CS695： Term projet working session R notebook - updated
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Install necessary packages. Comment after installation
#install.packages('tm')
#install.packages('RColorBrewer')
#install.packages('wordcloud')Include the packages.
library('tm')
library('RColorBrewer')
library('wordcloud')Process data
# entrepreneurshipData <- readRDS("entrepreneurship.RDS")
vData <- readRDS("Vaynerchuk.RDS")
# Etweets <- entrepreneurshipData$text
tweets <- vData$text
# swap out all non-alphanumeric characters
# Note that the definition of what constitutes a letter or a number or a punctuatution mark varies slightly depending upon your locale, so you may need to experiment a little to get exactly what you want.
# str_replace_all(tweets, "[^[:alnum:]]", " ")
# iconv(tweets, from = 'UTF-8', to = 'ASCII//TRANSLIT')
# Encoding(tweets) <- "UTF-8"
# Function to clean tweets
clean.text = function(x)
{
# remove rt
x = gsub("rt", "", x)
# remove at
x = gsub("@\\w+", "", x)
# remove punctuation
x = gsub("[[:punct:]]", "", x)
# remove numbers
x = gsub("[[:digit:]]", "", x)
# remove links http
x = gsub("http\\w+", "", x)
# remove tabs
x = gsub("[ |\t]{2,}", "", x)
# remove blank spaces at the beginning
x = gsub("^ ", "", x)
# remove blank spaces at the end
x = gsub(" $", "", x)
# tolower
# x = tolower(x)
return(x)
}
# clean tweets
tweets = clean.text(tweets)Create word cloud of tweets
corpus = Corpus(VectorSource(tweets))
# create term-document matrix
tdm = TermDocumentMatrix(
corpus,
control = list(
wordLengths=c(3,20),
removePunctuation = TRUE,
stopwords = c("the", "a", stopwords("english")),
removeNumbers = TRUE,
# tolower may cause trouble on Window because UTF-8 encoding, changed to FALSE
tolower = FALSE) )
# convert as matrix. It may consume near 1g of your RAM
tdm = as.matrix(tdm)
# get word counts in decreasing order
word_freqs = sort(rowSums(tdm), decreasing=TRUE)
#check top 50 most mentioned words
head(word_freqs, 50)## Vaynerchuk Gary quote The legacy
## 937 676 285 158 147
## every think youre writing RTPlease
## 143 137 136 125 118
## dayGary How For marketing You
## 118 94 61 55 53
## Make content become best mentor
## 50 48 48 46 46
## Original Your will one ever
## 44 43 43 43 42
## people With Passion especially cheap
## 41 39 38 38 36
## Marketing creator model name role
## 36 36 36 36 36
## special can RTTribute Since Empathy
## 36 35 35 35 33
## Social like pricelessGary matter work
## 33 32 32 31 31
## social hustle talent get carry
## 30 30 30 29 29#remove the top words which don’t generate insights such as "the", "a", "and", etc.
word_freqs = word_freqs[-(1:2)] #Here “1:5” is 1st-5th words in the list we want to remove
# create a data frame with words and their frequencies
dm = data.frame(word=names(word_freqs), freq=word_freqs)
#Plot corpus in a clored graph; need RColorBrewer package
wordcloud(head(dm$word, 50), head(dm$freq, 50), random.order=FALSE, colors=brewer.pal(8, "Dark2"))
#check top 50 most mentioned words
head(word_freqs, 50)## quote The legacy every think
## 285 158 147 143 137
## youre writing RTPlease dayGary How
## 136 125 118 118 94
## For marketing You Make content
## 61 55 53 50 48
## become best mentor Original Your
## 48 46 46 44 43
## will one ever people With
## 43 43 42 41 39
## Passion especially cheap Marketing creator
## 38 38 36 36 36
## model name role special can
## 36 36 36 36 35
## RTTribute Since Empathy Social like
## 35 35 33 33 32
## pricelessGary matter work social hustle
## 32 31 31 30 30
## talent get carry strategy far
## 30 29 29 29 28# I see some words I don't know or understand, so I retrieve the tweets that have the words
# I retrieve all the tweets that have "nigeria" in itI saw ‘writing’ on the work cloud and want to tweets contain it
index = grep("writing", tweets)
tweets[index]## [1] "Please think about your legacy because you are writing it every day Gary Vaynerchuk"
## [2] "RTPlease think about your legacy because you are writing it every day Gary Vaynerchuk \ncreat"
## [3] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [4] "Please think about your legacy because you are writing it every day Gary Vaynerchuk"
## [5] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [6] "Todays quote of the day\nPlease think about your legacy because youre writing it every day\n Gary Vaynerchuk"
## [7] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [8] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [9] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [10] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [11] "Heyi made writing about you on my blog in Indonesian language Can you retweet for me\n\nNewBlogPost"
## [12] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [13] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [14] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [15] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [16] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [17] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [18] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [19] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [20] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [21] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [22] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [23] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [24] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [25] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [26] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [27] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [28] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [29] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [30] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [31] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [32] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [33] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [34] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [35] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [36] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [37] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [38] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [39] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [40] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [41] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [42] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [43] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [44] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [45] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [46] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [47] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [48] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [49] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [50] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [51] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [52] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [53] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [54] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [55] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [56] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [57] "Please think about your legacy because youre writing it every dayGary Vaynerchuk"
## [58] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [59] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [60] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [61] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [62] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [63] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [64] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [65] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [66] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [67] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [68] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [69] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [70] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [71] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [72] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [73] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [74] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [75] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [76] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [77] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [78] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [79] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [80] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [81] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [82] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [83] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [84] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [85] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [86] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [87] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [88] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [89] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [90] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [91] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [92] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [93] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
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## [95] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [96] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
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## [99] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [100] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [101] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [102] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [103] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
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## [108] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
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## [110] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [111] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
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## [116] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [117] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [118] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [119] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [120] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [121] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [122] "RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk"
## [123] "Please think about your legacy because youre writing it every dayGary Vaynerchuk"
## [124] "RTPlease think about your legacy because you are writing it every day Gary Vaynerchuk \ncreat"
## [125] "Please think about your legacy because you are writing it every day Gary Vaynerchuk"Prepare for Bigram
# Install the following packages
library(dplyr)
library(tidyverse) # data manipulation & plotting
library(stringr) # text cleaning and regular expressions
library(tidytext) # provides additional text mining functions
titles <- c("v")
books <- list(tweets)
series <- tibble()
for(i in seq_along(titles)) {
clean <- tibble(chapter = seq_along(books[[i]]),
text = books[[i]]) %>%
# Number of gram
unnest_tokens(bigram, text, token = "ngrams", n = 2) %>%
mutate(book = titles[i]) %>%
select(book, everything())
series <- rbind(series, clean)
}Bigram of the Data
temp1 = subset(series, book == 'v') %>%
separate(bigram, c("word1", "word2"), sep = " ") %>%
filter(!word1 %in% stop_words$word,
!word2 %in% stop_words$word) %>%
count(word1, word2, sort = TRUE)
temp1[1:20,]## # A tibble: 20 x 3
## word1 word2 n
## <chr> <chr> <int>
## 1 gary vaynerchuk 606
## 2 vaynerchuk quote 274
## 3 youre writing 119
## 4 daygary vaynerchuk 118
## 5 vaynerchuk original 55
## 6 social media 52
## 7 cheap passion 37
## 8 content creator 36
## 9 role model 36
## 10 pricelessgary vaynerchuk 32
## 11 hustle talent 29
## 12 marketing strategy 26
## 13 decisions gary 22
## 14 quote image 22
## 15 weekendgary vaynerchuk 22
## 16 currencygary vaynerchuk 21
## 17 original film 21
## 18 image image 20
## 19 vaynerchukmotivational talk 20
## 20 care gary 19Topic identification: Try to get tweets contain questions
library(plotly)##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
##
## last_plot## The following object is masked from 'package:stats':
##
## filter## The following object is masked from 'package:graphics':
##
## layoutlibrary(dplyr)
library(plyr)## -------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## -------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:plotly':
##
## arrange, mutate, rename, summarise## The following object is masked from 'package:purrr':
##
## compact## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizelibrary(stringi)
library(stringr)
question.words = scan('questionWord.txt', what='character', comment.char=';')
score.topic = function(sentences, dict, .progress='none')
{
# we got a vector of sentences. plyr will handle a list
# or a vector as an "l" for us
# we want a simple array of scores back, so we use
# "l" + "a" + "ply" = "laply":
scores = laply(sentences, function(sentence, dict) {
# clean up sentences with R's regex-driven global substitute, gsub():
sentence = gsub('[[:punct:]]', '', sentence)
sentence = gsub('[[:cntrl:]]', '', sentence)
sentence = gsub('\\d+', '', sentence)
# and convert to lower case:
# sentence = tolower(sentence)
# split into words. str_split is in the stringr package
word.list = str_split(sentence, '\\s+')
# sometimes a list() is one level of hierarchy too much
words = unlist(word.list)
# compare our words to the dictionaries of positive & negative terms
topic.matches = match(words, dict)
# match() returns the position of the matched term or NA
# we just want a TRUE/FALSE:
topic.matches = !is.na(topic.matches)
# and conveniently enough, TRUE/FALSE will be treated as 1/0 by sum():
score = sum(topic.matches)
return(score)
}, dict, .progress=.progress )
topicscores.df = data.frame(score=scores, text=sentences)
return(topicscores.df)
}
topic.scores= score.topic(tweets, question.words, .progress='none')
# topic.scores= score.topic(Etweets, fear.words, .progress='none')
topic.mentioned = subset(topic.scores, score !=0)
N= nrow(topic.scores)
Nmentioned = nrow(topic.mentioned)
dftemp=data.frame(topic=c("Question", "No Question"),
number=c(Nmentioned,N-Nmentioned))
p <- plot_ly(data=dftemp, labels = ~topic, values = ~number, type = 'pie') %>%
layout(title = 'Pie Chart of Tweets with Questions',
xaxis = list(showgrid = FALSE, zeroline = FALSE, showticklabels = FALSE),
yaxis = list(showgrid = FALSE, zeroline = FALSE, showticklabels = FALSE))
p# See those tweets
topic.mentioned$text## [1] No matter what you do your job is to tell your story Gary Vaynerchuk quote
## [2] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [3] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote
## [4] Hes RightIt boils down to this simple fact We are afraid to win Afraid of success\n\nIts crazy to think that
## [5] RT\nThere no longer has to be a difference between who you are and what you do Gary Vaynerchuk \n\n\n\n\n\ndrib
## [6] The truth is that finding happiness in what you do every day is so imperative Gary Vaynerchuk quote
## [7] Monday motivation for you and me SKILLS ARE CHEAP PASSION IS PRICELESS Gary Vaynerchuk\n\n\nhimalaya nepal
## [8] \nThere no longer has to be a difference between who you are and what you do Gary Vaynerchuk \n\n\n\n\n
## [9] Social marketing is now ajob Gary Vaynerchuk quote\naskTNT
## [10] The truth is that finding happiness in what you do every day is so imperative Gary Vaynerchuk quote
## [11] Please think about your legacy because you are writing it every day Gary Vaynerchuk
## [12] RTSocial marketing is now ajob Gary Vaynerchuk quote
## [13] Social marketing is now ajob Gary Vaynerchuk quote
## [14] No matter who you are or what your profession iswhether youre an entrepreneur or in sales or a designer or a de
## [15] Social marketing is now ajob Gary Vaynerchuk quote
## [16] You dont want what your friends want \n\nSo why the fuck would you care what they have\n\nCC Gary Vaynerchuk
## [17] Content is king but marketing is queen and runs the householdGary Vaynerchuk
## [18] That is why you believe in old saysingsnever stop learning do what you love and you nev
## [19] All your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to matter Gary Vaynerchuk quote
## [20] No matter what you do your job is to tell your story Gary Vaynerchuk quote
## [21] RTNo matter what you do your job is to tell your story Gary Vaynerchuk quote
## [22] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [23] RTGary Vaynerchuk Serial entrepreneur Social media celebrity Digital marketing rockstar And opening keynote speaker a
## [24] Gary Vaynerchuk Serial entrepreneur Social media celebrity Digital marketing rockstar And opening keynote speak
## [25] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [26] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [27] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [28] Repost Gary Vaynerchuk \n\nAdvice for people who want to make an extra buckwhos making money th
## [29] The Most Powerful Mindset For SuccessGary VaynerchukMotivational Talk \nmarketing motivation growth
## [30] of the biggest marketing legends in theSeth Godin and Gary Vaynerchuk
## [31] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote
## [32] All your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to matter Gary Vaynerchuk quote
## [33] The best marketing Gurus another fantastic guide\n\nDo give it a read people \n\n Sales Tips on How to Se
## [34] The brands that can connect with client in a real way will win Gary Vaynerchuk quote
## [35] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote
## [36] The best marketing strategy ever CARE Gary Vaynerchuk ThursdayMotivation
## [37] All your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to matter Gary Vaynerchuk quote
## [38] Gary VaynerchukI thought I would tag my siblings and my Mom in this post God first and this adviceGolde
## [39] No matter what you do your job is to tell your story Gary Vaynerchuk quote
## [40] The brands that can connect with client in a real way will win Gary Vaynerchuk quote
## [41] The best marketing strategy ever CAREGary Vaynerchuk entrepreneur speaker amp marketing expe\n\nmarketing businesstips digital
## [42] RTOne of the great issues for anybody who stas gaining success is they become crippled by oppounityGary Vaynerchuk
## [43] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [44] The brands that can connect with client in a real way will win Gary Vaynerchuk quote
## [45] One of the great issues for anybody who stas gaining success is they become crippled by oppounityGary Vaynerchuk
## [46] Gary Vaynerchuk on LinkedIn People ask me all the time how to build great culture in a companyheres how Whe
## [47] Books books booksin my mind\n How successful people think by John Maxwell\n Intelligent Investor by Benjamin
## [48] Hes RightIt boils down to this simple fact We are afraid to win Afraid of success\n\nIts crazy to think that
## [49] I hate how many people think glass halfempty when their glass is really fourfifths full Im grateful when I
## [50] To foster corporate culture fire all employees who make other employees miserable and establish a Chief Hea Offic
## [51] You may not have connections or an education or wealth but with enough passion and sweat you can make anything
## [52] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [53] Content is king but marketing is queen and runs the householdGary Vaynerchuk
## [54] The best marketing strategy ever CARE Gary Vaynerchuk quote
## [55] No matter what you do your job is to tell your story Gary Vaynerchuk quote
## [56] Triple down on what your good at and forget about what you suck at\n\nGary VaynerchukQuotes
## [57] RTTriple down on what your good at and forget about what you suck at\n\nGary VaynerchukQuotes
## [58] Triple down on what your good at and forget about what you suck at\n\nGary VaynerchukQuotes
## [59] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [60] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [61] RTThe best marketing strategy ever CARE Gary Vaynerchuk WednesdayMotivation
## [62] Youve seen my last few posts I thought I would share this video Mind you Im a Dj that works in a gentlemens
## [63] The best marketing strategy ever CARE Gary Vaynerchuk WednesdayMotivation
## [64] The best marketing strategy ever CARE Gary Vaynerchuk FunFactFriday
## [65] The prints \n\nThe shoes I got when they were released via KSwiss
## [66] RTPeople act like entrepreneurship tha only wave and hate on people who workto s everyones different fam not erbody
## [67] RTPeople act like entrepreneurship tha only wave and hate on people who workto s everyones different fam not erbody
## [68] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [69] RTPeople act like entrepreneurship tha only wave and hate on people who workto s everyones different fam not erbody
## [70] Gary vaynerchuk has a great segment on why their marketing is so terrible and therefore
## [71] What does little old me have in common with marketing gurus like Seth Godin Gary Vaynerchuk Steven Pressfield and
## [72] The brands that can connect with client in a real way will win \nGary Vaynerchuk
## [73] Tips on how to become a more empathetic leader viaempathy leader compassion
## [74] I cant take guys like Gary Vaynerchuk seriously but Joey Diazs motivation could make me run through a wall
## [75] Its not about what youre saying its about how you listen Gary Vaynerchuk quote\n\naskTNT
## [76] The brands that can connect with client in a real way will winGary Vaynerchuk
## [77] If you dont know Gary V where have you been get to know him and his management style
## [78] RTPeople act like entrepreneurship tha only wave and hate on people who workto s everyones different fam not erbody
## [79] RTPeople act like entrepreneurship tha only wave and hate on people who workto s everyones different fam not erbody
## [80] This is one of the best aicles Ive read on FB Ads would be great for showing clients who are scared of upping t
## [81] The best marketing strategy ever CARE Gary Vaynerchuk
## [82] People act like entrepreneurship tha only wave and hate on people who workto s everyones different fam not
## [83] What you do after you create your content is what truly countsGary Vaynerchuk
## [84] Its not about what youre saying its about how you listen Gary Vaynerchuk quote
## [85] RTPlease think about your legacy because you are writing it every day Gary Vaynerchuk \ncreat
## [86] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [87] Please think about your legacy because you are writing it every day Gary Vaynerchuk
## [88] Click here to read what the geniushas to say Also VideoBonus in the story
## [89] Hes RightIt boils down to this simple fact We are afraid to win Afraid of success\n\nIts crazy to think that
## [90] The best marketing strategy ever CARE Gary Vaynerchuk quoteoftheday
## [91] I enjoy twitter where you can chat in real time to ppl from all over the world \n\nMr Vaynerchuk\n Would
## [92] Patience is everything You see the end product of many celebrities and entrepreneurs and think you can never get t
## [93] Triple down on what your good at and forget about what you suck at Quotes\n\nGary Vaynerchuk
## [94] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [95] Just finished reading the Book Crushing it by Gary VaynerchukI think its a great bookWhat do you think
## [96] Do I have anyone on my feed who creates Unique audio sounders Think N B C Im looking to have one created
## [97] The best marketing strategy ever CAREGary Vaynerchuk entrepreneur speaker amp marketing expe\n\nmarketing businesstips digital
## [98] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote\n\naskTNT
## [99] Todays quote of the day\nPlease think about your legacy because youre writing it every day\n Gary Vaynerchuk
## [100] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote
## [101] RTFunny how it seems every XRP and TRX bagholdershill is a youngget rich quickGary VaynerchukInternet Mogul Honest
## [102] Content is king but marketing is queen and runs the householdGary Vaynerchuk
## [103] All your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to matter Gary Vaynerchuk quote
## [104] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [105] The best marketing strategy ever CARE Gary Vaynerchuk quote
## [106] RTThe best marketing strategy ever CAREGary Vaynerchuk
## [107] The way Gary Vaynerchuk sees the world is unbelievable He honestly makes me rethink myself Speaks nothing but facts Always keeping it
## [108] RTIf the process of building a business is your happiness not what a successful business allows you to buy wellthen you
## [109] The best marketing strategy ever CAREGary VaynerchukAt the end of the day its all about the clients
## [110] RTNeed motivation Grab a snack and chew on todays lessons from a man who went from hustling as a kid tobecoming one
## [111] Its not about what youre saying its about how you listen Gary Vaynerchuk quote
## [112] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [113] You only get one shot do not miss your chance to blow This oppounity comes once in a lifetimeGary Vaynerchuk TweetLikeGaryVee
## [114] Im definitely interested in being involved willing to help in anyway A great speaker would be Gary Vaynerchuk
## [115] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [116] RTThe best marketing strategy ever CARE Gary Vaynerchuk quote
## [117] instagramdown I think Gary Vaynerchuk predicted this Oh no what are all the influencers in Instagram going to do
## [118] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [119] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [120] Building Influence in Unexpected Ways\n\nHow do you influence in areas of business where people dont even expect to
## [121] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote
## [122] RTNeed motivation Grab a snack and chew on todays lessons from a man who went from hustling as a kid tobecoming one
## [123] RTHow To Stay MotivatedWe all lack motivation sometimesits only naturalbut in thissecond
## [124] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [125] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [126] No matter what you do your job is to tell your storyGary Vaynerchuk QOTD quote
## [127] RTNeed motivation Grab a snack and chew on todays lessons from a man who went from hustling as a kid tobecoming one
## [128] The truth is that finding happiness in what you do every day is so imperative Gary Vaynerchuk quote
## [129] Every morning when I rehearse or what I like to call bizatation passion runs through my veins and something mor
## [130] Dont have a marketing strategy yet Check out this keynote with Gary Vaynerchuk on using social media to build awa
## [131] RTAll your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to matter Gary Vaynerchuk
## [132] All your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to matter Gary Vaynerchuk quote
## [133] Social marketing is now ajob Gary Vaynerchuk quote
## [134] RTNeed motivation Grab a snack and chew on todays lessons from a man who went from hustling as a kid tobecoming one
## [135] Success in general is a wellbalanced blend of luck DNA confidence and hustle\nGary Vaynerchuk QOTD
## [136] Social marketing is now ajob Gary Vaynerchuk quote
## [137] Its okay to not have your life figured out \nNo matter what you do your job is to tell your story Gary Vayner
## [138] Hes RightIt boils down to this simple fact We are afraid to win Afraid of success\n\nIts crazy to think that
## [139] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [140] The best marketing strategy ever CARE Gary Vaynerchuk quote
## [141] RTNeed motivation Grab a snack and chew on todays lessons from a man who went from hustling as a kid tobecoming one
## [142] RTNeed motivation Grab a snack and chew on todays lessons from a man who went from hustling as a kid tobecoming one
## [143] I know everyone knows who Gary Vaynerchukis but if you dont you need to seriously pay attentionHe has
## [144] RTNeed motivation Grab a snack and chew on todays lessons from a man who went from hustling as a kid tobecoming one
## [145] No matter what you do your job is to tell your story Gary Vaynerchuk quote
## [146] Need motivation Grab a snack and chew on todays lessons from a man who went from hustling as a kid tobecoming
## [147] The best marketing strategy ever CARE Gary Vaynerchuk
## [148] Gary Vaynerchuks books are pretty decent for business mindset amp all that would recommend
## [149] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [150] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [151] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [152] The best marketing strategy ever CARE Gary Vaynerchuk quote
## [153] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [154] RTThe brands that can connect with client in a real way will win Gary Vaynerchuk quote
## [155] RTIf the process of building a business is your happiness not what a successful business allows you to buy wellthen you
## [156] Winners amp Losers Instagram Live Video Bacardi and Gary Vaynerchuksmm marketing
## [157] All your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to matter Gary Vaynerchuk quote\nTipTuesday
## [158] The brands that can connect with client in a real way will win Gary Vaynerchuk quote
## [159] Its not about what youre saying its about how you listen Gary Vaynerchuk quote
## [160] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [161] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [162] Also I recommend listening to Gary Vaynerchuk for some ideas tips and motivation especially if you w
## [163] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [164] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [165] RTIf the process of building a business is your happiness not what a successful business allows you to buy wellthen you
## [166] The best marketing strategy ever CARE Gary Vaynerchuk quote\n\nTipTuesday
## [167] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [168] RTIt amazes me how much harder it has become to find quality content online \n\nThe internet has become filled with Gary Vayne
## [169] RTIf the process of building a business is your happiness not what a successful business allows you to buy wellthen you
## [170] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [171] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [172] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [173] If the process of building a business is your happiness not what a successful business allows you to buy wellthen
## [174] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote\n\nTipTuesday
## [175] Content is king but marketing is queen and runs the householdGary Vaynerchuk
## [176] Funny how it seems every XRP and TRX bagholdershill is a youngget rich quickGary VaynerchukInternet Mogul Ho
## [177] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [178] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [179] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [180] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [181] No matter what you do your job is to tell your story Gary Vaynerchuk quote\nTipTuesday
## [182] RTIt amazes me how much harder it has become to find quality content online \n\nThe internet has become filled with Gary Vayne
## [183] Crushing It Gary Vaynerchuk M s putting book into backpack glasses sweater grey jacket The Oculus
## [184] Gary once said to us that if he had another chance to resta his company he wouldve nam
## [185] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [186] It amazes me how much harder it has become to find quality content online \n\nThe internet has become filled with Ga
## [187] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [188] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [189] Smiling in your fucking Toyota is way better than crying in your FerrariGary Vaynerchuk
## [190] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [191] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [192] The best marketing strategy ever CAREGary Vaynerchuk entrepreneur speaker amp marketing expe\n\nmarketing businesstips digital
## [193] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [194] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [195] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [196] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [197] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [198] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [199] Social marketing is now ajob Gary Vaynerchuk quote\nTipTuesday
## [200] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [201] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [202] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [203] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [204] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote\nTipTuesday
## [205] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [206] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [207] RTA really excellent aicle on how to lead successfully full stop The first point is key as the realisation of the impoa
## [208] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [209] A really excellent aicle on how to lead successfully full stop The first point is key as the realisation of the
## [210] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [211] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [212] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [213] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [214] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [215] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [216] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [217] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [218] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [219] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [220] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [221] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [222] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [223] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [224] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [225] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [226] The best marketing strategy ever CARE Gary Vaynerchuk quote
## [227] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [228] Please think about your legacy because youre writing it every dayGary Vaynerchuk
## [229] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [230] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [231] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [232] The truth is that finding happiness in what you do every day is so imperative Gary Vaynerchuk quote
## [233] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [234] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [235] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [236] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote
## [237] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [238] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [239] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [240] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [241] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [242] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [243] Content is king but marketing is queen and runs the householdGary Vaynerchuk
## [244] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [245] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [246] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [247] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [248] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [249] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [250] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [251] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [252] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [253] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [254] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [255] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [256] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [257] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [258] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [259] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [260] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [261] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [262] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [263] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [264] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [265] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [266] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [267] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [268] Thats why I hate people because I always always want them to be meYou really punch me on the facei sh
## [269] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [270] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [271] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [272] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [273] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [274] The best marketing strategy ever CARE Gary Vaynerchuk
## [275] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [276] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [277] Here is another thing that is underpriced FREE knowledgeDont let pride get in the way of your success Great pi
## [278] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [279] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [280] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [281] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [282] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [283] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [284] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [285] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [286] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [287] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [288] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [289] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [290] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [291] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [292] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [293] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [294] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [295] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [296] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [297] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [298] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [299] RTPlease think about your legacy because youre writing it every dayGary Vaynerchuk
## [300] Please think about your legacy because youre writing it every dayGary Vaynerchuk
## [301] How many times a day do you think Gary Vaynerchuk says Whats up andor dope each hour
## [302] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [303] The best marketing strategy ever CARE Gary Vaynerchuk quote\n\naskTNT
## [304] The best thing for a student is to find a mentor who they want to be like and work for free for them quotes \n\nG
## [305] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [306] All your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to matter Gary Vaynerchuk quote
## [307] When I first got on Twitter way back in the day before everyone became a Gary Vaynerchuk disciple it was pretty muc
## [308] RTDeploy theleadership strategy Who wore it better Wes or Gary \U0001f923 BeNice
## [309] The brands that can connect with client in a real way will win Gary Vaynerchuk quote
## [310] Whoa Could this be a sign of where Matt Paradis may end up in free agency For those of you who know Gary Vaynerch
## [311] Deploy theleadership strategy Who wore it better Wes or Gary \U0001f923 BeNice
## [312] Simon Sinek says to think like a Marine While most people consider rank power amp privilege the cornerstones of l
## [313] Love this way of looking at leadership Lead with trust and suppo and not fear and aggression leadership
## [314] Content is king but marketing is queen and runs the household \nGary Vaynerchuk
## [315] When I hear people debate the ROI of social media It makes me remember why so many business fail Theyre playing
## [316] Gary Vaynerchuk on LinkedIn This is the single best strategy for growing on LinkedIn inI really believe th
## [317] RTWere living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [318] RTNot that many years ago I would have rolled my eyes at this aicle and probably ignored much of what the author has w
## [319] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [320] MondayMotivation All your ideas may be solid or even goodBut you have to Actually EXECUTE on them for them to
## [321] RTGary Vaynerchuk is the Kim Kardashian of marketing strategy This channel is a pa reality TVPa tutorial which fo
## [322] \n\nA good read for any of those who are leaders andor managers\n\nleadership
## [323] No matter what you do your job is to tell your story Gary Vaynerchuk quote\naskTNT
## [324] RTThe truth is that finding happiness in what you do every day is so imperative Gary Vaynerchuk quote
## [325] The truth is that finding happiness in what you do every day is so imperative Gary Vaynerchuk quote
## [326] The truth is that finding happiness in what you do every day is so imperative Gary Vaynerchuk quote
## [327] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote
## [328] RTThere are a million reasons why not but there is one good reason why which is this you just have to persevere Gary Vayne
## [329] Hes RightIt boils down to this simple fact We are afraid to win Afraid of success\n\nIts crazy to think that
## [330] RTWere living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [331] Not that many years ago I would have rolled my eyes at this aicle and probably ignored much of what the author h
## [332] RTThere are a million reasons why not but there is one good reason why which is this you just have to persevere Gary Vayne
## [333] RTThere are a million reasons why not but there is one good reason why which is this you just have to persevere Gary Vayne
## [334] RTWere living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [335] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [336] RTThere are a million reasons why not but there is one good reason why which is this you just have to persevere Gary Vayne
## [337] Triple down on what your good at and forget about what you suck at quotes\n\nGary Vaynerchuk
## [338] Triple down on what your good at and forget about what you suck at quotes\n\nGary Vaynerchuk
## [339] There are a million reasons why not but there is one good reason why which is this you just have to persevere
## [340] Influencershares how you can makepieces of content from a single keynote
## [341] Totally agree with that sentiment Its a very thin line between that and being delusional though which yo
## [342] Wise words here its how I wish all companies would operate I will always do my pagt How to Lead a Team Wit
## [343] The brands that can connect with client in a real way will win Gary Vaynerchuk quote\n\naskTNT
## [344] How you make your money is more impoant than how much you makeGary Vaynerchuk I love this one
## [345] The best marketing strategy ever CAREGary Vaynerchuk entrepreneur speaker amp marketing expe\n\nmarketing businesstips digital
## [346] The best marketing strategy ever CARE Gary Vaynerchuk quote
## [347] Content is king but marketing is queen and runs the householdGary Vaynerchuk
## [348] homebusiness ownersthis is so impoantNo matter what you do your job is to tell your storyGary Vaynerchuk
## [349] RTWere living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [350] RTMinutes of MotivationGO DOA superbminutes of motivation from Gary Vaynerchuk motivation
## [351] Were living in an era where wordofmouth is on steroids Gary Vaynerchuk quote
## [352] There no longer has to be a difference between who you are and what you do Gary Vaynerchuk quote\naskTNT
## [353] Repost Gary Vaynerchuk\n\nIf you hate your Monday through Friday youre in big trouble I really want to
## [354] RTPlease think about your legacy because you are writing it every day Gary Vaynerchuk \ncreat
## [355] You should fuck up on purpose Gary Vee Vaynerchuk motivation
## [356] Please think about your legacy because you are writing it every day Gary Vaynerchuk
## [357] One Life Stop ComplainingGary Vee Vaynerchuk motivation
## [358] Gary Vaynerchuk on LinkedIn This is the single best strategy for growing on LinkedIn inI really believe th
## 775 Levels: \n\nA good read for any of those who are leaders andor managers\n\nleadership ...Sentiment analysis of the tweets with questions
# USe a new package - sentimentr
library(sentimentr)##
## Attaching package: 'sentimentr'## The following object is masked from 'package:plotly':
##
## highlightsentiment = sentiment_by(get_sentences(as.character(topic.mentioned$text)))
p <- plot_ly(x = ~sentiment$ave_sentiment, type = "histogram")
pget_sentences(as.character(topic.mentioned$text)) %>% sentiment_by(by = NULL) %>% highlight()## Saved in /var/folders/62/lj5mvfvn2wd5kryt64bhxrlc0000gn/T//RtmpdaAvh1/polarity.html## Opening /var/folders/62/lj5mvfvn2wd5kryt64bhxrlc0000gn/T//RtmpdaAvh1/polarity.html ...Create word cloud of tweets with questions
corpus = Corpus(VectorSource(topic.mentioned$text))
# create term-document matrix
tdm = TermDocumentMatrix(
corpus,
control = list(
wordLengths=c(3,20),
removePunctuation = TRUE,
stopwords = c("the", "a", stopwords("english")),
removeNumbers = TRUE,
# tolower may cause trouble on Window because UTF-8 encoding, changed to FALSE
tolower = FALSE) )
# convert as matrix. It may consume near 1g of your RAM
tdm = as.matrix(tdm)
# get word counts in decreasing order
word_freqs = sort(rowSums(tdm), decreasing=TRUE)
#check top 50 most mentioned words
head(word_freqs, 50)## Vaynerchuk think Gary every youre
## 265 137 136 133 125
## legacy writing RTPlease dayGary quote
## 124 124 118 118 73
## marketing The best matter strategy
## 55 54 36 30 29
## ever job tell like day
## 23 21 21 19 17
## CARE one motivation want people
## 17 16 15 14 14
## way era living steroids wordofmouth
## 14 13 13 13 13
## can business There win happiness
## 13 13 12 12 12
## storyGary find good difference longer
## 12 12 12 11 11
## Its may homebusiness impoantNo ownersthis
## 11 11 11 11 11
## quotes story even ideas free
## 11 10 10 10 10#remove the top words which don’t generate insights such as "the", "a", "and", etc.
# word_freqs = word_freqs[-(1:5)] #Here “1:5” is 1st-5th words in the list we want to remove
# create a data frame with words and their frequencies
dm = data.frame(word=names(word_freqs), freq=word_freqs)
#Plot corpus in a clored graph; need RColorBrewer package
wordcloud(head(dm$word, 50), head(dm$freq, 50), random.order=FALSE, colors=brewer.pal(8, "Dark2"))
#check top 50 most mentioned words
head(word_freqs, 50)## Vaynerchuk think Gary every youre
## 265 137 136 133 125
## legacy writing RTPlease dayGary quote
## 124 124 118 118 73
## marketing The best matter strategy
## 55 54 36 30 29
## ever job tell like day
## 23 21 21 19 17
## CARE one motivation want people
## 17 16 15 14 14
## way era living steroids wordofmouth
## 14 13 13 13 13
## can business There win happiness
## 13 13 12 12 12
## storyGary find good difference longer
## 12 12 12 11 11
## Its may homebusiness impoantNo ownersthis
## 11 11 11 11 11
## quotes story even ideas free
## 11 10 10 10 10# I see some words I don't know or understand, so I retrieve the tweets that have the words
# I retrieve all the tweets that have "nigeria" in itAdd a new chunk by clicking the Insert Chunk button on the toolbar or by pressing Cmd+Option+I.
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