Modificando colunas do DataFrame - Dicas Pandas #2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configurando a apresentação de um DataFrame - Dica de Pandas #2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "link para documentação: https://pandas.pydata.org/pandas-docs/stable/user_guide/options.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import YouTubeVideo, Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"550\"\n",
       "            height=\"310\"\n",
       "            src=\"https://www.youtube.com/embed/nsH6H2gNKgg\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10c2edad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(YouTubeVideo('nsH6H2gNKgg', width=550, height=310))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Image(filename='../imgs/comentarioDP2.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Link para o conjunto de dados: http://www.dados.gov.br/dataset/precos-de-medicamentos-governo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "FILE_PATH = '../dados/TA_PRECO_MEDICAMENTO_GOV.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kizzyterra/Workspace/machine-learning/venv-ml/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3058: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "meds = pd.read_csv(FILE_PATH, encoding=\"ISO-8859-1\", sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "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>PRINCÍPIO ATIVO</th>\n",
       "      <th>CNPJ</th>\n",
       "      <th>LABORATÓRIO</th>\n",
       "      <th>CÓDIGO GGREM</th>\n",
       "      <th>REGISTRO</th>\n",
       "      <th>EAN 1</th>\n",
       "      <th>EAN 2</th>\n",
       "      <th>EAN 3</th>\n",
       "      <th>PRODUTO</th>\n",
       "      <th>APRESENTAÇÃO</th>\n",
       "      <th>...</th>\n",
       "      <th>TARJA</th>\n",
       "      <th>Unnamed: 41</th>\n",
       "      <th>Unnamed: 42</th>\n",
       "      <th>Unnamed: 43</th>\n",
       "      <th>Unnamed: 44</th>\n",
       "      <th>Unnamed: 45</th>\n",
       "      <th>Unnamed: 46</th>\n",
       "      <th>Unnamed: 47</th>\n",
       "      <th>Unnamed: 48</th>\n",
       "      <th>Unnamed: 49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505107701157215</td>\n",
       "      <td>1018003900019</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>250 MG PO LIOF INJ CT FA + SER DESC</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019605</td>\n",
       "      <td>1018003900027</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 1 SER PREENCHIDA</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019705</td>\n",
       "      <td>1018003900035</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 4 SER PREENCHIDA</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019805</td>\n",
       "      <td>1018003900043</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 1 SER PREENCHIDA + DISPOS...</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019905</td>\n",
       "      <td>1018003900051</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 4 SER PREENCHIDA + DISPOS...</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  PRINCÍPIO ATIVO                CNPJ                             LABORATÓRIO  \\\n",
       "0      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "1      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "2      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "3      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "4      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "\n",
       "      CÓDIGO GGREM       REGISTRO         EAN 1  EAN 2  EAN 3  PRODUTO  \\\n",
       "0  505107701157215  1018003900019  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "1  505113030019605  1018003900027  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "2  505113030019705  1018003900035  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "3  505113030019805  1018003900043  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "4  505113030019905  1018003900051  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "\n",
       "                                        APRESENTAÇÃO  ...        TARJA  \\\n",
       "0                250 MG PO LIOF INJ CT FA + SER DESC  ...  Venda Livre   \n",
       "1              125 MG/ML SOL INJ CT 1 SER PREENCHIDA  ...  Venda Livre   \n",
       "2              125 MG/ML SOL INJ CT 4 SER PREENCHIDA  ...  Venda Livre   \n",
       "3  125 MG/ML SOL INJ CT 1 SER PREENCHIDA + DISPOS...  ...  Venda Livre   \n",
       "4  125 MG/ML SOL INJ CT 4 SER PREENCHIDA + DISPOS...  ...  Venda Livre   \n",
       "\n",
       "  Unnamed: 41 Unnamed: 42 Unnamed: 43 Unnamed: 44 Unnamed: 45 Unnamed: 46  \\\n",
       "0         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "1         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "2         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "3         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "4         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "  Unnamed: 47 Unnamed: 48 Unnamed: 49  \n",
       "0         NaN         NaN         NaN  \n",
       "1         NaN         NaN         NaN  \n",
       "2         NaN         NaN         NaN  \n",
       "3         NaN         NaN         NaN  \n",
       "4         NaN         NaN         NaN  \n",
       "\n",
       "[5 rows x 50 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.get_option('max_colwidth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "161"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meds['APRESENTAÇÃO'].str.len().max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('max_colwidth',170)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRINCÍPIO ATIVO</th>\n",
       "      <th>CNPJ</th>\n",
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       "      <th>Unnamed: 43</th>\n",
       "      <th>Unnamed: 44</th>\n",
       "      <th>Unnamed: 45</th>\n",
       "      <th>Unnamed: 46</th>\n",
       "      <th>Unnamed: 47</th>\n",
       "      <th>Unnamed: 48</th>\n",
       "      <th>Unnamed: 49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
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       "      <td>505107701157215</td>\n",
       "      <td>1018003900019</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>250 MG PO LIOF INJ CT FA + SER DESC</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019605</td>\n",
       "      <td>1018003900027</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 1 SER PREENCHIDA</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019705</td>\n",
       "      <td>1018003900035</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 4 SER PREENCHIDA</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019805</td>\n",
       "      <td>1018003900043</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 1 SER PREENCHIDA + DISPOSITIVO ULTRASAFE</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019905</td>\n",
       "      <td>1018003900051</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 4 SER PREENCHIDA + DISPOSITIVO ULTRASAFE</td>\n",
       "      <td>...</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "  PRINCÍPIO ATIVO                CNPJ                             LABORATÓRIO  \\\n",
       "0      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "1      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "2      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "3      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "4      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "\n",
       "      CÓDIGO GGREM       REGISTRO         EAN 1  EAN 2  EAN 3  PRODUTO  \\\n",
       "0  505107701157215  1018003900019  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "1  505113030019605  1018003900027  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "2  505113030019705  1018003900035  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "3  505113030019805  1018003900043  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "4  505113030019905  1018003900051  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "\n",
       "                                                    APRESENTAÇÃO  ...  \\\n",
       "0                            250 MG PO LIOF INJ CT FA + SER DESC  ...   \n",
       "1                          125 MG/ML SOL INJ CT 1 SER PREENCHIDA  ...   \n",
       "2                          125 MG/ML SOL INJ CT 4 SER PREENCHIDA  ...   \n",
       "3  125 MG/ML SOL INJ CT 1 SER PREENCHIDA + DISPOSITIVO ULTRASAFE  ...   \n",
       "4  125 MG/ML SOL INJ CT 4 SER PREENCHIDA + DISPOSITIVO ULTRASAFE  ...   \n",
       "\n",
       "         TARJA Unnamed: 41 Unnamed: 42 Unnamed: 43 Unnamed: 44 Unnamed: 45  \\\n",
       "0  Venda Livre         NaN         NaN         NaN         NaN         NaN   \n",
       "1  Venda Livre         NaN         NaN         NaN         NaN         NaN   \n",
       "2  Venda Livre         NaN         NaN         NaN         NaN         NaN   \n",
       "3  Venda Livre         NaN         NaN         NaN         NaN         NaN   \n",
       "4  Venda Livre         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "  Unnamed: 46 Unnamed: 47 Unnamed: 48 Unnamed: 49  \n",
       "0         NaN         NaN         NaN         NaN  \n",
       "1         NaN         NaN         NaN         NaN  \n",
       "2         NaN         NaN         NaN         NaN  \n",
       "3         NaN         NaN         NaN         NaN  \n",
       "4         NaN         NaN         NaN         NaN  \n",
       "\n",
       "[5 rows x 50 columns]"
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     "execution_count": 11,
     "metadata": {},
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   "source": [
    "meds.head()"
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  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
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     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "pd.get_option('max_columns')"
   ]
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  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('max_columns', 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>PF Sem Impostos</th>\n",
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       "      <th>PF 17% ALC</th>\n",
       "      <th>PF 17,5%</th>\n",
       "      <th>PF 17,5% ALC</th>\n",
       "      <th>PF 18%</th>\n",
       "      <th>PF 18% ALC</th>\n",
       "      <th>PF 20%</th>\n",
       "      <th>PMVG Sem Impostos</th>\n",
       "      <th>PMVG 0%</th>\n",
       "      <th>PMVG 12%</th>\n",
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       "      <th>PMVG 17% ALC</th>\n",
       "      <th>PMVG 17,5%</th>\n",
       "      <th>PMVG 17,5% ALC</th>\n",
       "      <th>PMVG 18%</th>\n",
       "      <th>PMVG 18% ALC</th>\n",
       "      <th>PMVG 20%</th>\n",
       "      <th>RESTRIÇÃO HOSPITALAR</th>\n",
       "      <th>CAP</th>\n",
       "      <th>CONFAZ 87</th>\n",
       "      <th>ICMS 0%</th>\n",
       "      <th>ANÁLISE RECURSAL</th>\n",
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       "      <th>COMERCIALIZAÇÃO 2018</th>\n",
       "      <th>TARJA</th>\n",
       "      <th>Unnamed: 41</th>\n",
       "      <th>Unnamed: 42</th>\n",
       "      <th>Unnamed: 43</th>\n",
       "      <th>Unnamed: 44</th>\n",
       "      <th>Unnamed: 45</th>\n",
       "      <th>Unnamed: 46</th>\n",
       "      <th>Unnamed: 47</th>\n",
       "      <th>Unnamed: 48</th>\n",
       "      <th>Unnamed: 49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505107701157215</td>\n",
       "      <td>1018003900019</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>250 MG PO LIOF INJ CT FA + SER DESC</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>1499,04</td>\n",
       "      <td>1499,04</td>\n",
       "      <td>1703,46</td>\n",
       "      <td>1806,08</td>\n",
       "      <td>1806,08</td>\n",
       "      <td>1817,02</td>\n",
       "      <td>1817,02</td>\n",
       "      <td>1828,10</td>\n",
       "      <td>1828,10</td>\n",
       "      <td>1873,80</td>\n",
       "      <td>1196,83</td>\n",
       "      <td>1196,83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sim</td>\n",
       "      <td>Não</td>\n",
       "      <td>Sim</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Sim</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019605</td>\n",
       "      <td>1018003900027</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 1 SER PREENCHIDA</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>1190,06</td>\n",
       "      <td>1190,06</td>\n",
       "      <td>1352,34</td>\n",
       "      <td>1433,80</td>\n",
       "      <td>1433,80</td>\n",
       "      <td>1442,49</td>\n",
       "      <td>1442,49</td>\n",
       "      <td>1451,29</td>\n",
       "      <td>1451,29</td>\n",
       "      <td>1487,57</td>\n",
       "      <td>950,14</td>\n",
       "      <td>950,14</td>\n",
       "      <td>1079,71</td>\n",
       "      <td>1144,75</td>\n",
       "      <td>1144,75</td>\n",
       "      <td>1151,68</td>\n",
       "      <td>1151,68</td>\n",
       "      <td>1158,71</td>\n",
       "      <td>1158,71</td>\n",
       "      <td>1187,68</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Não</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019705</td>\n",
       "      <td>1018003900035</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 4 SER PREENCHIDA</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>4760,29</td>\n",
       "      <td>4760,29</td>\n",
       "      <td>5409,42</td>\n",
       "      <td>5735,29</td>\n",
       "      <td>5735,29</td>\n",
       "      <td>5770,04</td>\n",
       "      <td>5770,04</td>\n",
       "      <td>5805,23</td>\n",
       "      <td>5805,23</td>\n",
       "      <td>5950,36</td>\n",
       "      <td>3800,62</td>\n",
       "      <td>3800,62</td>\n",
       "      <td>4318,88</td>\n",
       "      <td>4579,06</td>\n",
       "      <td>4579,06</td>\n",
       "      <td>4606,80</td>\n",
       "      <td>4606,80</td>\n",
       "      <td>4634,90</td>\n",
       "      <td>4634,90</td>\n",
       "      <td>4750,77</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Não</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019805</td>\n",
       "      <td>1018003900043</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 1 SER PREENCHIDA + DISPOSITIVO ULTRASAFE</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>1190,06</td>\n",
       "      <td>1190,06</td>\n",
       "      <td>1352,34</td>\n",
       "      <td>1433,80</td>\n",
       "      <td>1433,80</td>\n",
       "      <td>1442,49</td>\n",
       "      <td>1442,49</td>\n",
       "      <td>1451,29</td>\n",
       "      <td>1451,29</td>\n",
       "      <td>1487,57</td>\n",
       "      <td>950,14</td>\n",
       "      <td>950,14</td>\n",
       "      <td>1079,71</td>\n",
       "      <td>1144,75</td>\n",
       "      <td>1144,75</td>\n",
       "      <td>1151,68</td>\n",
       "      <td>1151,68</td>\n",
       "      <td>1158,71</td>\n",
       "      <td>1158,71</td>\n",
       "      <td>1187,68</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Não</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019905</td>\n",
       "      <td>1018003900051</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 4 SER PREENCHIDA + DISPOSITIVO ULTRASAFE</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>4760,29</td>\n",
       "      <td>4760,29</td>\n",
       "      <td>5409,42</td>\n",
       "      <td>5735,29</td>\n",
       "      <td>5735,29</td>\n",
       "      <td>5770,04</td>\n",
       "      <td>5770,04</td>\n",
       "      <td>5805,23</td>\n",
       "      <td>5805,23</td>\n",
       "      <td>5950,36</td>\n",
       "      <td>3800,62</td>\n",
       "      <td>3800,62</td>\n",
       "      <td>4318,88</td>\n",
       "      <td>4579,06</td>\n",
       "      <td>4579,06</td>\n",
       "      <td>4606,80</td>\n",
       "      <td>4606,80</td>\n",
       "      <td>4634,90</td>\n",
       "      <td>4634,90</td>\n",
       "      <td>4750,77</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Não</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PRINCÍPIO ATIVO                CNPJ                             LABORATÓRIO  \\\n",
       "0      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "1      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "2      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "3      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "4      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "\n",
       "      CÓDIGO GGREM       REGISTRO         EAN 1  EAN 2  EAN 3  PRODUTO  \\\n",
       "0  505107701157215  1018003900019  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "1  505113030019605  1018003900027  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "2  505113030019705  1018003900035  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "3  505113030019805  1018003900043  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "4  505113030019905  1018003900051  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "\n",
       "                                                    APRESENTAÇÃO  \\\n",
       "0                            250 MG PO LIOF INJ CT FA + SER DESC   \n",
       "1                          125 MG/ML SOL INJ CT 1 SER PREENCHIDA   \n",
       "2                          125 MG/ML SOL INJ CT 4 SER PREENCHIDA   \n",
       "3  125 MG/ML SOL INJ CT 1 SER PREENCHIDA + DISPOSITIVO ULTRASAFE   \n",
       "4  125 MG/ML SOL INJ CT 4 SER PREENCHIDA + DISPOSITIVO ULTRASAFE   \n",
       "\n",
       "                            CLASSE TERAPÊUTICA  \\\n",
       "0  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "1  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "2  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "3  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "4  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "\n",
       "  TIPO DE PRODUTO (STATUS DO PRODUTO) REGIME DE PREÇO PF Sem Impostos  \\\n",
       "0                          Biológicos        Regulado         1499,04   \n",
       "1                          Biológicos        Regulado         1190,06   \n",
       "2                          Biológicos        Regulado         4760,29   \n",
       "3                          Biológicos        Regulado         1190,06   \n",
       "4                          Biológicos        Regulado         4760,29   \n",
       "\n",
       "     PF 0%   PF 12%   PF 17% PF 17% ALC PF 17,5% PF 17,5% ALC   PF 18%  \\\n",
       "0  1499,04  1703,46  1806,08    1806,08  1817,02      1817,02  1828,10   \n",
       "1  1190,06  1352,34  1433,80    1433,80  1442,49      1442,49  1451,29   \n",
       "2  4760,29  5409,42  5735,29    5735,29  5770,04      5770,04  5805,23   \n",
       "3  1190,06  1352,34  1433,80    1433,80  1442,49      1442,49  1451,29   \n",
       "4  4760,29  5409,42  5735,29    5735,29  5770,04      5770,04  5805,23   \n",
       "\n",
       "  PF 18% ALC   PF 20% PMVG Sem Impostos  PMVG 0% PMVG 12% PMVG 17%  \\\n",
       "0    1828,10  1873,80           1196,83  1196,83      NaN      NaN   \n",
       "1    1451,29  1487,57            950,14   950,14  1079,71  1144,75   \n",
       "2    5805,23  5950,36           3800,62  3800,62  4318,88  4579,06   \n",
       "3    1451,29  1487,57            950,14   950,14  1079,71  1144,75   \n",
       "4    5805,23  5950,36           3800,62  3800,62  4318,88  4579,06   \n",
       "\n",
       "  PMVG 17% ALC PMVG 17,5% PMVG 17,5% ALC PMVG 18% PMVG 18% ALC PMVG 20%  \\\n",
       "0          NaN        NaN            NaN      NaN          NaN      NaN   \n",
       "1      1144,75    1151,68        1151,68  1158,71      1158,71  1187,68   \n",
       "2      4579,06    4606,80        4606,80  4634,90      4634,90  4750,77   \n",
       "3      1144,75    1151,68        1151,68  1158,71      1158,71  1187,68   \n",
       "4      4579,06    4606,80        4606,80  4634,90      4634,90  4750,77   \n",
       "\n",
       "  RESTRIÇÃO HOSPITALAR  CAP CONFAZ 87 ICMS 0% ANÁLISE RECURSAL  \\\n",
       "0                  Sim  Não       Sim     Não              NaN   \n",
       "1                  Não  Não       Não     Não              NaN   \n",
       "2                  Não  Não       Não     Não              NaN   \n",
       "3                  Não  Não       Não     Não              NaN   \n",
       "4                  Não  Não       Não     Não              NaN   \n",
       "\n",
       "  LISTA DE CONCESSÃO DE CRÉDITO TRIBUTÁRIO (PIS/COFINS) COMERCIALIZAÇÃO 2018  \\\n",
       "0                                              POSITIVA                  Sim   \n",
       "1                                              POSITIVA                  Não   \n",
       "2                                              POSITIVA                  Não   \n",
       "3                                              POSITIVA                  Não   \n",
       "4                                              POSITIVA                  Não   \n",
       "\n",
       "         TARJA  Unnamed: 41  Unnamed: 42  Unnamed: 43  Unnamed: 44  \\\n",
       "0  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "1  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "2  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "3  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "4  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "\n",
       "   Unnamed: 45  Unnamed: 46  Unnamed: 47  Unnamed: 48  Unnamed: 49  \n",
       "0          NaN          NaN          NaN          NaN          NaN  \n",
       "1          NaN          NaN          NaN          NaN          NaN  \n",
       "2          NaN          NaN          NaN          NaN          NaN  \n",
       "3          NaN          NaN          NaN          NaN          NaN  \n",
       "4          NaN          NaN          NaN          NaN          NaN  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "meds = pd.read_csv(FILE_PATH, encoding=\"ISO-8859-1\", sep=';',decimal=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRINCÍPIO ATIVO</th>\n",
       "      <th>CNPJ</th>\n",
       "      <th>LABORATÓRIO</th>\n",
       "      <th>CÓDIGO GGREM</th>\n",
       "      <th>REGISTRO</th>\n",
       "      <th>EAN 1</th>\n",
       "      <th>EAN 2</th>\n",
       "      <th>EAN 3</th>\n",
       "      <th>PRODUTO</th>\n",
       "      <th>APRESENTAÇÃO</th>\n",
       "      <th>CLASSE TERAPÊUTICA</th>\n",
       "      <th>TIPO DE PRODUTO (STATUS DO PRODUTO)</th>\n",
       "      <th>REGIME DE PREÇO</th>\n",
       "      <th>PF Sem Impostos</th>\n",
       "      <th>PF 0%</th>\n",
       "      <th>PF 12%</th>\n",
       "      <th>PF 17%</th>\n",
       "      <th>PF 17% ALC</th>\n",
       "      <th>PF 17,5%</th>\n",
       "      <th>PF 17,5% ALC</th>\n",
       "      <th>PF 18%</th>\n",
       "      <th>PF 18% ALC</th>\n",
       "      <th>PF 20%</th>\n",
       "      <th>PMVG Sem Impostos</th>\n",
       "      <th>PMVG 0%</th>\n",
       "      <th>PMVG 12%</th>\n",
       "      <th>PMVG 17%</th>\n",
       "      <th>PMVG 17% ALC</th>\n",
       "      <th>PMVG 17,5%</th>\n",
       "      <th>PMVG 17,5% ALC</th>\n",
       "      <th>PMVG 18%</th>\n",
       "      <th>PMVG 18% ALC</th>\n",
       "      <th>PMVG 20%</th>\n",
       "      <th>RESTRIÇÃO HOSPITALAR</th>\n",
       "      <th>CAP</th>\n",
       "      <th>CONFAZ 87</th>\n",
       "      <th>ICMS 0%</th>\n",
       "      <th>ANÁLISE RECURSAL</th>\n",
       "      <th>LISTA DE CONCESSÃO DE CRÉDITO TRIBUTÁRIO (PIS/COFINS)</th>\n",
       "      <th>COMERCIALIZAÇÃO 2018</th>\n",
       "      <th>TARJA</th>\n",
       "      <th>Unnamed: 41</th>\n",
       "      <th>Unnamed: 42</th>\n",
       "      <th>Unnamed: 43</th>\n",
       "      <th>Unnamed: 44</th>\n",
       "      <th>Unnamed: 45</th>\n",
       "      <th>Unnamed: 46</th>\n",
       "      <th>Unnamed: 47</th>\n",
       "      <th>Unnamed: 48</th>\n",
       "      <th>Unnamed: 49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505107701157215</td>\n",
       "      <td>1018003900019</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>250 MG PO LIOF INJ CT FA + SER DESC</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>1499.04</td>\n",
       "      <td>1499.04</td>\n",
       "      <td>1703.46</td>\n",
       "      <td>1806.08</td>\n",
       "      <td>1806.08</td>\n",
       "      <td>1817.02</td>\n",
       "      <td>1817.02</td>\n",
       "      <td>1828.10</td>\n",
       "      <td>1828.10</td>\n",
       "      <td>1873.80</td>\n",
       "      <td>1196.83</td>\n",
       "      <td>1196.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sim</td>\n",
       "      <td>Não</td>\n",
       "      <td>Sim</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Sim</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019605</td>\n",
       "      <td>1018003900027</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 1 SER PREENCHIDA</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>1190.06</td>\n",
       "      <td>1190.06</td>\n",
       "      <td>1352.34</td>\n",
       "      <td>1433.80</td>\n",
       "      <td>1433.80</td>\n",
       "      <td>1442.49</td>\n",
       "      <td>1442.49</td>\n",
       "      <td>1451.29</td>\n",
       "      <td>1451.29</td>\n",
       "      <td>1487.57</td>\n",
       "      <td>950.14</td>\n",
       "      <td>950.14</td>\n",
       "      <td>1079.71</td>\n",
       "      <td>1144.75</td>\n",
       "      <td>1144.75</td>\n",
       "      <td>1151.68</td>\n",
       "      <td>1151.68</td>\n",
       "      <td>1158.71</td>\n",
       "      <td>1158.71</td>\n",
       "      <td>1187.68</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Não</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019705</td>\n",
       "      <td>1018003900035</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 4 SER PREENCHIDA</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>4760.29</td>\n",
       "      <td>4760.29</td>\n",
       "      <td>5409.42</td>\n",
       "      <td>5735.29</td>\n",
       "      <td>5735.29</td>\n",
       "      <td>5770.04</td>\n",
       "      <td>5770.04</td>\n",
       "      <td>5805.23</td>\n",
       "      <td>5805.23</td>\n",
       "      <td>5950.36</td>\n",
       "      <td>3800.62</td>\n",
       "      <td>3800.62</td>\n",
       "      <td>4318.88</td>\n",
       "      <td>4579.06</td>\n",
       "      <td>4579.06</td>\n",
       "      <td>4606.80</td>\n",
       "      <td>4606.80</td>\n",
       "      <td>4634.90</td>\n",
       "      <td>4634.90</td>\n",
       "      <td>4750.77</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Não</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019805</td>\n",
       "      <td>1018003900043</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 1 SER PREENCHIDA + DISPOSITIVO ULTRASAFE</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>1190.06</td>\n",
       "      <td>1190.06</td>\n",
       "      <td>1352.34</td>\n",
       "      <td>1433.80</td>\n",
       "      <td>1433.80</td>\n",
       "      <td>1442.49</td>\n",
       "      <td>1442.49</td>\n",
       "      <td>1451.29</td>\n",
       "      <td>1451.29</td>\n",
       "      <td>1487.57</td>\n",
       "      <td>950.14</td>\n",
       "      <td>950.14</td>\n",
       "      <td>1079.71</td>\n",
       "      <td>1144.75</td>\n",
       "      <td>1144.75</td>\n",
       "      <td>1151.68</td>\n",
       "      <td>1151.68</td>\n",
       "      <td>1158.71</td>\n",
       "      <td>1158.71</td>\n",
       "      <td>1187.68</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Não</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ABATACEPTE</td>\n",
       "      <td>56.998.982/0001-07</td>\n",
       "      <td>BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA</td>\n",
       "      <td>505113030019905</td>\n",
       "      <td>1018003900051</td>\n",
       "      <td>7.896017e+12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORENCIA</td>\n",
       "      <td>125 MG/ML SOL INJ CT 4 SER PREENCHIDA + DISPOSITIVO ULTRASAFE</td>\n",
       "      <td>M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS</td>\n",
       "      <td>Biológicos</td>\n",
       "      <td>Regulado</td>\n",
       "      <td>4760.29</td>\n",
       "      <td>4760.29</td>\n",
       "      <td>5409.42</td>\n",
       "      <td>5735.29</td>\n",
       "      <td>5735.29</td>\n",
       "      <td>5770.04</td>\n",
       "      <td>5770.04</td>\n",
       "      <td>5805.23</td>\n",
       "      <td>5805.23</td>\n",
       "      <td>5950.36</td>\n",
       "      <td>3800.62</td>\n",
       "      <td>3800.62</td>\n",
       "      <td>4318.88</td>\n",
       "      <td>4579.06</td>\n",
       "      <td>4579.06</td>\n",
       "      <td>4606.80</td>\n",
       "      <td>4606.80</td>\n",
       "      <td>4634.90</td>\n",
       "      <td>4634.90</td>\n",
       "      <td>4750.77</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>Não</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POSITIVA</td>\n",
       "      <td>Não</td>\n",
       "      <td>Venda Livre</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  PRINCÍPIO ATIVO                CNPJ                             LABORATÓRIO  \\\n",
       "0      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "1      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "2      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "3      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "4      ABATACEPTE  56.998.982/0001-07  BRISTOL-MYERS SQUIBB FARMACÊUTICA LTDA   \n",
       "\n",
       "      CÓDIGO GGREM       REGISTRO         EAN 1  EAN 2  EAN 3  PRODUTO  \\\n",
       "0  505107701157215  1018003900019  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "1  505113030019605  1018003900027  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "2  505113030019705  1018003900035  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "3  505113030019805  1018003900043  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "4  505113030019905  1018003900051  7.896017e+12    NaN    NaN  ORENCIA   \n",
       "\n",
       "                                                    APRESENTAÇÃO  \\\n",
       "0                            250 MG PO LIOF INJ CT FA + SER DESC   \n",
       "1                          125 MG/ML SOL INJ CT 1 SER PREENCHIDA   \n",
       "2                          125 MG/ML SOL INJ CT 4 SER PREENCHIDA   \n",
       "3  125 MG/ML SOL INJ CT 1 SER PREENCHIDA + DISPOSITIVO ULTRASAFE   \n",
       "4  125 MG/ML SOL INJ CT 4 SER PREENCHIDA + DISPOSITIVO ULTRASAFE   \n",
       "\n",
       "                            CLASSE TERAPÊUTICA  \\\n",
       "0  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "1  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "2  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "3  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "4  M01C0 - AGENTES ANTI-REUMÁTICOS ESPECÍFICOS   \n",
       "\n",
       "  TIPO DE PRODUTO (STATUS DO PRODUTO) REGIME DE PREÇO  PF Sem Impostos  \\\n",
       "0                          Biológicos        Regulado          1499.04   \n",
       "1                          Biológicos        Regulado          1190.06   \n",
       "2                          Biológicos        Regulado          4760.29   \n",
       "3                          Biológicos        Regulado          1190.06   \n",
       "4                          Biológicos        Regulado          4760.29   \n",
       "\n",
       "     PF 0%   PF 12%   PF 17%  PF 17% ALC  PF 17,5%  PF 17,5% ALC   PF 18%  \\\n",
       "0  1499.04  1703.46  1806.08     1806.08   1817.02       1817.02  1828.10   \n",
       "1  1190.06  1352.34  1433.80     1433.80   1442.49       1442.49  1451.29   \n",
       "2  4760.29  5409.42  5735.29     5735.29   5770.04       5770.04  5805.23   \n",
       "3  1190.06  1352.34  1433.80     1433.80   1442.49       1442.49  1451.29   \n",
       "4  4760.29  5409.42  5735.29     5735.29   5770.04       5770.04  5805.23   \n",
       "\n",
       "   PF 18% ALC   PF 20%  PMVG Sem Impostos  PMVG 0%  PMVG 12%  PMVG 17%  \\\n",
       "0     1828.10  1873.80            1196.83  1196.83       NaN       NaN   \n",
       "1     1451.29  1487.57             950.14   950.14   1079.71   1144.75   \n",
       "2     5805.23  5950.36            3800.62  3800.62   4318.88   4579.06   \n",
       "3     1451.29  1487.57             950.14   950.14   1079.71   1144.75   \n",
       "4     5805.23  5950.36            3800.62  3800.62   4318.88   4579.06   \n",
       "\n",
       "   PMVG 17% ALC  PMVG 17,5%  PMVG 17,5% ALC  PMVG 18%  PMVG 18% ALC  PMVG 20%  \\\n",
       "0           NaN         NaN             NaN       NaN           NaN       NaN   \n",
       "1       1144.75     1151.68         1151.68   1158.71       1158.71   1187.68   \n",
       "2       4579.06     4606.80         4606.80   4634.90       4634.90   4750.77   \n",
       "3       1144.75     1151.68         1151.68   1158.71       1158.71   1187.68   \n",
       "4       4579.06     4606.80         4606.80   4634.90       4634.90   4750.77   \n",
       "\n",
       "  RESTRIÇÃO HOSPITALAR  CAP CONFAZ 87 ICMS 0% ANÁLISE RECURSAL  \\\n",
       "0                  Sim  Não       Sim     Não              NaN   \n",
       "1                  Não  Não       Não     Não              NaN   \n",
       "2                  Não  Não       Não     Não              NaN   \n",
       "3                  Não  Não       Não     Não              NaN   \n",
       "4                  Não  Não       Não     Não              NaN   \n",
       "\n",
       "  LISTA DE CONCESSÃO DE CRÉDITO TRIBUTÁRIO (PIS/COFINS) COMERCIALIZAÇÃO 2018  \\\n",
       "0                                              POSITIVA                  Sim   \n",
       "1                                              POSITIVA                  Não   \n",
       "2                                              POSITIVA                  Não   \n",
       "3                                              POSITIVA                  Não   \n",
       "4                                              POSITIVA                  Não   \n",
       "\n",
       "         TARJA  Unnamed: 41  Unnamed: 42  Unnamed: 43  Unnamed: 44  \\\n",
       "0  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "1  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "2  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "3  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "4  Venda Livre          NaN          NaN          NaN          NaN   \n",
       "\n",
       "   Unnamed: 45  Unnamed: 46  Unnamed: 47  Unnamed: 48  Unnamed: 49  \n",
       "0          NaN          NaN          NaN          NaN          NaN  \n",
       "1          NaN          NaN          NaN          NaN          NaN  \n",
       "2          NaN          NaN          NaN          NaN          NaN  \n",
       "3          NaN          NaN          NaN          NaN          NaN  \n",
       "4          NaN          NaN          NaN          NaN          NaN  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 25681 entries, 0 to 25680\n",
      "Data columns (total 50 columns):\n",
      "PRINCÍPIO ATIVO                                          25681 non-null object\n",
      "CNPJ                                                     25681 non-null object\n",
      "LABORATÓRIO                                              25681 non-null object\n",
      "CÓDIGO GGREM                                             25681 non-null int64\n",
      "REGISTRO                                                 25681 non-null object\n",
      "EAN 1                                                    25679 non-null float64\n",
      "EAN 2                                                    162 non-null float64\n",
      "EAN 3                                                    0 non-null float64\n",
      "PRODUTO                                                  25681 non-null object\n",
      "APRESENTAÇÃO                                             25681 non-null object\n",
      "CLASSE TERAPÊUTICA                                       25681 non-null object\n",
      "TIPO DE PRODUTO (STATUS DO PRODUTO)                      25681 non-null object\n",
      "REGIME DE PREÇO                                          25681 non-null object\n",
      "PF Sem Impostos                                          25681 non-null float64\n",
      "PF 0%                                                    25681 non-null float64\n",
      "PF 12%                                                   24751 non-null float64\n",
      "PF 17%                                                   24751 non-null float64\n",
      "PF 17% ALC                                               24751 non-null float64\n",
      "PF 17,5%                                                 24751 non-null float64\n",
      "PF 17,5% ALC                                             24751 non-null float64\n",
      "PF 18%                                                   24751 non-null float64\n",
      "PF 18% ALC                                               24751 non-null float64\n",
      "PF 20%                                                   24751 non-null float64\n",
      "PMVG Sem Impostos                                        25681 non-null float64\n",
      "PMVG 0%                                                  25681 non-null float64\n",
      "PMVG 12%                                                 22188 non-null float64\n",
      "PMVG 17%                                                 22188 non-null float64\n",
      "PMVG 17% ALC                                             22188 non-null float64\n",
      "PMVG 17,5%                                               22188 non-null float64\n",
      "PMVG 17,5% ALC                                           22188 non-null float64\n",
      "PMVG 18%                                                 22188 non-null float64\n",
      "PMVG 18% ALC                                             22188 non-null float64\n",
      "PMVG 20%                                                 22188 non-null float64\n",
      "RESTRIÇÃO HOSPITALAR                                     25681 non-null object\n",
      "CAP                                                      25681 non-null object\n",
      "CONFAZ 87                                                25681 non-null object\n",
      "ICMS 0%                                                  25681 non-null object\n",
      "ANÁLISE RECURSAL                                         4 non-null object\n",
      "LISTA DE CONCESSÃO DE CRÉDITO TRIBUTÁRIO (PIS/COFINS)    25681 non-null object\n",
      "COMERCIALIZAÇÃO 2018                                     25681 non-null object\n",
      "TARJA                                                    25681 non-null object\n",
      "Unnamed: 41                                              0 non-null float64\n",
      "Unnamed: 42                                              0 non-null float64\n",
      "Unnamed: 43                                              0 non-null float64\n",
      "Unnamed: 44                                              0 non-null float64\n",
      "Unnamed: 45                                              0 non-null float64\n",
      "Unnamed: 46                                              0 non-null float64\n",
      "Unnamed: 47                                              0 non-null float64\n",
      "Unnamed: 48                                              0 non-null float64\n",
      "Unnamed: 49                                              0 non-null float64\n",
      "dtypes: float64(32), int64(1), object(17)\n",
      "memory usage: 9.8+ MB\n"
     ]
    }
   ],
   "source": [
    "meds.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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