Analisador de Fake News.ipynb

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    "# Analisador de Fake News\n",
    "\n",
    "\n",
    "## Problemática\n",
    "O atual cenário político-social mundial tem se mostrado fortemente impactado pela **disseminação de Fake News**, as quais vem ganhando bastante **notoriedade com o crescente uso de redes sociais** e divulgação das mesmas nesses meios.\n",
    "\n",
    "Visto que as fakes news **acabam servindo como um meio de alienar a população**, o presente notebook possui o objetivo de **elaborar um modelo que possa classificar se determinada notícia é verdadeira ou falsa**, consistindo **ao todo em 4009 registros de notícias**, sendo 2137 notícias falsas e 1872 notícias verdadeiras.\n",
    "\n",
    "Aqui utilizaremos os seguintes algoritmos de aprendizagem de máquina para elaboração do nosso modelo:\n",
    "> - Regressão Logística\n",
    "> - KNN\n",
    "> - Análise Discriminante Gaussiano\n",
    "> - Árvore de Decisão\n",
    "> - SVM\n",
    "> - Random Forest\n",
    "\n",
    "\n",
    "## Fonte dos Dados\n",
    "O dataset utilizado para este problema foi retirado do [Kaggle]( https://www.kaggle.com/jruvika/fake-news-detection), fruto de um web crawler de diferentes fontes americanas, consiste em **4009 registros de notícias**, sendo **2137 notícias falsas** e **1872 notícias verdadeiras**.\n",
    "\n",
    "## Sumário\n",
    "#### 1. Importações\n",
    "#### 2. Leitura dos Dados\n",
    "#### 3. Limpeza e Transformações dos Dados\n",
    "#### 4. Redução de Dimensionalidade dos Dados\n",
    "#### 5. Visualizações dos dados\n",
    "#### 6. Avaliação dos Modelos"
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Importações"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/andrezafernandes/miniconda3/lib/python3.6/site-packages/sklearn/externals/six.py:31: DeprecationWarning: The module is deprecated in version 0.21 and will be removed in version 0.23 since we've dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/).\n",
      "  \"(https://pypi.org/project/six/).\", DeprecationWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package wordnet to\n",
      "[nltk_data]     /Users/andrezafernandes/nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     /Users/andrezafernandes/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /Users/andrezafernandes/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "import seaborn as sb\n",
    "from statistics import mean\n",
    "from scipy.linalg import svd \n",
    "from math import log, pi, sqrt\n",
    "import matplotlib.pyplot as plt\n",
    "from operator import itemgetter\n",
    "%matplotlib inline\n",
    "\n",
    "# Tratamento do Texto\n",
    "from textblob import TextBlob, Word\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "from wordcloud import WordCloud\n",
    "from scipy.linalg import svd \n",
    "from sklearn import linear_model, datasets, svm, metrics\n",
    "from scipy.stats import multivariate_normal\n",
    "from sklearn.metrics import accuracy_score, classification_report\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV, KFold, cross_val_score\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.tree import DecisionTreeClassifier, export_graphviz\n",
    "from sklearn.neighbors import DistanceMetric, KNeighborsClassifier\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from modelos import distance_euclidian, distance_manhattan, fitAD, fitAGD, fitRF, fitRL, fitSVM, predict1AGD, predict1KNN, predictAD, predictAGD, predictKNN, predictRF, predictRL, predictSVM, sigmoide \n",
    "nltk.download('wordnet')\n",
    "nltk.download('punkt')\n",
    "nltk.download('stopwords')\n",
    "stop = stopwords.words('english')\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "np.random.seed(12345)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Leitura dos Dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "                                                URLs  \\\n",
       "0  http://www.bbc.com/news/world-us-canada-414191...   \n",
       "1  https://www.reuters.com/article/us-filmfestiva...   \n",
       "2  https://www.nytimes.com/2017/10/09/us/politics...   \n",
       "3  https://www.reuters.com/article/us-mexico-oil-...   \n",
       "4  http://www.cnn.com/videos/cnnmoney/2017/10/08/...   \n",
       "\n",
       "                                            Headline  \\\n",
       "0         Four ways Bob Corker skewered Donald Trump   \n",
       "1  Linklater's war veteran comedy speaks to moder...   \n",
       "2  Trump’s Fight With Corker Jeopardizes His Legi...   \n",
       "3  Egypt's Cheiron wins tie-up with Pemex for Mex...   \n",
       "4        Jason Aldean opens 'SNL' with Vegas tribute   \n",
       "\n",
       "                                                Body  Label  \n",
       "0  Image copyright Getty Images\\nOn Sunday mornin...      1  \n",
       "1  LONDON (Reuters) - “Last Flag Flying”, a comed...      1  \n",
       "2  The feud broke into public view last week when...      1  \n",
       "3  MEXICO CITY (Reuters) - Egypt’s Cheiron Holdin...      1  \n",
       "4  Country singer Jason Aldean, who was performin...      1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = pd.read_csv(\"data/data.csv\") # será utilizado para computar coisas nas visualizações\n",
    "dataset['Body'] = dataset['Body'].astype(str) \n",
    "data = dataset # será limpado e utilizado nos modelos\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Limpeza dos Dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "                                                URLs  \\\n",
       "0  http://www.bbc.com/news/world-us-canada-414191...   \n",
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       "2  https://www.nytimes.com/2017/10/09/us/politics...   \n",
       "3  https://www.reuters.com/article/us-mexico-oil-...   \n",
       "4  http://www.cnn.com/videos/cnnmoney/2017/10/08/...   \n",
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       "4                      jason aldean open snl tribute   \n",
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       "0  image copyright getty image sunday morning don...      1  \n",
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   "source": [
    "# Deixar tudo em lower case\n",
    "data['Headline'] = data['Headline'].apply(lambda x: \" \".join(x.lower() for x in x.split()))\n",
    "data['Body'] = data['Body'].apply(lambda x: \" \".join(x.lower() for x in str(x).split()))\n",
    "# Removendo pontuação\n",
    "data['Headline'] = data['Headline'].str.replace('[^\\w\\s]','')\n",
    "data['Body'] = data['Body'].str.replace('[^\\w\\s]','')\n",
    "# Removendo stopwords\n",
    "data['Headline'] = data['Headline'].apply(lambda x: \" \".join(x for x in x.split() if x not in stop))\n",
    "data['Body'] = data['Body'].apply(lambda x: \" \".join(x for x in str(x).split() if str(x) not in stop))\n",
    "# 10 Palavras mais frequentes e menos frequentes\n",
    "freqHeadline = pd.Series(' '.join(data['Headline']).split()).value_counts()[:10]\n",
    "freqBody = pd.Series(' '.join(data['Body']).split()).value_counts()[:10]\n",
    "rareHead = pd.Series(' '.join(data['Headline']).split()).value_counts()[-10:]\n",
    "rareBody = pd.Series(' '.join(data['Body']).split()).value_counts()[-10:]\n",
    "# Remoção das palavras raras e frequentes\n",
    "freqHeadline = list(freqHeadline.index)\n",
    "freqBody = list(freqBody.index)\n",
    "data['Headline'] = data['Headline'].apply(lambda x: \" \".join(x for x in x.split() if x not in freqHeadline))\n",
    "data['Body'] = data['Body'].apply(lambda x: \" \".join(x for x in x.split() if x not in freqBody))\n",
    "data['Headline'] = data['Headline'].apply(lambda x: \" \".join(x for x in x.split() if x not in rareHead))\n",
    "data['Body'] = data['Body'].apply(lambda x: \" \".join(x for x in x.split() if x not in rareBody))\n",
    "# Lemmatization. Extrai o núcleo/root da palavra\n",
    "data['Headline'] = data['Headline'].apply(lambda x: \" \".join([Word(word).lemmatize() for word in x.split()]))\n",
    "data['Body'] = data['Body'].apply(lambda x: \" \".join([Word(word).lemmatize() for word in x.split()]))\n",
    "data.head()"
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       "      <td>1</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 6633 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   four  way  bob  corker  skewered  donald  linklaters  war  veteran  comedy  \\\n",
       "0     0    0    0       0         0       0           0    0        0       0   \n",
       "1     0    0    0       0         0       0           0    0        0       0   \n",
       "2     0    0    0       0         0       0           0    0        0       0   \n",
       "3     0    0    0       0         0       0           0    0        0       0   \n",
       "4     0    0    0       0         0       0           0    0        0       0   \n",
       "\n",
       "   ...  tragic  hervé  leroux  léger  bandage  dress  30minute  100000  \\\n",
       "0  ...       0      0       0      0        0      0         0       0   \n",
       "1  ...       0      0       0      0        0      0         0       0   \n",
       "2  ...       0      0       0      0        0      0         0       0   \n",
       "3  ...       0      0       0      0        0      0         0       0   \n",
       "4  ...       0      0       0      0        0      0         0       0   \n",
       "\n",
       "   antiamerican  Label  \n",
       "0             0      1  \n",
       "1             0      1  \n",
       "2             0      1  \n",
       "3             0      1  \n",
       "4             0      1  \n",
       "\n",
       "[5 rows x 6633 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectorizer = CountVectorizer()\n",
    "vectorizer.fit(data['Headline']) # tokenize and build vocabulary\n",
    "vector = vectorizer.transform(data['Headline']) # encode document\n",
    "print(\"Tamanho: \", vector.shape)\n",
    "head = [key for key in  vectorizer.vocabulary_]\n",
    "df = pd.DataFrame(vector.toarray(), columns = head)\n",
    "df['Label'] = data['Label']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Redução da Dimensionalidade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fisher_score(x, y):\n",
    "    mean = np.mean(x, axis=0)\n",
    "    classes = np.unique(y)\n",
    "    sS = 0\n",
    "    sD = 0\n",
    "    Nk = []\n",
    "    \n",
    "    meanD = []\n",
    "    varD = []\n",
    "    \n",
    "    for k in classes:\n",
    "        elements = []\n",
    "        s = 0\n",
    "        for i in range(0, len(y)):\n",
    "            if(y[i] == k):\n",
    "                s += 1\n",
    "                elements.append(x[i])\n",
    "        meanD.append(np.mean(elements, axis=0))\n",
    "        varD.append(np.var(elements, axis=0))\n",
    "        Nk.append(s)\n",
    "    \n",
    "    for k in range(0, len(classes)):\n",
    "        sS += (Nk[k] * ((meanD[k] - mean)**2))\n",
    "        sD += (Nk[k] * varD[k])\n",
    "    return sS/sD\n",
    "\n",
    "def compute(x):\n",
    "    mean = np.mean(x, axis = 0)\n",
    "    cov = np.cov(np.transpose(x))\n",
    "\n",
    "    U, S, V = svd(cov)\n",
    "    S = np.diag(S)\n",
    "    M = U @ S @ V\n",
    "    P = np.transpose(U)\n",
    "    return {'S': S, 'U': U, 'V': V, 'M': M, 'P': P}\n",
    "\n",
    "def transform(x, rateVariance):\n",
    "    pca_result = compute(x)\n",
    "    \n",
    "    S = pca_result['S']\n",
    "    P = pca_result['P']\n",
    "    \n",
    " #   autovalores = np.sort([S[i][i] for i in range(len(S))])[::-1]\n",
    "    #varianciaExplicadaTot = np.sum(np.array(autovalores))\n",
    "    #varianceExpl = rateVarience*varianciaExplicadaTot\n",
    "\n",
    "    #matrizTransform = []\n",
    "    \n",
    "    matrizTransform = []\n",
    "    varianciaExplicadaTot = 0\n",
    "    varianceExpl = 0\n",
    "    autoValores = []\n",
    "    for i in range(0, S.shape[0]):\n",
    "        varianciaExplicadaTot += S[i,i]\n",
    "        autoValores.append(S[i,i])\n",
    "    varianceExpl = rateVariance *varianciaExplicadaTot\n",
    "\n",
    "    autoValOrdenados = np.sort(autoValores)\n",
    "    autoValOrdenados = autoValOrdenados[::-1]\n",
    "    \n",
    "    varianceAtual = 0\n",
    "    i = 0\n",
    "    while(varianceAtual<=varianceExpl and i<autoValOrdenados.shape[0]):\n",
    "        for j in range (0, len(autoValores)):\n",
    "            if(autoValOrdenados[i]==autoValores[j]):\n",
    "                matrizTransform.append(P[j])\n",
    "        varianceAtual += autoValOrdenados[i]\n",
    "        i += 1\n",
    "    return {'P': matrizTransform, 'Z':np.transpose(np.dot(matrizTransform, np.transpose(x)))}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "resultPCA = transform(df.values[:,0:-1], 0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataPCA = np.hstack((resultPCA['Z'], df.values[:,-1][:,None]))\n",
    "matrizPCA = resultPCA['P']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>11</th>\n",
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       "      <td>0.115946</td>\n",
       "      <td>0.209061</td>\n",
       "      <td>...</td>\n",
       "      <td>0.010632</td>\n",
       "      <td>0.004750</td>\n",
       "      <td>0.020063</td>\n",
       "      <td>-0.040748</td>\n",
       "      <td>-0.002611</td>\n",
       "      <td>0.002127</td>\n",
       "      <td>-0.027562</td>\n",
       "      <td>-0.032200</td>\n",
       "      <td>0.004276</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.027007</td>\n",
       "      <td>-0.010446</td>\n",
       "      <td>-0.018248</td>\n",
       "      <td>0.002833</td>\n",
       "      <td>-0.020734</td>\n",
       "      <td>0.010253</td>\n",
       "      <td>-0.005491</td>\n",
       "      <td>0.087276</td>\n",
       "      <td>0.024949</td>\n",
       "      <td>-0.015851</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.031263</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>-0.019607</td>\n",
       "      <td>-0.026758</td>\n",
       "      <td>-0.034573</td>\n",
       "      <td>0.052115</td>\n",
       "      <td>-0.019433</td>\n",
       "      <td>0.073518</td>\n",
       "      <td>0.008729</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>-0.030487</td>\n",
       "      <td>-0.036349</td>\n",
       "      <td>-0.050329</td>\n",
       "      <td>0.012338</td>\n",
       "      <td>-0.020423</td>\n",
       "      <td>-0.060544</td>\n",
       "      <td>-0.003565</td>\n",
       "      <td>0.513526</td>\n",
       "      <td>0.174092</td>\n",
       "      <td>0.247470</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011423</td>\n",
       "      <td>-0.075074</td>\n",
       "      <td>-0.012292</td>\n",
       "      <td>-0.015024</td>\n",
       "      <td>-0.014462</td>\n",
       "      <td>0.004926</td>\n",
       "      <td>0.042514</td>\n",
       "      <td>0.069674</td>\n",
       "      <td>-0.024868</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.748007</td>\n",
       "      <td>0.052074</td>\n",
       "      <td>0.001560</td>\n",
       "      <td>0.219574</td>\n",
       "      <td>-0.554931</td>\n",
       "      <td>-0.049215</td>\n",
       "      <td>0.136267</td>\n",
       "      <td>-0.171225</td>\n",
       "      <td>0.225117</td>\n",
       "      <td>0.102913</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.059506</td>\n",
       "      <td>0.062238</td>\n",
       "      <td>-0.005216</td>\n",
       "      <td>-0.020181</td>\n",
       "      <td>0.015555</td>\n",
       "      <td>-0.027637</td>\n",
       "      <td>0.031870</td>\n",
       "      <td>0.045878</td>\n",
       "      <td>-0.010686</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.017514</td>\n",
       "      <td>-0.019153</td>\n",
       "      <td>-0.030974</td>\n",
       "      <td>0.002870</td>\n",
       "      <td>-0.008999</td>\n",
       "      <td>-0.039631</td>\n",
       "      <td>0.032425</td>\n",
       "      <td>-0.058960</td>\n",
       "      <td>0.003066</td>\n",
       "      <td>-0.023773</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005979</td>\n",
       "      <td>0.010940</td>\n",
       "      <td>-0.011959</td>\n",
       "      <td>0.008695</td>\n",
       "      <td>-0.004352</td>\n",
       "      <td>0.014467</td>\n",
       "      <td>0.014946</td>\n",
       "      <td>0.001122</td>\n",
       "      <td>0.005700</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 445 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       0         1         2         3         4         5         6     \\\n",
       "0  0.025691 -0.024908 -0.033537 -0.035607 -0.019997  0.013177 -0.043957   \n",
       "1 -0.027007 -0.010446 -0.018248  0.002833 -0.020734  0.010253 -0.005491   \n",
       "2 -0.030487 -0.036349 -0.050329  0.012338 -0.020423 -0.060544 -0.003565   \n",
       "3  0.748007  0.052074  0.001560  0.219574 -0.554931 -0.049215  0.136267   \n",
       "4 -0.017514 -0.019153 -0.030974  0.002870 -0.008999 -0.039631  0.032425   \n",
       "\n",
       "       9         10        11    ...      1381      1384      1385      1387  \\\n",
       "0  0.347849  0.115946  0.209061  ...  0.010632  0.004750  0.020063 -0.040748   \n",
       "1  0.087276  0.024949 -0.015851  ... -0.031263  0.000018 -0.019607 -0.026758   \n",
       "2  0.513526  0.174092  0.247470  ...  0.011423 -0.075074 -0.012292 -0.015024   \n",
       "3 -0.171225  0.225117  0.102913  ... -0.059506  0.062238 -0.005216 -0.020181   \n",
       "4 -0.058960  0.003066 -0.023773  ...  0.005979  0.010940 -0.011959  0.008695   \n",
       "\n",
       "       1388      1392      1395      1416      1442  1444  \n",
       "0 -0.002611  0.002127 -0.027562 -0.032200  0.004276   1.0  \n",
       "1 -0.034573  0.052115 -0.019433  0.073518  0.008729   1.0  \n",
       "2 -0.014462  0.004926  0.042514  0.069674 -0.024868   1.0  \n",
       "3  0.015555 -0.027637  0.031870  0.045878 -0.010686   1.0  \n",
       "4 -0.004352  0.014467  0.014946  0.001122  0.005700   1.0  \n",
       "\n",
       "[5 rows x 445 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fisher_scores = fisher_score(dataPCA[:,0:-1], dataPCA[:,-1])\n",
    "qnt = 1000 # quantas colunas quer dropar pelo fisher score\n",
    "indices = [] # armazena os indices dos menores valores do fisher_score -> que é o que vamos dropar\n",
    "for i in range(qnt): # faz o processamento de armazenar os indices dos menores valores\n",
    "    indice = np.argmin(fisher_scores)\n",
    "    fisher_scores[indice] = 10000\n",
    "    indices.append(indice)\n",
    "\n",
    "dataPCA = pd.DataFrame(dataPCA)\n",
    "data_fisher = dataPCA.drop([dataPCA.columns[i] for i in indices] ,  axis='columns')\n",
    "data_fisher.head()\n",
    "#classes, ocorrencs = np.unique(indices, return_counts=True)\n",
    "#dict(zip(classes, ocorrencs))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. Visualização e Análise dos dados\n",
    "\n",
    "0. dataset.describe()\n",
    "0. dataset.corr()\n",
    "\n",
    "0. WordCloud\n",
    "\n",
    "1. Palavras mais frequentes por classe - sem stopwords - (grafico de barras)\n",
    "2. Palavras menos frequentes por classe - sem stopwords - (grafico de barras)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#usar dataset pós-limpeza\n",
    "dataset = data\n",
    "\n",
    "titulosFake = \"\"\n",
    "titulosReal = \"\"\n",
    "for i in range(0, dataset.shape[0]):\n",
    "    if (dataset['Label'][i]==1):\n",
    "        titulosFake += dataset['Headline'][i]+\" \"\n",
    "    else:\n",
    "        titulosReal += dataset['Headline'][i]+\" \""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "wordsFake = titulosFake.split()\n",
    "wordsReal = titulosReal.split()\n",
    "\n",
    "distinctFake = []\n",
    "distinctReal = []\n",
    "for i in wordsFake:\n",
    "    if i not in distinctFake:\n",
    "        distinctFake.append(i)\n",
    "for i in wordsReal:\n",
    "    if i not in distinctReal:\n",
    "        distinctReal.append(i)\n",
    "\n",
    "\n",
    "countFake = []\n",
    "countReal = []\n",
    "for i in distinctFake:\n",
    "    cont = 0\n",
    "    for j in wordsFake:\n",
    "        if (i==j):\n",
    "            cont += 1\n",
    "    countFake.append(cont)\n",
    "for i in distinctReal:\n",
    "    cont = 0\n",
    "    for j in wordsReal:\n",
    "        if (i==j):\n",
    "            cont += 1\n",
    "    countReal.append(cont)\n",
    "    \n",
    "dictFake = {}\n",
    "for i in range(0, len(distinctFake)):\n",
    "    dictFake[distinctFake[i]] =  countFake[i]\n",
    "    \n",
    "dictFake = sorted(dictFake.items(), key=itemgetter(1), reverse=True)\n",
    "\n",
    "dictReal = {}\n",
    "for i in range(0, len(distinctReal)):\n",
    "    dictReal[distinctReal[i]] =  countReal[i]\n",
    "\n",
    "dictReal = sorted(dictReal.items(), key=itemgetter(1), reverse=True)\n",
    "\n",
    "wordsFake = []\n",
    "wordsReal = []\n",
    "contFake = []\n",
    "contReal = []\n",
    "for i in range(0, 15):\n",
    "    wordsFake.append(dictFake[i][0])\n",
    "    contFake.append(dictFake[i][1])\n",
    "    wordsReal.append(dictReal[i][0])\n",
    "    contReal.append(dictReal[i][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.1. WordCloud Fake News"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wordcloud = WordCloud(max_font_size=100).generate(titulosFake)\n",
    "plt.figure(figsize=(12,8)) \n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.savefig('WordCloudtMostFrequencyFakeNews.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8)) \n",
    "plt.grid(color='grey', linestyle='-', linewidth=0.25, alpha=0.5)\n",
    "#plt.bar(wordsFake, contFake, color=\"blue\")\n",
    "rects = plt.bar(wordsFake, contFake, align='center', alpha=0.5)\n",
    "plt.ylabel('Number')\n",
    "plt.title('Most popular words in Fake News')\n",
    "for bar in rects:\n",
    "    yval = bar.get_height()\n",
    "    plt.text(bar.get_x(), yval+1, yval, fontsize=12)\n",
    "plt.savefig('BarChartMostFrequencyFakeNews.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.2. WordCloud Notícias Reais"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wordcloud = WordCloud(max_font_size=100).generate(titulosReal)\n",
    "plt.figure(figsize=(12,8)) \n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.savefig('WordCloudtMostFrequencyRealNews.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.bar(wordsReal, contReal, color=\"red\")\n",
    "\n",
    "plt.figure(figsize=(12,8)) \n",
    "plt.grid(color='grey', linestyle='-', linewidth=0.25, alpha=0.5)\n",
    "#plt.bar(wordsFake, contFake, color=\"blue\")\n",
    "rects = plt.bar(wordsReal, contReal, align='center', alpha=0.5, color = \"orange\")\n",
    "plt.ylabel('Number')\n",
    "plt.title('Most popular words in True News')\n",
    "for bar in rects:\n",
    "    yval = bar.get_height()\n",
    "    plt.text(bar.get_x(), yval+1, yval, fontsize=12)\n",
    "plt.savefig('BarChartMostFrequencyRealNews.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6. Avaliação de Métodos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split dos Dados\n",
    "# atribuindo X com as features e y com os valores de classe\n",
    "X = data_fisher.values[:,:-1]\n",
    "Y = data_fisher.values[:,-1]\n",
    "x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size = 0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def acc(y_test, results):\n",
    "    tot = [1 for x,z in zip(y_test,results) if x == z]\n",
    "    return (np.sum(np.array(tot))/len(y_test))*100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.1 Regressão Logística"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Regressão Logística] Treinando modelo...\n",
      "[Regressão Logística] Testando modelo...\n",
      "[Regressão Logística] Score\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "52.74177467597209"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# atribuindo X com as features e y com os valores de classe\n",
    "y_predRL = predictRL(fitRL(x_train, y_train, 1000, 0.001)[0], x_test)\n",
    "print(\"[Regressão Logística] Score\")\n",
    "acc(y_test, y_predRL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.53      1.00      0.69       529\n",
      "         1.0       0.00      0.00      0.00       474\n",
      "\n",
      "   micro avg       0.53      0.53      0.53      1003\n",
      "   macro avg       0.26      0.50      0.35      1003\n",
      "weighted avg       0.28      0.53      0.36      1003\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_predRL))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_predRL)\n",
    "cm_df = pd.DataFrame(cm, index = np.unique(y_test), columns = np.unique(y_test))\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "sb.heatmap(cm_df, annot=True, annot_kws={\"size\": 12})\n",
    "plt.savefig('RegLog.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.2. Análise Discriminante Gaussiano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Análise Discriminante Gaussiana] Treinando modelo...\n",
      "[Análise Discriminante Gaussiana] Testando modelo...\n",
      "[Análise Discriminante Gaussiano] Score\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "82.7517447657029"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predAGD = predictAGD(fitAGD(x_train, y_train), x_test)\n",
    "print(\"[Análise Discriminante Gaussiano] Score\")\n",
    "acc(y_test, y_predAGD)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.91      0.74      0.82       529\n",
      "         1.0       0.76      0.92      0.83       474\n",
      "\n",
      "   micro avg       0.83      0.83      0.83      1003\n",
      "   macro avg       0.84      0.83      0.83      1003\n",
      "weighted avg       0.84      0.83      0.83      1003\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_predAGD))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_predAGD)\n",
    "cm_df = pd.DataFrame(cm, index = np.unique(y_test), columns = np.unique(y_test))\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "sb.heatmap(cm_df, annot=True, annot_kws={\"size\": 12})\n",
    "plt.savefig('AGD.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.3. Árvore de Decisão"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Árvore de Decisão] Selecionando hiperparâmetros...\n",
      "[Árvore de Decisão] Treinando modelos...\n",
      "Parâmetros escolhidos para Árvore de Decisão:  {'criterion': 'gini', 'max_depth': 27}\n",
      "[Árvore de Decisão] Testando modelos...\n",
      "[Árvore de Decisão] Score\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "77.06879361914257"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predAD = predictAD(fitAD(x_train, y_train, 'gini', 3), x_train, y_train, x_test)\n",
    "print(\"[Árvore de Decisão] Score\")\n",
    "acc(y_test, y_predAD)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.77      0.81      0.79       529\n",
      "         1.0       0.78      0.72      0.75       474\n",
      "\n",
      "   micro avg       0.77      0.77      0.77      1003\n",
      "   macro avg       0.77      0.77      0.77      1003\n",
      "weighted avg       0.77      0.77      0.77      1003\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_predAD))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_predAD)\n",
    "cm_df = pd.DataFrame(cm, index = np.unique(y_test), columns = np.unique(y_test))\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "sb.heatmap(cm_df, annot=True, annot_kws={\"size\": 12})\n",
    "plt.savefig('AD.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.4. SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[SVM] Selecionando hiperparâmetros...\n",
      "[SVM] Treinando Modelo...\n",
      "[SVM] Hiperparâmetros escolhidos para SVM:  {'C': 8.0, 'gamma': 0.125, 'kernel': 'rbf'}\n",
      "[SVM] Testando Modelo...\n",
      "[SVM] Score\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "87.6370887337986"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predSVM = predictSVM(fitSVM(x_train, y_train), x_train, y_train, x_test)\n",
    "print(\"[SVM] Score\")\n",
    "acc(y_test,y_predSVM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.89      0.88      0.88       529\n",
      "         1.0       0.86      0.88      0.87       474\n",
      "\n",
      "   micro avg       0.88      0.88      0.88      1003\n",
      "   macro avg       0.88      0.88      0.88      1003\n",
      "weighted avg       0.88      0.88      0.88      1003\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_predSVM))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_predSVM)\n",
    "cm_df = pd.DataFrame(cm, index = np.unique(y_test), columns = np.unique(y_test))\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "sb.heatmap(cm_df, annot=True, annot_kws={\"size\": 12})\n",
    "plt.savefig('SVM.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.5. Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[RANDOM FOREST] Selecionando hiperparâmetros...\n",
      "[RANDOM FOREST] Treinando modelo...\n",
      "[RANDOM FOREST] Hiperparâmetros escolhidos para Radom Forest:  {'criterion': 'entropy', 'max_depth': 9, 'n_estimators': 144}\n",
      "[RANDOM FOREST] Testando modelo...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "81.25623130608174"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_predRF = predictRF(fitRF(x_train, y_train), x_train, y_train, x_test)\n",
    "acc(y_test, y_predRF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.88      0.75      0.81       529\n",
      "         1.0       0.76      0.88      0.82       474\n",
      "\n",
      "   micro avg       0.81      0.81      0.81      1003\n",
      "   macro avg       0.82      0.82      0.81      1003\n",
      "weighted avg       0.82      0.81      0.81      1003\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_predRF))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test, y_predRF)\n",
    "cm_df = pd.DataFrame(cm, index = np.unique(y_test), columns = np.unique(y_test))\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "sb.heatmap(cm_df, annot=True, annot_kws={\"size\": 12})\n",
    "plt.savefig('RF.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.6. KNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[KNN] Treinando modelo...\n",
      "[KNN] Treinando modelos...\n",
      "Parâmetros escolhidos para KNN:  {'n_neighbors': 3}\n",
      "[KNN] Testando modelo...\n"
     ]
    }
   ],
   "source": [
    "# list_accs = []\n",
    "# classification = []\n",
    "# x_train_knn, x_validation_knn, y_train_knn, y_validation_knn = train_test_split(x_train, y_train, test_size = 0.25)\n",
    "# print(len(x_train))\n",
    "# print(len(x_train_knn))\n",
    "# print(len(x_validation_knn))\n",
    "\n",
    "# for k in lista_k:\n",
    "y_predKNN = predictKNN(x_train, y_train, x_test, distance_euclidian)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "66.00199401794616\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.62      0.89      0.73       529\n",
      "         1.0       0.76      0.41      0.53       474\n",
      "\n",
      "    accuracy                           0.66      1003\n",
      "   macro avg       0.69      0.65      0.63      1003\n",
      "weighted avg       0.69      0.66      0.64      1003\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(acc(y_test, y_predKNN))\n",
    "\n",
    "# list_accs.append(acc(y_validation_knn, y_predKNN))\n",
    "print(classification_report(y_test, y_predKNN))\n",
    "classification_report(y_test, y_predKNN)\n",
    "    \n",
    "cm = confusion_matrix(y_test, y_predKNN)\n",
    "cm_df = pd.DataFrame(cm, index = np.unique(y_test), columns = np.unique(y_test))\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "sb.heatmap(cm_df, annot=True, annot_kws={\"size\": 12})\n",
    "plt.savefig('KNN.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}