Sentiment Classification & How To "Frame Problems" for a Neural Network

by Andrew Trask

What You Should Already Know

  • neural networks, forward and back-propagation
  • stochastic gradient descent
  • mean squared error
  • and train/test splits

Where to Get Help if You Need it

  • Re-watch previous Udacity Lectures
  • Leverage the recommended Course Reading Material - Grokking Deep Learning (40% Off: traskud17)
  • Shoot me a tweet @iamtrask

Tutorial Outline:

  • Intro: The Importance of "Framing a Problem"
  • Curate a Dataset
  • Developing a "Predictive Theory"
  • PROJECT 1: Quick Theory Validation
  • Transforming Text to Numbers
  • PROJECT 2: Creating the Input/Output Data
  • Putting it all together in a Neural Network
  • PROJECT 3: Building our Neural Network
  • Understanding Neural Noise
  • PROJECT 4: Making Learning Faster by Reducing Noise
  • Analyzing Inefficiencies in our Network
  • PROJECT 5: Making our Network Train and Run Faster
  • Further Noise Reduction
  • PROJECT 6: Reducing Noise by Strategically Reducing the Vocabulary
  • Analysis: What's going on in the weights?

Lesson: Curate a Dataset


In [1]:
def pretty_print_review_and_label(i):
    print(labels[i] + "\t:\t" + reviews[i][:80] + "...")

g = open('reviews.txt','r') # What we know!
reviews = list(map(lambda x:x[:-1],g.readlines()))
g.close()

g = open('labels.txt','r') # What we WANT to know!
labels = list(map(lambda x:x[:-1].upper(),g.readlines()))
g.close()

In [2]:
len(reviews)


Out[2]:
25000

In [5]:
reviews[1]


Out[5]:
'story of a man who has unnatural feelings for a pig . starts out with a opening scene that is a terrific example of absurd comedy . a formal orchestra audience is turned into an insane  violent mob by the crazy chantings of it  s singers . unfortunately it stays absurd the whole time with no general narrative eventually making it just too off putting . even those from the era should be turned off . the cryptic dialogue would make shakespeare seem easy to a third grader . on a technical level it  s better than you might think with some good cinematography by future great vilmos zsigmond . future stars sally kirkland and frederic forrest can be seen briefly .  '

In [6]:
labels[1]


Out[6]:
'NEGATIVE'

Lesson: Develop a Predictive Theory


In [7]:
print("labels.txt \t : \t reviews.txt\n")
pretty_print_review_and_label(2137)
pretty_print_review_and_label(12816)
pretty_print_review_and_label(6267)
pretty_print_review_and_label(21934)
pretty_print_review_and_label(5297)
pretty_print_review_and_label(4998)


labels.txt 	 : 	 reviews.txt

NEGATIVE	:	this movie is terrible but it has some good effects .  ...
POSITIVE	:	adrian pasdar is excellent is this film . he makes a fascinating woman .  ...
NEGATIVE	:	comment this movie is impossible . is terrible  very improbable  bad interpretat...
POSITIVE	:	excellent episode movie ala pulp fiction .  days   suicides . it doesnt get more...
NEGATIVE	:	if you haven  t seen this  it  s terrible . it is pure trash . i saw this about ...
POSITIVE	:	this schiffer guy is a real genius  the movie is of excellent quality and both e...

Quick Theory Validation


In [11]:
import random
for i in range(100):
    pretty_print_review_and_label(i+random.randint(10, 100))


NEGATIVE	:	the storyline was okay . akshay kumar was good as always and that was the only g...
POSITIVE	:	the ship may have sunk but the movie didn  t    director  james cameron  from  t...
NEGATIVE	:	this film is mediocre at best . angie harmon is as funny as a bag of hammers . h...
NEGATIVE	:	i would have liked to write about the story  but there wasn  t any . i would hav...
POSITIVE	:	what  s inexplicable  firstly  the hatred towards this movie . it may not be the...
POSITIVE	:	to all the miserable people who have done everything from complain about the dia...
POSITIVE	:	sure  titanic was a good movie  the first time you see it  but you really should...
POSITIVE	:	the night listener held my attention  with robin williams shining as a new york ...
POSITIVE	:	titanic has to be one of my all  time favorite movies . it has its problems  wha...
NEGATIVE	:	this film is about a male escort getting involved in a murder investigation that...
POSITIVE	:	the night listener is probably not one of william  s best roles  but he makes a ...
NEGATIVE	:	i saw this movie at a drive  in in     . until  howard the duck  i considered th...
NEGATIVE	:	such a long awaited movie . . but it has disappointed me and my friends who had ...
POSITIVE	:	there  s so many things to fall for in aro tolbukhin . en la mente del asesino  ...
POSITIVE	:	i avoided watching this film for the longest time . long before it was even rele...
NEGATIVE	:	shame on yash raj films and aditya chopra who seems to have lost their intellige...
NEGATIVE	:	this movie is horrible . the acting is a waste basket . no crying  no action  ho...
POSITIVE	:	titanic has to be one of my all  time favorite movies . it has its problems  wha...
POSITIVE	:	daniell steel  s daddy  what a refreshing story . this movie glorified the impor...
NEGATIVE	:	ok  i am not japanese . i do know a little about japanese culture  and a little ...
NEGATIVE	:	first lesson that some film makers  particularly those inspired by hollywood  ne...
POSITIVE	:	after seeing several movies of villaronga  i had a pretty clear opinion about hi...
POSITIVE	:	somewhat funny and well  paced action thriller that has jamie foxx as a hapless ...
POSITIVE	:	family problems abound in real life and that is what this movie is about . love ...
NEGATIVE	:	a little girl  s dead body is found stripped of all possible means of identifica...
NEGATIVE	:	absolutely awful movie . utter waste of time .  br    br   background music is s...
NEGATIVE	:	i just saw the movie in theater . the movie has very few good points to talk abo...
POSITIVE	:	titanic has to be one of my all  time favorite movies . it has its problems  wha...
POSITIVE	:	family problems abound in real life and that is what this movie is about . love ...
NEGATIVE	:	masters of horror the screwfly solution starts as america is being infected by a...
POSITIVE	:	for me personally this film goes down in my top four of all time . no exceptions...
NEGATIVE	:	the worst movie i have seen since tera jadoo chal gaya . there is no story  no h...
NEGATIVE	:	i was fascinated as to how truly bad this movie was . was the viewer supposed to...
NEGATIVE	:	i would have liked to write about the story  but there wasn  t any . i would hav...
POSITIVE	:	titanic is a long but well made tragic adventure love story that takes place dur...
POSITIVE	:	every once in a while the conversation will turn to  favorite movies .  i  ll me...
NEGATIVE	:	i  m not alone in admiring the first superman movie  a film that richard donner ...
NEGATIVE	:	jewish newspaper reporter justin timberlake  as joshua  josh  pollack  is puzzle...
NEGATIVE	:	the author sets out on a  journey of discovery  of his  roots  in the southern t...
POSITIVE	:	after a brief prologue showing a masked man stalking and then slashing the throa...
POSITIVE	:	wow . what a wonderful film . the script is nearly perfect it appears this is th...
NEGATIVE	:	masters of horror the screwfly solution starts as america is being infected by a...
POSITIVE	:	one of the most heart  warming foreign films i  ve ever seen .  br    br   the y...
NEGATIVE	:	warner bros . made many potboilers in the     s and most of them are fast paced ...
NEGATIVE	:	i  ve now written reviews for several of the moh episodes  and this is among the...
POSITIVE	:	this movie re  wrote film history in every way . no one cares what anyone thinks...
POSITIVE	:	another aussie masterpiece  this delves into the world of the unknown and the su...
POSITIVE	:	back in      do i remember that year clinton bans cloning research  the unfortun...
POSITIVE	:	family problems abound in real life and that is what this movie is about . love ...
NEGATIVE	:	  the curse of frankenstein  sticks faithfully to mary shelley  s story for one ...
NEGATIVE	:	i would have liked to write about the story  but there wasn  t any . i would hav...
NEGATIVE	:	i grew up on the  superman ii  theatrical version   s  t   and as a kid  i loved...
POSITIVE	:	to all the miserable people who have done everything from complain about the dia...
POSITIVE	:	titanic is a classic . i was really surprised that this movie didn  t have a sol...
POSITIVE	:	every once in a while the conversation will turn to  favorite movies .  i  ll me...
NEGATIVE	:	this is the biggest flop of     . i don know what director has is his mind of cr...
POSITIVE	:	just two comments . . . . seven years apart  hardly evidence of the film  s rele...
POSITIVE	:	this movie was excellent . a sad truth to how culture tends to clash with the se...
NEGATIVE	:	i grew up on the  superman ii  theatrical version   s  t   and as a kid  i loved...
NEGATIVE	:	tashan  the title itself explains the nature of the movie .  br    br   this typ...
POSITIVE	:	i must admit  when i read the description of the genre on netflix as  steamy rom...
NEGATIVE	:	this movie is horrible . the acting is a waste basket . no crying  no action  ho...
NEGATIVE	:	so . . . we get so see added footage of brando . . . interesting but not exactly...
NEGATIVE	:	jewish newspaper reporter justin timberlake  as joshua  josh  pollack  is puzzle...
NEGATIVE	:	all the world said that the film tashan would be a good movie with great pleasur...
POSITIVE	:	i must admit  when i read the description of the genre on netflix as  steamy rom...
NEGATIVE	:	the author sets out on a  journey of discovery  of his  roots  in the southern t...
NEGATIVE	:	warner bros . made many potboilers in the     s and most of them are fast paced ...
NEGATIVE	:	i  m not alone in admiring the first superman movie  a film that richard donner ...
NEGATIVE	:	the author sets out on a  journey of discovery  of his  roots  in the southern t...
POSITIVE	:	this movie is worth seeing for the visual beauty and moving acting alone  but th...
NEGATIVE	:	the sight of kareena kapoor in a two  piece bikini is about the only thing that ...
NEGATIVE	:	all the world said that the film tashan would be a good movie with great pleasur...
NEGATIVE	:	i wasn  t terribly impressed with dante  s  st season offering in  homecoming   ...
NEGATIVE	:	this movie is horrible . the acting is a waste basket . no crying  no action  ho...
POSITIVE	:	back in      do i remember that year clinton bans cloning research  the unfortun...
POSITIVE	:	wang bianlian is an old street performer who is known as a  king of masks  for h...
NEGATIVE	:	this is the biggest flop of     . i don know what director has is his mind of cr...
NEGATIVE	:	i found it very very difficulty to watch this after the initial  minutes of the ...
NEGATIVE	:	well  at least my theater group did  lol . so of course i remember watching grea...
POSITIVE	:	wang bianlian is an old street performer who is known as a  king of masks  for h...
NEGATIVE	:	i grew up on the  superman ii  theatrical version   s  t   and as a kid  i loved...
NEGATIVE	:	this is an awful film . yea the girls are pretty but its not very good . the plo...
POSITIVE	:	wow . what a wonderful film . the script is nearly perfect it appears this is th...
POSITIVE	:	family problems abound in real life and that is what this movie is about . love ...
POSITIVE	:	the filming is pleasant and the environment is keenly realistic . i liked that i...
NEGATIVE	:	this is an awful film . yea the girls are pretty but its not very good . the plo...
NEGATIVE	:	i grew up on the  superman ii  theatrical version   s  t   and as a kid  i loved...
POSITIVE	:	the filming is pleasant and the environment is keenly realistic . i liked that i...
NEGATIVE	:	i laughed all the way through this rotten movie . it  s so unbelievable . a woma...
NEGATIVE	:	i gave this  stars because it has a lot of interesting themes many here have alr...
POSITIVE	:	an unexpected pleasure as i had heard nothing about this film .  br    br   sham...
NEGATIVE	:	warner bros . made many potboilers in the     s and most of them are fast paced ...
NEGATIVE	:	i gave this  stars because it has a lot of interesting themes many here have alr...
NEGATIVE	:	the author sets out on a  journey of discovery  of his  roots  in the southern t...
POSITIVE	:	as i was watching this film on video last night  i kept getting these tingles th...
NEGATIVE	:	this movie was okay  but it certainly defeats the claim that homosexuals are  bo...
POSITIVE	:	wang bianlian is an old street performer who is known as a  king of masks  for h...
NEGATIVE	:	  the curse of frankenstein  sticks faithfully to mary shelley  s story for one ...
NEGATIVE	:	i saw this film at its premier at sundance   .  br    br   since american beauty...

In [12]:
from collections import Counter
import numpy as np

In [13]:
positive_counts = Counter()
negative_counts = Counter()
total_counts = Counter()

In [15]:
for i in range(len(reviews)):
    if(labels[i] == 'POSITIVE'):
        for word in reviews[i].split(" "):
            positive_counts[word] += 1
        
    else:
        for word in reviews[i].split(" "):
            negative_counts[word] += 1
            total_counts[word] += 1

In [17]:
positive_counts.most_common()


Out[17]:
[('', 550468),
 ('the', 173324),
 ('.', 159654),
 ('and', 89722),
 ('a', 83688),
 ('of', 76855),
 ('to', 66746),
 ('is', 57245),
 ('in', 50215),
 ('br', 49235),
 ('it', 48025),
 ('i', 40743),
 ('that', 35630),
 ('this', 35080),
 ('s', 33815),
 ('as', 26308),
 ('with', 23247),
 ('for', 22416),
 ('was', 21917),
 ('film', 20937),
 ('but', 20822),
 ('movie', 19074),
 ('his', 17227),
 ('on', 17008),
 ('you', 16681),
 ('he', 16282),
 ('are', 14807),
 ('not', 14272),
 ('t', 13720),
 ('one', 13655),
 ('have', 12587),
 ('be', 12416),
 ('by', 11997),
 ('all', 11942),
 ('who', 11464),
 ('an', 11294),
 ('at', 11234),
 ('from', 10767),
 ('her', 10474),
 ('they', 9895),
 ('has', 9186),
 ('so', 9154),
 ('like', 9038),
 ('about', 8313),
 ('very', 8305),
 ('out', 8134),
 ('there', 8057),
 ('she', 7779),
 ('what', 7737),
 ('or', 7732),
 ('good', 7720),
 ('more', 7521),
 ('when', 7456),
 ('some', 7441),
 ('if', 7285),
 ('just', 7152),
 ('can', 7001),
 ('story', 6780),
 ('time', 6515),
 ('my', 6488),
 ('great', 6419),
 ('well', 6405),
 ('up', 6321),
 ('which', 6267),
 ('their', 6107),
 ('see', 6026),
 ('also', 5550),
 ('we', 5531),
 ('really', 5476),
 ('would', 5400),
 ('will', 5218),
 ('me', 5167),
 ('had', 5148),
 ('only', 5137),
 ('him', 5018),
 ('even', 4964),
 ('most', 4864),
 ('other', 4858),
 ('were', 4782),
 ('first', 4755),
 ('than', 4736),
 ('much', 4685),
 ('its', 4622),
 ('no', 4574),
 ('into', 4544),
 ('people', 4479),
 ('best', 4319),
 ('love', 4301),
 ('get', 4272),
 ('how', 4213),
 ('life', 4199),
 ('been', 4189),
 ('because', 4079),
 ('way', 4036),
 ('do', 3941),
 ('made', 3823),
 ('films', 3813),
 ('them', 3805),
 ('after', 3800),
 ('many', 3766),
 ('two', 3733),
 ('too', 3659),
 ('think', 3655),
 ('movies', 3586),
 ('characters', 3560),
 ('character', 3514),
 ('don', 3468),
 ('man', 3460),
 ('show', 3432),
 ('watch', 3424),
 ('seen', 3414),
 ('then', 3358),
 ('little', 3341),
 ('still', 3340),
 ('make', 3303),
 ('could', 3237),
 ('never', 3226),
 ('being', 3217),
 ('where', 3173),
 ('does', 3069),
 ('over', 3017),
 ('any', 3002),
 ('while', 2899),
 ('know', 2833),
 ('did', 2790),
 ('years', 2758),
 ('here', 2740),
 ('ever', 2734),
 ('end', 2696),
 ('these', 2694),
 ('such', 2590),
 ('real', 2568),
 ('scene', 2567),
 ('back', 2547),
 ('those', 2485),
 ('though', 2475),
 ('off', 2463),
 ('new', 2458),
 ('your', 2453),
 ('go', 2440),
 ('acting', 2437),
 ('plot', 2432),
 ('world', 2429),
 ('scenes', 2427),
 ('say', 2414),
 ('through', 2409),
 ('makes', 2390),
 ('better', 2381),
 ('now', 2368),
 ('work', 2346),
 ('young', 2343),
 ('old', 2311),
 ('ve', 2307),
 ('find', 2272),
 ('both', 2248),
 ('before', 2177),
 ('us', 2162),
 ('again', 2158),
 ('series', 2153),
 ('quite', 2143),
 ('something', 2135),
 ('cast', 2133),
 ('should', 2121),
 ('part', 2098),
 ('always', 2088),
 ('lot', 2087),
 ('another', 2075),
 ('actors', 2047),
 ('director', 2040),
 ('family', 2032),
 ('between', 2016),
 ('own', 2016),
 ('m', 1998),
 ('may', 1997),
 ('same', 1972),
 ('role', 1967),
 ('watching', 1966),
 ('every', 1954),
 ('funny', 1953),
 ('doesn', 1935),
 ('performance', 1928),
 ('few', 1918),
 ('bad', 1907),
 ('look', 1900),
 ('re', 1884),
 ('why', 1855),
 ('things', 1849),
 ('times', 1832),
 ('big', 1815),
 ('however', 1795),
 ('actually', 1790),
 ('action', 1789),
 ('going', 1783),
 ('bit', 1757),
 ('comedy', 1742),
 ('down', 1740),
 ('music', 1738),
 ('must', 1728),
 ('take', 1709),
 ('saw', 1692),
 ('long', 1690),
 ('right', 1688),
 ('fun', 1686),
 ('fact', 1684),
 ('excellent', 1683),
 ('around', 1674),
 ('didn', 1672),
 ('without', 1671),
 ('thing', 1662),
 ('thought', 1639),
 ('got', 1635),
 ('each', 1630),
 ('day', 1614),
 ('feel', 1597),
 ('seems', 1596),
 ('come', 1594),
 ('done', 1586),
 ('beautiful', 1580),
 ('especially', 1572),
 ('played', 1571),
 ('almost', 1566),
 ('want', 1562),
 ('yet', 1556),
 ('give', 1553),
 ('pretty', 1549),
 ('last', 1543),
 ('since', 1519),
 ('different', 1504),
 ('although', 1501),
 ('gets', 1490),
 ('true', 1487),
 ('interesting', 1481),
 ('job', 1470),
 ('enough', 1455),
 ('our', 1454),
 ('shows', 1447),
 ('horror', 1441),
 ('woman', 1439),
 ('tv', 1400),
 ('probably', 1398),
 ('father', 1395),
 ('original', 1393),
 ('girl', 1390),
 ('point', 1379),
 ('plays', 1378),
 ('wonderful', 1372),
 ('far', 1358),
 ('course', 1358),
 ('john', 1350),
 ('rather', 1340),
 ('isn', 1328),
 ('ll', 1326),
 ('later', 1324),
 ('dvd', 1324),
 ('whole', 1310),
 ('war', 1310),
 ('d', 1307),
 ('found', 1306),
 ('away', 1306),
 ('screen', 1305),
 ('nothing', 1300),
 ('year', 1297),
 ('once', 1296),
 ('hard', 1294),
 ('together', 1280),
 ('set', 1277),
 ('am', 1277),
 ('having', 1266),
 ('making', 1265),
 ('place', 1263),
 ('might', 1260),
 ('comes', 1260),
 ('sure', 1253),
 ('american', 1248),
 ('play', 1245),
 ('kind', 1244),
 ('perfect', 1242),
 ('takes', 1242),
 ('performances', 1237),
 ('himself', 1230),
 ('worth', 1221),
 ('everyone', 1221),
 ('anyone', 1214),
 ('actor', 1203),
 ('three', 1201),
 ('wife', 1196),
 ('classic', 1192),
 ('goes', 1186),
 ('ending', 1178),
 ('version', 1168),
 ('star', 1149),
 ('enjoy', 1146),
 ('book', 1142),
 ('nice', 1132),
 ('everything', 1128),
 ('during', 1124),
 ('put', 1118),
 ('seeing', 1111),
 ('least', 1102),
 ('house', 1100),
 ('high', 1095),
 ('watched', 1094),
 ('loved', 1087),
 ('men', 1087),
 ('night', 1082),
 ('anything', 1075),
 ('believe', 1071),
 ('guy', 1071),
 ('top', 1063),
 ('amazing', 1058),
 ('hollywood', 1056),
 ('looking', 1053),
 ('main', 1044),
 ('definitely', 1043),
 ('gives', 1031),
 ('home', 1029),
 ('seem', 1028),
 ('episode', 1023),
 ('audience', 1020),
 ('sense', 1020),
 ('truly', 1017),
 ('special', 1011),
 ('second', 1009),
 ('short', 1009),
 ('fan', 1009),
 ('mind', 1005),
 ('human', 1001),
 ('recommend', 999),
 ('full', 996),
 ('black', 995),
 ('help', 991),
 ('along', 989),
 ('trying', 987),
 ('small', 986),
 ('death', 985),
 ('friends', 981),
 ('remember', 974),
 ('often', 970),
 ('said', 966),
 ('favorite', 962),
 ('heart', 959),
 ('early', 957),
 ('left', 956),
 ('until', 955),
 ('script', 954),
 ('let', 954),
 ('maybe', 937),
 ('today', 936),
 ('live', 934),
 ('less', 934),
 ('moments', 933),
 ('others', 929),
 ('brilliant', 926),
 ('shot', 925),
 ('liked', 923),
 ('become', 916),
 ('won', 915),
 ('used', 910),
 ('style', 907),
 ('mother', 895),
 ('lives', 894),
 ('came', 893),
 ('stars', 890),
 ('cinema', 889),
 ('looks', 885),
 ('perhaps', 884),
 ('read', 882),
 ('enjoyed', 879),
 ('boy', 875),
 ('drama', 873),
 ('highly', 871),
 ('given', 870),
 ('playing', 867),
 ('use', 864),
 ('next', 859),
 ('women', 858),
 ('fine', 857),
 ('effects', 856),
 ('kids', 854),
 ('entertaining', 853),
 ('need', 852),
 ('line', 850),
 ('works', 848),
 ('someone', 847),
 ('mr', 836),
 ('simply', 835),
 ('picture', 833),
 ('children', 833),
 ('face', 831),
 ('keep', 831),
 ('friend', 831),
 ('dark', 830),
 ('overall', 828),
 ('certainly', 828),
 ('minutes', 827),
 ('wasn', 824),
 ('history', 822),
 ('finally', 820),
 ('couple', 816),
 ('against', 815),
 ('son', 809),
 ('understand', 808),
 ('lost', 807),
 ('michael', 805),
 ('else', 801),
 ('throughout', 798),
 ('fans', 797),
 ('city', 792),
 ('reason', 789),
 ('written', 787),
 ('production', 787),
 ('several', 784),
 ('school', 783),
 ('based', 781),
 ('rest', 781),
 ('try', 780),
 ('dead', 776),
 ('hope', 775),
 ('strong', 768),
 ('white', 765),
 ('tell', 759),
 ('itself', 758),
 ('half', 753),
 ('person', 749),
 ('sometimes', 746),
 ('past', 744),
 ('start', 744),
 ('genre', 743),
 ('beginning', 739),
 ('final', 739),
 ('town', 738),
 ('art', 734),
 ('humor', 732),
 ('game', 732),
 ('yes', 731),
 ('idea', 731),
 ('late', 730),
 ('becomes', 729),
 ('despite', 729),
 ('able', 726),
 ('case', 726),
 ('money', 723),
 ('child', 721),
 ('completely', 721),
 ('side', 719),
 ('camera', 716),
 ('getting', 714),
 ('instead', 712),
 ('soon', 702),
 ('under', 700),
 ('viewer', 699),
 ('age', 697),
 ('days', 696),
 ('stories', 696),
 ('felt', 694),
 ('simple', 694),
 ('roles', 693),
 ('video', 688),
 ('name', 683),
 ('either', 683),
 ('doing', 677),
 ('turns', 674),
 ('wants', 671),
 ('close', 671),
 ('title', 669),
 ('wrong', 668),
 ('went', 666),
 ('james', 665),
 ('evil', 659),
 ('budget', 657),
 ('episodes', 657),
 ('relationship', 655),
 ('fantastic', 653),
 ('piece', 653),
 ('david', 651),
 ('turn', 648),
 ('murder', 646),
 ('parts', 645),
 ('brother', 644),
 ('absolutely', 643),
 ('head', 643),
 ('experience', 642),
 ('eyes', 641),
 ('sex', 638),
 ('direction', 637),
 ('called', 637),
 ('directed', 636),
 ('lines', 634),
 ('behind', 633),
 ('sort', 632),
 ('actress', 631),
 ('lead', 630),
 ('oscar', 628),
 ('including', 627),
 ('example', 627),
 ('known', 625),
 ('musical', 625),
 ('chance', 621),
 ('score', 620),
 ('already', 619),
 ('feeling', 619),
 ('hit', 619),
 ('voice', 615),
 ('moment', 612),
 ('living', 612),
 ('low', 610),
 ('supporting', 610),
 ('ago', 609),
 ('themselves', 608),
 ('reality', 605),
 ('hilarious', 605),
 ('jack', 604),
 ('told', 603),
 ('hand', 601),
 ('quality', 600),
 ('moving', 600),
 ('dialogue', 600),
 ('song', 599),
 ('happy', 599),
 ('matter', 598),
 ('paul', 598),
 ('light', 594),
 ('future', 593),
 ('entire', 592),
 ('finds', 591),
 ('gave', 589),
 ('laugh', 587),
 ('released', 586),
 ('expect', 584),
 ('fight', 581),
 ('particularly', 580),
 ('cinematography', 579),
 ('police', 579),
 ('whose', 578),
 ('type', 578),
 ('sound', 578),
 ('view', 573),
 ('enjoyable', 573),
 ('number', 572),
 ('romantic', 572),
 ('husband', 572),
 ('daughter', 572),
 ('documentary', 571),
 ('self', 570),
 ('superb', 569),
 ('modern', 569),
 ('took', 569),
 ('robert', 569),
 ('mean', 566),
 ('shown', 563),
 ('coming', 561),
 ('important', 560),
 ('king', 559),
 ('leave', 559),
 ('change', 558),
 ('somewhat', 555),
 ('wanted', 555),
 ('tells', 554),
 ('events', 552),
 ('run', 552),
 ('career', 552),
 ('country', 552),
 ('heard', 550),
 ('season', 550),
 ('greatest', 549),
 ('girls', 549),
 ('etc', 547),
 ('care', 546),
 ('starts', 545),
 ('english', 542),
 ('killer', 541),
 ('tale', 540),
 ('guys', 540),
 ('totally', 540),
 ('animation', 540),
 ('usual', 539),
 ('miss', 535),
 ('opinion', 535),
 ('easy', 531),
 ('violence', 531),
 ('songs', 530),
 ('british', 528),
 ('says', 526),
 ('realistic', 525),
 ('writing', 524),
 ('writer', 522),
 ('act', 522),
 ('comic', 521),
 ('thriller', 519),
 ('television', 517),
 ('power', 516),
 ('ones', 515),
 ('kid', 514),
 ('york', 513),
 ('novel', 513),
 ('alone', 512),
 ('problem', 512),
 ('attention', 509),
 ('involved', 508),
 ('kill', 507),
 ('extremely', 507),
 ('seemed', 506),
 ('hero', 505),
 ('french', 505),
 ('rock', 504),
 ('stuff', 501),
 ('wish', 499),
 ('begins', 498),
 ('taken', 497),
 ('sad', 497),
 ('ways', 496),
 ('richard', 495),
 ('knows', 494),
 ('atmosphere', 493),
 ('similar', 491),
 ('surprised', 491),
 ('taking', 491),
 ('car', 491),
 ('george', 490),
 ('perfectly', 490),
 ('across', 489),
 ('team', 489),
 ('eye', 489),
 ('sequence', 489),
 ('room', 488),
 ('due', 488),
 ('among', 488),
 ('serious', 488),
 ('powerful', 488),
 ('strange', 487),
 ('order', 487),
 ('cannot', 487),
 ('b', 487),
 ('beauty', 486),
 ('famous', 485),
 ('happened', 484),
 ('tries', 484),
 ('herself', 484),
 ('myself', 484),
 ('class', 483),
 ('four', 482),
 ('cool', 481),
 ('release', 479),
 ('anyway', 479),
 ('theme', 479),
 ('opening', 478),
 ('entertainment', 477),
 ('slow', 475),
 ('ends', 475),
 ('unique', 475),
 ('exactly', 475),
 ('easily', 474),
 ('level', 474),
 ('o', 474),
 ('red', 474),
 ('interest', 472),
 ('happen', 471),
 ('crime', 470),
 ('viewing', 468),
 ('sets', 467),
 ('memorable', 467),
 ('stop', 466),
 ('group', 466),
 ('problems', 463),
 ('dance', 463),
 ('working', 463),
 ('sister', 463),
 ('message', 463),
 ('knew', 462),
 ('mystery', 461),
 ('nature', 461),
 ('bring', 460),
 ('believable', 459),
 ('thinking', 459),
 ('brought', 459),
 ('mostly', 458),
 ('disney', 457),
 ('couldn', 457),
 ('society', 456),
 ('lady', 455),
 ('within', 455),
 ('blood', 454),
 ('parents', 453),
 ('upon', 453),
 ('viewers', 453),
 ('meets', 452),
 ('form', 452),
 ('peter', 452),
 ('tom', 452),
 ('usually', 452),
 ('soundtrack', 452),
 ('local', 450),
 ('certain', 448),
 ('follow', 448),
 ('whether', 447),
 ('possible', 446),
 ('emotional', 445),
 ('killed', 444),
 ('above', 444),
 ('de', 444),
 ('god', 443),
 ('middle', 443),
 ('needs', 442),
 ('happens', 442),
 ('flick', 442),
 ('masterpiece', 441),
 ('period', 440),
 ('major', 440),
 ('named', 439),
 ('haven', 439),
 ('particular', 438),
 ('th', 438),
 ('earth', 437),
 ('feature', 437),
 ('stand', 436),
 ('words', 435),
 ('typical', 435),
 ('elements', 433),
 ('obviously', 433),
 ('romance', 431),
 ('jane', 430),
 ('yourself', 427),
 ('showing', 427),
 ('brings', 426),
 ('fantasy', 426),
 ('guess', 423),
 ('america', 423),
 ('unfortunately', 422),
 ('huge', 422),
 ('indeed', 421),
 ('running', 421),
 ('talent', 420),
 ('stage', 419),
 ('started', 418),
 ('leads', 417),
 ('sweet', 417),
 ('japanese', 417),
 ('poor', 416),
 ('deal', 416),
 ('incredible', 413),
 ('personal', 413),
 ('fast', 412),
 ('became', 410),
 ('deep', 410),
 ('hours', 409),
 ('giving', 408),
 ('nearly', 408),
 ('dream', 408),
 ('clearly', 407),
 ('turned', 407),
 ('obvious', 406),
 ('near', 406),
 ('cut', 405),
 ('surprise', 405),
 ('era', 404),
 ('body', 404),
 ('hour', 403),
 ('female', 403),
 ('five', 403),
 ('note', 399),
 ('learn', 398),
 ('truth', 398),
 ('except', 397),
 ('feels', 397),
 ('match', 397),
 ('tony', 397),
 ('filmed', 394),
 ('clear', 394),
 ('complete', 394),
 ('street', 393),
 ('eventually', 393),
 ('keeps', 393),
 ('older', 393),
 ('lots', 393),
 ('buy', 392),
 ('william', 391),
 ('stewart', 391),
 ('fall', 390),
 ('joe', 390),
 ('meet', 390),
 ('unlike', 389),
 ('talking', 389),
 ('shots', 389),
 ('rating', 389),
 ('difficult', 389),
 ('dramatic', 388),
 ('means', 388),
 ('situation', 386),
 ('wonder', 386),
 ('present', 386),
 ('appears', 386),
 ('subject', 386),
 ('comments', 385),
 ('general', 383),
 ('sequences', 383),
 ('lee', 383),
 ('points', 382),
 ('earlier', 382),
 ('gone', 379),
 ('check', 379),
 ('suspense', 378),
 ('recommended', 378),
 ('ten', 378),
 ('third', 377),
 ('business', 377),
 ('talk', 375),
 ('leaves', 375),
 ('beyond', 375),
 ('portrayal', 374),
 ('beautifully', 373),
 ('single', 372),
 ('bill', 372),
 ('plenty', 371),
 ('word', 371),
 ('whom', 370),
 ('falls', 370),
 ('scary', 369),
 ('non', 369),
 ('figure', 369),
 ('battle', 369),
 ('using', 368),
 ('return', 368),
 ('doubt', 367),
 ('add', 367),
 ('hear', 366),
 ('solid', 366),
 ('success', 366),
 ('jokes', 365),
 ('oh', 365),
 ('touching', 365),
 ('political', 365),
 ('hell', 364),
 ('awesome', 364),
 ('boys', 364),
 ('sexual', 362),
 ('recently', 362),
 ('dog', 362),
 ('please', 361),
 ('wouldn', 361),
 ('straight', 361),
 ('features', 361),
 ('forget', 360),
 ('setting', 360),
 ('lack', 360),
 ('married', 359),
 ('mark', 359),
 ('social', 357),
 ('interested', 356),
 ('adventure', 356),
 ('actual', 355),
 ('terrific', 355),
 ('sees', 355),
 ('brothers', 355),
 ('move', 354),
 ('call', 354),
 ('various', 353),
 ('theater', 353),
 ('dr', 353),
 ('animated', 352),
 ('western', 351),
 ('baby', 350),
 ('space', 350),
 ('leading', 348),
 ('disappointed', 348),
 ('portrayed', 346),
 ('aren', 346),
 ('screenplay', 345),
 ('smith', 345),
 ('towards', 344),
 ('hate', 344),
 ('noir', 343),
 ('outstanding', 342),
 ('decent', 342),
 ('kelly', 342),
 ('directors', 341),
 ('journey', 341),
 ('none', 340),
 ('looked', 340),
 ('effective', 340),
 ('storyline', 339),
 ('caught', 339),
 ('sci', 339),
 ('fi', 339),
 ('cold', 339),
 ('mary', 339),
 ('rich', 338),
 ('charming', 338),
 ('popular', 337),
 ('rare', 337),
 ('manages', 337),
 ('harry', 337),
 ('spirit', 336),
 ('appreciate', 335),
 ('open', 335),
 ('moves', 334),
 ('basically', 334),
 ('acted', 334),
 ('inside', 333),
 ('boring', 333),
 ('century', 333),
 ('mention', 333),
 ('deserves', 333),
 ('subtle', 333),
 ('pace', 333),
 ('familiar', 332),
 ('background', 332),
 ('ben', 331),
 ('creepy', 330),
 ('supposed', 330),
 ('secret', 329),
 ('die', 328),
 ('jim', 328),
 ('question', 327),
 ('effect', 327),
 ('natural', 327),
 ('impressive', 326),
 ('rate', 326),
 ('language', 326),
 ('saying', 325),
 ('intelligent', 325),
 ('telling', 324),
 ('realize', 324),
 ('material', 324),
 ('scott', 324),
 ('singing', 323),
 ('dancing', 322),
 ('visual', 321),
 ('adult', 321),
 ('imagine', 321),
 ('kept', 320),
 ('office', 320),
 ('uses', 319),
 ('pure', 318),
 ('wait', 318),
 ('stunning', 318),
 ('review', 317),
 ('previous', 317),
 ('copy', 317),
 ('seriously', 317),
 ('reading', 316),
 ('create', 316),
 ('hot', 316),
 ('created', 316),
 ('magic', 316),
 ('somehow', 316),
 ('stay', 315),
 ('attempt', 315),
 ('escape', 315),
 ('crazy', 315),
 ('air', 315),
 ('frank', 315),
 ('hands', 314),
 ('filled', 313),
 ('expected', 312),
 ('average', 312),
 ('surprisingly', 312),
 ('complex', 311),
 ('quickly', 310),
 ('successful', 310),
 ('studio', 310),
 ('plus', 309),
 ('male', 309),
 ('co', 307),
 ('images', 306),
 ('casting', 306),
 ('following', 306),
 ('minute', 306),
 ('exciting', 306),
 ('members', 305),
 ('follows', 305),
 ('themes', 305),
 ('german', 305),
 ('reasons', 305),
 ('e', 305),
 ('touch', 304),
 ('edge', 304),
 ('free', 304),
 ('cute', 304),
 ('genius', 304),
 ('outside', 303),
 ('reviews', 302),
 ('admit', 302),
 ('ok', 302),
 ('younger', 302),
 ('fighting', 301),
 ('odd', 301),
 ('master', 301),
 ('recent', 300),
 ('thanks', 300),
 ('break', 300),
 ('comment', 300),
 ('apart', 299),
 ('emotions', 298),
 ('lovely', 298),
 ('begin', 298),
 ('doctor', 297),
 ('party', 297),
 ('italian', 297),
 ('la', 296),
 ('missed', 296),
 ...]

In [18]:
negative_counts.most_common()


Out[18]:
[('', 561462),
 ('.', 167538),
 ('the', 163389),
 ('a', 79321),
 ('and', 74385),
 ('of', 69009),
 ('to', 68974),
 ('br', 52637),
 ('is', 50083),
 ('it', 48327),
 ('i', 46880),
 ('in', 43753),
 ('this', 40920),
 ('that', 37615),
 ('s', 31546),
 ('was', 26291),
 ('movie', 24965),
 ('for', 21927),
 ('but', 21781),
 ('with', 20878),
 ('as', 20625),
 ('t', 20361),
 ('film', 19218),
 ('you', 17549),
 ('on', 17192),
 ('not', 16354),
 ('have', 15144),
 ('are', 14623),
 ('be', 14541),
 ('he', 13856),
 ('one', 13134),
 ('they', 13011),
 ('at', 12279),
 ('his', 12147),
 ('all', 12036),
 ('so', 11463),
 ('like', 11238),
 ('there', 10775),
 ('just', 10619),
 ('by', 10549),
 ('or', 10272),
 ('an', 10266),
 ('who', 9969),
 ('from', 9731),
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 ('what', 8422),
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 ('her', 7947),
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 ('she', 6444),
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 ('had', 6142),
 ('my', 6015),
 ('were', 6001),
 ('which', 5780),
 ('very', 5764),
 ('me', 5606),
 ('see', 5452),
 ('don', 5336),
 ('we', 5328),
 ('their', 5278),
 ('do', 5236),
 ('story', 5208),
 ('than', 5183),
 ('been', 5100),
 ('much', 5078),
 ('get', 5037),
 ('because', 4966),
 ('people', 4806),
 ('then', 4761),
 ('make', 4722),
 ('how', 4688),
 ('could', 4686),
 ('any', 4658),
 ('into', 4567),
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 ('first', 4306),
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 ('well', 4254),
 ('too', 4174),
 ('them', 4165),
 ('plot', 4154),
 ('movies', 4080),
 ('acting', 4056),
 ('will', 3993),
 ('way', 3989),
 ('most', 3919),
 ('him', 3858),
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 ('off', 3567),
 ('watch', 3550),
 ('character', 3506),
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 ('why', 3463),
 ('being', 3393),
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 ('know', 3334),
 ('over', 3316),
 ('seen', 3265),
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 ('never', 3259),
 ('your', 3233),
 ('where', 3219),
 ('two', 3173),
 ('little', 3096),
 ('films', 3077),
 ('here', 3027),
 ('m', 3000),
 ('nothing', 2990),
 ('say', 2982),
 ('end', 2954),
 ('something', 2942),
 ('should', 2920),
 ('many', 2909),
 ('does', 2871),
 ('thing', 2866),
 ('show', 2862),
 ('ve', 2829),
 ('scene', 2816),
 ('scenes', 2785),
 ('these', 2724),
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 ('didn', 2646),
 ('great', 2640),
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 ('re', 2620),
 ('doesn', 2601),
 ('through', 2560),
 ('such', 2544),
 ('man', 2516),
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 ('actors', 2437),
 ('life', 2429),
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 ('director', 2405),
 ('funny', 2336),
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 ('still', 2283),
 ('another', 2254),
 ('look', 2247),
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 ('old', 2215),
 ('those', 2212),
 ('real', 2170),
 ('few', 2158),
 ('love', 2152),
 ('horror', 2150),
 ('before', 2147),
 ('want', 2141),
 ('minutes', 2126),
 ('pretty', 2115),
 ('best', 2094),
 ('though', 2091),
 ('same', 2081),
 ('script', 2074),
 ('work', 2027),
 ('every', 2025),
 ('seems', 2023),
 ('least', 2011),
 ('enough', 1997),
 ('down', 1988),
 ('original', 1983),
 ('guy', 1964),
 ('got', 1952),
 ('around', 1943),
 ('part', 1942),
 ('lot', 1892),
 ('anything', 1874),
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 ('d', 1770),
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 ('years', 1759),
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 ('gets', 1714),
 ('making', 1695),
 ('cast', 1694),
 ('big', 1662),
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 ('interesting', 1648),
 ('money', 1638),
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 ('quite', 1596),
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 ('come', 1595),
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 ('awful', 1557),
 ('kind', 1539),
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 ('am', 1530),
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 ('must', 1522),
 ('done', 1510),
 ('comedy', 1504),
 ('someone', 1490),
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 ('saw', 1475),
 ('away', 1469),
 ('girl', 1463),
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 ('woman', 1356),
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 ('half', 1341),
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 ('music', 1316),
 ('idea', 1312),
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 ('having', 1280),
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 ('series', 1263),
 ('goes', 1256),
 ('worse', 1249),
 ('said', 1230),
 ('comes', 1224),
 ('role', 1222),
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 ('else', 1199),
 ('everything', 1197),
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 ('three', 1094),
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 ('production', 1003),
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 ('play', 993),
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 ('star', 934),
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 ('name', 921),
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 ('head', 898),
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 ('mother', 628),
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 ('fans', 624),
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 ('mr', 612),
 ('jokes', 611),
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 ('cinema', 604),
 ('child', 603),
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 ('beautiful', 596),
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 ('actress', 588),
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 ('humor', 577),
 ('themselves', 576),
 ('eyes', 576),
 ('hours', 574),
 ('happen', 573),
 ('basically', 572),
 ('days', 572),
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 ('involved', 569),
 ('disappointed', 569),
 ('call', 569),
 ('directed', 568),
 ('group', 568),
 ('fight', 567),
 ('daughter', 566),
 ('talking', 566),
 ('body', 566),
 ('badly', 565),
 ('sorry', 565),
 ('throughout', 563),
 ('viewer', 563),
 ('yourself', 562),
 ('extremely', 562),
 ('interest', 561),
 ('heard', 561),
 ('violence', 561),
 ('shots', 559),
 ('side', 557),
 ('word', 556),
 ('art', 555),
 ('possible', 554),
 ('dark', 551),
 ('game', 551),
 ('hero', 550),
 ('alone', 549),
 ('son', 547),
 ('type', 547),
 ('leave', 547),
 ('gives', 546),
 ('parts', 546),
 ('single', 546),
 ('started', 545),
 ('female', 543),
 ('rating', 541),
 ('mess', 541),
 ('voice', 541),
 ('aren', 540),
 ('town', 540),
 ('drama', 538),
 ('definitely', 537),
 ('unless', 536),
 ('review', 534),
 ('effort', 533),
 ('weak', 533),
 ('able', 533),
 ('took', 531),
 ('non', 530),
 ('five', 530),
 ('matter', 529),
 ('usually', 529),
 ('michael', 528),
 ('feeling', 526),
 ('huge', 523),
 ('sequel', 522),
 ('soon', 521),
 ('exactly', 520),
 ('past', 519),
 ('turned', 518),
 ('police', 518),
 ('tried', 515),
 ('middle', 513),
 ('talent', 513),
 ('genre', 512),
 ('zombie', 510),
 ('ends', 509),
 ('history', 509),
 ('straight', 503),
 ('opening', 501),
 ('serious', 501),
 ('coming', 501),
 ('moment', 500),
 ('lives', 499),
 ('sad', 499),
 ('dialog', 498),
 ('particularly', 498),
 ('editing', 493),
 ('clearly', 492),
 ('beyond', 491),
 ('earth', 491),
 ('taken', 490),
 ('cool', 490),
 ('level', 489),
 ('dumb', 489),
 ('okay', 488),
 ('major', 487),
 ('fast', 485),
 ('premise', 485),
 ('joke', 484),
 ('stories', 484),
 ('wasted', 483),
 ('minute', 483),
 ('across', 482),
 ('mostly', 482),
 ('rent', 482),
 ('late', 481),
 ('falls', 481),
 ('fails', 481),
 ('mention', 478),
 ('theater', 475),
 ('stay', 472),
 ('sometimes', 472),
 ('hit', 468),
 ('talk', 467),
 ('fine', 467),
 ('die', 466),
 ('storyline', 465),
 ('pointless', 465),
 ('taking', 464),
 ('order', 462),
 ('brother', 461),
 ('whatever', 460),
 ('told', 460),
 ('wish', 458),
 ('room', 456),
 ('career', 455),
 ('appears', 455),
 ('write', 455),
 ('known', 454),
 ('husband', 454),
 ('living', 451),
 ('sit', 450),
 ('ten', 450),
 ('words', 449),
 ('monster', 448),
 ('chance', 448),
 ('hate', 444),
 ('novel', 444),
 ('add', 443),
 ('english', 443),
 ('somehow', 441),
 ('strange', 440),
 ('imdb', 438),
 ('actual', 438),
 ('total', 437),
 ('material', 437),
 ('killing', 437),
 ('ones', 437),
 ('knew', 436),
 ('king', 434),
 ('number', 434),
 ('using', 433),
 ('lee', 431),
 ('power', 431),
 ('shown', 431),
 ('works', 431),
 ('giving', 431),
 ('points', 430),
 ('possibly', 430),
 ('kept', 430),
 ('four', 429),
 ('local', 427),
 ('usual', 426),
 ('including', 425),
 ('problems', 424),
 ('ago', 424),
 ('opinion', 424),
 ('nudity', 423),
 ('age', 422),
 ('due', 421),
 ('roles', 420),
 ('writers', 419),
 ('decided', 419),
 ('near', 418),
 ('flat', 418),
 ('easily', 418),
 ('murder', 417),
 ('experience', 417),
 ('reviews', 416),
 ('imagine', 415),
 ('feels', 413),
 ('plain', 411),
 ('somewhat', 411),
 ('class', 410),
 ('score', 410),
 ('song', 409),
 ('bring', 409),
 ('whether', 409),
 ('otherwise', 408),
 ('whose', 408),
 ('average', 408),
 ('pathetic', 407),
 ('nearly', 407),
 ('knows', 407),
 ('zombies', 407),
 ('cinematography', 406),
 ('cheesy', 406),
 ('upon', 406),
 ('city', 405),
 ('space', 405),
 ('credits', 404),
 ('james', 403),
 ('lots', 403),
 ('change', 403),
 ('entertainment', 402),
 ('nor', 402),
 ('wait', 401),
 ('released', 400),
 ('needs', 399),
 ('shame', 398),
 ('attention', 396),
 ('comments', 394),
 ('bored', 393),
 ('free', 393),
 ('lady', 393),
 ('expected', 392),
 ('needed', 392),
 ('clear', 392),
 ('view', 391),
 ('development', 390),
 ('check', 390),
 ('doubt', 390),
 ('figure', 389),
 ('mystery', 389),
 ('excellent', 388),
 ('garbage', 388),
 ('sequence', 386),
 ('television', 386),
 ('o', 385),
 ('sets', 385),
 ('laughable', 384),
 ('potential', 384),
 ('robert', 382),
 ('light', 382),
 ('country', 382),
 ('documentary', 382),
 ('reality', 382),
 ('general', 381),
 ('ask', 381),
 ('comic', 380),
 ('fall', 380),
 ('begin', 380),
 ('footage', 379),
 ('stand', 379),
 ('forced', 379),
 ('trash', 379),
 ('remake', 379),
 ('thriller', 378),
 ('songs', 378),
 ('gay', 377),
 ('within', 377),
 ('hardly', 376),
 ('above', 375),
 ('gone', 375),
 ('george', 374),
 ('means', 373),
 ('sounds', 373),
 ('directing', 372),
 ('move', 372),
 ('david', 372),
 ('buy', 372),
 ('rock', 371),
 ('forward', 371),
 ('important', 371),
 ('hot', 370),
 ('haven', 370),
 ('filmed', 370),
 ('british', 370),
 ('heart', 369),
 ('reading', 369),
 ('fake', 369),
 ('incredibly', 368),
 ('weird', 368),
 ('hear', 368),
 ('enjoyed', 367),
 ('hilarious', 367),
 ('cop', 367),
 ('musical', 367),
 ('message', 366),
 ('happy', 366),
 ('pay', 366),
 ('laughs', 365),
 ('box', 365),
 ('suspense', 363),
 ('sadly', 363),
 ('eye', 362),
 ('third', 361),
 ('similar', 361),
 ('named', 361),
 ('modern', 360),
 ('failed', 359),
 ('events', 359),
 ('forget', 358),
 ('question', 358),
 ('male', 357),
 ('finds', 357),
 ('perfect', 356),
 ('spent', 355),
 ('sister', 355),
 ('feature', 354),
 ('result', 354),
 ('comment', 353),
 ('girlfriend', 353),
 ('sexual', 352),
 ('attempts', 351),
 ('neither', 351),
 ('richard', 351),
 ('screenplay', 350),
 ('elements', 350),
 ('spoilers', 349),
 ('brain', 348),
 ('filmmakers', 348),
 ('showing', 348),
 ('miss', 347),
 ('dr', 347),
 ('christmas', 347),
 ('cover', 345),
 ('red', 344),
 ('sequences', 344),
 ('typical', 343),
 ('excuse', 343),
 ('crazy', 342),
 ('ideas', 342),
 ('baby', 342),
 ('loved', 341),
 ('meant', 341),
 ('worked', 340),
 ('fire', 340),
 ('unbelievable', 339),
 ('follow', 339),
 ('theme', 337),
 ('barely', 336),
 ('producers', 336),
 ('twist', 336),
 ('plus', 336),
 ('appear', 336),
 ('directors', 335),
 ('team', 335),
 ('viewers', 333),
 ('leads', 332),
 ('tom', 332),
 ('slasher', 332),
 ('wrote', 331),
 ('villain', 331),
 ('gun', 331),
 ('working', 331),
 ('island', 330),
 ('strong', 330),
 ('open', 330),
 ('realize', 330),
 ('positive', 329),
 ('disappointing', 329),
 ('yeah', 329),
 ('quickly', 329),
 ('weren', 328),
 ('release', 328),
 ('simple', 328),
 ('honestly', 328),
 ('eventually', 327),
 ('period', 327),
 ('tells', 327),
 ('kills', 327),
 ('doctor', 327),
 ('nowhere', 326),
 ('list', 326),
 ('acted', 326),
 ('herself', 326),
 ('dog', 326),
 ('walk', 325),
 ('air', 324),
 ('apart', 324),
 ('makers', 323),
 ('subject', 323),
 ('learn', 322),
 ('fi', 322),
 ('sci', 319),
 ('bother', 319),
 ('admit', 319),
 ('jack', 318),
 ('disappointment', 318),
 ('hands', 318),
 ('note', 318),
 ('certain', 317),
 ('e', 317),
 ('value', 317),
 ('casting', 317),
 ('grade', 316),
 ('peter', 316),
 ('suddenly', 315),
 ('missing', 315),
 ('form', 313),
 ('stick', 313),
 ('previous', 313),
 ('break', 313),
 ('soundtrack', 312),
 ('surprised', 311),
 ('front', 311),
 ('expecting', 311),
 ('parents', 310),
 ('surprise', 310),
 ('relationship', 310),
 ('shoot', 309),
 ('today', 309),
 ('painful', 308),
 ('ways', 308),
 ('leaves', 308),
 ('ended', 308),
 ('creepy', 308),
 ('concept', 308),
 ('somewhere', 308),
 ('vampire', 308),
 ('spend', 307),
 ('th', 307),
 ('future', 306),
 ('difficult', 306),
 ('effect', 306),
 ('fighting', 306),
 ('street', 306),
 ('c', 305),
 ('america', 305),
 ('accent', 304),
 ('truth', 302),
 ('project', 302),
 ('joe', 301),
 ('f', 301),
 ('deal', 301),
 ('indeed', 301),
 ('biggest', 300),
 ('rate', 300),
 ('paul', 299),
 ('japanese', 299),
 ('utterly', 298),
 ('begins', 298),
 ('redeeming', 298),
 ('college', 298),
 ('york', 297),
 ('fairly', 297),
 ('disney', 297),
 ('crew', 296),
 ('create', 296),
 ('cartoon', 296),
 ('revenge', 296),
 ('co', 295),
 ('outside', 295),
 ('computer', 295),
 ('interested', 295),
 ('stage', 295),
 ('considering', 294),
 ('speak', 294),
 ('among', 294),
 ('towards', 293),
 ('channel', 293),
 ('sick', 293),
 ('talented', 292),
 ('cause', 292),
 ('particular', 292),
 ('van', 292),
 ('hair', 292),
 ('bottom', 291),
 ('reasons', 291),
 ('mediocre', 290),
 ('cat', 290),
 ('telling', 290),
 ('supporting', 289),
 ('store', 289),
 ('hoping', 288),
 ('waiting', 288),
 ...]

In [19]:
pos_neg_ratios = Counter()

for term,cnt in list(total_counts.most_common()):
    if(cnt > 100):
        pos_neg_ratio = positive_counts[term] / float(negative_counts[term]+1)
        pos_neg_ratios[term] = pos_neg_ratio

for word,ratio in pos_neg_ratios.most_common():
    if(ratio > 1):
        pos_neg_ratios[word] = np.log(ratio)
    else:
        pos_neg_ratios[word] = -np.log((1 / (ratio+0.01)))

In [22]:
pos_neg_ratios.most_common()


Out[22]:
[('superb', 1.7091514458966952),
 ('wonderful', 1.5645425925262093),
 ('fantastic', 1.5048433868558566),
 ('excellent', 1.4647538505723599),
 ('amazing', 1.3919815802404802),
 ('powerful', 1.2999662776313934),
 ('favorite', 1.2668956297860055),
 ('perfect', 1.246742480713785),
 ('brilliant', 1.2287554137664785),
 ('recommended', 1.2163953243244932),
 ('perfectly', 1.1971931173405572),
 ('subtle', 1.1734135017508081),
 ('rare', 1.1566438362402944),
 ('loved', 1.1563661500586044),
 ('highly', 1.1420208631618658),
 ('tony', 1.1397491942285991),
 ('today', 1.1050431789984001),
 ('awesome', 1.0931328229034842),
 ('unique', 1.0881409888008142),
 ('beauty', 1.050410186850232),
 ('fascinating', 1.0414538748281612),
 ('greatest', 1.0248947127715422),
 ('portrayal', 1.0189810189761024),
 ('incredible', 1.0061677561461084),
 ('harry', 0.99176919305006062),
 ('sweet', 0.98966110487955483),
 ('oscar', 0.98721905111049713),
 ('complex', 0.97761897738147796),
 ('solid', 0.97537964824416146),
 ('beautiful', 0.97326301262841053),
 ('feelings', 0.95551144502743635),
 ('paris', 0.95278479030472663),
 ('heart', 0.95238806924516806),
 ('masterpiece', 0.94155039863339296),
 ('themes', 0.94118828349588235),
 ('charming', 0.92520609553210742),
 ('impact', 0.91815814604895041),
 ('funniest', 0.90078654533818991),
 ('season', 0.89827222637147675),
 ('compelling', 0.89462923509297576),
 ('great', 0.88810470901464589),
 ('tragedy', 0.88563699078315261),
 ('arthur', 0.87546873735389985),
 ('gorgeous', 0.8731725250935497),
 ('enjoyed', 0.87070195951624607),
 ('natural', 0.86997924506912838),
 ('moving', 0.85566611005772031),
 ('lovely', 0.85290640004681306),
 ('memorable', 0.84801189112086062),
 ('episodes', 0.84223712084137292),
 ('strong', 0.84167135777060931),
 ('smith', 0.83959811108590054),
 ('apartment', 0.83333115290549531),
 ('adventure', 0.83150561393278388),
 ('adds', 0.82485652591452319),
 ('childhood', 0.82208086393583857),
 ('realistic', 0.80807714723392232),
 ('cry', 0.80011930011211307),
 ('impressed', 0.79258107754813223),
 ('edge', 0.789774016249017),
 ('jean', 0.78845736036427028),
 ('frank', 0.78275933924963248),
 ('tale', 0.77010822169607374),
 ('fresh', 0.76158434211317383),
 ('animated', 0.75768570169751648),
 ('enjoyable', 0.75246375771636476),
 ('performances', 0.74883252516063137),
 ('simple', 0.74641420974143258),
 ('relationship', 0.74484232345601786),
 ('supporting', 0.74357803418683721),
 ('emotional', 0.73678211645681524),
 ('brings', 0.73142936713096229),
 ('henry', 0.72642196944481741),
 ('society', 0.72433010799663333),
 ('available', 0.72415741730250549),
 ('best', 0.72347034060446314),
 ('magic', 0.71878961117328299),
 ('delivers', 0.71846498854423513),
 ('jim', 0.71783979315031676),
 ('relationships', 0.71393795022901896),
 ('charlie', 0.71024161391924534),
 ('atmosphere', 0.70744773070214162),
 ('genius', 0.706392407309966),
 ('surprisingly', 0.6995780708902356),
 ('sky', 0.69780919366575667),
 ('romantic', 0.69664981111114743),
 ('match', 0.69566924999265523),
 ('meets', 0.69314718055994529),
 ('love', 0.69198533541937324),
 ('paul', 0.68980827929443067),
 ('andy', 0.68846333124751902),
 ('performance', 0.68797386327972465),
 ('unlike', 0.68546468438792907),
 ('award', 0.6824518914431974),
 ('ride', 0.68229716453587952),
 ('dreams', 0.67599410133369586),
 ('effective', 0.67565402311242806),
 ('works', 0.67445504754779284),
 ('master', 0.67015766233524654),
 ('easy', 0.66895995494594152),
 ('city', 0.66820823221269321),
 ('england', 0.66387679825983203),
 ('sees', 0.66263163663399482),
 ('both', 0.66248336767382998),
 ('definitely', 0.66199789483898808),
 ('appreciate', 0.66083893732728749),
 ('future', 0.65834665141052828),
 ('douglas', 0.65540685257709819),
 ('inspired', 0.65459851044271034),
 ('marriage', 0.65392646740666405),
 ('father', 0.65172321672194655),
 ('page', 0.65123628494430852),
 ('era', 0.6495567444850836),
 ('joan', 0.64891392558311978),
 ('fantasy', 0.64726757480925168),
 ('personal', 0.64355023942057321),
 ('william', 0.64083139119578469),
 ('jack', 0.63838309514997038),
 ('jane', 0.63443957973316734),
 ('gives', 0.63383568159497883),
 ('animation', 0.63208692379869902),
 ('classic', 0.62504956428050518),
 ('impressive', 0.62211140744319349),
 ('artist', 0.62168821657780038),
 ('moved', 0.6197197120051281),
 ('innocent', 0.61851219917136446),
 ('eddie', 0.61691981517206107),
 ('nature', 0.61594514653194088),
 ('brian', 0.61344043794920278),
 ('offers', 0.61207935747116349),
 ('pleasure', 0.61195702582993206),
 ('images', 0.61159731359583758),
 ('games', 0.61067095873570676),
 ('academy', 0.60872983874736208),
 ('fine', 0.60496962268013299),
 ('job', 0.59845562125168661),
 ('river', 0.59637962862495086),
 ('believable', 0.59566072133302495),
 ('always', 0.59470710774669278),
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 ('war', 0.56843317302781682),
 ('players', 0.56509525370004821),
 ('knowing', 0.56489284503626647),
 ('true', 0.56281525180810066),
 ('jr', 0.56220982311246936),
 ('sent', 0.55961578793542266),
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 ('brothers', 0.55891181043362848),
 ('david', 0.55693122256475369),
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 ('charm', 0.55288175575407861),
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 ('jeff', 0.55179306225421365),
 ('family', 0.55116244510065526),
 ('thanks', 0.55049088015842218),
 ('world', 0.54744234723432639),
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 ('color', 0.54405127139431109),
 ('superior', 0.54333490233128523),
 ('york', 0.54318235866536513),
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 ('enjoy', 0.54124285135906114),
 ('stands', 0.5389965007326869),
 ('each', 0.5388212312554177),
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 ('share', 0.53408248593025787),
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 ('musical', 0.52966871156747064),
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 ('deep', 0.52309571635780505),
 ('reminds', 0.52157841554225237),
 ('famous', 0.52118841080153722),
 ('epic', 0.51919387343650736),
 ('adult', 0.519167695083386),
 ('shows', 0.51915322220375304),
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 ('human', 0.51851411224987087),
 ('tarzan', 0.51813827061227724),
 ('passion', 0.5162164724008671),
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 ('land', 0.12689175185462376),
 ('extra', 0.12675170563914381),
 ('voice', 0.12635626636687172),
 ('must', 0.12628259646883916),
 ('toward', 0.12604072089536497),
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 ('scared', 0.12475170497247684),
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 ('author', 0.12379421734666433),
 ('disturbing', 0.12361395596717663),
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 ('aspect', 0.12296171113483492),
 ('largely', 0.12296171113483492),
 ('moore', 0.12296171113483492),
 ('fit', 0.12260232209233228),
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 ('playing', 0.12255217541328564),
 ('passed', 0.12160713209478698),
 ('matter', 0.12071374740446419),
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 ('road', 0.11940773138338527),
 ('forgotten', 0.11844815041319409),
 ('choice', 0.11689375147149943),
 ('questions', 0.11679926774625068),
 ('vote', 0.11672427430814139),
 ('seeing', 0.11632145801691783),
 ('those', 0.11592359847967949),
 ('planet', 0.11543616764656794),
 ('bring', 0.11506932978478729),
 ('introduced', 0.11477551459242825),
 ('four', 0.11415890536299227),
 ('twice', 0.11352382629698717),
 ('european', 0.11279549414534429),
 ('force', 0.11274062295544887),
 ('mainly', 0.11179140598811663),
 ('becomes', 0.11162917008200528),
 ('directed', 0.11131812921379115),
 ('coming', 0.11112078583096703),
 ('fan', 0.1109924669366235),
 ('more', 0.11097538681569005),
 ('constantly', 0.11042381761437305),
 ('hold', 0.11000089521432849),
 ('during', 0.1099181377350741),
 ('police', 0.10939859440710656),
 ('singer', 0.10919929196499201),
 ('protagonist', 0.10889408823913739),
 ('murders', 0.10880285984879917),
 ('beginning', 0.10852293076233929),
 ('immediately', 0.10809649547670099),
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 ('of', 0.10766910804438501),
 ('villains', 0.10763066419236536),
 ('post', 0.10754154160418654),
 ('with', 0.10743222230268429),
 ('telling', 0.10742024862083691),
 ('upon', 0.10707894004043897),
 ('area', 0.10660973505825827),
 ('loses', 0.10616019582839073),
 ('safe', 0.10536051565782635),
 ('eyes', 0.10518719041257044),
 ('sequences', 0.1044905721492862),
 ('large', 0.10422350587075116),
 ('respect', 0.10409389104263336),
 ('green', 0.10379679368164356),
 ('last', 0.10370566043971788),
 ('when', 0.1028897983398213),
 ('treatment', 0.10178269430994238),
 ('dog', 0.10168404092851775),
 ('serial', 0.10161017641078243),
 ('from', 0.10106647591230367),
 ('company', 0.10086061033497386),
 ('see', 0.099917524764184903),
 ('needs', 0.099845334969716121),
 ('strange', 0.099219247635743829),
 ('design', 0.099206650083448103),
 ('numbers', 0.099090902644230969),
 ('first', 0.098955089925380019),
 ('six', 0.098781544559783718),
 ('teenager', 0.098734840685689051),
 ('perhaps', 0.098596115569284243),
 ('cross', 0.098238439583413259),
 ('lot', 0.097564755867877814),
 ('stars', 0.096659404205090227),
 ('listen', 0.096460266187562316),
 ('meanwhile', 0.096073830089622239),
 ('week', 0.095725203674154269),
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 ('results', 0.094615976374849128),
 ('place', 0.094597844501735473),
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 ('screen', 0.093090423066012035),
 ('officer', 0.092592786827824888),
 ('three', 0.092400179829382326),
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 ('missed', 0.091937495325685639),
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 ('since', 0.089468159841429057),
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 ('changes', 0.087911872322879892),
 ('water', 0.087647307058755675),
 ('big', 0.087462267506023539),
 ('whether', 0.086401434915215417),
 ('depth', 0.085990447855522512),
 ('cute', 0.085815919584856126),
 ('problems', 0.085637885161817195),
 ('film', 0.085618555650856729),
 ('spanish', 0.08515780834030677),
 ('government', 0.084956722475965391),
 ('mission', 0.083699018876646838),
 ('wish', 0.083555885690973566),
 ('falling', 0.083381608939051),
 ('issue', 0.083381608939051),
 ('wants', 0.082280679513991054),
 ('situations', 0.082013151660835074),
 ('which', 0.080721093142199482),
 ('set', 0.080695491821007242),
 ('rate', 0.079787116617831902),
 ('captain', 0.079552631701953688),
 ('kate', 0.079512062927733607),
 ('extras', 0.079336742236521013),
 ('lost', 0.078598068066187896),
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 ('agent', 0.077386663615420195),
 ('part', 0.076751339578802424),
 ('satire', 0.076372978784573956),
 ('chris', 0.0758657507747134),
 ('little', 0.07583626238355369),
 ('my', 0.075531730165573088),
 ('majority', 0.07534943724178679),
 ('keep', 0.074941421292118657),
 ('woody', 0.074723546195936574),
 ('public', 0.074370542721069938),
 ('dad', 0.073203404023294921),
 ('player', 0.073122264828962585),
 ('ex', 0.072526444068262585),
 ('suffering', 0.071743904858841315),
 ('consider', 0.070067562616716844),
 ('devil', 0.069869679960486),
 ('decides', 0.069497794496921506),
 ('s', 0.069425993723984988),
 ('close', 0.069418765871583257),
 ('faces', 0.069391993423999793),
 ('difference', 0.068992871486951421),
 ('actress', 0.068879678889626456),
 ('witch', 0.068137805167218041),
 ('took', 0.067236944784686545),
 ('soft', 0.06713930283762852),
 ('hitler', 0.066691374498672143),
 ('numerous', 0.066445099408152755),
 ('does', 0.066343124451621341),
 ('creepy', 0.065751377562780433),
 ('hat', 0.065751377562780433),
 ('room', 0.065632014958942553),
 ('provide', 0.065382759262851711),
 ('martin', 0.065240521868400944),
 ('odd', 0.065203193810762075),
 ('death', 0.065012406669236716),
 ('tim', 0.064538521137571164),
 ('broken', 0.064538521137571164),
 ('effect', 0.063112423310056259),
 ('anderson', 0.062800901239030441),
 ('runs', 0.062276929521514507),
 ('station', 0.062131781107006179),
 ('create', 0.062010074784212534),
 ('ultimately', 0.061321890874318948),
 ('heavy', 0.060870715087025913),
 ('cage', 0.06062462181643484),
 ('filmed', 0.060148846690498754),
 ('food', 0.059898141581069014),
 ('the', 0.05902269426102881),
 ('woman', 0.058672047052498608),
 ('sci', 0.057679111586677989),
 ('now', 0.056463107132025653),
 ('till', 0.056089466651043578),
 ('second', 0.05605134890532238),
 ('flying', 0.055880458394456628),
 ('knew', 0.05563169598614863),
 ('robot', 0.055059777183027389),
 ('taking', 0.054406722207164263),
 ('a', 0.053580080386005403),
 ('type', 0.053298581724361922),
 ('ups', 0.052446475372542524),
 ('themselves', 0.052332615458067437),
 ('hearing', 0.051735674399188893),
 ('aged', 0.051293294387550481),
 ...]

In [23]:
list(reversed(pos_neg_ratios.most_common()))[0:30]


Out[23]:
[('boll', -4.0778152602708904),
 ('uwe', -3.9218753018711578),
 ('seagal', -3.3202501058581921),
 ('unwatchable', -3.0269848170580955),
 ('mst', -2.7753833211707968),
 ('incoherent', -2.7641396677532537),
 ('unfunny', -2.5545257844967644),
 ('waste', -2.4907515123361046),
 ('blah', -2.4475792789485005),
 ('horrid', -2.3715779644809971),
 ('pointless', -2.3451073877136341),
 ('atrocious', -2.3187369339642556),
 ('redeeming', -2.2667790015910296),
 ('prom', -2.2601040980178784),
 ('drivel', -2.2476029585766928),
 ('lousy', -2.2118080125207054),
 ('worst', -2.1930856334332267),
 ('laughable', -2.172468615469592),
 ('awful', -2.1385076866397488),
 ('poorly', -2.1326133844207011),
 ('wasting', -2.1178155545614512),
 ('remotely', -2.111046881095167),
 ('existent', -2.0024805005437076),
 ('boredom', -1.9241486572738005),
 ('miserably', -1.9216610938019989),
 ('sucks', -1.9166645809588516),
 ('uninspired', -1.9131499212248517),
 ('lame', -1.9117232884159072),
 ('insult', -1.9085323769376259),
 ('uninteresting', -1.8782515005814986)]

In [ ]: