SVM_NV.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk import pos_tag\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from collections import defaultdict\n",
    "from nltk.corpus import wordnet as wn\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn import model_selection, naive_bayes, svm\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "Corpus = pd.read_csv(r\"/home/theredlad/Desktop/CV/topic_Classification_NV_SVM/corpus.csv\",encoding='latin-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Remove blank rows if any.\n",
    "Corpus['text'].dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Tokenization : In this each entry in the corpus will be broken into set of words\n",
    "Corpus['text']= [word_tokenize(entry) for entry in Corpus['text']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Step - d : Remove Stop words, Non-Numeric and perfom Word Stemming/Lemmenting.\n",
    "# WordNetLemmatizer requires Pos tags to understand if the word is noun or verb or adjective etc. \n",
    "#By default it is set to Noun\n",
    "tag_map = defaultdict(lambda : wn.NOUN)\n",
    "tag_map['J'] = wn.ADJ\n",
    "tag_map['V'] = wn.VERB\n",
    "tag_map['R'] = wn.ADV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "for index,entry in enumerate(Corpus['text']):\n",
    "    # Declaring Empty List to store the words that follow the rules for this step\n",
    "    Final_words = []\n",
    "    # Initializing WordNetLemmatizer()\n",
    "    word_Lemmatized = WordNetLemmatizer()\n",
    "    # pos_tag function below will provide the 'tag' i.e if the word is Noun(N) or Verb(V) or something else.\n",
    "    for word, tag in pos_tag(entry):\n",
    "        # Below condition is to check for Stop words and consider only alphabets\n",
    "        if word not in stopwords.words('english') and word.isalpha():\n",
    "            word_Final = word_Lemmatized.lemmatize(word,tag_map[tag[0]])\n",
    "            Final_words.append(word_Final)\n",
    "    # The final processed set of words for each iteration will be stored in 'text_final'\n",
    "    Corpus.loc[index,'text_final'] = str(Final_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "Train_X, Test_X, Train_Y, Test_Y = model_selection.train_test_split(Corpus['text_final'],Corpus['label'],test_size=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Label encode the target variable — \n",
    "#This is done to transform Categorical data of string type in the data set into numerical values \n",
    "#which the model can understand.\n",
    "\n",
    "Encoder = LabelEncoder()\n",
    "Train_Y = Encoder.fit_transform(Train_Y)\n",
    "Test_Y = Encoder.fit_transform(Test_Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "Tfidf_vect = TfidfVectorizer(max_features=5000)\n",
    "Tfidf_vect.fit(Corpus['text_final'])\n",
    "\n",
    "Train_X_Tfidf = Tfidf_vect.transform(Train_X)\n",
    "Test_X_Tfidf = Tfidf_vect.transform(Test_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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'british': 547, 'legal': 2535, 'entertainment': 1467, 'dillon': 1207, 'dozen': 1299, 'para': 3170, 'expose': 1578, 'promising': 3439, 'smoke': 4050, 'generous': 1883, 'sequel': 3909, 'guilty': 1995, 'status': 4183, 'oops': 3079, 'aspire': 270, 'strangely': 4229, 'editor': 1386, 'dialog': 1186, 'kate': 2433, 'reaction': 3546, 'rough': 3765, 'curiosity': 1045, 'tension': 4389, 'executive': 1553, 'cliche': 793, 'guard': 1990, 'agent': 100, 'target': 4355, 'shoot': 3964, 'timing': 4485, 'silent': 3988, 'jefferson': 2393, 'tired': 4490, 'extension': 1585, 'meeting': 2776, 'strain': 4226, 'spy': 4156, 'board': 480, 'cartoon': 660, 'pose': 3342, 'jacket': 2374, 'dust': 1350, 'harry': 2039, 'screenplay': 3860, 'shred': 3975, 'shall': 3938, 'uninspired': 4651, 'written': 4959, 'critical': 1022, 'eagle': 1358, 'sudden': 4279, 'saga': 3796, 'bernstein': 425, 'precede': 3368, 'nerve': 2967, 'irish': 2353, 'stinker': 4206, 'schwartz': 3846, 'los': 2632, 'rabbit': 3505, 'steal': 4185, 'ballroom': 344, 'vegas': 4730, 'duke': 1340, 'shine': 3955, 'greatness': 1970, 'herb': 2086, 'precise': 3370, 'association': 276, 'plant': 3292, 'scanner': 3828, 'vista': 4772, 'scan': 3827, 'firmware': 1707, 'jane': 2379, 'universe': 4658, 'scarlett': 3833, 'ridiculously': 3726, 'scarlet': 3832, 'hawthorne': 2052, 'underlying': 4633, 'atlas': 284, 'huxley': 2185, 'vacation': 4714, 'puritan': 3480, 'confess': 903, 'physical': 3259, 'reccomend': 3568, 'auto': 310, 'dolby': 1275, 'mundane': 2915, 'allusion': 131, 'hester': 2093, 'convey': 953, 'overrated': 3139, 'classics': 784, 'dickens': 1193, 'boredom': 502, 'fahrenheit': 1607, 'footnote': 1762, 'nonetheless': 3004, 'over': 3130, 'gripping': 1979, 'neat': 2953, 'essence': 1494, 'breathtaking': 534, 'navigate': 2948, 'ebook': 1375, 'nathaniel': 2941, 'strength': 4237, 'cop': 961, 'rigid': 3729, 'psychological': 3462, 'divorce': 1263, 'adultery': 74, 'punishment': 3473, 'reprint': 3669, 'confirm': 906, 'pretentious': 3393, 'era': 1484, 'mildly': 2822, 'hi': 2095, 'assignment': 274, 'captivating': 641, 'worse': 4943, 'aunt': 303, 'ugh': 4615, 'honor': 2136, 'wordy': 4931, 'ages': 101, 'empathize': 1430, 'tragedy': 4543, 'effectively': 1393, 'reccommend': 3569, 'mainly': 2679, 'historically': 2114, 'pill': 3272, 'timely': 4482, 'cliff': 797, 'notes': 3016, 'robot': 3744, 'greatest': 1968, 'wasted': 4820, 'indeed': 2252, 'beg': 399, 'unfamiliar': 4643, 'dislike': 1244, 'empty': 1436, 'overly': 3135, 'humanity': 2172, 'filler': 1685, 'cynical': 1060, 'vice': 4749, 'awhile': 326, 'assign': 273, 'cliched': 794, 'marking': 2717, 'masterful': 2735, 'literary': 2597, 'rule': 3777, 'shell': 3950, 'belong': 414, 'electronic': 1405, 'formatting': 1772, 'requirement': 3674, 'cheat': 725, 'irritate': 2358, 'spirit': 4141, 'happens': 2024, 'paperback': 3168, 'missing': 2851, 'engross': 1455, 'flawless': 1726, 'guilt': 1994, 'irony': 2356, 'exceptional': 1541, 'fee': 1652, 'yawn': 4971, 'childish': 739, 'shadow': 3933, 'headache': 2057, 'jeff': 2392, 'ap': 210, 'hint': 2108, 'quote': 3502, 'significant': 3986, 'inability': 2235, 'revelation': 3705, 'fist': 1712, 'court': 987, 'unlikely': 4663, 'exceptionally': 1542, 'surprising': 4315, 'uninteresting': 4652, 'sucker': 4276, 'forth': 1776, 'sophomore': 4094, 'degree': 1126, 'exam': 1531, 'freakin': 1802, 'afterwards': 96, 'overrate': 3138, 'doom': 1286, 'exposure': 1580, 'versus': 4740, 'refreshing': 3605, 'construct': 926, 'noble': 2996, 'applicable': 220, 'ought': 3117, 'peel': 3216, 'wander': 4799, 'redemption': 3595, 'teenager': 4375, 'font': 1757, 'victorian': 4751, 'sue': 4281, 'ignorance': 2200, 'okay': 3066, 'slowly': 4042, 'lightly': 2566, 'lock': 2613, 'attic': 292, 'mentally': 2792, 'sandra': 3810, 'tempt': 4384, 'therapy': 4425, 'twisted': 4608, 'cure': 1043, 'insomnia': 2290, 'bloody': 470, 'junior': 2427, 'patient': 3201, 'rank': 3528, 'cities': 771, 'readily': 3550, 'october': 3047, 'luck': 2654, 'meaningful': 2759, 'ashamed': 262, 'harsh': 2040, 'stress': 4238, 'thier': 4433, 'taught': 4358, 'orwell': 3110, 'bradbury': 521, 'attack': 288, 'dare': 1076, 'superior': 4297, 'arthur': 251, 'visual': 4773, 'aid': 107, 'moore': 2880, 'poetic': 3315, 'cram': 996, 'extend': 1583, 'renew': 3653, 'pride': 3401, 'fest': 1669, 'favor': 1645, 'dreary': 1314, 'dreadful': 1311, 'aim': 108, 'miserably': 2845, 'numerous': 3029, 'composition': 884, 'determine': 1174, 'bush': 591, 'prison': 3412, 'rain': 3517, 'proof': 3443, 'suprised': 4306, 'senior': 3897, 'dual': 1332, 'meaning': 2758, 'anthony': 197, 'wilbur': 4887, 'ft': 1829, 'listing': 2594, 'cent': 690, 'studio': 4252, 'suction': 4278, 'cleaning': 789, 'feed': 1653, 'feeding': 1656, 'tap': 4353, 'compartment': 865, 'knife': 2459, 'tray': 4563, 'se': 3866, 'asia': 263, 'august': 302, 'australian': 306, 'sloppy': 4039, 'functional': 1835, 'yep': 4978, 'meter': 2807, 'probe': 3418, 'convince': 954, 'atrocious': 286, 'wouldnt': 4951, 'kiss': 2455, 'jerry': 2397, 'lewis': 2552, 'hack': 2006, 'depress': 1150, 'holiday': 2125, 'cancel': 625, 'dissapointment': 1252, 'receipt': 3570, 'rude': 3774, 'nights': 2987, 'embarrass': 1423, 'discount': 1229, 'rack': 3509, 'pretend': 3392, 'movies': 2904, 'bomb': 486, 'flop': 1739, 'simpsons': 3998, 'drunk': 1329, 'whitney': 4872, 'allen': 129, 'crack': 994, 'santa': 3813, 'stuck': 4250, 'teeth': 4376, 'extent': 1587, 'billy': 438, 'remotely': 3648, 'annoying': 192, 'diehard': 1198, 'downright': 1296, 'insist': 2289, 'stargate': 4173, 'signal': 3984, 'seen': 3888, 'gas': 1869, 'sucks': 4277, 'pulse': 3469, 'flute': 1745, 'sax': 3823, 'storm': 4219, 'jones': 2412, 'quartet': 3490, 'william': 4891, 'dave': 1086, 'inappropriate': 2238, 'shut': 3977, 'caring': 651, 'yer': 4979, 'flag': 1718, 'reasonable': 3563, 'elvis': 1418, 'deborah': 1098, 'drummer': 1328, 'les': 2543, 'spinout': 4140, 'king': 2453, 'diane': 1190, 'looks': 2627, 'height': 2075, 'una': 4622, 'cinema': 764, 'redeeming': 3594, 'chase': 720, 'erotic': 1486, 'listenable': 2590, 'motion': 2891, 'properly': 3447, 'expire': 1571, 'assembly': 272, 'furniture': 1841, 'ebay': 1374, 'separately': 3907, 'shade': 3932, 'fortune': 1779, 'knowing': 2464, 'hardware': 2034, 'grind': 1976, 'crank': 997, 'grinder': 1977, 'operate': 3084, 'shoddy': 3962, 'brush': 558, 'jensen': 2395, 'pitch': 3281, 'accessible': 20, 'psychology': 3463, 'industry': 2263, 'intellectual': 2310, 'influential': 2269, 'fortunate': 1777, 'phd': 3246, 'document': 1267, 'fuzzy': 1846, 'unacceptable': 4624, 'unfortunate': 4646, 'fluff': 1743, 'breathe': 532, 'affect': 88, 'concern': 895, 'academy': 15, 'announce': 189, 'oscar': 3112, 'bible': 434, 'fifteen': 1676, 'journalist': 2414, 'minimal': 2836, 'hype': 2186, 'definite': 1119, 'metallica': 2805, 'garage': 1863, 'successfully': 4273, 'twenty': 4604, 'diagram': 1185, 'instructor': 2305, 'scale': 3825, 'violet': 4764, 'purple': 3481, 'am': 149, 'promptly': 3442, 'training': 4548, 'photography': 3257, 'louis': 2640, 'groove': 1982, 'adapt': 51, 'cube': 1037, 'gadget': 1850, 'refill': 3601, 'lip': 2584, 'lunchbox': 2661, 'stain': 4165, 'crocodile': 1026, 'lunch': 2660, 'drink': 1318, 'soup': 4106, 'words': 4930, 'breath': 531, 'ban': 345, 'weave': 4836, 'temptation': 4385, 'eyes': 1596, 'arms': 241, 'closer': 805, 'perfection': 3228, 'evolve': 1527, 'descent': 1154, 'bum': 581, 'mediocre': 2773, 'mars': 2723, 'johnson': 2408, 'guys': 2002, 'bland': 457, 'reject': 3617, 'proud': 3456, 'biological': 444, 'vision': 4770, 'wilson': 4894, 'lp': 2653, 'dated': 1083, 'howard': 2164, 'anne': 187, 'epic': 1477, 'starship': 4176, 'grace': 1948, 'annie': 188, 'mtv': 2909, 'ann': 186, 'milk': 2826, 'career': 648, 'wolf': 4919, 'rockin': 3747, 'girls': 1906, 'sorely': 4096, 'slave': 4030, 'mistress': 2854, 'truely': 4587, 'corny': 968, 'durability': 1347, 'magnificent': 2676, 'complexity': 877, 'sonic': 4087, 'progressive': 3436, 'rhythm': 3718, 'mar': 2706, 'spectrum': 4129, 'velcro': 4733, 'collins': 829, 'sam': 3802, 'charlie': 716, 'hall': 2012, 'rage': 3514, 'jazzy': 2390, 'clock': 801, 'scripture': 3864, 'christ': 752, 'hd': 2054, 'sync': 4336, 'mouth': 2900, 'whim': 4868, 'eve': 1507, 'quest': 3493, 'gang': 1861, 'broadcast': 549, 'blu': 472, 'ray': 3544, 'capacity': 635, 'retail': 3698, 'speaking': 4119, 'babe': 330, 'wise': 4909, 'eternal': 1503, 'charles': 715, 'crew': 1014, 'jesus': 2398, 'bless': 464, 'passage': 3190, 'crisp': 1019, 'deluxe': 1139, 'media': 2768, 'gentle': 1887, 'speech': 4130, 'uneven': 4641, 'thankfully': 4410, 'specify': 4127, 'spec': 4120, 'min': 2831, 'couch': 976, 'soooo': 4092, 'widescreen': 4883, 'creation': 1006, 'upside': 4691, 'connect': 913, 'fifth': 1677, 'wanted': 4802, 'afford': 89, 'mattress': 2744, 'powerbook': 3359, 'adapter': 53, 'amp': 164, 'ibook': 2188, 'macally': 2666, 'charging': 714, 'ac': 13, 'apple': 219, 'cycle': 1059, 'fiddle': 1674, 'connection': 914, 'indicator': 2259, 'fluke': 1744, 'generate': 1880, 'bargain': 355, 'brick': 539, 'handy': 2020, 'adaptor': 54, 'led': 2530, 'connector': 915, 'resume': 3697, 'sufficient': 4283, 'continuously': 939, 'firmly': 1706, 'drawback': 1308, 'aluminum': 147, 'operation': 3085, 'buzz': 602, 'await': 318, 'request': 3671, 'initial': 2276, 'quiet': 3497, 'orange': 3095, 'airport': 113, 'weigh': 4844, 'affordable': 90, 'needle': 2959, 'glance': 1910, 'electrical': 1404, 'budget': 567, 'sacrifice': 3790, 'following': 1754, 'transformer': 4551, 'idiot': 2197, 'satisfaction': 3816, 'backpack': 335, 'outer': 3123, 'suspect': 4321, 'disconnect': 1228, 'seems': 3887, 'hassle': 2042, 'obtain': 3039, 'resolve': 3682, 'usage': 4698, 'lemon': 2538, 'candy': 627, 'added': 56, 'oem': 3052, 'justify': 2431, 'lighting': 2565, 'unstable': 4674, 'pictured': 3267, 'temporary': 4383, 'compact': 859, 'puppy': 3475, 'link': 2581, 'overprice': 3137, 'whine': 4870, 'representative': 3668, 'shaft': 3934, 'odds': 3049, 'binchy': 440, 'fuss': 1843, 'discourage': 1230, 'silver': 3990, 'poignant': 3317, 'observation': 3037, 'marvelous': 2727, 'nephew': 2966, 'artistic': 256, 'busy': 594, 'improvement': 2233, 'toddler': 4497, 'pin': 3275, 'bead': 381, 'sand': 3807, 'scifi': 3851, 'spiritual': 4142, 'dude': 1337, 'booklet': 492, 'il': 2204, 'tempo': 4382, 'del': 1128, 'empire': 1435, 'dire': 1212, 'mike': 2820, 'un': 4621, 'west': 4852, 'pig': 3270, 'wine': 4899, 'por': 3334, 'le': 2515, 'en': 1437, 'ella': 1414, 'excelente': 1536, 'ma': 2664, 'brian': 538, 'rust': 3785, 'manufacture': 2701, 'poem': 3313, 'verse': 4738, 'leader': 2517, 'cannon': 628, 'expedition': 1563, 'river': 3738, 'fort': 1775, 'gun': 1999, 'trek': 4568, 'cambridge': 614, 'install': 2296, 'mount': 2897, 'resonate': 3683, 'mechanical': 2765, 'core': 965, 'evident': 1522, 'traveler': 4561, 'scenery': 3838, 'odysseus': 3050, 'ulysses': 4620, 'infrared': 2274, 'vibrate': 4746, 'flashlight': 1721, 'bulb': 577, 'occasional': 3043, 'eddie': 1381, 'latin': 2501, 'funk': 1838, 'texture': 4406, 'testament': 4403, 'circumstance': 769, 'aussie': 304, 'shower': 3974, 'creep': 1012, 'writen': 4956, 'photograph': 3256, 'webb': 4838, 'dimension': 1208, 'glen': 1912, 'campbell': 621, 'fans': 1626, 'moving': 2905, 'upbeat': 4681, 'interpretation': 2329, 'stunning': 4256, 'organize': 3103, 'amish': 160, 'therapist': 4424, 'translate': 4554, 'confused': 910, 'platform': 3295, 'ego': 1397, 'commentary': 849, 'enthral': 1468, 'disgrace': 1237, 'remark': 3638, 'humble': 2173, 'cooker': 958, 'uplifting': 4686, 'importance': 2224, 'quilt': 3498, 'sentiment': 3905, 'insightful': 2288, 'calm': 613, 'east': 1370, 'marine': 2711, 'closely': 804, 'leak': 2521, 'meal': 2755, 'locally': 2610, 'output': 3127, 'celtic': 686, 'wipe': 4905, 'chore': 749, 'spill': 4137, 'bunny': 585, 'detect': 1172, 'chunk': 760, 'invasion': 2342, 'coherent': 819, 'burmese': 587, 'breed': 535, 'meat': 2764, 'chicken': 735, 'raw': 3543, 'gorgeous': 1940, 'blues': 475, 'trace': 4538, 'enable': 1438, 'napoleon': 2935, 'biography': 443, 'specialist': 4122, 'emperor': 1432, 'praise': 3364, 'criticize': 1024, 'memoir': 2786, 'older': 3068, 'touching': 4524, 'sinister': 4006, 'underground': 4632, 'ghost': 1896, 'setup': 3922, 'housing': 2161, 'rural': 3781, 'urban': 4693, 'spirituality': 4143, 'fifty': 1678, 'tore': 4515, 'catherine': 675, 'comfort': 839, 'cream': 1004, 'haunt': 2046, 'revisit': 3710, 'dishwasher': 1241, 'according': 28, 'headset': 2059, 'bluetooth': 476, 'motorola': 2896, 'wannabe': 4800, 'prepared': 3384, 'clip': 800, 'win': 4895, 'harmony': 2036, 'songwriter': 4086, 'camp': 619, 'manufacturing': 2703, 'taylor': 4360, 'boat': 481, 'rail': 3516, 'pocket': 3312, 'arrange': 244, 'chill': 741, 'thrash': 4454, 'northern': 3011, 'dome': 1279, 'xmas': 4966, 'diameter': 1188, 'google': 1937, 'prep': 3381, 'lecture': 2529, 'brazil': 527, 'scope': 3853, 'companion': 860, 'experiment': 1568, 'tilt': 4477, 'adjustment': 66, 'opener': 3081, 'drill': 1317, 'paste': 3195, 'dolly': 1278, 'parton': 3186, 'sustain': 4324, 'delivers': 1136, 'sugar': 4284, 'independent': 2253, 'lend': 2539, 'unforgettable': 4645, 'fond': 1755, 'lhasa': 2553, 'sings': 4005, 'wrench': 4954, 'kurt': 2470, 'intimate': 2333, 'originality': 3106, 'tango': 4351, 'ala': 116, 'subsequent': 4264, 'musicianship': 2922, 'modest': 2863, 'abroad': 5, 'spooky': 4149, 'knight': 2460, 'phillips': 3251, 'accurately': 32, 'audiobook': 300, 'accent': 16, 'climb': 799, 'elizabeth': 1413, 'loyalty': 2652, 'whats': 4858, 'sir': 4008, 'simon': 3993, 'laughter': 2505, 'mankind': 2696, 'bubble': 561, 'holy': 2129, 'casting': 666, 'standout': 4170, 'chat': 721, 'bolt': 485, 'putting': 3486, 'route': 3767, 'india': 2255, 'sport': 4150, 'headphone': 2058, 'eidos': 1398, 'gameplay': 1857, 'tomb': 4502, 'raider': 3515, 'delay': 1129, 'lara': 2492, 'horrid': 2147, 'blank': 458, 'turkey': 4597, 'restart': 3692, 'unplayable': 4667, 'controller': 947, 'sensitive': 3900, 'fence': 1668, 'news': 2974, 'cutting': 1057, 'preview': 3396, 'franchise': 1793, 'playable': 3298, 'sticker': 4199, 'unusable': 4677, 'glitch': 1915, 'bat': 369, 'explosion': 1577, 'fighting': 1681, 'resident': 3680, 'washer': 4815, 'deck': 1106, 'chemical': 729, 'network': 2969, 'minutes': 2842, 'retailer': 3699, 'disposable': 1248, 'motor': 2894, 'absent': 6, 'updated': 4684, 'impact': 2220, 'came': 616, 'fishing': 1711, 'buggy': 572, 'relevance': 3626, 'desperate': 1165, 'forum': 1780, 'into': 2334, 'foreign': 1766, 'watson': 4826, 'desperately': 1166, 'succeed': 4270, 'merely': 2798, 'polish': 3322, 'erotica': 1487, 'inaccurate': 2236, 'realise': 3554, 'lust': 2662, 'devote': 1180, 'fragile': 1789, 'sarah': 3814, 'devoid': 1179, 'backdrop': 333, 'wierd': 4885, 'fruit': 1824, 'wedge': 4841, 'dawn': 1088, 'leaf': 2519, 'clamp': 777, 'round': 3766, 'april': 228, 'ace': 33, 'buddhism': 564, 'inevitably': 2264, 'entirety': 1472, 'gifted': 1901, 'documentary': 1268, 'planning': 3291, 'vol': 4782, 'restore': 3695, 'shoulder': 3971, 'rope': 3762, 'escape': 1491, 'reverse': 3707, 'anchor': 172, 'logical': 2617, 'harder': 2032, 'code': 817, 'brutal': 559, 'mayhem': 2750, 'vein': 4732, 'interface': 2323, 'army': 242, 'arch': 230, 'strategy': 4232, 'demo': 1142, 'expansion': 1560, 'notch': 3014, 'tribe': 4572, 'intro': 2337, 'partial': 3182, 'listens': 2593, 'deaf': 1092, 'alert': 123, 'cousin': 989, 'hits': 2118, 'buddhist': 565, 'obnoxious': 3035, 'humorous': 2175, 'quirky': 3499, 'reread': 3675, 'tremendously': 4570, 'blessing': 465, 'tick': 4468, 'leadership': 2518, 'lace': 2476, 'strand': 4227, 'cage': 608, 'martin': 2725, 'discovery': 1232, 'belva': 417, 'consume': 928, 'stable': 4161, 'immensely': 2218, 'gerald': 1890, 'strictly': 4240, 'toss': 4518, 'bin': 439, 'golf': 1931, 'filter': 1688, 'unlock': 4665, 'drown': 1325, 'roller': 3752, 'coaster': 814, 'bruce': 556, 'martial': 2724, 'relation': 3619, 'discipline': 1227, 'grey': 1974, 'melissa': 2781, 'thoughts': 4452, 'undoubtedly': 4640, 'delete': 1130, 'blast': 460, 'virus': 4768, 'midi': 2817, 'countless': 981, 'gear': 1875, 'component': 881, 'como': 858, 'examination': 1532, 'glue': 1920, 'accessory': 21, 'mile': 2823, 'bow': 512, 'indian': 2256, 'wars': 4812, 'minus': 2840, 'intent': 2315, 'indians': 2257, 'radiator': 3511, 'lights': 2569, 'installation': 2297, 'comparison': 864, 'pan': 3164, 'lightness': 2567, 'nikon': 2989, 'usable': 4697, 'zoom': 4999, 'lens': 2542, 'hilditch': 2105, 'felicia': 1660, 'viewpoint': 4756, 'supplement': 4299, 'fi': 1671, 'faster': 1637, 'golden': 1930, 'coat': 815, 'pump': 3470, 'mug': 2912, 'liquid': 2586, 'thesis': 4430, 'monitor': 2869, 'adjustable': 65, 'crappy': 999, 'generic': 1882, 'refresh': 3604, 'marvel': 2726, 'ministry': 2837, 'newly': 2972, 'representation': 3667, 'violent': 4763, 'origin': 3104, 'picky': 3265, 'leather': 2527, 'alarm': 117, 'carbon': 644, 'takes': 4344, 'vent': 4736, 'carpet': 654, 'ceiling': 683, 'pricey': 3400, 'approve': 227, 'curtain': 1050, 'emergency': 1424, 'dive': 1260, 'deeper': 1111, 'wisdom': 4908, 'neighbor': 2964, 'inspiring': 2294, 'ideas': 2193, 'journal': 2413, 'failed': 1609, 'madonna': 2672, 'watching': 4823, 'dean': 1094, 'shout': 3972, 'whoever': 4874, 'defect': 1114, 'valve': 4720, 'nipple': 2992, 'lane': 2487, 'launch': 2506, 'securely': 3880, 'subtitle': 4268, 'yoga': 4984, 'workbook': 4934, 'tribute': 4573, 'riff': 3727, 'ironic': 2355, 'expression': 1582, 'xanth': 4964, 'unreadable': 4669, 'zombie': 4998, 'dale': 1065, 'elevator': 1411, 'beatles': 386, 'asian': 264, 'thumbs': 4465, 'pool': 3328, 'shaker': 3936, 'alas': 118, 'towel': 4531, 'coleman': 821, 'soviet': 4110, 'frightening': 1819, 'tightly': 4474, 'region': 3611, 'called': 612, 'makeup': 2687, 'lesbian': 2544, 'consistent': 921, 'elastic': 1402, 'tile': 4475, 'warmth': 4806, 'national': 2943, 'korean': 2468, 'cookbook': 957, 'establish': 1497, 'nyc': 3032, 'phenomenal': 3247, 'acknowledge': 36, 'diabetic': 1183, 'getting': 1895, 'medication': 2770, 'diabetes': 1182, 'kudos': 2469, 'educate': 1387, 'peak': 3212, 'med': 2767, 'required': 3673, 'venus': 4737, 'identical': 2194, 'buff': 569, 'stalingrad': 4166, 'luftwaffe': 2657, 'stopped': 4215, 'argentine': 234, 'dancer': 1071, 'routine': 3769, 'february': 1651, 'schedule': 3841, 'excellant': 1537, 'amuse': 165, 'described': 1156, 'bd': 377, 'spiderman': 4136, 'extraordinary': 1591, 'samsung': 3805, 'xbox': 4965, 'russian': 3784, 'bold': 484, 'mere': 2797, 'pictures': 3268, 'grainy': 1953, 'diamond': 1189, 'acid': 35, 'sympathy': 4335, 'wicca': 4878, 'invent': 2343, 'goddess': 1925, 'hutton': 2184, 'obscure': 3036, 'conduct': 902, 'firewire': 1704, 'september': 3908, 'ad': 49, 'tony': 4508, 'lake': 2483, 'pitchshifter': 3282, 'industrial': 2262, 'manager': 2694, 'scotland': 3855, 'canada': 624, 'ra': 3503, 'awe': 323, 'amateurish': 151, 'challenging': 702, 'rewrite': 3715, 'liberty': 2555, 'monumental': 2877, 'cameron': 618, 'ljs': 2605, 'gillian': 1903, 'popularity': 3333, 'gary': 1868, 'communist': 856, 'haiku': 2008, 'van': 4722, 'handbook': 2017, 'poet': 3314, 'kerouac': 2440, 'skeptical': 4021, 'mothman': 2890, 'prophecies': 3449, 'keel': 2435, 'ufo': 4614, 'phenomenon': 3248, 'sighting': 3982, 'albeit': 120, 'screenwriter': 3861, 'gordon': 1938, 'primarily': 3402, 'mighty': 2819, 'storytelling': 4224, 'letdown': 2548, 'controversial': 948, 'admittedly': 69, 'london': 2621, 'parallel': 3174, 'incoherent': 2243, 'happening': 2023, 'scenario': 3836, 'goofy': 1936, 'stormy': 4220, 'monster': 2873, 'copyright': 963, 'innovative': 2282, 'racism': 3507, 'fighter': 1680, 'lene': 2540, 'analog': 169, 'replay': 3663, 'censorship': 689, 'anime': 184, 'kettle': 2441, 'suicide': 4287, 'maximum': 2747, 'math': 2741, 'newman': 2973, 'definitive': 1122, 'debate': 1097, 'nightwish': 2988, 'faithful': 1615, 'eva': 1506, 'bob': 482, 'boots': 498, 'frequent': 1807, 'temp': 4379, 'hospital': 2153, 'tent': 4390, 'alice': 124, 'criticism': 1023, 'bdsm': 378, 'maria': 2708, 'stinks': 4207, 'inadequate': 2237, 'snmp': 4055, 'rose': 3763, 'lately': 2499, 'tooth': 4511, 'randomly': 3526, 'frankenstein': 1797, 'koontz': 2467, 'repetition': 3659, 'madness': 2671, 'canon': 629, 'rewind': 3714, 'sixty': 4016, 'differently': 1202, 'sparkle': 4116, 'nirvana': 2993, 'cobain': 816, 'hardcore': 2030, 'bean': 382, 'estate': 1498, 'courtney': 988, 'catalogue': 671, 'boxed': 516, 'yea': 4972, 'tho': 4443, 'recover': 3590, 'doug': 1291, 'creature': 1009, 'fitness': 1714, 'survival': 4319, 'hiking': 2103, 'drip': 1320, 'gritty': 1980, 'sci': 3847, 'dell': 1138, 'toxic': 4535, 'troma': 4583, 'citizen': 772, 'poster': 3350, 'utter': 4712, 'router': 3768, 'using': 4706, 'carriage': 655, 'vitex': 4777, 'finance': 1692, 'eliminate': 1412, 'mild': 2821, 'acne': 37, 'facial': 1601, 'darker': 1078, 'camping': 622, 'admire': 67, 'mario': 2712, 'exuviance': 1594, 'avail': 313, 'heinlein': 2076, 'motivate': 2892, 'fare': 1630, 'depiction': 1149, 'realism': 3555, 'pursue': 3483, 'hardy': 2035, 'rape': 3531, 'alec': 122, 'valley': 4717, 'prediction': 3374, 'michigan': 2812, 'couldnt': 978, 'scare': 3830, 'monotonous': 2872, 'confront': 908, 'bike': 436, 'carrier': 656, 'grandfather': 1958, 'viewing': 4755, 'bradley': 522, 'crawford': 1001, 'outdoor': 3122, 'satire': 3815, 'juliet': 2422, 'scenes': 3839, 'criterion': 1020, 'sleeper': 4032, 'dismiss': 1245, 'cinematography': 766, 'regime': 3610, 'paranoid': 3176, 'sf': 3931, 'voyage': 4787, 'germans': 1892, 'heater': 2069, 'chaos': 707, 'hopeful': 2141, 'slot': 4040, 'rings': 3731, 'postcard': 3349, 'mt': 2908, 'accident': 22, 'pilot': 3274, 'dumber': 1343, 'gossip': 1943, 'barn': 356, 'nobel': 2995, 'bay': 374, 'attend': 290, 'hike': 2102, 'dharma': 1181, 'bums': 583, 'bud': 563, 'fame': 1619, 'hp': 2166, 'theology': 4422, 'transformers': 4552, 'shia': 3953, 'megan': 2778, 'fox': 1787, 'actress': 46, 'labeouf': 2474, 'ben': 418, 'provider': 3459, 'ep': 1476, 'optimus': 3092, 'freak': 1801, 'bluray': 478, 'mentality': 2791, 'continuity': 938, 'nonexistent': 3005, 'cgi': 698, 'jar': 2383, 'megatron': 2779, 'remake': 3637, 'procedure': 3420, 'bullet': 580, 'disjoint': 1242, 'alter': 141, 'slam': 4027, 'dts': 1331, 'stupidity': 4258, 'blockbuster': 468, 'gods': 1926, 'beast': 384, 'gb': 1873, 'jackson': 2375, 'syndrome': 4337, 'theatrical': 4417, 'alpha': 137, 'ticket': 4469, 'hockey': 2120, 'destruction': 1169, 'bruckheimer': 557, 'rhyme': 3717, 'helicopter': 2077, 'violin': 4765, 'specie': 4124, 'decline': 1107, 'ie': 2198, 'epson': 1479, 'compatibility': 866, 'rambo': 3524, 'wwe': 4961, 'cena': 687, 'patrick': 3203, 'cringe': 1017, 'security': 3881, 'hogan': 2121, 'terminator': 4392, 'emarker': 1421, 'playlist': 3302, 'emarks': 1422, 'execution': 1552, 'terrifying': 4397, 'censor': 688, 'gammell': 1860, 'ti': 4467, 'compromise': 889, 'gruesome': 1988, 'horrify': 2149, 'seeing': 3883, 'grant': 1961, 'aloud': 136, 'mythology': 2931, 'rice': 3719, 'bellydance': 413, 'atea': 282, 'privacy': 3413, 'women': 4922, 'brando': 525, 'altitude': 145, 'll': 2606, 'trail': 4545, 'rugged': 3775, 'warmer': 4805, 'tongue': 4507, 'ralph': 3520, 'recognition': 3580, 'gabriel': 1849, 'cult': 1038, 'ballet': 343, 'armed': 240, 'predator': 3371, 'ryan': 3789, 'christopher': 757, 'officer': 3060, 'julie': 2421, 'malfunction': 2690, 'cowboy': 992, 'douglas': 1292, 'genuine': 1888, 'brio': 546, 'sensor': 3901, 'automatic': 311, 'feeder': 1655, 'reset': 3679, 'stewart': 4197, 'mellow': 2782, 'contemplate': 932, 'amnesia': 161, 'tubthumping': 4594, 'lightning': 2568, 'gal': 1852, 'pitiful': 3283, 'earthquake': 1367, 'laser': 2496, 'misplace': 2849, 'artificial': 254, 'reminiscent': 3644, 'mule': 2913, 'gibson': 1899, 'oppose': 3088, 'seldon': 3890, 'isaac': 2360, 'spoiler': 4148, 'galaxy': 1853, 'futuristic': 1845, 'wells': 4849, 'defend': 1116, 'unexpected': 4642, 'genesis': 1884, 'wwi': 4962, 'hardback': 2029, 'carrot': 657, 'vacuum': 4715, 'addiction': 58, 'nick': 2980, 'cf': 697, 'dentist': 1145, 'batman': 371, 'guinea': 1996, 'phase': 3245, 'mesmerize': 2800, 'mccartney': 2752, 'rem': 3634, 'removable': 3649, 'ritter': 3735, 'joyce': 2417, 'janet': 2380, 'gay': 1872, 'external': 1588, 'microphone': 2814, 'catholic': 676, 'philosophical': 3252, 'portrait': 3339, 'cancer': 626, 'sensation': 3898, 'dystopian': 1355, 'dubbed': 1334, 'aerial': 86, 'racist': 3508, 'pal': 3160, 'shakespeare': 3937, 'rainy': 3518, 'crawl': 1002, 'harness': 2037, 'rashel': 3536, 'dominate': 1280, 'curie': 1044, 'prize': 3415, 'simpletech': 3995, 'mb': 2751, 'massacre': 2731, 'patti': 3205, 'evita': 1524, 'intex': 2332, 'inflate': 2267, 'airbed': 110, 'deflate': 1124, 'comforter': 842, 'lump': 2659, 'restock': 3694, 'xtra': 4968, 'flannel': 1719, 'vibrator': 4748, 'fleetwood': 1729, 'rumours': 3778, 'mercedes': 2795, 'ford': 1765, 'passionate': 3193, 'jungle': 2426, 'oop': 3078, 'fonda': 1756, 'barbra': 352, 'rob': 3742, 'luke': 2658, 'mattel': 2742, 'kinsella': 2454, 'sophie': 4093, 'wickham': 4880, 'eby': 1376, 'romeo': 3758, 'spread': 4154, 'nurse': 3030, 'garcia': 1865, 'incest': 2239, 'steiner': 4189, 'shirley': 3959, 'homosexuality': 2132, 'manson': 2699, 'bugliosi': 573, 'helter': 2082, 'skelter': 4020, 'stoner': 4213, 'airplane': 112, 'dali': 1066, 'basement': 361, 'hound': 2158, 'batcave': 370, 'pci': 3210, 'clavell': 787, 'brothers': 554, 'turtle': 4600, 'nomad': 3001, 'recharge': 3577, 'voodoo': 4785, 'lives': 2602, 'nba': 2949, 'ritual': 3736, 'toefl': 4499, 'shift': 3954, 'civil': 774, 'earpiece': 1365, 'vegan': 4729, 'tina': 4486, 'wilderness': 4889, 'sd': 3865, 'sandisk': 3808, 'sansa': 3812, 'pa': 3147, 'carnegie': 653, 'snack': 4053, 'advocate': 85, 'vincent': 4759, 'prosecutor': 3452, 'slasher': 4029, 'monk': 2870, 'collar': 824, 'dracula': 1301, 'flint': 1735, 'wireless': 4907, 'strauss': 4233, 'jabra': 2372, 'eargels': 1361, 'earbuds': 1360, 'jawbone': 2387, 'chuck': 758, 'clan': 778, 'swedish': 4327, 'odyssey': 3051, 'ian': 2187, 'misfortune': 2846, 'philadelphia': 3250, 'programmer': 3433, 'winston': 4903, 'moby': 2859, 'peck': 3214, 'ahab': 104, 'resemble': 3678, 'damme': 1068, 'flea': 1728, 'frank': 1795, 'lackey': 2478, 'tuscan': 4601, 'tuscany': 4602, 'communism': 855, 'rollerball': 3753, 'russell': 3783, 'megaman': 2777, 'chandler': 704, 'noir': 2998, 'scooter': 3852, 'pratchett': 3365, 'discworld': 1235, 'om': 3069, 'celiac': 684, 'gluten': 1921, 'amy': 167, 'usmle': 4707, 'freshman': 1810, 'dogg': 1274, 'gba': 1874, 'carter': 659, 'rebel': 3565, 'bowie': 513, 'holmes': 2127, 'sting': 4204, 'cummins': 1041, 'freud': 1811, 'organic': 3101, 'parable': 3171, 'joan': 2404, 'palance': 3161, 'souljah': 4101, 'fw': 1847, 'childbirth': 737, 'birthing': 448, 'sheri': 3951, 'bayles': 375, 'argento': 235, 'usher': 4705, 'auel': 301, 'ayla': 329, 'prehistoric': 3378, 'neanderthal': 2950, 'lipstick': 2585, 'gamecube': 1856, 'gameboy': 1855, 'astrology': 279, 'antivirus': 200, 'femalien': 1666, 'unrated': 4668, 'flyboys': 1747, 'lafayette': 2482, 'escadrille': 1490, 'dogfight': 1273, 'judith': 2419, 'hostel': 2155, 'bleak': 461, 'bebel': 390, 'everest': 1513, 'gammelgaard': 1859, 'elmo': 1415, 'firefighter': 1701, 'csi': 1036, 'frm': 1820, 'garp': 1867, 'enrich': 1463, 'oceania': 3046, 'totalitarian': 4520, 'newspeak': 2976, 'totalitarianism': 4521, 'burgess': 586, 'concealer': 892, 'huppert': 2180, 'perverse': 3242, 'zeta': 4996, 'montag': 2874, 'fireman': 1702, 'farenheit': 1631, 'piper': 3279, 'fellowship': 1663, 'moria': 2884, 'towers': 4533, 'rivendell': 3737, 'ati': 283, 'radeon': 3510, 'emily': 1425, 'pam': 3163, 'finnegans': 1699, 'lapinator': 2490, 'hatebreed': 2045, 'halti': 2014, 'continuum': 940, 'musiq': 2923, 'lola': 2620, 'franka': 1796, 'tism': 4491, 'ziggy': 4997, 'stardust': 4172, 'nickelodeon': 2981, 'knot': 2462, 'liam': 2554, 'haunted': 2047, 'owen': 3144, 'neeson': 2962, 'lili': 2575, 'fundamentalist': 1837, 'asvab': 280, 'goodman': 1934, 'cedar': 682, 'florette': 1740, 'manon': 2698, 'apache': 211, 'marquez': 2719, 'oprah': 3090, 'buendia': 568, 'macondo': 2668, 'java': 2385, 'canterbury': 631, 'chaucer': 722, 'lao': 2489, 'pellegrino': 3217, 'coyote': 993, 'perabo': 3225, 'waits': 4793, 'redgrave': 3596, 'warnes': 4808, 'ronson': 3759, 'tomcat': 4503, 'fraser': 1799, 'mckellen': 2753, 'brendan': 537, 'buffalo': 570, 'mosby': 2886, 'stacie': 4162, 'orrico': 3109, 'christina': 754, 'ry': 3788, 'carlton': 652, 'hopkins': 2143, 'lovebird': 2644, 'linksys': 2582, 'basset': 368, 'baskerville': 365, 'doyle': 1298, 'sherlock': 3952, 'baskervilles': 366, 'marlon': 2718, 'donati': 1283, 'claustrophobic': 786, 'fats': 1642}\n"
     ]
    }
   ],
   "source": [
    "print(Tfidf_vect.vocabulary_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB()"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit the training dataset on the NB classifier\n",
    "Naive = naive_bayes.MultinomialNB()\n",
    "Naive.fit(Train_X_Tfidf,Train_Y)# predict the labels on validation dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions_NB = Naive.predict(Test_X_Tfidf)# Use accuracy_score function to get the accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(gamma='auto', kernel='linear')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Classifier - Algorithm - SVM\n",
    "# fit the training dataset on the classifier\n",
    "SVM = svm.SVC(C=1.0, kernel='linear', degree=3, gamma='auto')\n",
    "SVM.fit(Train_X_Tfidf,Train_Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# predict the labels on validation dataset\n",
    "predictions_SVM = SVM.predict(Test_X_Tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Naive Bayes Accuracy Score ->  83.7\n",
      "SVM Accuracy Score ->  85.46666666666667\n"
     ]
    }
   ],
   "source": [
    "# Use accuracy_score function to get the accuracy\n",
    "print(\"Naive Bayes Accuracy Score -> \",accuracy_score(predictions_NB, Test_Y)*100)\n",
    "print(\"SVM Accuracy Score -> \",accuracy_score(predictions_SVM, Test_Y)*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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