This is a data analysis of skin bleaching ads from Ebony and Drum magazines over several decades. The data was collected by hand and captures several aspects of the ads, including the product, the active ingredient, the claims made, as well as the catch phrases used. This work was completed in support of Dr. Nina Jablonski at Penn State, University Park.
- Data Structure
- Drum Most Frequent Words
- Drum Ngrams
- Ebony Most Frequent Words
- Ebony Ngrams
- Term Counts by Year
- Parts of Speech
- compare pos and mfw over time between pubs
- plot ngrams in Drum to request images (ugly, hollywood, husband/bride/marriage)
- send list of 12-15 needed issues and ads
__author__ = "Aaron Mauro"
__collaborator__ = "Nina Jablonski"
__role__ = "researcher"
__institution__ = "Brock University"
__email__ = "[email protected]"
__status__ = "prototype/experiment"
__version__ = "0.1"# Imports
import os
import sys
import csv
import string
import itertools
import nltk
import gensim
import pprint as pp
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import matplotlib.image as mpimg
import networkx as nx
# direct imports
from gensim import corpora, models
from sklearn.manifold import TSNE
from nltk.corpus import stopwords
from nltk.stem.wordnet import WordNetLemmatizer
from nltk.tokenize import word_tokenize
from IPython.display import SVG, display
# REMOVE IN PROD
import pygal
#pd.set_option('display.mpl_style', 'default')# Select Matplotlib style
plt.matplotlib.style.use("seaborn")# English stopwords
STOPS = stopwords.words('english')
print(STOPS)['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', "you're", "you've", "you'll", "you'd", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', "she's", 'her', 'hers', 'herself', 'it', "it's", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', "that'll", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', "don't", 'should', "should've", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', "aren't", 'couldn', "couldn't", 'didn', "didn't", 'doesn', "doesn't", 'hadn', "hadn't", 'hasn', "hasn't", 'haven', "haven't", 'isn', "isn't", 'ma', 'mightn', "mightn't", 'mustn', "mustn't", 'needn', "needn't", 'shan', "shan't", 'shouldn', "shouldn't", 'wasn', "wasn't", 'weren', "weren't", 'won', "won't", 'wouldn', "wouldn't"]
# Add additional stops
new_stops = ["I",] # add new stops here
for stop in new_stops:
STOPS.append(stop)
# Create dataframe from Ebony skin bleaching adds from 1960-1990
ebony = pd.read_csv("../Ebony.skin.ads.1960-1990.csv", parse_dates=True, index_col='Year')
ebony.head() # show first five rows of dataframe
#ebony.tail() # show last five rows of dataframe
<style scoped>
.dataframe tbody tr th:only-of-type {
vertical-align: middle;
}
</style>
.dataframe tbody tr th {
vertical-align: top;
}
.dataframe thead th {
text-align: right;
}
| Region | Source | Product name | chemical/active ingredient | Structure | Chemistry | Claims | Legal issues and Politics | Race | Age | Advertising strategy *quotes-catch phrase* | Size of Advert | Pg reference (quentin marked) | Notes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Year | ||||||||||||||
| 1960-01-01 | NaN | Ebony | Long Aid Bleach and Glow | unnamed | NaN | NaN | " - wakes up dark, dull complexion! Conceals u... | NaN | NaN | NaN | NaN | 1/2 pg | 63 | small part of 1.2 pg ad for Long Aid hair prod... |
| 1960-01-01 | NaN | NaN | Mercolized Wax Cream | ammoniated mercury; zinc oxide | NaN | NaN | "If your skin doesn't look actually lighter af... | NaN | NaN | NaN | "Mercolized Wax Cream guarantees lighter looki... | 1/4 pg | 72 | ingredient on image of product; not mentioned ... |
| 1960-01-01 | NaN | NaN | Black and White Bleaching Cream | unnamed | NaN | NaN | "And you, too, can have a glamorous complexion... | NaN | NaN | NaN | "Lighter, brighter skin is irresistable" | 1/8 pg | 83 | drawing of white man and white woman in ad |
| 1960-01-01 | NaN | NaN | Nadinola Bleaching Cream | "wonder-working A-M" | NaN | NaN | "Don't let dull, dark skin rob you of romance.... | NaN | NaN | NaN | "LIFE IS MORE FUN when your complexion is clea... | full pg | 91 | two types advertised - oily and dry skin |
| 1960-01-01 | NaN | NaN | Dr. Fred Palmer's Double Strength Skin Whitener | zinc phenolsulfonate | NaN | NaN | "Yes in just 7 days be delighted how fast and ... | NaN | NaN | NaN | "DR. FRED PALMER'S IN JUST 7 DAYS MUST GIVE YO... | 1/8 pg | 108 | NaN |
# Create dataframe from Drum skin bleaching adds from 1965-1988
drum = pd.read_csv("../Drum_Skin_Lighteners_1965_1988.csv", parse_dates=True, index_col='Year')
drum.head() # show first five rows of dataframe
# drum.tail() # show last five rows of dataframe
<style scoped>
.dataframe tbody tr th:only-of-type {
vertical-align: middle;
}
</style>
.dataframe tbody tr th {
vertical-align: top;
}
.dataframe thead th {
text-align: right;
}
| Product name | chemical/active ingredient | Claims | Legal issues and Politics | Race | Age | Advertising strategy *quotes-catch phrase* | Size of Advert | Pg. reference ( marked) | Notes | |
|---|---|---|---|---|---|---|---|---|---|---|
| Year | ||||||||||
| 1965-01-01 | ARTRA skin tone cream | Hydroquinone | …to make their skin lighter and lovelier…lovel... | Black model and white pharmacist/doctor | Black | 20+ | Lighter, lovelier skin today…the American way!' | full pg. | pg. 2 | The ad says that the cream was developed after... |
| 1965-01-01 | NaN | NaN | brightens skin.' '…lightens from the first day... | n/a | NaN | NaN | Cream your skin lighter and brighter with ama... | NaN | pg. 2 | Ad states that it is a medicated beauty bar. S... |
| 1965-01-01 | NaN | NaN | immediately.' '…keeps skin beautiful and clean... | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1965-01-01 | Artra beauty bar | Hydroquinone | …mild and gentle…keeps skin free from blemishe... | NaN | NaN | 20+ | Medicated soap for complexion care | NaN | NaN | NaN |
| 1965-01-01 | Aloma Crème blanche | unnamed | …clears and lightens the skin, smooth's away b... | Black model | Black | 20-35 | good things happen to a pretty girl | full pg. | NaN | Ad states that using this product will increas... |
As a first step in this analysis, we will capture the most frequent words (MFW) represented in both the catch phrases and claims of the ads.
# Set the Ebony dataframe index to the year
years_ebony = ebony.index
years_ebony = set(years_ebony.year)# Set the Drum dataframe index to the year
years_drum = drum.index
years_drum = set(years_drum.year)# Grab Ebony catch phrases by year and drop rows without data
catch_phrase_ebony = ebony["Advertising strategy *quotes-catch phrase*"].dropna()# Show first five rows of Ebony catch phrases
catch_phrase_ebony.head()Year
1960-01-01 "Mercolized Wax Cream guarantees lighter looki...
1960-01-01 "Lighter, brighter skin is irresistable"
1960-01-01 "LIFE IS MORE FUN when your complexion is clea...
1960-01-01 "DR. FRED PALMER'S IN JUST 7 DAYS MUST GIVE YO...
1960-01-01 "Egyptian formula BLEACH CRÈME gives amazing r...
Name: Advertising strategy *quotes-catch phrase*, dtype: object
# Grab Drum catch phrases by year and drop rows without data
catch_phrase_drum = drum["Advertising strategy *quotes-catch phrase*"].dropna()# Show first five rows of Ebony catch phrases
catch_phrase_drum.head()Year
1965-01-01 Lighter, lovelier skin today…the American way!'
1965-01-01 Cream your skin lighter and brighter with ama...
1965-01-01 Medicated soap for complexion care
1965-01-01 good things happen to a pretty girl
1965-01-01 See notes
Name: Advertising strategy *quotes-catch phrase*, dtype: object
# Grab Drum and Ebony claims
claims_ebony = ebony["Claims"].dropna()
claims_drum = drum['Claims'].dropna()
print("Ebony claims",claims_ebony.head())
print(claims_ebony.head())Ebony claims Year
1960-01-01 " - wakes up dark, dull complexion! Conceals u...
1960-01-01 "If your skin doesn't look actually lighter af...
1960-01-01 "And you, too, can have a glamorous complexion...
1960-01-01 "Don't let dull, dark skin rob you of romance....
1960-01-01 "Yes in just 7 days be delighted how fast and ...
Name: Claims, dtype: object
Year
1960-01-01 " - wakes up dark, dull complexion! Conceals u...
1960-01-01 "If your skin doesn't look actually lighter af...
1960-01-01 "And you, too, can have a glamorous complexion...
1960-01-01 "Don't let dull, dark skin rob you of romance....
1960-01-01 "Yes in just 7 days be delighted how fast and ...
Name: Claims, dtype: object
In an effort to collect keywords for later processes, we will grab the most frequent words (MFW) and compare them to most common bigram pairs. We'll start with Drum then do the same operations for Ebony.
# Convert dataframe into a list of lists of sentences for Drum
drum_catch_phrase_and_claims = pd.merge(catch_phrase_drum, claims_drum, right_index=True, left_index=True).dropna()
drum_claims_phrase_list = drum_catch_phrase_and_claims.values.tolist()
drum_claims_phrase_list[:10][["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and"],
["Lighter, lovelier skin today…the American way!'",
"brightens skin.' '…lightens from the first day.' '…vanishes into skin instantly…starts working, starts lightening and brightening your skin"],
["Lighter, lovelier skin today…the American way!'",
"immediately.' '…keeps skin beautiful and clean, makes it smooth and lovely"],
["Lighter, lovelier skin today…the American way!'",
'…mild and gentle…keeps skin free from blemishes and pimples'],
["Lighter, lovelier skin today…the American way!'",
"…clears and lightens the skin, smooth's away blemishes and spots, softens the skin'"],
["Lighter, lovelier skin today…the American way!'",
'...gets to work immediately- to give you a lighter, lovelier complexion'],
["Lighter, lovelier skin today…the American way!'",
"a fair complexion, clear skin that is blemish free and spot free can be obtained using this product'"],
["Lighter, lovelier skin today…the American way!'",
"your skin will grow lighter, complexion smoother and blemish free.' '…it reveals the true, light loveliness of your skin'"],
["Lighter, lovelier skin today…the American way!'",
"you will be more attractive, more desirable!' '…will admire your clear, light complexion.'"],
["Lighter, lovelier skin today…the American way!'",
"clears complexion in a few days…' '…any blemishes and spots…Karroo creams gets rid of them…'"]]
# Tokenize and preprocess lists of sentences
drum_word_corpus_list = []
for ad in drum_claims_phrase_list:
sents = [ch for ch in " ".join(ad).lower() if ch not in string.punctuation+"…"]
drum_word_corpus_list.append("".join(sents).split())
print(drum_word_corpus_list[:5])[['lighter', 'lovelier', 'skin', 'todaythe', 'american', 'way', 'to', 'make', 'their', 'skin', 'lighter', 'and', 'lovelierlovelier', 'and', 'lightera', 'little', 'more', 'every', 'day', 'american', 'scientist', 'made', 'artralightens', 'and'], ['lighter', 'lovelier', 'skin', 'todaythe', 'american', 'way', 'brightens', 'skin', 'lightens', 'from', 'the', 'first', 'day', 'vanishes', 'into', 'skin', 'instantlystarts', 'working', 'starts', 'lightening', 'and', 'brightening', 'your', 'skin'], ['lighter', 'lovelier', 'skin', 'todaythe', 'american', 'way', 'immediately', 'keeps', 'skin', 'beautiful', 'and', 'clean', 'makes', 'it', 'smooth', 'and', 'lovely'], ['lighter', 'lovelier', 'skin', 'todaythe', 'american', 'way', 'mild', 'and', 'gentlekeeps', 'skin', 'free', 'from', 'blemishes', 'and', 'pimples'], ['lighter', 'lovelier', 'skin', 'todaythe', 'american', 'way', 'clears', 'and', 'lightens', 'the', 'skin', 'smooths', 'away', 'blemishes', 'and', 'spots', 'softens', 'the', 'skin']]
# Collect all words into single list
drum_word_corpus = []
for sent in drum_word_corpus_list:
for word in sent:
drum_word_corpus.append(word)# Total words in corpus and preview Drum word list
drum_num = len(drum_word_corpus)
print(f"There are {drum_num:,} words in the Drum Magazine corpus.")
print(drum_word_corpus[:10])There are 211,112 words in the Drum Magazine corpus.
['lighter', 'lovelier', 'skin', 'todaythe', 'american', 'way', 'to', 'make', 'their', 'skin']
# Create an NLTK Text object
drum_text_object = nltk.Text(drum_word_corpus)# Generate a sample concordance, displaying 120 characters of 25 matches
drum_text_object.concordance("good",120,25)Displaying 25 of 428 matches:
e sooner you startexpect a lovely clear bright complexion good things happen to a pretty girl to make their skin lighter
more every day american scientist made artralightens and good things happen to a pretty girl brightens skin lightens fr
tarts working starts lightening and brightening your skin good things happen to a pretty girl immediately keeps skin bea
keeps skin beautiful and clean makes it smooth and lovely good things happen to a pretty girl mild and gentlekeeps skin
mild and gentlekeeps skin free from blemishes and pimples good things happen to a pretty girl clears and lightens the sk
he skin smooths away blemishes and spots softens the skin good things happen to a pretty girl gets to work immediately t
ork immediately to give you a lighter lovelier complexion good things happen to a pretty girl a fair complexion clear sk
ish free and spot free can be obtained using this product good things happen to a pretty girl your skin will grow lighte
sh free it reveals the true light loveliness of your skin good things happen to a pretty girl you will be more attractiv
ve more desirable will admire your clear light complexion good things happen to a pretty girl clears complexion in a few
ays any blemishes and spotskarroo creams gets rid of them good things happen to a pretty girl the sooner you startexpect
use ambi absolutely safeno burning or irritation its even good for painful sunburnt skin successful people use ambi skin
ou light absolutely safeno burning or irritation its even good for painful sunburnt skin karroo morning karoo night make
ou light absolutely safeno burning or irritation its even good for painful sunburnt skin karroo morning karoo night make
o creams absolutely safeno burning or irritation its even good for painful sunburnt skin perfect skin beauty can be your
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone hilite
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone bright
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone karroo
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone karroo
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone hilite
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone bright
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone karroo
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone perfec
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone for th
ning and smoothing your complexion as soon as its used is good and works so fast because it contains hydroquinone karroo
# Create concordance object as list
drum_concord_list_obj_good = drum_text_object.concordance_list("good")# Unpack concordance list object into flat list
drum_concord_list_good = []
for con in drum_concord_list_obj_good:
sent = "".join(list(con[4:]))
drum_concord_list_good.append(sent)# Create frequence distribution
drum_concord_list_good_freqs = nltk.FreqDist(drum_concord_list_good)# Ten most common claims with the word 'good'
drum_concord_list_good_freqs.most_common(10)[('ur complexion as soon as its used isand works so fast because it containur complexion as soon as its used is good and works so fast because it contain',
10),
('afeno burning or irritation its evenfor painful sunburnt skin karroo morafeno burning or irritation its even good for painful sunburnt skin karroo mor',
2),
('ect a lovely clear bright complexionthings happen to a pretty girl to maect a lovely clear bright complexion good things happen to a pretty girl to ma',
1),
('can scientist made artralightens andthings happen to a pretty girl brighcan scientist made artralightens and good things happen to a pretty girl brigh',
1),
('lightening and brightening your skinthings happen to a pretty girl immedlightening and brightening your skin good things happen to a pretty girl immed',
1),
('and clean makes it smooth and lovelythings happen to a pretty girl mild and clean makes it smooth and lovely good things happen to a pretty girl mild ',
1),
('skin free from blemishes and pimplesthings happen to a pretty girl clearskin free from blemishes and pimples good things happen to a pretty girl clear',
1),
('blemishes and spots softens the skinthings happen to a pretty girl gets blemishes and spots softens the skin good things happen to a pretty girl gets ',
1),
('ve you a lighter lovelier complexionthings happen to a pretty girl a faive you a lighter lovelier complexion good things happen to a pretty girl a fai',
1),
('e can be obtained using this productthings happen to a pretty girl your e can be obtained using this product good things happen to a pretty girl your ',
1)]
# Remove stop words
drum_word_corpus_no_stops = []
for word in drum_word_corpus:
if word not in STOPS: #add extra stops above
drum_word_corpus_no_stops.append(word)
drum_freqs = nltk.FreqDist(drum_word_corpus_no_stops)
drum_most_common_counts = drum_freqs.most_common(75)
drum_most_common = []
for t,c in drum_most_common_counts:
drum_most_common.append(t)
pp.pprint(drum_most_common_counts)[('skin', 11413),
('complexion', 3707),
('light', 3321),
('karroo', 2997),
('lighter', 2685),
('ambi', 2671),
('beautiful', 2646),
('lovely', 2262),
('beauty', 2006),
('makes', 1950),
('extra', 1888),
('cream', 1826),
('use', 1804),
('new', 1757),
('look', 1701),
('smooth', 1669),
('lightening', 1650),
('fast', 1619),
('night', 1594),
('lightens', 1534),
('keeps', 1532),
('clear', 1363),
('people', 1332),
('smoother', 1173),
('pimples', 1149),
('spots', 1134),
('creams', 1090),
('great', 1067),
('hollywood', 1048),
('day', 992),
('blemishes', 977),
('looking', 904),
('successful', 884),
('morning', 881),
('dark', 859),
('seven', 835),
('miss', 805),
('acting', 803),
('ugly', 787),
('best', 778),
('lotion', 748),
('lighten', 741),
('queen', 712),
('men', 678),
('quick', 676),
('super', 658),
('lovelier', 655),
('time', 639),
('treatment', 623),
('face', 620),
('always', 614),
('karoo', 604),
('way', 599),
('hilite', 595),
('clearer', 576),
('works', 576),
('removes', 549),
('action', 544),
('fantastic', 531),
('thousands', 519),
('days', 518),
('says', 503),
('results', 472),
('woman', 465),
('modern', 449),
('healthy', 444),
('soft', 440),
('rose', 431),
('good', 428),
('give', 394),
('powerful', 382),
('neck', 378),
('one', 371),
('make', 365),
('made', 365)]
# The most frequent words in Drum Skin Bleaching ads
drum_freqs.plot(35, title="Drum Magazine MFW")
<AxesSubplot:title={'center':'Drum Magazine MFW'}, xlabel='Samples', ylabel='Counts'>
# Looking at the long tail of MFW, people and success are related to lighter skin
# Example concordance
drum_text_object.concordance("people",120,25)Displaying 25 of 1332 matches:
smoother lighter lovelier skin todaythe american way for people that want a lighter smoother complexion makes skin fair
our skin lighter and brighter with amazing new artra for people that want a lighter smoother complexion makes skin fair
arer and smoother medicated soap for complexion care for people that want a lighter smoother complexion makes skin fair
extra double strength skin lightening cream for men for people that want a lighter smoother complexion makes skin fair
will be clearer and smoother ambi extra always wins for people that want a lighter smoother complexion makes skin fair
g cream the double strength skin cream for smart men for people that want a lighter smoother complexion makes skin fair
smoother the best skin lightening cream in the world for people that want a lighter smoother complexion makes skin fair
ther you too can look as lovely as a beautiful bride for people that want a lighter smoother complexion makes skin fair
sire skin tone cream the beautiful brides complexion for people that want a lighter smoother complexion makes skin fair
er quote watch how quickly your skin becomes lighter for people that want a lighter smoother complexion makes skin fair
morning karoo night keeps you lovely keeps you light for people that want a lighter smoother complexion makes skin fair
extra double strength skin lightening cream for men for people that want a lighter smoother complexion makes skin fair
will be clearer and smoother ambi extra always wins for people that want a lighter smoother complexion makes skin fair
g cream the double strength skin cream for smart men for people that want a lighter smoother complexion makes skin fair
smoother the best skin lightening cream in the world for people that want a lighter smoother complexion makes skin fair
be won in the big artra skin tone cream competition for people that want a lighter smoother complexion makes skin fair
earer and smoother be lighter and lovelier with ambi for people that want a lighter smoother complexion makes skin fair
her ambi specialthe best skin lightener in the world for people that want a lighter smoother complexion makes skin fair
ou light protects skin against harsh sunlight successful people use ambi lighter clearer complexion with ambi ambi can g
u the smooth clear lighter skin youve notices successful people have successful people use ambi scientifically formulate
ter skin youve notices successful people have successful people use ambi scientifically formulatedclear the skin of pimp
ake it smoother and lighter within a few days successful people use ambi absolutely safeno burning or irritation its eve
ation its even good for painful sunburnt skin successful people use ambi skin looked lighter and smoother protects your
her protects your skin against harsh sunlight successful people use ambi worried by little pimples and spotskarroo takes
pimples and spotskarroo takes these away too successful people use ambi keep my complexion looking light clear and smoo
# Most common words in context for with keyword 'people'
drum_concord_list_obj = drum_text_object.concordance_list("people", 50)
drum_concord_list = []
for con in drum_concord_list_obj:
sent = "".join(list(con[4:]))
drum_concord_list.append(sent)
drum_concord_list_freqs = nltk.FreqDist(drum_concord_list)
drum_concord_list_freqs.most_common(10)[('ing cream for men forthat want a lighter sing cream for men for people that want a lighter s',
2),
('extra always wins forthat want a lighter sextra always wins for people that want a lighter s',
2),
('eam for smart men forthat want a lighter seam for smart men for people that want a lighter s',
2),
('ream in the world forthat want a lighter sream in the world for people that want a lighter s',
2),
('ythe american way forthat want a lighter sythe american way for people that want a lighter s',
1),
('amazing new artra forthat want a lighter samazing new artra for people that want a lighter s',
1),
('r complexion care forthat want a lighter sr complexion care for people that want a lighter s',
1),
('a beautiful bride forthat want a lighter sa beautiful bride for people that want a lighter s',
1),
('brides complexion forthat want a lighter sbrides complexion for people that want a lighter s',
1),
('n becomes lighter forthat want a lighter sn becomes lighter for people that want a lighter s',
1)]
# Success is clearly associated with lighter skin
drum_text_object.concordance("successful", 120, 25)Displaying 25 of 884 matches:
y makes you light protects skin against harsh sunlight successful people use ambi lighter clearer complexion with ambi a
n give you the smooth clear lighter skin youve notices successful people have successful people use ambi scientifically
lear lighter skin youve notices successful people have successful people use ambi scientifically formulatedclear the ski
emishes make it smoother and lighter within a few days successful people use ambi absolutely safeno burning or irritatio
or irritation its even good for painful sunburnt skin successful people use ambi skin looked lighter and smoother prote
and smoother protects your skin against harsh sunlight successful people use ambi worried by little pimples and spotskar
by little pimples and spotskarroo takes these away too successful people use ambi keep my complexion looking light clear
n give you the smooth clear lighter skin youve notices successful people have karroo morning karoo night makes you lovel
n give you the smooth clear lighter skin youve notices successful people have karroo morning karoo night makes you lovel
n give you the smooth clear lighter skin youve notices successful people have perfect skin beauty can be yours with the
n give you the smooth clear lighter skin youve notices successful people have hilite lightens and smooths skin scientifi
n give you the smooth clear lighter skin youve notices successful people have brightens your skin fast and keeps it ligh
n give you the smooth clear lighter skin youve notices successful people have karroo morning karoo night makes you lovel
n give you the smooth clear lighter skin youve notices successful people have the two karroo creams keep my skin light c
t clear light complexionyou can have 1 too with karroo successful people use ambi works wonders for skinlightens and smo
te keeps your skin young and beautiful for much longer successful people use ambi starts lightening and smoothing your c
ood and works so fast because it contains hydroquinone successful people use ambi helps clear blackheads pimples and fre
e use ambi helps clear blackheads pimples and freckles successful people use ambi keep skin lighter smoother and softer
clearer it felt soft and smoothit was much lighter too successful people use ambi makes your skin and keep your skin loo
ep your skin looking smoother lighter and soft as silk successful people use ambi lighter clearer complexion with ambi a
n give you the smooth clear lighter skin youve notices successful people have successful people use ambi scientifically
lear lighter skin youve notices successful people have successful people use ambi scientifically formulatedclear the ski
emishes make it smoother and lighter within a few days successful people use ambi absolutely safeno burning or irritatio
or irritation its even good for painful sunburnt skin successful people use ambi clear light complexionyou can have 1 t
n give you the smooth clear lighter skin youve notices successful people have use karroo creams and you too can be a bea
# Most common words in context for with keyword 'successful'
drum_concord_list_obj = drum_text_object.concordance_list("successful", 50)
drum_concord_list = []
for con in drum_concord_list_obj:
sent = "".join(list(con[4:]))
drum_concord_list.append(sent)
drum_concord_list_freqs = nltk.FreqDist(drum_concord_list)
drum_concord_list_freqs.most_common(10)[(' skin youve noticespeople have karroo skin youve notices successful people have karroo ',
3),
(' skin youve noticespeople have success skin youve notices successful people have success',
2),
('cessful people havepeople use ambi scicessful people have successful people use ambi sci',
2),
('r within a few dayspeople use ambi absr within a few days successful people use ambi abs',
2),
('inst harsh sunlightpeople use ambi liginst harsh sunlight successful people use ambi lig',
1),
('inful sunburnt skinpeople use ambi skiinful sunburnt skin successful people use ambi ski',
1),
('inst harsh sunlightpeople use ambi worinst harsh sunlight successful people use ambi wor',
1),
('akes these away toopeople use ambi keeakes these away too successful people use ambi kee',
1),
(' skin youve noticespeople have perfect skin youve notices successful people have perfect',
1),
(' skin youve noticespeople have hilite skin youve notices successful people have hilite ',
1)]
drum_text_object.concordance("bride", 120, 25)Displaying 25 of 80 matches:
ght complexion you too can look as lovely as a beautiful bride to make their skin lighter and lovelierlovelier and ligh
ralightens and you too can look as lovely as a beautiful bride brightens skin lightens from the first day vanishes into
ning your skin you too can look as lovely as a beautiful bride immediately keeps skin beautiful and clean makes it smoo
oth and lovely you too can look as lovely as a beautiful bride mild and gentlekeeps skin free from blemishes and pimple
es and pimples you too can look as lovely as a beautiful bride clears and lightens the skin smooths away blemishes and
ftens the skin you too can look as lovely as a beautiful bride gets to work immediately to give you a lighter lovelier
ier complexion you too can look as lovely as a beautiful bride a fair complexion clear skin that is blemish free and sp
g this product you too can look as lovely as a beautiful bride your skin will grow lighter complexion smoother and blem
s of your skin you too can look as lovely as a beautiful bride you will be more attractive more desirable will admire y
ght complexion you too can look as lovely as a beautiful bride clears complexion in a few days any blemishes and spotsk
ts rid of them you too can look as lovely as a beautiful bride the sooner you startexpect a lovely clear bright complex
ght complexion you too can look as lovely as a beautiful bride to make their skin lighter and lovelierlovelier and ligh
ralightens and you too can look as lovely as a beautiful bride brightens skin lightens from the first day vanishes into
ning your skin you too can look as lovely as a beautiful bride immediately keeps skin beautiful and clean makes it smoo
oth and lovely you too can look as lovely as a beautiful bride mild and gentlekeeps skin free from blemishes and pimple
es and pimples you too can look as lovely as a beautiful bride ambi extramakes your skin positively lighter in is 4 day
r and smoother you too can look as lovely as a beautiful bride for people that want a lighter smoother complexion makes
nly a few days you too can look as lovely as a beautiful bride your skin will grow lighter complexion smoother and blem
s of your skin you too can look as lovely as a beautiful bride you will be more attractive more desirable will admire y
ear complexion you too can look as lovely as a beautiful bride your skin will grow lighter complexion smoother and blem
s of your skin you too can look as lovely as a beautiful bride you will be more attractive more desirable will admire y
ght complexion you too can look as lovely as a beautiful bride protects skin from the sun a light clear skin free from
es and pimples you too can look as lovely as a beautiful bride newest fastest acting skin lightening creamwill positive
ear complexion you too can look as lovely as a beautiful bride lighter smoother skin in a few days cream can give you a
ght complexion you too can look as lovely as a beautiful bride protects skin against harsh sunlight desire skin tone cr
# Collocations of commonly associated terms in Drum corpus, not necessarily bigrams
# Please see NLTK collocations documentation to understand how collocations are
# selected: https://www.nltk.org/_modules/nltk/collocations.html
drum_text_object.collocations(num=100)hollywood seven; karroo morning; successful people; morning karoo;
skin lightening; use ambi; beauty queen; karoo night; karroo creams;
super rose; lighter smoother; people use; lightening cream; modern
way; night makes; arms legs; cosmetic substance; miss south; americas
great; lovely makes; legs neck; always wanted; look great; ugly spots;
powerful name; lighter clearer; face arms; discolouring ugly; fast
acting; german science; extra fast; one step; spots discolouring;
removes ugly; quick acting; thoroughly removes; south africa; neck
removes; acting medicinescleans; given thousands; velvety smooth;
stronger super; double strength; light fantastic; lightening
treatment; new cosmetic; cant lose; rose heman; says miss;
complexionuse full; youll look; removes dark; quicker results; stops
production; new stronger; aviva light; heman lotion; film star; top
society; good looking; ambi youll; great looking; skin lightener;
lighten dark; ugly blemishes; americans lighter; works fast; butter
beautifies; burning rays; stays beautiful; queen complexionthey; dear
heart; quick action; lightens face; dark spots; fragrant greaseless;
lose says; white skin; morning karroo; smoother lovelier; makeup base;
vanishing creamused; looking lovely; clearer complexionuse; acting
ambi; clear natural; theyre seen; lightenerhas already; miss
johannesburg; creams gave; clearer complexion; pimple freckle; skin
whitens; lemon butter; skin thoroughly; natural look; youve noticed;
skin leaving; lovely throughout; lighter brighter
# Most common bigram frequencies
drum_bigram_list = list(nltk.bigrams(drum_text_object))
drum_bigram_freqs = nltk.FreqDist(drum_bigram_list)
pp.pprint(drum_bigram_freqs.most_common(75))[(('your', 'skin'), 2664),
(('makes', 'you'), 1373),
(('skin', 'lightening'), 1323),
(('you', 'lovely'), 900),
(('use', 'ambi'), 896),
(('you', 'light'), 887),
(('karroo', 'morning'), 881),
(('hollywood', 'seven'), 807),
(('karroo', 'creams'), 741),
(('successful', 'people'), 684),
(('a', 'lighter'), 674),
(('lighter', 'smoother'), 634),
(('beauty', 'queen'), 627),
(('lightening', 'cream'), 621),
(('beautiful', 'skin'), 620),
(('night', 'makes'), 616),
(('lovely', 'makes'), 616),
(('spots', 'and'), 610),
(('people', 'use'), 590),
(('pimples', 'and'), 590),
(('morning', 'karoo'), 564),
(('karoo', 'night'), 564),
(('can', 'have'), 563),
(('for', 'a'), 555),
(('in', 'the'), 535),
(('keeps', 'you'), 530),
(('smooth', 'and'), 513),
(('the', 'best'), 500),
(('and', 'pimples'), 484),
(('extra', 'fast'), 480),
(('look', 'great'), 476),
(('while', 'it'), 465),
(('keeps', 'skin'), 437),
(('more', 'beautiful'), 426),
(('light', 'skin'), 419),
(('super', 'rose'), 419),
(('to', 'lighten'), 411),
(('lighter', 'clearer'), 404),
(('and', 'blemishes'), 402),
(('you', 'can'), 401),
(('fast', 'acting'), 394),
(('ugly', 'spots'), 393),
(('it', 'lightens'), 388),
(('the', 'beautiful'), 382),
(('a', 'beauty'), 382),
(('blemishes', 'and'), 374),
(('smoother', 'and'), 372),
(('lighten', 'your'), 372),
(('beautiful', 'and'), 370),
(('skin', 'the'), 368),
(('new', 'skin'), 363),
(('the', 'skin'), 359),
(('skin', 'beautiful'), 356),
(('and', 'light'), 352),
(('the', 'modern'), 349),
(('modern', 'way'), 349),
(('light', 'fantastic'), 349),
(('the', 'day'), 348),
(('complexion', 'and'), 344),
(('now', 'you'), 335),
(('skin', 'lightener'), 333),
(('your', 'complexion'), 327),
(('lovelier', 'skin'), 324),
(('morning', 'karroo'), 317),
(('karroo', 'at'), 317),
(('at', 'night'), 317),
(('americas', 'great'), 314),
(('lightening', 'treatment'), 314),
(('makes', 'skin'), 312),
(('and', 'lovely'), 311),
(('miss', 'south'), 307),
(('quick', 'acting'), 306),
(('skin', 'you'), 303),
(('skin', 'now'), 303),
(('light', 'clear'), 300)]
drum_bigram_freqs.plot(35, title="Drum Magazine Bigrams")
<AxesSubplot:title={'center':'Drum Magazine Bigrams'}, xlabel='Samples', ylabel='Counts'>
# Drum trigram frequencies
# Notice the most frequent trigrams relate to "makes you" construction. The sense that skin
# bleaching is about self-making and identity formation. There is a relationship between skin
# colour and the American mythology of self-made success.
drum_trigram_list = list(nltk.trigrams(drum_text_object))
drum_trigram_freqs = nltk.FreqDist(drum_trigram_list)
pp.pprint(drum_trigram_freqs.most_common(75))[(('night', 'makes', 'you'), 616),
(('makes', 'you', 'lovely'), 616),
(('you', 'lovely', 'makes'), 616),
(('lovely', 'makes', 'you'), 616),
(('makes', 'you', 'light'), 616),
(('karroo', 'morning', 'karoo'), 564),
(('morning', 'karoo', 'night'), 564),
(('skin', 'lightening', 'cream'), 544),
(('successful', 'people', 'use'), 427),
(('spots', 'and', 'pimples'), 425),
(('people', 'use', 'ambi'), 393),
(('while', 'it', 'lightens'), 385),
(('ugly', 'spots', 'and'), 375),
(('the', 'modern', 'way'), 349),
(('lighten', 'your', 'skin'), 340),
(('you', 'can', 'have'), 339),
(('now', 'you', 'can'), 335),
(('your', 'skin', 'the'), 330),
(('karroo', 'morning', 'karroo'), 317),
(('morning', 'karroo', 'at'), 317),
(('karroo', 'at', 'night'), 317),
(('at', 'night', 'makes'), 317),
(('skin', 'lightening', 'treatment'), 314),
(('pimples', 'and', 'blemishes'), 313),
(('a', 'beauty', 'queen'), 301),
(('for', 'a', 'lighter'), 300),
(('karoo', 'night', 'makes'), 299),
(('lovely', 'beauty', 'queen'), 289),
(('fast', 'acting', 'ambi'), 288),
(('a', 'lighter', 'smoother'), 287),
(('skin', 'the', 'modern'), 285),
(('skin', 'beautiful', 'and'), 283),
(('a', 'few', 'days'), 282),
(('lighter', 'clearer', 'complexion'), 274),
(('your', 'skin', 'now'), 274),
(('white', 'skin', 'whitens'), 273),
(('skin', 'whitens', 'your'), 273),
(('whitens', 'your', 'skin'), 273),
(('skin', 'now', 'you'), 273),
(('can', 'have', 'the'), 273),
(('have', 'the', 'beautiful'), 273),
(('the', 'beautiful', 'light'), 273),
(('beautiful', 'light', 'skin'), 273),
(('light', 'skin', 'you'), 273),
(('skin', 'you', 'always'), 273),
(('you', 'always', 'wanted'), 273),
(('lightens', 'your', 'skin'), 270),
(('for', 'great', 'looking'), 270),
(('great', 'looking', 'skin'), 270),
(('aviva', 'light', 'fantastic'), 266),
(('karoo', 'night', 'keeps'), 265),
(('night', 'keeps', 'you'), 265),
(('keeps', 'you', 'lovely'), 265),
(('you', 'lovely', 'keeps'), 265),
(('lovely', 'keeps', 'you'), 265),
(('keeps', 'you', 'light'), 265),
(('keeps', 'skin', 'beautiful'), 264),
(('in', 'the', 'world'), 258),
(('name', 'in', 'skin'), 252),
(('lightens', 'face', 'arms'), 247),
(('face', 'arms', 'legs'), 247),
(('arms', 'legs', 'neck'), 247),
(('legs', 'neck', 'removes'), 247),
(('neck', 'removes', 'dark'), 247),
(('removes', 'dark', 'spots'), 247),
(('dark', 'spots', 'discolouring'), 247),
(('spots', 'discolouring', 'ugly'), 247),
(('discolouring', 'ugly', 'blemishes'), 247),
(('ugly', 'blemishes', 'and'), 247),
(('blemishes', 'and', 'impurities'), 247),
(('it', 'lightens', 'it'), 247),
(('lightens', 'it', 'feeds'), 247),
(('it', 'feeds', 'and'), 247),
(('feeds', 'and', 'moisturizes'), 247),
(('and', 'moisturizes', 'your'), 247)]
# A plot of Drum Magazine trigrams
drum_trigram_freqs.plot(35, title="Drum Magazine Trigrams")
<AxesSubplot:title={'center':'Drum Magazine Trigrams'}, xlabel='Samples', ylabel='Counts'>
# While the quadgrams continue with the "makes you" construction, later formations introduce
# the logic of possibility in the present. The "now you can" phrasing figures prominently in ads
# which highlights the urgency of attaining associated attributes like whiteness, beauty,
# modernity, and success.
drum_quadgram_list = list(nltk.ngrams(drum_text_object, 4))
drum_quadgram_freqs = nltk.FreqDist(drum_quadgram_list)
pp.pprint(drum_quadgram_freqs.most_common(75))[(('night', 'makes', 'you', 'lovely'), 616),
(('makes', 'you', 'lovely', 'makes'), 616),
(('you', 'lovely', 'makes', 'you'), 616),
(('lovely', 'makes', 'you', 'light'), 616),
(('karroo', 'morning', 'karoo', 'night'), 564),
(('successful', 'people', 'use', 'ambi'), 393),
(('ugly', 'spots', 'and', 'pimples'), 323),
(('karroo', 'morning', 'karroo', 'at'), 317),
(('morning', 'karroo', 'at', 'night'), 317),
(('karroo', 'at', 'night', 'makes'), 317),
(('at', 'night', 'makes', 'you'), 317),
(('morning', 'karoo', 'night', 'makes'), 299),
(('karoo', 'night', 'makes', 'you'), 299),
(('your', 'skin', 'the', 'modern'), 285),
(('skin', 'the', 'modern', 'way'), 285),
(('white', 'skin', 'whitens', 'your'), 273),
(('skin', 'whitens', 'your', 'skin'), 273),
(('whitens', 'your', 'skin', 'now'), 273),
(('your', 'skin', 'now', 'you'), 273),
(('skin', 'now', 'you', 'can'), 273),
(('now', 'you', 'can', 'have'), 273),
(('you', 'can', 'have', 'the'), 273),
(('can', 'have', 'the', 'beautiful'), 273),
(('have', 'the', 'beautiful', 'light'), 273),
(('the', 'beautiful', 'light', 'skin'), 273),
(('beautiful', 'light', 'skin', 'you'), 273),
(('light', 'skin', 'you', 'always'), 273),
(('skin', 'you', 'always', 'wanted'), 273),
(('for', 'great', 'looking', 'skin'), 270),
(('morning', 'karoo', 'night', 'keeps'), 265),
(('karoo', 'night', 'keeps', 'you'), 265),
(('night', 'keeps', 'you', 'lovely'), 265),
(('keeps', 'you', 'lovely', 'keeps'), 265),
(('you', 'lovely', 'keeps', 'you'), 265),
(('lovely', 'keeps', 'you', 'light'), 265),
(('keeps', 'skin', 'beautiful', 'and'), 264),
(('lightens', 'face', 'arms', 'legs'), 247),
(('face', 'arms', 'legs', 'neck'), 247),
(('arms', 'legs', 'neck', 'removes'), 247),
(('legs', 'neck', 'removes', 'dark'), 247),
(('neck', 'removes', 'dark', 'spots'), 247),
(('removes', 'dark', 'spots', 'discolouring'), 247),
(('dark', 'spots', 'discolouring', 'ugly'), 247),
(('spots', 'discolouring', 'ugly', 'blemishes'), 247),
(('discolouring', 'ugly', 'blemishes', 'and'), 247),
(('ugly', 'blemishes', 'and', 'impurities'), 247),
(('while', 'it', 'lightens', 'it'), 247),
(('it', 'lightens', 'it', 'feeds'), 247),
(('lightens', 'it', 'feeds', 'and'), 247),
(('it', 'feeds', 'and', 'moisturizes'), 247),
(('feeds', 'and', 'moisturizes', 'your'), 247),
(('and', 'moisturizes', 'your', 'skin'), 247),
(('moisturizes', 'your', 'skin', 'leaving'), 247),
(('your', 'skin', 'leaving', 'it'), 247),
(('skin', 'leaving', 'it', 'velvety'), 247),
(('leaving', 'it', 'velvety', 'smooth'), 247),
(('skin', 'beautiful', 'and', 'healthy'), 240),
(('to', 'lighten', 'dark', 'skin'), 239),
(('the', 'most', 'powerful', 'name'), 237),
(('most', 'powerful', 'name', 'in'), 237),
(('powerful', 'name', 'in', 'skin'), 237),
(('name', 'in', 'skin', 'lightening'), 237),
(('lighter', 'smoother', 'lovelier', 'skin'), 229),
(('look', 'great', 'use', 'ambi'), 224),
(('great', 'use', 'ambi', 'youll'), 224),
(('use', 'ambi', 'youll', 'look'), 224),
(('ambi', 'youll', 'look', 'great'), 224),
(('quick', 'acting', 'medicinescleans', 'skin'), 221),
(('acting', 'medicinescleans', 'skin', 'thoroughly'), 221),
(('medicinescleans', 'skin', 'thoroughly', 'removes'), 221),
(('skin', 'thoroughly', 'removes', 'ugly'), 221),
(('thoroughly', 'removes', 'ugly', 'spots'), 221),
(('removes', 'ugly', 'spots', 'and'), 221),
(('spots', 'and', 'pimples', 'keeps'), 221),
(('and', 'pimples', 'keeps', 'skin'), 221)]
# A plot of Drum Magazine quadgrams
drum_quadgram_freqs.plot(35, title="Drum Magazine Quadgrams")
<AxesSubplot:title={'center':'Drum Magazine Quadgrams'}, xlabel='Samples', ylabel='Counts'>
# Convert dataframe into a list of lists of sentences for Ebony
ebony_catch_phrase_and_claims = pd.merge(catch_phrase_ebony, claims_ebony, right_index=True, left_index=True).dropna()
ebony_claims_phrase_list = ebony_catch_phrase_and_claims.values.tolist()
ebony_claims_phrase_list[:10][['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'" - wakes up dark, dull complexion! Conceals ugly blotches, blemishes while it bleaches. Guarantees lovelier, lighter skin."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"If your skin doesn\'t look actually lighter after using Mercolized Wax Cream for just one week, your money will be cheerfully refunded."; "You\'ll see amazing results almost at once - as Mercolized Wax Cream\'s speedy bleaching action lightens your complexion, fades dark blotches, spots, and freckles, brings excessive skin oiliness under control."; "...works under the skin surface to bring about these marvelous results."; "Used by beautiful women for over 40 years."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"And you, too, can have a glamorous complexion!"; "…see your skin get a lighter, brighter, softer look."; "Its bleaching action works effectively inside your skin. Modern science knows no faster way of lightening skin."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"Don\'t let dull, dark skin rob you of romance. Don\'t let oiliness, big pores, blackheads cheat you of charm."; "This remarkable medicated ingredient works deep down within the skin to brighten and lighten it…"; "Soon your skin feels smoother and softer, fresh and fascinating, glowing and glamorous."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"Yes in just 7 days be delighted how fast and easy this doctor\'s fomrula lightens, brightens, and helps clear skin or money back"; "It lightens, brightens and clears skin fast and at the same time fades blemishes, freckles and off-color spots."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"This Egyptian inspired formula proves you can make your complexion lovelier and keep it that way. So, enjoy a new feeling of distinction and beauty, convinceyourself of the quick, delightful results. What\'s more, MABS is easy and safe to use, gentle to tender, sensitive skin."'],
['"Lighter, brighter skin is irresistable"',
'" - wakes up dark, dull complexion! Conceals ugly blotches, blemishes while it bleaches. Guarantees lovelier, lighter skin."'],
['"Lighter, brighter skin is irresistable"',
'"If your skin doesn\'t look actually lighter after using Mercolized Wax Cream for just one week, your money will be cheerfully refunded."; "You\'ll see amazing results almost at once - as Mercolized Wax Cream\'s speedy bleaching action lightens your complexion, fades dark blotches, spots, and freckles, brings excessive skin oiliness under control."; "...works under the skin surface to bring about these marvelous results."; "Used by beautiful women for over 40 years."'],
['"Lighter, brighter skin is irresistable"',
'"And you, too, can have a glamorous complexion!"; "…see your skin get a lighter, brighter, softer look."; "Its bleaching action works effectively inside your skin. Modern science knows no faster way of lightening skin."'],
['"Lighter, brighter skin is irresistable"',
'"Don\'t let dull, dark skin rob you of romance. Don\'t let oiliness, big pores, blackheads cheat you of charm."; "This remarkable medicated ingredient works deep down within the skin to brighten and lighten it…"; "Soon your skin feels smoother and softer, fresh and fascinating, glowing and glamorous."']]
# Tokenize and preprocess lists of sentences
ebony_word_corpus_list = []
for ad in ebony_claims_phrase_list:
sents = [ch for ch in " ".join(ad).lower() if ch not in string.punctuation+"…"]
ebony_word_corpus_list.append("".join(sents).split())
print(ebony_word_corpus_list[:5]) [['mercolized', 'wax', 'cream', 'guarantees', 'lighter', 'looking', 'skin', 'in', 'just', '7', 'days', 'or', 'money', 'back', 'wakes', 'up', 'dark', 'dull', 'complexion', 'conceals', 'ugly', 'blotches', 'blemishes', 'while', 'it', 'bleaches', 'guarantees', 'lovelier', 'lighter', 'skin'], ['mercolized', 'wax', 'cream', 'guarantees', 'lighter', 'looking', 'skin', 'in', 'just', '7', 'days', 'or', 'money', 'back', 'if', 'your', 'skin', 'doesnt', 'look', 'actually', 'lighter', 'after', 'using', 'mercolized', 'wax', 'cream', 'for', 'just', 'one', 'week', 'your', 'money', 'will', 'be', 'cheerfully', 'refunded', 'youll', 'see', 'amazing', 'results', 'almost', 'at', 'once', 'as', 'mercolized', 'wax', 'creams', 'speedy', 'bleaching', 'action', 'lightens', 'your', 'complexion', 'fades', 'dark', 'blotches', 'spots', 'and', 'freckles', 'brings', 'excessive', 'skin', 'oiliness', 'under', 'control', 'works', 'under', 'the', 'skin', 'surface', 'to', 'bring', 'about', 'these', 'marvelous', 'results', 'used', 'by', 'beautiful', 'women', 'for', 'over', '40', 'years'], ['mercolized', 'wax', 'cream', 'guarantees', 'lighter', 'looking', 'skin', 'in', 'just', '7', 'days', 'or', 'money', 'back', 'and', 'you', 'too', 'can', 'have', 'a', 'glamorous', 'complexion', 'see', 'your', 'skin', 'get', 'a', 'lighter', 'brighter', 'softer', 'look', 'its', 'bleaching', 'action', 'works', 'effectively', 'inside', 'your', 'skin', 'modern', 'science', 'knows', 'no', 'faster', 'way', 'of', 'lightening', 'skin'], ['mercolized', 'wax', 'cream', 'guarantees', 'lighter', 'looking', 'skin', 'in', 'just', '7', 'days', 'or', 'money', 'back', 'dont', 'let', 'dull', 'dark', 'skin', 'rob', 'you', 'of', 'romance', 'dont', 'let', 'oiliness', 'big', 'pores', 'blackheads', 'cheat', 'you', 'of', 'charm', 'this', 'remarkable', 'medicated', 'ingredient', 'works', 'deep', 'down', 'within', 'the', 'skin', 'to', 'brighten', 'and', 'lighten', 'it', 'soon', 'your', 'skin', 'feels', 'smoother', 'and', 'softer', 'fresh', 'and', 'fascinating', 'glowing', 'and', 'glamorous'], ['mercolized', 'wax', 'cream', 'guarantees', 'lighter', 'looking', 'skin', 'in', 'just', '7', 'days', 'or', 'money', 'back', 'yes', 'in', 'just', '7', 'days', 'be', 'delighted', 'how', 'fast', 'and', 'easy', 'this', 'doctors', 'fomrula', 'lightens', 'brightens', 'and', 'helps', 'clear', 'skin', 'or', 'money', 'back', 'it', 'lightens', 'brightens', 'and', 'clears', 'skin', 'fast', 'and', 'at', 'the', 'same', 'time', 'fades', 'blemishes', 'freckles', 'and', 'offcolor', 'spots']]
# Collect all words into single sentence
ebony_word_corpus = []
for sent in ebony_word_corpus_list:
for word in sent:
ebony_word_corpus.append(word)# Total words in corpus and preview Drum word list
ebony_num = len(ebony_word_corpus)
print(f"There are {ebony_num:,} words in the Ebony Magazine corpus. Remember, Drum Magazine contained {drum_num:,} words.")
print(ebony_word_corpus[:10])There are 632,675 words in the Ebony Magazine corpus. Remember, Drum Magazine contained 211,112 words.
['mercolized', 'wax', 'cream', 'guarantees', 'lighter', 'looking', 'skin', 'in', 'just', '7']
# Create an NLTK Text object
ebony_text_object = nltk.Text(ebony_word_corpus)# Generate a sample concordance, displaying 120 characters of 25 matches
ebony_text_object.concordance("good",120,25)Displaying 25 of 205 matches:
ghten glorify skin or money back i am excited about a new good looks cream for the whole family with gentle laboratory t
radiance of that artra look now i am excited about a new good looks cream for the whole family that velvetysoft radiant
ient proven safe for normal skin i am excited about a new good looks cream for the whole family now at last a complexion
thats lighter brighter lovelier i am excited about a new good looks cream for the whole family long for the radiant glo
skin artra softens your skin too i am excited about a new good looks cream for the whole family no more messy oldfashion
leaching ingredient hydroquinone i am excited about a new good looks cream for the whole family clothes do the most for
of no faster way to lighten skin i am excited about a new good looks cream for the whole family photo caption now one ac
learer smooth and radiantly soft i am excited about a new good looks cream for the whole family a delightful white cream
ightens a toodark weathered skin i am excited about a new good looks cream for the whole family if you want to be pretty
will say you look years younger i am excited about a new good looks cream for the whole family breathless enchanting me
e contains no ammoniated mercury i am excited about a new good looks cream for the whole family if your skin doesnt look
eautiful women for over 40 years i am excited about a new good looks cream for the whole family none i am excited about
cream for the whole family none i am excited about a new good looks cream for the whole family if your skin doesnt look
eautiful women for over 40 years i am excited about a new good looks cream for the whole family no man can resist the al
no faster way of lightening skin i am excited about a new good looks cream for the whole family now a complexion cream f
helps keep skin clear and clean i am excited about a new good looks cream for the whole family if you face has a shiny
eback that is thrilling to watch i am excited about a new good looks cream for the whole family a delightful cream that
s famous formula with 10 lanolin i am excited about a new good looks cream for the whole family amazing new bleach and g
it perfectly serve as a powder base and well you know how good lemon is for the skin apex lemon skin creme also works wo
it perfectly serve as a powder base and well you know how good lemon is for the skin apex lemon skin creme also works wo
it perfectly serve as a powder base and well you know how good lemon is for the skin apex lemon skin creme also works wo
it perfectly serve as a powder base and well you know how good lemon is for the skin apex lemon skin creme also works wo
it perfectly serve as a powder base and well you know how good lemon is for the skin apex lemon skin creme also works wo
it perfectly serve as a powder base and well you know how good lemon is for the skin apex lemon skin creme also works wo
it perfectly serve as a powder base and well you know how good lemon is for the skin apex lemon skin creme also works wo
# Most common words in context for with keyword 'good'
drum_concord_list_obj = drum_text_object.concordance_list("good", 50)
drum_concord_list = []
for con in drum_concord_list_obj:
sent = "".join(list(con[4:]))
drum_concord_list.append(sent)
drum_concord_list_freqs = nltk.FreqDist(drum_concord_list)
drum_concord_list_freqs.most_common(10)[('as soon as its used isand works so fast becaas soon as its used is good and works so fast beca',
10),
('or irritation its evenfor painful sunburnt sor irritation its even good for painful sunburnt s',
4),
('lear bright complexionthings happen to a prelear bright complexion good things happen to a pre',
1),
('made artralightens andthings happen to a premade artralightens and good things happen to a pre',
1),
(' brightening your skinthings happen to a pre brightening your skin good things happen to a pre',
1),
('s it smooth and lovelythings happen to a pres it smooth and lovely good things happen to a pre',
1),
(' blemishes and pimplesthings happen to a pre blemishes and pimples good things happen to a pre',
1),
('spots softens the skinthings happen to a prespots softens the skin good things happen to a pre',
1),
('er lovelier complexionthings happen to a preer lovelier complexion good things happen to a pre',
1),
('ned using this productthings happen to a prened using this product good things happen to a pre',
1)]
# Most common words in Ebony skin bleaching ads
# Remove stop words
ebony_word_corpus_no_stops = []
for word in ebony_word_corpus:
if word not in STOPS: #add extra stops above
ebony_word_corpus_no_stops.append(word)
ebony_freqs = nltk.FreqDist(ebony_word_corpus_no_stops)
ebony_most_common_counts = ebony_freqs.most_common(75)
ebony_most_common = []
for t,c in ebony_most_common_counts:
ebony_most_common.append(t)
pp.pprint(ebony_most_common_counts)[('skin', 26920),
('cream', 8765),
('complexion', 5046),
('lighter', 4923),
('new', 4350),
('beauty', 4060),
('nadinola', 3785),
('dark', 3515),
('artra', 3448),
('use', 3307),
('look', 3242),
('glow', 3139),
('spots', 2922),
('brighter', 2896),
('tone', 2557),
('blackheads', 2432),
('bleach', 2402),
('bleaching', 2395),
('face', 2375),
('see', 2321),
('helps', 2309),
('clear', 2255),
('lovelier', 2177),
('blemishes', 2135),
('works', 2080),
('contains', 1974),
('smooth', 1908),
('even', 1835),
('action', 1767),
('away', 1757),
('effective', 1744),
('treatment', 1733),
('ultra', 1673),
('ingredient', 1667),
('smoother', 1655),
('clearer', 1645),
('pores', 1642),
('women', 1590),
('fade', 1578),
('formula', 1508),
('try', 1501),
('beautiful', 1497),
('esoterica', 1492),
('care', 1491),
('ambi', 1475),
('one', 1461),
('soft', 1424),
('help', 1404),
('results', 1336),
('hydroquinone', 1321),
('day', 1321),
('surface', 1317),
('special', 1227),
('days', 1216),
('mercolized', 1198),
('using', 1191),
('dry', 1179),
('peelerpak', 1158),
('looking', 1154),
('areas', 1128),
('lightens', 1122),
('hands', 1118),
('fades', 1109),
('actually', 1107),
('palmers', 1085),
('age', 1079),
('blotches', 1078),
('white', 1065),
('makes', 1062),
('years', 1060),
('radiant', 1056),
('start', 1048),
('softer', 1036),
('makeup', 1027),
('comes', 1009)]
# A plot of Ebony Magazine MFW
ebony_freqs.plot(35, title="Ebony Magazine MFW")
<AxesSubplot:title={'center':'Ebony Magazine MFW'}, xlabel='Samples', ylabel='Counts'>
# Skin bleaching products are associated with newness, like many consumer products
# The new "feeling" is about "discovery," almost as if skin bleaching is about excavating
# a new, lighter sense of self.
ebony_text_object.concordance("new",120,50)Displaying 50 of 4350 matches:
your complexion lovelier and keep it that way so enjoy a new feeling of distinction and beauty convinceyourself of the
your complexion lovelier and keep it that way so enjoy a new feeling of distinction and beauty convinceyourself of the
your complexion lovelier and keep it that way so enjoy a new feeling of distinction and beauty convinceyourself of the
your complexion lovelier and keep it that way so enjoy a new feeling of distinction and beauty convinceyourself of the
your complexion lovelier and keep it that way so enjoy a new feeling of distinction and beauty convinceyourself of the
lighter lovelier skin thats both thorough and gentle its new artra skin tone cream with hydroquinone the miracleaction
ep skin clear and clean biggest beauty value you ever saw new bleach and glow leaves your skin shades lighter clearer s
rsened areas clears blemishes blackheads too now in handy new plastic squeeze tube fits perfectly into purse or makeup
auty value you ever saw see your dull dark skin take on a new lighter brighter softer smoother look its bleachign actio
ghter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hydroquinone dev
ghter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hydroquinone dev
lighter lovelier skin thats both thorough and gentle its new artra skin tone cream with hydroquinone the miracleaction
ghter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hydroquinone dev
y tested proven effective by thousands of satisfied users new bleach and glow leaves your skin shades lighter clearer s
rsened areas clears blemishes blackheads too now in handy new plastic squeeze tube fits perfectly into purse or makeup
ghter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hydroquinone dev
ghter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hydroquinone dev
ands of satisfied users see your dull dark skin take on a new lighter brighter softer smoother look its bleachign actio
lighter lovelier skin thats both thorough and gentle its new artra skin tone cream with hydroquinone the miracleaction
y yours with bleach and glow the look of total loveliness new bleach and glow leaves your skin shades lighter clearer s
rsened areas clears blemishes blackheads too now in handy new plastic squeeze tube fits perfectly into purse or makeup
ook of total loveliness see your dull dark skin take on a new lighter brighter softer smoother look its bleachign actio
lighter lovelier skin thats both thorough and gentle its new artra skin tone cream with hydroquinone the miracleaction
rantees lighter looking skin in just 7 days or money back new bleach and glow leaves your skin shades lighter clearer s
rsened areas clears blemishes blackheads too now in handy new plastic squeeze tube fits perfectly into purse or makeup
st 7 days or money back see your dull dark skin take on a new lighter brighter softer smoother look its bleachign actio
lighter lovelier skin thats both thorough and gentle its new artra skin tone cream with hydroquinone the miracleaction
clean the prettiest valentines have lighter brighter skin new bleach and glow leaves your skin shades lighter clearer s
rsened areas clears blemishes blackheads too now in handy new plastic squeeze tube fits perfectly into purse or makeup
e lighter brighter skin see your dull dark skin take on a new lighter brighter softer smoother look its bleachign actio
hat below the surface of the skin is a natural base for a new light creamy complexion no matter how drab your skin is n
n is nowno matter what youve tried in the past an amazing new discovery unveils the light creamy loveliness the true sk
ed complexion are now casting it offstepping into a great new day with a glowing glamorous radiant complexion it can ha
hat below the surface of the skin is a natural base for a new light creamy complexion no matter how drab your skin is n
n is nowno matter what youve tried in the past an amazing new discovery unveils the light creamy loveliness the true sk
ed complexion are now casting it offstepping into a great new day with a glowing glamorous radiant complexion it can ha
hat below the surface of the skin is a natural base for a new light creamy complexion no matter how drab your skin is n
n is nowno matter what youve tried in the past an amazing new discovery unveils the light creamy loveliness the true sk
ed complexion are now casting it offstepping into a great new day with a glowing glamorous radiant complexion it can ha
as bright as mine unlock the glorious hidden secret of a new lighter creamier complexion which lies waiting under your
as bright as mine unlock the glorious hidden secret of a new lighter creamier complexion which lies waiting under your
as bright as mine unlock the glorious hidden secret of a new lighter creamier complexion which lies waiting under your
as bright as mine unlock the glorious hidden secret of a new lighter creamier complexion which lies waiting under your
hat below the surface of the skin is a natural base for a new light creamy complexion no matter how drab your skin is n
n is nowno matter what youve tried in the past an amazing new discovery unveils the light creamy loveliness the true sk
ed complexion are now casting it offstepping into a great new day with a glowing glamorous radiant complexion it can ha
ant glow that says here is a woman who cares for her skin new artra skin tone cream was developed in modern laboratorie
ra skin tone cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra light
copy the dramatic and almost unbelievable results from a new and different kind of skin cream almost like magic brown
m breathless enchanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter
# Most common words in context for with keyword 'new'
ebony_concord_list_obj = ebony_text_object.concordance_list("new", 50)
ebony_concord_list = []
for con in ebony_concord_list_obj:
sent = "".join(list(con[4:]))
ebony_concord_list.append(sent)
ebony_concord_list_freqs = nltk.FreqDist(ebony_concord_list)
ebony_concord_list_freqs.most_common(10)[('it that way so enjoy afeeling of distinctionit that way so enjoy a new feeling of distinction',
5),
('nder of modern scienceartra skin tone cream nder of modern science new artra skin tone cream ',
5),
('horough and gentle itsartra skin tone cream horough and gentle its new artra skin tone cream ',
4),
('heads too now in handyplastic squeeze tube fheads too now in handy new plastic squeeze tube f',
4),
('ll dark skin take on alighter brighter softell dark skin take on a new lighter brighter softe',
3),
('uty value you ever sawbleach and glow leavesuty value you ever saw new bleach and glow leaves',
1),
('nds of satisfied usersbleach and glow leavesnds of satisfied users new bleach and glow leaves',
1),
('ok of total lovelinessbleach and glow leavesok of total loveliness new bleach and glow leaves',
1),
('t 7 days or money backbleach and glow leavest 7 days or money back new bleach and glow leaves',
1)]
# The discovery of new products and formulas is aligned with the discovery of beauty,
# and even a community of other men and women using these products.
ebony_text_object.concordance("discover",120,230)Displaying 230 of 230 matches:
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
he lightest loveliest exciting skin of your life try it discover for yourself how soft light and radiant your skin can b
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
ur looks use greaseless nadinola deluxe bleaching cream discover how really lovely your skin can be simply give yourself
unds those horrid age spotsfade them out with esoterica discover how really lovely your skin can be simply give yourself
bestmercolized cream guarantees glamorously fairer skin discover how really lovely your skin can be simply give yourself
mpounds lighter clearer skin too may be yours in 7 days discover how really lovely your skin can be simply give yourself
times everyone knows you care enough to use the finest discover how really lovely your skin can be simply give yourself
by far dependable quality skin care products since 1840 discover how really lovely your skin can be simply give yourself
hter softer with a new youthful glow try skintona today discover how pretty you really are whats more fun than being a g
hter softer with a new youthful glow try skintona today discover how pretty you really are bleach and glow cream makes y
hter softer with a new youthful glow try skintona today discover how pretty you really are those horrid age spotsfade th
hter softer with a new youthful glow try skintona today discover how pretty you really are lighter clearer skin too may
hter softer with a new youthful glow try skintona today discover how pretty you really are darling ive never seen your s
hter softer with a new youthful glow try skintona today discover how pretty you really are for those who can afford the
hter softer with a new youthful glow try skintona today discover how pretty you really are for those who can afford the
hter softer with a new youthful glow try skintona today discover how pretty you really are this may be the most exciting
hter softer with a new youthful glow try skintona today discover how pretty you really are use persulan proved more than
hter softer with a new youthful glow try skintona today discover how pretty you really are lighter clearer skin too may
hter softer with a new youthful glow try skintona today discover how pretty you really are those horrid age spotsfade th
hter softer with a new youthful glow try skintona today discover how pretty you really are darling your skin is so thril
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
o get todays best buy in beauty at a sensational saving discover a lighter lovelier complexion as thousands of women alr
artra skin tone cream at your favorite cosmetic counter discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
enetration action goes deep feel and see the difference discover ultra nadinola for a brighter lighter more eventoned lo
eams today start to bleach and glow your drab skin away discover ultra nadinola for a brighter lighter more eventoned lo
ightens darker pigment areas to a brigher lovelier tone discover ultra nadinola for a brighter lighter more eventoned lo
your skin glows with new brighter naturallooking beauty discover ultra nadinola for a brighter lighter more eventoned lo
ies inc trademark for stabilized hydroquinone compounds discover ultra nadinola for a brighter lighter more eventoned lo
art using black and white bleaching cream this very day discover ultra nadinola for a brighter lighter more eventoned lo
eas to produce a brighter more eventoned glowing effect discover ultra nadinola for a brighter lighter more eventoned lo
n to fade ugly brown spots and to lighten darkened neck discover ultra nadinola for a brighter lighter more eventoned lo
ies inc trademark for stabilized hydroquinone compounds discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
kin whitener for lighter brighter smoother looking skin discover ultra nadinola for a brighter lighter more eventoned lo
xion stage a beauty comeback that is thrilling to watch discover ultra nadinola for a brighter lighter more eventoned lo
eams today start to bleach and glow your drab skin away discover ultra nadinola for a brighter lighter more eventoned lo
artra skin tone cream at your favorite cosmetic counter discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
enetration action goes deep feel and see the difference discover ultra nadinola for a brighter lighter more eventoned lo
eams today start to bleach and glow your drab skin away discover ultra nadinola for a brighter lighter more eventoned lo
ightens darker pigment areas to a brigher lovelier tone discover ultra nadinola for a brighter lighter more eventoned lo
your skin glows with new brighter naturallooking beauty discover ultra nadinola for a brighter lighter more eventoned lo
ies inc trademark for stabilized hydroquinone compounds discover ultra nadinola for a brighter lighter more eventoned lo
art using black and white bleaching cream this very day discover ultra nadinola for a brighter lighter more eventoned lo
eas to produce a brighter more eventoned glowing effect discover ultra nadinola for a brighter lighter more eventoned lo
n to fade ugly brown spots and to lighten darkened neck discover ultra nadinola for a brighter lighter more eventoned lo
ies inc trademark for stabilized hydroquinone compounds discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
kin whitener for lighter brighter smoother looking skin discover ultra nadinola for a brighter lighter more eventoned lo
xion stage a beauty comeback that is thrilling to watch discover ultra nadinola for a brighter lighter more eventoned lo
eams today start to bleach and glow your drab skin away discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
deluxe and see your complexion stage a beauty comeback discover ultra nadinola for a brighter lighter more eventoned lo
ightens darker pigment areas to a brigher lovelier tone discover ultra nadinola for a brighter lighter more eventoned lo
art using black and white bleaching cream this very day discover ultra nadinola for a brighter lighter more eventoned lo
your skin glows with new brighter naturallooking beauty discover ultra nadinola for a brighter lighter more eventoned lo
ies inc trademark for stabilized hydroquinone compounds discover ultra nadinola for a brighter lighter more eventoned lo
eams today start to bleach and glow your drab skin away discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
ightens darker pigment areas to a brigher lovelier tone discover ultra nadinola for a brighter lighter more eventoned lo
n to fade ugly brown spots and to lighten darkened neck discover ultra nadinola for a brighter lighter more eventoned lo
ies inc trademark for stabilized hydroquinone compounds discover ultra nadinola for a brighter lighter more eventoned lo
artra skin tone cream at your favorite cosmetic counter discover ultra nadinola for a brighter lighter more eventoned lo
kin whitener for lighter brighter smoother looking skin discover ultra nadinola for a brighter lighter more eventoned lo
e radiant and you will be too new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
more eventoned glowing effect new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
ck that is thrilling to watch new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
g begin using esoterica today new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
bleaching cream this very day new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
righter naturallooking beauty new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
ilized hydroquinone compounds new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
eas to produce a brighter more eventoned glowing effect discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
artra skin tone cream at your favorite cosmetic counter discover ultra nadinola for a brighter lighter more eventoned lo
kin whitener for lighter brighter smoother looking skin discover ultra nadinola for a brighter lighter more eventoned lo
deluxe and see your complexion stage a beauty comeback discover ultra nadinola for a brighter lighter more eventoned lo
ightens darker pigment areas to a brigher lovelier tone discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
deluxe and see your complexion stage a beauty comeback discover ultra nadinola for a brighter lighter more eventoned lo
eams today start to bleach and glow your drab skin away discover ultra nadinola for a brighter lighter more eventoned lo
kin whitener for lighter brighter smoother looking skin discover ultra nadinola for a brighter lighter more eventoned lo
ightens darker pigment areas to a brigher lovelier tone discover ultra nadinola for a brighter lighter more eventoned lo
ies inc trademark for stabilized hydroquinone compounds discover ultra nadinola for a brighter lighter more eventoned lo
your skin glows with new brighter naturallooking beauty discover ultra nadinola for a brighter lighter more eventoned lo
eams today start to bleach and glow your drab skin away discover ultra nadinola for a brighter lighter more eventoned lo
art using black and white bleaching cream this very day discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
deluxe and see your complexion stage a beauty comeback discover ultra nadinola for a brighter lighter more eventoned lo
ies inc trademark for stabilized hydroquinone compounds discover ultra nadinola for a brighter lighter more eventoned lo
art using black and white bleaching cream this very day discover ultra nadinola for a brighter lighter more eventoned lo
ver try ityour skin will be radiant and you will be too discover ultra nadinola for a brighter lighter more eventoned lo
shes fairer younger looking begin using esoterica today discover ultra nadinola for a brighter lighter more eventoned lo
ightens darker pigment areas to a brigher lovelier tone discover ultra nadinola for a brighter lighter more eventoned lo
exion stage a beauty comeback new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
more eventoned glowing effect new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
e radiant and you will be too new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
bleaching cream this very day new fasterworking formula discover ultra nadinola for a brighter lighter more eventoned lo
pecial ingredient am in deluxe and regular formulations discover how really lovely your skin can be simply give yourself
so many clear and brighten their complexions with artra discover how really lovely your skin can be simply give yourself
nce that comes with clear radiant skin natural beauties discover how really lovely your skin can be simply give yourself
ight side of life a whole new world has opened up to me discover how really lovely your skin can be simply give yourself
with clear radiant skin soften dry skin while you sleep discover how really lovely your skin can be simply give yourself
skin try ityou will love your new look and he will too discover how really lovely your skin can be simply give yourself
lear radiant skin lighter brighter skin is irresistable discover how really lovely your skin can be simply give yourself
eam brighten your skin brighten your life with nadinola discover how really lovely your skin can be simply give yourself
brings a lighter brighter look to women round the world discover how really lovely your skin can be simply give yourself
skin those horrid age spotsfade them out with esoterica discover how really lovely your skin can be simply give yourself
th clear radiant skin share my secret for lovelier skin discover how really lovely your skin can be simply give yourself
skin try ityou will love your new look and he will too discover how really lovely your skin can be simply give yourself
lear radiant skin lighter brighter skin is irresistable discover how really lovely your skin can be simply give yourself
nce that comes with clear radiant skin natural beauties discover how really lovely your skin can be simply give yourself
ight side of life a whole new world has opened up to me discover how really lovely your skin can be simply give yourself
skin try ityou will love your new look and he will too discover how really lovely your skin can be simply give yourself
irresistable depend on black and white for skin beauty discover how really lovely your skin can be simply give yourself
cess cream for fairer clearer naturallooking loveliness discover how really lovely your skin can be simply give yourself
ve one cream could do all that at first we didnt either discover how really lovely your skin can be simply give yourself
perspiration odorsmakes you sure youre nice to be near discover the hidden beauty that is naturally you the proof came
for normal skin cant stain clothes because it vanishes discover the hidden beauty that is naturally you underneath your
se it faithfully and smile at the dreamier creamier you discover the hidden beauty that is naturally you the flowerand t
enjoy the confidence that comes with clear radiant skin discover the hidden beauty that is naturally you join in the fun
ly effective by women of all color tones the world over discover the hidden beauty that is naturally you discover how re
d over discover the hidden beauty that is naturally you discover how really lovely your skin can be simply give yourself
omen of all color tones the world over natural beauties discover how really lovely your skin can be simply give yourself
th a lighter clearer skin try itfor an exciting new you discover how really lovely your skin can be simply give yourself
cess cream for fairer clearer naturallooking loveliness discover how really lovely your skin can be simply give yourself
developed it for lovelier skin try new esoterica today discover the hidden beauty that is naturally you brighten up you
d over try ityou will love your new look and he will to discover the hidden beauty that is naturally you underneath your
se it faithfully and smile at the dreamier creamier you discover the hidden beauty that is naturally you weathered brown
your skin for fairer clearer naturallooking loveliness discover how really lovely your skin can be fragrant creamy whit
irresistable depend on black and white for skin beauty discover how really lovely your skin can be fragrant creamy whit
inola bring out the hidden beauty that is naturally you discover the hidden beauty that is naturally you discover how re
ly you discover the hidden beauty that is naturally you discover how really lovely your skin can be fragrant creamy whit
perspiration odorsmakes you sure youre nice to be near discover the hidden beauty that is naturally you and you too can
art using black and white bleaching cream this very day discover the hidden beauty that is naturally you underneath the
adiant brightness that blooms in a bleach and glow skin discover how really lovely your skin can be fragrant creamy whit
your skin for fairer clearer naturallooking loveliness discover how really lovely your skin can be fragrant creamy whit
iant glow of love and romance our annual thank you sale discover how really lovely your skin can be fragrant creamy whit
th a lighter clearer skin try itfor an exciting new you discover how really lovely your skin can be fragrant creamy whit
ance those horrid age spotsfade them out with esoterica discover how really lovely your skin can be fragrant creamy whit
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
ven toned and flawless without a trace of discoloration discover why women and men of all ages are using dermacure to el
# Most common words in context for with keyword 'discover'. In this case, there is only one
# slogan that repeats in the corpus, but it repeats 25 times so it appears in many ads.
ebony_concord_list_obj = ebony_text_object.concordance_list("discover", 70)
ebony_concord_list = []
for con in ebony_concord_list_obj:
sent = "".join(list(con[4:]))
ebony_concord_list.append(sent)
ebony_concord_list_freqs = nltk.FreqDist(ebony_concord_list)
ebony_concord_list_freqs.most_common(10)[('iting skin of your life try itfor yourself how soft light aniting skin of your life try it discover for yourself how soft light an',
25)]
# Collocations of commonly associated terms in Ebony corpus, not necessarily bigrams
# Please see NLTK collocations documentation to understand how collocations are
# selected: https://www.nltk.org/_modules/nltk/collocations.html
ebony_text_object.collocations(num=100)lighter brighter; mercolized wax; bleaching cream; skin tone; fred
palmers; money back; enlarged pores; ultra nadinola; ammoniated
mercury; dark spots; tone cream; nadinola deluxe; modern science;
basenot greasyvanishes; greasyvanishes immediatelyfor; externally
caused; laboratories inc; inc trademark; drake laboratories; dont let;
million times; powder basenot; smootha powder; peeling treatment;
times everyone; white bleaching; persulan proved; wax cream;
repeatedly prescribed; start using; everyone knows; skin whitener;
makeup base; bleaching action; exclusive formula; palmers skin;
ingredients repeatedly; refining enlarged; ponds vanishing;
hydroquinone compounds; stabilized hydroquinone; brown spots; eye
shadows; dry blotchy; young people; helps keep; razor bumps; gplus
action; persu persu; care enough; vanishing cream; large pores;
cheerfully refunded; bright nadinolalight; peelerpak treatment; dull
dark; medicated ingredient; use persulan; highly recommended;
consecutive nights; science knows; daily routine; faster way; age
lines; ingredient persu; wonderful ingredient; quickie smearon;
smearon method; youll see; effective ingredients; age spots;
superficial quickie; glow cream; acne large; skin success; brings
excessive; creams speedy; removing blackheads; recommended aid; one
week; works effectively; using black; acne scars; suddenly comes; men
women; action works; useit contains; alive easy; helen williams; fast
acting; lighter clearer; comes alive; new wonderful; nothing else;
effectively inside; face arms; keep skin; face neck; deluxe bleaching;
speedy bleaching
# Most common bigram frequencies in Ebony Magazine. It is notable that Dr. Fred Palmer's
# skin cream is still manufactured in the US:
# https://summitlabsinc.com/product/dr-fred-summit-skin-whitener-tone-and-bleach-cream/
ebony_bigram_list = list(nltk.bigrams(ebony_text_object))
ebony_bigram_freqs = nltk.FreqDist(ebony_bigram_list)
pp.pprint(ebony_bigram_freqs.most_common(75))[(('your', 'skin'), 6006),
(('lighter', 'brighter'), 1916),
(('skin', 'tone'), 1881),
(('bleach', 'and'), 1735),
(('and', 'glow'), 1616),
(('bleaching', 'cream'), 1416),
(('a', 'lighter'), 1210),
(('tone', 'cream'), 1185),
(('your', 'complexion'), 1160),
(('the', 'skin'), 1123),
(('blackheads', 'and'), 1034),
(('dark', 'spots'), 1012),
(('mercolized', 'wax'), 996),
(('will', 'be'), 996),
(('of', 'your'), 962),
(('palmers', 'skin'), 941),
(('your', 'face'), 932),
(('spots', 'and'), 919),
(('ultra', 'nadinola'), 914),
(('as', 'a'), 859),
(('skin', 'whitener'), 853),
(('artra', 'skin'), 825),
(('for', 'a'), 810),
(('to', 'use'), 798),
(('glow', 'cream'), 780),
(('black', 'and'), 775),
(('and', 'white'), 775),
(('wax', 'cream'), 771),
(('in', 'the'), 771),
(('skin', 'to'), 764),
(('skin', 'beauty'), 761),
(('nadinola', 'deluxe'), 751),
(('can', 'be'), 741),
(('as', 'it'), 722),
(('brighter', 'skin'), 721),
(('dr', 'fred'), 689),
(('on', 'the'), 681),
(('in', 'just'), 680),
(('money', 'back'), 680),
(('over', '40'), 674),
(('40', 'years'), 674),
(('fred', 'palmers'), 665),
(('skin', 'success'), 664),
(('to', 'help'), 663),
(('bleaching', 'action'), 661),
(('on', 'your'), 661),
(('lovelier', 'skin'), 653),
(('skin', 'will'), 652),
(('skin', 'in'), 650),
(('by', 'doctors'), 637),
(('the', 'new'), 634),
(('the', 'world'), 634),
(('for', 'skin'), 633),
(('and', 'see'), 624),
(('white', 'bleaching'), 623),
(('is', 'the'), 620),
(('contains', 'the'), 612),
(('for', 'you'), 611),
(('soft', 'and'), 611),
(('enlarged', 'pores'), 611),
(('skin', 'care'), 602),
(('keep', 'skin'), 600),
(('your', 'money'), 596),
(('use', 'it'), 594),
(('7', 'days'), 589),
(('see', 'your'), 579),
(('a', 'new'), 578),
(('with', 'the'), 572),
(('of', 'the'), 567),
(('skin', 'cream'), 554),
(('more', 'than'), 549),
(('peeling', 'treatment'), 540),
(('for', 'over'), 536),
(('and', 'you'), 534),
(('for', 'normal'), 533)]
# A plot of Ebony bigrams
ebony_bigram_freqs.plot(35, title="Ebony Magazine Bigrams")
<AxesSubplot:title={'center':'Ebony Magazine Bigrams'}, xlabel='Samples', ylabel='Counts'>
# Ebony trigram frequencies exposes a distinct phrasing from Drum ads, with assurances about
# effectiveness and provenness of the product. Perhaps there is more skepticism to use of these
# products and the need to assure that 20 million people have used these is products might
# give confidence to otherwise suspicious products. The presence of the "normal skin" construction
# is perhaps the most leading phrasing here.
ebony_trigram_list = list(nltk.trigrams(ebony_text_object))
ebony_trigram_freqs = nltk.FreqDist(ebony_trigram_list)
pp.pprint(ebony_trigram_freqs.most_common(75))[(('bleach', 'and', 'glow'), 1583),
(('skin', 'tone', 'cream'), 1118),
(('black', 'and', 'white'), 775),
(('mercolized', 'wax', 'cream'), 771),
(('and', 'glow', 'cream'), 741),
(('artra', 'skin', 'tone'), 726),
(('over', '40', 'years'), 674),
(('dr', 'fred', 'palmers'), 665),
(('lighter', 'brighter', 'skin'), 645),
(('and', 'white', 'bleaching'), 623),
(('white', 'bleaching', 'cream'), 610),
(('palmers', 'skin', 'whitener'), 573),
(('fred', 'palmers', 'skin'), 552),
(('for', 'over', '40'), 536),
(('a', 'lighter', 'brighter'), 516),
(('contains', 'the', 'new'), 511),
(('to', 'use', 'the'), 478),
(('helps', 'keep', 'skin'), 473),
(('nadinola', 'bleaching', 'cream'), 461),
(('and', 'see', 'your'), 425),
(('by', 'doctors', 'for'), 422),
(('bleaching', 'cream', 'as'), 421),
(('cream', 'as', 'directed'), 421),
(('for', 'normal', 'skin'), 421),
(('skin', 'soft', 'and'), 414),
(('bleaching', 'action', 'works'), 411),
(('dry', 'blotchy', 'skin'), 400),
(('the', 'world', 'over'), 390),
(('on', 'your', 'face'), 386),
(('easy', 'and', 'pleasant'), 382),
(('and', 'pleasant', 'to'), 382),
(('blackheads', 'and', 'refining'), 382),
(('keep', 'skin', 'soft'), 381),
(('for', 'skin', 'care'), 380),
(('you', 'will', 'be'), 376),
(('skin', 'can', 'be'), 375),
(('use', 'persulan', 'proved'), 375),
(('persulan', 'proved', 'more'), 375),
(('proved', 'more', 'than'), 375),
(('more', 'than', '20'), 375),
(('than', '20', 'million'), 375),
(('20', 'million', 'times'), 375),
(('million', 'times', 'everyone'), 375),
(('times', 'everyone', 'knows'), 375),
(('everyone', 'knows', 'you'), 375),
(('knows', 'you', 'care'), 375),
(('you', 'care', 'enough'), 375),
(('care', 'enough', 'to'), 375),
(('enough', 'to', 'use'), 375),
(('use', 'the', 'finest'), 375),
(('prescribed', 'by', 'doctors'), 374),
(('soft', 'and', 'smootha'), 373),
(('and', 'smootha', 'powder'), 373),
(('smootha', 'powder', 'basenot'), 373),
(('powder', 'basenot', 'greasyvanishes'), 373),
(('basenot', 'greasyvanishes', 'immediatelyfor'), 373),
(('greasyvanishes', 'immediatelyfor', 'skin'), 373),
(('immediatelyfor', 'skin', 'blemishes'), 373),
(('skin', 'blemishes', 'contains'), 373),
(('blemishes', 'contains', 'the'), 373),
(('the', 'new', 'wonderful'), 373),
(('new', 'wonderful', 'ingredient'), 373),
(('wonderful', 'ingredient', 'persu'), 373),
(('ingredient', 'persu', 'persu'), 373),
(('persu', 'persu', 'is'), 373),
(('persu', 'is', 'drake'), 373),
(('is', 'drake', 'laboratories'), 373),
(('drake', 'laboratories', 'inc'), 373),
(('laboratories', 'inc', 'trademark'), 373),
(('inc', 'trademark', 'for'), 373),
(('trademark', 'for', 'stabilized'), 373),
(('for', 'stabilized', 'hydroquinone'), 373),
(('stabilized', 'hydroquinone', 'compounds'), 373),
(('your', 'money', 'back'), 371),
(('palmers', 'skin', 'success'), 360)]
# A plot of trigrams in Ebony Magazine
ebony_trigram_freqs.plot(35, title="Ebony Magazine Trigrams")
<AxesSubplot:title={'center':'Ebony Magazine Trigrams'}, xlabel='Samples', ylabel='Counts'>
# Quaddgrams for Ebony Magazine emphasize the "finest" skin and "ingredients." The presence of
# scientific words of assurance like "laboratories," "doctors," and "prescribed" suggests these
# ads are seeking scientific legitimacy. The most explicit alignment of these ideas coming together
# in the ('your', 'skin', 'modern', 'science') quadgram.
ebony_quadgram_list = list(nltk.ngrams(ebony_text_object, 4))
ebony_quadgram_freqs = nltk.FreqDist(ebony_quadgram_list)
pp.pprint(ebony_quadgram_freqs.most_common(75))[(('artra', 'skin', 'tone', 'cream'), 726),
(('bleach', 'and', 'glow', 'cream'), 710),
(('black', 'and', 'white', 'bleaching'), 623),
(('and', 'white', 'bleaching', 'cream'), 610),
(('dr', 'fred', 'palmers', 'skin'), 552),
(('fred', 'palmers', 'skin', 'whitener'), 544),
(('for', 'over', '40', 'years'), 536),
(('white', 'bleaching', 'cream', 'as'), 421),
(('bleaching', 'cream', 'as', 'directed'), 421),
(('easy', 'and', 'pleasant', 'to'), 382),
(('use', 'persulan', 'proved', 'more'), 375),
(('persulan', 'proved', 'more', 'than'), 375),
(('proved', 'more', 'than', '20'), 375),
(('more', 'than', '20', 'million'), 375),
(('than', '20', 'million', 'times'), 375),
(('20', 'million', 'times', 'everyone'), 375),
(('million', 'times', 'everyone', 'knows'), 375),
(('times', 'everyone', 'knows', 'you'), 375),
(('everyone', 'knows', 'you', 'care'), 375),
(('knows', 'you', 'care', 'enough'), 375),
(('you', 'care', 'enough', 'to'), 375),
(('care', 'enough', 'to', 'use'), 375),
(('enough', 'to', 'use', 'the'), 375),
(('to', 'use', 'the', 'finest'), 375),
(('prescribed', 'by', 'doctors', 'for'), 374),
(('helps', 'keep', 'skin', 'soft'), 373),
(('keep', 'skin', 'soft', 'and'), 373),
(('skin', 'soft', 'and', 'smootha'), 373),
(('soft', 'and', 'smootha', 'powder'), 373),
(('and', 'smootha', 'powder', 'basenot'), 373),
(('smootha', 'powder', 'basenot', 'greasyvanishes'), 373),
(('powder', 'basenot', 'greasyvanishes', 'immediatelyfor'), 373),
(('basenot', 'greasyvanishes', 'immediatelyfor', 'skin'), 373),
(('greasyvanishes', 'immediatelyfor', 'skin', 'blemishes'), 373),
(('immediatelyfor', 'skin', 'blemishes', 'contains'), 373),
(('skin', 'blemishes', 'contains', 'the'), 373),
(('blemishes', 'contains', 'the', 'new'), 373),
(('contains', 'the', 'new', 'wonderful'), 373),
(('the', 'new', 'wonderful', 'ingredient'), 373),
(('new', 'wonderful', 'ingredient', 'persu'), 373),
(('wonderful', 'ingredient', 'persu', 'persu'), 373),
(('ingredient', 'persu', 'persu', 'is'), 373),
(('persu', 'persu', 'is', 'drake'), 373),
(('persu', 'is', 'drake', 'laboratories'), 373),
(('is', 'drake', 'laboratories', 'inc'), 373),
(('drake', 'laboratories', 'inc', 'trademark'), 373),
(('laboratories', 'inc', 'trademark', 'for'), 373),
(('inc', 'trademark', 'for', 'stabilized'), 373),
(('trademark', 'for', 'stabilized', 'hydroquinone'), 373),
(('for', 'stabilized', 'hydroquinone', 'compounds'), 373),
(('palmers', 'skin', 'whitener', 'an'), 351),
(('skin', 'whitener', 'an', 'exclusive'), 351),
(('whitener', 'an', 'exclusive', 'formula'), 351),
(('effective', 'ingredients', 'repeatedly', 'prescribed'), 351),
(('ingredients', 'repeatedly', 'prescribed', 'by'), 351),
(('repeatedly', 'prescribed', 'by', 'doctors'), 351),
(('by', 'doctors', 'for', 'skin'), 351),
(('doctors', 'for', 'skin', 'care'), 351),
(('as', 'directed', 'and', 'see'), 341),
(('nadinola', 'deluxe', 'bleaching', 'cream'), 338),
(('blackheads', 'and', 'refining', 'enlarged'), 337),
(('and', 'refining', 'enlarged', 'pores'), 337),
(('refining', 'enlarged', 'pores', 'this'), 337),
(('enlarged', 'pores', 'this', 'treatment'), 337),
(('start', 'using', 'black', 'and'), 332),
(('using', 'black', 'and', 'white'), 332),
(('safe', 'for', 'normal', 'skin'), 330),
(('cream', 'as', 'directed', 'and'), 328),
(('inside', 'your', 'skin', 'modern'), 324),
(('your', 'skin', 'modern', 'science'), 324),
(('skin', 'modern', 'science', 'knows'), 324),
(('directed', 'and', 'see', 'your'), 314),
(('look', 'its', 'bleaching', 'action'), 312),
(('bleaching', 'action', 'works', 'effectively'), 311),
(('men', 'women', 'and', 'young'), 307)]
# A plot of ebony quadgrams
ebony_quadgram_freqs.plot(35, title="Ebony Magazine Quadgrams")
<AxesSubplot:title={'center':'Ebony Magazine Quadgrams'}, xlabel='Samples', ylabel='Counts'>
# Notice how the concordance for nomral shifts between "use on normal skin" or "for normal skin"
# carries a double meaning "for normal skin." The desire for "normal" skin collides with the
# assertion the product is safe because to admit otherwise would also admit that one's skin
# is somehow not normal.
ebony_text_object.concordance("normal",120,200)Displaying 200 of 664 matches:
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too artras deepdown pene
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too artras deepdown pene
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too artras deepdown pene
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too artras deepdown pene
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too artras deepdown pene
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin now lovelier lighter skin safelywuth artra skin ton
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too now lovelier lighter sk
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin have you got that lighter lovelier artra look now a
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too have you got that light
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin soft skin clear skin smooth skin lighter skin lovel
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too soft skin clear skin sm
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
one cream developed by doctors proven effective safe for normal skin with gentle laboratory tested hydroquinone the blea
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
one cream developed by doctors proven effective safe for normal skin that velvetysoft radiant glow that says here is a w
ns hydroquinone the bleaching ingredient proven safe for normal skin look lighterwith new artra skin tone cream develope
one cream developed by doctors proven effective safe for normal skin now at last a complexion cream with combined action
one cream developed by doctors proven effective safe for normal skin long for the radiant glow of lighter brighter skin
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too look lighterwith new ar
one cream developed by doctors proven effective safe for normal skin no more messy oldfashioned methods to get the light
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
one cream developed by doctors proven effective safe for normal skin clothes do the most for the girl with a lovely comp
one cream developed by doctors proven effective safe for normal skin photo caption now one activated skin cream performs
one cream developed by doctors proven effective safe for normal skin a delightful white cream that makes skin look fresh
one cream developed by doctors proven effective safe for normal skin if you want to be pretty and popular begin with you
one cream developed by doctors proven effective safe for normal skin breathless enchanting memorable beauty is your desi
one cream developed by doctors proven effective safe for normal skin if your skin doesnt look actually lighter after usi
one cream developed by doctors proven effective safe for normal skin none look lighterwith new artra skin tone cream dev
one cream developed by doctors proven effective safe for normal skin if your skin doesnt look actually lighter after usi
one cream developed by doctors proven effective safe for normal skin no man can resist the allure of a lovely complexion
one cream developed by doctors proven effective safe for normal skin now a complexion cream for lighter lovelier skin th
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
one cream developed by doctors proven effective safe for normal skin if you face has a shiny oil cup look take advantage
one cream developed by doctors proven effective safe for normal skin a delightful cream that lightens weathered skin mak
one cream developed by doctors proven effective safe for normal skin amazing new bleach and glow cream lightens brighten
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin now you can be lighter lovelier thanks to the new w
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too now you can be lighter
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin fashion forecast lighter brighter skin now at last
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too fashion forecast lighte
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin i am excited about a new good looks cream for the w
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too i am excited about a ne
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin younger looking fresh skin beauty lightens clears s
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too younger looking fresh s
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin look how men flock around the girl with the clear b
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too look how men flock arou
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin the artra promiselighter lovelier skin beauty for y
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too the artra promiselighte
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin mercolized wax cream guarantees lighter looking ski
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too mercolized wax cream gu
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin none now at last a complexion cream with combined a
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too none no more messy oldf
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin mercolized wax cream guarantees lighter looking ski
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too mercolized wax cream gu
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin sure attraction lighter brighter skin now at last a
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too sure attraction lighter
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin now a lovelier lighter skin for youthanks to this w
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too now a lovelier lighter
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin do big pores blackheads oily skin spoil your looks
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too do big pores blackheads
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin gives older ladies younger looking skin lightens cl
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too gives older ladies youn
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
ry tested hydroquinone the bleaching ingredient safe for normal skin artra not only lightens it creams your skin to clea
ns hydroquinone the bleaching ingredient proven safe for normal skin lighter fairer lovelier skin now at last a complexi
oquinone the miracleaction bleaching ingredient safe for normal skin artra softens your skin too lighter fairer lovelier
re artra lightens softens vanishes and artra is safe for normal skin because it contains the bleaching ingredient hydroq
ient laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too deep down penetratin
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
you artra with gentle thorough deepdown action safe for normal skin the cream you smooth on in seconds with no timecons
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
tras gentle thorough deepdown action completely safe for normal skin so quick you smooth it on in seconds nonoily artra
# Most common words in context for with keyword 'normal'
ebony_concord_list_obj = ebony_text_object.concordance_list("normal", 50)
ebony_concord_list = []
for con in ebony_concord_list_obj:
sent = "".join(list(con[4:]))
ebony_concord_list.append(sent)
ebony_concord_list_freqs = nltk.FreqDist(ebony_concord_list)
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('and artra is safe forskin because it contaand artra is safe for normal skin because it conta',
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('dient proven safe forskin now lovelier ligdient proven safe for normal skin now lovelier lig',
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('dient proven safe forskin have you got thadient proven safe for normal skin have you got tha',
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('dient proven safe forskin soft skin clear dient proven safe for normal skin soft skin clear ',
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('en effective safe forskin that velvetysoften effective safe for normal skin that velvetysoft',
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('dient proven safe forskin look lighterwithdient proven safe for normal skin look lighterwith',
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ebony_text_object.concordance("modern",120,200)Displaying 200 of 542 matches:
its bleaching action works effectively inside your skin modern science knows no faster way of lightening skin mercolize
its bleaching action works effectively inside your skin modern science knows no faster way of lightening skin lighter b
its bleaching action works effectively inside your skin modern science knows no faster way of lightening skin life is m
its bleaching action works effectively inside your skin modern science knows no faster way of lightening skin dr fred p
its bleaching action works effectively inside your skin modern science knows no faster way of lightening skin egyptian
its bleachign action works effectively inside your skin modern science knows no faster way of lightening skin now a lov
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
its bleachign action works effectively inside your skin modern science knows no faster way of lightening skin lighter f
its bleachign action works effectively inside your skin modern science knows no faster way of lightening skin mercolize
its bleachign action works effectively inside your skin modern science knows no faster way of lightening skin the prett
its bleachign action works effectively inside your skin modern science knows no faster way of lightening skin get 2 wor
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin get 2
zing beauty benefits for just 1 thanks to the miracle of modern science we now know that below the surface of the skin i
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin mercol
in in just 7 days or money back thanks to the miracle of modern science we now know that below the surface of the skin i
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin be lov
oved have lighter brighter skin thanks to the miracle of modern science we now know that below the surface of the skin i
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin youd n
ch lies waiting under your skin thanks to the miracle of modern science we now know that below the surface of the skin i
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin now lovel
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin now lo
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin have you
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin have y
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin soft skin
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin soft s
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin look ligh
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin look l
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin now you c
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin now yo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
you can be lighter lovelier thanks to the new wonder of modern science artra skin tone cream get that radiant artra loo
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin fashion f
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin fashio
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin i am exci
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin i am e
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin younger l
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin younge
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin look how
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin look h
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin the artra
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin the ar
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin mercolize
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin mercol
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin none phot
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin none n
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin mercolize
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin mercol
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin sure attr
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
hanting memorable beauty is your desire a new miracle of modern science now opens the door to a lighter lovelier you dev
moother look its bleaching action works inside your skin modern science knows of no faster way of lightening skin sure a
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
for her skin new artra skin tone cream was developed in modern laboratories to do just that to help you care for your s
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
one cream developed by doctors is the completely new and modern way to gentle thorough beauty care artra lightens soften
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
its bleaching action works effectively inside your skin modern science knows of no faster way to lighten skin now a lov
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
caption now one activated skin cream performs all these modern miracles makes face hands look lighter softer youngergua
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
a lovelier lighter skin for youthanks to this wonder of modern science new artra skin tone cream with miracleaction hyd
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This section gives a sense of the shape and distribution of the data. We look at the distribution of terms of interest to the research team and compare their relative uses over time.
#top twenty terms for Drum
terms_drum = [term[0] for term in drum_most_common_counts[:20]]
print(terms_drum)['skin', 'complexion', 'light', 'karroo', 'lighter', 'ambi', 'beautiful', 'lovely', 'beauty', 'makes', 'extra', 'cream', 'use', 'new', 'look', 'smooth', 'lightening', 'fast', 'night', 'lightens']
#top twenty terms in Ebony
terms_ebony = [term[0] for term in ebony_most_common_counts[:20]]
print(terms_ebony)['skin', 'cream', 'complexion', 'lighter', 'new', 'beauty', 'nadinola', 'dark', 'artra', 'use', 'look', 'glow', 'spots', 'brighter', 'tone', 'blackheads', 'bleach', 'bleaching', 'face', 'see']
terms = set(terms_drum + terms_ebony)
print(f"Of the 40 top terms from Ebony and Drum, there are {len(terms)} unique most frequent terms to plot by year.")
print()
print(terms)Of the 40 top terms from Ebony and Drum, there are 32 unique most frequent terms to plot by year.
{'ambi', 'nadinola', 'new', 'tone', 'dark', 'extra', 'brighter', 'light', 'beautiful', 'bleaching', 'see', 'lovely', 'use', 'blackheads', 'look', 'skin', 'night', 'smooth', 'spots', 'cream', 'lightens', 'artra', 'bleach', 'beauty', 'face', 'fast', 'karroo', 'makes', 'lightening', 'complexion', 'lighter', 'glow'}
# Drum sentence tuples with date
claims_drum_sents = []
i = 0
for claim in claims_drum:
temp_claim = "".join([ch for ch in claim if (ch.isalpha() or ch == " ") and ch not in string.punctuation]).lower()
claims_drum_sents.append((str(claims_drum.keys()[i]),temp_claim))
i += 1
print(claims_drum_sents[:2])
print(claims_drum_sents[-2:])[('1965-01-01 00:00:00', 'to make their skin lighter and lovelierlovelier and lightera little more every day american scientist made artralightens and'), ('1965-01-01 00:00:00', 'brightens skin lightens from the first day vanishes into skin instantlystarts working starts lightening and brightening your skin')]
[('1987-11-01 00:00:00', 'trust heman to bring you a new fresh skin lightening lotion that really works it gives you the light golden complexion that todays modern'), ('1987-11-01 00:00:00', 'successful women demand ready to help your skin gain the complexion you had before the harsh south african sun changed it')]
# Ebony sentence tuples with date
claims_ebony_sents = []
i = 0
for claim in claims_ebony:
temp_claim = "".join([ch for ch in claim if (ch.isalpha() or ch == " ") and ch not in string.punctuation]).lower()
claims_ebony_sents.append((str(claims_ebony.keys()[i]),temp_claim))
i += 1
print(claims_ebony_sents[:2])
print(claims_ebony_sents[-2:])[('1960-01-01 00:00:00', ' wakes up dark dull complexion conceals ugly blotches blemishes while it bleaches guarantees lovelier lighter skin'), ('1960-01-01 00:00:00', 'if your skin doesnt look actually lighter after using mercolized wax cream for just one week your money will be cheerfully refunded youll see amazing results almost at once as mercolized wax creams speedy bleaching action lightens your complexion fades dark blotches spots and freckles brings excessive skin oiliness under control works under the skin surface to bring about these marvelous results used by beautiful women for over years')]
[('1990-12-01 00:00:00', 'created especially for you formula fades dark marks lines age spots acne marks this remarkable cosmetic lightens knees elbows necksafely quickly and easily use it for stretchmarks freckles scars dont accept imitations'), ('1990-12-01 00:00:00', 'clear smooth new skin with safe effective day peeling treatment treats acne scars pimples age lines dry blotchy skin razor bumps over years of success peelerpak home treatment')]
# collect a list of years of publication, in this case for Ebony
# because our data spans from 1960 to 1990.
years = list(sorted(set([date[:4] for date, sent in claims_ebony_sents])))
print(years)['1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990']
# term counts from ad claims by year (1960-1990) and publication.
drum_term_counts = {}
ebony_term_counts = {}
combined_term_counts = {}
for term in terms:
temp_term = []
for year in years:
e = 0
for y,c in claims_ebony_sents:
if str(year) == y[:4]:
if term in c.split():
e += 1
temp_term.append(e)
ebony_term_counts[term] = temp_term
combined_term_counts[term + " (Ebony)"] = temp_term # Added Ebony tag
temp_term = []
for year in years:
e = 0
for y,c in claims_drum_sents:
if str(year) == y[:4]:
if term in c.split():
e += 1
temp_term.append(e)
drum_term_counts[term] = temp_term
combined_term_counts[term + " (Drum)"] = temp_term # Added Drum tag
combined_term_counts['years'] = years
print("Ebony Term Counts")
print(ebony_term_counts)
print("-"*100)
print("Drum Term Counts")
print(drum_term_counts)
print("-"*100)
print("Combined Term Counts")
print(combined_term_counts)Ebony Term Counts
{'ambi': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 10, 6, 5, 6, 6, 4, 0, 7, 7, 6, 5, 8, 11, 5, 0], 'nadinola': [11, 14, 14, 13, 19, 17, 13, 9, 7, 5, 9, 4, 3, 0, 0, 2, 1, 4, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0], 'new': [26, 54, 35, 42, 43, 25, 19, 8, 6, 10, 28, 14, 0, 0, 0, 0, 0, 8, 4, 6, 6, 5, 2, 0, 1, 4, 7, 12, 18, 25, 13], 'tone': [9, 10, 3, 0, 16, 14, 6, 1, 3, 11, 17, 13, 4, 7, 11, 8, 14, 20, 10, 13, 12, 11, 12, 18, 8, 10, 16, 16, 15, 15, 6], 'dark': [25, 40, 19, 10, 17, 8, 10, 11, 11, 15, 20, 12, 3, 8, 15, 8, 15, 18, 11, 17, 17, 14, 12, 15, 8, 8, 11, 12, 18, 24, 20], 'extra': [0, 0, 0, 0, 0, 0, 0, 1, 2, 2, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 4, 1, 0, 0, 0], 'brighter': [19, 24, 35, 31, 41, 20, 15, 10, 3, 5, 0, 0, 0, 0, 0, 0, 5, 0, 0, 2, 3, 5, 2, 0, 0, 2, 0, 0, 0, 0, 0], 'light': [13, 24, 7, 4, 0, 3, 4, 0, 0, 0, 0, 0, 0, 0, 4, 2, 2, 3, 1, 2, 1, 0, 0, 0, 1, 2, 0, 0, 0, 2, 1], 'beautiful': [14, 20, 5, 5, 2, 10, 3, 3, 2, 7, 1, 2, 4, 5, 5, 5, 6, 14, 11, 9, 7, 8, 5, 2, 1, 2, 2, 10, 12, 2, 5], 'bleaching': [36, 47, 27, 18, 17, 18, 15, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'see': [35, 51, 28, 24, 31, 13, 14, 7, 1, 6, 8, 0, 0, 0, 0, 11, 16, 14, 15, 18, 12, 8, 2, 7, 6, 2, 4, 2, 0, 0, 1], 'lovely': [16, 24, 17, 7, 3, 2, 10, 2, 0, 6, 3, 1, 0, 0, 0, 0, 0, 5, 3, 6, 0, 0, 0, 0, 0, 0, 0, 3, 4, 2, 0], 'use': [20, 35, 22, 20, 17, 21, 28, 15, 9, 17, 20, 7, 2, 3, 8, 4, 4, 10, 5, 12, 12, 17, 9, 5, 5, 11, 8, 1, 8, 16, 14], 'blackheads': [16, 30, 29, 38, 28, 23, 30, 18, 14, 15, 24, 13, 3, 5, 8, 3, 0, 0, 0, 5, 4, 9, 6, 5, 5, 6, 7, 0, 0, 0, 0], 'look': [36, 42, 28, 17, 31, 22, 25, 25, 13, 14, 6, 6, 2, 0, 2, 9, 17, 21, 9, 6, 9, 6, 2, 0, 0, 3, 6, 4, 7, 2, 1], 'skin': [71, 103, 69, 79, 72, 58, 53, 35, 29, 31, 35, 24, 10, 9, 15, 22, 34, 39, 28, 31, 29, 30, 20, 24, 14, 20, 23, 34, 42, 35, 25], 'night': [3, 5, 5, 8, 2, 8, 10, 5, 5, 6, 9, 3, 0, 0, 0, 6, 7, 0, 1, 2, 3, 0, 0, 7, 6, 2, 4, 3, 3, 0, 0], 'smooth': [17, 30, 12, 9, 19, 8, 6, 5, 5, 5, 21, 18, 5, 4, 9, 6, 4, 11, 3, 9, 4, 3, 10, 7, 2, 4, 11, 27, 26, 21, 13], 'spots': [21, 30, 6, 9, 23, 7, 11, 15, 11, 13, 28, 16, 1, 2, 10, 4, 4, 15, 9, 16, 14, 15, 6, 9, 6, 6, 9, 8, 18, 24, 20], 'cream': [50, 73, 42, 44, 49, 32, 34, 17, 16, 23, 28, 23, 5, 6, 5, 12, 22, 22, 7, 15, 14, 9, 10, 16, 8, 12, 14, 21, 26, 16, 8], 'lightens': [24, 28, 12, 9, 9, 4, 6, 3, 4, 2, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 7, 5], 'artra': [12, 8, 13, 9, 8, 4, 3, 2, 1, 2, 0, 0, 0, 0, 0, 0, 3, 0, 0, 2, 4, 2, 3, 2, 0, 0, 0, 3, 6, 6, 0], 'bleach': [12, 26, 15, 10, 7, 7, 7, 4, 8, 15, 20, 16, 4, 6, 5, 4, 4, 2, 0, 0, 0, 0, 0, 0, 0, 1, 1, 4, 1, 0, 0], 'beauty': [22, 29, 25, 29, 31, 29, 19, 14, 9, 12, 21, 15, 6, 4, 6, 10, 7, 2, 2, 1, 9, 7, 5, 2, 0, 6, 8, 4, 14, 12, 9], 'face': [7, 23, 12, 9, 24, 22, 16, 14, 10, 12, 6, 4, 2, 2, 6, 6, 19, 30, 24, 23, 20, 15, 2, 8, 6, 5, 8, 1, 8, 11, 10], 'fast': [8, 16, 6, 2, 0, 3, 2, 3, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0], 'karroo': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'makes': [12, 8, 6, 17, 15, 11, 10, 4, 6, 8, 5, 8, 2, 0, 0, 0, 0, 0, 0, 4, 8, 6, 5, 4, 2, 2, 2, 1, 0, 0, 0], 'lightening': [9, 10, 11, 2, 17, 6, 6, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'complexion': [40, 51, 40, 38, 31, 27, 25, 19, 14, 14, 14, 5, 4, 0, 8, 13, 20, 11, 13, 13, 15, 17, 9, 12, 12, 13, 16, 4, 5, 7, 2], 'lighter': [45, 52, 56, 47, 50, 33, 26, 15, 12, 8, 2, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'glow': [9, 18, 17, 26, 23, 14, 7, 4, 3, 4, 6, 7, 4, 6, 5, 4, 7, 8, 6, 9, 8, 3, 3, 4, 0, 2, 4, 2, 8, 8, 5]}
----------------------------------------------------------------------------------------------------
Drum Term Counts
{'ambi': [0, 0, 0, 0, 0, 4, 3, 5, 0, 0, 12, 2, 6, 1, 3, 7, 18, 11, 5, 4, 1, 5, 0, 2, 0, 0, 0, 0, 0, 0, 0], 'nadinola': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'new': [0, 0, 0, 0, 0, 0, 0, 3, 6, 3, 6, 10, 1, 16, 0, 0, 1, 0, 0, 0, 0, 3, 0, 2, 0, 1, 3, 3, 0, 0, 0], 'tone': [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 5, 0, 0, 0, 0, 0, 0, 0], 'dark': [0, 0, 0, 0, 0, 0, 6, 12, 3, 8, 14, 9, 0, 9, 8, 8, 8, 6, 0, 0, 0, 0, 2, 5, 0, 0, 0, 0, 0, 0, 0], 'extra': [0, 0, 0, 0, 0, 0, 0, 3, 3, 1, 17, 6, 7, 1, 0, 0, 2, 2, 0, 0, 3, 4, 6, 10, 3, 2, 2, 6, 0, 0, 0], 'brighter': [0, 0, 0, 0, 0, 0, 3, 5, 4, 4, 3, 10, 0, 0, 0, 2, 0, 0, 0, 0, 5, 4, 0, 2, 0, 0, 0, 0, 0, 0, 0], 'light': [0, 0, 0, 0, 0, 9, 9, 9, 17, 12, 17, 11, 28, 15, 11, 14, 3, 5, 1, 0, 5, 0, 3, 5, 3, 1, 5, 9, 0, 0, 0], 'beautiful': [0, 0, 0, 0, 0, 4, 6, 6, 0, 3, 3, 2, 19, 23, 19, 13, 13, 10, 3, 2, 8, 3, 6, 17, 0, 0, 0, 0, 0, 0, 0], 'bleaching': [0, 0, 0, 0, 0, 0, 0, 2, 3, 1, 3, 1, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'see': [0, 0, 0, 0, 0, 1, 2, 1, 4, 4, 8, 3, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'lovely': [0, 0, 0, 0, 0, 5, 1, 8, 15, 17, 11, 9, 21, 10, 5, 11, 1, 2, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'use': [0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 8, 4, 10, 10, 0, 0, 0, 2, 2, 4, 1, 0, 3, 3, 0, 0, 0, 0, 0, 0, 0], 'blackheads': [0, 0, 0, 0, 0, 0, 5, 3, 0, 0, 2, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'look': [0, 0, 0, 0, 0, 0, 4, 7, 0, 0, 6, 0, 6, 15, 0, 2, 1, 0, 1, 1, 3, 4, 5, 14, 4, 0, 0, 0, 0, 0, 0], 'skin': [0, 0, 0, 0, 0, 39, 33, 53, 65, 81, 75, 59, 45, 59, 39, 55, 36, 36, 6, 11, 9, 14, 18, 35, 11, 5, 8, 13, 0, 0, 0], 'night': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 0, 3, 7, 12, 9, 6, 0, 3, 1, 3, 0, 0, 1, 0, 0, 0, 0, 0, 0], 'smooth': [0, 0, 0, 0, 0, 6, 11, 13, 14, 27, 8, 9, 21, 16, 15, 23, 13, 6, 1, 2, 1, 1, 8, 15, 1, 0, 2, 2, 0, 0, 0], 'spots': [0, 0, 0, 0, 0, 1, 5, 11, 11, 15, 16, 5, 10, 19, 13, 13, 10, 5, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0], 'cream': [0, 0, 0, 0, 0, 2, 1, 8, 7, 6, 21, 12, 1, 5, 5, 8, 0, 3, 0, 0, 1, 1, 0, 2, 4, 3, 0, 2, 0, 0, 0], 'lightens': [0, 0, 0, 0, 0, 5, 1, 0, 8, 4, 7, 22, 5, 38, 17, 29, 16, 15, 0, 0, 0, 0, 3, 3, 3, 1, 2, 2, 0, 0, 0], 'artra': [0, 0, 0, 0, 0, 0, 0, 3, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bleach': [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'beauty': [0, 0, 0, 0, 0, 0, 0, 3, 10, 3, 3, 4, 10, 1, 0, 0, 1, 2, 0, 3, 8, 11, 4, 7, 3, 0, 0, 0, 0, 0, 0], 'face': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 6, 10, 9, 8, 10, 9, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'fast': [0, 0, 0, 0, 0, 0, 5, 9, 12, 14, 27, 13, 15, 0, 1, 7, 10, 11, 2, 4, 5, 5, 6, 12, 3, 2, 2, 6, 0, 0, 0], 'karroo': [0, 0, 0, 0, 0, 2, 7, 6, 0, 3, 6, 8, 12, 13, 8, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'makes': [0, 0, 0, 0, 0, 6, 2, 2, 7, 9, 10, 11, 16, 8, 1, 5, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], 'lightening': [0, 0, 0, 0, 0, 6, 9, 8, 0, 0, 7, 2, 0, 2, 0, 0, 14, 12, 0, 1, 3, 4, 3, 7, 4, 2, 5, 5, 0, 0, 0], 'complexion': [0, 0, 0, 0, 0, 18, 18, 31, 29, 47, 33, 17, 29, 14, 14, 12, 18, 20, 2, 0, 7, 7, 4, 14, 0, 1, 6, 6, 0, 0, 0], 'lighter': [0, 0, 0, 0, 0, 22, 17, 25, 27, 48, 26, 33, 14, 11, 18, 17, 16, 12, 2, 2, 1, 4, 1, 2, 6, 0, 0, 0, 0, 0, 0], 'glow': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}
----------------------------------------------------------------------------------------------------
Combined Term Counts
{'ambi (Ebony)': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 10, 6, 5, 6, 6, 4, 0, 7, 7, 6, 5, 8, 11, 5, 0], 'ambi (Drum)': [0, 0, 0, 0, 0, 4, 3, 5, 0, 0, 12, 2, 6, 1, 3, 7, 18, 11, 5, 4, 1, 5, 0, 2, 0, 0, 0, 0, 0, 0, 0], 'nadinola (Ebony)': [11, 14, 14, 13, 19, 17, 13, 9, 7, 5, 9, 4, 3, 0, 0, 2, 1, 4, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0], 'nadinola (Drum)': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'new (Ebony)': [26, 54, 35, 42, 43, 25, 19, 8, 6, 10, 28, 14, 0, 0, 0, 0, 0, 8, 4, 6, 6, 5, 2, 0, 1, 4, 7, 12, 18, 25, 13], 'new (Drum)': [0, 0, 0, 0, 0, 0, 0, 3, 6, 3, 6, 10, 1, 16, 0, 0, 1, 0, 0, 0, 0, 3, 0, 2, 0, 1, 3, 3, 0, 0, 0], 'tone (Ebony)': [9, 10, 3, 0, 16, 14, 6, 1, 3, 11, 17, 13, 4, 7, 11, 8, 14, 20, 10, 13, 12, 11, 12, 18, 8, 10, 16, 16, 15, 15, 6], 'tone (Drum)': [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 5, 0, 0, 0, 0, 0, 0, 0], 'dark (Ebony)': [25, 40, 19, 10, 17, 8, 10, 11, 11, 15, 20, 12, 3, 8, 15, 8, 15, 18, 11, 17, 17, 14, 12, 15, 8, 8, 11, 12, 18, 24, 20], 'dark (Drum)': [0, 0, 0, 0, 0, 0, 6, 12, 3, 8, 14, 9, 0, 9, 8, 8, 8, 6, 0, 0, 0, 0, 2, 5, 0, 0, 0, 0, 0, 0, 0], 'extra (Ebony)': [0, 0, 0, 0, 0, 0, 0, 1, 2, 2, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 4, 1, 0, 0, 0], 'extra (Drum)': [0, 0, 0, 0, 0, 0, 0, 3, 3, 1, 17, 6, 7, 1, 0, 0, 2, 2, 0, 0, 3, 4, 6, 10, 3, 2, 2, 6, 0, 0, 0], 'brighter (Ebony)': [19, 24, 35, 31, 41, 20, 15, 10, 3, 5, 0, 0, 0, 0, 0, 0, 5, 0, 0, 2, 3, 5, 2, 0, 0, 2, 0, 0, 0, 0, 0], 'brighter (Drum)': [0, 0, 0, 0, 0, 0, 3, 5, 4, 4, 3, 10, 0, 0, 0, 2, 0, 0, 0, 0, 5, 4, 0, 2, 0, 0, 0, 0, 0, 0, 0], 'light (Ebony)': [13, 24, 7, 4, 0, 3, 4, 0, 0, 0, 0, 0, 0, 0, 4, 2, 2, 3, 1, 2, 1, 0, 0, 0, 1, 2, 0, 0, 0, 2, 1], 'light (Drum)': [0, 0, 0, 0, 0, 9, 9, 9, 17, 12, 17, 11, 28, 15, 11, 14, 3, 5, 1, 0, 5, 0, 3, 5, 3, 1, 5, 9, 0, 0, 0], 'beautiful (Ebony)': [14, 20, 5, 5, 2, 10, 3, 3, 2, 7, 1, 2, 4, 5, 5, 5, 6, 14, 11, 9, 7, 8, 5, 2, 1, 2, 2, 10, 12, 2, 5], 'beautiful (Drum)': [0, 0, 0, 0, 0, 4, 6, 6, 0, 3, 3, 2, 19, 23, 19, 13, 13, 10, 3, 2, 8, 3, 6, 17, 0, 0, 0, 0, 0, 0, 0], 'bleaching (Ebony)': [36, 47, 27, 18, 17, 18, 15, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bleaching (Drum)': [0, 0, 0, 0, 0, 0, 0, 2, 3, 1, 3, 1, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'see (Ebony)': [35, 51, 28, 24, 31, 13, 14, 7, 1, 6, 8, 0, 0, 0, 0, 11, 16, 14, 15, 18, 12, 8, 2, 7, 6, 2, 4, 2, 0, 0, 1], 'see (Drum)': [0, 0, 0, 0, 0, 1, 2, 1, 4, 4, 8, 3, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'lovely (Ebony)': [16, 24, 17, 7, 3, 2, 10, 2, 0, 6, 3, 1, 0, 0, 0, 0, 0, 5, 3, 6, 0, 0, 0, 0, 0, 0, 0, 3, 4, 2, 0], 'lovely (Drum)': [0, 0, 0, 0, 0, 5, 1, 8, 15, 17, 11, 9, 21, 10, 5, 11, 1, 2, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'use (Ebony)': [20, 35, 22, 20, 17, 21, 28, 15, 9, 17, 20, 7, 2, 3, 8, 4, 4, 10, 5, 12, 12, 17, 9, 5, 5, 11, 8, 1, 8, 16, 14], 'use (Drum)': [0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 8, 4, 10, 10, 0, 0, 0, 2, 2, 4, 1, 0, 3, 3, 0, 0, 0, 0, 0, 0, 0], 'blackheads (Ebony)': [16, 30, 29, 38, 28, 23, 30, 18, 14, 15, 24, 13, 3, 5, 8, 3, 0, 0, 0, 5, 4, 9, 6, 5, 5, 6, 7, 0, 0, 0, 0], 'blackheads (Drum)': [0, 0, 0, 0, 0, 0, 5, 3, 0, 0, 2, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'look (Ebony)': [36, 42, 28, 17, 31, 22, 25, 25, 13, 14, 6, 6, 2, 0, 2, 9, 17, 21, 9, 6, 9, 6, 2, 0, 0, 3, 6, 4, 7, 2, 1], 'look (Drum)': [0, 0, 0, 0, 0, 0, 4, 7, 0, 0, 6, 0, 6, 15, 0, 2, 1, 0, 1, 1, 3, 4, 5, 14, 4, 0, 0, 0, 0, 0, 0], 'skin (Ebony)': [71, 103, 69, 79, 72, 58, 53, 35, 29, 31, 35, 24, 10, 9, 15, 22, 34, 39, 28, 31, 29, 30, 20, 24, 14, 20, 23, 34, 42, 35, 25], 'skin (Drum)': [0, 0, 0, 0, 0, 39, 33, 53, 65, 81, 75, 59, 45, 59, 39, 55, 36, 36, 6, 11, 9, 14, 18, 35, 11, 5, 8, 13, 0, 0, 0], 'night (Ebony)': [3, 5, 5, 8, 2, 8, 10, 5, 5, 6, 9, 3, 0, 0, 0, 6, 7, 0, 1, 2, 3, 0, 0, 7, 6, 2, 4, 3, 3, 0, 0], 'night (Drum)': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 0, 3, 7, 12, 9, 6, 0, 3, 1, 3, 0, 0, 1, 0, 0, 0, 0, 0, 0], 'smooth (Ebony)': [17, 30, 12, 9, 19, 8, 6, 5, 5, 5, 21, 18, 5, 4, 9, 6, 4, 11, 3, 9, 4, 3, 10, 7, 2, 4, 11, 27, 26, 21, 13], 'smooth (Drum)': [0, 0, 0, 0, 0, 6, 11, 13, 14, 27, 8, 9, 21, 16, 15, 23, 13, 6, 1, 2, 1, 1, 8, 15, 1, 0, 2, 2, 0, 0, 0], 'spots (Ebony)': [21, 30, 6, 9, 23, 7, 11, 15, 11, 13, 28, 16, 1, 2, 10, 4, 4, 15, 9, 16, 14, 15, 6, 9, 6, 6, 9, 8, 18, 24, 20], 'spots (Drum)': [0, 0, 0, 0, 0, 1, 5, 11, 11, 15, 16, 5, 10, 19, 13, 13, 10, 5, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0], 'cream (Ebony)': [50, 73, 42, 44, 49, 32, 34, 17, 16, 23, 28, 23, 5, 6, 5, 12, 22, 22, 7, 15, 14, 9, 10, 16, 8, 12, 14, 21, 26, 16, 8], 'cream (Drum)': [0, 0, 0, 0, 0, 2, 1, 8, 7, 6, 21, 12, 1, 5, 5, 8, 0, 3, 0, 0, 1, 1, 0, 2, 4, 3, 0, 2, 0, 0, 0], 'lightens (Ebony)': [24, 28, 12, 9, 9, 4, 6, 3, 4, 2, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 7, 5], 'lightens (Drum)': [0, 0, 0, 0, 0, 5, 1, 0, 8, 4, 7, 22, 5, 38, 17, 29, 16, 15, 0, 0, 0, 0, 3, 3, 3, 1, 2, 2, 0, 0, 0], 'artra (Ebony)': [12, 8, 13, 9, 8, 4, 3, 2, 1, 2, 0, 0, 0, 0, 0, 0, 3, 0, 0, 2, 4, 2, 3, 2, 0, 0, 0, 3, 6, 6, 0], 'artra (Drum)': [0, 0, 0, 0, 0, 0, 0, 3, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'bleach (Ebony)': [12, 26, 15, 10, 7, 7, 7, 4, 8, 15, 20, 16, 4, 6, 5, 4, 4, 2, 0, 0, 0, 0, 0, 0, 0, 1, 1, 4, 1, 0, 0], 'bleach (Drum)': [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'beauty (Ebony)': [22, 29, 25, 29, 31, 29, 19, 14, 9, 12, 21, 15, 6, 4, 6, 10, 7, 2, 2, 1, 9, 7, 5, 2, 0, 6, 8, 4, 14, 12, 9], 'beauty (Drum)': [0, 0, 0, 0, 0, 0, 0, 3, 10, 3, 3, 4, 10, 1, 0, 0, 1, 2, 0, 3, 8, 11, 4, 7, 3, 0, 0, 0, 0, 0, 0], 'face (Ebony)': [7, 23, 12, 9, 24, 22, 16, 14, 10, 12, 6, 4, 2, 2, 6, 6, 19, 30, 24, 23, 20, 15, 2, 8, 6, 5, 8, 1, 8, 11, 10], 'face (Drum)': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 6, 10, 9, 8, 10, 9, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'fast (Ebony)': [8, 16, 6, 2, 0, 3, 2, 3, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0], 'fast (Drum)': [0, 0, 0, 0, 0, 0, 5, 9, 12, 14, 27, 13, 15, 0, 1, 7, 10, 11, 2, 4, 5, 5, 6, 12, 3, 2, 2, 6, 0, 0, 0], 'karroo (Ebony)': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'karroo (Drum)': [0, 0, 0, 0, 0, 2, 7, 6, 0, 3, 6, 8, 12, 13, 8, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'makes (Ebony)': [12, 8, 6, 17, 15, 11, 10, 4, 6, 8, 5, 8, 2, 0, 0, 0, 0, 0, 0, 4, 8, 6, 5, 4, 2, 2, 2, 1, 0, 0, 0], 'makes (Drum)': [0, 0, 0, 0, 0, 6, 2, 2, 7, 9, 10, 11, 16, 8, 1, 5, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0], 'lightening (Ebony)': [9, 10, 11, 2, 17, 6, 6, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'lightening (Drum)': [0, 0, 0, 0, 0, 6, 9, 8, 0, 0, 7, 2, 0, 2, 0, 0, 14, 12, 0, 1, 3, 4, 3, 7, 4, 2, 5, 5, 0, 0, 0], 'complexion (Ebony)': [40, 51, 40, 38, 31, 27, 25, 19, 14, 14, 14, 5, 4, 0, 8, 13, 20, 11, 13, 13, 15, 17, 9, 12, 12, 13, 16, 4, 5, 7, 2], 'complexion (Drum)': [0, 0, 0, 0, 0, 18, 18, 31, 29, 47, 33, 17, 29, 14, 14, 12, 18, 20, 2, 0, 7, 7, 4, 14, 0, 1, 6, 6, 0, 0, 0], 'lighter (Ebony)': [45, 52, 56, 47, 50, 33, 26, 15, 12, 8, 2, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'lighter (Drum)': [0, 0, 0, 0, 0, 22, 17, 25, 27, 48, 26, 33, 14, 11, 18, 17, 16, 12, 2, 2, 1, 4, 1, 2, 6, 0, 0, 0, 0, 0, 0], 'glow (Ebony)': [9, 18, 17, 26, 23, 14, 7, 4, 3, 4, 6, 7, 4, 6, 5, 4, 7, 8, 6, 9, 8, 3, 3, 4, 0, 2, 4, 2, 8, 8, 5], 'glow (Drum)': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'years': ['1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968', '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977', '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986', '1987', '1988', '1989', '1990']}
# Ensure the shape of the data is consistent
print(len(drum_term_counts['beautiful']))
print(len(ebony_term_counts['beautiful']))
print(len(combined_term_counts['years']))31
31
31
print("Drum Term Counts:")
drum_top_term_counts = []
for term in drum_term_counts:
drum_term_sum = sum(map(int, drum_term_counts[term]))
drum_top_term_counts.append((term, drum_term_sum))
for term in reversed(sorted(drum_top_term_counts, key = lambda x: x[1])):
print("\t", term)Drum Term Counts:
('skin', 805)
('complexion', 347)
('lighter', 304)
('smooth', 215)
('light', 192)
('lightens', 181)
('fast', 171)
('beautiful', 160)
('spots', 136)
('lovely', 118)
('dark', 98)
('lightening', 94)
('cream', 92)
('ambi', 89)
('makes', 78)
('extra', 78)
('karroo', 73)
('beauty', 73)
('look', 73)
('face', 58)
('new', 58)
('use', 54)
('night', 53)
('brighter', 42)
('see', 25)
('blackheads', 12)
('bleaching', 12)
('tone', 11)
('artra', 6)
('bleach', 4)
('glow', 3)
('nadinola', 0)
print("Ebony Term Counts:")
ebony_top_term_counts = []
for term in ebony_term_counts:
ebony_term_sum = sum(map(int, ebony_term_counts[term]))
ebony_top_term_counts.append((term, ebony_term_sum))
for term in reversed(sorted(ebony_top_term_counts, key = lambda x: x[1])):
print("\t", term)Ebony Term Counts:
('skin', 1143)
('cream', 679)
('complexion', 512)
('dark', 452)
('new', 421)
('spots', 386)
('use', 385)
('look', 371)
('beauty', 369)
('face', 365)
('lighter', 351)
('blackheads', 344)
('see', 336)
('smooth', 334)
('tone', 329)
('glow', 234)
('brighter', 222)
('beautiful', 189)
('bleaching', 182)
('bleach', 179)
('nadinola', 149)
('makes', 146)
('lightens', 119)
('lovely', 114)
('night', 113)
('ambi', 94)
('artra', 93)
('light', 76)
('lightening', 67)
('fast', 52)
('extra', 15)
('karroo', 0)
# graph made with Seaborn style in vanilla matplotlib
from matplotlib import cm # color maps import
from random import sample
width = 0.9
custom_cmap = plt.get_cmap('tab20')
fig, ax = plt.subplots(figsize=(20, 15))
color_vals = sample([num for num in range(0,20)], k=20)
counter = 0
for term in terms_ebony:
ax.bar(years,
ebony_term_counts[term],
width,
label=term,
align="center",
color=custom_cmap.colors[color_vals[counter]])
counter += 1
ax.set_ylabel("Counts\n")
ax.set_xlabel("\nPublication Year")
ax.set_title("Most Common Terms by Year in Ebony Magazine\n")
ax.set_xticklabels(years,rotation=90)
ax.legend(bbox_to_anchor=(0, -.1),
loc='upper left',
ncol=5,
borderaxespad=2)
plt.show()
fig.savefig("most_common_terms_by_year_ebony.png")<ipython-input-74-53c56dc9f681>:27: UserWarning: FixedFormatter should only be used together with FixedLocator
ax.set_xticklabels(years,rotation=90)
# graph made with Seaborn style in vanilla matplotlib
from matplotlib import cm # color maps import
from random import sample
width = 0.9
custom_cmap = plt.get_cmap('tab20')
fig, ax = plt.subplots(figsize=(20, 15))
# color_vals = sample([num for num in range(0,20)], k=20) #omit to keep colors consistent between graphs
counter = 0
for term in terms_drum:
ax.bar(years,
drum_term_counts[term],
width,
label=term,
align="center",
color=custom_cmap.colors[color_vals[counter]])
counter += 1
ax.set_ylabel("Counts\n")
ax.set_xlabel("\nPublication Year")
ax.set_title("Most Common Terms by Year in Drum Magazine\n")
ax.set_xticklabels(years,rotation=90)
ax.legend(bbox_to_anchor=(0, -.1),
loc='upper left',
ncol=5,
borderaxespad=2)
plt.show()
fig.savefig("most_common_terms_by_year_drum.png")<ipython-input-75-9bc6c08f05f5>:28: UserWarning: FixedFormatter should only be used together with FixedLocator
ax.set_xticklabels(years,rotation=90)
# original stacked bar graphs using PyGal library, disregard for stylistic consistency
line_chart = pygal.StackedBar(x_label_rotation=40, legend_at_bottom=True)
line_chart.title = 'Term Distribution of Skin Bleaching Ads in Drum from 1965 to 1990'
line_chart.x_labels = map(str, range(1965, 1989))
for term in terms:
line_chart.add(term, drum_term_counts[term])
display(SVG(line_chart.render(disable_xml_declaration=True)))
line_chart.render_to_file("drum_term_counts_by_year.svg")
# original stacked bar graphs using PyGal library, disregard for stylistic consistency
line_chart = pygal.StackedBar(x_label_rotation=40, legend_at_bottom=True)
line_chart.title = 'Term Distribution of Skin Bleaching Ads in Ebony from 1960 to 1990'
line_chart.x_labels = map(str, range(1960, 1991))
for term in terms:
line_chart.add(term, ebony_term_counts[term])
display(SVG(line_chart.render(disable_xml_declaration=True)))
line_chart.render_to_file("ebony_term_counts_by_year.svg")
drum_counts = []
ebony_counts = []
for year in years_ebony:
e = 0
for y,c in claims_ebony_sents:
if str(year) == y[:4]:
e += 1
ebony_counts.append(e)
d = 0
for y,c in claims_drum_sents:
if str(year) == y[:4]:
d += 1
drum_counts.append(d)
print(ebony_counts)
print(drum_counts)[72, 103, 74, 82, 72, 58, 54, 36, 31, 34, 35, 24, 10, 9, 15, 22, 35, 39, 28, 31, 29, 32, 20, 24, 14, 20, 23, 34, 42, 41, 31]
[0, 0, 0, 0, 0, 46, 62, 93, 108, 132, 134, 96, 80, 99, 60, 82, 65, 68, 6, 12, 22, 28, 25, 57, 15, 7, 10, 17, 0, 0, 0]
# original stacked bar graphs using PyGal library, disregard for stylistic consistency
line_chart = pygal.StackedBar(x_label_rotation=40, legend_at_bottom=True)
line_chart.title = 'Number of Skin Bleaching Ads in Ebony and Drum from 1960 to 1990'
line_chart.x_labels = map(str, range(1960, 1991))
line_chart.add("Ebony Total Ad Counts", ebony_counts)
line_chart.add("Drum Total Ad Counts", drum_counts)
display(SVG(line_chart.render(disable_xml_declaration=True)))
line_chart.render_to_file("drum_and_ebony_ad_counts_by_year.svg")
# original stacked bar graphs using PyGal library, disregard for stylistic consistency
line_chart = pygal.StackedBar(x_label_rotation=40)
line_chart.title = 'Term Occurrence in Ebony Skin Bleaching Ads from 1960 to 1990'
line_chart.x_labels = map(str, range(1960, 1991))
ebony_year_list = []
for year in years_ebony:
i = 0
for y,c in claims_ebony_sents:
if str(year) == y[:4]:
for term in terms:
if term in c.split():
i += 1
ebony_year_list.append(i)
line_chart.add("Term Count", ebony_year_list)
display(SVG(line_chart.render(disable_xml_declaration=True)))
line_chart.render_to_file("ebony_term_occurrence_by_year.svg")
claims_drum = claims_drum.dropna()
#claims_drum.replace(',','',regex = True) # original stacked bar graphs using PyGal library, disregard for stylistic consistency
line_chart = pygal.StackedBar(x_label_rotation=40)
line_chart.title = 'Term Occurrence in Drum Skin Bleaching Ads from 1965 to 1987'
line_chart.x_labels = map(str, range(1965, 1988))
drum_year_list = []
for year in years_drum:
i = 0
for y,c in claims_drum_sents:
if str(year) == y[:4]:
for term in terms:
if term in c.split():
i += 1
drum_year_list.append(i)
line_chart.add("Term Count", drum_year_list)
display(SVG(line_chart.render(disable_xml_declaration=True)))
line_chart.render_to_file("drum_term_occurrence_by_year.svg")
fill = [None for n in range(0,5)]# original stacked bar graphs using PyGal library, disregard for stylistic consistency
line_chart = pygal.StackedBar(x_label_rotation=40, legend_at_bottom=True)
line_chart.title = 'Term Occurrence in Skin Bleaching Ads from 1960 to 1990'
line_chart.x_labels = map(str, range(1960, 1991))
line_chart.add("Ebony Term Counts", ebony_year_list)
line_chart.add("Drum Term Counts", fill+drum_year_list)
display(SVG(line_chart.render(disable_xml_declaration=True)))
line_chart.render_to_file("drum_and_ebony_term_occurrence_by_year.svg")
def add(list_counts):
total = 0
for i in list_counts:
total += i
return totalsuccessfig = plt.figure(figsize=(10, 5), dpi=300)
objects = tuple([term.capitalize() for term in terms])
corpus_counts = dict(ebony_term_counts, **drum_term_counts)
termS1 = [add(count) for word,count in corpus_counts.items() if word in terms]
y_pos = np.arange(len(termS1))
plt.barh(y_pos, termS1, align='center', alpha=.5)
plt.yticks(y_pos, objects, fontsize = 10)
plt.xlabel('Count')
plt.title('Corpus Level Term Frequency')
plt.show()
successfig.savefig("corpus_freqs.png")
successfig = plt.figure(figsize=(10, 5), dpi=300)
objects = tuple([term.capitalize() for term in terms])
termS1 = [add(count) for word,count in ebony_term_counts.items() if word in terms]
y_pos = np.arange(len(termS1))
plt.barh(y_pos, termS1, align='center', alpha=.5)
plt.yticks(y_pos, objects, fontsize = 10)
plt.xlabel('Count')
plt.title('Ebony Term Frequency (1960-1990)')
plt.show()
successfig.savefig("ebony_freqs.png")
successfig = plt.figure(figsize=(10, 5), dpi=300)
objects = tuple([term.capitalize() for term in terms])
termS1 = [add(count) for word,count in drum_term_counts.items() if word in terms]
y_pos = np.arange(len(termS1))
plt.barh(y_pos, termS1, align='center', alpha=.5)
plt.yticks(y_pos, objects, fontsize = 10)
plt.xlabel('Count')
plt.title('Drum Term Frequency (1965-1988)')
plt.show()
successfig.savefig("drum_freqs.png")
# data to plot
n_groups = len(objects)
fig = plt.figure(figsize=(800, 550), dpi=300)
# create plot
fig, ax = plt.subplots()
index = np.arange(n_groups)
bar_width = 0.28
opacity = 0.5
rects1 = plt.bar(index, [add(count) for word,count in drum_term_counts.items() if word in terms], bar_width,
alpha=opacity,
color='b',
label='Drum')
rects2 = plt.bar(index + bar_width, [add(count) for word,count in ebony_term_counts.items() if word in terms], bar_width,
alpha=opacity,
color='g',
label='Ebony')
plt.xlabel('Terms')
plt.ylabel('Count')
plt.title('Compared Term Use')
plt.xticks(index + bar_width, objects)
plt.xticks(rotation=90, size=20)
plt.legend(loc=2, prop={'size': 20})
plt.tight_layout()
plt.show()
fig.savefig("compared_term_use.png")<Figure size 240000x165000 with 0 Axes>
print("Drum Sample")
print(drum_claims_phrase_list[:5])
print("Ebony Sample")
print(ebony_claims_phrase_list[:5])Drum Sample
[["Lighter, lovelier skin today…the American way!'", "…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and"], ["Lighter, lovelier skin today…the American way!'", "brightens skin.' '…lightens from the first day.' '…vanishes into skin instantly…starts working, starts lightening and brightening your skin"], ["Lighter, lovelier skin today…the American way!'", "immediately.' '…keeps skin beautiful and clean, makes it smooth and lovely"], ["Lighter, lovelier skin today…the American way!'", '…mild and gentle…keeps skin free from blemishes and pimples'], ["Lighter, lovelier skin today…the American way!'", "…clears and lightens the skin, smooth's away blemishes and spots, softens the skin'"]]
Ebony Sample
[['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"', '" - wakes up dark, dull complexion! Conceals ugly blotches, blemishes while it bleaches. Guarantees lovelier, lighter skin."'], ['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"', '"If your skin doesn\'t look actually lighter after using Mercolized Wax Cream for just one week, your money will be cheerfully refunded."; "You\'ll see amazing results almost at once - as Mercolized Wax Cream\'s speedy bleaching action lightens your complexion, fades dark blotches, spots, and freckles, brings excessive skin oiliness under control."; "...works under the skin surface to bring about these marvelous results."; "Used by beautiful women for over 40 years."'], ['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"', '"And you, too, can have a glamorous complexion!"; "…see your skin get a lighter, brighter, softer look."; "Its bleaching action works effectively inside your skin. Modern science knows no faster way of lightening skin."'], ['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"', '"Don\'t let dull, dark skin rob you of romance. Don\'t let oiliness, big pores, blackheads cheat you of charm."; "This remarkable medicated ingredient works deep down within the skin to brighten and lighten it…"; "Soon your skin feels smoother and softer, fresh and fascinating, glowing and glamorous."'], ['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"', '"Yes in just 7 days be delighted how fast and easy this doctor\'s fomrula lightens, brightens, and helps clear skin or money back"; "It lightens, brightens and clears skin fast and at the same time fades blemishes, freckles and off-color spots."']]
drum_tags = []
for ad in drum_claims_phrase_list:
for sent in ad:
tokens = nltk.word_tokenize(str(sent))
tagged = nltk.pos_tag(tokens)
drum_tags.append(tagged)drum_tags_list = list(itertools.chain.from_iterable(drum_tags))
drum_tags_list[:25][('Lighter', 'NNP'),
(',', ','),
('lovelier', 'JJR'),
('skin', 'FW'),
('today…the', 'JJ'),
('American', 'JJ'),
('way', 'NN'),
('!', '.'),
("'", "''"),
('…to', 'NNS'),
('make', 'VBP'),
('their', 'PRP$'),
('skin', 'NN'),
('lighter', 'NN'),
('and', 'CC'),
('lovelier…lovelier', 'JJR'),
('and', 'CC'),
('lighter…a', 'VB'),
('little', 'RB'),
('more', 'RBR'),
('every', 'DT'),
('day', 'NN'),
("'", 'POS'),
("'…American", 'JJ'),
('scientist', 'NN')]
# In the most common adjects in Drum Magazine, we can confirm many of the terms used previously.
# The assocation of success and modernity, along with "healthy" confirm the attempts to
# legitimize these products.
adjectives = [token for token,pos in drum_tags_list if "JJ" in pos]
adjFreqs = nltk.FreqDist(adjectives)
adjFreqs.plot(20, title="Drum Magazine Skin Bleaching Ad POS ('JJ')")
<AxesSubplot:title={'center':"Drum Magazine Skin Bleaching Ad POS ('JJ')"}, xlabel='Samples', ylabel='Counts'>
# When considering nouns only, it is remarkable that the majority of terms reference
# more neutral beauty based phrases. The references to Hollywood confirms the connection to a US
# sense of success and beauty.
nouns = [token for token,pos in drum_tags_list if "NN" in pos]
adjFreqs = nltk.FreqDist(nouns)
adjFreqs.plot(20, title="Drum Magazine Skin Bleaching Ad POS ('NN')")
<AxesSubplot:title={'center':"Drum Magazine Skin Bleaching Ad POS ('NN')"}, xlabel='Samples', ylabel='Counts'>
drum_text_object.concordance("Hollywood",120,200)Displaying 200 of 1048 matches:
s clear and light and lovely the strong one for mennew hollywood seven extra extra for men skin as clear and lovely as
s without blemishes or spots the strong one for mennew hollywood seven extra extra for men cream which gives the comple
and new freckle free beauty the strong one for mennew hollywood seven extra extra for men lighter softer smoother comp
r softer smoother complexion the strong one for mennew hollywood seven extra extra for men if your skin is dark rough o
imple freckle and complexion the strong one for mennew hollywood seven extra extra for men lotion quick results the str
for men lotion quick results the strong one for mennew hollywood seven extra extra for men lighter smoother skins does
es less of the brown pigment the strong one for mennew hollywood seven extra extra for men makes your skin naturally li
your skin naturally lighter the strong one for mennew hollywood seven extra extra for men lighter clearer complexion s
ticed successful people have the strong one for mennew hollywood seven extra extra for men clears the skin of pimples a
nd lighter within a few days the strong one for mennew hollywood seven extra extra for men double strength skin lighten
ightener for quicker results the strong one for mennew hollywood seven extra extra for men works fast on all skins the
men works fast on all skins the strong one for mennew hollywood seven extra extra for men for a cleaner healthier skin
for a cleaner healthier skin the strong one for mennew hollywood seven extra extra for men to make your skin softersmoo
tersmoother than ever before the strong one for mennew hollywood seven extra extra for men men contains extra hydroquin
s freshens works fast brings the strong one for mennew hollywood seven extra extra for men the good looks the strong on
extra for men the good looks the strong one for mennew hollywood seven extra extra for men you don’t get skin as fair a
ut regular karroo cream care the strong one for mennew hollywood seven extra extra for men be delighted at how quickly
lovely smooth and spot less the strong one for mennew hollywood seven extra extra for men lighter clearer complexion t
n lighter clearer complexion the strong one for mennew hollywood seven extra extra for men double strength skin lighten
ightener for quicker results the strong one for mennew hollywood seven extra extra for men works fast on all skins the
men works fast on all skins the strong one for mennew hollywood seven extra extra for men men contains extra hydroquin
s freshens works fast brings the strong one for mennew hollywood seven extra extra for men the good looks the strong on
extra for men the good looks the strong one for mennew hollywood seven extra extra for men lighter smoother skins does
es less of the brown pigment the strong one for mennew hollywood seven extra extra for men makes your skin naturally li
your skin naturally lighter the strong one for mennew hollywood seven extra extra for men skin as clear and lovely as
s without blemishes or spots the strong one for mennew hollywood seven extra extra for men if your skin is dark rough o
imple freckle and complexion the strong one for mennew hollywood seven extra extra for men lotion quick results the str
for men lotion quick results the strong one for mennew hollywood seven extra extra for men complexion is light lovely s
ht with no spots and pimples the strong one for mennew hollywood seven extra extra for men lighter clearer complexion t
n lighter clearer complexion the strong one for mennew hollywood seven extra extra for men double strength skin lighten
ightener for quicker results the strong one for mennew hollywood seven extra extra for men works fast on all skins the
men works fast on all skins the strong one for mennew hollywood seven extra extra for men skin will be fairer smoother
own where the dullness forms the strong one for mennew hollywood seven extra extra for men blemishes coarseness dark pa
tion makes the skin fair and the strong one for mennew hollywood seven extra extra for men lovely all purpose cream for
ning and nourishing the skin the strong one for mennew hollywood seven extra extra for men men contains extra hydroquin
s freshens works fast brings the strong one for mennew hollywood seven extra extra for men the good looks the strong on
extra for men the good looks the strong one for mennew hollywood seven extra extra for men if your skin is dark rough o
imple freckle and complexion the strong one for mennew hollywood seven extra extra for men lotion quick results the str
for men lotion quick results the strong one for mennew hollywood seven extra extra for men in a short time your skin wi
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick new ambi skin lightening an
ete your beauty treatment acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
e proud of the most beautiful girlwill be crowned miss hollywood seven stop ugly spots and blemishes gives you a comple
e proud of the most beautiful girlwill be crowned miss hollywood seven the most powerful name in skin lightening creams
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick gives you a complexion to b
e proud of the most beautiful girlwill be crowned miss hollywood seven acting skin lightening cream hollywood seven wit
wned miss hollywood seven acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
e proud of the most beautiful girlwill be crowned miss hollywood seven lightens smooths and clears skin supersunscreenp
e proud of the most beautiful girlwill be crowned miss hollywood seven fast and effective gives you a complexion to be
e proud of the most beautiful girlwill be crowned miss hollywood seven improved artra skin creamwith latest modern form
e proud of the most beautiful girlwill be crowned miss hollywood seven works safely to make you lighter brighter and lo
e proud of the most beautiful girlwill be crowned miss hollywood seven contains fast acting ambi ingredients to lighten
e proud of the most beautiful girlwill be crowned miss hollywood seven burning rays of the sun makes you lighter and lo
e proud of the most beautiful girlwill be crowned miss hollywood seven lightens smooths and clears skin supersunscreenp
e proud of the most beautiful girlwill be crowned miss hollywood seven lightens skin overnight safely during the night
e proud of the most beautiful girlwill be crowned miss hollywood seven safe ingredients goes deep into skin cleans your
e proud of the most beautiful girlwill be crowned miss hollywood seven of pimples and blemishes gives you a complexion
e proud of the most beautiful girlwill be crowned miss hollywood seven lovely beauty queen complexion makes skin smooth
e proud of the most beautiful girlwill be crowned miss hollywood seven karroo is best keeps face looking lovely through
a film star complexion a lighter lovelier skinjust use hollywood seven stop ugly spots and blemishes you too can have a
a film star complexion a lighter lovelier skinjust use hollywood seven the most powerful name in skin lightening creams
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick you too can have a film sta
a film star complexion a lighter lovelier skinjust use hollywood seven acting skin lightening cream hollywood seven wit
njust use hollywood seven acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
a film star complexion a lighter lovelier skinjust use hollywood seven lightens smooths and clears skin supersunscreenp
a film star complexion a lighter lovelier skinjust use hollywood seven fast and effective you too can have a film star
a film star complexion a lighter lovelier skinjust use hollywood seven improved artra skin creamwith latest modern form
a film star complexion a lighter lovelier skinjust use hollywood seven works safely to make you lighter brighter and lo
a film star complexion a lighter lovelier skinjust use hollywood seven contains fast acting ambi ingredients to lighten
a film star complexion a lighter lovelier skinjust use hollywood seven burning rays of the sun makes you lighter and lo
a film star complexion a lighter lovelier skinjust use hollywood seven lightens smooths and clears skin supersunscreenp
a film star complexion a lighter lovelier skinjust use hollywood seven lightens skin overnight safely during the night
a film star complexion a lighter lovelier skinjust use hollywood seven safe ingredients goes deep into skin cleans your
a film star complexion a lighter lovelier skinjust use hollywood seven of pimples and blemishes you too can have a film
a film star complexion a lighter lovelier skinjust use hollywood seven lovely beauty queen complexion makes skin smooth
a film star complexion a lighter lovelier skinjust use hollywood seven karroo is best keeps face looking lovely through
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick ambi cares for your skin wh
ur skin while it lightens acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick new improved artra skin cre
over the world use artra acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick start mixing with the jet s
w even better than before acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick join the successful peoplem
ccessful lightening cream acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick specially made for you ambi
results in shortest time acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick fast acting ambi extra for
ur skin while it lightens acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick new artra 8 hour night crea
your skin overnightsafely acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick karroo creams gave me my lo
y can do the same for you acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
kin lightening creams a lighter smoother lovelier skin hollywood seven in the red tubequick take a tip from a beauty qu
ou lovely keeps you light acting skin lightening cream hollywood seven with extra extra hydroquinoneextra strength and
effective long lasting lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
rence in the shortest fast effective long lasting time hollywood seven with extra extra hydroquinonefor those who want
s a fragrant greaseless lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
face hand spots and elbows a fragrant greaseless time hollywood seven with extra extra hydroquinonefor those who want
eup base and at bedtime lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
vanishing creamused as makeup base and at bedtime time hollywood seven with extra extra hydroquinonefor those who want
ur skin overnightsafely lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
ur night cream lightens your skin overnightsafely time hollywood seven with extra extra hydroquinonefor those who want
upersunscreenprotects skins from the suns burning rays hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super fast effective long la
in the blue tubeits super fast effective long lasting hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super to lighten dark skin n
oduction of dark pigment by halfsignificantly lightens hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lighter brighter skin
ue tubeits super lighter brighter skin in 4 to 8 weeks hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lightens skin overnigh
become lighter lovelier cool rich cream does not burn hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super safe ingredients goes
exion quickly safely skin becomes lighter softer clear hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super of pimples and blemish
ven in the blue tubeits super of pimples and blemishes hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lighter smoother lovel
the blue tubeits super lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
uick acting see a fantastic difference in the shortest hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super time hollywood seven w
plexion hollywood seven in the blue tubeits super time hollywood seven with extra extra hydroquinonefor those who want
or those who want extra strength and extra fast action hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super contains fast acting a
d clear skin super sunscreen to protect your skin from hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super burning rays of the su
lighter and lovelier cares for skin while it lightens hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lightens smooths and c
powerful ideal for men lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
difference in the shortest powerful ideal for men time hollywood seven with extra extra hydroquinonefor those who want
essful lightening cream lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
oved ambi worlds most successful lightening cream time hollywood seven with extra extra hydroquinonefor those who want
esults in shortest time lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
for smart menextra fast results in shortest time time hollywood seven with extra extra hydroquinonefor those who want
skin while it lightens lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
egular ambi cares for your skin while it lightens time hollywood seven with extra extra hydroquinonefor those who want
upersunscreenprotects skins from the suns burning rays hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lighter smoother lovel
the blue tubeits super lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
uick acting see a fantastic difference in the shortest hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super time hollywood seven w
plexion hollywood seven in the blue tubeits super time hollywood seven with extra extra hydroquinonefor those who want
or those who want extra strength and extra fast action hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lightens skin overnigh
become lighter lovelier cool rich cream does not burn hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super safe ingredients goes
exion quickly safely skin becomes lighter softer clear hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super of pimples and blemish
ven in the blue tubeits super of pimples and blemishes hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super fast effective long la
in the blue tubeits super fast effective long lasting hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super new improved fastactin
in tone cream for woman brightens smooths softens skin hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super to lighten dark skin n
oduction of dark pigment by halfsignificantly lightens hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lighter brighter skin
ue tubeits super lighter brighter skin in 4 to 8 weeks hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lovely beauty queen co
oth light keeps skin looking lovely throughout the day hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super karroo is best keeps f
powerful ideal for men lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
difference in the shortest powerful ideal for men time hollywood seven with extra extra hydroquinonefor those who want
ur skin overnightsafely lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
ur night cream lightens your skin overnightsafely time hollywood seven with extra extra hydroquinonefor those who want
effective long lasting lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
rence in the shortest fast effective long lasting time hollywood seven with extra extra hydroquinonefor those who want
s latest modern formula lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
better than before contains latest modern formula time hollywood seven with extra extra hydroquinonefor those who want
est karroo from the usa lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
fantastic difference in the shortest from the usa time hollywood seven with extra extra hydroquinonefor those who want
s a fragrant greaseless lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
face hand spots and elbows a fragrant greaseless time hollywood seven with extra extra hydroquinonefor those who want
eup base and at bedtime lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
vanishing creamused as makeup base and at bedtime time hollywood seven with extra extra hydroquinonefor those who want
can do the same for you lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
auty queen complexionthey can do the same for you time hollywood seven with extra extra hydroquinonefor those who want
lovely keeps you light lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
ning karoo night keeps you lovely keeps you light time hollywood seven with extra extra hydroquinonefor those who want
ooking lovely through the day use only the best karroo hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lighter smoother lovel
the blue tubeits super lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
uick acting see a fantastic difference in the shortest hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super time hollywood seven w
plexion hollywood seven in the blue tubeits super time hollywood seven with extra extra hydroquinonefor those who want
or those who want extra strength and extra fast action hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lightens skin overnigh
become lighter lovelier cool rich cream does not burn hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super safe ingredients goes
exion quickly safely skin becomes lighter softer clear hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super of pimples and blemish
ven in the blue tubeits super of pimples and blemishes hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super new improved fastactin
n tone cream for woman brightens smoothes softens skin hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lightens smooths and c
upersunscreenprotects skins from the suns burning rays hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super fantastic productmakes
er fantastic productmakes skin light all over the body hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super lovely beauty queen co
oth light keeps skin looking lovely throughout the day hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super karroo is best keeps f
ooking lovely through the day use only the best karroo hollywood seven the most powerful name in skin lightening creams
ghtening creams you to can have a film star complexion hollywood seven in the blue tubeits super clear light complexion
powerful ideal for men lighter smoother lovelier skin hollywood seven in the red tubequick acting see a fantastic diff
# The collocation of "lovely" and "ugly" is remarkable
adverbs = [token for token,pos in drum_tags_list if "RB" == pos]
adjFreqs = nltk.FreqDist(adverbs)
adjFreqs.plot(20, title="Drum Magazine Skin Bleaching Ad POS ('RB')")
<AxesSubplot:title={'center':"Drum Magazine Skin Bleaching Ad POS ('RB')"}, xlabel='Samples', ylabel='Counts'>
# Ugly spots "spoilt" complexions
drum_text_object.concordance("ugly",120,200)Displaying 200 of 787 matches:
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
kin is dark rough or dull or your complexion is spoilt by ugly spots and pimples use super rose pimple freckle and compl
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# Lovely is associated with beauty, clear, and bright.
drum_text_object.concordance("lovely",120,200)Displaying 200 of 2262 matches:
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er clear complexion karroo morning karoo night keeps you lovely keeps you light lighter smoother skin in a few days crea
ar light complexion karroo morning karoo night keeps you lovely keeps you light protects skin against harsh sunlight be
inst harsh sunlight karroo morning karoo night makes you lovely makes you light your skin will grow lighter complexion s
liness of your skin karroo morning karoo night makes you lovely makes you light you will be more attractive more desirab
ar light complexion karroo morning karoo night makes you lovely makes you light protects skin from the sun a light clear
lotches and pimples karroo morning karoo night makes you lovely makes you light newest fastest acting skin lightening cr
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ar light complexion karroo morning karoo night makes you lovely makes you light protects skin against harsh sunlight suc
r your skin becomes karroo morning karoo night makes you lovely makes you light lighter clearer complexion with ambi amb
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r within a few days karroo morning karoo night makes you lovely makes you light absolutely safeno burning or irritation
inful sunburnt skin karroo morning karoo night makes you lovely makes you light skin looked lighter and smoother protect
inst harsh sunlight karroo morning karoo night makes you lovely makes you light worried by little pimples and spotskarro
akes these away too karroo morning karoo night makes you lovely makes you light keep my complexion looking light clear a
r your skin becomes karroo morning karoo night makes you lovely makes you light lighter clearer complexion with ambi amb
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r within a few days karroo morning karoo night makes you lovely makes you light absolutely safeno burning or irritation
inful sunburnt skin karroo morning karoo night makes you lovely makes you light skin looked lighter and smoother protect
inst harsh sunlight karroo morning karoo night makes you lovely makes you light worried by little pimples and spotskarro
akes these away too karroo morning karoo night makes you lovely makes you light keep my complexion looking light clear a
ately keeps skin beautiful and clean makes it smooth and lovely lighter lovelier skin todaythe american way mild and gen
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ately keeps skin beautiful and clean makes it smooth and lovely ambi extra double strength skin lightening cream for men
ately keeps skin beautiful and clean makes it smooth and lovely ambi extra always wins mild and gentlekeeps skin free fr
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learer and smoother karroo morning karoo night makes you lovely makes you light complexion became light and clear in onl
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a light clear skin karroo morning karoo night makes you lovely makes you light skin looked lighter and smoother protect
inst harsh sunlight karroo morning karoo night makes you lovely makes you light worried by little pimples and spotskarro
akes these away too karroo morning karoo night makes you lovely makes you light complexion became light and clear in onl
inst harsh sunlight karroo morning karoo night makes you lovely makes you light worried by little pimples and spotstwo k
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a light clear skin karroo morning karoo night makes you lovely makes you light skin looked lighter and smoother protect
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inst harsh sunlight karroo morning karoo night makes you lovely makes you light worried by little pimples and spotstwo k
akes those away too karroo morning karoo night makes you lovely makes you light always keep my complexion looking light
a light clear skin karroo morning karoo night makes you lovely makes you light skin looked lighter and smoother protect
inst harsh sunlight karroo morning karoo night makes you lovely makes you light worried by little pimples and spotskarro
akes these away too karroo morning karoo night makes you lovely makes you light always keep my complexion looking light
a light clear skin karroo morning karoo night makes you lovely makes you light skin looked lighter and smoother protect
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akes these away too karroo morning karoo night makes you lovely makes you light always keep my complexion looking light
a light clear skin karroo morning karoo night makes you lovely makes you light skin looked lighter and smoother protect
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imples and freckles karroo morning karoo night makes you lovely makes you light complexion became light and clear in onl
inst harsh sunlight karroo morning karoo night makes you lovely makes you light worried by little pimples and spotstwo k
akes those away too karroo morning karoo night makes you lovely makes you light works wonders for skinlightens and smoot
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as much lighter too karroo morning karoo night keeps you lovely keeps you light no pimples no spots karroo morning karoo
no pimples no spots karroo morning karoo night keeps you lovely keeps you light they look after my skinkeeps it soft and
hter and as soft as karroo morning karoo night keeps you lovely keeps you light silk clear away spots and pimples too ka
ots and pimples too karroo morning karoo night keeps you lovely keeps you light works wonders for skinlightens and smoot
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learer it felt soft karroo morning karoo night keeps you lovely keeps you light and smooth it was much lighter too hilit
as much lighter too karroo morning karoo night keeps you lovely keeps you light no pimples no spots karroo morning karoo
no pimples no spots karroo morning karoo night keeps you lovely keeps you light they look after my skinkeeps it soft and
hter and as soft as karroo morning karoo night keeps you lovely keeps you light silk clear away spots and pimples too ka
ots and pimples too karroo morning karoo night keeps you lovely keeps you light works wonders for skinlightens and smoot
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learer it felt soft karroo morning karoo night keeps you lovely keeps you light and smooth it was much lighter too the t
e 1 too with karroo karroo morning karoo night makes you lovely makes you light works wonders for skinlightens and smoot
ful for much longer karroo morning karoo night makes you lovely makes you light starts lightening and smoothing your com
ntains hydroquinone karroo morning karoo night makes you lovely makes you light helps clear blackheads pimples and freck
imples and freckles karroo morning karoo night makes you lovely makes you light keep skin lighter smoother and softer my
as much lighter too karroo morning karoo night makes you lovely makes you light makes your skin and keep your skin looki
er and soft as silk karroo morning karoo night makes you lovely makes you light lighter clearer complexion with ambi amb
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r within a few days karroo morning karoo night makes you lovely makes you light absolutely safeno burning or irritation
inful sunburnt skin karroo morning karoo night makes you lovely makes you light clear light complexionyou can have 1 too
rroo use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
nger use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
none use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
kles use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
too use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
silk use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
have use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
days use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
skin use karroo creams and you too can be a beauty queen lovely joice cares for her skin with karroo creamsthis has help
ss johannesburg karroo morning karroo at night makes you lovely makes you light works wonders for skinlightens and smoot
ss johannesburg karroo morning karroo at night makes you lovely makes you light starts lightening and smoothing your com
ss johannesburg karroo morning karroo at night makes you lovely makes you light helps clear blackheads pimples and freck
ss johannesburg karroo morning karroo at night makes you lovely makes you light keep skin lighter smoother and softer my
ss johannesburg karroo morning karroo at night makes you lovely makes you light makes your skin and keep your skin looki
ss johannesburg karroo morning karroo at night makes you lovely makes you light lighter clearer complexion with ambi amb
ss johannesburg karroo morning karroo at night makes you lovely makes you light scientifically formulatedclear the skin
ss johannesburg karroo morning karroo at night makes you lovely makes you light absolutely safeno burning or irritation
ss johannesburg karroo morning karroo at night makes you lovely makes you light clear light complexionyou can have 1 too
ately keeps skin beautiful and clean makes it smooth and lovely for the smartest complexion mild and gentlekeeps skin fr
ately keeps skin beautiful and clean makes it smooth and lovely hilite lightens and smooths skin mild and gentlekeeps sk
ately keeps skin beautiful and clean makes it smooth and lovely brightens your skin fast and keeps it light for a long t
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ebony_text_object.concordance("glow",120,200)Displaying 200 of 3139 matches:
nd clean biggest beauty value you ever saw new bleach and glow leaves your skin shades lighter clearer smoother its fabu
effective by thousands of satisfied users new bleach and glow leaves your skin shades lighter clearer smoother its fabu
ghter fairer lovelier skinso easily yours with bleach and glow the look of total loveliness family size jar of nadinola
ghter fairer lovelier skinso easily yours with bleach and glow the look of total loveliness now a complexion cream for l
ghter fairer lovelier skinso easily yours with bleach and glow the look of total loveliness new bleach and glow leaves y
each and glow the look of total loveliness new bleach and glow leaves your skin shades lighter clearer smoother its fabu
ghter fairer lovelier skinso easily yours with bleach and glow the look of total loveliness if your skin doesnt look act
ghter fairer lovelier skinso easily yours with bleach and glow the look of total loveliness see your dull dark skin take
looking skin in just 7 days or money back new bleach and glow leaves your skin shades lighter clearer smoother its fabu
iest valentines have lighter brighter skin new bleach and glow leaves your skin shades lighter clearer smoother its fabu
morous radiant complexion it can happen to you bleach and glow penetrates the skin deep down to where control action mus
r areas about nose and mouth a natural lustrea radiance a glow begins to appear in just 10 days you can start to enjoy t
always wanted but til now you could never have bleach and glow is called the most wonderful cream in american today moth
morous radiant complexion it can happen to you bleach and glow penetrates the skin deep down to where control action mus
r areas about nose and mouth a natural lustrea radiance a glow begins to appear in just 10 days you can start to enjoy t
always wanted but til now you could never have bleach and glow is called the most wonderful cream in american today moth
morous radiant complexion it can happen to you bleach and glow penetrates the skin deep down to where control action mus
r areas about nose and mouth a natural lustrea radiance a glow begins to appear in just 10 days you can start to enjoy t
always wanted but til now you could never have bleach and glow is called the most wonderful cream in american today moth
morous radiant complexion it can happen to you bleach and glow penetrates the skin deep down to where control action mus
r areas about nose and mouth a natural lustrea radiance a glow begins to appear in just 10 days you can start to enjoy t
always wanted but til now you could never have bleach and glow is called the most wonderful cream in american today moth
safelywuth artra skin tone cream that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
kin safelywuth artra skin tone cream long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
n safelywuth artra skin tone cream amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
that lighter lovelier artra look that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
got that lighter lovelier artra look long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
t that lighter lovelier artra look amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
ory tested artra skin tone cream that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
oratory tested artra skin tone cream long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
atory tested artra skin tone cream amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
n effective safe for normal skin that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
roven effective safe for normal skin long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
ven effective safe for normal skin amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
ream get that radiant artra look that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
ne cream get that radiant artra look long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
cream get that radiant artra look amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
n forecast lighter brighter skin that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
shion forecast lighter brighter skin long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
ion forecast lighter brighter skin amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
looks cream for the whole family that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
ood looks cream for the whole family long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
d looks cream for the whole family amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
lightens clears softens smooths that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
auty lightens clears softens smooths long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
ty lightens clears softens smooths amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
bright nadinolalight complexion that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
lear bright nadinolalight complexion long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
ar bright nadinolalight complexion amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
ter lovelier skin beauty for you that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
lighter lovelier skin beauty for you long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
ghter lovelier skin beauty for you amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
kin in just 7 days or money back that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
ng skin in just 7 days or money back long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
skin in just 7 days or money back amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
ance of that artra look now none that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
thats lighter brighter lovelier none long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
amous formula with 10 lanolin none amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
kin in just 7 days or money back that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
ng skin in just 7 days or money back long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
skin in just 7 days or money back amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
attraction lighter brighter skin that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
ure attraction lighter brighter skin long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
e attraction lighter brighter skin amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
by thousands of satisfied users that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
tive by thousands of satisfied users long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
ve by thousands of satisfied users amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
nadinola deluxe bleaching cream that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
less nadinola deluxe bleaching cream long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
ss nadinola deluxe bleaching cream amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
lightens clears softens smooths that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
skin lightens clears softens smooths long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
in lightens clears softens smooths amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
now lighter fairer lovelier skin that velvetysoft radiant glow that says here is a woman who cares for her skin new artr
ovelier lighter fairer lovelier skin long for the radiant glow of lighter brighter skin tired of oldfashioned methods tr
nolin lighter fairer lovelier skin amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow mercolized wax cream guarantees lighter looking skin in j
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your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow thank goodness roommates share their secrets see how ligh
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow the artra promiselighter lovelier skin beauty for you bre
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your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow life is more fun when your complexion is clear bright nad
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow gives older ladies younger looking skin lightens clears s
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow be more glamorous have lighter brighter skin breathless e
ghter clearer lighter and lovelier amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow he never gave me a second look til nadinola gave me a new
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow he never gave me a second look til nadinola gave me a new
ppily lighter fairer lovelier skin amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
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it will its so easy to have lovelier skinwith bleach and glow lighter fairer lovelier skin if you want to be pretty and
s thank goodness roommates share their secrets bleach and glow cream give romance a chance dont let a dull dark complexi
y thank goodness roommates share their secrets bleach and glow cream amazing new bleach and glow cream lightens brighten
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k thank goodness roommates share their secrets bleach and glow cream everyone knows that jan has that special something
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w thank goodness roommates share their secrets bleach and glow cream and its so easy to have a lovely glowing complexion
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r thank goodness roommates share their secrets bleach and glow cream contains fa7 fades blemishes freckles offcolor spot
g thank goodness roommates share their secrets bleach and glow cream if your skin doesnt look actually lighter after usi
s thank goodness roommates share their secrets bleach and glow cream posners discovery of skintona gives you a lighter l
traction withlighter brighter skin amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
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your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow youll be the main attraction withlighter brighter skin if
ghter lovelier skin beauty for you amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
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your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow the artra promiselighter lovelier skin beauty for you and
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your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow the artra promiselighter lovelier skin beauty for you if
skin in just 7 days or money back amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow mercolized wax cream guarantees lighter looking skin in j
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow mercolized wax cream guarantees lighter looking skin in j
you care enough to use the finest amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
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hioned skin bleaches and whiteners amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
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s thank goodness roommates share their secrets bleach and glow cream give romance a chance dont let a dull dark complexi
y thank goodness roommates share their secrets bleach and glow cream amazing new bleach and glow cream lightens brighten
heir secrets bleach and glow cream amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
k thank goodness roommates share their secrets bleach and glow cream everyone knows that jan has that special something
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow thank goodness roommates share their secrets bleach and g
w thank goodness roommates share their secrets bleach and glow cream and its so easy to have a lovely glowing complexion
n thank goodness roommates share their secrets bleach and glow cream breathless enchanting memorable beauty is your desi
n thank goodness roommates share their secrets bleach and glow cream if your skin doesnt look actually lighter after usi
s thank goodness roommates share their secrets bleach and glow cream helps keep skin soft and smootha powder basenot gre
s thank goodness roommates share their secrets bleach and glow cream posners discovery of skintona gives you a lighter l
s thank goodness roommates share their secrets bleach and glow cream everyone knows that jan has that special something
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow thank goodness roommates share their secrets bleach and g
w thank goodness roommates share their secrets bleach and glow cream if you want to be pretty and popular begin with you
r thank goodness roommates share their secrets bleach and glow cream contains fa7 fades blemishes freckles offcolor spot
g thank goodness roommates share their secrets bleach and glow cream if your skin doesnt look actually lighter after usi
s thank goodness roommates share their secrets bleach and glow cream posners discovery of skintona gives you a lighter l
ar bright nadinolalight complexion amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow look how men flock around the girl with the clear bright
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow look how men flock around the girl with the clear bright
skin in 7 days or your money back amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow dr fred palmers skin whitener now fortified with fa7 must
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
it will its so easy to have lovelier skinwith bleach and glow dr fred palmers skin whitener now fortified with fa7 must
skin in just 7 days or money back amazing new bleach and glow cream lightens brightens skin for the most glamorous comp
youre for realtell me more sure this fabulous bleach and glow cream actually penetrates my skin to make it look shades
your gorgeous skin is enough to sell me maybe bleach and glow can do asmuch for my complexion i know it will its so eas
adjectives = [token for token,pos in ebony_tags_list if "RB" == pos]
adjFreqs = nltk.FreqDist(adjectives)
adjFreqs.plot(20, title="Ebony Magazine Skin Bleaching Ad POS ('RB')")
<AxesSubplot:title={'center':"Ebony Magazine Skin Bleaching Ad POS ('RB')"}, xlabel='Samples', ylabel='Counts'>
drum_claims_phrase = []
for c, p in drum_claims_phrase_list:
cp = str(c) + str(p)
drum_claims_phrase.append(cp)lemma = WordNetLemmatizer()exclude = set(string.punctuation)stop = set(stopwords.words('english'))def preprocess(doc):
remove_stops=" ".join([i for i in doc.lower().split() if i not in stop])
remove_punct="".join(character for character in remove_stops if character not in exclude)
normalized=" ".join(lemma.lemmatize(word) for word in remove_punct.split())
return normalizedcleaned_doc = [preprocess(doc).split() for doc in drum_claims_phrase]dictionary = corpora.Dictionary(cleaned_doc)doc_term_matrix = [dictionary.doc2bow(doc) for doc in cleaned_doc]lda = gensim.models.ldamodel.LdaModelldamodel = lda(doc_term_matrix, num_topics=10, id2word = dictionary, passes=20)drum_topics = ldamodel.print_topics(num_topics=10, num_words=5)
print(drum_topics)[(0, '0.086*"extra" + 0.075*"skin" + 0.056*"fast" + 0.046*"treatment" + 0.046*"hollywood"'), (1, '0.066*"dark" + 0.042*"spot" + 0.041*"blemish" + 0.040*"face" + 0.039*"neck"'), (2, '0.043*"skin" + 0.038*"light" + 0.037*"new" + 0.034*"get" + 0.029*"cream"'), (3, '0.177*"skin" + 0.037*"smooth" + 0.037*"now" + 0.033*"beautiful" + 0.031*"new"'), (4, '0.067*"pimple" + 0.060*"skin" + 0.056*"beautiful" + 0.049*"super" + 0.048*"ugly"'), (5, '0.079*"skin" + 0.054*"lotion" + 0.048*"extra" + 0.046*"heman" + 0.040*"beautiful"'), (6, '0.072*"look" + 0.068*"skin" + 0.067*"ambi" + 0.035*"lighter" + 0.025*"looking"'), (7, '0.084*"karroo" + 0.078*"lovely" + 0.077*"make" + 0.048*"night" + 0.043*"skin"'), (8, '0.060*"complexion" + 0.055*"skin" + 0.042*"beautiful" + 0.032*"soft" + 0.030*"smooth"'), (9, '0.085*"people" + 0.081*"successful" + 0.069*"skin" + 0.059*"use" + 0.050*"top"')]
drum_topic_list=[]
for score,topic in drum_topics:
topic_vals=[tuple(top.split("*")) for top in topic.split(" +")]
drum_topic_list.append(topic_vals)drum_topic_list[[('0.086', '"extra"'),
(' 0.075', '"skin"'),
(' 0.056', '"fast"'),
(' 0.046', '"treatment"'),
(' 0.046', '"hollywood"')],
[('0.066', '"dark"'),
(' 0.042', '"spot"'),
(' 0.041', '"blemish"'),
(' 0.040', '"face"'),
(' 0.039', '"neck"')],
[('0.043', '"skin"'),
(' 0.038', '"light"'),
(' 0.037', '"new"'),
(' 0.034', '"get"'),
(' 0.029', '"cream"')],
[('0.177', '"skin"'),
(' 0.037', '"smooth"'),
(' 0.037', '"now"'),
(' 0.033', '"beautiful"'),
(' 0.031', '"new"')],
[('0.067', '"pimple"'),
(' 0.060', '"skin"'),
(' 0.056', '"beautiful"'),
(' 0.049', '"super"'),
(' 0.048', '"ugly"')],
[('0.079', '"skin"'),
(' 0.054', '"lotion"'),
(' 0.048', '"extra"'),
(' 0.046', '"heman"'),
(' 0.040', '"beautiful"')],
[('0.072', '"look"'),
(' 0.068', '"skin"'),
(' 0.067', '"ambi"'),
(' 0.035', '"lighter"'),
(' 0.025', '"looking"')],
[('0.084', '"karroo"'),
(' 0.078', '"lovely"'),
(' 0.077', '"make"'),
(' 0.048', '"night"'),
(' 0.043', '"skin"')],
[('0.060', '"complexion"'),
(' 0.055', '"skin"'),
(' 0.042', '"beautiful"'),
(' 0.032', '"soft"'),
(' 0.030', '"smooth"')],
[('0.085', '"people"'),
(' 0.081', '"successful"'),
(' 0.069', '"skin"'),
(' 0.059', '"use"'),
(' 0.050', '"top"')]]
G = nx.Graph()
top_num = 0
for topics in drum_topic_list:
top_num += 1
G.add_node("Topic "+str(top_num))
for topic in topics:
G.add_node(topic[1])
G.add_edge("Topic "+str(top_num), topic[1])
plt.figure(figsize=(18,9))
plt.suptitle("LDA Topic Model of Drum Magazine skin bleaching ads", fontsize=16)
nx.draw(G, with_labels=True)
plt.savefig("./drum_LDA_network.png")
claims_ebony.head()Year
1960-01-01 " - wakes up dark, dull complexion! Conceals u...
1960-01-01 "If your skin doesn't look actually lighter af...
1960-01-01 "And you, too, can have a glamorous complexion...
1960-01-01 "Don't let dull, dark skin rob you of romance....
1960-01-01 "Yes in just 7 days be delighted how fast and ...
Name: Claims, dtype: object
catch_phrase_ebony.head()Year
1960-01-01 "Mercolized Wax Cream guarantees lighter looki...
1960-01-01 "Lighter, brighter skin is irresistable"
1960-01-01 "LIFE IS MORE FUN when your complexion is clea...
1960-01-01 "DR. FRED PALMER'S IN JUST 7 DAYS MUST GIVE YO...
1960-01-01 "Egyptian formula BLEACH CRÈME gives amazing r...
Name: Advertising strategy *quotes-catch phrase*, dtype: object
ebony_catch_phrase_and_claims = pd.merge(catch_phrase_ebony, claims_ebony, right_index=True, left_index=True)ebony_claims_phrase_list = ebony_catch_phrase_and_claims.values.tolist()ebony_claims_phrase_list[:10][['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'" - wakes up dark, dull complexion! Conceals ugly blotches, blemishes while it bleaches. Guarantees lovelier, lighter skin."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"If your skin doesn\'t look actually lighter after using Mercolized Wax Cream for just one week, your money will be cheerfully refunded."; "You\'ll see amazing results almost at once - as Mercolized Wax Cream\'s speedy bleaching action lightens your complexion, fades dark blotches, spots, and freckles, brings excessive skin oiliness under control."; "...works under the skin surface to bring about these marvelous results."; "Used by beautiful women for over 40 years."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"And you, too, can have a glamorous complexion!"; "…see your skin get a lighter, brighter, softer look."; "Its bleaching action works effectively inside your skin. Modern science knows no faster way of lightening skin."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"Don\'t let dull, dark skin rob you of romance. Don\'t let oiliness, big pores, blackheads cheat you of charm."; "This remarkable medicated ingredient works deep down within the skin to brighten and lighten it…"; "Soon your skin feels smoother and softer, fresh and fascinating, glowing and glamorous."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"Yes in just 7 days be delighted how fast and easy this doctor\'s fomrula lightens, brightens, and helps clear skin or money back"; "It lightens, brightens and clears skin fast and at the same time fades blemishes, freckles and off-color spots."'],
['"Mercolized Wax Cream guarantees lighter looking skin in just 7 days or money back!"',
'"This Egyptian inspired formula proves you can make your complexion lovelier and keep it that way. So, enjoy a new feeling of distinction and beauty, convinceyourself of the quick, delightful results. What\'s more, MABS is easy and safe to use, gentle to tender, sensitive skin."'],
['"Lighter, brighter skin is irresistable"',
'" - wakes up dark, dull complexion! Conceals ugly blotches, blemishes while it bleaches. Guarantees lovelier, lighter skin."'],
['"Lighter, brighter skin is irresistable"',
'"If your skin doesn\'t look actually lighter after using Mercolized Wax Cream for just one week, your money will be cheerfully refunded."; "You\'ll see amazing results almost at once - as Mercolized Wax Cream\'s speedy bleaching action lightens your complexion, fades dark blotches, spots, and freckles, brings excessive skin oiliness under control."; "...works under the skin surface to bring about these marvelous results."; "Used by beautiful women for over 40 years."'],
['"Lighter, brighter skin is irresistable"',
'"And you, too, can have a glamorous complexion!"; "…see your skin get a lighter, brighter, softer look."; "Its bleaching action works effectively inside your skin. Modern science knows no faster way of lightening skin."'],
['"Lighter, brighter skin is irresistable"',
'"Don\'t let dull, dark skin rob you of romance. Don\'t let oiliness, big pores, blackheads cheat you of charm."; "This remarkable medicated ingredient works deep down within the skin to brighten and lighten it…"; "Soon your skin feels smoother and softer, fresh and fascinating, glowing and glamorous."']]
ebony_claims_phrase = []
for c, p in ebony_claims_phrase_list:
cp = str(c) + str(p)
ebony_claims_phrase.append(cp)ebony_cleaned_doc = [preprocess(doc).split() for doc in ebony_claims_phrase]dictionary = corpora.Dictionary(ebony_cleaned_doc)doc_term_matrix = [dictionary.doc2bow(doc) for doc in ebony_cleaned_doc]lda = gensim.models.ldamodel.LdaModelldamodel = lda(doc_term_matrix, num_topics=10, id2word = dictionary, passes=20)ebony_topics = ldamodel.print_topics(num_topics=10, num_words=5)
print(ebony_topics)[(0, '0.071*"nadinola" + 0.030*"skin" + 0.026*"complexion" + 0.018*"deluxe" + 0.016*"beauty"'), (1, '0.059*"skin" + 0.039*"fair" + 0.033*"cream" + 0.021*"mercolized" + 0.021*"crème"'), (2, '0.075*"skin" + 0.042*"cream" + 0.032*"fade" + 0.027*"e" + 0.026*"vitamin"'), (3, '0.069*"skin" + 0.023*"effective" + 0.021*"lighter" + 0.019*"ingredient" + 0.018*"care"'), (4, '0.069*"skin" + 0.061*"treatment" + 0.039*"peelerpak" + 0.036*"6" + 0.033*"day"'), (5, '0.061*"skin" + 0.023*"cream" + 0.022*"even" + 0.021*"help" + 0.020*"ambi"'), (6, '0.063*"skin" + 0.055*"artra" + 0.049*"esoterica" + 0.027*"cream" + 0.026*"new"'), (7, '0.039*"spot" + 0.037*"dark" + 0.026*"fade" + 0.024*"vantex" + 0.024*"skin"'), (8, '0.090*"skin" + 0.029*"cream" + 0.027*"lighter" + 0.025*"bleaching" + 0.025*"brighter"'), (9, '0.078*"skin" + 0.077*"glow" + 0.069*"bleach" + 0.034*"cream" + 0.020*"complexion"')]
ebony_topic_list=[]
for score,topic in ebony_topics:
topic_vals=[tuple(top.split("*")) for top in topic.split(" +")]
ebony_topic_list.append(topic_vals)ebony_topic_list[[('0.071', '"nadinola"'),
(' 0.030', '"skin"'),
(' 0.026', '"complexion"'),
(' 0.018', '"deluxe"'),
(' 0.016', '"beauty"')],
[('0.059', '"skin"'),
(' 0.039', '"fair"'),
(' 0.033', '"cream"'),
(' 0.021', '"mercolized"'),
(' 0.021', '"crème"')],
[('0.075', '"skin"'),
(' 0.042', '"cream"'),
(' 0.032', '"fade"'),
(' 0.027', '"e"'),
(' 0.026', '"vitamin"')],
[('0.069', '"skin"'),
(' 0.023', '"effective"'),
(' 0.021', '"lighter"'),
(' 0.019', '"ingredient"'),
(' 0.018', '"care"')],
[('0.069', '"skin"'),
(' 0.061', '"treatment"'),
(' 0.039', '"peelerpak"'),
(' 0.036', '"6"'),
(' 0.033', '"day"')],
[('0.061', '"skin"'),
(' 0.023', '"cream"'),
(' 0.022', '"even"'),
(' 0.021', '"help"'),
(' 0.020', '"ambi"')],
[('0.063', '"skin"'),
(' 0.055', '"artra"'),
(' 0.049', '"esoterica"'),
(' 0.027', '"cream"'),
(' 0.026', '"new"')],
[('0.039', '"spot"'),
(' 0.037', '"dark"'),
(' 0.026', '"fade"'),
(' 0.024', '"vantex"'),
(' 0.024', '"skin"')],
[('0.090', '"skin"'),
(' 0.029', '"cream"'),
(' 0.027', '"lighter"'),
(' 0.025', '"bleaching"'),
(' 0.025', '"brighter"')],
[('0.078', '"skin"'),
(' 0.077', '"glow"'),
(' 0.069', '"bleach"'),
(' 0.034', '"cream"'),
(' 0.020', '"complexion"')]]
G = nx.Graph()
top_num = 0
for topics in ebony_topic_list:
top_num += 1
G.add_node("Topic "+str(top_num))
for topic in topics:
G.add_node(topic[1])
G.add_edge("Topic "+str(top_num), topic[1])
plt.figure(figsize=(18,9))
plt.suptitle("LDA Topic Model of Ebony Magazine skin bleaching ads", fontsize=16)
nx.draw(G, with_labels=True)
plt.savefig("./ebony_LDA_network.png")
both_catch_phrase_and_claims = pd.merge(drum_catch_phrase_and_claims, ebony_catch_phrase_and_claims, right_index=True, left_index=True)both_claims_phrase_list = both_catch_phrase_and_claims.values.tolist()both_claims_phrase_list[:10][["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"New faster-working formula"; "Discover Ultra Nadinola for a brighter, lighter, more even-toned look in all these beauty areas"; "new Ultra Nadinola for skin discolorations"',
'"Wonderful new ULTRA Nadinola is a specially forumated moisturizing cream that brings you the lightening, brightening magic of Hydroquinone. It actually seeks out and fades dark areas to a softer, more golden-toned glow. Meanwhile, it smooths and freshens the clearer areas. Remarkable improvement usually comes after using a single tube of ULTRA Nadinola. After that, occasional use may be needed to keep your lighter, brighter, uniform skin tone. ULTRA Nadinola also contains a \'sun screen\' to help protect sun-sensitive skin and preserve its new freshness and clearness. Start your new complexion today. Extensive clinical testing under doctors\' supervision has proved ULTRA Nadinola safe and effective for normal skin."; "YOUR FACE: ULTRA Nadinola does what most cosmetics can\'t even pretend to do. It brings you lighter, brighter skin beauty - fades dark areas, weathered spots and other such discolorations. At the same time its special moisturizing formula adds precious smoothing moisture to dry skin."; "YOUR HANDS: Nothing more deserves beauty care than your hands. And nothing makes you look older than dark spots on them. Take advantage of ULTRA Nadinola\'s lightening and clearing action. It even works on deep-seated \'age spots\' and fades them to more even-toned, youthful looking beauty."; "YOUR ELBOWS AND KNEES: Don\'t think people don\'t see your elbows. And you know they look at your knees. If neglected, these \'friction areas\' often have a rough, dark, smudgy appearance. ULTRA Nadinola helps smooth and soften them - lightens darker pigment areas to a brigher, lovelier tone."; "YOUR SHOULDERS AND NECK: This is where the first signs of age often make their appearance. Shoulders become blotchy and freckled. Rusty discolorations creep up the side of the neck. ULTRA Nadinola works directly on these darkened areas to produce a brighter, more even-toned glowing effect."'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"New faster-working formula"; "Discover Ultra Nadinola for a brighter, lighter, more even-toned look in all these beauty areas"; "new Ultra Nadinola for skin discolorations"',
'"Dr. Fred Palmer\'s Skin Whitener, an exclusive formula for a lighter and smoother look...Your skin will seem to glow as it suddenly comes alive! Easy and pleasant to use…it contains effective ingredients repeatedly prescribed by Doctors for skin care. Also a highly recommended aid for removing blackheads and refining enlarged pores. This treatment is attested to and proven effective by thousands of women the world over. Try it...your skin will be radiant and you will be too!"'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"New faster-working formula"; "Discover Ultra Nadinola for a brighter, lighter, more even-toned look in all these beauty areas"; "new Ultra Nadinola for skin discolorations"',
'"And you, too can have a glamorous complexion! Just start using Black and White Bleaching Cream as directed and see your skin get a lighter, brighter, softer look. Its bleaching action works effectively inside your skin. Modern science knows no faster way of lightening skin. Be sure to start using Black and White Bleaching Cream this very day!"'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"New faster-working formula"; "Discover Ultra Nadinola for a brighter, lighter, more even-toned look in all these beauty areas"; "new Ultra Nadinola for skin discolorations"',
'"Helps keep skin soft and smooth…a powder base…not greasy…vanishes immediately…for skin blemishes…"; "Contains the new wonderful ingredient Persu - Persu is Drake Laboratories, Inc. trademark for stabilized hydroquinone compounds."'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"Lighter, clearer skin too! May be yours in 7 days plus a softer, lovelier complexion!"',
'"Wonderful new ULTRA Nadinola is a specially forumated moisturizing cream that brings you the lightening, brightening magic of Hydroquinone. It actually seeks out and fades dark areas to a softer, more golden-toned glow. Meanwhile, it smooths and freshens the clearer areas. Remarkable improvement usually comes after using a single tube of ULTRA Nadinola. After that, occasional use may be needed to keep your lighter, brighter, uniform skin tone. ULTRA Nadinola also contains a \'sun screen\' to help protect sun-sensitive skin and preserve its new freshness and clearness. Start your new complexion today. Extensive clinical testing under doctors\' supervision has proved ULTRA Nadinola safe and effective for normal skin."; "YOUR FACE: ULTRA Nadinola does what most cosmetics can\'t even pretend to do. It brings you lighter, brighter skin beauty - fades dark areas, weathered spots and other such discolorations. At the same time its special moisturizing formula adds precious smoothing moisture to dry skin."; "YOUR HANDS: Nothing more deserves beauty care than your hands. And nothing makes you look older than dark spots on them. Take advantage of ULTRA Nadinola\'s lightening and clearing action. It even works on deep-seated \'age spots\' and fades them to more even-toned, youthful looking beauty."; "YOUR ELBOWS AND KNEES: Don\'t think people don\'t see your elbows. And you know they look at your knees. If neglected, these \'friction areas\' often have a rough, dark, smudgy appearance. ULTRA Nadinola helps smooth and soften them - lightens darker pigment areas to a brigher, lovelier tone."; "YOUR SHOULDERS AND NECK: This is where the first signs of age often make their appearance. Shoulders become blotchy and freckled. Rusty discolorations creep up the side of the neck. ULTRA Nadinola works directly on these darkened areas to produce a brighter, more even-toned glowing effect."'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"Lighter, clearer skin too! May be yours in 7 days plus a softer, lovelier complexion!"',
'"Dr. Fred Palmer\'s Skin Whitener, an exclusive formula for a lighter and smoother look...Your skin will seem to glow as it suddenly comes alive! Easy and pleasant to use…it contains effective ingredients repeatedly prescribed by Doctors for skin care. Also a highly recommended aid for removing blackheads and refining enlarged pores. This treatment is attested to and proven effective by thousands of women the world over. Try it...your skin will be radiant and you will be too!"'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"Lighter, clearer skin too! May be yours in 7 days plus a softer, lovelier complexion!"',
'"And you, too can have a glamorous complexion! Just start using Black and White Bleaching Cream as directed and see your skin get a lighter, brighter, softer look. Its bleaching action works effectively inside your skin. Modern science knows no faster way of lightening skin. Be sure to start using Black and White Bleaching Cream this very day!"'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"Lighter, clearer skin too! May be yours in 7 days plus a softer, lovelier complexion!"',
'"Helps keep skin soft and smooth…a powder base…not greasy…vanishes immediately…for skin blemishes…"; "Contains the new wonderful ingredient Persu - Persu is Drake Laboratories, Inc. trademark for stabilized hydroquinone compounds."'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"Lighter, brighter skin is irresistable"',
'"Wonderful new ULTRA Nadinola is a specially forumated moisturizing cream that brings you the lightening, brightening magic of Hydroquinone. It actually seeks out and fades dark areas to a softer, more golden-toned glow. Meanwhile, it smooths and freshens the clearer areas. Remarkable improvement usually comes after using a single tube of ULTRA Nadinola. After that, occasional use may be needed to keep your lighter, brighter, uniform skin tone. ULTRA Nadinola also contains a \'sun screen\' to help protect sun-sensitive skin and preserve its new freshness and clearness. Start your new complexion today. Extensive clinical testing under doctors\' supervision has proved ULTRA Nadinola safe and effective for normal skin."; "YOUR FACE: ULTRA Nadinola does what most cosmetics can\'t even pretend to do. It brings you lighter, brighter skin beauty - fades dark areas, weathered spots and other such discolorations. At the same time its special moisturizing formula adds precious smoothing moisture to dry skin."; "YOUR HANDS: Nothing more deserves beauty care than your hands. And nothing makes you look older than dark spots on them. Take advantage of ULTRA Nadinola\'s lightening and clearing action. It even works on deep-seated \'age spots\' and fades them to more even-toned, youthful looking beauty."; "YOUR ELBOWS AND KNEES: Don\'t think people don\'t see your elbows. And you know they look at your knees. If neglected, these \'friction areas\' often have a rough, dark, smudgy appearance. ULTRA Nadinola helps smooth and soften them - lightens darker pigment areas to a brigher, lovelier tone."; "YOUR SHOULDERS AND NECK: This is where the first signs of age often make their appearance. Shoulders become blotchy and freckled. Rusty discolorations creep up the side of the neck. ULTRA Nadinola works directly on these darkened areas to produce a brighter, more even-toned glowing effect."'],
["Lighter, lovelier skin today…the American way!'",
"…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and",
'"Lighter, brighter skin is irresistable"',
'"Dr. Fred Palmer\'s Skin Whitener, an exclusive formula for a lighter and smoother look...Your skin will seem to glow as it suddenly comes alive! Easy and pleasant to use…it contains effective ingredients repeatedly prescribed by Doctors for skin care. Also a highly recommended aid for removing blackheads and refining enlarged pores. This treatment is attested to and proven effective by thousands of women the world over. Try it...your skin will be radiant and you will be too!"']]
both_claims_phrase = []
for c1, p1, c2, p2 in both_claims_phrase_list:
cp = str(c1) + str(p1) + str(c2) + str(p2)
both_claims_phrase.append(cp)cleaned_doc = [preprocess(doc).split() for doc in both_claims_phrase]dictionary = corpora.Dictionary(cleaned_doc)doc_term_matrix = [dictionary.doc2bow(doc) for doc in cleaned_doc]lda = gensim.models.ldamodel.LdaModelldamodel = lda(doc_term_matrix, num_topics=10, id2word = dictionary, passes=20)both_topics = ldamodel.print_topics(num_topics=10, num_words=5)
print(both_topics)[(0, '0.082*"year" + 0.074*"skin" + 0.042*"large" + 0.034*"look" + 0.030*"cream"'), (1, '0.088*"skin" + 0.054*"thats" + 0.046*"nadinola" + 0.042*"beautiful" + 0.038*"oily"'), (2, '0.072*"skin" + 0.031*"treatment" + 0.028*"peelerpak" + 0.025*"6" + 0.024*"day"'), (3, '0.089*"skin" + 0.033*"dark" + 0.032*"help" + 0.027*"tone" + 0.020*"work"'), (4, '0.068*"skin" + 0.049*"palmer" + 0.033*"formula" + 0.031*"aid" + 0.030*"using"'), (5, '0.046*"ultra" + 0.039*"skin" + 0.038*"spot" + 0.036*"dark" + 0.035*"lemon"'), (6, '0.093*"glow" + 0.083*"bleach" + 0.061*"skin" + 0.041*"cream" + 0.034*"beauty"'), (7, '0.087*"ambi" + 0.078*"skin" + 0.037*"cream" + 0.035*"tone" + 0.032*"artra"'), (8, '0.038*"result" + 0.031*"superficial" + 0.027*"skin" + 0.026*"formulated" + 0.024*"eye"'), (9, '0.115*"esoterica" + 0.054*"skin" + 0.036*"surface" + 0.032*"cream" + 0.030*"hand"')]
both_topic_list=[]
for score,topic in both_topics:
topic_vals=[tuple(top.split("*")) for top in topic.split(" +")]
both_topic_list.append(topic_vals)both_topic_list[[('0.082', '"year"'),
(' 0.074', '"skin"'),
(' 0.042', '"large"'),
(' 0.034', '"look"'),
(' 0.030', '"cream"')],
[('0.088', '"skin"'),
(' 0.054', '"thats"'),
(' 0.046', '"nadinola"'),
(' 0.042', '"beautiful"'),
(' 0.038', '"oily"')],
[('0.072', '"skin"'),
(' 0.031', '"treatment"'),
(' 0.028', '"peelerpak"'),
(' 0.025', '"6"'),
(' 0.024', '"day"')],
[('0.089', '"skin"'),
(' 0.033', '"dark"'),
(' 0.032', '"help"'),
(' 0.027', '"tone"'),
(' 0.020', '"work"')],
[('0.068', '"skin"'),
(' 0.049', '"palmer"'),
(' 0.033', '"formula"'),
(' 0.031', '"aid"'),
(' 0.030', '"using"')],
[('0.046', '"ultra"'),
(' 0.039', '"skin"'),
(' 0.038', '"spot"'),
(' 0.036', '"dark"'),
(' 0.035', '"lemon"')],
[('0.093', '"glow"'),
(' 0.083', '"bleach"'),
(' 0.061', '"skin"'),
(' 0.041', '"cream"'),
(' 0.034', '"beauty"')],
[('0.087', '"ambi"'),
(' 0.078', '"skin"'),
(' 0.037', '"cream"'),
(' 0.035', '"tone"'),
(' 0.032', '"artra"')],
[('0.038', '"result"'),
(' 0.031', '"superficial"'),
(' 0.027', '"skin"'),
(' 0.026', '"formulated"'),
(' 0.024', '"eye"')],
[('0.115', '"esoterica"'),
(' 0.054', '"skin"'),
(' 0.036', '"surface"'),
(' 0.032', '"cream"'),
(' 0.030', '"hand"')]]
G = nx.Graph()
top_num = 0
for topics in both_topic_list:
top_num += 1
G.add_node("Topic "+str(top_num))
for topic in topics:
G.add_node(topic[1])
G.add_edge("Topic "+str(top_num), topic[1])
plt.figure(figsize=(18,9))
plt.suptitle("LDA Topic Model of Drum and Ebony Magazine skin bleaching ads", fontsize=16)
nx.draw(G, with_labels=True)
plt.savefig("./drum_ebony_LDA_network.png")
Drum:
- "laboratory proven for effectiveness and safe use on normal skin so soothing and refreshing too artras"
- "'ugly', 'spots', 'and', 'pimples'"
- "beautiful bride forthat want a lighter sa beautiful bride for people that want a lighter"
- "give you the smooth clear lighter skin youve notices successful people have hilite lightens and smooths skin"
- "whitens', 'your', 'skin', 'now'"
- "more every day american scientist made artralightens and good things happen to a pretty girl brightens skin lightens fr"
- "smoother protects your skin against harsh sunlight successful people use ambi worried by little pimples and spotskar"
- "by little pimples and spotskarroo takes these away too successful people use ambi keep my complexion looking light clear"
- "n give you the smooth clear lighter skin youve notices successful people have karroo morning karoo night makes you"
- "of your skin you too can look as lovely as a beautiful bride you will be more attractive more desirable will admire"
drum.head()
<style scoped>
.dataframe tbody tr th:only-of-type {
vertical-align: middle;
}
</style>
.dataframe tbody tr th {
vertical-align: top;
}
.dataframe thead th {
text-align: right;
}
| Product name | chemical/active ingredient | Claims | Legal issues and Politics | Race | Age | Advertising strategy *quotes-catch phrase* | Size of Advert | Pg. reference ( marked) | Notes | |
|---|---|---|---|---|---|---|---|---|---|---|
| Year | ||||||||||
| 1965-01-01 | ARTRA skin tone cream | Hydroquinone | …to make their skin lighter and lovelier…lovel... | Black model and white pharmacist/doctor | Black | 20+ | Lighter, lovelier skin today…the American way!' | full pg. | pg. 2 | The ad says that the cream was developed after... |
| 1965-01-01 | NaN | NaN | brightens skin.' '…lightens from the first day... | n/a | NaN | NaN | Cream your skin lighter and brighter with ama... | NaN | pg. 2 | Ad states that it is a medicated beauty bar. S... |
| 1965-01-01 | NaN | NaN | immediately.' '…keeps skin beautiful and clean... | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1965-01-01 | Artra beauty bar | Hydroquinone | …mild and gentle…keeps skin free from blemishe... | NaN | NaN | 20+ | Medicated soap for complexion care | NaN | NaN | NaN |
| 1965-01-01 | Aloma Crème blanche | unnamed | …clears and lightens the skin, smooth's away b... | Black model | Black | 20-35 | good things happen to a pretty girl | full pg. | NaN | Ad states that using this product will increas... |
catch_phrase_drum.head()Year
1965-01-01 Lighter, lovelier skin today…the American way!'
1965-01-01 Cream your skin lighter and brighter with ama...
1965-01-01 Medicated soap for complexion care
1965-01-01 good things happen to a pretty girl
1965-01-01 See notes
Name: Advertising strategy *quotes-catch phrase*, dtype: object
claims_drum.head()Year
1965-01-01 …to make their skin lighter and lovelier…lovel...
1965-01-01 brightens skin.' '…lightens from the first day...
1965-01-01 immediately.' '…keeps skin beautiful and clean...
1965-01-01 …mild and gentle…keeps skin free from blemishe...
1965-01-01 …clears and lightens the skin, smooth's away b...
Name: Claims, dtype: object
for claim in range(len(drum['Claims'].dropna().str.contains('success'))):
if type(drum['Claims'][claim]) == float:
continue
if 'success' in drum['Claims'][claim]:
print(drum.index[claim],drum['Claims'][claim])
1965-07-19 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1966-08-01 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1966-09-19 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1966-10-01 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1966-11-01 00:00:00 …lovey, light complexion' '…success comes from regular Karroo cream care
1967-01-01 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1967-03-01 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1967-05-01 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1967-07-01 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1967-09-01 00:00:00 …lighter, clearer complexion with Ambi…' 'Ambi can give you the smooth, clear, lighter skin you've notices successful people have.'
1968-06-21 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1968-08-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1968-09-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1968-10-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1968-11-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1968-11-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-01-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-02-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-03-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-04-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-05-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-06-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-07-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-08-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-09-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-11-21 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1969-12-21 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1970-01-01 00:00:00 ...lighter, clearer complexion' '…smooth, clear, lighter skin you've noticed successful people have.'
1970-08-01 00:00:00 …lovey, light complexion' '…success comes from regular Karroo cream care
1970-09-01 00:00:00 …lovey, light complexion' '…success comes from regular Karroo cream care
1970-10-01 00:00:00 …lovey, light complexion' '…success comes from regular Karroo cream care
1970-12-01 00:00:00 …lovey, light complexion' '…success comes from regular Karroo cream care
1971-04-01 00:00:00 …lovey, light complexion' '…success comes from regular Karroo cream care
drum.loc['1971-08-01']['Claims']Year
1971-08-01 stop ugly spots and blemishes'
1971-08-01 NaN
1971-08-01 the most powerful name in skin lightening crea...
1971-08-01 acting skin lightening cream' 'Hollywood Seven...
1971-08-01 lightens, smooth's and clears skin' "super-sun...
1971-08-01 fast and effective'
1971-08-01 …improved ARTRA skin cream…with latest modern ...
1971-08-01 ;works safely to make you lighter, brighter an...
1971-08-01 NaN
1971-08-01 contains fast acting Ambi ingredients to light...
1971-08-01 burning rays of the sun' 'makes you lighter an...
1971-08-01 lightens, smooth's and clears skin ' "super-su...
1971-08-01 NaN
1971-08-01 lightens skin overnight safely' 'during the ni...
1971-08-01 …safe ingredients goes deep into skin & cleans...
1971-08-01 of pimples and blemishes
1971-08-01 lovely beauty queen complexion' 'makes skin sm...
1971-08-01 …Karroo is best" "…keeps face looking lovely t...
Name: Claims, dtype: object
try:
for i in range(len(drum.Claims)):
if 'skin' in drum.Claims[i]:
print(drum.Claims[i])
print(drum.index[i])
except TypeError:
pass…to make their skin lighter and lovelier…lovelier and lighter…a little more every day' '…American scientist made artra…lightens and
1965-01-01 00:00:00
brightens skin.' '…lightens from the first day.' '…vanishes into skin instantly…starts working, starts lightening and brightening your skin
1965-01-01 00:00:00
immediately.' '…keeps skin beautiful and clean, makes it smooth and lovely
1965-01-01 00:00:00
…mild and gentle…keeps skin free from blemishes and pimples
1965-01-01 00:00:00
…clears and lightens the skin, smooth's away blemishes and spots, softens the skin'
1965-01-01 00:00:00
# Searching in whole column for term
try:
for i in range(len(drum.Claims)):
if drum.Claims is str:
if "bride" in drum.Claims[i]:
# indx will store the tuple having that
# particular value in column.
indx = i
# below line will print that tuple
drum.iloc[indx]
except NameError:
print("Not found.")Not found.
ebony.head()
<style scoped>
.dataframe tbody tr th:only-of-type {
vertical-align: middle;
}
</style>
.dataframe tbody tr th {
vertical-align: top;
}
.dataframe thead th {
text-align: right;
}
| Region | Source | Product name | chemical/active ingredient | Structure | Chemistry | Claims | Legal issues and Politics | Race | Age | Advertising strategy *quotes-catch phrase* | Size of Advert | Pg reference (quentin marked) | Notes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Year | ||||||||||||||
| 1960-01-01 | NaN | Ebony | Long Aid Bleach and Glow | unnamed | NaN | NaN | " - wakes up dark, dull complexion! Conceals u... | NaN | NaN | NaN | NaN | 1/2 pg | 63 | small part of 1.2 pg ad for Long Aid hair prod... |
| 1960-01-01 | NaN | NaN | Mercolized Wax Cream | ammoniated mercury; zinc oxide | NaN | NaN | "If your skin doesn't look actually lighter af... | NaN | NaN | NaN | "Mercolized Wax Cream guarantees lighter looki... | 1/4 pg | 72 | ingredient on image of product; not mentioned ... |
| 1960-01-01 | NaN | NaN | Black and White Bleaching Cream | unnamed | NaN | NaN | "And you, too, can have a glamorous complexion... | NaN | NaN | NaN | "Lighter, brighter skin is irresistable" | 1/8 pg | 83 | drawing of white man and white woman in ad |
| 1960-01-01 | NaN | NaN | Nadinola Bleaching Cream | "wonder-working A-M" | NaN | NaN | "Don't let dull, dark skin rob you of romance.... | NaN | NaN | NaN | "LIFE IS MORE FUN when your complexion is clea... | full pg | 91 | two types advertised - oily and dry skin |
| 1960-01-01 | NaN | NaN | Dr. Fred Palmer's Double Strength Skin Whitener | zinc phenolsulfonate | NaN | NaN | "Yes in just 7 days be delighted how fast and ... | NaN | NaN | NaN | "DR. FRED PALMER'S IN JUST 7 DAYS MUST GIVE YO... | 1/8 pg | 108 | NaN |
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