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IMDB Sentiment Analysis - Exploratory Data Analysis (EDA)

This notebook focuses on understanding the IMDB dataset using TensorFlow's built‑in dataset.

We will:

Load the dataset using TensorFlow
Understand how reviews are encoded
Decode reviews back into readable text
Explore dataset size
Analyze review length distribution

The model training and preprocessing pipeline are implemented in a separate Python script so the training process can run independently.

1. Import Libraries

Codepython


import tensorflow as tf
import matplotlib.pyplot as plt
import numpy as np

Output

WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
I0000 00:00:1773040824.773500  179592 port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
I0000 00:00:1773040824.807698  179592 cpu_feature_guard.cc:227] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
I0000 00:00:1773040825.652735  179592 port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.

{'fawn': 34701, 'tsukino': 52006, 'nunnery': 52007, 'sonja': 16816, 'vani': 63951, 'woods': 1408, 'spiders': 16115, 'hanging': 2345, 'woody': 2289, 'trawling': 52008, "hold's": 52009, 'comically': 11307, 'localized': 40830, 'disobeying': 30568, "'royale": 52010, "harpo's": 40831, 'canet': 52011, 'aileen': 19313, 'acurately': 52012, "diplomat's": 52013, 'rickman': 25242, 'arranged': 6746, 'rumbustious': 52014, 'familiarness': 52015, "spider'": 52016, 'hahahah': 68804, "wood'": 52017, 'transvestism': 40833, "hangin'": 34702, 'bringing': 2338, 'seamier': 40834, 'wooded': 34703, 'bravora': 52018, 'grueling': 16817, 'wooden': 1636, 'wednesday': 16818, "'prix": 52019, 'altagracia': 34704, 'circuitry': 52020, 'crotch': 11585, 'busybody': 57766, "tart'n'tangy": 52021, 'burgade': 14129, 'thrace': 52023, "tom's": 11038, 'snuggles': 52025, 'francesco': 29114, 'complainers': 52027, 'templarios': 52125, '272': 40835, '273': 52028, 'zaniacs': 52130, '275': 34706, 'consenting': 27631, 'snuggled': 40836, 'inanimate': 15492, 'uality': 52030, 'bronte': 11926, 'errors': 4010, 'dialogs': 3230, "yomada's": 52031, "madman's": 34707, 'dialoge': 30585, 'usenet': 52033, 'videodrome': 40837, "kid'": 26338, 'pawed': 52034, "'girlfriend'": 30569, "'pleasure": 52035, "'reloaded'": 52036, "kazakos'": 40839, 'rocque': 52037, 'mailings': 52038, 'brainwashed': 11927, 'mcanally': 16819, "tom''": 52039, 'kurupt': 25243, 'affiliated': 21905, 'babaganoosh': 52040, "noe's": 40840, 'quart': 40841, 'kids': 359, 'uplifting': 5034, 'controversy': 7093, 'kida': 21906, 'kidd': 23379, "error'": 52041, 'neurologist': 52042, 'spotty': 18510, 'cobblers': 30570, 'projection': 9878, 'fastforwarding': 40842, 'sters': 52043, "eggar's": 52044, 'etherything': 52045, 'gateshead': 40843, 'airball': 34708, 'unsinkable': 25244, 'stern': 7180, "cervi's": 52046, 'dnd': 40844, 'dna': 11586, 'insecurity': 20598, "'reboot'": 52047, 'trelkovsky': 11037, 'jaekel': 52048, 'sidebars': 52049, "sforza's": 52050, 'distortions': 17633, 'mutinies': 52051, 'sermons': 30602, '7ft': 40846, 'boobage': 52052, "o'bannon's": 52053, 'populations': 23380, 'chulak': 52054, 'mesmerize': 27633, 'quinnell': 52055, 'yahoo': 10307, 'meteorologist': 52057, 'beswick': 42577, 'boorman': 15493, 'voicework': 40847, "ster'": 52058, 'blustering': 22922, 'hj': 52059, 'intake': 27634, 'morally': 5621, 'jumbling': 40849, 'bowersock': 52060, "'porky's'": 52061, 'gershon': 16821, 'ludicrosity': 40850, 'coprophilia': 52062, 'expressively': 40851, "india's": 19500, "post's": 34710, 'wana': 52063, 'wang': 5283, 'wand': 30571, 'wane': 25245, 'edgeways': 52321, 'titanium': 34711, 'pinta': 40852, 'want': 178, 'pinto': 30572, 'whoopdedoodles': 52065, 'tchaikovsky': 21908, 'travel': 2103, "'victory'": 52066, 'copious': 11928, 'gouge': 22433, "chapters'": 52067, 'barbra': 6702, 'uselessness': 30573, "wan'": 52068, 'assimilated': 27635, 'petiot': 16116, 'most\x85and': 52069, 'dinosaurs': 3930, 'wrong': 352, 'seda': 52070, 'stollen': 52071, 'sentencing': 34712, 'ouroboros': 40853, 'assimilates': 40854, 'colorfully': 40855, 'glenne': 27636, 'dongen': 52072, 'subplots': 4760, 'kiloton': 52073, 'chandon': 23381, "effect'": 34713, 'snugly': 27637, 'kuei': 40856, 'welcomed': 9092, 'dishonor': 30071, 'concurrence': 52075, 'stoicism': 23382, "guys'": 14896, "beroemd'": 52077, 'butcher': 6703, "melfi's": 40857, 'aargh': 30623, 'playhouse': 20599, 'wickedly': 11308, 'fit': 1180, 'labratory': 52078, 'lifeline': 40859, 'screaming': 1927, 'fix': 4287, 'cineliterate': 52079, 'fic': 52080, 'fia': 52081, 'fig': 34714, 'fmvs': 52082, 'fie': 52083, 'reentered': 52084, 'fin': 30574, 'doctresses': 52085, 'fil': 52086, 'zucker': 12606, 'ached': 31931, 'counsil': 52088, 'paterfamilias': 52089, 'songwriter': 13885, 'shivam': 34715, 'hurting': 9654, 'effects': 299, 'slauther': 52090, "'flame'": 52091, 'sommerset': 52092, 'interwhined': 52093, 'whacking': 27638, 'bartok': 52094, 'barton': 8775, 'frewer': 21909, "fi'": 52095, 'ingrid': 6192, 'stribor': 30575, 'approporiately': 52096, 'wobblyhand': 52097, 'tantalisingly': 52098, 'ankylosaurus': 52099, 'parasites': 17634, 'childen': 52100, "jenkins'": 52101, 'metafiction': 52102, 'golem': 17635, 'indiscretion': 40860, "reeves'": 23383, "inamorata's": 57781, 'brittannica': 52104, 'adapt': 7916, "russo's": 30576, 'guitarists': 48246, 'abbott': 10553, 'abbots': 40861, 'lanisha': 17649, 'magickal': 40863, 'mattter': 52105, "'willy": 52106, 'pumpkins': 34716, 'stuntpeople': 52107, 'estimate': 30577, 'ugghhh': 40864, 'gameplay': 11309, "wern't": 52108, "n'sync": 40865, 'sickeningly': 16117, 'chiara': 40866, 'disturbed': 4011, 'portmanteau': 40867, 'ineffectively': 52109, "duchonvey's": 82143, "nasty'": 37519, 'purpose': 1285, 'lazers': 52112, 'lightened': 28105, 'kaliganj': 52113, 'popularism': 52114, "damme's": 18511, 'stylistics': 30578, 'mindgaming': 52115, 'spoilerish': 46449, "'corny'": 52117, 'boerner': 34718, 'olds': 6792, 'bakelite': 52118, 'renovated': 27639, 'forrester': 27640, "lumiere's": 52119, 'gaskets': 52024, 'needed': 884, 'smight': 34719, 'master': 1297, "edie's": 25905, 'seeber': 40868, 'hiya': 52120, 'fuzziness': 52121, 'genesis': 14897, 'rewards': 12607, 'enthrall': 30579, "'about": 40869, "recollection's": 52122, 'mutilated': 11039, 'fatherlands': 52123, "fischer's": 52124, 'positively': 5399, '270': 34705, 'ahmed': 34720, 'zatoichi': 9836, 'bannister': 13886, 'anniversaries': 52127, "helm's": 30580, "'work'": 52128, 'exclaimed': 34721, "'unfunny'": 52129, '274': 52029, 'feeling': 544, "wanda's": 52131, 'dolan': 33266, '278': 52133, 'peacoat': 52134, 'brawny': 40870, 'mishra': 40871, 'worlders': 40872, 'protags': 52135, 'skullcap': 52136, 'dastagir': 57596, 'affairs': 5622, 'wholesome': 7799, 'hymen': 52137, 'paramedics': 25246, 'unpersons': 52138, 'heavyarms': 52139, 'affaire': 52140, 'coulisses': 52141, 'hymer': 40873, 'kremlin': 52142, 'shipments': 30581, 'pixilated': 52143, "'00s": 30582, 'diminishing': 18512, 'cinematic': 1357, 'resonates': 14898, 'simplify': 40874, "nature'": 40875, 'temptresses': 40876, 'reverence': 16822, 'resonated': 19502, 'dailey': 34722, '2\x85': 52144, 'treize': 27641, 'majo': 52145, 'kiya': 21910, 'woolnough': 52146, 'thanatos': 39797, 'sandoval': 35731, 'dorama': 40879, "o'shaughnessy": 52147, 'tech': 4988, 'fugitives': 32018, 'teck': 30583, "'e'": 76125, 'doesn’t': 40881, 'purged': 52149, 'saying': 657, "martians'": 41095, 'norliss': 23418, 'dickey': 27642, 'dicker': 52152, "'sependipity": 52153, 'padded': 8422, 'ordell': 57792, "sturges'": 40882, 'independentcritics': 52154, 'tempted': 5745, "atkinson's": 34724, 'hounded': 25247, 'apace': 52155, 'clicked': 15494, "'humor'": 30584, "martino's": 17177, "'supporting": 52156, 'warmongering': 52032, "zemeckis's": 34725, 'lube': 21911, 'shocky': 52157, 'plate': 7476, 'plata': 40883, 'sturgess': 40884, "nerds'": 40885, 'plato': 20600, 'plath': 34726, 'platt': 40886, 'mcnab': 52159, 'clumsiness': 27643, 'altogether': 3899, 'massacring': 42584, 'bicenntinial': 52160, 'skaal': 40887, 'droning': 14360, 'lds': 8776, 'jaguar': 21912, "cale's": 34727, 'nicely': 1777, 'mummy': 4588, "lot's": 18513, 'patch': 10086, 'kerkhof': 50202, "leader's": 52161, "'movie": 27644, 'uncomfirmed': 52162, 'heirloom': 40888, 'wrangle': 47360, 'emotion\x85': 52163, "'stargate'": 52164, 'pinoy': 40889, 'conchatta': 40890, 'broeke': 41128, 'advisedly': 40891, "barker's": 17636, 'descours': 52166, 'lots': 772, 'lotr': 9259, 'irs': 9879, 'lott': 52167, 'xvi': 40892, 'irk': 34728, 'irl': 52168, 'ira': 6887, 'belzer': 21913, 'irc': 52169, 'ire': 27645, 'requisites': 40893, 'discipline': 7693, 'lyoko': 52961, 'extend': 11310, 'nature': 873, "'dickie'": 52170, 'optimist': 40894, 'lapping': 30586, 'superficial': 3900, 'vestment': 52171, 'extent': 2823, 'tendons': 52172, "heller's": 52173, 'quagmires': 52174, 'miyako': 52175, 'moocow': 20601, "coles'": 52176, 'lookit': 40895, 'ravenously': 52177, 'levitating': 40896, 'perfunctorily': 52178, 'lookin': 30587, "lot'": 40898, 'lookie': 52179, 'fearlessly': 34870, 'libyan': 52181, 'fondles': 40899, 'gopher': 35714, 'wearying': 40901, "nz's": 52182, 'minuses': 27646, 'puposelessly': 52183, 'shandling': 52184, 'decapitates': 31268, 'humming': 11929, "'nother": 40902, 'smackdown': 21914, 'underdone': 30588, 'frf': 40903, 'triviality': 52185, 'fro': 25248, 'bothers': 8777, "'kensington": 52186, 'much': 73, 'muco': 34730, 'wiseguy': 22615, "richie's": 27648, 'tonino': 40904, 'unleavened': 52187, 'fry': 11587, "'tv'": 40905, 'toning': 40906, 'obese': 14361, 'sensationalized': 30589, 'spiv': 40907, 'spit': 6259, 'arkin': 7364, 'charleton': 21915, 'jeon': 16823, 'boardroom': 21916, 'doubts': 4989, 'spin': 3084, 'hepo': 53083, 'wildcat': 27649, 'venoms': 10584, 'misconstrues': 52191, 'mesmerising': 18514, 'misconstrued': 40908, 'rescinds': 52192, 'prostrate': 52193, 'majid': 40909, 'climbed': 16479, 'canoeing': 34731, 'majin': 52195, 'animie': 57804, 'sylke': 40910, 'conditioned': 14899, 'waddell': 40911, '3\x85': 52196, 'hyperdrive': 41188, 'conditioner': 34732, 'bricklayer': 53153, 'hong': 2576, 'memoriam': 52198, 'inventively': 30592, "levant's": 25249, 'portobello': 20638, 'remand': 52200, 'mummified': 19504, 'honk': 27650, 'spews': 19505, 'visitations': 40912, 'mummifies': 52201, 'cavanaugh': 25250, 'zeon': 23385, "jungle's": 40913, 'viertel': 34733, 'frenchmen': 27651, 'torpedoes': 52202, 'schlessinger': 52203, 'torpedoed': 34734, 'blister': 69876, 'cinefest': 52204, 'furlough': 34735, 'mainsequence': 52205, 'mentors': 40914, 'academic': 9094, 'stillness': 20602, 'academia': 40915, 'lonelier': 52206, 'nibby': 52207, "losers'": 52208, 'cineastes': 40916, 'corporate': 4449, 'massaging': 40917, 'bellow': 30593, 'absurdities': 19506, 'expetations': 53241, 'nyfiken': 40918, 'mehras': 75638, 'lasse': 52209, 'visability': 52210, 'militarily': 33946, "elder'": 52211, 'gainsbourg': 19023, 'hah': 20603, 'hai': 13420, 'haj': 34736, 'hak': 25251, 'hal': 4311, 'ham': 4892, 'duffer': 53259, 'haa': 52213, 'had': 66, 'advancement': 11930, 'hag': 16825, "hand'": 25252, 'hay': 13421, 'mcnamara': 20604, "mozart's": 52214, 'duffel': 30731, 'haq': 30594, 'har': 13887, 'has': 44, 'hat': 2401, 'hav': 40919, 'haw': 30595, 'figtings': 52215, 'elders': 15495, 'underpanted': 52216, 'pninson': 52217, 'unequivocally': 27652, "barbara's": 23673, "bello'": 52219, 'indicative': 12997, 'yawnfest': 40920, 'hexploitation': 52220, "loder's": 52221, 'sleuthing': 27653, "justin's": 32622, "'ball": 52222, "'summer": 52223, "'demons'": 34935, "mormon's": 52225, "laughton's": 34737, 'debell': 52226, 'shipyard': 39724, 'unabashedly': 30597, 'disks': 40401, 'crowd': 2290, 'crowe': 10087, "vancouver's": 56434, 'mosques': 34738, 'crown': 6627, 'culpas': 52227, 'crows': 27654, 'surrell': 53344, 'flowless': 52229, 'sheirk': 52230, "'three": 40923, "peterson'": 52231, 'ooverall': 52232, 'perchance': 40924, 'bottom': 1321, 'chabert': 53363, 'sneha': 52233, 'inhuman': 13888, 'ichii': 52234, 'ursla': 52235, 'completly': 30598, 'moviedom': 40925, 'raddick': 52236, 'brundage': 51995, 'brigades': 40926, 'starring': 1181, "'goal'": 52237, 'caskets': 52238, 'willcock': 52239, "threesome's": 52240, "mosque'": 52241, "cover's": 52242, 'spaceships': 17637, 'anomalous': 40927, 'ptsd': 27655, 'shirdan': 52243, 'obscenity': 21962, 'lemmings': 30599, 'duccio': 30600, "levene's": 52244, "'gorby'": 52245, "teenager's": 25255, 'marshall': 5340, 'honeymoon': 9095, 'shoots': 3231, 'despised': 12258, 'okabasho': 52246, 'fabric': 8289, 'cannavale': 18515, 'raped': 3537, "tutt's": 52247, 'grasping': 17638, 'despises': 18516, "thief's": 40928, 'rapes': 8926, 'raper': 52248, "eyre'": 27656, 'walchek': 52249, "elmo's": 23386, 'perfumes': 40929, 'spurting': 21918, "exposition'\x85": 52250, 'denoting': 52251, 'thesaurus': 34740, "shoot'": 40930, 'bonejack': 49759, 'simpsonian': 52253, 'hebetude': 30601, "hallow's": 34741, 'desperation\x85': 52254, 'incinerator': 34742, 'congratulations': 10308, 'humbled': 52255, "else's": 5924, 'trelkovski': 40845, "rape'": 52256, "'chapters'": 59386, '1600s': 52257, 'martian': 7253, 'nicest': 25256, 'eyred': 52259, 'passenger': 9457, 'disgrace': 6041, 'moderne': 52260, 'barrymore': 5120, 'yankovich': 52261, 'moderns': 40931, 'studliest': 52262, 'bedsheet': 52263, 'decapitation': 14900, 'slurring': 52264, "'nunsploitation'": 52265, "'character'": 34743, 'cambodia': 9880, 'rebelious': 52266, 'pasadena': 27657, 'crowne': 40932, "'bedchamber": 52267, 'conjectural': 52268, 'appologize': 52269, 'halfassing': 52270, 'paycheque': 57816, 'palms': 20606, "'islands": 52271, 'hawked': 40933, 'palme': 21919, 'conservatively': 40934, 'larp': 64007, 'palma': 5558, 'smelling': 21920, 'aragorn': 12998, 'hawker': 52272, 'hawkes': 52273, 'explosions': 3975, 'loren': 8059, "pyle's": 52274, 'shootout': 6704, "mike's": 18517, "driscoll's": 52275, 'cogsworth': 40935, "britian's": 52276, 'childs': 34744, "portrait's": 52277, 'chain': 3626, 'whoever': 2497, 'puttered': 52278, 'childe': 52279, 'maywether': 52280, 'chair': 3036, "rance's": 52281, 'machu': 34745, 'ballet': 4517, 'grapples': 34746, 'summerize': 76152, 'freelance': 30603, "andrea's": 52283, '\x91very': 52284, 'coolidge': 45879, 'mache': 18518, 'balled': 52285, 'grappled': 40937, 'macha': 18519, 'underlining': 21921, 'macho': 5623, 'oversight': 19507, 'machi': 25257, 'verbally': 11311, 'tenacious': 21922, 'windshields': 40938, 'paychecks': 18557, 'jerk': 3396, "good'": 11931, 'prancer': 34748, 'prances': 21923, 'olympus': 52286, 'lark': 21924, 'embark': 10785, 'gloomy': 7365, 'jehaan': 52287, 'turaqui': 52288, "child'": 20607, 'locked': 2894, 'pranced': 52289, 'exact': 2588, 'unattuned': 52290, 'minute': 783, 'skewed': 16118, 'hodgins': 40940, 'skewer': 34749, 'think\x85': 52291, 'rosenstein': 38765, 'helmit': 52292, 'wrestlemanias': 34750, 'hindered': 16826, "martha's": 30604, 'cheree': 52293, "pluckin'": 52294, 'ogles': 40941, 'heavyweight': 11932, 'aada': 82190, 'chopping': 11312, 'strongboy': 61534, 'hegemonic': 41342, 'adorns': 40942, 'xxth': 41346, 'nobuhiro': 34751, 'capitães': 52298, 'kavogianni': 52299, 'antwerp': 13422, 'celebrated': 6538, 'roarke': 52300, 'baggins': 40943, 'cheeseburgers': 31270, 'matras': 52301, "nineties'": 52302, "'craig'": 52303, 'celebrates': 12999, 'unintentionally': 3383, 'drafted': 14362, 'climby': 52304, '303': 52305, 'oldies': 18520, 'climbs': 9096, 'honour': 9655, 'plucking': 34752, '305': 30074, 'address': 5514, 'menjou': 40944, "'freak'": 42592, 'dwindling': 19508, 'benson': 9458, 'white’s': 52307, 'shamelessness': 40945, 'impacted': 21925, 'upatz': 52308, 'cusack': 3840, "flavia's": 37567, 'effette': 52309, 'influx': 34753, 'boooooooo': 52310, 'dimitrova': 52311, 'houseman': 13423, 'bigas': 25259, 'boylen': 52312, 'phillipenes': 52313, 'fakery': 40946, "grandpa's": 27658, 'darnell': 27659, 'undergone': 19509, 'handbags': 52315, 'perished': 21926, 'pooped': 37778, 'vigour': 27660, 'opposed': 3627, 'etude': 52316, "caine's": 11799, 'doozers': 52317, 'photojournals': 34754, 'perishes': 52318, 'constrains': 34755, 'migenes': 40948, 'consoled': 30605, 'alastair': 16827, 'wvs': 52319, 'ooooooh': 52320, 'approving': 34756, 'consoles': 40949, 'disparagement': 52064, 'futureistic': 52322, 'rebounding': 52323, "'date": 52324, 'gregoire': 52325, 'rutherford': 21927, 'americanised': 34757, 'novikov': 82196, 'following': 1042, 'munroe': 34758, "morita'": 52326, 'christenssen': 52327, 'oatmeal': 23106, 'fossey': 25260, 'livered': 40950, 'listens': 13000, "'marci": 76164, "otis's": 52330, 'thanking': 23387, 'maude': 16019, 'extensions': 34759, 'ameteurish': 52332, "commender's": 52333, 'agricultural': 27661, 'convincingly': 4518, 'fueled': 17639, 'mahattan': 54014, "paris's": 40952, 'vulkan': 52336, 'stapes': 52337, 'odysessy': 52338, 'harmon': 12259, 'surfing': 4252, 'halloran': 23494, 'unbelieveably': 49580, "'offed'": 52339, 'quadrant': 30607, 'inhabiting': 19510, 'nebbish': 34760, 'forebears': 40953, 'skirmish': 34761, 'ocassionally': 52340, "'resist": 52341, 'impactful': 21928, 'spicier': 52342, 'touristy': 40954, "'football'": 52343, 'webpage': 40955, 'exurbia': 52345, 'jucier': 52346, 'professors': 14901, 'structuring': 34762, 'jig': 30608, 'overlord': 40956, 'disconnect': 25261, 'sniffle': 82201, 'slimeball': 40957, 'jia': 40958, 'milked': 16828, 'banjoes': 40959, 'jim': 1237, 'workforces': 52348, 'jip': 52349, 'rotweiller': 52350, 'mundaneness': 34763, "'ninja'": 52351, "dead'": 11040, "cipriani's": 40960, 'modestly': 20608, "professor'": 52352, 'shacked': 40961, 'bashful': 34764, 'sorter': 23388, 'overpowering': 16120, 'workmanlike': 18521, 'henpecked': 27662, 'sorted': 18522, "jōb's": 52354, "'always": 52355, "'baptists": 34765, 'dreamcatchers': 52356, "'silence'": 52357, 'hickory': 21929, 'fun\x97yet': 52358, 'breakumentary': 52359, 'didn': 15496, 'didi': 52360, 'pealing': 52361, 'dispite': 40962, "italy's": 25262, 'instability': 21930, 'quarter': 6539, 'quartet': 12608, 'padmé': 52362, "'bleedmedry": 52363, 'pahalniuk': 52364, 'honduras': 52365, 'bursting': 10786, "pablo's": 41465, 'irremediably': 52367, 'presages': 40963, 'bowlegged': 57832, 'dalip': 65183, 'entering': 6260, 'newsradio': 76172, 'presaged': 54150, "giallo's": 27663, 'bouyant': 40964, 'amerterish': 52368, 'rajni': 18523, 'leeves': 30610, 'macauley': 34767, 'seriously': 612, 'sugercoma': 52369, 'grimstead': 52370, "'fairy'": 52371, 'zenda': 30611, "'twins'": 52372, 'realisation': 17640, 'highsmith': 27664, 'raunchy': 7817, 'incentives': 40965, 'flatson': 52374, 'snooker': 35097, 'crazies': 16829, 'crazier': 14902, 'grandma': 7094, 'napunsaktha': 52375, 'workmanship': 30612, 'reisner': 52376, "sanford's": 61306, '\x91doña': 52377, 'modest': 6108, "everything's": 19153, 'hamer': 40966, "couldn't'": 52379, 'quibble': 13001, 'socking': 52380, 'tingler': 21931, 'gutman': 52381, 'lachlan': 40967, 'tableaus': 52382, 'headbanger': 52383, 'spoken': 2847, 'cerebrally': 34768, "'road": 23490, 'tableaux': 21932, "proust's": 40968, 'periodical': 40969, "shoveller's": 52385, 'tamara': 25263, 'affords': 17641, 'concert': 3249, "yara's": 87955, 'someome': 52386, 'lingering': 8424, "abraham's": 41511, 'beesley': 34769, 'cherbourg': 34770, 'kagan': 28624, 'snatch': 9097, "miyazaki's": 9260, 'absorbs': 25264, "koltai's": 40970, 'tingled': 64027, 'crossroads': 19511, 'rehab': 16121, 'falworth': 52389, 'sequals': 52390, ...}

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11315: 'chopping', 61537: 'strongboy', 41345: 'hegemonic', 40945: 'adorns', 41349: 'xxth', 34754: 'nobuhiro', 52301: 'capitães', 52302: 'kavogianni', 13425: 'antwerp', 6541: 'celebrated', 52303: 'roarke', 40946: 'baggins', 31273: 'cheeseburgers', 52304: 'matras', 52305: "nineties'", 52306: "'craig'", 13002: 'celebrates', 3386: 'unintentionally', 14365: 'drafted', 52307: 'climby', 52308: '303', 18523: 'oldies', 9099: 'climbs', 9658: 'honour', 34755: 'plucking', 30077: '305', 5517: 'address', 40947: 'menjou', 42595: "'freak'", 19511: 'dwindling', 9461: 'benson', 52310: 'white’s', 40948: 'shamelessness', 21928: 'impacted', 52311: 'upatz', 3843: 'cusack', 37570: "flavia's", 52312: 'effette', 34756: 'influx', 52313: 'boooooooo', 52314: 'dimitrova', 13426: 'houseman', 25262: 'bigas', 52315: 'boylen', 52316: 'phillipenes', 40949: 'fakery', 27661: "grandpa's", 27662: 'darnell', 19512: 'undergone', 52318: 'handbags', 21929: 'perished', 37781: 'pooped', 27663: 'vigour', 3630: 'opposed', 52319: 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CookieSensei

imdb eda

IMDB Sentiment Analysis - Exploratory Data Analysis (EDA)

1. Import Libraries

2. Load IMDB Dataset using TensorFlow

3. Understanding Encoded Reviews

4. Decode Reviews Back to Text

5. Review Length Distribution

Model training pre processing

Lesson resources

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