSXF1dFRkZqYSEBL311lt64403tHnzZjVr1kyDBg1S2bJltWHDBvn4+Khfv35yc3PL04CItwvU1nV1LwPUSsoxntU/8Xjl7/rXBfBBgwbp0qVLxhnMkJAQVaxYUR4eHrkOYJaUlKTLly8rOjpapUuXVkxMjC5evKg6deooKSlJX331lTp27KjixYsrMjJSqamp+vTTT41gnpCQoOTkZEVERKhBgwZq06aNJk2apF27dikuLk62traaPn26HB0d9fbbb+vy5cuKiIjQsmXLdPnyZZ05c0ZeXl7Gji/9uWGWLl1aTz/9tNFcfO7cufrxxx9VoUIF1a1bV+3bt1fRokW1YcMGlStXToGBgVq0aJEuXryoEydOyN/fX+XKlZOTk5Nmz56tGTNmKCgoSC1btlS9evWMftxVq1Y1BgcqWLBgtgPdWwdVuvl2W3j05HarOOt06wGfdOcv35tPtDg4OKhz586ys7MzblXUvn17BQb+v/buPD7mc238+CfrZJkkM9n3EkFEQkhs9Qix1O6hlkNb6ljjVC1Pn1ra+p0u1laLgyptcezVVm2lpe0RDkERIhpCiCWJyL7v5vdHXnOfLELbR7Xler9efZUxmfnON/Ndrvu+7uvyIjo6mtu3b5Oamkq7du0IDQ1l9uzZqjpzr169uHTpErNnz2b16tWYm5vj7e3NZ599hk6nq5GO9Je//AVPT08OHDhAQkICGo2Gnj170qhRIxISElQ61o0bN7h69SomJiY4ODioEVYPDw+Vjv7VV18xZcoUgoODmTJlCjk5OaqIlPG9vv76a06cOMHdu3dJTU0lKyuL999/n6VLl5KTk4OTkxOvv/46np6eXL16laysLIKCgggPD6+RZgVVx/K9Cv0ZDAY8PT3V393c3Lh9+zb/7//9P0xMTBg+fLg6Ru+3Hrm+gcQ/ouzsbBYsWKCWwkBVr+nExEQ1u1871b1nz56qKnxlZaVaL7x161a1jnTFihVkZmbSqVMnVeNi//79DBs2jFOnTnHq1Cl69+6No6MjlZWVFBcXY29vT3JyMnFxcQwcOFDNguXl5aHX66msrGTFihU4ODhw69Yt7ty5U2MQ1ngDaPx+hYWFMXr0aI4ePUp2djYWFhbq+2dra8vOnTuJjY2loqKCO3fu0LVrV4YNG8bx48fVIE1AQIBKG27Xrh1Lly5VwbWXlxdTp06t81165plngPuvzRe/jernzdrFgszMzAgPD2f37t3odDr1fY6PjycuLo6QkJAarTaru3nzJjdv3iQ/Px+9Xk9BQQFmZma89dZb3Lx5ExcXF2bOnKkCAKiqSXD48GFatWpFfn4+xcXFlJeXs3LlSqZOnUrr1q1566232Lt3LyNGjMDa2hqoWqJgMBho164dcXFxnDp1ikGDBpGenk5hYSHl5eUUFhaSlpam6tFoNBpMTExITEykSZMmJCUlYWpqSqtWrSgpKcHa2poOHTqwatUqVd9i+PDh2Nvbk56errI9ABo2bIiJiQkBAQFMnz6dzMxMnJ2dcXJyqrGMw7ifhgwZcs/fhfG8ca+CV/Vd94zut8Zd/Pbu1+nCYDDwww8/8Pnnn6vOOIWFhcydO7fe2j45OTmUlJSQlJREWVmZmjTauXMnBw4coKysjHHjxtGmTRtGjhyJj4+PmuxKSkpiypQp/POf/2Ts2LE4OjqybNkyfHx80Gq1tGnTRhWpNDp27BgREREEBAQQEBCgqtNnZWWxbNkyXFxc1IRE7Vnffv36sXHjRnJzc1VNpD179tCxY0eKioooKysjNjYWqJpcTE9PZ8mSJcydO1dlncyYMQMrKyteeOEFdRwYayVotVqWLVvGnDlzGD9+PBYWFjRp0qTO8rSH5Y+yDO2P4okLwBs0aMALL7xA9+7dazx+/vx59uzZQ2JiIi4uLowePZqAgABWr17N6dOnMTU1pX///hQVFXH9+nWCg4PV6OydO3dwdnamrKyMb7/9FhsbG95++20SExPZunUr+fn5eHl5sX79enUR69ChAyUlJSrVG6oC2NzcXNzd3fHz82PBggXcuHGDuLi4GhdTa2trsrKyuHr1qppdvHPnDhs2bOC1116jd+/evP/++0BVr8euXbsSEBCAVqvl1q1bDBkyBDc3NxwcHGjdujVr1qypsS+qp4rY2trKOurHhLECpZOTU41e78aT8sKFCxkzZkydEcz6UnUB0tPTycrKorS0FG9vb/bv38/169fRarW8/PLLfPHFF5iamqrWKqtXr2bKlClERUWpdalLly5l7dq1aubn3Xff5bvvvuP69evEx8eTnJzMypUr1QzG0aNHadKkifpeHj9+nObNm6s2FGfOnGHx4sWMGTMGd3d3Bg4cSKdOndi8eTONGzfmzJkz5OTkYGJioqrYGivZmpubs2jRIqytrSktLSU3N5eioiKsrKyorKxUKeUpKSk0adKEQYMG4ejoiLu7Ox999FGNfWMwGFTP1vsxtlEy7uv6Ru0jIyNVBkF1j8tFzcLCAnt7e4qKitRjLi4upKamkpGRQUxMDP/+979JSkrCwcGB2bNnc/bsWRISErC1tSU1NZUXX3wRU1NTkpKS0Ov1XL9+neeff56uXbsyd+5c/vnPf+Lj40OrVq0YM2YMeXl5GAwGfvzxRzIzM+nVqxfNmzfH0tKSmzdvYm9vr3qOGgdBLl68yE8//cTUqVOxtrZm4cKFZGZmEhgYyLp16zhx4gSHDx8mPj6eHj160Lt3b9avX09UVBQGg4G//vWvwH+CgmeeeQY/Pz9OnDiBm5sb7u7uKiW2ffv2tG/fvs6+cnJyqrOm9EG9XcWvU1BQQE5OjipsamFhQfv27dUSgvpmc+o7bxp/79bW1mRnZ6PT6YiLiyMrK4ubN29iYWGBqakpUVFR7N69m9TUVBwdHXnjjTdwdHRk8eLFmJqa4ubmRkFBAaampqxcuZI2bdowb948taxl+PDhKsNs27Zt6ruYlJTEJ598wsWLFykvL+eNN97Ax8eHvLw8dDqdCpKhqihkeno6gwcP5ptvvuHYsWO8+OKLuLi4cOfOHUJCQlRfeOPxYmpqyuzZs1m5ciVr165Fp9PRvn17rK2tadu2LRYWFrzwwgscO3aMkpISmjZtio2NjQrIqy+dadSokRpUq/7n+hjPpcbBx58zACnHxqNTOwMrISGBc+fOMXTo0Hqrtt9vWUV5eTnLly9n5cqVqiDfp59+SnFxMZcvX+bGjRsMGjSI0tJSBg0axL59+xg3bhxNmjTBYDCQlpZGWVkZTZs25cSJE8ycORM7OzsmTZrExx9/jF6vZ/DgwYSHh7Nv3z4yMjKIi4tDr9erzImOHTuqCuTG4mnVO+lYW1urQmalpaVUVlZSUlJC69atef7552nYsCFHjx7F1dW1xrnCOFg0YMAANmzYoKr+z5w5k127dlFaWkq3bt3o06cPBoOB3bt3q6zCFStW1NlXxo4rxu4SRrt37+bGjRtkZmbi7+8P/GfJaH2Zv+LheOICcAcHB06fPk2zZs04f/48zs7OhIWFqf6Us2fP5t1332XPnj2UlZWRnJzMpk2bqKys5Pbt28TGxpKamkp5eTl2dnbo9XpycnLw8PDgzJkzBAYGqrVJdnZ22NjYkJKSQnl5Od7e3kRGRrJu3TqOHj3KwIEDOXv2LBs3buSpp57i7NmzPPXUU0yfPp34+HgiIyPJz8+nZcuW6iAzMakq99+pU6caB1HPnj3p0KEDOp0OU1PTGu1/jIKCglRhKvHnV7uYVHXffvstFy5cYNq0aerfli1bxrBhw+jWrds9bxhnz54NVM2wGJcvZGRkEB0dTf/+/VmzZg0xMTHk5+czbdo0wsLCGDFiBD4+PnTq1IkffviB1NRU+vXrx8WLF8nJyaG4uJiSkhIiIyP54osvmDx5MlZWVjRq1EhVY05KSiIvL09lWUDVMglTU1OVep2dna0GBozrcY0OHTrEwYMH6dWrF2ZmZsTExNC5c2fat29PcnIy+/btY8uWLapQn4eHh+rPqtfr6dOnj5pNefPNN8nOzsbBwQEnJ6caaYvGmfza6c61Va9uWv2G8H5rkqWGQVUAbhxcNLKxsaGiooKSkhJOnDhBWVkZGzduZP78+axbt47hw4cTExPD8OHD2b9/P4cOHVJ9hps3b87mzZs5cOAA27Zt49atWwwaNAgrKytVa6O8vBxPT0/atGlDdnY2//rXv8jIyMDW1hZra2tcXFz4+uuv1do44zrA3NxcXnrpJfz8/FQq7ejRo8nPz2fLli00a9aM5557Dl9fX3Q6nZrl0Ov16uas+k2Nv7+/uvkRfxylpaX0798fV1dXta4zJCSEsrIyrK2t73nc5uXlcfv2bXJycmjRogUXLlzAYDCouhEbN25k+vTpuLq6kpGRgZmZGStXrsTd3Z2srCxsbGwoLCzkzp07jBgxgrCwMCIjI7lw4QK3b98mMDCQiRMnUlZWxrRp00hLS+PatWscPnyYo0ePkpSUhK+vLwUFBSoAt7CwIDMzU/357t27qhVnr169GDp0KFFRUSo7qHqh1OvXrzNy5EgqKipwcnJSPXMzMzNp1aqVao1nampKly5dcHBwwMXFhblz56LRaGrM6FX/jtfu21v9XFt9prq+P9+LnEsfnaKiIlJTU8nNzSUjI4OsrCyVJVlRUXHPwpy1f3ceHh7q2mt8vvF8b6x0HRMTw4ULF8jIyKBPnz41ZmctLS1p0aIFy5cvJyQkBCsrKzp37oybmxvR0dHExsbSt29fNBoNJSUlqsjf008/Tb9+/YiNjWXNmjW0b9+ey5cvs3LlSnWvf+PGDczMzNRglKWlpbq2FxYWUlhYiK2tLYmJiTRv3lwN1peXl9cIwIcPH84//vEPIiMj8fb2Vvvt3XffZd68eWrZxfjx4+t0HwF47rnn1BI5g8FQ73187YkTY7q3cb/WrrpuNGTIkDqZI3IMPRpPXABuZ2fH6tWrVRpWp06dCAsLw9XVlePHj/Ppp58SFxdHw4YNuXv3LgUFBUDVF9LBwYHy8nKKioowMzPDxsaG9PR0vL298fT05NatWwQEBGBubs63335LamoqcXFxeHl5odPp2L59u7qIenp6otPpePHFF1myZAl5eXn07NkTDw8PrK2tmTBhAllZWTg5Oakqm8YDx8nJqU4hEXNz8/uupxZ/DsZ0K+OJ+Ny5c6r4TW33G500thEqLi5WM8Vubm4YDAYSExP56aefuHTpEufPn6dfv34MHTqUSZMmMXHiRJYuXcqwYcPo06cP+/bto6ioiIMHD1JeXs5rr72Gvb09U6dOZfny5VhaWvLSSy8RFhbG119/jZWVFfHx8WRmZmJiYoJOp+P69etA1bF348YNAgIC1IiwhYUFWq1WpW4b11dbW1tTXFxMw4YN+fHHH9mwYQOenp5qBsZYHd3ExIRZs2ap/pjGm7+RI0ei1WoZNGgQN2/exNLSEldXVxwcHBg5cqTaTzqdTq17NRgMuLm53XcNU+1e4ffa/7UvonIx+3nMzMywtbVV3wGoqn569+5dKisra7RaadKkCdHR0djZ2VFYWIiNjQ0tWrRg+/btVFRU4O7ujk6no1GjRrRu3ZoBAwZw5swZMjIycHR0JCkpCai6KYmPj2fHjh3cvXtXtV/cv38/5ubm9OzZk6ysLHbt2kVQUBB+fn74+Pjw6quvkpeXh4uLS41Ux27dutGtW7c6n00KlP05GdtzzpkzR7W4NIqKiiIqKopr167h7+/PuHHjcHR0ZP78+dy5c0cNPEZHR6v6DpWVlaSnp5OTk4Ner6eiooKNGzcSHh7OiBEjiI6O5rvvvqO0tBQ3Nzd27tzJ4cOHSUxMpLi4WN2PQFVAYGwZ5OrqiqurK2+88QY//fQTN27cqNGqZ+DAgXz//fe89957lJaWcu3aNQoKCpgwYQIffvghmzdvRqfTMWHChBp967t160ZJSQkA48ePJzIyEisrqxqFKasXLayueubcvYrY1r7WVVdf0CYzcb+t8vJyUlJS1NKW+63Z/eijj/j2228JDg7GwcEBnU6nlrncazknQGJiIsnJyeTl5dGlSxcKCws5ePAgI0eOJDIyEp1Ox61bt6isrGT58uVoNBrWr19PgwYNcHFxYcGCBSxYsAB3d3f1mu+88w579uwhKiqKlJQUdu7cyfjx41X2Zn5+vurtXlhYiJWVlfp5R0dHzM3NqaysxNPTk6FDh9KmTRtWrVqFl5cXWq1WDVyZm5uTmZmJn58fzZs3Z/bs2SqDderUqRw5ckTVlTIyGAy4urqq+3kPDw+mTp2qih3OnTv3gb+Te33/q1dhh3tnP9V+7HHJlHucPHEBuLOzM7179+btt99Wj5WUlBAfH4+3tzejRo3C3Nycffv24efnh7W1tRoZNvZcdXNzY/r06fj7+5OTk8Pt27dp2bIlOTk5uLm5qfQVf39/hgwZQmBgIJ6enjz11FPqRGUcVQNYtGhRne3U6/WqaqH4c0pLS+POnTukpaXh6uqqblLuV22z9mOrVq1iwYIFNQLw0tJSLC0tuXTpErdu3aKsrIyIiAi1Xs/ExAQbGxsMBgNFRUXqRkij0aibL2PBpoiICBYtWkTHjh1xc3MjIyODV199lU2bNtGhQwfOnz/PqFGjOH78OEeOHOHixYsYDAYuXbpEYWEhDRo0UPUJAgMD0Wq1ODg4EBUVxddffw3858Tv6OjIlStXSEtLIzU1Fb1er/bP7du3MTMzIy0tDai6eTMeJ5GRkezatYuMjAw1I2TcV0ajR49m9OjRNfbl3bt3sbe3r1N5E+49q/JLZlnkRvDhMw5yJiYmqsesrKy4evUqw4cPJykpSfWVdnNzIz09Ha1WS1FREenp6bRq1Yrjx4/zySefsHv3buzs7BgyZAgrVqxgy5YtWFhYMGvWLBwcHNR3yMXFhX79+tGoUSPc3d3x8PBAr9fX6NE7YsSIOtvq4uIiNS+eAKamplhZWXHs2DHatGlDfHw8fn5+NG3alLS0NJ5++mlef/11Jk6cSGxsrLoHWLhwIbm5uRQXF6suJ+Xl5djY2GBvb09+fj4uLi6kp6dja2urbvJ1Oh0ajYbExEQSEhIICwtj4MCB3L59m/j4eLp168b+/fv5/PPPsbW15fLly6SkpDBq1CjWrVtHZGQkOTk5DBgwQA3IGwwGOnTogK2tLSdPnsTf359nn30WX19ftFot77zzTp2AyXjOrl43oPZStOrnyftd04yPV////Z4rHr77ZctVd+fOHbV0zJiFVh9jqva9Cje+8847AKrmyuLFiykuLmbOnDmqsGmDBg0wGAwcOnSI559/nri4ON588026d+/O3/72N2JiYkhJScHf31/1VD958iRnz56t0Ynh3//+NxEREfTv3x+oasN7+PBhgoKCyM/Pr5FxlJeXh6urK9988w2mpqYcPHhQtXYsLi5mx44dfPLJJ2i1WtUhwhjsGjP9jNlOCQkJWFhY4O3tjU6nU+9fnXGgydfX9541OKpXzL9fwbjaZFD/8fDEBeB6vV714aveFqmkpISdO3dy9epVrl69ClTd/I0fP55ly5ZhZ2dHy5Yt6dKlC82aNaNhw4Z4eXnh4eGBVqvFxsaGzz//HKhaQ7106dI67x0QEPBoPqT43SUlJal0JhsbGzIyMujfvz/du3evkZ5kVFBQQEFBAbdv31ZF/srKyrh48SIvv/wy06ZNY+/evfz4448MHToUHx8f9uzZg06nIycnh8zMTP77v/9bzcYZg/HCwkIVKNjZ2VFUVISLiwve3t6EhITg5+eHra0tycnJuLi4qJZyUFWUxNnZGXt7e3Q6Hf7+/owaNYrGjRuzZcsWLC0t0Wq13LhxA6jqx33hwgVcXFy4ePEiPXv2RKvVcu3aNXJzc+nZsye7du1i/PjxPP3005w/f57mzZszf/58mjVrRnBwsLoRDAwMJDAwUO2fMWPGPHCfV1/Xbmpqet+KtfebVZGbwt+HiUlV/9Mvv/yS2NhYiouLiYmJwdPTEx8fH44dO0ZycjJQFQDn5eVhY2ODp6enyjQYPHgwWq1W1cwICgpSvdyr37RULyDp4eFRb5sgITQaDatWreLs2bMUFxfz7LPP0rRpUxwdHTl58iQpKSkkJSVRWFhISUmJOg/Z29urftQFBQXY2tpSUlJCbm4uhYWFqiVXu3bt2LVrF1FRUcTExHDlyhVCQ0MxGAx89NFH/Otf/+Lq1as4ODjQokULTExM2LRpE/7+/gwbNowmTZrg6+vLxIkTKSoqUudsI2MQUN9MtfGc+6AinLVVf0xm1x69h5UtZ1RWVkZJSYnKRHNycmLbtm1cu3YNe3t7xo4di5WVlfo+WFtbk5CQwJEjR9RyzcaNG9OhQwcOHDjAxIkTmTNnDpMmTeL48eMqSykiIoLk5GQsLCzQaDTodDqKi4vx9fVVgzy+vr5UVFRQXFys0seNn8uYBWVcM75hwwZOnTpFREQEJSUlZGVlERoaSseOHTl69Chjx46lVatWVFZWqvuh6Ohodu3ahYWFBV27dkWv1zNo0CDS0tKwsrJSy9Rmzpyp9k/tGgStW7f+Wb+n+w3syyDUk+2JDMCN6R/G4NvKyopBgwbRoEED9Ho9Li4u6PV6LC0tCQwMZPXq1TVew83NjT59+jzybRd/Hm+++SYvvviiavfz3XffUVZWhkajISYmhk2bNnHt2jV69erFhAkTWLJkCcnJyfj5+RETE0Nqaip9+/bFz8+P0NBQ/Pz8SExMZPr06XTv3p3IyEh69OjB4MGDSUtL44MPPsDPz4+OHTsCVbMVpqamasYQqgaZjIV2nJycyMnJAVAzMc7Ozmpw6tlnn2XevHmEhoby1FNPYWNjQ05ODsuXL1cdAZ5//nkaNGigKv536dIFExMT1Ue4VatWWFlZER4ejqWlJQMGDKiRuvhLWh79nPYVD+r7LP74QkJCiIyMZMmSJbi7u+Pk5MS4ceOAqvRuY+GbgIAAdu7cCVDjJsnDw6NOJkR91XCF+Dnc3d3561//WmPpSlZWFteuXSMwMJCBAwcSGxtLXFwcgwYNYvPmzZw+fZrU1FQSExNp0aIF0dHRjB8/Hl9fX/Lz80lPT8fT05OoqCgmT55MYWEhX331FYGBgQwZMoTg4GDatGnDf/3Xf+Ho6KjuRwBatWpVowtE9e2sT/XU1V9SoOx+j4uH5/fIlqvu9ddfJzExER8fH3Jzc6moqGDPnj1kZGTQvXt3Tpw4wZ49e+jdu7da2qDT6di1axfXrl3Dy8sLS0tLGjduDICnp6fq4tG4cWMyMzPp0aMHpqamHD9+XFXsDgkJwd7enry8PDw8PFQGnLW1NWlpaXTs2JFdu3axcuVK9b7GjDbjZ//ggw/45JNP+Mc//oFer6dJkya0b98eBwcHJk+eTG5uLh4eHkyePBmtVst3331HaGgokyZNUp//7t27D1x+BnUz56pvx4PIcSRqe+IC8BYtWrBkyZI6j9vb2z+wuJIQP8f169dp1KiRSjkqKytTs8rl5eV8//33PPPMM/Ts2ZPZs2dz4MABvLy8MDExYcaMGVy8eJHNmzdjZ2dH06ZN0el0ODo61ii65+TkpNbmabVaNBpNjbWzAQEBbN68mSNHjtCkSRNVJCUoKAh7e3uys7NVsSsrKytu3bpFo0aN1HrtNm3aMHDgQJydnYGqIH3w4MF06dIFe3t7ld74t7/9Dai6gFlbW9dIDbsX49rC2n9+0AyKzLA8GUxNTenevXudLhWA+i4K8Sg5ODiomgHVZ+Kys7M5ePAg58+fJz4+nsDAQJo3b06PHj348MMP0ev19OjRg4iICLy9vUlISMDPzw9nZ2ccHBywtLSkX79+GAyGer/z9Q0eGQNp+GWzaJK6+sfze2fL7dmzBycnJ+bMmUNubi6zZ8+msLCQffv2odVq8fT05MKFC1y5coV27dqpQNjU1JQePXrUWK5j5O7urloyarVaKisrOXXqFCkpKXTo0IHr169z6dIloGpG21j48ubNm+rni4uLCQ4OxtTUlKNHjwIwbtw4mjZtqt7f+PrTpk2rsw13797Fx8enTv0NHx8f0tLSqKioUGnfD+rvbiT1CMTD9MQF4EL81owX0uq9K41F0c6dO8eVK1eIiYnhwIEDxMTEEBQUREVFRY2iOXZ2dmRnZ6PVatUa6+p/bty4MefOncPf35/o6GhsbGzUulZjWtrYsWP59NNPGTVqFPb29rRv357evXtTUFDAkCFDVNrt//7v/6LRaNBoNDUKSBlnEo3VMx0dHe9Z6K96n9vqBcrudYGqHkjLzaAQ4o/O2HIL/pM15+joyMiRI2nbti0uLi5MmDBB1WyJiIhQmU9QdU5s3Lixmh2srfbsNPDAgEDOnY+P3ztb7tq1a+h0OiwtLXFzc8PT05PU1FTc3d25desWfn5+9O/fn7y8PJXtBqila7t27cLR0ZFbt26Rk5PDCy+8gIODAwkJCUDVfUt6ejotWrQgOTmZjRs3qtobLVu2RKfT4eXlxYwZM9Tx9Ze//EW9T/W2uPdjzJKDquOjvmPofq1BJagWj5IE4EI8ZE5OThgMBhISEvD398fc3JybN2+yf/9+PD098fX1xd3dnTFjxhAVFYWZmRl5eXlERUUBVTd5BQUFpKSkEBYWxltvvYWlpSUeHh4qAB8xYgQHDx7ks88+w9vbm169eqkZQuNFxM/Pj3nz5tXZPjs7uxopjPXNshhbaD3oZq921W+5iAkhHhf9+/dXBZaqn+vuVzugeiVk489U7099L/X1QBaPrz9Ctpy/vz+nT5/m2rVrmJmZkZKSQn5+Pj169ODQoUPEx8dz/vx5WrRogYeHhxpwd3Nzo6ioiP379+Pl5YWdnR1OTk4UFRWpzDioulcxfo/v1fLKOKNd2y8p8geyBE38+UgALsRD5uDgQMOGDTlw4ADe3t6UlZXx/fffc/fuXZ577jkcHR3Zvn07Y8eOpby8nOnTp2Nvb69mUJydnenevTteXl64ubnx/vvvo9frcXJyUiPQGo2Gfv360a9fvwduj3FWGh48s1KdtNASQoj6z5f1BdU/py2QEL93thxAnz59MBgMzJgxg0aNGqmilsZ6GwkJCURERKhZaOP3OCAggPfee++Bn7H2sVG9hdb9jgkp8icedyYG45EvhHhoDAYDhw8fZuvWrej1etzd3Rk8eDDe3t6q16aZmRlOTk51CqL8Ej/3YiaEEEKIP47c3Fw+/vhjAgMDVWHf6tlysbGx9WbLLVq0iKtXr7J+/Xr69OmDiYkJb731FgMHDsTKyoqSkhImTJhAaWkpBw8e5IcffsDb25uuXbsSEhLywG37OYP0xiw5Y6V9uQ8R4ueTAFyIR+h+F7Xaa6mBGhc2IYQQQjw+vvzyS44cOcKYMWNqZMu9/PLLxMbGsn37dvLz81W2nJmZGfv27WPWrFnk5eVx9uxZGjZsiJubG4mJiXWy5X6J2v3C75U9J4R4OCQAF+I3VLs3tQTSQgghhADJlhPiSSUBuBBCCCGEEH8Qki0nxONNAnAhhBBCCCF+J5ItJ8STRQJwIYQQQgghhBDiEZCFIEIIIYQQQgghxCMgAbgQQgghhBBCCPEISAAuhBBCCCGEEEI8Aua/9wYIIYQQfzYjR47k5MmT9/w3Z2dnjh49+ki2Y/ny5axdu5aYmJh6nzNr1izi4uLYu3fv/+m9Ro4ciY2NDatXr/4/vY4QQgjxJJMAXAghhPgVWrduzcyZM+s8bmFh8TtsjRBCCCH+DCQAF0IIIX4Fe3t7QkJCfu/NEEIIIcSfiKwBF0IIIX4DsbGxjB8/nrCwMIKCgujZsyfbtm2r8Zzk5GSmTp1K27ZtadeuHS+//DIpKSkA7Nixg6ZNm5KVlaWen5eXR9OmTdmxY8c937OiooLFixfTsWNHWrduzYIFC6isrKzxnIKCAubOnUtERARBQUG0b9+emTNnkpeXp55TWFjIG2+8obZrzZo193yvZcuW0aVLF4KDg3n22WeJjo6u8ZyvvvqKvn37EhwcTHh4OPPnz6e0tPSX7UghhBDiMSIz4EIIIcSvYDAYqKioqPO4ubk5KSkpjBo1is6dO7Ns2TIqKirYunUrf//73wkJCSEgIICCggKee+45rK2t+fvf/461tTXvv/8+48ePZ/fu3b9qm+bPn8+XX37J9OnTadCgAevWreP06dM0aNBAPeeVV17h8uXLvPLKK7i4uHDu3DmWLVuGXq9n1qxZAPzP//wPZ8+eZcaMGeh0OpYvX05iYiIdO3ZUrzNnzhz279/PlClT8Pf3Z/fu3YwfP54NGzbQunVrYmJieO2115gyZQqhoaFcuXKFhQsXotFoeOWVV37V5xNCCCH+7CQAF0IIIX6FqKgomjdvXufx6OhoLl++TEhICIsXL1Zrwlu2bEm7du04deoUAQEBfPnll2RkZPDNN9/g4+MDgIeHBy+99BJXr179xduTk5PDtm3bmDZtGqNHjwagQ4cOREREqOeUlpZSXl7Om2++SXh4OADt2rUjJiZGFZW7ePEihw4dYsmSJfTp0weAFi1a0K1bN/U6iYmJ7Nixg7lz5zJ06FAAwsPDSU9PZ+nSpWzYsIHTp09jbW3N2LFjsbS0pG3btlhYWMgaeSGEEE80CcCFEEKIXyE0NJTZs2fXedze3p7OnTvTuXNnSktLuXjxIklJSZw/fx6AsrIyAGJiYvD391fBN0CzZs344YcfANTzf65z585RWVmpAmsAjUZD586d1WtpNBrWrl0LwK1bt0hKSuLy5cskJiai0WgAOHPmDECN13F1da2x3t0YrIeHh9fIAujcuTMffPABZWVlhISEUFRUxIABA+jduzcREREMGTIEExOTX/S5hBBCiMeJBOBCCCHEr2BnZ0dwcPA9/62yspKFCxfy2WefUV5ejq+vL2FhYUBV6jpAbm4uTk5OD217jGu49Xp9jcednZ1r/P37779nwYIF3Lx5E71eT1BQEFZWVty9e1e9joWFBVqttsbPubi4UFhYCFTNtkPNIL267OxswsLC+PDDD1m3bh1r1qzhww8/xMfHh0WLFhEaGvp//rxCCCHEn5EE4EIIIcRDtmrVKrZv386iRYvo3LkzNjY2FBcX88UXX6jn2NnZcePGjTo/a0xtN84UGwN2gKKionrfU6fTAZCVlYWbm5t63BgsAyQlJTF16lQGDRrEpk2bcHd3B2Dq1KkkJiaq1ykvLycvLw97e/sar2NMH7ezs8PExIStW7dibl73VsI4CNC1a1e6du1Kfn4+hw8fZtWqVUycOJFjx45haWlZ72cRQgghHldSBV0IIYR4yM6ePUtQUBC9e/fGxsYGgCNHjgD/CahbtWrF5cuXSU5OVj+XmJjIhAkTuHjxopqBvnPnjvr3U6dO1fuerVq1wtLSkgMHDqjHKioqOHr0qPr7Tz/9RHl5ORMmTFDBd1FREadPn1bb1bZtW4Aar5Obm8vZs2fV30NDQzEYDBQWFhIcHKz+i46OZv369Zibm7N8+XKGDRsGVAXsffv2ZezYseTn51NQUPBzd6UQQgjxWJEZcCGEEOIhCw4O5uOPP2bTpk00adKE8+fPs3LlSkxMTCgpKQFg8ODBrF+/nsjISCZPnoyZmRnLli2jRYsWtG/fnqKiIjQaDfPmzWPSpEmkpKSwatWqemeOtVotY8eO5eOPP0aj0RAYGMjWrVvJyMjA19cXqFpjbmZmxnvvvceIESPIzs5m7dq1ZGRkqNf18/NjwIABqmWYp6cnq1evrrHWu1mzZvTs2ZNXX32VyZMn06hRI06ePMmqVasYN24cpqamtGvXjpUrV/LGG2/Qt29fcnNz+eijjwgNDcXR0fE3/g0IIYQQf0wSgAshhBAP2YQJE0hPT2fFihWUlpbSoEED5syZw969e4mJiQGqirVt2rSJhQsXMmvWLCwtLQkPD2fWrFmYm5tjb2/P0qVLWbx4MRMnTqRx48a8++67vPTSS/W+79SpU7GysmLLli3k5eXxzDPPMGzYMI4fPw5Aw4YNWbRoEStWrGDChAm4uLgQHh7O4MGDefvtt0lLS8PNzY158+bh6OjI8uXLKS8vZ8iQIbi5uanBA4DFixezbNky1qxZQ2ZmJl5eXrzyyiuMHTsWqJpJ/+CDD1izZg179+5Fo9GozyeEEEI8qUwM1ReXCSGEEEIIIYQQ4jcha8CFEEIIIYQQQohHQAJwIYQQQgghhBDiEZAAXAghhBBCCCGEeAQkABdCCCGEEEIIIR4BCcCFEEIIIYQQQohHQAJwIYQQQgghhBDiEZAAXAghhBBCCCGEeAQkABdCCCGEEEIIIR6B/w8d/LoveaM8yQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=rj.universidade_nome,y=rj.mensalidade)\n",
    "ax.set_title('Mensalidade de faculdade parceiras do ProUni', fontsize=20)\n",
    "ax.set_xlabel('Faculdades',fontsize=16)\n",
    "ax.set_ylabel('Preço (R$)',fontsize=16)\n",
    "plt.xticks(rotation=5)\n",
    "ax.figure.set_size_inches(16,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "6bd4200b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A Quantidade de alunos que receberam bolsas no RJ em medicina é:  22\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grau</th>\n",
       "      <th>turno</th>\n",
       "      <th>mensalidade</th>\n",
       "      <th>bolsa_integral_cotas</th>\n",
       "      <th>bolsa_integral_ampla</th>\n",
       "      <th>bolsa_parcial_cotas</th>\n",
       "      <th>bolsa_parcial_ampla</th>\n",
       "      <th>curso_id</th>\n",
       "      <th>curso_busca</th>\n",
       "      <th>cidade_busca</th>\n",
       "      <th>uf_busca</th>\n",
       "      <th>cidade_filtro</th>\n",
       "      <th>universidade_nome</th>\n",
       "      <th>campus_nome</th>\n",
       "      <th>campus_id</th>\n",
       "      <th>nome</th>\n",
       "      <th>nota_integral_ampla</th>\n",
       "      <th>nota_integral_cotas</th>\n",
       "      <th>nota_parcial_ampla</th>\n",
       "      <th>nota_parcial_cotas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9715.61</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1002328574024</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Sao Paulo</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUxNTA2MTUwMzA4</td>\n",
       "      <td>Universidade Cidade de São Paulo - UNICID</td>\n",
       "      <td>UNIVERSIDADE CIDADE DE SÃO PAULO - UNICID - SE...</td>\n",
       "      <td>1002328</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>739.62</td>\n",
       "      <td>738.08</td>\n",
       "      <td>738.96</td>\n",
       "      <td>718.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9650.00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65781564964</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Presidente Prudente</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUwODAzNjQxNDA2</td>\n",
       "      <td>Universidade do Oeste Paulista - UNOESTE</td>\n",
       "      <td>CAMPUS I  SEDE ADMINISTRATIVA PRESIDENTE PRUDE...</td>\n",
       "      <td>657815</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>738.92</td>\n",
       "      <td>728.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9564.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65788486984</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Marilia</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUwOTAzODI5MDA1</td>\n",
       "      <td>Universidade de Marília - UNIMAR</td>\n",
       "      <td>UNIDADE SEDE - Campus Universitario</td>\n",
       "      <td>657884</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>744.16</td>\n",
       "      <td>735.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>8600.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65881713994834</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Rio Claro</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUwNjAyNjQzOTA3</td>\n",
       "      <td>Claretiano - Faculdade - Claretianorc - CLARET...</td>\n",
       "      <td>CLARETIANO - FACULDADE - Cidade Claret</td>\n",
       "      <td>658817</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>734.44</td>\n",
       "      <td>720.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>8200.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>105596711902804</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Sao Paulo</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUxNTA2MTUwMzA4</td>\n",
       "      <td>Faculdade das Américas - FAM</td>\n",
       "      <td>RUA AUGUSTA - Consolação</td>\n",
       "      <td>1055967</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>735.84</td>\n",
       "      <td>724.70</td>\n",
       "      <td>738.42</td>\n",
       "      <td>723.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           grau     turno  mensalidade  bolsa_integral_cotas  \\\n",
       "2   Bacharelado  Integral      9715.61                   2.0   \n",
       "5   Bacharelado  Integral      9650.00                   8.0   \n",
       "6   Bacharelado  Integral      9564.00                   3.0   \n",
       "12  Bacharelado  Integral      8600.00                   2.0   \n",
       "22  Bacharelado  Integral      8200.00                   2.0   \n",
       "\n",
       "    bolsa_integral_ampla  bolsa_parcial_cotas  bolsa_parcial_ampla  \\\n",
       "2                    5.0                  6.0                 10.0   \n",
       "5                   15.0                  NaN                  NaN   \n",
       "6                    5.0                  NaN                  NaN   \n",
       "12                   9.0                  NaN                  NaN   \n",
       "22                   3.0                  4.0                  7.0   \n",
       "\n",
       "           curso_id curso_busca         cidade_busca uf_busca  \\\n",
       "2     1002328574024    Medicina            Sao Paulo       SP   \n",
       "5       65781564964    Medicina  Presidente Prudente       SP   \n",
       "6       65788486984    Medicina              Marilia       SP   \n",
       "12   65881713994834    Medicina            Rio Claro       SP   \n",
       "22  105596711902804    Medicina            Sao Paulo       SP   \n",
       "\n",
       "       cidade_filtro                                  universidade_nome  \\\n",
       "2   MzUxNTA2MTUwMzA4          Universidade Cidade de São Paulo - UNICID   \n",
       "5   MzUwODAzNjQxNDA2           Universidade do Oeste Paulista - UNOESTE   \n",
       "6   MzUwOTAzODI5MDA1                   Universidade de Marília - UNIMAR   \n",
       "12  MzUwNjAyNjQzOTA3  Claretiano - Faculdade - Claretianorc - CLARET...   \n",
       "22  MzUxNTA2MTUwMzA4                       Faculdade das Américas - FAM   \n",
       "\n",
       "                                          campus_nome  campus_id      nome  \\\n",
       "2   UNIVERSIDADE CIDADE DE SÃO PAULO - UNICID - SE...    1002328  Medicina   \n",
       "5   CAMPUS I  SEDE ADMINISTRATIVA PRESIDENTE PRUDE...     657815  Medicina   \n",
       "6                 UNIDADE SEDE - Campus Universitario     657884  Medicina   \n",
       "12             CLARETIANO - FACULDADE - Cidade Claret     658817  Medicina   \n",
       "22                           RUA AUGUSTA - Consolação    1055967  Medicina   \n",
       "\n",
       "    nota_integral_ampla  nota_integral_cotas  nota_parcial_ampla  \\\n",
       "2                739.62               738.08              738.96   \n",
       "5                738.92               728.86                 NaN   \n",
       "6                744.16               735.00                 NaN   \n",
       "12               734.44               720.86                 NaN   \n",
       "22               735.84               724.70              738.42   \n",
       "\n",
       "    nota_parcial_cotas  \n",
       "2               718.64  \n",
       "5                  NaN  \n",
       "6                  NaN  \n",
       "12                 NaN  \n",
       "22              723.28  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp = dados.query(\"curso_busca == 'Medicina' and uf_busca=='SP' \")\n",
    "print('A Quantidade de alunos que receberam bolsas no RJ em medicina é: ',sp.shape[0])\n",
    "sp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f687a772",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(x=sp.universidade_nome,y=sp.mensalidade)\n",
    "ax.set_title('Mensalidade de faculdade parceiras do ProUni', fontsize=20)\n",
    "ax.set_xlabel('Faculdades',fontsize=16)\n",
    "ax.set_ylabel('Preço (R$)',fontsize=16)\n",
    "plt.xticks(rotation=90)\n",
    "ax.figure.set_size_inches(14,6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1184fc7",
   "metadata": {},
   "source": [
    "## Distribuição entre notas de cotas do ProUni"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "79237217",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='nota_integral_cotas', ylabel='Count'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x=dados.nota_integral_cotas,kde=True,bins=10,hue=dados.grau)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35b1481f",
   "metadata": {},
   "source": [
    "Podemos visualizar gráficamente que as notas entre 550 até o máximo possui uma chance muito maior de conseguir uma bolsa integral no grupo de cotas, sendo os outros 2 grupos possui uma distribuição muito próxima. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b94e3e2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='nota_integral_cotas', ylabel='Count'>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x=dados.nota_integral_cotas,kde=True,bins=10,hue=dados.turno)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0a021a4",
   "metadata": {},
   "source": [
    "Neste gráfico podemos análisar visualmente que a maior quantidade de vagas é no período noturno quando falamos das maiores notas nessa amostra seguido do curso a distancia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "5e28e65b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>grau</th>\n",
       "      <th>turno</th>\n",
       "      <th>mensalidade</th>\n",
       "      <th>bolsa_integral_cotas</th>\n",
       "      <th>bolsa_integral_ampla</th>\n",
       "      <th>bolsa_parcial_cotas</th>\n",
       "      <th>bolsa_parcial_ampla</th>\n",
       "      <th>curso_id</th>\n",
       "      <th>curso_busca</th>\n",
       "      <th>cidade_busca</th>\n",
       "      <th>uf_busca</th>\n",
       "      <th>cidade_filtro</th>\n",
       "      <th>universidade_nome</th>\n",
       "      <th>campus_nome</th>\n",
       "      <th>campus_id</th>\n",
       "      <th>nome</th>\n",
       "      <th>nota_integral_ampla</th>\n",
       "      <th>nota_integral_cotas</th>\n",
       "      <th>nota_parcial_ampla</th>\n",
       "      <th>nota_parcial_cotas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9999.99</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>706710394154</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Campo Grande</td>\n",
       "      <td>MS</td>\n",
       "      <td>NTAwMjAwNDAyNzA0</td>\n",
       "      <td>Universidade Anhanguera - UNIDERP</td>\n",
       "      <td>CAMPO GRANDE - SEDE - Miguel Couto</td>\n",
       "      <td>706710</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>740.22</td>\n",
       "      <td>726.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Noturno</td>\n",
       "      <td>9836.40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104191210567043</td>\n",
       "      <td>Enfermagem</td>\n",
       "      <td>Crateus</td>\n",
       "      <td>CE</td>\n",
       "      <td>MjMwNDAxODA0MTAz</td>\n",
       "      <td>Faculdade Princesa do Oeste - FPO</td>\n",
       "      <td>UNIDADE SEDE - São Vicente</td>\n",
       "      <td>1041912</td>\n",
       "      <td>Enfermagem</td>\n",
       "      <td>663.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9715.61</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1002328574024</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Sao Paulo</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUxNTA2MTUwMzA4</td>\n",
       "      <td>Universidade Cidade de São Paulo - UNICID</td>\n",
       "      <td>UNIVERSIDADE CIDADE DE SÃO PAULO - UNICID - SE...</td>\n",
       "      <td>1002328</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>739.62</td>\n",
       "      <td>738.08</td>\n",
       "      <td>738.96</td>\n",
       "      <td>718.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Noturno</td>\n",
       "      <td>9689.34</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104191212798093</td>\n",
       "      <td>Psicologia</td>\n",
       "      <td>Crateus</td>\n",
       "      <td>CE</td>\n",
       "      <td>MjMwNDAxODA0MTAz</td>\n",
       "      <td>Faculdade Princesa do Oeste - FPO</td>\n",
       "      <td>UNIDADE SEDE - São Vicente</td>\n",
       "      <td>1041912</td>\n",
       "      <td>Psicologia</td>\n",
       "      <td>651.00</td>\n",
       "      <td>652.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Integral</td>\n",
       "      <td>9674.34</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>65899611932754</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>Rio Branco</td>\n",
       "      <td>AC</td>\n",
       "      <td>MTIwMjAwNDAwNDAx</td>\n",
       "      <td>Faculdade Barão do Rio Branco - FAB</td>\n",
       "      <td>CAMPUS  - RIO BRANCO - JARDIM EUROPA II - Jard...</td>\n",
       "      <td>658996</td>\n",
       "      <td>Medicina</td>\n",
       "      <td>758.32</td>\n",
       "      <td>723.94</td>\n",
       "      <td>734.92</td>\n",
       "      <td>711.26</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41442</th>\n",
       "      <td>Licenciatura</td>\n",
       "      <td>Curso a Distância</td>\n",
       "      <td>149.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>994312865605</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>Paraiso do Tocantins</td>\n",
       "      <td>TO</td>\n",
       "      <td>MTcwMTAwNDE2MTA5</td>\n",
       "      <td>Universidade Paulista - UNIP</td>\n",
       "      <td>PARAISO DO TOCANTINS - Centro</td>\n",
       "      <td>9943</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>502.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41443</th>\n",
       "      <td>Tecnológico</td>\n",
       "      <td>Curso a Distância</td>\n",
       "      <td>144.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>65868712869275</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>Sao VIcente</td>\n",
       "      <td>SP</td>\n",
       "      <td>MzUxNTA2MzUxMDA5</td>\n",
       "      <td>Faculdade de São VIcente - FSV</td>\n",
       "      <td>UNIDADE SEDE - Centro</td>\n",
       "      <td>658687</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>533.34</td>\n",
       "      <td>450.00</td>\n",
       "      <td>450.00</td>\n",
       "      <td>450.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41444</th>\n",
       "      <td>Tecnológico</td>\n",
       "      <td>Vespertino</td>\n",
       "      <td>139.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1056445674232</td>\n",
       "      <td>Gestão de Recursos Humanos</td>\n",
       "      <td>Brasilia</td>\n",
       "      <td>DF</td>\n",
       "      <td>NTMwMTAwMTAwMTA4</td>\n",
       "      <td>Centro Universitário Planalto do Distrito Fede...</td>\n",
       "      <td>DF03 - UNIDADE BRASIL CENTRAL - Taguatinga Nor...</td>\n",
       "      <td>1056445</td>\n",
       "      <td>Gestão de Recursos Humanos</td>\n",
       "      <td>580.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41445</th>\n",
       "      <td>Bacharelado</td>\n",
       "      <td>Curso a Distância</td>\n",
       "      <td>139.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96781210935</td>\n",
       "      <td>Serviço Social</td>\n",
       "      <td>Vitoria</td>\n",
       "      <td>ES</td>\n",
       "      <td>MzIwMzAwOTA1MzA5</td>\n",
       "      <td>Universidade Paulista - UNIP</td>\n",
       "      <td>VITORIA I - Barro Vermelho</td>\n",
       "      <td>9678</td>\n",
       "      <td>Serviço Social</td>\n",
       "      <td>548.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41446</th>\n",
       "      <td>Tecnológico</td>\n",
       "      <td>Curso a Distância</td>\n",
       "      <td>139.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200467412868575</td>\n",
       "      <td>Gestão Ambiental</td>\n",
       "      <td>Santarem</td>\n",
       "      <td>PA</td>\n",
       "      <td>MTUwMTAwMjA2ODA3</td>\n",
       "      <td>Universidade Paulista - UNIP</td>\n",
       "      <td>SANTARÉM - Fátima</td>\n",
       "      <td>2004674</td>\n",
       "      <td>Gestão Ambiental</td>\n",
       "      <td>605.32</td>\n",
       "      <td>573.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>41447 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               grau              turno  mensalidade  bolsa_integral_cotas  \\\n",
       "0       Bacharelado           Integral      9999.99                  15.0   \n",
       "1       Bacharelado            Noturno      9836.40                   1.0   \n",
       "2       Bacharelado           Integral      9715.61                   2.0   \n",
       "3       Bacharelado            Noturno      9689.34                   3.0   \n",
       "4       Bacharelado           Integral      9674.34                   4.0   \n",
       "...             ...                ...          ...                   ...   \n",
       "41442  Licenciatura  Curso a Distância       149.00                   1.0   \n",
       "41443   Tecnológico  Curso a Distância       144.00                   1.0   \n",
       "41444   Tecnológico         Vespertino       139.00                   1.0   \n",
       "41445   Bacharelado  Curso a Distância       139.00                   1.0   \n",
       "41446   Tecnológico  Curso a Distância       139.00                   3.0   \n",
       "\n",
       "       bolsa_integral_ampla  bolsa_parcial_cotas  bolsa_parcial_ampla  \\\n",
       "0                      14.0                  NaN                  NaN   \n",
       "1                       NaN                  NaN                  NaN   \n",
       "2                       5.0                  6.0                 10.0   \n",
       "3                       2.0                  NaN                  NaN   \n",
       "4                       1.0                  5.0                  2.0   \n",
       "...                     ...                  ...                  ...   \n",
       "41442                   NaN                  NaN                  NaN   \n",
       "41443                   2.0                  2.0                  5.0   \n",
       "41444                   NaN                  NaN                  NaN   \n",
       "41445                   NaN                  NaN                  NaN   \n",
       "41446                   1.0                  NaN                  NaN   \n",
       "\n",
       "              curso_id                 curso_busca          cidade_busca  \\\n",
       "0         706710394154                    Medicina          Campo Grande   \n",
       "1      104191210567043                  Enfermagem               Crateus   \n",
       "2        1002328574024                    Medicina             Sao Paulo   \n",
       "3      104191212798093                  Psicologia               Crateus   \n",
       "4       65899611932754                    Medicina            Rio Branco   \n",
       "...                ...                         ...                   ...   \n",
       "41442     994312865605                  Sociologia  Paraiso do Tocantins   \n",
       "41443   65868712869275                   Marketing           Sao VIcente   \n",
       "41444    1056445674232  Gestão de Recursos Humanos              Brasilia   \n",
       "41445      96781210935              Serviço Social               Vitoria   \n",
       "41446  200467412868575            Gestão Ambiental              Santarem   \n",
       "\n",
       "      uf_busca     cidade_filtro  \\\n",
       "0           MS  NTAwMjAwNDAyNzA0   \n",
       "1           CE  MjMwNDAxODA0MTAz   \n",
       "2           SP  MzUxNTA2MTUwMzA4   \n",
       "3           CE  MjMwNDAxODA0MTAz   \n",
       "4           AC  MTIwMjAwNDAwNDAx   \n",
       "...        ...               ...   \n",
       "41442       TO  MTcwMTAwNDE2MTA5   \n",
       "41443       SP  MzUxNTA2MzUxMDA5   \n",
       "41444       DF  NTMwMTAwMTAwMTA4   \n",
       "41445       ES  MzIwMzAwOTA1MzA5   \n",
       "41446       PA  MTUwMTAwMjA2ODA3   \n",
       "\n",
       "                                       universidade_nome  \\\n",
       "0                      Universidade Anhanguera - UNIDERP   \n",
       "1                      Faculdade Princesa do Oeste - FPO   \n",
       "2              Universidade Cidade de São Paulo - UNICID   \n",
       "3                      Faculdade Princesa do Oeste - FPO   \n",
       "4                    Faculdade Barão do Rio Branco - FAB   \n",
       "...                                                  ...   \n",
       "41442                       Universidade Paulista - UNIP   \n",
       "41443                     Faculdade de São VIcente - FSV   \n",
       "41444  Centro Universitário Planalto do Distrito Fede...   \n",
       "41445                       Universidade Paulista - UNIP   \n",
       "41446                       Universidade Paulista - UNIP   \n",
       "\n",
       "                                             campus_nome  campus_id  \\\n",
       "0                     CAMPO GRANDE - SEDE - Miguel Couto     706710   \n",
       "1                             UNIDADE SEDE - São Vicente    1041912   \n",
       "2      UNIVERSIDADE CIDADE DE SÃO PAULO - UNICID - SE...    1002328   \n",
       "3                             UNIDADE SEDE - São Vicente    1041912   \n",
       "4      CAMPUS  - RIO BRANCO - JARDIM EUROPA II - Jard...     658996   \n",
       "...                                                  ...        ...   \n",
       "41442                      PARAISO DO TOCANTINS - Centro       9943   \n",
       "41443                              UNIDADE SEDE - Centro     658687   \n",
       "41444  DF03 - UNIDADE BRASIL CENTRAL - Taguatinga Nor...    1056445   \n",
       "41445                         VITORIA I - Barro Vermelho       9678   \n",
       "41446                                  SANTARÉM - Fátima    2004674   \n",
       "\n",
       "                             nome  nota_integral_ampla  nota_integral_cotas  \\\n",
       "0                        Medicina               740.22               726.46   \n",
       "1                      Enfermagem               663.36                  NaN   \n",
       "2                        Medicina               739.62               738.08   \n",
       "3                      Psicologia               651.00               652.22   \n",
       "4                        Medicina               758.32               723.94   \n",
       "...                           ...                  ...                  ...   \n",
       "41442                  Sociologia               502.36                  NaN   \n",
       "41443                   Marketing               533.34               450.00   \n",
       "41444  Gestão de Recursos Humanos               580.76                  NaN   \n",
       "41445              Serviço Social               548.26                  NaN   \n",
       "41446            Gestão Ambiental               605.32               573.70   \n",
       "\n",
       "       nota_parcial_ampla  nota_parcial_cotas  \n",
       "0                     NaN                 NaN  \n",
       "1                     NaN                 NaN  \n",
       "2                  738.96              718.64  \n",
       "3                     NaN                 NaN  \n",
       "4                  734.92              711.26  \n",
       "...                   ...                 ...  \n",
       "41442                 NaN                 NaN  \n",
       "41443              450.00              450.00  \n",
       "41444                 NaN                 NaN  \n",
       "41445                 NaN                 NaN  \n",
       "41446                 NaN                 NaN  \n",
       "\n",
       "[41447 rows x 20 columns]"
      ]
     },
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