Mod06 Tarefa 1.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://raw.githubusercontent.com/rhatiro/Curso_EBAC-Profissao_Cientista_de_Dados/main/ebac-course-utils/media/logo/newebac_logo_black_half.png\" alt=\"ebac-logo\">\n",
    "\n",
    "---\n",
    "\n",
    "# **Profissão: Cientista de Dados**\n",
    "### **Módulo 6** | Exercício 1\n",
    "\n",
    "Aluno [Lays Félix](https://www.linkedin.com/in/laysfelixbusiness)<br>\n",
    "Data: 17 de dezembro de 2023\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1) A base 'sinasc_RO_2019.csv' contém dados do sistema de nascidos vivos do DataSUS, cujo dicionário de dados está no arquivo 'Estrutura_SINASC_para_CD.pdf'. Carregue esses arquivos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "#%matplotlib inline \n",
    "#%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ORIGEM</th>\n",
       "      <th>CODESTAB</th>\n",
       "      <th>CODMUNNASC</th>\n",
       "      <th>LOCNASC</th>\n",
       "      <th>IDADEMAE</th>\n",
       "      <th>ESTCIVMAE</th>\n",
       "      <th>ESCMAE</th>\n",
       "      <th>CODOCUPMAE</th>\n",
       "      <th>QTDFILVIVO</th>\n",
       "      <th>QTDFILMORT</th>\n",
       "      <th>...</th>\n",
       "      <th>KOTELCHUCK</th>\n",
       "      <th>CONTADOR</th>\n",
       "      <th>munResStatus</th>\n",
       "      <th>munResTipo</th>\n",
       "      <th>munResNome</th>\n",
       "      <th>munResUf</th>\n",
       "      <th>munResLat</th>\n",
       "      <th>munResLon</th>\n",
       "      <th>munResAlt</th>\n",
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       "      <td>8 a 11 anos</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Alta Floresta D'Oeste</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-11.93554</td>\n",
       "      <td>-61.99982</td>\n",
       "      <td>338.0</td>\n",
       "      <td>7067.025</td>\n",
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       "      <td>1</td>\n",
       "      <td>2679477.0</td>\n",
       "      <td>110001</td>\n",
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       "      <td>29</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8 a 11 anos</td>\n",
       "      <td>999992.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>2</td>\n",
       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Alta Floresta D'Oeste</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-11.93554</td>\n",
       "      <td>-61.99982</td>\n",
       "      <td>338.0</td>\n",
       "      <td>7067.025</td>\n",
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       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>2679477.0</td>\n",
       "      <td>110001</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8 a 11 anos</td>\n",
       "      <td>513205.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Alta Floresta D'Oeste</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-11.93554</td>\n",
       "      <td>-61.99982</td>\n",
       "      <td>338.0</td>\n",
       "      <td>7067.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2516500.0</td>\n",
       "      <td>110001</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12 anos ou mais</td>\n",
       "      <td>231205.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Alto Alegre dos Parecis</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-12.13178</td>\n",
       "      <td>-61.85308</td>\n",
       "      <td>397.0</td>\n",
       "      <td>3958.273</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2516500.0</td>\n",
       "      <td>110001</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8 a 11 anos</td>\n",
       "      <td>999992.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Alta Floresta D'Oeste</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-11.93554</td>\n",
       "      <td>-61.99982</td>\n",
       "      <td>338.0</td>\n",
       "      <td>7067.025</td>\n",
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       "      <td>1</td>\n",
       "      <td>2604388.0</td>\n",
       "      <td>510340</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12 anos ou mais</td>\n",
       "      <td>333115.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2767632</td>\n",
       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Vilhena</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-12.74137</td>\n",
       "      <td>-60.13858</td>\n",
       "      <td>595.0</td>\n",
       "      <td>11518.915</td>\n",
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       "      <th>27024</th>\n",
       "      <td>1</td>\n",
       "      <td>2752654.0</td>\n",
       "      <td>510675</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8 a 11 anos</td>\n",
       "      <td>999992.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2772678</td>\n",
       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Chupinguaia</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-12.55684</td>\n",
       "      <td>-60.90185</td>\n",
       "      <td>340.0</td>\n",
       "      <td>5126.723</td>\n",
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       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8 a 11 anos</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
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       "      <td>Rondônia</td>\n",
       "      <td>-12.74137</td>\n",
       "      <td>-60.13858</td>\n",
       "      <td>595.0</td>\n",
       "      <td>11518.915</td>\n",
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       "      <th>27026</th>\n",
       "      <td>1</td>\n",
       "      <td>9659366.0</td>\n",
       "      <td>510787</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8 a 11 anos</td>\n",
       "      <td>999992.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>5</td>\n",
       "      <td>2777105</td>\n",
       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Vilhena</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-12.74137</td>\n",
       "      <td>-60.13858</td>\n",
       "      <td>595.0</td>\n",
       "      <td>11518.915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27027</th>\n",
       "      <td>1</td>\n",
       "      <td>2795655.0</td>\n",
       "      <td>510792</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8 a 11 anos</td>\n",
       "      <td>999992.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2780269</td>\n",
       "      <td>ATIVO</td>\n",
       "      <td>MUNIC</td>\n",
       "      <td>Novo Horizonte do Oeste</td>\n",
       "      <td>Rondônia</td>\n",
       "      <td>-11.70974</td>\n",
       "      <td>-61.99439</td>\n",
       "      <td>230.0</td>\n",
       "      <td>843.446</td>\n",
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      ],
      "text/plain": [
       "       ORIGEM   CODESTAB  CODMUNNASC  LOCNASC  IDADEMAE  ESTCIVMAE  \\\n",
       "0           1  2679477.0      110001        1        19        5.0   \n",
       "1           1  2679477.0      110001        1        29        2.0   \n",
       "2           1  2679477.0      110001        1        37        9.0   \n",
       "3           1  2516500.0      110001        1        30        5.0   \n",
       "4           1  2516500.0      110001        1        30        2.0   \n",
       "...       ...        ...         ...      ...       ...        ...   \n",
       "27023       1  2604388.0      510340        1        32        2.0   \n",
       "27024       1  2752654.0      510675        1        19        1.0   \n",
       "27025       1  9659366.0      510787        1        24        2.0   \n",
       "27026       1  9659366.0      510787        1        21        2.0   \n",
       "27027       1  2795655.0      510792        1        18        5.0   \n",
       "\n",
       "                ESCMAE  CODOCUPMAE  QTDFILVIVO  QTDFILMORT  ...  KOTELCHUCK  \\\n",
       "0          8 a 11 anos         NaN         0.0         0.0  ...           5   \n",
       "1          8 a 11 anos    999992.0         1.0         0.0  ...           5   \n",
       "2          8 a 11 anos    513205.0         2.0         0.0  ...           5   \n",
       "3      12 anos ou mais    231205.0         0.0         0.0  ...           4   \n",
       "4          8 a 11 anos    999992.0         1.0         0.0  ...           5   \n",
       "...                ...         ...         ...         ...  ...         ...   \n",
       "27023  12 anos ou mais    333115.0         1.0         0.0  ...           5   \n",
       "27024      8 a 11 anos    999992.0         0.0         0.0  ...           5   \n",
       "27025      8 a 11 anos    421125.0         0.0         1.0  ...           5   \n",
       "27026      8 a 11 anos    999992.0         1.0         0.0  ...           5   \n",
       "27027      8 a 11 anos    999992.0         1.0         0.0  ...           5   \n",
       "\n",
       "      CONTADOR munResStatus munResTipo               munResNome  munResUf  \\\n",
       "0            1        ATIVO      MUNIC    Alta Floresta D'Oeste  Rondônia   \n",
       "1            2        ATIVO      MUNIC    Alta Floresta D'Oeste  Rondônia   \n",
       "2            3        ATIVO      MUNIC    Alta Floresta D'Oeste  Rondônia   \n",
       "3            4        ATIVO      MUNIC  Alto Alegre dos Parecis  Rondônia   \n",
       "4            5        ATIVO      MUNIC    Alta Floresta D'Oeste  Rondônia   \n",
       "...        ...          ...        ...                      ...       ...   \n",
       "27023  2767632        ATIVO      MUNIC                  Vilhena  Rondônia   \n",
       "27024  2772678        ATIVO      MUNIC              Chupinguaia  Rondônia   \n",
       "27025  2776905        ATIVO      MUNIC                  Vilhena  Rondônia   \n",
       "27026  2777105        ATIVO      MUNIC                  Vilhena  Rondônia   \n",
       "27027  2780269        ATIVO      MUNIC  Novo Horizonte do Oeste  Rondônia   \n",
       "\n",
       "       munResLat munResLon  munResAlt  munResArea  \n",
       "0      -11.93554 -61.99982      338.0    7067.025  \n",
       "1      -11.93554 -61.99982      338.0    7067.025  \n",
       "2      -11.93554 -61.99982      338.0    7067.025  \n",
       "3      -12.13178 -61.85308      397.0    3958.273  \n",
       "4      -11.93554 -61.99982      338.0    7067.025  \n",
       "...          ...       ...        ...         ...  \n",
       "27023  -12.74137 -60.13858      595.0   11518.915  \n",
       "27024  -12.55684 -60.90185      340.0    5126.723  \n",
       "27025  -12.74137 -60.13858      595.0   11518.915  \n",
       "27026  -12.74137 -60.13858      595.0   11518.915  \n",
       "27027  -11.70974 -61.99439      230.0     843.446  \n",
       "\n",
       "[27028 rows x 69 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df_sinasc = pd.read_csv('https://xxx/RO_2019.csv')\n",
    "#print(df_sinasc.info())\n",
    "#df_sinasc\n",
    "\n",
    "nascidos_RO2019 = pd.read_csv('RO_2019.csv')\n",
    "nascidos_RO2019"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  2) Monte um gráficos de barras com as variáveis APGAR1, APGAR5, SEXO, GESTACAO, ESTCIVMAE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rc('figure', figsize=(5, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nascidos_RO2019['APGAR1'].value_counts().sort_index().plot.bar()\n",
    "plt.title(label=\"'APGAR1'\")\n",
    "plt.xlabel(xlabel='APGAR no 1º minuto')\n",
    "plt.tick_params(axis='x', rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nascidos_RO2019['APGAR5'].value_counts().sort_index().plot.bar()\n",
    "plt.title(label=\"'APGAR5'\")\n",
    "plt.xlabel(xlabel='APGAR no 5º minuto')\n",
    "plt.tick_params(axis='x', rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nascidos_RO2019['SEXO'].value_counts().sort_index().plot.bar()\n",
    "plt.title(label=\"'SEXO'\")\n",
    "plt.tick_params(axis='x', rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nascidos_RO2019['GESTACAO'].value_counts().reindex(['Menos de 22 semanas', '22 a 27 semanas', '28 a 31 semanas', \n",
    "                                                    '32 a 36 semanas', '37 a 41 semanas', '42 semanas e mais']).plot.bar()\n",
    "plt.title(label=\"'GESTACAO'\")\n",
    "plt.xlabel(xlabel='Semanas da gestação')\n",
    "plt.tick_params(axis='x', rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6+Pjjj1FYWKjUCCEwe/Zs2NnZwdjYGN7e3jh79qzGcnJycjBmzBjUrFkTpqam6NWrF65du6ZRk5aWhqCgIKjVaqjVagQFBeHevXsVvUlEREQAKiE0FyxYgGXLliEkJAQJCQlYuHAhPv/8c3zzzTdKzcKFC7Fo0SKEhITg2LFjsLGxQefOnXH//n2lZvz48YiIiEB4eDgOHDiAzMxM9OzZEwUFBUpNQEAA4uLiEBkZicjISMTFxSEoKKiiN4mIiAgAoFfRCzx06BD8/f3Ro0cPAICjoyM2bdqE48ePA3h0lrlkyRJMnz4dffv2BQCsWbMG1tbW2LhxI0aMGIH09HSsWrUK69atQ6dOnQAA69evh729PXbt2gVfX18kJCQgMjIShw8fRuvWrQEAK1euhKenJ86dOwcXF5eK3jQiIqriKvxMs3379ti9ezfOnz8PADh58iQOHDiA7t27AwCSkpKQkpKCLl26KPMYGhrCy8sLMTExAIDY2Fjk5eVp1NjZ2cHNzU2pOXToENRqtRKYANCmTRuo1Wql5mk5OTnIyMjQeBEREcmq8DPN//73v0hPT0fDhg2hq6uLgoICzJ07FwMHDgQApKSkAACsra015rO2tsbly5eVGgMDA1SvXr1IzeP5U1JSYGVlVWT9VlZWSs3T5s+fjzlz5vy7DSQioiqrws80N2/ejPXr12Pjxo3466+/sGbNGnzxxRdYs2aNRp1KpdJ4L4Qo0va0p2uKqy9tOdOmTUN6erryunr1quxmERERVfyZ5uTJkzF16lQMGDAAANCkSRNcvnwZ8+fPx+DBg2FjYwPg0Zmira2tMl9qaqpy9mljY4Pc3FykpaVpnG2mpqaibdu2Ss3NmzeLrP/WrVtFzmIfMzQ0hKGhYcVsKBERVTkVfqb54MED6OhoLlZXV1f5yomTkxNsbGwQFRWlTM/NzcW+ffuUQPTw8IC+vr5GTXJyMs6cOaPUeHp6Ij09HUePHlVqjhw5gvT0dKWGiIioIlX4maafnx/mzp2L1157DY0bN8aJEyewaNEiDBkyBMCjS6rjx4/HvHnz4OzsDGdnZ8ybNw8mJiYICAgAAKjVagwdOhQTJ06EpaUlatSogUmTJqFJkybK3bSNGjVC165dMWzYMCxfvhwAMHz4cPTs2ZN3zhIRUaWo8ND85ptv8NFHH2HkyJFITU2FnZ0dRowYgZkzZyo1U6ZMQXZ2NkaOHIm0tDS0bt0aO3fuhLm5uVKzePFi6OnpoV+/fsjOzoaPjw/CwsKgq6ur1GzYsAFjx45V7rLt1asXQkJCKnqTiIiIAAAqIYTQdie0JSMjA2q1Gunp6bCwsHimZThO/b2Ce1V+lz7rodX1a3sfaHv7iejlJ5sHfPYsERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJIYmERGRJD1td4CI6FXgOPV3ra7/0mc9tLr+qoJnmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIYmkRERJIqJTSvX7+Od955B5aWljAxMUHz5s0RGxurTBdCYPbs2bCzs4OxsTG8vb1x9uxZjWXk5ORgzJgxqFmzJkxNTdGrVy9cu3ZNoyYtLQ1BQUFQq9VQq9UICgrCvXv3KmOTiIiIKj4009LS0K5dO+jr6+OPP/5AfHw8vvzyS1SrVk2pWbhwIRYtWoSQkBAcO3YMNjY26Ny5M+7fv6/UjB8/HhEREQgPD8eBAweQmZmJnj17oqCgQKkJCAhAXFwcIiMjERkZibi4OAQFBVX0JhEREQEA9Cp6gQsWLIC9vT1CQ0OVNkdHR+VnIQSWLFmC6dOno2/fvgCANWvWwNraGhs3bsSIESOQnp6OVatWYd26dejUqRMAYP369bC3t8euXbvg6+uLhIQEREZG4vDhw2jdujUAYOXKlfD09MS5c+fg4uJS0ZtGRERVXIWfaW7duhUtW7bE22+/DSsrK7Ro0QIrV65UpiclJSElJQVdunRR2gwNDeHl5YWYmBgAQGxsLPLy8jRq7Ozs4ObmptQcOnQIarVaCUwAaNOmDdRqtVLztJycHGRkZGi8iIiIZFV4aCYmJmLp0qVwdnbGjh078P7772Ps2LFYu3YtACAlJQUAYG1trTGftbW1Mi0lJQUGBgaoXr16qTVWVlZF1m9lZaXUPG3+/PnK559qtRr29vb/bmOJiKhKqfDQLCwshLu7O+bNm4cWLVpgxIgRGDZsGJYuXapRp1KpNN4LIYq0Pe3pmuLqS1vOtGnTkJ6erryuXr0qu1lEREQVH5q2trZwdXXVaGvUqBGuXLkCALCxsQGAImeDqampytmnjY0NcnNzkZaWVmrNzZs3i6z/1q1bRc5iHzM0NISFhYXGi4iISFaFh2a7du1w7tw5jbbz58/DwcEBAODk5AQbGxtERUUp03Nzc7Fv3z60bdsWAODh4QF9fX2NmuTkZJw5c0ap8fT0RHp6Oo4eParUHDlyBOnp6UoNERFRRarwu2c//PBDtG3bFvPmzUO/fv1w9OhRrFixAitWrADw6JLq+PHjMW/ePDg7O8PZ2Rnz5s2DiYkJAgICAABqtRpDhw7FxIkTYWlpiRo1amDSpElo0qSJcjdto0aN0LVrVwwbNgzLly8HAAwfPhw9e/bknbNERFQpKjw0W7VqhYiICEybNg0ff/wxnJycsGTJEgQGBio1U6ZMQXZ2NkaOHIm0tDS0bt0aO3fuhLm5uVKzePFi6OnpoV+/fsjOzoaPjw/CwsKgq6ur1GzYsAFjx45V7rLt1asXQkJCKnqTiIiIAAAqIYTQdie0JSMjA2q1Gunp6c/8+abj1N8ruFfld+mzHlpdv7b3gba3nwjg78HLTjYP+OxZIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSQxNIiIiSZUemvPnz4dKpcL48eOVNiEEZs+eDTs7OxgbG8Pb2xtnz57VmC8nJwdjxoxBzZo1YWpqil69euHatWsaNWlpaQgKCoJarYZarUZQUBDu3btX2ZtERERVVKWG5rFjx7BixQo0bdpUo33hwoVYtGgRQkJCcOzYMdjY2KBz5864f/++UjN+/HhEREQgPDwcBw4cQGZmJnr27ImCggKlJiAgAHFxcYiMjERkZCTi4uIQFBRUmZtERERVWKWFZmZmJgIDA7Fy5UpUr15daRdCYMmSJZg+fTr69u0LNzc3rFmzBg8ePMDGjRsBAOnp6Vi1ahW+/PJLdOrUCS1atMD69etx+vRp7Nq1CwCQkJCAyMhIfP/99/D09ISnpydWrlyJ3377DefOnauszSIioiqs0kJz1KhR6NGjBzp16qTRnpSUhJSUFHTp0kVpMzQ0hJeXF2JiYgAAsbGxyMvL06ixs7ODm5ubUnPo0CGo1Wq0bt1aqWnTpg3UarVS87ScnBxkZGRovIiIiGTpVcZCw8PD8ddff+HYsWNFpqWkpAAArK2tNdqtra1x+fJlpcbAwEDjDPVxzeP5U1JSYGVlVWT5VlZWSs3T5s+fjzlz5pR/g4iIiFAJZ5pXr17FuHHjsH79ehgZGZVYp1KpNN4LIYq0Pe3pmuLqS1vOtGnTkJ6erryuXr1a6vqIiIieVOGhGRsbi9TUVHh4eEBPTw96enrYt28fvv76a+jp6SlnmE+fDaampirTbGxskJubi7S0tFJrbt68WWT9t27dKnIW+5ihoSEsLCw0XkRERLIqPDR9fHxw+vRpxMXFKa+WLVsiMDAQcXFxqFu3LmxsbBAVFaXMk5ubi3379qFt27YAAA8PD+jr62vUJCcn48yZM0qNp6cn0tPTcfToUaXmyJEjSE9PV2qIiIgqUoV/pmlubg43NzeNNlNTU1haWirt48ePx7x58+Ds7AxnZ2fMmzcPJiYmCAgIAACo1WoMHToUEydOhKWlJWrUqIFJkyahSZMmyo1FjRo1QteuXTFs2DAsX74cADB8+HD07NkTLi4uFb1ZRERElXMjUFmmTJmC7OxsjBw5EmlpaWjdujV27twJc3NzpWbx4sXQ09NDv379kJ2dDR8fH4SFhUFXV1ep2bBhA8aOHavcZdurVy+EhIQ89+0hIqKqQSWEENruhLZkZGRArVYjPT39mT/fdJz6ewX3qvwufdZDq+vX9j7Q9vYTAfw9eNnJ5gGfPUtERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSJoUlERCSpwkNz/vz5aNWqFczNzWFlZYXevXvj3LlzGjVCCMyePRt2dnYwNjaGt7c3zp49q1GTk5ODMWPGoGbNmjA1NUWvXr1w7do1jZq0tDQEBQVBrVZDrVYjKCgI9+7dq+hNIiIiAlAJoblv3z6MGjUKhw8fRlRUFPLz89GlSxdkZWUpNQsXLsSiRYsQEhKCY8eOwcbGBp07d8b9+/eVmvHjxyMiIgLh4eE4cOAAMjMz0bNnTxQUFCg1AQEBiIuLQ2RkJCIjIxEXF4egoKCK3iQiIiIAgF5FLzAyMlLjfWhoKKysrBAbG4sOHTpACIElS5Zg+vTp6Nu3LwBgzZo1sLa2xsaNGzFixAikp6dj1apVWLduHTp16gQAWL9+Pezt7bFr1y74+voiISEBkZGROHz4MFq3bg0AWLlyJTw9PXHu3Dm4uLhU9KYREVEVV+mfaaanpwMAatSoAQBISkpCSkoKunTpotQYGhrCy8sLMTExAIDY2Fjk5eVp1NjZ2cHNzU2pOXToENRqtRKYANCmTRuo1Wql5mk5OTnIyMjQeBEREcmq1NAUQmDChAlo37493NzcAAApKSkAAGtra41aa2trZVpKSgoMDAxQvXr1UmusrKyKrNPKykqpedr8+fOVzz/VajXs7e3/3QYSEVGVUqmhOXr0aJw6dQqbNm0qMk2lUmm8F0IUaXva0zXF1Ze2nGnTpiE9PV15Xb16VWYziIiIAFRiaI4ZMwZbt25FdHQ06tSpo7Tb2NgAQJGzwdTUVOXs08bGBrm5uUhLSyu15ubNm0XWe+vWrSJnsY8ZGhrCwsJC40VERCSrwkNTCIHRo0djy5Yt2LNnD5ycnDSmOzk5wcbGBlFRUUpbbm4u9u3bh7Zt2wIAPDw8oK+vr1GTnJyMM2fOKDWenp5IT0/H0aNHlZojR44gPT1dqSEiIqpIFX737KhRo7Bx40b8+uuvMDc3V84o1Wo1jI2NoVKpMH78eMybNw/Ozs5wdnbGvHnzYGJigoCAAKV26NChmDhxIiwtLVGjRg1MmjQJTZo0Ue6mbdSoEbp27Yphw4Zh+fLlAIDhw4ejZ8+evHOWiIgqRYWH5tKlSwEA3t7eGu2hoaEIDg4GAEyZMgXZ2dkYOXIk0tLS0Lp1a+zcuRPm5uZK/eLFi6Gnp4d+/fohOzsbPj4+CAsLg66urlKzYcMGjB07VrnLtlevXggJCanoTSIiIgIAqIQQQtud0JaMjAyo1Wqkp6c/8+ebjlN/r+Beld+lz3podf3a3gfa3n4igL8HLzvZPOCzZ4mIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCQxNImIiCTpabsDRPTyc5z6u1bXf+mzHlpdP1UdPNMkIiKSxNAkIiKSxNAkIiKSxNAkIiKSxNAkIiKSxNAkIiKSxNAkIiKSxNAkIiKSxNAkIiKSxNAkIiKSxMfoERHRv1ZVHqXIM00iIiJJL31ofvfdd3BycoKRkRE8PDzw559/artLRET0inqpL89u3rwZ48ePx3fffYd27dph+fLl6NatG+Lj4/Haa69pu3tURWj7shTAUT6InpeX+kxz0aJFGDp0KN577z00atQIS5Ysgb29PZYuXartrhER0SvopT3TzM3NRWxsLKZOnarR3qVLF8TExBQ7T05ODnJycpT36enpAICMjIxn7kdhzoNnnrei/Jv+VwRt74Oqvv0A94G2tx/gPnjZt//x/EKI0gvFS+r69esCgDh48KBG+9y5c0WDBg2KnWfWrFkCAF988cUXX3wV+7p69Wqp2fPSnmk+plKpNN4LIYq0PTZt2jRMmDBBeV9YWIi7d+/C0tKyxHkqU0ZGBuzt7XH16lVYWFg89/W/CLgPuA+q+vYD3AcvwvYLIXD//n3Y2dmVWvfShmbNmjWhq6uLlJQUjfbU1FRYW1sXO4+hoSEMDQ012qpVq1ZZXZRmYWFRJX9RnsR9wH1Q1bcf4D7Q9var1eoya17aG4EMDAzg4eGBqKgojfaoqCi0bdtWS70iIqJX2Ut7pgkAEyZMQFBQEFq2bAlPT0+sWLECV65cwfvvv6/trhER0SvopQ7N/v37486dO/j444+RnJwMNzc3bN++HQ4ODtrumhRDQ0PMmjWryCXjqoT7gPugqm8/wH3wMm2/Soiy7q8lIiIi4CX+TJOIiOh5Y2gSERFJYmgSERFJYmgSERFJYmgSERFJYmi+QHgj8/8pLCzUdhe0gsfA/+ExQC/iMcCvnLwA8vPzoaf3Un9l9l9JSkrC7t27kZmZCVdXV3Tp0gVA6c8RftUUdwxUpe3nMcBj4GU5BhiaWhYfH49FixYhMTER7u7ueOONN+Dv76/tbj03Z86cgZeXF1q0aIGEhARUq1YN1tbW2LZtG0xNTV+4X5jKwGOAxwCPgZfnGODlWS36+++/0a5dOxQWFqJu3bq4ePEiBg4ciLlz52q7a8/FgwcP8P7776N///7YtWsXzp49iy+//BK3bt1C69atcfPmTahUqhfyEk1FkTkGXuW/a3kM8Bh46Y6BZxnLkirGxIkThb+/v/L+1q1b4ttvvxX6+vpi+vTp2uvYc3L37l3RpEkTsWXLFqWtsLBQnD9/Xri7u4vmzZtrtL+KZI+BV3X7eQzwGHjZjgGeaWqJEAKJiYkwMDBQ2mrWrIn3338fy5Ytw/z58/Hdd99psYeVz8LCAoWFhYiOjlbaVCoVnJ2dERoaigcPHmD06NFK+6umPMfAq7j9AI8BHgMv3zHA0NQSlUqFDh06IC4uDgkJCUq7jo4OAgICMGPGDCxduhRJSUla7GXlEUJAV1cXb7/9No4fP47t27drTG/SpAkGDhyIU6dO4cGDB1rqZeXiMcBjgMfAy3cMMDS1qGXLllCr1QgNDcW1a9eUdiMjI3Tt2hXXr19HcnKyFntYeR7/xRgUFAQhBL799lvs3btXY7qrqytu3LiBrKwsLfWy8vEY4DHAY+DlOgYYmlrUvn17BAQE4IcffsCKFSuQmJioTHNxcUGdOnWQk5OjxR5WLiEE6tatq4yDunDhQoSFhQEAcnJycPToUdjZ2cHY2Fi7Ha1EVfEYEE/c1MJjoGoeA0966Y4BrXySSqKgoED5ee7cucLFxUUMGDBA7NixQ1y4cEFMnjxZ1K5dW1y/fl2LvaxYxX2I/3g/nD17VvTp00fUr19f1K5dW3h5eYnq1auLEydOPOdePj9V6Ri4ceOGOHv2bLHTqsoxkJ+fL4TQ/D2oSsdAQUGBxvY+bnvyvy/DMcDvaVaygoIC6OrqFjutsLAQOjqPTvbXrFmDiIgIbN26FY0bN0ZmZia2bNmCFi1aPM/uVrisrCwUFhZCCAELC4tiax7vh9u3b+PSpUv4448/UKdOHbzxxhuoX7/+c+5xxbt79y5SU1Ohq6sLBwcHjZs+qsIxcP36dTRr1gwdOnTA//73P7Rs2bJIzat+DPz1118YP348/vjjD5iammpMqwrHQHx8PD777DNcv34d9erVw5tvvokBAwYA+L9/I1+WY4ChWYnOnz+Pbdu2ISAgALa2tsXWPPkUkKysLCQlJUFHRwc1a9aElZXV8+xuhYuPj8eHH36IW7du4ebNm1i4cCECAwM1vqj85D8Yr6IzZ85g0KBByM/Px/nz5zFjxgxMmzZN4w+pV/kYAIDo6Gh06dIFHTp0QJ06dTBu3Di4u7sDePT/v6CgAPr6+lruZeU5efIk2rVrhxEjRuDLL79U2p/8PXiVj4G///4bbdu2Rd++feHq6oo//vgDSUlJ6NatG7755hsAQG5ursYfky80LZ7lvtIuXLggatSoIVQqlZg2bZq4detWkZoX4TtHleXs2bPC0tJSfPjhh2Ljxo1iwoQJQl9fv8TLLKtXrxZXrlx5vp2sZI/3waRJk8TZs2fFF198IVQqlcZ2vsrHwGN37twRvXr1EsuXLxfu7u4iMDBQnDlzRgiheXnyVTwGTp48KUxNTcXkyZM12rOzs5WfX+Vj4OHDhyIwMFCMHTtWacvOzhbNmjUTKpVKBAQEaNS/DMcAQ7MSZGZmiiFDhojg4GAREhIiVCqVmDx5crHBKYQQCxcuFB9//PFz7mXluXPnjujSpYvGL4oQQnTs2FFpe/IfigMHDghnZ2fxzjvvKJ/7vOxu3bolOnToIMaNG6e0FRYWiq5du4qYmBhx4sQJcfXqVWXaZ5999kodA4/l5+eL1NRU0aBBA3Ht2jWxZcsW0apVKzFs2DDRtm1b8dZbbwkhhNi/f/8rdwwkJycLGxsb4evrK4R4tC/GjBkjfH19hZOTk/j444/FX3/9pdQvWLDglTwGfHx8xOzZs4UQ//fHwpQpU0Tfvn2Fu7u7+Pzzz4UQQvz5558vxTFQdZ8SXol0dHTg4eEBS0tL9O/fH7Vq1VKu30+ZMgU1a9ZUau/evYvY2FhcunQJo0aNQo0aNbTV7QqTl5eHe/fu4T//+Q+A/7sEW7duXdy5cweA5peU27Vrh8mTJ6NTp04lfv77slGpVOjatauyDwDg008/xY4dO5CSkoLbt2+jcePGmDFjBlq0aIETJ07gypUrr8wx8JiOjg5q1aqFVq1a4cyZM+jTpw8MDQ0xePBg5OTkYNiwYQCAN954A5MmTULnzp1fmWMAADw9PXH16lX8+uuvWLZsGfLz8/H666+jSZMm+OGHH3DmzBl8/PHHsLa2xl9//fVKHQNCCGRnZyM3NxcXL15Efn4+jIyMcP36dWzevBmzZs3Cnj17sH37dkyaNAnt27fHlClT4OPj82IfA9pO7VdVZmamxvvw8HChUqnEpEmTxO3bt4UQj/7yTEtLE3fu3BE3btzQRjcrzfnz55Wfc3NzhRBCzJw5UwQFBWnU3bt377n263nKyMhQft60aZNQqVQiPDxc3LlzR+zbt0+8/vrrYtasWUIIIRITE1+5Y+BJgwYNElOnThVCCDF06FBRvXp14erqKoYMGSIOHjyo5d5Vnhs3bohBgwYJIyMj0blzZ3Hnzh1lWkREhLC2thbh4eFCCCGSkpJeyWPgwIEDQkdHR3To0EEEBQUJU1NT8d577wkhhDh9+rQwMzNTLte/DHimWUke3yFXUFAAHR0d9O/fH0IIBAQEQKVSYfz48fj8889x6dIlhIeHvxJ/WT7J2dkZwKOzzMc3eRQUFODmzZtKzfz582FoaIixY8e+kkOjmZubKz97enri+PHjyg0wHTp0gLW1NWJjYyGEgJOTk7a6WanE/7/Z5c0330RiYiJGjhyJ7du3IzY2FnFxcZg8eTIMDAzg7u4OQ0PDF+IxaRXJ1tYW8+fPR506ddC5c2fUqFFDufLSu3dvTJ8+Hfv370f//v3h6Oio7e5Winbt2uHw4cP4+uuvYWhoiIULF2LkyJEAgMTERNjb26NOnTpa7qW8V+9fqheMrq4uhBAoLCzEgAEDoFKpEBQUhK1bt+LixYs4evQoDA0Ntd3NSqOjo6P8w6lSqZTLLjNnzsSnn36KEydOvJKB+TQHBwc4ODgAeBQkubm5MDMzg5ub2ysXFE96vG1OTk549913YW1tjd9++w1OTk5wcnKCSqVCs2bNYGRkpOWeVh47OztMmTJF+XL+49+Je/fuwdLSstiv4LxqWrVqhbVr1xY51v/8809YW1u/VL8D/MrJc/J4N6tUKvj4+CAuLg579+5FkyZNtNyzyvf4L+vZs2cjOTkZzs7OmDFjBmJiYpQzr6pm5syZWLNmDXbt2qWclb/K8vLysG7dOrRs2RJNmzZ9ocZH1JaZM2di06ZNiIqKemXPMkty+vRpLFu2DOvXr8f+/fvRrFkzbXdJ2qv/J/4LQqVSoaCgAJMnT0Z0dDTi4uKqRGACUL6Hqa+vj5UrV8LCwgIHDhyokoH5008/Ye/evQgPD0dUVFSVCEzg0f/74OBg5VioyoEZHh6OvXv34ocffsDu3burXGDm5OTgn3/+wd27d/Hnn3+iadOm2u5Suby63yp/QTVu3Bh//fXXS3egVARfX18AQExMTJW4JFWcRo0a4datW9i/f/9L/5SX8nqVH2JRHq6urrh27Rr+/PPPKncMAIChoSG6d++O77///qX8d5CXZ5+zqn5ZKisrq8hjxKqavLy8V/oJOFS2l+oJOKSBoUlERCSJ10uIiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJiIgkMTSJqpCwsDBUq1atUtehUqnwyy+/SNc7OjpiyZIlzzw/0fPE0CSqZHv37oVKpSr2lZKSUub8s2fPRvPmzSu/oxUkOTkZ3bp1k64/duwYhg8fXok9Iqo4etruAFFVce7cOVhYWGi0WVlZaak3lcfGxqZc9bVq1aqknhBVPJ5pEj0nVlZWsLGx0Xjp6Dz6Fdy7dy9ef/11mJqaolq1amjXrh0uX76MsLAwzJkzBydPnlTOTsPCwgAAixYtQpMmTWBqagp7e3uMHDkSmZmZGusMCwvDa6+9BhMTE/Tp0wd37twp0q+lS5eiXr16MDAwgIuLC9atW1fmtqxevRqNGzeGoaEhbG1tMXr0aGXak5dXPT09MXXqVI15b926BX19fURHRwMoenmW6EXG0CTSsvz8fPTu3RteXl44deoUDh06hOHDh0OlUqF///6YOHEiGjdujOTkZCQnJ6N///4AAB0dHXz99dc4c+YM1qxZgz179mDKlCnKco8cOYIhQ4Zg5MiRiIuLQ8eOHfHpp59qrDsiIgLjxo3DxIkTcebMGYwYMQLvvvuuEmjFWbp0KUaNGoXhw4fj9OnT2Lp1K+rXr19sbWBgIDZt2gQhhNK2efNmWFtbw8vLS2r/eHt7Izg4WKqWqNIJIqpU0dHRAoAwNTXVeDVo0EAIIcSdO3cEALF3795i5581a5Zo1qxZmev54YcfhKWlpfJ+4MCBomvXrho1/fv3F2q1Wnnftm1bMWzYMI2at99+W3Tv3r3E9djZ2Ynp06eXOB2AiIiIEEIIkZqaKvT09MT+/fuV6Z6enmLy5MnKewcHB7F48eJi5xdCiKCgIDF16tQS10f0PPEzTaLn5M8//4S5ubnyXk/v0a9fjRo1EBwcDF9fX3Tu3BmdOnVCv379YGtrW+ryoqOjMW/ePMTHxyMjIwP5+fl4+PAhsrKyYGpqioSEBPTp00djHk9PT0RGRirvExISityE065dO3z11VfFrjM1NRU3btyAj4+P1DbXqlULnTt3xoYNG/DGG28gKSkJhw4dwtKlS6XmB4C1a9dK1xJVNl6eJXpOnJycUL9+feXl6OioTAsNDcWhQ4fQtm1bbN68GQ0aNMDhw4dLXNbly5fRvXt3uLm54eeff0ZsbCy+/fZbAEBeXh4AaFwSLY1KpdJ4L4Qo0vaYsbGx1DKfFBgYiJ9++gl5eXnYuHEjGjdujGbNmpV7OUQvAoYm0QuiRYsWmDZtGmJiYuDm5oaNGzcCAAwMDFBQUKBRe/z4ceTn5+PLL79EmzZt0KBBA9y4cUOjxtXVtUjwPv2+UaNGOHDggEZbTEwMGjVqVGwfzc3N4ejoiN27d0tvV+/evfHw4UNERkZi48aNeOedd6TnJXrR8PIs0XOSmpqKhw8farRZWlri2rVrWLFiBXr16gU7OzucO3cO58+fx6BBgwA8urs0KSkJcXFxqFOnDszNzVGvXj3k5+fjm2++gZ+fHw4ePIhly5ZpLHvs2LFo27YtFi5ciN69e2Pnzp0al2YBYPLkyejXrx/c3d3h4+ODbdu2YcuWLdi1a1eJ2zF79my8//77sLKyQrdu3XD//n0cPHgQY8aMKbbe1NQU/v7++Oijj5CQkICAgIBy7bdBgwahdu3amD9/frnmI6oU2v5QlehV9/hGoOJehw4dEikpKaJ3797C1tZWGBgYCAcHBzFz5kxRUFAghBDi4cOH4q233hLVqlUTAERoaKgQQohFixYJW1tbYWxsLHx9fcXatWsFAJGWlqase9WqVaJOnTrC2NhY+Pn5iS+++ELjRiAhhPjuu+9E3bp1hb6+vmjQoIFYu3Ztmdu0bNky4eLiIvT19YWtra0YM2aMMg1P3cgjhBC///67ACA6dOhQZFll3Qjk5eUlBg8eXGafiJ4HlRCSH3wQERFVcfxMk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk4iISBJDk6gKCw4ORu/evf/1cry9vTF+/Ph/vRyiFx1Dk+g5279/P/z8/GBnZweVSoVffvnlmZaTmJiIgQMHws7ODkZGRqhTpw78/f1x/vz5Z+7bs4bfli1b8MknnzzzeoleFgxNoucsKysLzZo1Q0hIyDMvIzc3F507d0ZGRga2bNmCc+fOYfPmzXBzc0N6enoF9lZOjRo1YG5uXuL03Nzc59gbokokiEhrAIiIiIhyz3fixAkBQFy6dKnUulOnTomOHTsKIyMjUaNGDTFs2DBx//59ZfrgwYOFv7+/8jMAjVdSUpIQQoizZ8+Kbt26CVNTU2FlZSXeeecdcevWLWU5Xl5eYty4ccp7BwcH8cknn4jBgwcLCwsLMWjQICGEEFOmTBHOzs7C2NhYODk5iRkzZojc3Nxybz+RtvBMk+gFNHv2bDg6OpY4vVatWtDR0cFPP/2EgoKCYmsePHiArl27onr16jh27Bh+/PFH7Nq1C6NHjy62/quvvoKnpyeGDRuG5ORkJCcnw97eHsnJyfDy8kLz5s1x/PhxREZG4ubNm+jXr1+p2/D555/Dzc0NsbGx+OijjwAA5ubmCAsLQ3x8PL766iusXLkSixcvltspRC8APW13gIiKqlmzJurVq1fi9Nq1a+Prr7/GlClTMGfOHLRs2RIdO3ZEYGAg6tatCwDYsGEDsrOzsXbtWpiamgIAQkJC4OfnhwULFsDa2lpjmWq1GgYGBjAxMYGNjY3SvnTpUri7u2PevHlK2+rVq2Fvb4/z58+jQYMGxfbxzTffxKRJkzTaZsyYofzs6OiIiRMnYvPmzZgyZYrkniHSLp5pEr2ARo8ejd27d5daM2rUKKSkpGD9+vXw9PTEjz/+iMaNGyMqKgoAkJCQgGbNmimBCQDt2rVDYWEhzp07J92X2NhYREdHw8zMTHk1bNgQAHDx4sUS52vZsmWRtp9++gnt27eHjY0NzMzM8NFHH+HKlSvSfSHSNoYm0UvM3NwcvXr1wty5c3Hy5Em88cYb+PTTTwEAQgioVKpi5yupvTiFhYXw8/NDXFycxuvChQvo0KFDifM9GdYAcPjwYQwYMADdunXDb7/9hhMnTmD69Om8SYheKrw8S/SKUKlUaNiwIWJiYgAArq6uWLNmDbKyspQAO3jwIHR0dEq8pGpgYFDkM1J3d3f8/PPPcHR0hJ7es/+TcfDgQTg4OGD69OlK2+XLl595eUTawDNNoucsMzNTOVsDgKSkJMTFxWlcpgwJCYGPj0+Jy4iLi4O/vz9++uknxMfH459//sGqVauwevVq+Pv7AwACAwNhZGSEwYMH48yZM4iOjsaYMWMQFBRU5PPMxxwdHXHkyBFcunQJt2/fRmFhIUaNGoW7d+9i4MCBOHr0KBITE7Fz504MGTKkxJuQilO/fn1cuXIF4eHhuHjxIr7++mtERERIz0/0ImBoEj1nx48fR4sWLdCiRQsAwIQJE9CiRQvMnDlTqbl9+3apnxfWqVMHjo6OmDNnDlq3bg13d3d89dVXmDNnjnImZ2Jigh07duDu3bto1aoV/vOf/8DHx6fU74dOmjQJurq6cHV1Ra1atXDlyhXY2dnh4MGDKCgogK+vL9zc3DBu3Dio1Wro6Mj/E+Lv748PP/wQo0ePRvPmzRETE6PcVUv0slAJIYS2O0FERPQy4JkmERGRJIYmERGRJIYmERGRJIYmERGRJIYmEVUKjrFJryKGJpEWzJ8/H61atYK5uTmsrKzQu3fvcj3a7kn//PMP3n33XdSpUweGhoZwcnLCwIEDcfz48QruNRExNIm0YN++fRg1ahQOHz6MqKgo5Ofno0uXLsjKyirXco4fPw4PDw+cP38ey5cvR3x8PCIiItCwYUNMnDixknpPVIVpeWgyIhJCpKamCgBi37590vMUFhaKxo0bCw8PD1FQUFBkelpamvJzWeNYxsXFCW9vb2FmZibMzc2Fu7u7OHbsmBBCiNu3b4sBAwaI2rVrC2NjY+Hm5iY2btyosa7MzEwRFBQkTE1NhY2Njfjiiy+KjLG5bt064eHhIczMzIS1tbUYOHCguHnzpvT2Er0IeKZJ9AJIT08HANSoUUNpK2tMzbi4OJw9exYTJ04s9sk81apVU34uaxzLwMBA1KlTB8eOHUNsbCymTp0KfX19AMDDhw/h4eGB3377DWfOnMHw4cMRFBSEI0eOKPNPnjwZ0dHRiIiIwM6dO7F3717ExsZq9Cc3NxeffPIJTp48iV9++QVJSUkIDg4uz24i0j5tpzZRVVdYWCj8/PxE+/btNdq/+eYb8eabb5Y43+bNmwUA8ddff5V7nQsXLhQeHh7Ke3NzcxEWFiY9f/fu3cXEiROFEELcv39fGBgYiPDwcGX6nTt3hLGxscaZ5tOOHj0qAIj79++Xu/9E2sIzTSItGz16NE6dOoVNmzYVaS9tTE3x/5+AKTPMV1njWE6YMAHvvfceOnXqhM8++0zjubcFBQWYO3cumjZtCktLS5iZmWHnzp3K/BcvXkRubi48PT2VeWrUqAEXFxeNPpw4cQL+/v5wcHCAubk5vL29AYDjadJLhaFJpEVjxozB1q1bER0djTp16pRr3sfDeyUkJJRaJzOO5ezZs3H27Fn06NEDe/bsgaurqzICyZdffonFixdjypQp2LNnD+Li4uDr66vMLyQeX52VlYUuXbrAzMwM69evx7Fjx5TlczxNepkwNIm0QAiB0aNHY8uWLdizZw+cnJzKvYzmzZvD1dUVX375JQoLC4tMv3fvHgDNcSxbtmwJZ2fnYsexbNCgAT788EPs3LkTffv2RWhoKADgzz//hL+/P9555x00a9YMdevWxYULF5T56tevD319fRw+fFhpS0tLw/nz55X3f//9N27fvo3PPvsMb7zxBho2bIjU1NRybzORtjE0ibRg1KhRWL9+PTZu3Ahzc3OkpKQgJSUF2dnZSk1ZY2qqVCqEhobi/Pnz6NChA7Zv347ExEScOnUKc+fOVcbVLGscy+zsbIwePRp79+7F5cuXcfDgQRw7dgyNGjVS5o+KikJMTAwSEhIwYsQIpKSkKPObmZlh6NChmDx5Mnbv3o0zZ84gODhY4+ak1157DQYGBvjmm2+QmJiIrVu34pNPPqmw/Un03Gj5M1WiKglAsa/Q0FClZtasWcLBwaHMZZ07d04MGjRI2NnZCQMDA+Hg4CAGDhyocYPQ5MmThaWlpTAzMxP9+/cXixcvFmq1WgghRE5OjhgwYICwt7cXBgYGws7OTowePVpkZ2cLIR7d1OPv7y/MzMyElZWVmDFjhhg0aJDw9/dXln///n3xzjvvCBMTE2FtbS0WLlxY5CsnGzduFI6OjsLQ0FB4enqKrVu3CgDixIkT/2JPEj1fHE+TiIhIEi/PEhERSWJoEhERSWJoEhERSWJoEhERSWJoElVRwcHB6N27t7a7QfRSYWgSvUCWLl2Kpk2bwsLCAhYWFvD09MQff/xRrmU0adIE7733XrHTNm3aBH19fdy8eRNfffUVwsLCKqDXRFUHv3JC9ALZtm0bdHV1Ub9+fQDAmjVr8Pnnn+PEiRNo3Lix1DKWLFmCmTNnIiUlBSYmJhrTOnfuDDMzM42HGxCRPJ5pEr1A/Pz80L17dzRo0AANGjTA3LlzYWZmpvGIurIEBQUhJycHP/74o0b7lStXsGfPHgwdOhRA0cuzjo6OWLJkicY8zZs3x+zZswEAAwcOxIABAzSm5+XloWbNmsoj9yIjI9G+fXtUq1YNlpaW6Nmzp8bD34ledgxNohdUQUEBwsPDkZWVpTGCSFnjbFpaWsLf318JssdCQ0NhbW2Nbt26PVN/AgMDsXXrVmRmZiptO3bsQFZWFt566y0Ajx7MPmHCBBw7dgy7d++Gjo4O+vTpU+yzcYleRnra7gARaTp9+jQ8PT3x8OFD5VKqq6urMr1mzZqoV69eqcsYMmQIunfvjsTERNStWxdCCISFhSE4OBi6urrP1C9fX1+YmpoiIiICQUFBAICNGzfCz88PFhYWAKCE52OrVq2ClZUV4uPj4ebm9kzrJXqR8EyT6AXj4uKCuLg4HD58GB988AEGDx6M+Ph4ZXpZ42wCQJcuXVCnTh3lbHPPnj24dOkS3n333Wful76+Pt5++21s2LABwKOzyl9//RWBgYFKzcWLFxEQEIC6devCwsJCGb2FY2bSq4KhSfSCMTAwQP369dGyZUvMnz8fzZo1w1dffVWuZejo6CA4OBhr1qxBYWEhQkND0aFDBzg7O5c6z9P3Bebl5Wm8DwwMxK5du5CamopffvkFRkZGGpd7/fz8cOfOHaxcuRJHjhzBkSNHAHDMTHp1MDSJXnBCCOTk5JR7vnfffRfXrl3Dli1bsGXLFuUGoJLUqlULycnJyvuMjAwkJSVp1LRt2xb29vbYvHkzNmzYgLfffhsGBgYAgDt37iAhIQEzZsyAj48PGjVqhLS0tHL3m+hFxs80iV4g//vf/9CtWzfY29vj/v37CA8Px969exEZGanUhISEICIiosxLtE5OTnjzzTcxfPhw6Ovr4z//+U+p9W+++SbCwsLg5+eH6tWr46OPPiry+adKpUJAQACWLVuG8+fPIzo6WplWvXp1WFpaYsWKFbC1tcWVK1cwderUZ9gLRC8unmkSvUBu3ryJoKAguLi4wMfHB0eOHEFkZCQ6d+6s1Ny+fVv6axxDhw5FWloaBgwYUOQ7m0+bNm0aOnTogJ49e6J79+7o3bt3sTccBQYGIj4+HrVr10a7du2Udh0dHYSHhyM2NhZubm748MMP8fnnn0tuOdHLgQ83ICIiksQzTSIiIkkMTSIiIkkMTSIiIkkMTSIiIkkMTaJieHt7Y/z48f9qGcU9AL289u7dC5VKhXv37gEAwsLCUK1atUrrQ3mX/6p5Uba/IsY6vXTpElQqFeLi4iqkT/QIQ5Mwf/58qFSqZwqJxMREDBw4EHZ2djAyMkKdOnXg7++P8+fPV3xHXzLHjh3D8OHDK3SZ/fv3L9e+rYw+PC//9g+X4OBg5XuiKpVKeZmamsLZ2RnBwcGIjY3VmKe8+7eycKzTFxdDs4o7duwYVqxYgaZNm5Z73tzcXHTu3BkZGRnYsmULzp07h82bN8PNzQ3p6emV0NvyefoRcM9brVq1yvxuZHkZGxvDyspKq314GRQWFuL333+Hv7+/0hYaGork5GScPXsW3377LTIzM9G6dWusXbtWqSnv/n0WMo8UVKvVL8QZLxXF0KzCMjMzERgYiJUrV6J69erlnj8+Ph6JiYn47rvv0KZNGzg4OKBdu3aYO3cuWrVqpdRdv34d/fv3V54Y4+/vj0uXLinTH1+KmjNnDqysrGBhYYERI0Zo/ONS1jiNjy9F/fDDD/D29oaRkRHWr1+PO3fuYODAgahTpw5MTEzQpEkTbNq0SWM7srKyMGjQIJiZmcHW1hZffvllkW1NS0vDoEGDUL16dZiYmKBbt264cOFCqfvnyUujxV0qu3fvHlQqFfbu3au0bd++HQ0aNICxsTE6duyosZ+A4i8fbt26FS1btoSRkRFq1qyJvn37FtsHAFi0aBGaNGkCU1NT2NvbY+TIkRpDfT1t9uzZaN68OVavXo3XXnsNZmZm+OCDD1BQUICFCxfCxsYGVlZWmDt3rsZ86enpGD58uPL/880338TJkyeLLHfdunVwdHSEWq3GgAEDcP/+fQCPjol9+/bhq6++Us4QH++L+Ph4dO/eHWZmZrC2tkZQUBBu376tsf6DBw9CR0cHrVu3VtqqVasGGxsbODo6okuXLvjpp58QGBiI0aNHK4/7e3L/njt3DiqVCn///bfGshctWgRHR0flOb379u3D66+/DkNDQ9ja2mLq1KnIz89X6r29vTF69GhMmDABNWvWVB5UcfbsWfTo0QMWFhYwNzfHG2+8oRzTT1+elRmn9OjRo2jRogWMjIzQsmVLnDhxosj/z7L6SmVjaFZho0aNQo8ePdCpU6dip5c1bmOtWrWgo6ODn376CQUFBcXWPHjwAB07doSZmRn279+PAwcOwMzMDF27dtUIxd27dyMhIQHR0dHYtGkTIiIiMGfOHGW67DiN//3vfzF27FgkJCTA19cXDx8+hIeHB3777TecOXMGw4cPR1BQkPIgcQCYPHkyoqOjERERgZ07d2Lv3r1FLtsFBwfj+PHj2Lp1Kw4dOgQhBLp3716hZ7NXr15F37590b17d8TFxeG9994r8zF0v//+O/r27YsePXrgxIkT2L17N1q2bFlivY6ODr7++mucOXMGa9aswZ49ezBlypRS13Hx4kX88ccfiIyMxKZNm7B69Wr06NED165dw759+7BgwQLMmDFDGShbCIEePXogJSUF27dvR2xsLNzd3eHj44O7d+9qLPeXX37Bb7/9ht9++w379u3DZ599BuDR5UlPT08MGzYMycnJSE5Ohr29PZKTk+Hl5YXmzZvj+PHjiIyMxM2bN9GvXz+NPm/duhV+fn7Q0Sn9n7gPP/wQ9+/fR1RUVJFpLi4u8PDwUEZ1eWzjxo0ICAiASqXC9evX0b17d7Rq1QonT57E0qVLsWrVKnz66aca86xZswZ6eno4ePAgli9fjuvXr6NDhw4wMjLCnj17EBsbiyFDhpQYYGUd/1lZWejZsydcXFwQGxuL2bNnY9KkSRrLkO0rlUFQlbRp0ybh5uYmsrOzhRBCeHl5iXHjxmnUfPPNN+LNN98sdTkhISHCxMREmJubi44dO4qPP/5YXLx4UZm+atUq4eLiIgoLC5W2nJwcYWxsLHbs2CGEEGLw4MGiRo0aIisrS6lZunSpMDMzEwUFBcWuNzU1VQAQp0+fFkIIkZSUJACIJUuWlLnt3bt3FxMnThRCCHH//n1hYGAgwsPDlel37twRxsbGyv44f/68ACAOHjyo1Ny+fVsYGxuLH374ocT1ODg4iMWLF2v078SJE8r0tLQ0AUBER0cLIYSYNm2aaNSokca++u9//ysAiLS0NCGEEKGhoUKtVivTPT09RWBgoFQfivPDDz8IS0tL5f3Ty581a5YwMTERGRkZSpuvr69wdHTU+H/j4uIi5s+fL4QQYvfu3cLCwkI8fPhQY1316tUTy5cvL3G5kydPFq1bt1beF3dMfvTRR6JLly4abVevXhUAxLlz55S2Bg0aiK1btyrvAYiIiIgi25+dnS0AiAULFhS7/YsWLRJ169ZV3p87d04AEGfPnhVCCPG///2vyPH97bffahy7Xl5eonnz5hrrnTZtmnBychK5ublF+iTEo98Jf3//YqcJUfT4X758ebG/Q08eczJ9pbLxTLMKunr1KsaNG4f169fDyMioxDqZcRtHjRqFlJQUrF+/Hp6envjxxx/RuHFj5S/32NhY/PPPPzA3N4eZmRnMzMxQo0YNPHz4UOPyUrNmzTQ+e/P09ERmZiauXr0KQH6cxqfPsgoKCjB37lw0bdoUlpaWMDMzw86dO5X5Ll68iNzcXHh6eirz1KhRAy4uLsr7hIQE6OnpaVzqs7S0hIuLCxISEkrdP+WRkJCANm3aQKVSKW1P9qs4cXFx8PHxkV5HdHQ0OnfujNq1a8Pc3ByDBg3CnTt3kJWVVeI8jo6OMDc3V95bW1vD1dVV4yzO2toaqampAB79P8/MzFT29+NXUlKSxv/zp5dra2urLKMksbGxiI6O1lhuw4YNAUBZdkJCAq5du1biFZQnif9/ifXJff6kAQMG4PLly8pZ9IYNG9C8eXNlUPCEhAR4enpqzN+uXTtkZmbi2rVrStvTx2VcXBzeeOMN6Ovrl9nHx9tW2vGfkJBQ7O/Qk2T7SqXjKCdVUGxsLFJTU+Hh4aG0FRQUYP/+/QgJCUFOTk6R0S1KY25ujl69eqFXr1749NNP4evri08//RSdO3dGYWFhsZe4gEeXd8vy+Bfcz88P9vb2WLlyJezs7FBYWAg3N7ciN1WYmppqvP/yyy+xePFiLFmyRPksb/z48cp8QuLRyyXVCCFK/Mf2aY8D5sllPX1pV6YvTzM2NpauvXz5Mrp37473338fn3zyCWrUqIEDBw5g6NChpV5mfvofdpVKVWzb40uFhYWFsLW11fis9rEnP48tbRklKSwshJ+fHxYsWFBkmq2tLYBHl2Y7d+4stW8e/9HzOISKW2bHjh2xceNGtGnTBps2bcKIESOU6cUdA8UF8dPHZXn+vwFlH/+yx7FMX6l0PNOsgnx8fHD69GnExcUpr5YtWyIwMBBxcXHlCsynqVQqNGzYUDlzcXd3x4ULF2BlZYX69etrvNRqtTLfyZMnkZ2drbw/fPgwzMzMUKdOnX81TuOff/4Jf39/vPPOO2jWrBnq1q2rcQNP/fr1oa+vr5xJAI9u+nnyaweurq7Iz8/X+Bz0zp07OH/+PBo1aiTVj8d/IDw5XuXT359zdXXV6AeAIu+f1rRp0zKvBjx2/Phx5Ofn48svv0SbNm3QoEED3LhxQ2re8nB3d0dKSgr09PSK/D+vWbOm9HIMDAyKfFbu7u6Os2fPwtHRsciyHwfTr7/+il69ekmtY8mSJbCwsCj1rDQwMBCbN2/GoUOHcPHiRQwYMECZ5urqipiYGI3QiomJgbm5OWrXrl3iMps2bYo///xT6jNxmePf1dW12N+hp2uepa+kiaFZBZmbm8PNzU3jZWpqCktLS7i5uSl1ISEhpV76i4uLg7+/P3766SfEx8fjn3/+wapVq7B69WrlVv/AwEDUrFkT/v7++PPPP5GUlIR9+/Zh3LhxGpeEcnNzMXToUMTHx+OPP/7ArFmzMHr0aOjo6GiM0/jPP/9gz549mDBhgtS21q9fH1FRUYiJiUFCQgJGjBiBlJQUZbqZmRmGDh2KyZMnY/fu3Thz5gyCg4M1Lj06OzvD398fw4YNw4EDB3Dy5Em88847qF27tsZXGkpjbGyMNm3a4LPPPkN8fDz279+PGTNmaNS8//77uHjxIiZMmIBz585h48aNZX5Xb9asWdi0aRNmzZqFhIQEnD59GgsXLiy2tl69esjPz8c333yDxMRErFu3DsuWLZPqf3l06tQJnp6e6N27N3bs2IFLly4hJiYGM2bMwPHjx6WX4+joiCNHjuDSpUu4ffs2CgsLMWrUKNy9excDBw7E0aNHkZiYiJ07d2LIkCEoKChAamoqjh07hp49exZZ3r1795CSkoLLly8jKioK//nPf7Bx40YsXbq01K939O3bFxkZGfjggw/QsWNHjYAZOXIkrl69ijFjxuDvv//Gr7/+ilmzZmHChAml3oQ0evRoZGRkYMCAATh+/DguXLiAdevW4dy5c0VqZY7/gIAA6OjoKL9D27dvxxdffKFR86x9JU3cU1SissZtrFOnDhwdHTFnzhy0bt0a7u7u+OqrrzBnzhxMnz4dAGBiYoL9+/fjtddeQ9++fdGoUSMMGTIE2dnZsLCwUJbl4+MDZ2dndOjQAf369YOfnx9mz54N4N+N0/jRRx/B3d0dvr6+8Pb2ho2NTZEnrXz++efo0KEDevXqhU6dOqF9+/Yal66BR9/x8/DwQM+ePeHp6QkhBLZv3y79mRQArF69Gnl5eWjZsiXGjRtX5K7F1157DT///DO2bduGZs2aYdmyZZg3b16py/T29saPP/6IrVu3onnz5njzzTc1zoif1Lx5cyxatAgLFiyAm5sbNmzYgPnz50v3X5ZKpcL27dvRoUMHDBkyBA0aNMCAAQNw6dIlWFtbSy9n0qRJ0NXVhaurK2rVqoUrV67Azs4OBw8eREFBAXx9feHm5oZx48ZBrVZDR0cH27ZtQ+vWrYv9ruW7774LW1tbNGzYEB988AHMzMxw9OhRBAQElNoPCwsL+Pn54eTJkwgMDNSYVrt2bWzfvh1Hjx5Fs2bN8P7772Po0KFF/iB6mqWlJfbs2YPMzEx4eXnBw8MDK1euLPZ4kjn+zczMsG3bNsTHx6NFixaYPn16kUvYz9pX0sTxNEnrgoODce/ePfzyyy/a7kqFsrW1xSeffIL33ntP212pMnr16oX27duX+TUaomfFG4GIKtiDBw9w8OBB3Lx5E40bN9Z2d6qU9u3bY+DAgdruBr3CeHmWqIKtWLECAwYMwPjx48v8yghVrClTpsDe3l7b3aBXGC/PEhERSeKZJhERkSSGJhERkSSGJpEWPT0Kyb1799CwYUO0adMGV65cUR4RR5WvIgYep1cfQ5OqjNmzZ2sMRqxSqWBjY1Pu5TwddI8tWbKk1FFhivP0INExMTHw9vbGBx98gDfffBNvvfVWuftHRJWHXzmhKqVx48bYtWuX8v7fPDKwIjz9/N3u3buje/fuAIDBgwdro0tEVAqeaVKVoqenBxsbG+Ul89D4Z/V4IOEvvvgCtra2sLS0xKhRozSeN/osg0T//PPPaNy4MQwNDeHo6FjsoNlPK22g6rIG2H48MPOOHTvQqFEjZTzUJ5+ju3fvXrz++uswNTVFtWrV0K5dO1y+fFmZvm3bNnh4eMDIyAh169bFnDlzNMaOVKlU+P7779GnTx+YmJjA2dkZW7du1ehjYGAgatWqBWNjYzg7OyM0NFRZt0qlwr1795T6uLg4jYGrZQYjJ5LB0KQq5cKFC7Czs4OTkxMGDBiAxMREjellDbxdXtHR0bh48SKio6OxZs0ahIWFlfo82bIGiY6NjUW/fv0wYMAAnD59GrNnz8ZHH31U6jLLGqhaZoDtBw8e4IsvvsC6deuwf/9+XLlyRRnkOD8/H71794aXlxdOnTqFQ4cOYfjw4crIGTt27MA777yDsWPHIj4+HsuXL0dYWBjmzp2r0c85c+agX79+OHXqFLp3747AwEBl0OqPPvpIeS5xQkICli5dWq6Hv8sMRk4k5TmP30mkNdu3bxc//fSTOHXqlIiKihJeXl7C2tpa3L59W6mRGXi7pIGdFy9eLBwcHJT3gwcPFg4ODiI/P19pe/vtt0X//v3LXNZjTw8SHRAQIDp37qxRM3nyZOHq6lriMkobqFpmgO3Q0FABQPzzzz9Kzbfffiusra2FEI8G7QYg9u7dW+w63njjDTFv3jyNtnXr1glbW1vlPQAxY8YM5X1mZqZQqVTijz/+EEII4efnJ959991ilx8dHa0xULcQQpw4cUIAEElJScXOI4TmYORCFD/oNdHTeKZJVUa3bt3w1ltvoUmTJujUqRN+//13AMCaNWuUGpmBt8ujcePGGp+bljXQclmDRCckJKBdu3Ya87Rr1w4XLlwoMozWY6UNVC07wLaJiQnq1atX7HbUqFEDwcHB8PX1hZ+fH7766iuNS7exsbH4+OOPNQaOHjZsGJKTk/HgwQOlrmnTpsrPpqamMDc3V9bxwQcfIDw8HM2bN8eUKVMQExNT4j4sTlmDkRPJYmhSlWVqaoomTZpofH4nw8LCAunp6UXa7927pzFGKFC+gZYfDxLt5uaGn3/+GbGxsfj2228B/N+A1aKUgYRLUtqAxyXN+/R6ituOJ+cNDQ3FoUOH0LZtW2zevBkNGjRQxnMsLCzEnDlzNMZvPX36NC5cuAAjI6NS1/F4X3Xr1g2XL1/G+PHjcePGDfj4+CiXh2UG+H48GPmUKVOwZ88exMXFwdfXt8gg5kRlYWhSlZWTk4OEhATY2tqWa76GDRvi2LFjRdqPHTsGFxeXZ+6PzCDRrq6uOHDggEZbTEwMGjRoUOKdwKUNVF0RA2w/1qJFC0ybNg0xMTFwc3PDxo0bATwaOPrcuXNFBo2uX79+ucZxrFWrFoKDg7F+/XosWbIEK1asUNqB0gf4LmswciJZ/MoJVRmTJk2Cn58fXnvtNaSmpuLTTz9FRkaGxlc7QkJCEBERUeol2gkTJqBdu3b4+OOP8Z///AfAoztaIyMjy33Z8ElPDhLt5+eHgwcPFhkkeuLEiWjVqhU++eQT9O/fH4cOHUJISAi+++67Epc7a9Ys+Pj4oF69ehgwYADy8/Pxxx9/YMqUKRoDbC9fvhzm5uaYOnVquQbYTkpKwooVK9CrVy/Y2dnh3LlzOH/+PAYNGgQAmDlzJnr27Al7e3u8/fbb0NHRwalTp3D69OkiY4qWZObMmfDw8EDjxo2Rk5OD3377TQn1+vXrw97eHrNnz8ann36KCxcuFLmjuH79+vj5558RExOD6tWrY9GiRUhJSSn3HwZEPNOkKuPatWsYOHAgXFxc0LdvXxgYGODw4cNwcHBQasoaeBsA2rRpgx07dmDXrl1o37492rdvj507d2LHjh0anw2Wl8wg0e7u7vjhhx8QHh4ONzc3zJw5Ex9//DGCg4NLXG5ZA1X/2wG2TUxM8Pfff+Ott95CgwYNMHz4cIwePRojRowAAPj6+uK3335DVFQUWrVqhTZt2mDRokUa+70sBgYGmDZtGpo2bYoOHTpAV1cX4eHhAB5d1t20aRP+/vtvNGvWDAsWLCgSxjKDkRPJ4CgnREREknimSUREJImhSUREJImhSUREJImhSUREJImhSUTP3eOHwBO9bBiaRM/J/fv3MX78eDg4OMDY2Bht27Yt9iEJZeFgyUTaw9Akek7ee+89REVFYd26dTh9+jS6dOmCTp064fr169ru2jPhI+ioKmJoEj0H2dnZ+Pnnn7Fw4UJ06NAB9evXx+zZs+Hk5ISlS5f+q2UnJyejR48eMDY2hpOTEzZu3FhknM6yxqsEgH379uH111+HoaEhbG1tMXXqVI0xL729vTF69GhMmDABNWvWROfOnQHIjQEaFhaG1157DSYmJujTpw/u3LlTZDuWLl2KevXqwcDAAC4uLli3bt2/2i9ElYGhSfQc5Ofno6CgQOMB5cCjh6k/+SzZZxnPc9CgQbhx4wb27t2Ln3/+GStWrCh2JJXSxqu8fv06unfvjlatWuHkyZNYunQpVq1aVeTJOmvWrIGenh4OHjyI5cuXAyh7DNAjR45gyJAhGDlyJOLi4tCxY8ciy42IiMC4ceMwceJEnDlzBiNGjMC7776L6Ojocu0LokqntUHJiKoYT09P4eXlJa5fvy7y8/PFunXrhEqlEg0aNFBqZMbzfHLcx4SEBAFAHDt2TJl+4cIFAUBjnE6UMV7l//73P+Hi4iIKCwuVmm+//VaYmZmJgoICZb3NmzcvczufHgN04MCBomvXrho1/fv3F2q1Wnnftm1bMWzYMI2at99+W3Tv3r3M9RE9TzzTJHpO1q1bByEEateuDUNDQ3z99dcICAjQGJ2kvON5njt3Dnp6enB3d1fa6tevj+rVqxepLW28yoSEBHh6emoMB9auXTtkZmbi2rVrSlvLli2LLFdmDFBPT0+NeZ5+X9I4oU+O6Un0ImBoEj0n9erVw759+5CZmYmrV6/i6NGjyMvLg5OT0zMvU5QyHubTShuvUpQyTueT7aampho1smOAyihu/U+3EWkbQ5PoOTM1NYWtrS3S0tKwY8cO6SG4itOwYUPk5+fjxIkTSts///yDe/fulWs5rq6uiImJ0Qi4mJgYmJubo3bt2iXOJzsG6OMBqR97+n2jRo2KHSeUQ3fRi4ahSfSc7NixA5GRkUhKSkJUVBQ6duwIFxcXvPvuu0pNSEgIfHx8pJfZsGFDdOrUCcOHD8fRo0dx4sQJDB8+HMbGxuU6Sxs5ciSuXr2KMWPG4O+//8avv/6KWbNmYcKECaUOFP3kGKCJiYlYt25dkTFAx44di8jISCxcuBDnz59HSEgIIiMjNWomT56MsLAwLFu2DBcuXMCiRYuwZcsWTJo0SXobiJ4HhibRc5Keno5Ro0ahYcOGGDRokDIO55OXTWXG83za2rVrYW1tjQ4dOqBPnz4YNmwYzM3Ni9ypW5ratWtj+/btOHr0KJo1a4b3338fQ4cOxYwZM0qdT2YM0DZt2uD777/HN998g+bNm2Pnzp1Fltu7d2989dVX+Pzzz9G4cWMsX74coaGh8Pb2lt4GoueB42kSvWKuXbsGe3t77Nq1q1xnrURUNoYm0Utuz549yMzMRJMmTZCcnIwpU6bg+vXrOH/+fJGbf4jo39HTdgeI6N/Jy8vD//73PyQmJsLc3Bxt27bFhg0bGJhElYBnmkRERJJ4IxAREZEkhiYREZEkhiYREZEkhiYREZEkhiYREZEkhiYREZEkhiYREZEkhiYREZGk/wfSkdz2O66r8wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nascidos_RO2019['ESTCIVMAE'].value_counts().sort_index().plot.bar()\n",
    "plt.title(label=\"'ESTCIVMAE'\")\n",
    "plt.xlabel(xlabel='\\n Estado civil: \\n\\n1: Solteira \\n2: Casada \\n3: Viuva \\n4: Separado judicialmente/Divorciado '\n",
    "           '\\n5: União consensual \\n9: Ignorado')\n",
    "plt.tick_params(axis='x', rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3) Monte um gráfico de barras mostrando o APGAR5 médio por CONSULTAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Apgar no 5º minuto: \n",
      "0 a 10 \n",
      "\n",
      "Número de consultas de pré-natal: \n",
      "1: Nenhuma \n",
      "2: de 1 a 3 \n",
      "3: de 4 a 6 \n",
      "4: 7 e mais \n",
      "9: Ignorado\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Apgar no 5º minuto: \\n0 a 10 \\n')\n",
    "print('Número de consultas de pré-natal: \\n1: Nenhuma \\n2: de 1 a 3 \\n3: de 4 a 6 \\n4: 7 e mais \\n9: Ignorado')\n",
    "\n",
    "plt.rc('figure', figsize=(5, 5))\n",
    "ax = sns.barplot(data=nascidos_RO2019, \n",
    "                 x='APGAR5', \n",
    "                 y='CONSULTAS')\n",
    "ax.set_yticks(ticks=[1, 2, 3, 4])\n",
    "plt.xlabel(xlabel=\"\\n APGAR5: Apgar no 5º minuto\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  4) Monte um painel com 4 gráficos mostrando as frequencias de SEXO, GESTACAO, ESTCIVMAE e CONSULTAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('figure', figsize=(16, 16)) # tamanho da imagem\n",
    "fig, axes = plt.subplots(2, 2) # 2 colunas e 2 linhas\n",
    "fig.subplots_adjust(hspace=0.4)\n",
    "\n",
    "ax1 = sns.countplot(ax = axes[0, 0], x='SEXO', data=nascidos_RO2019)\n",
    "\n",
    "ax2 = sns.countplot(ax = axes[0, 1], x='GESTACAO', data=nascidos_RO2019, order=['Menos de 22 semanas', \n",
    "                           '22 a 27 semanas', \n",
    "                           '28 a 31 semanas', \n",
    "                           '32 a 36 semanas', \n",
    "                           '37 a 41 semanas', \n",
    "                           '42 semanas e mais'])\n",
    "ax2.set_xticklabels(labels=ax2.get_xticklabels(), \n",
    "                    rotation=45)\n",
    "ax2.set_xlabel(xlabel='Semanas de gestação')\n",
    "\n",
    "ax3 = sns.countplot(ax = axes[1, 0], x='ESTCIVMAE', data=nascidos_RO2019)\n",
    "ax3.set_xticklabels(labels=['1: Solteira', \n",
    "                            '2: Casada', \n",
    "                            '3: Viúva', \n",
    "                            '4: Separado judicialmente\\nDivorciado', \n",
    "                            '5: União consensual',\n",
    "                            '9: Ignorado'], \n",
    "                    rotation=45)\n",
    "ax3.set_xlabel(xlabel='Estado civil')\n",
    "\n",
    "ax4 = sns.countplot(ax = axes[1, 1], x='CONSULTAS', data=nascidos_RO2019)\n",
    "ax4.set_xticklabels(labels=['1: Nenhuma', \n",
    "                            '2: de 1 a 3', \n",
    "                            '3: de 4 a 6', \n",
    "                            '4: 7 e mais', \n",
    "                            '9: Ignorado'], \n",
    "                    rotation=45)\n",
    "ax4.set_xlabel(xlabel='Número de consultas de pré-natal')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}