word-cloud-with-web-scraping.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6b03667d",
   "metadata": {},
   "source": [
    "# Web scraping de manchetes sobre as Lojas Americanas\n",
    "\n",
    "##### Elaborado por Rogério Silva"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19e31209",
   "metadata": {},
   "source": [
    "### Importando bibliotecas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "37ac0119",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: WordCloud in c:\\users\\roger\\anaconda3\\lib\\site-packages (1.8.2.2)\n",
      "Requirement already satisfied: pillow in c:\\users\\roger\\anaconda3\\lib\\site-packages (from WordCloud) (8.4.0)\n",
      "Requirement already satisfied: numpy>=1.6.1 in c:\\users\\roger\\anaconda3\\lib\\site-packages (from WordCloud) (1.20.3)\n",
      "Requirement already satisfied: matplotlib in c:\\users\\roger\\anaconda3\\lib\\site-packages (from WordCloud) (3.4.3)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\roger\\anaconda3\\lib\\site-packages (from matplotlib->WordCloud) (2.8.2)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\roger\\anaconda3\\lib\\site-packages (from matplotlib->WordCloud) (0.10.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\roger\\anaconda3\\lib\\site-packages (from matplotlib->WordCloud) (1.3.1)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\roger\\anaconda3\\lib\\site-packages (from matplotlib->WordCloud) (3.0.4)\n",
      "Requirement already satisfied: six in c:\\users\\roger\\anaconda3\\lib\\site-packages (from cycler>=0.10->matplotlib->WordCloud) (1.16.0)\n"
     ]
    }
   ],
   "source": [
    "# !pip install WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e77561d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "\n",
    "from wordcloud import WordCloud, ImageColorGenerator\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cac82ec0",
   "metadata": {},
   "source": [
    "### Coleta de dados"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcfb01a0",
   "metadata": {},
   "source": [
    "Nesta primeira etapa, exploro o site Google News com a biblioteca `requests` e na sequência uso o `BeautifulSoup` para encontrar a classe onde as manchetes são registradas. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7b38bfec",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://news.google.com/search?for=americanas&hl=pt-BR&gl=BR&ceid=BR%3Apt-419'\n",
    "busca = requests.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7b21dd8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "dados_busca = BeautifulSoup(busca.text, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a704b6a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<title>Google Notícias - Pesquisar</title>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados_busca.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ade120f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Google Notícias - Pesquisar'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados_busca.title.string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "40ec0ba0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'title'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados_busca.title.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4660a094",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'‘Efeito Americanas’ congela emissões de crédito privado | Finanças | Valor'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados_busca.find(class_='ipQwMb ekueJc RD0gLb').string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bcfe12b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1376"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dados_busca.find_all('div'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "177bdef4",
   "metadata": {},
   "source": [
    "A construção de uma função ajuda a simplificar a mecânica de coleta do HTML."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a9d6e8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def bucar_empresas(item_busca):\n",
    "    url = f'https://news.google.com/search?for={item_busca}&hl=pt-BR&gl=BR&ceid=BR%3Apt-419'\n",
    "    resposta = requests.get(url)\n",
    "    obj_soap = BeautifulSoup(resposta.text, 'html.parser')\n",
    "    print(url)\n",
    "    return obj_soap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "257c3992",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://news.google.com/search?for=americanas&hl=pt-BR&gl=BR&ceid=BR%3Apt-419\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dados = bucar_empresas('americanas')\n",
    "len(dados)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "13e62b92",
   "metadata": {},
   "outputs": [],
   "source": [
    "elementos = dados.find_all('h3')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2166d63",
   "metadata": {},
   "source": [
    "Aqui, utilizo _list comprehension_ para montar uma lista de manchetes sobre a Americanas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5b7c0ef2",
   "metadata": {},
   "outputs": [],
   "source": [
    "noticias = [texto.get_text() for texto in elementos]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "aec7cb99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Notícias:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['‘Efeito Americanas’ congela emissões de crédito privado | Finanças | Valor',\n",
       " 'O ponto em comum entre crises de Americanas, Marisa e Light',\n",
       " 'A negociação entre os debenturistas e a Americanas',\n",
       " \"Crise da Americanas é ponta do 'iceberg'\",\n",
       " 'Vender ou capitalizar? Tombo da Americanas coloca em xeque futuro da Ame Digital',\n",
       " 'Mercado Livre começa a ocupar o vácuo da Americanas, diz BofA',\n",
       " 'Mercado Livre reverte prejuízo e ganha share, ainda sem efeito Americanas',\n",
       " 'Como a Americanas (AMER3) impacta o futuro do Mercado Livre (MELI34)',\n",
       " 'Americanas deve mais de R$ 70 milhões a editoras de livros',\n",
       " 'Dívida da Americanas com editoras é de R$ 85,6 milhões',\n",
       " 'Americanas deve mais de R$ 70 milhões a editoras de livros',\n",
       " 'Americanas quer manter suspensa busca e apreensão de e-mails de executivos',\n",
       " 'Pivô do escândalo da Americanas, linha ‘risco sacado’ seca e afeta fornecedores',\n",
       " 'Globo: Audiência desaba e emissora amarga prejuízo (e isso pode estar relacionado com a Americanas)',\n",
       " 'Americanas deve mais de R$ 70 milhões a editoras de livros',\n",
       " 'Americanas (AMER3) tem dívida milionária com editoras de livros; crise pode zerar crescimento do setor em 2022',\n",
       " 'Americanas: R$ 300 milhões em dívida na Justiça do Trabalho',\n",
       " 'Acionistas minoritários pedem bloqueio de bens de majoritários',\n",
       " 'Americanas pede que Moraes mantenha proibida busca em e-mails',\n",
       " 'Pagamento antecipado opõe Americanas a bancos na Justiça',\n",
       " 'Caso Americanas reflete cultura tóxica de resultado a qualquer custo, diz gestor',\n",
       " 'Americanas quer que ação movida pelo Santander seja remetida à Justiça do Rio de Janeiro',\n",
       " 'Em crise, Americanas (AMER3) devolve dois a cada dez galpões destinados ao e-commerce',\n",
       " 'Credores estrangeiros da Americanas (AMER3) contratam empresa que cobrou dívidas da Oi (OIBR3)',\n",
       " 'Americanas, Tok&Stok e Marisa: “Calote” no aluguel preocupa FIIs',\n",
       " 'Dedução tributária das perdas com a Americanas',\n",
       " 'Recuperação Judicial protege Americanas de ordem de despejo?',\n",
       " 'Americanas indenizará por atraso em coleta e entrega de produtos',\n",
       " 'Calote da Americanas acende novos alertas',\n",
       " 'Basa pode perder mais de R$ 51 milhões emprestados às Lojas ...',\n",
       " 'O novo CEO da Americanas',\n",
       " 'Americanas pedem liberação de R$ 192 mi para pagar ...',\n",
       " 'A liminar do caso Americanas e a segurança jurídica do direito da insolvência',\n",
       " 'Para quem a corda vai arrebentar no caso Americanas',\n",
       " 'Citi eleva Magalu com “melhora no ambiente competitivo” (leia-se: o ...',\n",
       " 'Americanas (AMER3): CVM investigará se política de bônus a executivos estimulou fraudes',\n",
       " 'Americanas (AMER3), Arezzo (ARZZ3), Petz (PETZ3) e Unipar (UNIP6): destaques corporativos (23)',\n",
       " 'Crise nas Americanas afeta até MS, que terá páscoa atípica, com ovos mais caros e lucro menor',\n",
       " 'União vai arcar com 40% da dívida bilionária das Americanas com ...',\n",
       " 'CEO da Americanas diz que lojas seguem abertas e com prateleiras cheias: ‘Entregas garantidas’',\n",
       " 'Americanas avisa a shoppings que não irá pagar aluguéis atrasados de suas lojas',\n",
       " 'FII LVBI11 realiza aporte para cumprir decisão de despejo contra ...',\n",
       " 'Além das Americanas: veja outras 5 empresas que revelaram rombos nas contas',\n",
       " 'MPRJ se posiciona e pede pagamento imediato da Americanas a credores',\n",
       " \"'Não tenho expectativa de receber meu dinheiro', diz credor das Americanas\",\n",
       " 'Americanas: Quem pode ser punido e quais as frentes de investigação?',\n",
       " 'Como a empresa chegou ao rombo de R$ 20 bilhões, o que poder acontecer na Recuperação Judicial e também com as ações da companhia',\n",
       " 'Finanças: Americanas, Tok&Stok e Marisa: “Calote” no aluguel ...',\n",
       " 'CVM abre 4 novos processos para investigar Americanas',\n",
       " 'Em meio à crise, Americanas encerram serviço de televendas',\n",
       " 'Americanas afastam toda a diretoria durante investigações por rombo',\n",
       " 'Caso Americanas impacta seguro de crédito no Brasil',\n",
       " 'Credor das Americanas se disfarça de Gisele Bündchen para receber algum dinheiro de Lemann, Telles e Sicupira',\n",
       " 'Americanas contrata consultoria para mudar mix de produtos e vender ativos',\n",
       " 'Americanas negam a ministro ter feito demissão em massa',\n",
       " 'Justiça autoriza acesso a e-mails de diretores das Americanas',\n",
       " 'Tribunais de Rio e São Paulo suspendem busca e apreensão nas Americanas',\n",
       " 'Trabalhadores da Americanas fazem manifestações em todo Brasil nesta sexta',\n",
       " 'Lojas Brasileiras: que fim levou a empresa que era rival das Americanas?',\n",
       " 'Grupo Americanas é dono de 18 marcas, de Puket a Natural da Terra; saiba mais sobre cada uma',\n",
       " \"Verde Asset diz que foi 'vítima de fraude' em crise da Americanas\",\n",
       " 'Americanas fecha loja em centro de compras de Contagem',\n",
       " \"Americanas defendem membros de comitê sobre rombo: 'acusações levianas'\",\n",
       " 'Americanas: como foi a primeira reunião só de credores',\n",
       " 'Nova lista de credores da Americanas tem 9.713 nomes',\n",
       " 'Americanas (AMER3) sofre com fuga de clientes após crise',\n",
       " 'As dúvidas dos 44 mil funcionários da Americanas sobre seu futuro',\n",
       " 'Justiça impede que concessionárias cortem energia do Grupo ...',\n",
       " 'Jockey Club Brasileiro contra o Grupo Americanas',\n",
       " 'Dívida das Americanas é de R$ 47,9 bilhões, dizem ...',\n",
       " 'Americanas diz que integrantes do conselho não têm e-mail da empresa',\n",
       " 'Mais uma desistência no caso Americanas. Por que profissionais ...',\n",
       " 'Americanas: bancos tinham suspeitas, mas controles falharam ...',\n",
       " 'Com fortes indícios de fraude, Americanas (AMER3) deve ter investigação ampliada',\n",
       " 'ChatGPT: China e empresas americanas restringem uso do chatbot',\n",
       " 'A “Americanas” e a loja esquina – semelhanças e diferenças na inadimplência',\n",
       " 'Se ficar provada fraude, acionistas das Americanas podem ...',\n",
       " 'Americanas (AMER3) já vale quase o mesmo que empresa menor do mesmo grupo',\n",
       " 'Damodaran sobre Americanas: “O impulso de trapacear é humano”',\n",
       " 'Americanas e a retomada da comunicação após a crise',\n",
       " 'Ambev, BK, Heinz: os negócios dos acionistas bilionários das Americanas',\n",
       " 'Bolsas da China recuam com tensões sino-americanas, setor de defesa salta',\n",
       " \"Fundos conservadores populares têm perdas em janeiro com 'caso ...\",\n",
       " 'Lemann, Telles e Sicupira propõem emprestar R$ 1 bilhão para Americanas (AMER3)',\n",
       " 'Caso Americanas: CVM abre inquéritos para apurar se houve fraude e acesso a informações privilegiadas',\n",
       " \"Americanas (AMER3) aponta 'culpa' do BTG em rombo contábil\",\n",
       " 'Americanas já \"respinga\" no resultado do Santander',\n",
       " 'Justiça de NY aceita pedido da Americanas para estender aos EUA efeitos da recuperação judicial',\n",
       " 'Americanas (AMER3) começa onda de demissões após crise e recuperação judicial',\n",
       " 'A rede Americanas quer sobreviver',\n",
       " 'Com aluguel atrasado, Tok&Stok usa estratégia da Americanas (AMER3) para organizar finanças',\n",
       " 'Como o “caso Americanas” contaminou empresas como Marisa, CVC e Light',\n",
       " \"Caso Americanas expõe as falhas dos 'guardiões' do mercado de capitais\",\n",
       " 'Escândalo da Americanas aumenta critérios para análise do seguro D&O no país',\n",
       " 'Tok&Stok, Livraria Cultura e Americanas: o que está acontecendo ...',\n",
       " 'Dez fundos de investimentos que perderam com Americanas e Light',\n",
       " 'Procon de Minas multa Americanas em R$ 11 milhões',\n",
       " 'Americanas diz que contratou consultorias para preservar informações da empresa',\n",
       " 'Felipe Miranda: O investidor não deve manter as ações da Americanas (AMER3) – Mercado – Estadão E-Investidor – As principais notícias do mercado financeiro',\n",
       " 'CVM abre processo contra Americanas, PwC e B3 em denúncia de investidores',\n",
       " 'Americanas (AMER3) avança quase 21% no dia, firmando volta ...',\n",
       " \"Caso Americanas tira prestígio das 'big four' no comando do IBEF\",\n",
       " \"Guilherme Ravache - 'Efeito Americanas' vai além do BBB 23 e ...\",\n",
       " 'FII MAXR11 cai forte após Americanas incluir aluguel de imóveis do fundo em lista de credores']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('Notícias:')\n",
    "noticias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c69aa432",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "104"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(noticias)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0a67d57f",
   "metadata": {},
   "outputs": [],
   "source": [
    "concat_palavras = ''\n",
    "\n",
    "for loop in noticias:\n",
    "    quebra = loop.split()\n",
    "\n",
    "    for palavra in quebra:\n",
    "        concat_palavras = concat_palavras + ' ' + palavra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "bad5df95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' ‘Efeito Americanas’ congela emissões de crédito privado | Finanças | Valor O ponto em comum entre crises de Americanas, Marisa e Light A negociação entre os debenturistas e a Americanas Crise da Americanas é ponta do \\'iceberg\\' Vender ou capitalizar? Tombo da Americanas coloca em xeque futuro da Ame Digital Mercado Livre começa a ocupar o vácuo da Americanas, diz BofA Mercado Livre reverte prejuízo e ganha share, ainda sem efeito Americanas Como a Americanas (AMER3) impacta o futuro do Mercado Livre (MELI34) Americanas deve mais de R$ 70 milhões a editoras de livros Dívida da Americanas com editoras é de R$ 85,6 milhões Americanas deve mais de R$ 70 milhões a editoras de livros Americanas quer manter suspensa busca e apreensão de e-mails de executivos Pivô do escândalo da Americanas, linha ‘risco sacado’ seca e afeta fornecedores Globo: Audiência desaba e emissora amarga prejuízo (e isso pode estar relacionado com a Americanas) Americanas deve mais de R$ 70 milhões a editoras de livros Americanas (AMER3) tem dívida milionária com editoras de livros; crise pode zerar crescimento do setor em 2022 Americanas: R$ 300 milhões em dívida na Justiça do Trabalho Acionistas minoritários pedem bloqueio de bens de majoritários Americanas pede que Moraes mantenha proibida busca em e-mails Pagamento antecipado opõe Americanas a bancos na Justiça Caso Americanas reflete cultura tóxica de resultado a qualquer custo, diz gestor Americanas quer que ação movida pelo Santander seja remetida à Justiça do Rio de Janeiro Em crise, Americanas (AMER3) devolve dois a cada dez galpões destinados ao e-commerce Credores estrangeiros da Americanas (AMER3) contratam empresa que cobrou dívidas da Oi (OIBR3) Americanas, Tok&Stok e Marisa: “Calote” no aluguel preocupa FIIs Dedução tributária das perdas com a Americanas Recuperação Judicial protege Americanas de ordem de despejo? Americanas indenizará por atraso em coleta e entrega de produtos Calote da Americanas acende novos alertas Basa pode perder mais de R$ 51 milhões emprestados às Lojas ... O novo CEO da Americanas Americanas pedem liberação de R$ 192 mi para pagar ... A liminar do caso Americanas e a segurança jurídica do direito da insolvência Para quem a corda vai arrebentar no caso Americanas Citi eleva Magalu com “melhora no ambiente competitivo” (leia-se: o ... Americanas (AMER3): CVM investigará se política de bônus a executivos estimulou fraudes Americanas (AMER3), Arezzo (ARZZ3), Petz (PETZ3) e Unipar (UNIP6): destaques corporativos (23) Crise nas Americanas afeta até MS, que terá páscoa atípica, com ovos mais caros e lucro menor União vai arcar com 40% da dívida bilionária das Americanas com ... CEO da Americanas diz que lojas seguem abertas e com prateleiras cheias: ‘Entregas garantidas’ Americanas avisa a shoppings que não irá pagar aluguéis atrasados de suas lojas FII LVBI11 realiza aporte para cumprir decisão de despejo contra ... Além das Americanas: veja outras 5 empresas que revelaram rombos nas contas MPRJ se posiciona e pede pagamento imediato da Americanas a credores \\'Não tenho expectativa de receber meu dinheiro\\', diz credor das Americanas Americanas: Quem pode ser punido e quais as frentes de investigação? Como a empresa chegou ao rombo de R$ 20 bilhões, o que poder acontecer na Recuperação Judicial e também com as ações da companhia Finanças: Americanas, Tok&Stok e Marisa: “Calote” no aluguel ... CVM abre 4 novos processos para investigar Americanas Em meio à crise, Americanas encerram serviço de televendas Americanas afastam toda a diretoria durante investigações por rombo Caso Americanas impacta seguro de crédito no Brasil Credor das Americanas se disfarça de Gisele Bündchen para receber algum dinheiro de Lemann, Telles e Sicupira Americanas contrata consultoria para mudar mix de produtos e vender ativos Americanas negam a ministro ter feito demissão em massa Justiça autoriza acesso a e-mails de diretores das Americanas Tribunais de Rio e São Paulo suspendem busca e apreensão nas Americanas Trabalhadores da Americanas fazem manifestações em todo Brasil nesta sexta Lojas Brasileiras: que fim levou a empresa que era rival das Americanas? Grupo Americanas é dono de 18 marcas, de Puket a Natural da Terra; saiba mais sobre cada uma Verde Asset diz que foi \\'vítima de fraude\\' em crise da Americanas Americanas fecha loja em centro de compras de Contagem Americanas defendem membros de comitê sobre rombo: \\'acusações levianas\\' Americanas: como foi a primeira reunião só de credores Nova lista de credores da Americanas tem 9.713 nomes Americanas (AMER3) sofre com fuga de clientes após crise As dúvidas dos 44 mil funcionários da Americanas sobre seu futuro Justiça impede que concessionárias cortem energia do Grupo ... Jockey Club Brasileiro contra o Grupo Americanas Dívida das Americanas é de R$ 47,9 bilhões, dizem ... Americanas diz que integrantes do conselho não têm e-mail da empresa Mais uma desistência no caso Americanas. Por que profissionais ... Americanas: bancos tinham suspeitas, mas controles falharam ... Com fortes indícios de fraude, Americanas (AMER3) deve ter investigação ampliada ChatGPT: China e empresas americanas restringem uso do chatbot A “Americanas” e a loja esquina – semelhanças e diferenças na inadimplência Se ficar provada fraude, acionistas das Americanas podem ... Americanas (AMER3) já vale quase o mesmo que empresa menor do mesmo grupo Damodaran sobre Americanas: “O impulso de trapacear é humano” Americanas e a retomada da comunicação após a crise Ambev, BK, Heinz: os negócios dos acionistas bilionários das Americanas Bolsas da China recuam com tensões sino-americanas, setor de defesa salta Fundos conservadores populares têm perdas em janeiro com \\'caso ... Lemann, Telles e Sicupira propõem emprestar R$ 1 bilhão para Americanas (AMER3) Caso Americanas: CVM abre inquéritos para apurar se houve fraude e acesso a informações privilegiadas Americanas (AMER3) aponta \\'culpa\\' do BTG em rombo contábil Americanas já \"respinga\" no resultado do Santander Justiça de NY aceita pedido da Americanas para estender aos EUA efeitos da recuperação judicial Americanas (AMER3) começa onda de demissões após crise e recuperação judicial A rede Americanas quer sobreviver Com aluguel atrasado, Tok&Stok usa estratégia da Americanas (AMER3) para organizar finanças Como o “caso Americanas” contaminou empresas como Marisa, CVC e Light Caso Americanas expõe as falhas dos \\'guardiões\\' do mercado de capitais Escândalo da Americanas aumenta critérios para análise do seguro D&O no país Tok&Stok, Livraria Cultura e Americanas: o que está acontecendo ... Dez fundos de investimentos que perderam com Americanas e Light Procon de Minas multa Americanas em R$ 11 milhões Americanas diz que contratou consultorias para preservar informações da empresa Felipe Miranda: O investidor não deve manter as ações da Americanas (AMER3) – Mercado – Estadão E-Investidor – As principais notícias do mercado financeiro CVM abre processo contra Americanas, PwC e B3 em denúncia de investidores Americanas (AMER3) avança quase 21% no dia, firmando volta ... Caso Americanas tira prestígio das \\'big four\\' no comando do IBEF Guilherme Ravache - \\'Efeito Americanas\\' vai além do BBB 23 e ... FII MAXR11 cai forte após Americanas incluir aluguel de imóveis do fundo em lista de credores'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concat_palavras"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2de9d133",
   "metadata": {},
   "source": [
    "### Nuvem de palavras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "47c5ba83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x500 at 0x1E035E6FE80>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open('AMER3.SA.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "255dc307",
   "metadata": {},
   "source": [
    "Vetorizando a imagem que será nossa base."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6fb3236d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[233,  74,  83],\n",
       "        [233,  74,  83],\n",
       "        [233,  74,  83],\n",
       "        ...,\n",
       "        [233,  74,  83],\n",
       "        [233,  74,  83],\n",
       "        [233,  74,  83]],\n",
       "\n",
       "       [[230,  47,  59],\n",
       "        [230,  47,  59],\n",
       "        [230,  47,  59],\n",
       "        ...,\n",
       "        [230,  47,  59],\n",
       "        [230,  47,  59],\n",
       "        [230,  47,  59]],\n",
       "\n",
       "       [[227,   6,  22],\n",
       "        [227,   6,  22],\n",
       "        [227,   6,  22],\n",
       "        ...,\n",
       "        [227,   6,  22],\n",
       "        [227,   6,  22],\n",
       "        [227,   6,  22]],\n",
       "\n",
       "       [[226,   1,  18],\n",
       "        [226,   1,  18],\n",
       "        [226,   1,  18],\n",
       "        ...,\n",
       "        [226,   1,  18],\n",
       "        [226,   1,  18],\n",
       "        [226,   1,  18]]], dtype=uint8)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mascara = np.array(Image.open('AMER3.SA.png'))\n",
    "mascara[0:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "beca12a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nuvem_palavras = WordCloud(\n",
    "    width= 1200,\n",
    "    height= 1000,\n",
    "    background_color=\"white\",\n",
    "    mode=\"RGBA\",\n",
    "    mask = mascara,\n",
    "    stopwords= ['Americanas', 'da', 'do', 'de', 'em', 'a', 'o', 'as', 'os',\n",
    "                'e', 'que', 'com', 'para', 'R', 'na', 'no', 'nas', 'nos',\n",
    "                'Veja', 'sobre', 'AMER3', 'é', 'se', 'das', 'diz', 'ao', \n",
    "                'aos', 'tem', 'têm', 'pode', 'por', 'mais', 'empresa', 'loja', \n",
    "                'Lojas']\n",
    ").generate(concat_palavras)\n",
    "\n",
    "figura, eixo = plt.subplots(figsize=(12,10))\n",
    "eixo.imshow(nuvem_palavras.recolor(color_func=ImageColorGenerator(mascara)), interpolation='bilinear')\n",
    "eixo.set_axis_off()\n",
    "plt.savefig('nuvem-palavras-americanas.png', format=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a723ac6c",
   "metadata": {},
   "source": [
    "Pesquisando uma relação entre as Americanas e Tok&Stok"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "65e6e7ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Americanas, Tok&Stok e Marisa: “Calote” no aluguel preocupa FIIs', 'Finanças: Americanas, Tok&Stok e Marisa: “Calote” no aluguel ...', 'Com aluguel atrasado, Tok&Stok usa estratégia da Americanas (AMER3) para organizar finanças', 'Tok&Stok, Livraria Cultura e Americanas: o que está acontecendo ...']\n"
     ]
    }
   ],
   "source": [
    "noticias\n",
    " \n",
    "matches = []\n",
    " \n",
    "for match in noticias:\n",
    "    if \"Tok\" in match:\n",
    "        matches.append(match)\n",
    "        \n",
    "print(matches)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}