Análise de dados Mercados.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "781ae37a",
   "metadata": {},
   "source": [
    "# FONTE DOS DADOS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "67cc96af",
   "metadata": {},
   "outputs": [],
   "source": [
    "#\"https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data?resource=download\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5935df3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#\"About this file\n",
    "#In the dataset, You'll get data of different stores of a supermarket company as per their store IDs which for ease has been converted to positive integers.\n",
    "\n",
    "#Store ID: (Index) ID of the particular store.\n",
    "\n",
    "#Store_Area: Physical Area of the store in yard square.\n",
    "\n",
    "#Items_Available: Number of different items available in the corresponding store.\n",
    "\n",
    "#DailyCustomerCount: Number of customers who visited to stores on an average over month.\n",
    "\n",
    "#Store_Sales: Sales in (US $) that stores made.\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "370cde40",
   "metadata": {},
   "source": [
    "# CONHECENDO OS DADOS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a59b2ff7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "af14c543",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_loja = pd.read_csv(\"C:/Users/Pedro Henrique/Documents/data/dados/Stores.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "676b509d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Store ID</th>\n",
       "      <th>Store_Area</th>\n",
       "      <th>Items_Available</th>\n",
       "      <th>Daily_Customer_Count</th>\n",
       "      <th>Store_Sales</th>\n",
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       "  </thead>\n",
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       "      <td>66490</td>\n",
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       "      <td>1461</td>\n",
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       "      <td>39820</td>\n",
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       "      <td>53730</td>\n",
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       "      <th>4</th>\n",
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       "      <td>1770</td>\n",
       "      <td>2111</td>\n",
       "      <td>450</td>\n",
       "      <td>46620</td>\n",
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       "      <td>66390</td>\n",
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       "      <th>892</th>\n",
       "      <td>893</td>\n",
       "      <td>1387</td>\n",
       "      <td>1663</td>\n",
       "      <td>850</td>\n",
       "      <td>82080</td>\n",
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       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>894</td>\n",
       "      <td>1200</td>\n",
       "      <td>1436</td>\n",
       "      <td>1060</td>\n",
       "      <td>76440</td>\n",
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       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>895</td>\n",
       "      <td>1299</td>\n",
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       "      <td>770</td>\n",
       "      <td>96610</td>\n",
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       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>896</td>\n",
       "      <td>1174</td>\n",
       "      <td>1429</td>\n",
       "      <td>1110</td>\n",
       "      <td>54340</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>896 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Store ID   Store_Area  Items_Available  Daily_Customer_Count  Store_Sales\n",
       "0            1        1659             1961                   530        66490\n",
       "1            2        1461             1752                   210        39820\n",
       "2            3        1340             1609                   720        54010\n",
       "3            4        1451             1748                   620        53730\n",
       "4            5        1770             2111                   450        46620\n",
       "..         ...         ...              ...                   ...          ...\n",
       "891        892        1582             1910                  1080        66390\n",
       "892        893        1387             1663                   850        82080\n",
       "893        894        1200             1436                  1060        76440\n",
       "894        895        1299             1560                   770        96610\n",
       "895        896        1174             1429                  1110        54340\n",
       "\n",
       "[896 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Vamos visualizar o Data Frame importado para que possamos ver quantas colunas (váriavéis) e linhas este Data Frame \n",
    "# possui.\n",
    "display(df_loja)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "75b0e5b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(896, 5)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_loja.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0ce33385",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Como pode ser visto os nomes das variáveis estão em inglês, vamos agora alterá-los para português"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "34039516",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Store ID</th>\n",
       "      <th>Store_Area</th>\n",
       "      <th>Items_Available</th>\n",
       "      <th>Daily_Customer_Count</th>\n",
       "      <th>Store_Sales</th>\n",
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       "      <td>1110</td>\n",
       "      <td>54340</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>896 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Store ID   Store_Area  Items_Available  Daily_Customer_Count  Store_Sales\n",
       "0            1        1659             1961                   530        66490\n",
       "1            2        1461             1752                   210        39820\n",
       "2            3        1340             1609                   720        54010\n",
       "3            4        1451             1748                   620        53730\n",
       "4            5        1770             2111                   450        46620\n",
       "..         ...         ...              ...                   ...          ...\n",
       "891        892        1582             1910                  1080        66390\n",
       "892        893        1387             1663                   850        82080\n",
       "893        894        1200             1436                  1060        76440\n",
       "894        895        1299             1560                   770        96610\n",
       "895        896        1174             1429                  1110        54340\n",
       "\n",
       "[896 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df_loja)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a0a2e287",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Store ID ',\n",
       " 'Store_Area',\n",
       " 'Items_Available',\n",
       " 'Daily_Customer_Count',\n",
       " 'Store_Sales']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_loja)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "69f2502b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_loja = df_loja.rename(\n",
    "columns= {\"Store ID \" : \"ID_LOJA\",\n",
    "         \"Store_Area\" : \"AREA_LOJA\",\n",
    "         \"Items_Available\" : \"ITENS_VENDA\",\n",
    "         \"Daily_Customer_Count\" : \"VISITAS_CLIENTES\",\n",
    "         \"Store_Sales\" : \"VENDAS_LOJA\"}\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f2ae00c6",
   "metadata": {},
   "outputs": [
    {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "  <thead>\n",
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       "      <th>AREA_LOJA</th>\n",
       "      <th>ITENS_VENDA</th>\n",
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       "      <th>1</th>\n",
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       "      <td>1461</td>\n",
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       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1451</td>\n",
       "      <td>1748</td>\n",
       "      <td>620</td>\n",
       "      <td>53730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>891</th>\n",
       "      <td>892</td>\n",
       "      <td>1582</td>\n",
       "      <td>1910</td>\n",
       "      <td>1080</td>\n",
       "      <td>66390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>893</td>\n",
       "      <td>1387</td>\n",
       "      <td>1663</td>\n",
       "      <td>850</td>\n",
       "      <td>82080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>894</td>\n",
       "      <td>1200</td>\n",
       "      <td>1436</td>\n",
       "      <td>1060</td>\n",
       "      <td>76440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>895</td>\n",
       "      <td>1299</td>\n",
       "      <td>1560</td>\n",
       "      <td>770</td>\n",
       "      <td>96610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>896</td>\n",
       "      <td>1174</td>\n",
       "      <td>1429</td>\n",
       "      <td>1110</td>\n",
       "      <td>54340</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>896 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ID_LOJA  AREA_LOJA  ITENS_VENDA  VISITAS_CLIENTES  VENDAS_LOJA\n",
       "0          1       1659         1961               530        66490\n",
       "1          2       1461         1752               210        39820\n",
       "2          3       1340         1609               720        54010\n",
       "3          4       1451         1748               620        53730\n",
       "4          5       1770         2111               450        46620\n",
       "..       ...        ...          ...               ...          ...\n",
       "891      892       1582         1910              1080        66390\n",
       "892      893       1387         1663               850        82080\n",
       "893      894       1200         1436              1060        76440\n",
       "894      895       1299         1560               770        96610\n",
       "895      896       1174         1429              1110        54340\n",
       "\n",
       "[896 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualização do DataFrame após Renomear as Colunas\n",
    "display(df_loja)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0abb7801",
   "metadata": {},
   "outputs": [],
   "source": [
    "# A variável \"AREA_LOJA\" se encontra em Jardas Quadradas, então iremos transformá-las em metros quadrados.\n",
    "# 1 Jarda quadrada = 1 Metro qaudrado\n",
    "df_loja[\"AREA_LOJA\"] = df_loja[\"AREA_LOJA\"]*0.83"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0706dd32",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>ID_LOJA</th>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1112.20</td>\n",
       "      <td>1609</td>\n",
       "      <td>720</td>\n",
       "      <td>54010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1204.33</td>\n",
       "      <td>1748</td>\n",
       "      <td>620</td>\n",
       "      <td>53730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1469.10</td>\n",
       "      <td>2111</td>\n",
       "      <td>450</td>\n",
       "      <td>46620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>892</td>\n",
       "      <td>1313.06</td>\n",
       "      <td>1910</td>\n",
       "      <td>1080</td>\n",
       "      <td>66390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>893</td>\n",
       "      <td>1151.21</td>\n",
       "      <td>1663</td>\n",
       "      <td>850</td>\n",
       "      <td>82080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>894</td>\n",
       "      <td>996.00</td>\n",
       "      <td>1436</td>\n",
       "      <td>1060</td>\n",
       "      <td>76440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>895</td>\n",
       "      <td>1078.17</td>\n",
       "      <td>1560</td>\n",
       "      <td>770</td>\n",
       "      <td>96610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>896</td>\n",
       "      <td>974.42</td>\n",
       "      <td>1429</td>\n",
       "      <td>1110</td>\n",
       "      <td>54340</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>896 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ID_LOJA  AREA_LOJA  ITENS_VENDA  VISITAS_CLIENTES  VENDAS_LOJA\n",
       "0          1    1376.97         1961               530        66490\n",
       "1          2    1212.63         1752               210        39820\n",
       "2          3    1112.20         1609               720        54010\n",
       "3          4    1204.33         1748               620        53730\n",
       "4          5    1469.10         2111               450        46620\n",
       "..       ...        ...          ...               ...          ...\n",
       "891      892    1313.06         1910              1080        66390\n",
       "892      893    1151.21         1663               850        82080\n",
       "893      894     996.00         1436              1060        76440\n",
       "894      895    1078.17         1560               770        96610\n",
       "895      896     974.42         1429              1110        54340\n",
       "\n",
       "[896 rows x 5 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df_loja)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "baef457b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# INFORMAÇÕES DESTE DATA FRAME APÓS ATUALIZAÇÕES    \n",
    "\n",
    "# ID_LOJA: NÚMERO DE IDENTIFICAÇÃO DE CADA LOJA\n",
    "\n",
    "# AREA_LOJA: ÁREA DAS LOJAS EM METROS QUADRADOS\n",
    "\n",
    "# ITENS_VENDA: NÚMERO DE ITENS À VENDA\n",
    "\n",
    "# VISITAS_CLIENTES: NÚMERO DE VISITANTES AO LONGO DO MÊS\n",
    "\n",
    "# VENDAS_LOJA: VENDAS AO LONGO DO MÊS EM DÓLAR"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e9e0117",
   "metadata": {},
   "source": [
    "# VERIFICANDO SE HÁ VARIÁVEIS NULOS "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "9bb0001c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ID_LOJA             0\n",
       "AREA_LOJA           0\n",
       "ITENS_VENDA         0\n",
       "VISITAS_CLIENTES    0\n",
       "VENDAS_LOJA         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_loja.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "25c1dfe2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 896 entries, 0 to 895\n",
      "Data columns (total 5 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   ID_LOJA           896 non-null    int64  \n",
      " 1   AREA_LOJA         896 non-null    float64\n",
      " 2   ITENS_VENDA       896 non-null    int64  \n",
      " 3   VISITAS_CLIENTES  896 non-null    int64  \n",
      " 4   VENDAS_LOJA       896 non-null    int64  \n",
      "dtypes: float64(1), int64(4)\n",
      "memory usage: 35.1 KB\n"
     ]
    }
   ],
   "source": [
    "df_loja.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b19e93c",
   "metadata": {},
   "source": [
    "# BASE ESTATÍSTICA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b05f19af",
   "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>ID_LOJA</th>\n",
       "      <th>AREA_LOJA</th>\n",
       "      <th>ITENS_VENDA</th>\n",
       "      <th>VISITAS_CLIENTES</th>\n",
       "      <th>VENDAS_LOJA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>896.000000</td>\n",
       "      <td>896.000000</td>\n",
       "      <td>896.000000</td>\n",
       "      <td>896.000000</td>\n",
       "      <td>896.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>448.500000</td>\n",
       "      <td>1232.889967</td>\n",
       "      <td>1782.035714</td>\n",
       "      <td>786.350446</td>\n",
       "      <td>59351.305804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>258.797218</td>\n",
       "      <td>207.696719</td>\n",
       "      <td>299.872053</td>\n",
       "      <td>265.389281</td>\n",
       "      <td>17190.741895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>643.250000</td>\n",
       "      <td>932.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>14920.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>224.750000</td>\n",
       "      <td>1092.902500</td>\n",
       "      <td>1575.500000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>46530.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>448.500000</td>\n",
       "      <td>1225.910000</td>\n",
       "      <td>1773.500000</td>\n",
       "      <td>780.000000</td>\n",
       "      <td>58605.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>672.250000</td>\n",
       "      <td>1372.405000</td>\n",
       "      <td>1982.750000</td>\n",
       "      <td>970.000000</td>\n",
       "      <td>71872.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>896.000000</td>\n",
       "      <td>1850.070000</td>\n",
       "      <td>2667.000000</td>\n",
       "      <td>1560.000000</td>\n",
       "      <td>116320.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ID_LOJA    AREA_LOJA  ITENS_VENDA  VISITAS_CLIENTES    VENDAS_LOJA\n",
       "count  896.000000   896.000000   896.000000        896.000000     896.000000\n",
       "mean   448.500000  1232.889967  1782.035714        786.350446   59351.305804\n",
       "std    258.797218   207.696719   299.872053        265.389281   17190.741895\n",
       "min      1.000000   643.250000   932.000000         10.000000   14920.000000\n",
       "25%    224.750000  1092.902500  1575.500000        600.000000   46530.000000\n",
       "50%    448.500000  1225.910000  1773.500000        780.000000   58605.000000\n",
       "75%    672.250000  1372.405000  1982.750000        970.000000   71872.500000\n",
       "max    896.000000  1850.070000  2667.000000       1560.000000  116320.000000"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_loja.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4c5975f",
   "metadata": {},
   "source": [
    "# VISUALIZAÇÃO DOS DADOS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "8ccab93b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importação do Plotly para plotagem de gráficos\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "4928bec8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_1 = px.scatter(df_loja, x = \"VENDAS_LOJA\", y = \"AREA_LOJA\")\n",
    "fig_1.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "0c46a3c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_2 = px.scatter(df_loja, x = \"VENDAS_LOJA\", y = \"ITENS_VENDA\")\n",
    "fig_2.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "38ba8a6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_3 = px.scatter(df_loja, x = \"VENDAS_LOJA\", y = \"VISITAS_CLIENTES\")\n",
    "fig_3.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "bcb33411",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_1 = px.histogram(df_loja, x = \"VENDAS_LOJA\")\n",
    "hist_1.update_layout(bargap=0.05)\n",
    "hist_1.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "64e787c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_2 = px.histogram(df_loja, x = \"AREA_LOJA\")\n",
    "hist_2.update_layout(bargap=0.10)\n",
    "hist_2.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ca07fbe9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_3 = px.histogram(df_loja, x = \"ITENS_VENDA\")\n",
    "hist_3.update_layout(bargap=0.10)\n",
    "hist_3.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "ee31cce8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_4 = px.histogram(df_loja, x = \"VISITAS_CLIENTES\")\n",
    "hist_4.update_layout(bargap=0.05)\n",
    "hist_4.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "b95c081f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot_1 = px.box(df_loja, y = \"AREA_LOJA\")\n",
    "boxplot_1.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "baa56cda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RVhO8GcPs097hnd3OJIEWBQRvi1t3ZgK5gODNDAVv5udzeEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Hb47f/uefL1TvuLNdv31Yu2LrlkK/eu+9AtgHTBAg0JSB4m1q3wxIYTEDwZpRzCd5pJHaXdtfOa8spJ2/MrnKA6See2lu233h7+d73901e7fduvLJcevF7ll75gQcfKh+/bc/kn9//3gvLJ2+4spx04vFF8A6A7yUIEFgSELxuBgIEZhEQvLOo/XRm0OD9xqOPlw9/dOfk1X/hraeV3bddX845a3N2hQNMr47W1f/cXfftu+9bivM7dt83+a7Xbd8meAfw9xIECPxUQPC6GwgQmEVA8M6iNnDwdoH4+XseXHrVL3x2x5r/5//sUmef7t7d/ditd5dP33TVJMAPvPhSuWXXnnLhu945eZe3u/63n3nG0ju+ywO4+67LH2mYxvK7t26ZBLFHGmbfi0kCLQoI3ha37swEcgHBmxnO/A7vNPy++diTkyvoIveXf+kXD/u8a3ap2XQXtQ/+l/86ede5+7Prc/eWW2++qpx4wgkr4rf7u+WBfOpbNi6d6bwtZ0++9rJLLloKesGb7cU0gdYEBG9rG3deAsMICN7Mcabgfb1ndPued80uNZuevGv7R39efrD/h5PneKfP8E7f7V0esWsF7zVXfKB86StfX3pXeHo1z73wk+zCTBMgsLACG2a48utufm3ojs/MMGzkdQUOsiFQucDJP/Omyk843+NFwfu2zZuWfriru8yxBm8XsNN3dLsfoJte57ZLLirv+/ULj+gd3u6d7PPPPfuQH8L72wOCd763qFcnMF6BWSLr2h2vnefO137cwZ+BBGb5Lx8DfWsvQ+CoCPzsSYI3gZ4peJfHbReC0x9QW/5//l/rI7ySC01mu3d37//i11bE+fIfTDuSZ3i7OD5z86ZDXscjDclmzBJoT8AjDe3t3IkJDCHgkYZMcebgXf5tF+GH1rqPJLv1pqsmz94uf4e3+6G19XxKQ/fxZQ8/8q2leBa82Q1omkBrAoK3tY07L4FhBARv5jhI8E4vYfnHki3/LNvsEoeZXn5t3Ssmn8PbBf7Tzzw7id79L7wyzAV6FQIEmhAQvE2s2SEJDC4geDPSQYN3eilj/MUTGdPrT3uHd16yXpdAnQKCt869OhWBeQsI3kx4LsGbXdJiTQvexdqXqyVwrAUE77HegO9PYDEFBG+2t5mCd/Vn8K51CWt9okF2qeOcFrzj3IurIjBWAcE71s24LgLjFhC82X5mDt6bPnN3ueGaD77urw7ufrjrO999evLbyGr+I3hr3q6zERheQPAOb+oVCbQgIHizLc8teFd/9m12meOdFrzj3Y0rIzBGAcE7xq24JgLjFxC82Y5mCt4j+ZaC90iUfA0BAq0JCN7WNu68BIYRELyZ49yCd61f9pBd6jinvcM7zr24KgJjFRC8Y92M6yIwbgHBm+1nbsGbXdbiTAvexdmVKyUwBgHBO4YtuAYCiycgeLOdxcG7+resdZfzkcsvrv6H1absgje7AU0TaE1A8La2ceclMIyA4M0cZw7e6UeTvW3zpqVfs9tdyoEXXyq37NpT/mbvM+WundeWU07emF3hyKcF78gX5PIIjExA8I5sIS6HwIIICN5sUTMHb/fObvfn9T52rO/vs8sez7TgHc8uXAmBRRAQvIuwJddIYHwCgjfbyUzBO30X97JLLioXbN2y5hX4obVsMaYJEKhTQPDWuVenIjBvAcGbCc8UvN3jDH2/eMLHkmWLMU2AQJ0CgrfOvToVgXkLCN5MeKbg9Q7vT9E90pDdgKYJtCYgeFvbuPMSGEZA8GaOMwVv9y37ntHt+/vsssczLXjHswtXQmARBATvImzJNRIYn4DgzXYyc/D6lIbX4AVvdgOaJtCagOBtbePOS2AYAcGbOc4cvNNv+8CDD5WP37ZnxVX4HN5sKaYJEKhXQPDWu1snIzBPAcGb6cbBm337xZ/2Du/i79AJCBxNAcF7NLV9LwL1CAjebJdzC16f0pAtxjQBAnUKCN469+pUBOYtIHgzYcGb+XmGN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Q7/ax7/9v48rf3bvcbUf0/kIEAgFPvTBV8o7fvVg+CrGaxYQvNl2BW/mJ3hDv9rHBW/tG3Y+AsMICN5hHGt+FcGbbVfwZn6CN/SrfXwavKederCcf96rtR/X+QgQWKfA//yr48qzz24ognedcA1+ueDNlj5T8E5/6cQ3H3vysN/9/HPPLnftvLaccvLG7CpHPO1jyUa8nBFcmuAdwRJcAoERCwjeES9nZJcmeLOFzBS86/mWB158qdz1J/+p/MMPvq/K8BW867kb2vtawdvezp2YwHoEBO96tNr+WsGb7V/wZn4eaQj9ah8XvLVv2PkIZAKCN/NraVrwZtsWvJmf4A39ah8XvLVv2PkIZAKCN/NraVrwZtsWvJmf4A39ah8XvLVv2PkIZAKCN/NraVrwZtsWvJmf4A39ah8XvLVv2PkIZAKCN/NraVrwZtsWvJmf4A39ah8XvLVv2PkIZAKCN/NraVrwZtsWvJmf4A39ah8XvLVv2PkIZAKCN/NraVrwZtsWvJmf4A39ah8XvLVv2PkIZAKCN/NraVrwZtsWvJmf4A39ah8XvLVv2PkIZAKCN/NraVrwZtuee/Bmlzf+ab94Yvw7OpZXKHiPpb7vTWD8AoJ3/DsayxUK3mwTMwfvAw8+VD73J39Rdt92fTnnrM2Tq/jGo4+XD3905+R//r0bryyXXvye7OoWYFrwLsCSjuElCt5jiO9bE1gAAcG7AEsaySUK3mwRMwfvHbvvm3zn67Zvm/y/+597vtz0mbvLDdd8sGx+6+nlll17ymWXXFQu2Lolu8KRTwvekS/oGF+e4D3GC/DtCYxcQPCOfEEjujzBmy1jpuDt4vbqHXeW67dvWwra7t3d+7/4tfLJG64sJ514/OTd3uX/nF3meKcF73h3M4YrE7xj2IJrIDBeAcE73t2M7coEb7aRmYN3+m7u9HGG1e/4PvHU3rLrc/eWW2++qpxy8sbsKkc8LXhHvJwRXJrgHcESXAKBEQsI3hEvZ2SXJnizhQwavG8/84yl53YFb7YY03UICN469ugUBOYlIHjnJVvf6wrebKczBe+BF19a8Yzu6n/uLql7pOH23feVu3Ze6x3ebEemF1hA8C7w8lw6gaMgIHiPAnIl30LwZoucKXi7b9l9SsPDj3xr8szuXz3+5CFxu/oRh+wyxzvtkYbx7mYMVyZ4x7AF10BgvAKCd7y7GduVCd5sIzMHb/dtu6j9/D0PTq7gC5/dseIH2LqPJ1v+77LLHO+04B3vbsZwZYJ3DFtwDQTGKyB4x7ubsV2Z4M02EgVv9q3rmBa8dexxXqcQvPOS9boE6hAQvHXs8WicQvBmynMJ3unHlnWX5hnebEGmF1tA8C72/lw9gXkLCN55C9fz+oI32+Wgwbv8N639wltPW/Fb2LLLHO+0d3jHu5sxXJngHcMWXAOB8QoI3vHuZmxXJnizjQwSvMuf5e0up4Vnd6fsgje7AWufFry1b9j5CGQCgjfza2la8Gbbnjl4p48tfPOxJydX0EXuL//SLx7yG9iyyxv/tOAd/46O5RUK3mOp73sTGL+A4B3/jsZyhYI328RMwft6z+iu9SuHs8sb/7TgHf+OjuUVCt5jqe97Exi/gOAd/47GcoWCN9tEFLxv27xp8jm8J514/OQqBG+2DNP1CQje+nbqRASGFBC8Q2rW/VqCN9vvTMG7PG67RxqmP6B26ls2eqQh24fpygQEb2ULdRwCAwsI3oFBK345wZstd+bgXf5t/dBatgTT9QoI3np362QEhhAQvEMotvEagjfb8yDBO72E5R9L9v73XrjicYfsMsc77Rne8e5mDFcmeMewBddAYLwCgne8uxnblQnebCODBu/0UvziiWwppusRELz17NJJCMxDQPDOQ7XO1xS82V7j4F3+rm53KbX9wom+H8TzDm92A9Y+LXhr37DzEcgEBG/m19K04M22HQVv9+zuf3v08RW/PngaiO/euqVct31bdnUDTy+P8/PPPXvFdT/w4EPl47ftmXzH5Y9jCN6Bl9DYywnexhbuuATWKSB41wnW8JcL3mz5MwdvF4+3775vRTROL6UvErNLnm36cNe7+u+6kO/+dMHedxbv8M62j1amBG8rm3ZOArMJCN7Z3FqcErzZ1mcO3i4K337mGeXSi9+z5hV075h+57tPj+Jd3i5ab/rM3eWGaz5Yzjlr8yHXu/osyw0Nr1wAABs5SURBVAO4++Krd9xZrt++rVywdctSAE/fwRa82Q1Y+7TgrX3DzkcgExC8mV9L04I32/ZMwXvgxZfKLbv2lMsuuWgSgWv96aLx/i9+bRSf1PDEU3vL9htvL9/7/r6lS/3I5RdPYnx6lgvf9c6leO++/mO33l0+fdNVZflnC5+35exDzi14sxuw9mnBW/uGnY9AJiB4M7+WpgVvtu2ZgrfvHdPukrpo3PW5e8utN19VTjl5Y3aV4fTq+J4+prDtkovK+379wkMidq3gveaKD5QvfeXrZXkYd5f1twd+El6d8ZoF/uqxUv7tn5Ty86cfLH//1471STcc6wvw/QkQWCXwyKOl/GBfKf/oig3lvHPHxnNwbBfU9PX87Elvavr86eGbDN4OrXvk4uFHvlV2/PZvlp1/8KcrQnat4O1+o9zqH3TrXue5FwRvehPWPP+/Hitlz78v5fTTDpa/d8yDt2ZpZyOwmAL//X+Usm/fhnLlb5Xyd7eMLTD9l+Qx3VUn/4zgTfbRRPCu9W7z8meMj+QZ3u7d4DM3bzrkMQ2PNCS3X/2zHmmof8dOSCAR8EhDotfWrEcasn3PHLzdD3J173oe7s9a74hmlzvb9PQ53TM2nbrmJy+s51Mapu8Mf/KGK8tJJx5fBO9sO2llSvC2smnnJDCbgOCdza3FKcGbbX2m4M2+5bGZnj63O43037vxyhWfMLGez+Ht3hF++plnJz+Qt/+FV47NgXzXhRD49l8fV/7snuPKSScdLJt+fmz/58qFIHSRBKoWeOb/bSgHDmwoH7r81fKOX3m16rM6XCYgeDO/ZoI3Y3r9ae/wzku2jtedvsNbx2mcggCBeQl86IOvlHf8qv9SPC/fGl5X8GZbFLyZn0caQr/ax73DW/uGnY9AJuAd3syvpWnBm217puBd/XjA613CWJ7hzYgOP+0d3nnqLv5re4Z38XfoBATmKeAZ3nnq1vXagjfb50zB2/ctu2dcP3/Pg2t+jFff7KL9veBdtI0d3esVvEfX23cjsGgCgnfRNnbsrlfwZvaDBm/3aQcf/ujOyRV94bM7Xve3sGWXPK5pwTuufYztagTv2DbiegiMS0DwjmsfY74awZttZ5DgnX7s15e/+nCZ/sre7LIWZ1rwLs6ujsWVCt5joe57ElgcAcG7OLs61lcqeLMNxME7/TivX3jraWX3bdeXc87anF3Rgk0L3gVb2FG+XMF7lMF9OwILJiB4F2xhx/ByBW+GP3Pwdr+9bPuNt5fvfX9fWf2ZttklLda04F2sfR3tqxW8R1vc9yOwWAKCd7H2dSyvVvBm+jMF7/RTGt62edPkly90v3Gs1T+Ct9XNH9m5Be+ROfkqAq0KCN5WN7/+cwve9Zstn4iCd1F+tXBGdPhpwTtP3cV/bcG7+Dt0AgLzFBC889St67UFb7bPmYI3+5Z1TQveuvY59GkE79CiXo9AXQKCt659zvM0gjfTFbyZn9+0FvrVPi54a9+w8xHIBARv5tfStODNtj1T8HbP8N70mbvLDdd8cPKpDKv/ubuk7ofadn3u3nLrzVeVU07emF3liKe9wzvi5Yzg0gTvCJbgEgiMWEDwjng5I7s0wZstRPBmft7hDf1qHxe8tW/Y+QhkAoI382tpWvBm2xa8mZ/gDf1qHxe8tW/Y+QhkAoI382tpWvBm2xa8mZ/gDf1qHxe8tW/Y+QhkAoI382tpWvBm2xa8mZ/gDf1qHxe8tW/Y+QhkAoI382tpWvBm2xa8mZ/gDf1qHxe8tW/Y+QhkAoI382tpWvBm2545eK/ecWfxiyeK4M3uv+qnBW/1K3ZAApGA4I34mhoWvNm6o+DtvvVdO6+t+mPH+nh9LFmfUNt/L3jb3r/TE+gTELx9Qv5+KiB4s3thpuDtvmX32bvL3+X9wmd3lAu2bsmuZgGnBe8CLu0oXrLgPYrYvhWBBRQQvAu4tGN0yYI3g585eJd/2zt231c+f8+Dk3/1kcsvLtdt35Zd1QJNC94FWtYxuFTBewzQfUsCCyQgeBdoWcf4UgVvtoBBgnd6Cd949PHy4Y/unPzj+eee3cTjDoI3uwFrnxa8tW/Y+QhkAoI382tpWvBm2x40eKeXcuDFl8otu/aUv9n7TPXRK3izG7D2acFb+4adj0AmIHgzv5amBW+27bkE7/T53u7Sav+hNsGb3YC1Twve2jfsfAQyAcGb+bU0LXizbQ8avB5pyJZhuj4BwVvfTp2IwJACgndIzbpfS/Bm+42Dd/r4wpe/+vDkSvzQWrYQ03UJCN669uk0BIYWELxDi9b7eoI32+3MwfvEU3vL9htvL9/7/r7JFfhYsmwRpusUELx17tWpCAwlIHiHkqz/dQRvtuOZgrelZ3T7eD3D2yfU9t8L3rb37/QE+gQEb5+Qv58KCN7sXpgpeLNvWde04K1rn0OfRvAOLer1CNQlIHjr2uc8TyN4M13Bm/kVwRsCVj4ueCtfsOMRCAUEbwjY0LjgzZYteDM/wRv61T4ueGvfsPMRyAQEb+bX0rTgzbYteDM/wRv61T4ueGvfsPMRyAQEb+bX0rTgzbYteDM/wRv61T4ueGvfsPMRyAQEb+bX0rTgzbYteDM/wRv61T4ueGvfsPMRyAQEb+bX0rTgzbYteDM/wRv61T4ueGvfsPMRyAQEb+bX0rTgzbYteDM/wRv61T4ueGvfsPMRyAQEb+bX0rTgzbYteDM/wRv61T4ueGvfsPMRyAQEb+bX0rTgzbYteDM/wRv61T7+7b8+rvzZPceVN77xYPmZN9d+WucjQGC9Ai/8qJSXX95QPnT5q+Udv/Lqesd9fUMCgjdbtuDN/ARv6Ff7+DR4az+n8xEgkAkI3syvhWnBm21Z8GZ+gjf0q338Rz/aUJ55ZkPtx3S+dQjs+XfHTb76yt/ybt462Kr/0k2bDpY3v/lg9ed0wNkFBO/sdt2k4M38BG/oZ5xAawKf+NQbJ0f+1Cdebu3ozkuAQCAgeAM8wZvhddN79x3IX8QrECDQjIDgbWbVDkpgUAHBm3F6hzfzE7yhn3ECrQkI3tY27rwEhhEQvJmj4M38BG/oZ5xAawKCt7WNOy+BYQQEb+YoeDM/wRv6GSfQmoDgbW3jzktgGAHBmzkK3sxP8IZ+xgm0JiB4W9u48xIYRkDwZo6CN/MTvKGfcQKtCQje1jbuvASGERC8maPgzfwEb+hnnEBrAoK3tY07L4FhBARv5ih4Mz/BG/oZJ9CagOBtbePOS2AYAcGbOQrezE/whn7GCbQmIHhb27jzEhhGQPBmjoI38xO8oZ9xAq0JCN7WNu68BIYRELyZo+DN/ARv6GecQGsCgre1jTsvgWEEBG/mKHgzP8Eb+hkn0JqA4G1t485LYBgBwZs5Ct4ev/3PPV+u3nFnuX77tnLB1i2HfPXefQeyDZgmQKApAcHb1LodlsBgAoI3o2wueA+8+FK5Zdeeidonb7iynHTi8ZP/+YEHHyofv+21f//+91649HeCN7vBTBMgsFJA8LojCBCYRUDwzqL205mmgncau1/+6sMrovYbjz5ebt99X7lr57XllJM3ljt23zcRum77tiJ4sxvMNAECgtc9QIBALiB4M8OmgrcL2befecZE7OFHvrX0Lu7031968Xsmf7c8gLt/Xv5IwzSA3711yySIPdKQ3YCmCbQm4B3e1jbuvASGERC8mWMzwbv8Xdvu8YVp8HZ83SMOF77rnWUavE88tbd87Na7y6dvuqqc+paNS8F73pazJ1972SUXLT3PK3izG9A0gdYEBG9rG3deAsMICN7MsYng7QL3O999evKObPdnreBdHrFrBe81V3ygfOkrX18Rxt1r/ejHL2cbME2AwMIKbJjhyn/7xoOTqT+4bZbpGb5hIyOvqfpDoF6BN5/wxnoPdxRO1kTwdu/ufv6eBw/h7H44bcdv/2bZ+Qd/2vsO7zcfe7Kcf+7ZS8/5Tl9s//MvHYU1+RYECIxRYJbIuvGfvxa6t/2LWabHqDCOa/JfH8axB1cxP4FTNr72Q/b+zCbQRPCupln+Dm/3KQ1H8gzvtksuKmdu3lTu/+LXVny6g0caZrvxTBFoVcAjDa1u3rkJZAIeacj8BO+Jx6/4IbW+T2lYHcuCN7sBTRNoTUDwtrZx5yUwjIDgzRwF7wyfw9u9I/z0M89O3und/8Ir2QZMEyDQlIDgbWrdDktgMAHBm1E2GbwZ2cpp7/AOqem1CNQvIHjr37ETEpiHgODNVAVv5udzeEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4wRaExC8rW3ceQkMIyB4M0fBm/kJ3tDPOIHWBARvaxt3XgLDCAjezFHwZn6CN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Hb47f/uefL1TvuLNdv31Yu2LrlkK/eu+9AtgHTBAg0JSB4m1q3wxIYTEDwZpRNBO+BF18qt+zaU7781YeXtL7w2R0rAvaBBx8qH79tz+Tv3//eC8snb7iynHTi8UXwZjeYaQIEVgoIXncEAQKzCAjeWdR+OtNE8HbR+sf3/mW5+orfmETsNx59vNx0691l923Xl3PO2jz559t331fu2nltOeXkjeWO3fdNhK7bvk3wZveXaQIEVgkIXrcEAQKzCAjeWdQaC97VRKvfte0C9+1nnlEuvfg9ky9dHsDdPy9/pGE6++6tWyZB7JGG7AY0TaA1AcHb2sadl8AwAoI3c2ziHd7VRE88tbd87Na7y6dvuqpsfuvpk8cdLnzXO5eCd/nfn/qWjUvBe96Wsydfe9klFy09DiF4sxvQNIHWBARvaxt3XgLDCAjezLG54J0+zzsN3Ok/L4/YtYL3mis+UL70la+vCOOO/sc/eSXbgGkCBJoS+Mf/7NXJef/wXx3X1LkdlgCBTOCEN70he4HGp5sK3mncnrHp1MnjCN2f1QHc/bu1gvebjz1Zzj/37KXnfKf3zQ+e+3Hjt5DjEyCwHoEdn3gtdHd+6rXw9YcAAQJHInD6ySccyZf5mtcRaCZ414rdqcmRPMO77ZKLypmbN5X7v/i1pU9w6OY90uA/WwQIrEfAIw3r0fK1BAhMBTzSkN0LTQTvWu/iLmdbz6c0dB9f9vAj31qKXsGb3YCmCbQmIHhb27jzEhhGQPBmjk0Eb/eIwvYbby/f+/6+FVofufzipUcb1vM5vN07wk8/8+wkeve/4Bne7BY0TaAtAcHb1r6dlsBQAoI3k2wieDOiw097h3eeul6bQH0Cgre+nToRgaMhIHgzZcGb+XmGN/QzTqA1AcHb2sadl8AwAoI3cxS8mZ/gDf2ME2hNQPC2tnHnJTCMgODNHAVv5id4Qz/jBFoTELytbdx5CQwjIHgzR8Gb+Qne0M84gdYEBG9rG3deAsMICN7MUfBmfoI39DNOoDUBwdvaxp2XwDACgjdzFLyZn+AN/YwTaE1A8La2ceclMIyA4M0cBW/mJ3hDP+MEWhMQvK1t3HkJDCMgeDNHwZv5Cd7QzziB1gQEb2sbd14CwwgI3sxR8GZ+gjf0M06gNQHB29rGnZfAMAKCN3MUvJmf4A39jBNoTUDwtrZx5yUwjIDgzRwFb+YneEM/4+0I/GDfhvL7f/iGdg7spL0Cv3PNK+W00w/2fp0vIECgFMGb3QWCN/MTvKGf8XYEBG87uz7SkwreI5XydQQEb3oPCN5QcO++A+ErGCdAgAABAgQIHF7AO7zZHSJ4Mz/v8IZ+xgkQIECAAIF+AcHbb3S4rxC8mZ/gDf2MEyBAgAABAv0CgrffSPBmRoed9kjDHHG9NAECBAgQIDARELzZjeAd3szPO7yhn3ECBAgQIECgX0Dw9ht5hzcz8g7vHP28NAECBAgQINAvIHj7jQRvZiR45+jnpQkQIECAAIF+AcHbbyR4MyPBO0c/L02AAAECBAj0CwjefiPBmxkJ3jn6eWkCBAgQIECgX0Dw9hsJ3sxI8M7Rz0sTIECAAAEC/QKCt99I8GZGgneOfl6aAAECBAgQ6BcQvP1GgjczErxz9PPSBAgQIECAQL+A4O03EryZkeCdo5+XJkCAAAECBPoFBG+/keDNjATvHP28NAECBAgQINAvIHj7jQRvZiR45+jnpQkQIECAAIF+AcHbbyR4MyPBO0c/L02AAAECBAj0CwjefiPBmxkJ3jn6eWkCBAgQIECgX0Dw9hsJ3szINAECBAgQIECAwAILbDh48ODBBb5+l06AAAECBAgQIEDgsAKC1w1CgAABAgQIECBQtYDgrXq9DkeAAAECBAgQICB43QMECBAgQIAAAQJVCwjeqtfrcAQIECBAgAABAoLXPUCAAAECBAgQIFC1gOCter0OR4AAAQIECBAgIHjdAwQIECBAgAABAlULCN6q1+twBAgQIECAAAECgtc9QIAAAQIECBAgULWA4K16vQ5HgAABAgQIECAgeN0DBAgQIECAAAECVQsI3qrX63AECBAgQIAAAQKC1z1AgAABAgQIECBQtYDgrXq9DkeAAAECBAgQICB43QMECBAgQIAAAQJVCwjeqtfrcAQIECBAgAABAoLXPUCAAAECBAgQIFC1gOCter0OR4AAAQIECBAgIHjdAwQIECBAgAABAlULCN6q1+twBAgQIECAAAECgtc9QIAAAQIECBAgULWA4K16vQ5HgAABAgQIECAgeN0DBAgQIECAAAECVQsI3qrX63AECBAgQIAAAQKC1z1AgAABAgQIECBQtYDgrXq9DkeAAAECBAgQICB43QMECBAgQIAAAQJVCwjeqtfrcAQIECBAgAABAoLXPUCAAAECBAgQIFC1gOCter0OR4AAAQIECBAgIHjdAwQIECBAgAABAlULCN6q1+twBAgQIECAAAECgtc9QIAAAQIECBAgULWA4K16vQ5HgAABAgQIECAgeN0DBAgQIECAAAECVQsI3qrX63AECBAgQIAAAQKC1z1AgAABAgQIECBQtYDgrXq9DkeAAAECBAgQICB43QMECBAgQIAAAQJVCwjeqtfrcAQIECBAgAABAoLXPUCAAAECBAgQIFC1gOCter0OR4AAAQIECBAgIHjdAwQIECBAgAABAlULCN6q1+twBAgQIECAAAECgtc9QIAAAQIECBAgULWA4K16vQ5HgAABAgQIECAgeN0DBAgQIECAAAECVQsI3qrX63AECBAgQIAAAQKC1z1AgAABAgQIECBQtYDgrXq9DkeAAAECBAgQICB43QMECBAgQIAAAQJVCwjeqtfrcAQIECBAgAABAoLXPUCAAAECBAgQIFC1gOCter0OR4AAAQIECBAgIHjdAwQIECBAgAABAlULCN6q1+twBAgQIECAAAECgtc9QIAAAQIECBAgULWA4K16vQ5HgAABAgQIECAgeN0DBAgQIECAAAECVQsI3qrX63AECBAgQIAAAQKC1z1AgAABAgQIECBQtYDgrXq9DkeAAAECBAgQICB43QMECBAgQIAAAQJVCwjeqtfrcAQIECBAgAABAoLXPUCAAAECBAgQIFC1gOCter0OR4AAAQIECBAgIHjdAwQIECBAgAABAlULCN6q1+twBAgQIECAAAECgtc9QIAAAQIECBAgULWA4K16vQ5HgAABAgQIECAgeN0DBAgQIECAAAECVQsI3qrX63AECBAgQIAAAQKC1z1AgAABAgQIECBQtYDgrXq9DkeAAAECBAgQICB43QMECBAgQIAAAQJVCwjeqtfrcAQIECBAgAABAoLXPUCAAAECBAgQIFC1gOCter0OR4AAAQIECBAg8P8BuKOzujADfOYAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot_2 = px.box(df_loja, y = \"VENDAS_LOJA\")\n",
    "boxplot_2.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "50458c58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot_3 = px.box(df_loja, y = \"ITENS_VENDA\")\n",
    "boxplot_3.show(\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "60507e51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bcxS8MT/BG/SznEBpAoK3tIk7L4FmBARvzFHwxvwEb9DPcgKlCQje0ibuvASaERC8MUfBG/MTvEE/ywmUJiB4S5u48xJoRkDwxhwFb8xP8Ab9LCdQmoDgLW3izkugGQHBG3MUvDE/wRv0s5xAaQKCt7SJOy+BZgQEb8xR8Mb8BG/Qz3ICpQkI3tIm7rwEmhEQvDFHwRvzE7xBP8sJlCYgeEubuPMSaEZA8MYcBW/MT/AG/SwnUJqA4C1t4s5LoBkBwRtzFLwxP8Eb9LOcQGkCgre0iTsvgWYEBG/MUfDG/ARv0M9yAqUJCN7SJu68BJoRELwxR8Eb8xO8QT/LCZQmIHhLm7jzEmhGQPDGHAVvzE/wBv0sJ1CagOAtbeLOS6AZAcEbcxS8MT/BG/SznEBpAoK3tIk7L4FmBARvzFHwxvwEb9DPcgKlCQje0ibuvASaERC8MUfBG/MTvEE/ywmUJiB4S5u48xJoRkDwxhwFb8xP8Ab9LCdQmoDgLW3izkugGQHBG3MUvDE/wRv0s5xAaQKCt7SJOy+BZgQEb8wxq+D98Rtvpk337krrb1mZLr144aTMfRN70kOP7J38+90bVqXly66e/Hu1bu3G+9OzLxzo/WcPP7AxXbXkssmfP773qXTHtt29v1937dJ01/pVaf68s3p/P3jocGwCVhMgUJSA4C1q3A5LoDEBwRujzCJ4Dx95O925fXf6xjefThddeEGa2LZuMnirnz341b9Mn135qXTeueekl145mNZs2JG2bFrdi9r+2qVXXtGL4Ornt2/Zle7ZtLr3Hs/s2592TOxJD269tbe+iufqz21rVgje2LVnNYEiBQRvkWN3aAJhAcEbI8wiePsEJ7rDO0g0XeBu3/lo2rJ5dS9oh39eBe7iRQsm7wgPB7A7vLEL0GoCpQkI3tIm7rwEmhEQvDHH4oK3//jCujUrend4hwO24uzfxV178w29O8f9u7/Vz4bvAAve2AVoNYHSBARvaRN3XgLNCAjemGNxwTv8SEIVvI898eSU53KHg/fG66+ZfKZ3OHgP/eSt2ASsJkCgKIHfu2Nu77y/f/e7RZ3bYQkQiAlc8KGzY29Q+OqigrcK2Vd/+PqUuI3e4X3rZ/4frcL/Z8jxCcxK4PO/e7T3+q/8wRmzWufFBAiULXD2B47/H8v+jCZQTPBOF7sVWXXH1jO8o108VhEgMHsBjzTM3swKAgRS8khD7CooIniHH2MYJPMpDbELyGoCBGYnIHhn5+XVBAgcFxC8sSshi+Ad/FiyPkf/83KPvPXWlM/YHf559Xm6Poc3dhFZTYDAzAUE78ytvJIAgfcEBG/sasgieGMEsdU+pSHmZzWB0gQEb2kTd14CzQgI3pij4I35+aa1oJ/lBEoTELylTdx5CTQjIHhjjoI35id4g36WEyhNQPCWNnHnJdCMgOCNOQremJ/gDfpZTqA0AcFb2sSdl0AzAoI35ih4Y36CN+hnOYHSBARvaRN3XgLNCAjemKPgjfkJ3qCf5QRKExC8pU3ceQk0IyB4Y46CN+YneIN+lhMoTUDwljZx5yXQjIDgjTkK3pif4A36WU6gNAHBW9rEnZdAMwKCN+YoeGN+gjfoZzmB0gQEb2kTd14CzQgI3pij4I35Cd6gn+UEShMQvKVN3HkJNCMgeGOOgjfmJ3iDfpYTKE1A8JY2cecl0IyA4I05Ct6Yn+AN+llOoDQBwVvaxJ2XQDMCgjfmKHhjfoI36Gc5gdIEBG9pE3deAs0ICN6Yo+CN+QneoJ/lBEoTELylTdx5CTQjIHhjjoI35id4g36WEyhNQPCWNnHnJdCMgOCNOY4cvI/vfSrt/OrX08S2denSixf2dvHMvv3pM1/c2vvv796wKi1fdnVsdx1YffDQ4Q7s0hYJEGiLgOBtyyTsg0C3BARvbF4jB+99E3t6v/m2NSt6//XHb7yZNt27K62/ZWVaeOFH0p3bd6cbr78mXbXkstgOW75a8LZ8QLZHoGUCgrdlA7EdAh0RELyxQY0UvFXcrt14f1q3ZsVk0FZ3dx974sl01/pVaf68s3p3ewf/Httme1cL3vbOxs4ItFFA8LZxKvZEoP0Cgjc2o5GDt383t/84w/Ad35deOZi273w0bdm8Op137jmxXbZ4teBt8XBsjUALBQRvC4diSwQ6ICB4Y0NqNHgXL1ow+dyu4I0NxmoCBPIUELx5ztWpCIxbQPDGhEcK3sNH3p7yjO7w36stVY807JjYkx7ceqs7vLEZWU2AQEYCgjejYToKgVMoIHhj2CMFb/Urq09pePpbz/ee2X1u/4H3xe3wIw6xbbZ3tUca2jsbOyPQRgHB28ap2BOB9gsI3tiMRg7e6tdWUfvQI3t7O3j4gY1T/gFb9fFkg/9ZbJvtXS142zsbOyPQRgHB28ap2BOB9gsI3tiMQsEb+9V5rBa8eczRKQicKgHBe6qk/R4CeQkI3tg8BW/MzzetBf0sJ1CagOAtbeLOS6AZAcEbcxwpeAe/ZKL6WLLhv1db8ikNscFYTYBAngKCN8+5OhWBcQsI3piw4I35ucMb9LOcQGkCgre0iTsvgWYEBG/MUfDG/ARv0M9yAqUJCN7SJu68BJoRELwxR8Eb8xO8QT/LCZQmIHhLm7jzEmhGQPDGHAVvzE/wBv0sJ1CagOAtbeLOS6AZAcEbcxS8MT/BG/SznEBpAoK3tIk7L4FmBARvzHHk4F278f707AsHTvrbP3H5Jb5aODYfqwkQyExA8GY2UMchcIoEBG8MeqTgjf3KvFb74om85uk0BMYtIHjHLez9CeQpIHhjcx0peKf73N3YNppZfaJ9HT7ydrpz++70jW8+3ftFd29YlZYvu3ryl1brBu9YD38l8uN7n0p3bNvde/111y5Nd61flebPO6v3d8HbzOy8C4FSBARvKZN2TgLNCgjemGcWwTsYtBddeEGa2LYuVV+I0f9z38Se3n9725oVvS/JqOJ23ZoV6aoll6X+2qVXXtGL4OoLM27fsivds2l17z2e2bc/7ZjYM/loxuB7Cd7YxWc1gRIFBG+JU3dmAnEBwRszzCJ4+wTT3eGd7j8bjNbhb4QbDuDqtYsXLZi8IzwcwO7wxi5AqwmUJiB4S5u48xJoRkDwxhyzD97hO7YVV/WIwtPfer73aMJz+w9MuYNb/bwfxGtvvqH3KET/7m/1s+H3E7yxC9BqAqUJCN7SJu68BJoRELwxx5GDt42f0jDd3dzhO7jTBe9jTzw55bnc4eC98fpreo8/TBe8b/zfn8UmYDUBAp0VmDPCzm/bfHzRffeOsNiSEwocY0Mgc4Fz/8kHMj/heI83cvBuundXWn/LyinPyo53q/XvfqLgHXwmd7rgHXxGt/f/EP3/Z35ncof3/xwWvPWT8QoCeQqMElm3bjxucf/WPE1O16lG+T8+Ttde/V4Cowj80/mCdxS3/prsg9czvJHLw1oCBJoW8EhD06Lej0AZAh5piM05++AdvGPrUxpiF4vVBAjEBQRv3NA7EChRQPDGpp5F8A5/zm5FMvh5uT6HN3aRWE2AQHMCgrc5S+9EoCQBwRub9kjBG/uVea32KQ15zdNpCIxbQPCOW9j7E8hTQPDG5jpS8A5/M9mJtvCJyy+Z/MKG2Dbbu1rwtnc2bdjZ9743J/3Xb85tw1bsoSUCr3z3+D+vuvhjo/yTt5YcwjYaF/jX176bFi1yTTQOm9EbCt7YMEcK3rpfWX3KwUOP7E2Ct07Kz3MXePEf5qavPSJ4c5+z8xGICtz06XfTx3/x3ejbWJ+xgOCNDbfR4K2+hewzXzz+WTsPP7Bx8rNrY1ts92p3eNs9n9O9u37wfuhDx9Ili929Od3z8PsJtE3gwMtz0k/enJMEb9sm0779CN7YTBoJ3sF/FPa5Ty9L1achlPJH8JYy6dHO+eL/mpu+9ujcdMH5x9Inftndm9EUrSKQr8DfPzc3vf76nHTTyqPp47/k/yjOd9LxkwnemGE4eKuv6b1j2+500YUXpIlt61r1RRQxmpmtFrwzcyr1VYK31Mk7N4GZCQjemTl5VUqCN3YVjBy81Vf2rtmwI/3gtUPp7g2r0vJlV8d20tHVgrejgztF2xa8pwjaryHQUQHB29HBnYZtC94Y+kjB2/+Uho8t/Gi6a/2qNH/eWbFddHi14O3w8E7B1gXvKUD2Kwh0WEDwdnh4p3jrgjcGHgreZ184cNLf7lMaYsOxuvsCgrf7M3QCAuMUELzj1M3rvQVvbJ4jBW/sV+a12h3evObZ9GkEb9Oi3o9AXgKCN695jvM0gjemK3hjfknwBgEzXy54Mx+w4xEICgjeIGBBywVvbNgjBW/1DO+me3el9bes7H0qw/Dfqy1V/6ht+85H05bNq9N5554T22WLVwveFg+nBVsTvC0Ygi0QaLGA4G3xcFq2NcEbG4jgjfm5wxv0y3254M19ws5HICYgeGN+Ja0WvLFpC96Yn+AN+uW+XPDmPmHnIxATELwxv5JWC97YtAVvzE/wBv1yXy54c5+w8xGICQjemF9JqwVvbNqCN+YneIN+uS8XvLlP2PkIxAQEb8yvpNWCNzZtwRvzE7xBv9yXC97cJ+x8BGICgjfmV9JqwRub9sjBu3bj/ckXTyTBG7v+sl8teLMfsQMSCAkI3hBfUYsFb2zcIwVv7FfmtdrHkuU1z6ZPI3ibFvV+BPISELx5zXOcpxG8MV3BG/Nzhzfol/tywZv7hJ2PQExA8Mb8SloteGPTFrwxP8Eb9Mt9ueDNfcLORyAmIHhjfiWtFryxaY8UvNU3q235o6+lTV+46YTfojaT18S23o7VHmloxxzaugvB29bJ2BeBdggI3nbMoQu7ELyxKY0cvP7R2nF4wRu7AHNfLXhzn7DzEYgJCN6YX0mrBW9s2iMHrzu8gjd26ZWxWvCWMWenJDCqgOAdVa68dYI3NvORgjf2K/Na7Q5vXvNs+jSCt2lR70cgLwHBm9c8x3kawRvTHVvwvvTKwbR956Npy+bVJ3zON7b1dqwWvO2YQ1t3IXjbOhn7ItAOAcHbjjl0YReCNzYlwRvz8wxv0C/35YI39wk7H4GYgOCN+ZW0WvDGpi14Y36CN+iX+3LBm/uEnY9ATEDwxvxKWi14Y9MWvDE/wRv0y3254M19ws5HICYgeGN+Ja0WvLFpC96Yn+AN+uW+XPDmPmHnIxATELwxv5JWC97YtAVvzE/wBv1yXy54c5+w8xGICQjemF9JqwVvbNojBW/1LWq+eOI4vE9piF2Aua8WvLlP2PkIxAQEb8yvpNWCNzbtkYI39ivzWi1485pn06cRvE2Lej8CeQkI3rzmOc7TCN6YbhHBO3xH+nOfXpZuW7NiUm745w8/sDFdteSyyZ8/vvepdMe23b2/X3ft0nTX+lVp/ryz3OGNXXtFrBa8RYzZIQmMLCB4R6YrbqHgjY185OB9Zt/+9Jkvbk3DcVht52Q/i2139qsPH3k73bl9d1p65RVp+bKrU93fqy/MuH3LrnTPptXp0osX9s6yY2JPenDrrb0v0LhvYk9vE/1gdod39jMpaYXgLWnazkpg9gKCd/Zmpa4QvLHJjxy8w+E3vI26n8e2PfPV/bu369asmLxrO7i34W+EGw7i6rWLFy3oxXI/5gcDWPDOfBYlvlLwljh1ZyYwcwHBO3Or0l8peGNXwEjBO11EDm9j+M5obJux1f1HEqq70b/w8z+XNt27K62/ZeW0d3Cr39QP4rU33zDl7nD1s+E7wII3NpvcVwve3CfsfARiAoI35lfSasEbm/bIwTsYjdNtYfjOaWybsdX9SK3e5dn9L6fBZ3irMH/siSenPJc7HLw3Xn/N5N3h4eD96VvvxDZnddYCzz2f0p88fCz9s4+kdOWSrI/qcAQIjCDwP/4upR8dSum3Pzsn/fLlI7yBJcUIfPDsM4s56zgOOlLw9v+//QdDcLo7vMMhOY4D1L1ndTd6MM77e1/w0fN7z+FOdyd6Nnd4f/zm26jObvYAACAASURBVHVb8POCBZ7fPyf92X9K6SMXHEtLPlkwhKMTIDCtwN/9z5QOvT4nffbfpnTFx49RInBCgfPOOf6P5f0ZTWCk4K1+VfWYwHe+9+qUTzsY3MLws6+jbS++aro7zdXen/7W8727ugdf+1HavvPRtGXz6t4/SvMMb9zcO7wn4JEGVwMBAicT8EiD62OmAh5pmKnU9K8bOXj7YVi97eDHdPX/8+8e/OHkJxvEthhb3X/eeMX110z5lIb+Hd7hwPUpDTFvq6cKCF5XBAECgtc10ISA4I0pjhy8/V87+Bm1/f/s7g2rJj/VILa9ZlZXEbtmw470g9cO9d7Q5/A24+pd6gX6wVv/Sq8gQKBkgZtWHk0f/yWPNJR8DdSdXfDWCZ385+Hgjf367q/2KQ3dn+E4TyB4x6nrvQnkIyB485nluE4ieGOyYw/e6pGBB7/6l+mzKz/Ve0Y2tz+CN7eJNnsejzQ06+ndCOQm4Bne3CY6vvMI3pit4I35JcEbBMx8ueDNfMCORyAoIHiDgAUtF7yxYQvemJ/gDfrlvlzw5j5h5yMQExC8Mb+SVgve2LQFb8xP8Ab9cl8ueHOfsPMRiAkI3phfSasFb2zagjfmJ3iDfrkvF7y5T9j5CMQEBG/Mr6TVgjc2bcEb8xO8Qb/clwve3CfsfARiAoI35lfSasEbm7bgjfkJ3qBf7ssFb+4Tdj4CMQHBG/MrabXgjU1b8Mb8BG/QL/flgjf3CTsfgZiA4I35lbRa8MamLXhjfoI36Jf7csGb+4Sdj0BMQPDG/EpaLXhj0x45eKuvFN751a+niW3r0qUXL+zt4pl9+9Nnvri199+37euFY0wnXu1zeMclm8f7Ct485ugUBMYlIHjHJZvf+wre2ExHDt77Jvb0fvNta1b0/uuP33gzbbp3V1p/y8q08MKPpDu37043Xn9NumrJZbEdtny14G35gE7z9gTvaR6AX0+g5QKCt+UDatH2BG9sGCMFbxW3azfen9atWTEZtNXd3ceeeDLdtX5Vmj/vrN7d3sG/x7bZ3tWCt72zacPOBG8bpmAPBNorIHjbO5u27UzwxiYycvD27+b2H2cYvuP70isH0/adj6Ytm1en8849J7bLFq8WvC0eTgu2JnhbMARbINBiAcHb4uG0bGuCNzaQRoN38aIFafmyq3s7EryxwVidh4DgzWOOTkFgXAKCd1yy+b2v4I3NdKTgPXzk7SnP6A7/vdpS9UjDjok96cGtt7rDG5uR1R0WELwdHp6tEzgFAoL3FCBn8isEb2yQIwVv9SurT2l4+lvP957ZfW7/gffF7fAjDrFttne1RxraO5s27EzwtmEK9kCgvQKCt72zadvOBG9sIiMHb/Vrq6h96JG9vR08/MDGKf+Arfp4ssH/LLbN9q4WvO2dTRt2JnjbMAV7INBeAcHb3tm0bWeCNzaRUPDGfnUeqwVvHnMc1ykE77hkvS+BPAQEbx5zPBWnELwx5bEEb/9jy6qteYY3NiCruy0geLs9P7snMG4BwTtu4XzeX/DGZtlo8A5+09pFF14w5VvYYtts72p3eNs7mzbsTPC2YQr2QKC9AoK3vbNp284Eb2wijQTv4LO81XZKeHa3zy54Yxdg7qsFb+4Tdj4CMQHBG/MrabXgjU175ODtP7bw7AsHejuoIvcXfv7n3vcNbLHttX+14G3/jE7nDgXv6dT3uwm0X0Dwtn9Gbdmh4I1NYqTgPdEzutN95XBse+1fLXjbP6PTuUPBezr1/W4C7RcQvO2fUVt2KHhjkwgF78cWfrT3Obzz553V24XgjQ3D6vwEBG9+M3UiAk0KCN4mNfN+L8Ebm+9IwTsYt9UjDf1/oHb+h8/xSENsHlZnJiB4Mxuo4xBoWEDwNgya8dsJ3thwRw7ewV/rH63FhmB1vgKCN9/ZOhmBJgQEbxOKZbyH4I3NeaTgrR5d2HTvrrT+lpXp0osXTu5g8GPJrrt26ZTHHWLbbO9qz/C2dzZt2JngbcMU7IFAewUEb3tn07adCd7YRBoN3v5WfPFEbChW5yMgePOZpZMQGIeA4B2Hap7vKXhjcx1L8Ma21K3V7vB2a16nereC91SL+30EuiUgeLs1r9O5W8Eb0xe8Mb8keIOAmS8XvJkP2PEIBAUEbxCwoOWCNzbskYN37cb7U/9LJ060hU9cfkl6cOut6bxzz4ntssWrBW+Lh9OCrQneFgzBFgi0WEDwtng4Ldua4I0NZOTgne4frcW20s3VgrebcztVuxa8p0ra7yHQTQHB2825nY5dC96YejHB+9IrB9OaDTvSD147NPm5wf1PmJjua5KvWnLZpOzje59Kd2zb3fv78KdPCN7YBZj7asGb+4Sdj0BMQPDG/EpaLXhj0y4ieKvYvX3LrnTPptVTPkatojt85O105/bdaemVV6Tly65Ow6+tPmptx8SeyUczqs8crv7ctmZF778K3tgFmPtqwZv7hJ2PQExA8Mb8SloteGPTzj54+0F74/XXpMG7tn22KnC373w0bdm8uves8XAAV4G7eNGCXgxXf4YDWPDGLsDcVwve3CfsfARiAoI35lfSasEbm/ZIwRv7lad29fDjCtVvH3wsYThgq5/37+KuvfmGKXd/q58N3wEWvKd2nl37bS/+w9z0tUfmpg996Fi6ZPGxrm3ffgkQGLPAgZfnpJ+8OSfd9Ol308d/8d0x/zZv32UBwRubXvbBe6I7uAs+en7vsYQqeB974skp3wo3HLyDd4eHg/edo/4XVOwSzHv13z+f0s4/PZr3IZ2OAIGwwC3/7oz0ySvCb+MNMhY484y5GZ9u/EcbKXiru6Zb/uhradMXbjrhR47N5DXjP97xO7KDjyxUv3Pwru63X/7+lGd0Z3uH94f/+NapOIbf0VGB735vTvov/62jm7ftsQh855U5vfddfLE7/mMB7uib/pt/ldLHFrkmOjq+U7Ltj3747FPye3L9JSMHb1c+h7cK7+GPUBu8q3vwtR95hjfXq9u5CLRQ4EtfPrO3qy9/6Z0W7s6WCBBoq4BHGmKTGTl4u3KHt3/H9tUfvt57bKH6M/ipDD6lIXYBWU2AwOwEBO/svLyaAIHjAoI3diWMFLyxX3nqV/ej9hvffLr3yz/36WWTHytW/d3n8J76mfiNBEoVELylTt65CcQEBG/Mr4jgjRGdfLVPaRinrvcmkJ+A4M1vpk5E4FQICN6Y8sjBW3372M6vfj1NbFs3+WUO1bOxn/ni1t6O7t6wavKza2NbbPdqwdvu+dgdgbYJCN62TcR+CHRDQPDG5jRy8A5/49jgPw5beOFHes/JnujLHmJbbtdqwduuedgNgbYLCN62T8j+CLRTQPDG5jJS8PafeV23ZsXkt5cNf57tdJ9vG9tqO1cL3nbOxa4ItFVA8LZ1MvZFoN0Cgjc2n5GDd/ijvobv+E73+bexrbZzteBt51zsikBbBQRvWydjXwTaLSB4Y/NpNHgXL1ow+dyu4I0NxmoCBPIUELx5ztWpCIxbQPDGhEcK3v7HfPWf0R3+e7WlwW8zO+/cc2K7bPFqd3hbPBxbI9BCAcHbwqHYEoEOCAje2JBGCt7qV1af0vD0t57vfZnDc/sPnPDreW9bsyK2w5avFrwtH5DtEWiZgOBt2UBsh0BHBARvbFAjB2/1a6vndh96ZG9vBw8/sHHKP2CrPp5s8D+LbbO9qwVve2djZwTaKCB42zgVeyLQfgHBG5tRKHhjvzqP1YI3jzk6BYFTJSB4T5W030MgLwHBG5un4I35JcEbBLScQGECgrewgTsugYYEBG8MUvDG/ARv0M9yAqUJCN7SJu68BJoRELwxx5GCt/riiS1/9LW06Qs3pRN9AsNMXhPbejtWu8PbjjnYBYGuCAjerkzKPgm0S0DwxuYxcvCu3Xh/evaFAyf97Z+4/JL04NZbTxjFsa23Y7Xgbccc7IJAVwQEb1cmZZ8E2iUgeGPzGDl43eE9Di94Yxeg1QRKExC8pU3ceQk0IyB4Y44jB291h7f6k/sd3DpewVsn5OcECAwKCF7XAwECowgI3lHU3lszUvBWy6tndAcfayjhM3enoxa8sQvQagKlCQje0ibuvASaERC8MceRg3fw1w5+AcXnPr0s5f7taoNnF7yxC9BqAqUJCN7SJu68BJoRELwxx0aCt7+FZ/btT9U3rFV/SvgHa9U5BW/sArSaQGkCgre0iTsvgWYEBG/MsdHg7W/l8JG3053bd6fvHvxh9s/4Ct7YBWg1gdIEBG9pE3deAs0ICN6Y41iCt/98b7W13P9Rm+CNXYBWEyhNQPCWNnHnJdCMgOCNOTYavB5piA3DagIE8hcQvPnP2AkJjENA8MZUw8Hbf3zhG998urcT/2gtNhCrCRDIW0Dw5j1fpyMwLgHBG5MdOXhfeuVgWrNhR/rBa4d6O/CxZLFBWE2AQBkCgreMOTslgaYFBG9MdKTgLekZ3Tpez/DWCfk5AQKDAoLX9UCAwCgCgncUtffWjBS8sV+Z12rBm9c8nYbAuAUE77iFvT+BPAUEb2yugjfm53N4g36WEyhNQPCWNnHnJdCMgOCNOQremJ/gDfpZTqA0AcFb2sSdl0AzAoI35ih4Y36CN+hnOYHSBARvaRN3XgLNCAjemKPgjfkJ3qCf5QRKExC8pU3ceQk0IyB4Y46CN+YneIN+lhMoTUDwljZx5yXQjIDgjTkK3pif4A36WU6gNAHBW9rEnZdAMwKCN+YoeGN+gjfoZzmB0gQEb2kTd14CzQgI3phjccF738Se9Lf79qcHt96azjv3nJ5e/4s0nn3hQO/vw98a9/jep9Id23b3fnbdtUvTXetXpfnzzur93efwxi5AqwmUJiB4S5u48xJoRkDwxhyLCt4qdh96ZG/6xOWXTAbv4SNvpzu3705Lr7wiLV92daq+Mvn2LbvSPZtWp0svXpie2bc/7ZjYM/n66j2qP7etWSF4Y9ee1QSKFBC8RY7doQmEBQRvjLCY4K3u0n7ne6+mX/+1T04J2Cpwt+98NG3ZvLp3x3c4gKvAXbxoQS+Gqz/DAewOb+wCtJpAaQKCt7SJOy+BZgQEb8yxiOCtYvfpbz3fexThuf0HpgTvcMBWnP27uGtvvmHK3d/qZ8N3gH/w+uHYBKwmQKAogTvuOrN33rvvfKeoczssAQIxgYvOnx97g8JXZx+8VdA+9sSTk8/dDgfu8M+nC94br78mXbXkst6lMhy8x44VfgU5PgECsxJY/cWf9V6/64EPzGqdFxMgULbAnDllnz96+uyDd/AfnA1i9Z/j/fbL359yx3e64O0/3ztd8HqkIXoJWk+gLAGPNJQ1b6cl0JSARxpiktkH7zDP8B1ez/DGLiCrCRCYnYDgnZ2XVxMgcFxA8MauhOKD16c0xC4gqwkQmJ2A4J2dl1cTICB4m7gGig/eCtHn8DZxKXkPAgRmIiB4Z6LkNQQIDAu4wxu7JooL3hjX+1d7hrdpUe9HIG8BwZv3fJ2OwLgEBG9MVvDG/HzTWtDPcgKlCQje0ibuvASaERC8MUfBG/MTvEE/ywmUJiB4S5u48xJoRkDwxhwFb8xP8Ab9LCdQmoDgLW3izkugGQHBG3MUvDE/wRv0s5xAaQKCt7SJOy+BZgQEb8xR8Mb8BG/Qz3ICpQkI3tIm7rwEmhEQvDFHwRvzE7xBP8sJlCYgeEubuPMSaEZA8MYcBW/MT/AG/SwnUJqA4C1t4s5LoBkBwRtzFLwxP8Eb9LOcQGkCgre0iTsvgWYEBG/MUfDG/ARv0M9yAqUJCN7SJu68BJoRELwxR8Eb8xO8QT/LCZQmIHhLm7jzEmhGQPDGHAVvzE/wBv0sJ1CagOAtbeLOS6AZAcEbcxS8MT/BG/SznEBpAoK3tIk7L4FmBARvzFHwxvwEb9DPcgKlCQje0ibuvASaERC8MUfBG/MTvEE/ywmUJiB4S5u48xJoRkDwxhwFb8xP8Ab9LCdQmoDgLW3izkugGQHBG3MUvDE/wRv0s5xAaQKCt7SJOy+BZgQEb8xR8Mb8BG/Qz3ICpQkI3tIm7rwEmhEQvDFHwRvzE7xBP8sJlCYgeEubuPMSaEZA8MYcBW/MT/AG/SwnUJqA4C1t4s5LoBkBwRtzFLwxP8Eb9LOcQGkCgre0iTsvgWYEBG/MUfDG/ARv0M9yAqUJCN7SJu68BJoRELwxR8Eb8xO8QT/LCZQmIHhLm7jzEmhGQPDGHAVvzE/wBv0sJ1CagOAtbeLOS6AZAcEbcxS8MT/BG/SznEBpAoK3tIk7L4FmBARvzFHwxvwEb9DPcgKlCQje0ibuvASaERC8MUfBG/MTvEE/ywmUJiB4S5u48xJoRkDwxhwFb8xP8Ab9LCdQmoDgLW3izkugGQHBG3MUvDE/wRv0s5xAaQKCt7SJOy+BZgQEb8xR8Mb8BG/Qz3ICpQkI3tIm7rwEmhEQvDFHwRvzE7xBP8sJlCYgeEubuPMSaEZA8MYcBW/MT/AG/SwnUJqA4C1t4s5LoBkBwRtzLCJ475vYkx56ZO+k1N0bVqXly66e/PuP33gzrd14f3r2hQO9/+zhBzamq5ZcNvnzx/c+le7Ytrv39+uuXZruWr8qzZ93Vu/vBw8djk3AagIEihIQvEWN22EJNCYgeGOU2Qfv4SNvpwe/+pfpsys/lc4795z00isH05oNO9KWTat7UVv9/M7tu9PSK6/oRXD189u37Er3bFqdLr14YXpm3/60Y2JPenDrrb31VTxXf25bs0Lwxq49qwkUKSB4ixy7QxMICwjeGGH2wTvMM13gbt/5aNqyeXUvaId/XgXu4kULJu8IDwewO7yxC9BqAqUJCN7SJu68BJoRELwxx+KCt//4wro1K3p3eIcDtuLs38Vde/MNU+7+Vj8bvgMseGMXoNUEShMQvKVN3HkJNCMgeGOOxQXv8CMJVfA+9sSTU57LHQ7eG6+/ZvKZ3uHg/dEbb8UmYDUBAkUJbPzS3N55t3753aLO7bAECMQEPnLu2bE3KHx1UcFbheyrP3x9StxG7/C+9bOjhV9Cjk+AwGwEPv+7x0P3K39wPHz9IUCAwEwEzv7AGTN5mdecQKCY4J0udiuT6o6tZ3j9zwcBAqdKwCMNp0ra7yGQl4BHGmLzLCJ4hx9jGCTzKQ2xC8hqAgRmJyB4Z+fl1QQIHBcQvLErIfvgHf6M3T7X4Ofp+hze2EVkNQECMxcQvDO38koCBN4TELyxqyH74I3x1K/2KQ31Rl5BgMB7AoLX1UCAwCgCgncUtffWCN6Yn29aC/pZTqA0AcFb2sSdl0AzAoI35ih4Y36CN+hnOYHSBARvaRN3XgLNCAjemKPgjfkJ3qCf5QRKExC8pU3ceQk0IyB4Y46CN+YneIN+lhMoTUDwljZx5yXQjIDgjTkK3pif4A36WU6gNAHBW9rEnZdAMwKCN+YoeGN+gjfoZzmB0gQEb2kTd14CzQgI3pij4I35Cd6gn+UEShMQvKVN3HkJNCMgeGOOgjfmJ3iDfpYTKE1A8JY2cecl0IyA4I05Ct6Yn+AN+llOoDQBwVvaxJ2XQDMCgjfmKHhjfoI36Gc5gdIEBG9pE3deAs0ICN6Yo+CN+QneoJ/lBEoTELylTdx5CTQjIHhjjoI35id4g36WEyhNQPCWNnHnJdCMgOCNOQremJ/gDfpZTqA0AcFb2sSdl0AzAoI35ih4Y36CN+hnOYHSBARvaRN3XgLNCAjemKPgjfkJ3qCf5QRKExC8pU3ceQk0IyB4Y46CN+YneIN+lhMoTUDwljZx5yXQjIDgjTkK3pif4A36WU6gNAHBW9rEnZdAMwKCN+YoeGN+gjfoZzmB0gQEb2kTd14CzQgI3pij4I35Cd6gn+UEShMQvKVN3HkJNCMgeGOOgjfmJ3iDfpYTKE1A8JY2cecl0IyA4I05Ct6Yn+AN+llOoDQBwVvaxJ2XQDMCgjfmKHhjfoI36Gd5OQI//emc9PTflnPeE530yafO6P3omquPFo+x9FdT+uAHjxXvAIDATAQE70yUTvwawRvzE7xBP8vLETh0aE76w68cjz1/CFQCv/P5o+mCCwSvq4HATAQE70yUBG9M6SSrDx46PLb39sYEchJwhzenaTZzFnd4m3H0LmUICN7YnN3hjfm5wxv0s5wAAQIECBCoFxC89UYne4XgjfkJ3qCf5QQIECBAgEC9gOCtNxK8MaOTrvZIwxhxvTUBAgQIECDQExC8sQvBHd6Ynzu8QT/LCRAgQIAAgXoBwVtv5A5vzMgd3jH6eWsCBAgQIECgXkDw1hsJ3piR4B2jn7cmQIAAAQIE6gUEb72R4I0ZCd4x+nlrAgQIECBAoF5A8NYbCd6YkeAdo5+3JkCAAAECBOoFBG+9keCNGaXH9z6V7ti2u/cu1127NN21flWaP++s3t99SkMQ13IChQgcPpLSX/31GWn/i3PSkSMpLfmVY+lTv3k0zZ9XCIBjEiAQEhC8Ib7kUxpq/J7Ztz/tmNiTHtx6azrv3HPSfRN7eituW7NC8MauPasJFCXw538xN+1/ce6UM1fRu/y3jhbl4LAECIwmIHhHc+uvErw1flXgLl60IC1fdnXvlcMB7A5v7AK0mkApAl/68pnvO+q8eSlt3vBOKQTOSYBAQEDwBvBScof3ZHyHj7yd7ty+Oy298orJ4H3plYPp9i270j2bVqdLL17okYbY9Wc1gWIEpg3es1Pa/HuCt5iLwEEJBAQEbwBP8J4crx+8N15/TbpqyWW9Fw8Hb4zfagIEShH44z99J+179tiU4/6LX52bVt10RikEzkmAAIHTJuCRhpPQz+QO72mbnF9MgECnBH56OKXdX3snvfgPx1L1D9iq2F25/Iz0wfmdOobNEiBAoJMCgrdmbJ7h7eR1bdMECBAgQCArAY80xMYpeGv8fEpD7AKzmgABAgQIEIgLCN6YoeCdgZ/P4Z0BkpcQIECAAAECYxMQvDFawRvz8ykNQT/LCRAgQIAAgXoBwVtvdLJXCN6Yn+AN+llOgAABAgQI1AsI3nojwRszOulqXzwxRlxvTYAAAQIECPQEBG/sQnCHN+bnDm/Qz3ICBAgQIECgXkDw1hu5wxszcod3jH7emgABAgQIEKgXELz1RoI3ZiR4x+jnrQkQIECAAIF6AcFbbyR4Y0aCd4x+3poAAQIECBCoFxC89UaCN2YkeMfo560JECBAgACBegHBW28keGNGgneMft6aAAECBAgQqBcQvPVGgjdmJHjH6OetCRAgQIAAgXoBwVtvJHhjRoJ3jH7emgABAgQIEKgXELz1RoI3ZiR4x+jnrQkQIECAAIF6AcFbbyR4Y0ZWEyBAgAABAgQIdFjAN611eHi2ToAAAQIECBAgUC8geOuNvIIAAQIECBAgQKDDAoK3w8OzdQIECBAgQIAAgXoBwVtv5BUECBAgQIAAAQIdFhC8HR6erRMgQIAAAQIECNQLCN56I68gQIAAAQIECBDosIDg7fDwbJ0AAQIECBAgQKBeQPDWG3kFAQIECBAgQIBAhwUEb4eHZ+sECBAgQIAAAQL1AoK33sgrCBAgQIAAAQIEOiwgeDs8PFsnQIAAAQIECBCoFxC89UZeQYAAAQIECBAg0GEBwdvh4dk6AQIECBAgQIBAvYDgrTfyCgIECBAgQIAAgQ4LCN4OD8/WCRAgQIAAAQIE6gUEb72RVxAgQIAAAQIECHRYQPB2eHi2ToAAAQIECBAgUC8geOuNvIIAAQIECBAgQKDDAoK3w8OzdQIECBAgQIAAgXoBwVtv5BUECBAgQIAAAQIdFhC8HR6erRMgQIAAAQIECNQLCN56I68gQIAAAQIECBDosIDg7fDwbJ0AAQIECBAgQKBeQPDWG3kFAQIECBAgQIBAhwUEb4eHZ+sECBAgQIAAAQL1AoK33sgrCBAgQIAAAQIEOiwgeDs8PFsnQIAAAQIECBCoFxC89UZeQYAAAQIECBAg0GEBwdvh4dk6AQIECBAgQIBAvYDgrTfyCgIECBAgQIAAgQ4LCN4OD8/WCRAgQIAAAQIE6gUEb72RVxAgQIAAAQIECHRYQPB2eHi2ToAAAQIECBAgUC8geOuNvIIAAQIECBAgQKDDAoK3w8OzdQIECBAgQIAAgXoBwVtv5BUECBAgQIAAAQIdFhC8HR6erRMgQIAAAQIECNQLCN56I68gQIAAAQIECBDosIDg7fDwbJ0AAQIECBAgQKBeQPDWG3kFAQIECBAgQIBAhwUEb4eHZ+sECBAgQIAAAQL1AoK33sgrCBAgQIAAAQIEOiwgeDs8PFsnQIAAAQIECBCoFxC89UZeQYAAAQIECBAg0GEBwdvh4dk6AQIECBAgQIBAvYDgrTfyCgIECBAgQIAAgQ4LCN4OD8/WCRAgQIAAAQIE6gUEb72RVxAgQIAAAQIECHRYQPB2eHi2ToAAAQIECBAgUC8geOuNvIIAAQIECBAgQKDDAoK3w8OzdQIECBAgQIAAgXoBwVtv5BUECBAgQIAAAQIdFhC8HR6erRMgQIAAAQIECNQLCN56I68gQIAAAQIECBDosIDg7fDwbJ0AAQIECBAgQKBeQPDWG3kFAQIECBAgQIBAhwUEb4eHZ+sECBAgQIAAAQL1AoK33sgrCBAgQIAAAQIEOiwgeDs8PFsnQIAAAQIECBCoFxC89UZeQYAAAQIECBAg0GEBwdvh4dk6AQIECBAgQIBAvYDgrTfyCgIECBAgQIAAgQ4LCN4OD8/WCRAgQIAAAQIE6gUEb72RVxAgQIAAAQIECHRYQPB2eHi2ToAAAQIECBAgUC8geOuNvIIAAQIECBAgQKDDAoK3w8OzdQIECBAgQIAAgXoBwVtv5BUECBAgQIAAAQIdFhC8HR6erRMgQIAAAQIECNQLCN56I68gQIAAAQIECBDosIDg7fDwbJ0AAQIECBAgQKBeQPDWG3kFAQIECBAgQIBAhwUEb4eHZ+sECBAgQIAAAQL1sE+YEAAAAGtJREFUAoK33sgrCBAgQIAAAQIEOiwgeDs8PFsnQIAAAQIECBCoFxC89UZeQYAAAQIECBAg0GEBwdvh4dk6AQIECBAgQIBAvYDgrTfyCgIECBAgQIAAgQ4LCN4OD8/WCRAgQIAAAQIE6gX+Hw1ePQVRfxS8AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot_4 = px.box(df_loja, y = \"VISITAS_CLIENTES\")\n",
    "boxplot_4.show(\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}