doc2vec.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "tqdm.pandas(desc=\"progress-bar\")\n",
    "from gensim.models import Doc2Vec\n",
    "from sklearn import utils\n",
    "from sklearn.model_selection import train_test_split\n",
    "import gensim\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from gensim.models.doc2vec import TaggedDocument\n",
    "import re\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 67936 entries, 0 to 69395\n",
      "Data columns (total 6 columns):\n",
      "label              67936 non-null int64\n",
      "reddit_comments    67936 non-null object\n",
      "researched_by      67936 non-null object\n",
      "text               67936 non-null object\n",
      "title              67936 non-null object\n",
      "url                67936 non-null object\n",
      "dtypes: int64(1), object(5)\n",
      "memory usage: 3.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_json(\"model/fake_news_reddit_cikm20.json\")\n",
    "df = df[df.researched_by != 'politifact']\n",
    "df.info()\n",
    "df.shape\n",
    "df.head(10)\n",
    "df.index = range(67936)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_pro = df['label'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "sns.barplot(cnt_pro.index, cnt_pro.values, alpha=0.8)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('Real/Fake', fontsize=12)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cleanText(text):\n",
    "    text = re.sub(r'http\\S+', r'<URL>', text)\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['text'] = df['text'].apply(cleanText)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import doc2vec\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "# Create a reference variable for Class RegexpTokenizer \n",
    "tk = RegexpTokenizer('\\s+', gaps = True)\n",
    "from nltk import PorterStemmer\n",
    "from nltk.stem.porter import *\n",
    "\n",
    "#lem = WordNetLemmatizer()\n",
    "stemmer = PorterStemmer()\n",
    "def label_sentences(corpus, label_type):\n",
    "    \"\"\"\n",
    "    Gensim's Doc2Vec implementation requires each document/paragraph to have a label associated with it.\n",
    "    We do this by using the TaggedDocument method. The format will be \"TRAIN_i\" or \"TEST_i\" where \"i\" is\n",
    "    a dummy index of the complaint narrative.\n",
    "    \"\"\"\n",
    "    labeled = []\n",
    "    for i, v in enumerate(corpus):\n",
    "        label = label_type + '_' + str(i)\n",
    "        text = tk.tokenize(v)\n",
    "        text = [stemmer.stem(word) for word in text]\n",
    "        labeled.append(doc2vec.TaggedDocument(text, [label]))\n",
    "    return labeled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(df.text, df.label, random_state=0, test_size=0.2)\n",
    "X_train = label_sentences(X_train, 'Train')\n",
    "X_test = label_sentences(X_test, 'Test')\n",
    "all_data = X_train + X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67936"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(all_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[TaggedDocument(words=['fruit', 'brute', '19751983', 'yummy', 'mummy', '19871993', 'breakfast', 'important', 'meal', 'day', 'told', 'grew', 'christen', 'golden', 'age', 'breakfast', 'cereal', 'large', 'variety', 'sugar', 'laced', 'option', 'choose', 'from', 'choose', 'did', 'fan', 'many', 'cereal', 'guess', 'thankful', 'parent', 'limit', 'option', 'mixture', 'sugar', 'grain', 'corn', 'fair', 'game', 'marshmallow', 'better', 'long', 'tasted', 'good', 'sometimes', 'even', 'but', 'lesson', 'go', 'good', 'thing', 'must', 'come', 'end', 'time', 'passed', 'product', 'fell', 'wayside', 'make', 'room', 'latest', 'product', 'sugarblasted', 'flavor', 'snazzy', 'box', 'art', 'maybe', 'cereal', 'got', 'lost', 'shuffle', 'assembly', 'line', 'drawn', 'close', 'mean', 'cereal', 'forgotten', 'memory', 'still', 'fond', 'least', 'fond', 'sugar', 'high', 'waxing', 'nostalgic', 'pay', 'tribute', 'sweet', 'breakfast', 'addiction', 'psychedelic', 'ad', 'campaign', 'research', 'find', 'good', 'news', 'however', 'fan', 'kaboom', 'king', 'vitaman', 'quisp', 'happy', 'know', 'favorite', 'still', 'survive', 'easily', 'purchased', 'online', 'even', 'relatively', 'new', 'favorite', 'like', 'rice', 'krispie', 'treat', 'cereal', 'still', 'around', 'every', 'success', 'many', 'failed', 'receive', 'stay', 'execution', 'hope', 'one', 'day', 'resurrected', 'hope', 'remember', 'curse', 'cereal', 'killersthis', 'mean', 'exhaustive', 'list', 'simply', 'many', 'cereal', 'there', 'even', 'break', 'post', 'multiple', 'page', 'biggest', 'highlight', 'let', 'u', 'know', 'one', 'individually', 'miss', 'remember', 'estimated', '58', 'percent', 'child', 'cereal', 'consumed', 'over18', 'crowd', 'upon', 'time', 'general', 'mill', 'created', 'product', 'line', 'five', 'monsterthemed', 'breakfast', 'cereal', 'everyone', 'know', 'count', 'chocula', 'franken', 'berry', 'boo', 'berry', 'still', 'somewhat', 'available', 'particularly', 'around', 'halloween', 'remember', 'fruit', 'brute', 'yummy', 'mummy', 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       " TaggedDocument(words=['samesex', 'marriage', 'come', 'new', 'jersey', 'thanks', 'state', 'judge', 'ordered', 'interesting', 'thing', 'legal', 'maneuvering', 'made', 'happen', '1', 'u', 'supreme', 'court', 'ruled', 'summer', 'marriage', 'discrimination', 'samesex', 'couple', 'federal', 'level', 'unconstitutional', '2', 'new', 'jersey', 'state', 'judge', 'ruled', 'unconstitutional', 'discriminate', 'gay', 'regarding', 'marriage', 'federal', 'level', 'therefore', 'impermissible', 'state', 'level', '3', 'new', 'jersey', 'supreme', 'court', 'unanimously', 'upheld', 'lower', 'court', 'ruling', 'declining', 'hear', 'state', 'appeal', 'heard', 'long', 'time', 'regulating', 'marriage', 'state', 'see', 'federal', 'ruling', 'used', 'antidemocratically', 'impose', 'samesex', 'marriage', 'state', 'surprise', 'surprise', 'template', 'going', 'forward', 'state', 'cultural', 'left', 'captured', 'legal', 'culture', 'three', 'week', 'old', 'worth', 'reading', 'ryan', 'anderson', 'summer', 'event', 'gay', 'right', 'v', 'religious', 'liberty', 'front', 'published', 'day', 'nj', 'state', 'court', 'judge', 'issued', 'ruling', 'update', 'ryan', 'anderson', 'link', 'fixed', 'also', 'many', 'reader', 'say', 'mischaracterized', 'way', 'thing', 'worked', 'legally', 'nj', 'case', 'please', 'read', 'critique', 'comment', 'thread'], tags=['Train_9'])]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DBOW\n",
    "DBOW is the Doc2Vec model analogous to Skip-gram model in Word2Vec. The paragraph vectors are obtained by training a neural network on the task of predicting a probability distribution of words in a paragraph given a randomly-sampled word from the paragraph.\n",
    "\n",
    "Training a Doc2Vec model is rather straight forward in Gensim, we initialize the model and train for 30 epochs:\n",
    "\n",
    "dm =0 means ‘distributed bag of words’ (DBOW), set min_count=2 means ignoring all words with total frequency lower than this, size=100 is dimensionality of the generated feature vectors, alpha=0.025 is the initial alpha rate, learning rate will linearly drop to min_alpha as training progresses. And then we build a vocabulary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_dbow = Doc2Vec(dm=0, vector_size=256, window_size=20, negative=10, min_count=5, alpha=0.01, min_alpha=0.01, epochs=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████| 67936/67936 [00:00<00:00, 602816.73it/s]\n"
     ]
    }
   ],
   "source": [
    "model_dbow.build_vocab([x for x in tqdm(all_data)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████| 67936/67936 [00:00<00:00, 1064193.66it/s]\n"
     ]
    }
   ],
   "source": [
    "model_dbow.train(utils.shuffle([x for x in tqdm(all_data)]), total_examples=len(all_data), epochs=50)\n",
    "\n",
    "#%%time\n",
    "#for epoch in range(50):\n",
    "#    model_dbow.alpha -= 0.002\n",
    "#    model_dbow.min_alpha = model_dbow.alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#model_dbow.save('d2v_model_dbow.doc2vec_2')\n",
    "model_dbow = Doc2Vec.load('d2v_model_dbow.doc2vec_2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_vectors(model, corpus_size, vectors_size, vectors_type):\n",
    "    \"\"\"\n",
    "    Get vectors from trained doc2vec model\n",
    "    :param doc2vec_model: Trained Doc2Vec model\n",
    "    :param corpus_size: Size of the data\n",
    "    :param vectors_size: Size of the embedding vectors\n",
    "    :param vectors_type: Training or Testing vectors\n",
    "    :return: list of vectors\n",
    "    \"\"\"\n",
    "    vectors = np.zeros((corpus_size, vectors_size))\n",
    "    for i in range(0, corpus_size):\n",
    "        prefix = vectors_type + '_' + str(i)\n",
    "        vectors[i] = model.docvecs[prefix]\n",
    "    return vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_vectors_dbow = get_vectors(model_dbow, len(X_train), 300, 'Train')\n",
    "test_vectors_dbow = get_vectors(model_dbow, len(X_test), 300, 'Test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\python3.7.3\\lib\\site-packages\\sklearn\\model_selection\\_split.py:1978: FutureWarning: The default value of cv will change from 3 to 5 in version 0.22. Specify it explicitly to silence this warning.\n",
      "  warnings.warn(CV_WARNING, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=10, class_weight='balanced', cv='warn', dual=False,\n",
       "                     fit_intercept=True, intercept_scaling=1.0, l1_ratios=None,\n",
       "                     max_iter=100, multi_class='ovr', n_jobs=None, penalty='l2',\n",
       "                     random_state=None, refit=True, scoring=None,\n",
       "                     solver='liblinear', tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "\n",
    "logreg = LogisticRegressionCV(solver='liblinear', multi_class='ovr', class_weight='balanced')\n",
    "logreg.fit(train_vectors_dbow, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.6114954371504269 \n",
      "Precision: 0.3557983193277311 \n",
      "Recall: 0.5941622228459164 \n",
      "F1: 0.4450751603069484\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score,precision_score,recall_score,f1_score\n",
    "predictions = logreg.predict(test_vectors_dbow)\n",
    "print(\n",
    "\"Accuracy:\", accuracy_score(y_test,predictions),\n",
    "\"\\nPrecision:\", precision_score(y_test,predictions),\n",
    "\"\\nRecall:\", recall_score(y_test,predictions),\n",
    "\"\\nF1:\", f1_score(y_test,predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(91.68, 0.5, 'Predicted label')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "mat = confusion_matrix(y_test, predictions)\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "fig, ax = plt.subplots()\n",
    "sns.heatmap(mat.T, ax=ax, fmt=\"d\", square=True, annot=True, cbar=False, cmap=\"YlGnBu\")\n",
    "ax.set_xlabel(\"True label\")\n",
    "ax.set_ylabel(\"Predicted label\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7377833382396232"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.dummy import DummyClassifier\n",
    "dummy_model = DummyClassifier(strategy='most_frequent')\n",
    "dummy_model.fit(train_vectors_dbow, y_train)\n",
    "\n",
    "accuracy_score(y_test,dummy_model.predict(X_test))\n",
    "predictions = dummy_model.predict(test_vectors_dbow)\n",
    "accuracy_score(y_test,predictions)"
   ]
  }
 ],
 "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",
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   "pygments_lexer": "ipython3",
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  }
 },
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}