Unit 12 Lab Agenda

path_data <- "data"
data <- read_csv(here::here(path_data, "alcohol_tweets.csv"), col_types = cols()) |> 
  mutate(user_drinking = factor(user_drinking)) |> 
  glimpse()

Rows: 4,944
Columns: 3
$ id            <dbl> 4.717116e+17, 4.645540e+17, 4.680948e+17, 4.703539e+17, …
$ user_drinking <fct> no, yes, no, yes, no, no, no, no, no, no, no, no, yes, y…
$ text          <chr> "\"@ShigDollaz: Shot Dollaz We Got Back Wit Ya! Fuck Yo …

Cheat sheet

• Base R function cheat sheet

• A compilation of cheat sheets

Package conflicts

When I load the package “data.table”, there is a error indicating the conflict:

data.table 1.17.0 using 8 threads (see ?getDTthreads).  Latest news: r-datatable.com
Error: Conflicts attaching package ‘data.table’:

The following objects are masked from ‘package:lubridate’:

    hour, isoweek, mday, minute, month, quarter, second, wday, week, yday, year

The following objects are masked from ‘package:dplyr’:

    between, first, last

The following object is masked from ‘package:purrr’:

    transpose

I have tried to fix it with exclude = and conflictRules() but both do not work, I wonder how can I deal with this warning message?

Solution 1: When you know only one function (or very few) functions will be used in your codes, you can use the :: operator to specify which package the function comes from. For example, if you want to use the fread() function from the data.table package, you can write data.table::fread() instead of just fread(). This way, you can avoid conflicts with other packages that may have functions with the same name.

Solution 2: Likewise, you can use include.only = to specify which functions you want to include from the package. For example, if you only want to use the fread() function from the data.table package, you can write library(data.table, include.only = "fread"). This way, you can avoid loading all the functions from the package and reduce the chances of conflicts with other packages.

Solution 3: When you know for sure which functions are conflicting with the ones in other packages, and you prefer the ones in another package, then use exclude = ` to exclude the conflicting functions from the package.

Data Cleaning/Preparation

N/A values

You might have N/A values in your dataset, especially when you have a large and messy text dataset. You can use the data |> filter(is.na(col)) function to check for N/A values in your dataset and get a sense of how many N/A values you have, and what might be the possible reasons for them.

Depending on your EDA, you can decide on how to handle N/A values. Here are some common strategies:

• Remove rows with N/A values: You can use the data |> filter(!is.na(col)) function to remove rows with N/A values. This is a simple and effective way to handle N/A values, but it can also lead to loss of information if you have a lot of N/A values in your dataset.

• Impute missing values: You can use the data |> mutate(col = ifelse(is.na(col), value, col)) function to impute missing values with a specific value. This can be useful when you want to keep all the rows in your dataset, but it can also introduce bias if the imputed value is not representative of the true value. It can be hard to impute missing values in text data.

Homework Example

Regular Expressions

website: https://regex101.com/

Regex is useful when you want to do data cleaning. For example, you can use regex to match a specific pattern in a string, such as email addresses, phone numbers, or URLs. It can also be used to extract or replace specific parts of a string, such as removing punctuation or whitespace.

Below are some examples that you might need to use regex for data cleaning:

• Extract dates: str_extract("The date is 2025-04-21", "\\d{4}-\\d{2}-\\d{2}") to extract the date in the format YYYY-MM-DD.

• Standardize formats: For example, run str_replace_all("(123) 456-7890", "\\D", "") to remove all non-digit characters from the phone number. This can be useful when you have varying formatting of phone addresses in your dataset and want to standardize them or remove any formatting characters. str_replace_all("☎️1234567890", "\\D","") will return the same result as the previous example.

• Make all text lowercase: run str_to_lower("Hello World") to convert all text to lowercase. This can be useful when you want to standardize the text in your dataset and remove any case sensitivity.

• Detecting specific patterns: For example, when you’re doing spam filtering for emails, you might want to detect specific patterns in the email addresses or subject lines. You can use regex to match specific keywords or phrases that are commonly found in spam emails. For example, you can use str_detect("Free money!!!", "free|money") to check if the string contains either “free” or “money”.

• Removing unwanted characters: For example, when you’re doing text analysis, you might want to remove unwanted characters such as punctuation marks or special characters. You can use regex to match and remove these characters. For example, you can use str_remove_all("Hello, World!", "[[:punct:]]") to remove all punctuation marks from the string.

• Data Scraping: For example, when you’re scraping data from websites, you might want to extract specific information from the HTML code. You can use regex to match and extract the relevant parts of the HTML code. For example, you can use str_extract("<a href='https://example.com'>Click here</a>", "href='(.*?)'") to extract the URL from the anchor tag.

Stop Words

Things to consider when you create your own stop word lists

• Start with a standard stop word list: You can start with a standard stop word list. This list includes common stop words like “the”, “is”, “and”, etc. You can then add or remove words from this list based on your specific needs.

• Domain-specific stop words: You might want to create a custom stop word list that includes words that are specific to your domain or industry. For example, if you’re analyzing tweets about sports, you might want to include words like “game”, “team”, or “player” in your stop word list.

• Most common words: You might want to create a custom stop word list that includes the most common words (but might not useful for your predictions) in your dataset. This can help you remove noise from your data and improve the performance of your model. You can look through words that have the highest frequency (or term frequency, tf-idf) in your dataset, and think about whether they will add value to your analysis.

Use different stop words for different goals

• sentiment analysis: you might want to keep certain words that are commonly used in positive or negative sentiments, such as “good” or “bad”. In this case, you might want to create a custom stop word list that excludes these words.

• topic modeling: you might want to keep certain words that are commonly used in specific topics, such as “alcohol” or “drink” if you’re analyzing alcohol-related content on Twitter. In this case, you might want to create a custom stop word list that excludes these words.

Tips: We recommend always keeping a low bar for stop words. You can always remove them later if you find that they are not useful for your analysis. This way, you can avoid losing potentially valuable information in your dataset.

In machine learning, you can always train models with and without stop words and compare the results. This way, you can determine whether removing stop words improves or degrades the model’s performance.

Abbreviations

For common abbreviations, you can use regex to match and replace them with their full forms. For example, you can use str_replace_all("LOL", "laughing out loud") to replace “LOL” with “laughing out loud”. This can be useful when you want to standardize the text in your dataset and remove any abbreviations.

For other uncommon abbreviations, it is okay to leave them as they are. They likely occur very infrequently and will not have a significant impact on your analysis. Remember that the goal of data cleaning is to improve the quality of your data, but it’s never possible to achieve perfect data quality. You should always balance the effort you put into data cleaning with the potential benefits it brings to your analysis.

Emojis

Emojis can be useful for sentiment analysis, as they can convey emotions and sentiments that are not easily expressed in words. For example, a smiley face emoji can indicate a positive sentiment, while a frowning face emoji can indicate a negative sentiment.

To handle emojis in your text data, you can use regex to match and replace them with their corresponding meanings. For example, you can use str_replace_all("😊", "happy") to replace the smiley face emoji with the word “happy”. This can help you standardize the text in your dataset and make it easier to analyze.

However, this approach can be time-consuming and may not always be accurate, as some emojis can have multiple meanings depending on the context. For example, the “😂” emoji can indicate laughter or sarcasm, depending on the context in which it is used. To handle this, you can use a more sophisticated approach, such as using pre-trained word embeddings (e.g., BERT) that can capture the meaning of emojis in context.

Coding Tips: To find out all the emojis in your text data, you can use the stringi package. For example, you can use stringi::stri_extract_all_regex(text, "\\p{Emoji}") to extract all emojis from the text. This can help you identify which emojis are present in your dataset and how frequently they occur.

stringi::stri_extract_all_regex("sample emojis 🤭😭😂✈️", "\\p{Emoji}")

[[1]]
[1] "🤭" "😭" "😂" "✈" 

Tokenization

We will now tokenize the text data using the unnest_tokens() function from the tidytext package. This function allows us to extract unigrams (single words), bigrams (two-word combinations), and other n-grams from the text data.

tokens <- data |> 
  unnest_tokens(word, text, drop = FALSE)

tokens_bigram <- data |> 
  unnest_tokens(bigram, text, token = "ngrams", n = 2, drop = FALSE)

By visualizing the tokens a little more, we can see the most common unigrams and bigrams in the text data. This can help us understand the distribution of words and phrases in the text data, and identify any patterns or trends that may be relevant to our analysis. We might use information from this analysis to inform our feature engineering process, such as creating stop words or selecting specific n-grams to include in our model.

Let’s take a look at our unigrams first! The distribution is pretty skewed – but don’t worry, this is normal for text data.

tokens |> 
  count(word, sort = TRUE) |> 
  slice(1:1000) |>
  mutate(word = reorder(word, -n)) |> 
  ggplot(aes(word, n)) +
  geom_col() +
  xlab('Words') + 
  ylab('Raw Count') +
  theme(axis.text.x=element_blank(),
        axis.ticks.x=element_blank())

Next, we can skim the top 50 most common unigrams. This is a little more interesting, as we can see some common phrases that are used in the text data. We see that some most frequent words are probably not relevant to our analysis, such as “the”, “a”, and “an”, indicating that more cleaning is needed. However, we can already see that some of the most common words are related to alcohol, such as “party”, “beer”, and “drinking”. This suggests that the text data is likely related to alcohol consumption, which is relevant to our analysis.

tokens |> 
  count(word, sort = TRUE) |> 
  slice(1:50) |> 
  mutate(word = reorder(word, -n)) |> 
  ggplot(aes(word, n)) +
  geom_col(color = "black") +
  xlab('Words') + 
  ylab('Raw Count') +
  theme(axis.text.x=element_text(angle = 60, hjust = 1))

We can also create a scrollable table to look through some top unigrams.

tokens |> 
  count(word, sort = TRUE) |> 
  slice(1:200) |> 
  kbl() |> kable_styling(bootstrap_options = c('striped', 'condensed')) |> 
  scroll_box(height = "500px", width = "100%")

Warning in attr(x, "align"): 'xfun::attr()' is deprecated.
Use 'xfun::attr2()' instead.
See help("Deprecated")

word	n
a	2785
n	1745
the	1129
i	991
to	809
and	747
my	716
t.co	708
http	687
of	490
party	482
up	457
drunk	426
in	418
at	415
you	402
is	399
i'm	364
beer	342
me	337
on	333
for	322
shot	308
with	268
that	260
this	253
bar	243
just	242
it	241
club	238
get	228
fucked	215
amp	209
so	208
wine	192
be	187
like	182
when	170
by	168
have	168
was	168
all	151
drinking	146
not	130
out	129
but	128
now	123
if	121
turn	120
are	118
bottle	118
got	114
it's	112
night	112
we	111
can	106
good	106
one	105
time	105
your	101
ny	100
tonight	99
or	96
life	95
day	91
do	90
lol	90
no	90
love	88
don't	86
from	85
what	84
need	82
go	81
an	79
how	79
they	79
alcohol	78
too	78
pub	77
rochester	76
some	76
drink	74
about	73
getting	73
as	71
new	71
want	71
wasted	71
know	69
who	69
shit	67
right	66
going	65
really	65
people	64
2	63
last	63
had	61
w	61
he	60
today	59
great	57
will	57
come	55
much	55
u	55
after	53
over	53
still	53
can't	52
house	52
fuck	51
off	51
she	51
back	50
music	48
think	48
girl	47
her	47
see	47
take	47
why	47
work	47
i'll	46
then	46
wanna	46
here	44
only	44
b	43
best	43
better	43
has	43
more	43
our	43
would	43
you're	43
bad	42
gonna	42
someone	41
country	40
into	39
tequila	39
there	39
video	39
water	39
even	38
feel	38
liquor	38
make	38
photo	38
world	38
1st	37
3	37
am	37
because	37
ever	37
home	37
june	37
that's	37
been	36
birthday	36
i've	36
im	36
mom	36
whiskey	36
ass	35
should	35
way	34
bottles	33
down	33
every	33
fucking	33
its	33
j.clancy's	33
phreshvision	33
releases	33
titled	33
while	33
zssxfrgnjq	33
let's	32
turnup	32
vodka	32
dinosaur	31
directed	31
food	31
game	31
oh	31
real	31
always	30
first	30
happy	30
man	30
never	30
said	30
us	30
weekend	30
brew	29
golf	29
his	29

Now let’s take similar steps to look at the bigrams.

tokens_bigram |> 
  count(bigram, sort = TRUE) |> 
  slice(1:50) |> 
  mutate(bigram = reorder(bigram, -n)) |> 
  ggplot(aes(bigram, n)) +
  geom_col(color = "black") +
  xlab('Words') + 
  ylab('Raw Count') +
  theme(axis.text.x=element_text(angle = 60, hjust = 1))

Through looking at the top bigrams, we can see that more cleaning is needed – clearly for N/A values, and url links. Nonetheless, we can see that some of the most common bigrams might be related to alcohol, such as “fucked up”, “get drunk”, and “a party”. This suggests that bigrams might be useful for our analysis, as they can capture more context and meaning than unigrams alone.

tokens_bigram |>
  filter(str_detect(bigram, " ")) |> 
  count(bigram, sort = TRUE) |> 
  kbl() |> kable_styling(bootstrap_options = c('striped', 'condensed')) |> 
  scroll_box(height = "500px", width = "100%")

Warning in attr(x, "align"): 'xfun::attr()' is deprecated.
Use 'xfun::attr2()' instead.
See help("Deprecated")

bigram	n
n a	1722
http t.co	687
fucked up	211
turn up	107
in the	102
drinking a	86
at the	85
i'm at	81
to the	77
ny http	75
on the	72
a beer	57
of the	54
i just	53
for the	51
a bottle	50
a party	50
bottle of	48
and i	47
get drunk	47
have a	47
i was	46
in my	46
the bar	46
to get	46
my life	45
i need	43
going to	41
of wine	41
in a	40
i don't	39
i have	39
on a	39
last night	38
rochester ny	38
a shot	37
the party	37
for a	36
the club	36
i can	35
with my	35
with the	35
new music	34
pub http	34
want to	34
with a	34
1st shot	33
by phreshvision	33
i love	33
is a	33
j.clancy's new	33
june 1st	33
life releases	33
music video	33
releases june	33
t.co zssxfrgnjq	33
titled my	33
video titled	33
when i	33
country club	32
amp directed	31
directed by	31
on my	31
phreshvision http	31
right now	31
shot amp	31
to be	31
bar b	30
club http	30
dinosaur bar	30
i want	30
b que	29
beer and	29
of a	29
and a	28
i get	28
i'm drunk	28
if i	28
me and	28
drunk and	27
have to	26
of my	26
out of	26
at my	25
getting drunk	25
go to	25
i think	25
if you	25
trying to	25
when you	25
others http	24
so much	24
need to	23
so i	23
bar amp	22
i am	22
like a	22
need a	22
the best	22
to a	22
to my	22
up my	22
bar http	21
https t.co	21
i can't	21
i got	21
my mom	21
my party	21
with me	21
and i'm	20
it's a	20
and the	19
athletic club	19
feel like	19
for me	19
glass of	19
i had	19
is the	19
me a	19
shot of	19
to turn	19
wine and	19
a bar	18
a great	18
bar and	18
irish pub	18
me to	18
so fucked	18
syracuse ny	18
what a	18
will be	18
you can	18
you know	18
a good	17
all the	17
and beer	17
of beer	17
this is	17
time to	17
when i'm	17
a little	16
a lot	16
at a	16
got me	16
i'm not	16
it was	16
my dad	16
still drunk	16
that i	16
to party	16
up on	16
beer http	15
for my	15
got a	15
had a	15
i know	15
i wanna	15
is so	15
my house	15
one of	15
party and	15
party at	15
that shot	15
this weekend	15
2 others	14
be a	14
drunk in	14
grad party	14
how to	14
i feel	14
party tonight	14
take a	14
thank you	14
this party	14
to do	14
to go	14
to see	14
w 2	14
water bottle	14
world of	14
would be	14
you get	14
but i	13
drinking an	13
from the	13
get shot	13
golf club	13
i will	13
i'm so	13
just want	13
my phone	13
party with	13
root beer	13
shot at	13
that was	13
to take	13
up with	13
wine tour	13
a fucked	12
all i	12
amp grill	12
and it	12
and my	12
are you	12
be drunk	12
bud light	12
can't wait	12
club rochester	12
drunk on	12
end of	12
get a	12
i fucked	12
i like	12
i'm a	12
i'm just	12
join the	12
makes me	12
ny w	12
strip club	12
the day	12
the only	12
the world	12
to have	12
too drunk	12
up and	12
up in	12
wanna get	12
welcome to	12
a glass	11
after party	11
ale by	11
all night	11
and get	11
and wine	11
as a	11
beer in	11
beer with	11
cold beer	11
drunk as	11
gonna be	11
i hate	11
i'll be	11
i've been	11
in love	11
in this	11
is my	11
just wanna	11
listening to	11
party is	11
rochester athletic	11
screen shot	11
that's fucked	11
the liquor	11
the most	11
the way	11
time i	11
turnt up	11
was a	11
am i	10
as fuck	10
better than	10
birthday party	10
breakfast club	10
by the	10
cinco de	10
club for	10
drunk but	10
get fucked	10
get my	10
gt gt	10
had to	10
having a	10
i wish	10
i would	10
i'm getting	10
i'm going	10
ipa by	10
is fucked	10
just a	10
like i	10
me fucked	10
party like	10
party this	10
shot in	10
such a	10
the same	10
to make	10
too much	10
up to	10
was drunk	10
was the	10
wine tasting	10
you to	10
24 7	9
a few	9
a new	9
all fucked	9
and drink	9
are the	9
be in	9
beer is	9
bout to	9
club is	9
come on	9
come to	9
de mayo	9
do it	9
drunk i	9
drunk or	9
for this	9
for women	9
have the	9
i hope	9
i wasted	9
i'm gonna	9
i'm still	9
im drunk	9
is it	9
it all	9
lager by	9
liquor store	9
my beer	9
my hair	9
new york	9
now i	9
of water	9
party in	9
party on	9
shot to	9
talking about	9
text me	9
the end	9
the fuck	9
the night	9
to come	9
to drink	9
to me	9
to work	9
was so	9
way to	9
we are	9
when the	9
you guys	9
you have	9
7 geneseo	8
a big	8
a drunk	8
about the	8
all day	8
all my	8
all of	8
an alcoholic	8
and you	8
are drunk	8
at dinosaur	8
at fit	8
back to	8
beer on	8
best friend	8
bottles of	8
club 24	8
don't have	8
drink beer	8
drinking beer	8
drunk people	8
drunk to	8
drunk tonight	8
drunk with	8
fit club	8
geneseo ny	8
get it	8
got shot	8
grill http	8
had the	8
happy birthday	8
i could	8
i do	8
i guess	8
i thought	8
i wonder	8
instead of	8
into the	8
is not	8
is that	8
it on	8
kind of	8
know what	8
let's get	8
life is	8
like the	8
love you	8
lt lt	8
me up	8
my car	8
my family	8
my friends	8
needs to	8
no one	8
off the	8
party or	8
pub w	8
que dinobbq	8
ready to	8
see you	8
so good	8
so i'm	8
tea party	8
the bottle	8
the fact	8
the first	8
the one	8
the shot	8
the time	8
this morning	8
this summer	8
told me	8
up at	8
up for	8
up tonight	8
wait to	8
wants to	8
watching the	8
went to	8
what i	8
who wants	8
you are	8
a bad	7
a girl	7
a wine	7
at this	7
bar is	7
because i	7
beer pong	7
brew pub	7
can you	7
do you	7
don't know	7
drink a	7
drunk ass	7
get me	7
get wasted	7
graduation party	7
has a	7
hit the	7
i really	7
i said	7
i should	7
i still	7
i'm in	7
into a	7
is going	7
is just	7
it and	7
its a	7
johnny's irish	7
just got	7
like i'm	7
lot of	7
love the	7
make it	7
me in	7
mom is	7
most fucked	7
my best	7
my birthday	7
my day	7
my new	7
not a	7
of this	7
of vodka	7
of you	7
on me	7
out the	7
pool party	7
que dinosaurbq	7
que http	7
shot on	7
smells like	7
so drunk	7
some wine	7
talk about	7
that is	7
that party	7
the beer	7
the worst	7
think i	7
to this	7
up i	7
want a	7
was at	7
when my	7
why i	7
wine amp	7
wish i	7
woke up	7
you fucked	7
you want	7
3 others	6
78 pub	6
a day	6
a hangover	6
a long	6
a nice	6
about to	6
acme bar	6
all over	6
amp bar	6
amp i	6
amp pizza	6
and alcohol	6
and he	6
and it's	6
and now	6
and party	6
and some	6
and then	6
at o'callaghan's	6
authentic irish	6
bad girls	6
bar crawl	6
beer by	6
beer drinking	6
before i	6
bottle and	6
brewing company	6
by samueladamsbeer	6
can have	6
canandaigua ny	6
coleman's authentic	6
coming to	6
dance party	6
dinobbq http	6
don't think	6
drinking wine	6
drumlins country	6
drunk last	6
eye hub	6
first time	6
food and	6
for you	6
get to	6
girls club	6
going on	6
good beer	6
got drunk	6
great shot	6
have no	6
he was	6
hit a	6
house http	6
how much	6
hub http	6
i are	6
i did	6
i drank	6
i see	6
ice cold	6
ice cream	6
is drunk	6
is on	6
is wasted	6
it is	6
it to	6
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o'callaghan's pub	6
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midtown_roc http	4
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rochester midtown_roc	4
rose eddies	4
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tavern http	4
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zoo brew	4
1 beer	3
10 30	3
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faegans cafe	3
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food http	3
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genesee brew	3
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ithaca ny	3
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klondike bar	3
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life of	3
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mad at	3
mallet http	3
man shot	3
me all	3
me back	3
me feel	3
me i'm	3
me if	3
me it's	3
me of	3
me or	3
me the	3
means i	3
memorial day	3
mirage baja	3
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mtn_dew no	3
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music and	3
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n the	3
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next week	3
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night and	3
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o'lacy's irish	3
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one nightclub	3
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park zoo	3
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racquet club	3
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rochester http	3
rogers beer	3
room http	3
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sam's club	3
samuel adams	3
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schedule is	3
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scotch and	3
search bar	3
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seneca park	3
session beer	3
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soon as	3
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splitrock brew	3
stafford country	3
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summerofbaja only	3
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tap amp	3
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this guy	3
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tonight is	3
took my	3
trust me	3
try to	3
type of	3
u can	3
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Word Embeddings

slide_windows() and skipgrams

For more information, please consult the book.

Skipgram is a word embedding technique that is used to learn word representations from a large corpus of text. It is based on the idea that words that appear in similar contexts tend to have similar meanings. The skipgram model works by predicting the context words given a target word, which allows it to learn the relationships between words in the text.

Sliding window defines the context of the target word. It is a fixed-size window that moves over the text, capturing the surrounding words as context. The size of the sliding window determines how many context words are considered for each target word. For example, if the window size is 2, then for each target word, the two words to the left and two words to the right will be considered as context words.

Below is an example of how to create a customized function to create skipgrams using a sliding window approach. This function takes a tibble and a window size as input, and returns a tibble with the skipgrams and their corresponding window IDs.

We calculate the pmi – pointwise mutual information – for each word pair in the skipgrams. PMI is a measure of association between two words, and it is calculated as the logarithm of the ratio of the joint probability of the two words occurring together to the product of their individual probabilities. A higher PMI value indicates a stronger association between the two words.

slide_windows <- function(tbl, window_size) {
  skipgrams <- slider::slide(
    tbl, 
    ~.x, 
    .after = window_size - 1, 
    .step = 1, 
    .complete = TRUE
  )
  
  safe_mutate <- safely(mutate)
  
  out <- map2(skipgrams,
              1:length(skipgrams),
              ~ safe_mutate(.x, window_id = .y))
  
  out |> 
    transpose() |> 
    pluck("result") |> 
    compact() |> 
    bind_rows()
}

tidy_pmi <- tokens |> 
  slide_windows(4L) |>
  unnest(word) |> 
  unite(window_id, id, window_id) |> 
  widyr::pairwise_pmi(word, window_id)

tidy_pmi |> 
  arrange(desc(pmi)) |> 
  head(200) |> 
  print_kbl()

Warning in attr(x, "align"): 'xfun::attr()' is deprecated.
Use 'xfun::attr2()' instead.
See help("Deprecated")

item1	item2	pmi
dollaz	shigdollaz	9.79
shigdollaz	dollaz	9.79
happydrunk	winedrunk	9.22
winedrunk	happydrunk	9.22
punch	berry	9.22
berry	punch	9.22
siriusxm	thx	9.22
thx	siriusxm	9.22
expects	coach	9.22
coach	expects	9.22
bin	recycling	9.22
recycling	bin	9.22
lakings	placement	9.22
placement	lakings	9.22
saad	initial	9.22
initial	saad	9.22
blackhawks	butts	9.22
butts	blackhawks	9.22
poof	tweeps	9.22
tweeps	poof	9.22
puregold	burn	9.22
burn	puregold	9.22
nowthatscountry	puregold	9.22
puregold	nowthatscountry	9.22
shouldhavewon	inksausage	9.22
inksausage	shouldhavewon	9.22
dylan	gabriellleblack	9.22
gabriellleblack	dylan	9.22
winnie	muhrissaedwards	9.22
muhrissaedwards	winnie	9.22
andddd	alan	9.22
alan	andddd	9.22
prep'ing	q	9.22
q	prep'ing	9.22
burrt	benjamin	9.22
benjamin	burrt	9.22
allahpundit	byronyork	9.22
byronyork	allahpundit	9.22
temperature	allahpundit	9.22
allahpundit	temperature	9.22
tobytobessharp	hugo4de	9.22
hugo4de	tobytobessharp	9.22
wearemypet	tobytobessharp	9.22
tobytobessharp	wearemypet	9.22
tremens	delirium	9.22
delirium	tremens	9.22
brewtour	wob	9.22
wob	brewtour	9.22
bruschetta	wedge	9.22
wedge	bruschetta	9.22
shaver	lint	9.22
lint	shaver	9.22
milkshakes	jimmyz's	9.22
jimmyz's	milkshakes	9.22
paulfenzl1	pmqtc0rnla	9.22
pmqtc0rnla	paulfenzl1	9.22
rolled	dutch	9.22
dutch	rolled	9.22
drosekrans	rolled	9.22
rolled	drosekrans	9.22
cuauhtmoc	cervecera	9.22
cervecera	cuauhtmoc	9.22
moctezuma	cuauhtmoc	9.22
cuauhtmoc	moctezuma	9.22
mbailey03	tackled	9.22
tackled	mbailey03	9.22
frontier	pxysj	9.22
pxysj	frontier	9.22
replacement	derecuse	9.22
derecuse	replacement	9.22
hips	replacement	9.22
replacement	hips	9.22
loses	floyd	9.22
floyd	loses	9.22
jeffrey	yankeefanatic7	9.22
yankeefanatic7	jeffrey	9.22
victim's	ucsb	9.22
ucsb	victim's	9.22
flicks	chick	9.22
chick	flicks	9.22
ryanbicknell	sortino172	9.22
sortino172	ryanbicknell	9.22
jcr0ce	ryanbicknell	9.22
ryanbicknell	jcr0ce	9.22
gull	barking	9.22
barking	gull	9.22
picked	cweinx	9.22
cweinx	picked	9.22
youneverknow	beaters	9.22
beaters	youneverknow	9.22
funky	he'brew	9.22
he'brew	funky	9.22
jewbelation	funky	9.22
funky	jewbelation	9.22
macgregor's	shmaltzbrewing	9.22
shmaltzbrewing	macgregor's	9.22
batum	whoaa	9.22
whoaa	batum	9.22
wrestling	ty's	9.22
ty's	wrestling	9.22
matches	wrestling	9.22
wrestling	matches	9.22
defense	alcohol's	9.22
alcohol's	defense	9.22
blacking	celebratory	9.22
celebratory	blacking	9.22
saraduchesne	c9rdkedyno	9.22
c9rdkedyno	saraduchesne	9.22
glimmered	flakes	9.22
flakes	glimmered	9.22
marinading	roast	9.22
roast	marinading	9.22
sweeping	defrosting	9.22
defrosting	sweeping	9.22
floors	downstairs	9.22
downstairs	floors	9.22
culminates	program	9.22
program	culminates	9.22
archie_dastoner	breezybree01	9.22
breezybree01	archie_dastoner	9.22
simones	archie_dastoner	9.22
archie_dastoner	simones	9.22
itsgoodtobegrown	mondaystinks	9.22
mondaystinks	itsgoodtobegrown	9.22
b_elizabethhh	itsgoodtobegrown	9.22
itsgoodtobegrown	b_elizabethhh	9.22
lindsay_d17	b_elizabethhh	9.22
b_elizabethhh	lindsay_d17	9.22
kris10vb711	lindsay_d17	9.22
lindsay_d17	kris10vb711	9.22
seniors2014	tomorrow's	9.22
tomorrow's	seniors2014	9.22
pratt	mrs	9.22
mrs	pratt	9.22
noo	danknappe	9.22
danknappe	noo	9.22
universe	alternate	9.22
alternate	universe	9.22
scorer	leading	9.22
leading	scorer	9.22
election	2016	9.22
2016	election	9.22
whip	dole	9.22
dole	whip	9.22
_flownamath_	hahahahahahahahahahaha	9.22
hahahahahahahahahahaha	_flownamath_	9.22
didit	famer	9.22
famer	didit	9.22
mondayfunday	orfive	9.22
orfive	mondayfunday	9.22
offs	scratch	9.22
scratch	offs	9.22
carey's	mariah	9.22
mariah	carey's	9.22
album	carey's	9.22
carey's	album	9.22
workingonagoodfridaybuzz	deceptive	9.22
deceptive	workingonagoodfridaybuzz	9.22
department	produce	9.22
produce	department	9.22
cj_thehusky	zhed88	9.22
zhed88	cj_thehusky	9.22
fayroefox	cj_thehusky	9.22
cj_thehusky	fayroefox	9.22
previous	returning	9.22
returning	previous	9.22
purchases	previous	9.22
previous	purchases	9.22
copping	deff	9.22
deff	copping	9.22
chad_compton	justinis2wavey	9.22
justinis2wavey	chad_compton	9.22
kyle_jones14	chad_compton	9.22
chad_compton	kyle_jones14	9.22
diagne	moustapha	9.22
moustapha	diagne	9.22
conflicts	avoid	9.22
avoid	conflicts	9.22
chadwick's	eastwood	9.22
eastwood	chadwick's	9.22
rare	tiffylau	9.22
tiffylau	rare	9.22
indeed	rare	9.22
rare	indeed	9.22
busyness	general	9.22
general	busyness	9.22
allover	reigns	9.22
reigns	allover	9.22
tycho	kil	9.22
kil	tycho	9.22
kyleyoungmann	tattcity	9.22
tattcity	kyleyoungmann	9.22
metallica	beerandgardening	9.22
beerandgardening	metallica	9.22
rivera	mariano	9.22
mariano	rivera	9.22
nitricoxide	hippiecrack	9.22
hippiecrack	nitricoxide	9.22
nitrictank	nitricoxide	9.22
nitricoxide	nitrictank	9.22

Out of Vocabulary (OOV) words

OOV words are words that are not present in the vocabulary of the word embedding model. This can happen when the model is trained on a specific corpus and does not include all possible words. OOV words can be problematic for text analysis, as they can lead to loss of information and reduced performance of the model.

To handle OOV words, you can use different strategies depending on the context and the specific requirements of your analysis. Here are some common strategies:

• Ignore OOV words: You can simply ignore OOV words and not include them in your analysis. This is a simple approach, but it can lead to loss of information and reduced performance of the model. You can ignore OOV words if you think they are not relevant to your analysis or if they occur very infrequently in your dataset.

• Use subword embeddings: You can use subword embeddings, which break down words into smaller units (subwords) to handle OOV words. This allows you to represent OOV words as a combination of subwords, which can improve the performance of the model. For example, the word “unhappiness” can be represented as “un”, “happi”, and “ness”.

• Use a larger vocabulary: You can use a larger vocabulary that includes more words to reduce the number of OOV words. This can be done by training the model on a larger corpus or using a pre-trained model with a larger vocabulary. However, this approach can also increase the complexity and size of the model.

Hooray! 🎉

Congratulations on finishing on all your application assignments for this semester😊!!

Now is exercise time!

Quickly go over your previous assignments – did you run into any errors at all? Most likely yes! The last exercise we want to do is help you learn ways how to seek help if you need it as we transfer out of this course.

And that means, we’re now going back to creating reproducible examples using the reprex package!

Find your favorite error you had in the past (or even warning signs), and try to create a reproducible example from it. Slack your results to a thread that includes the TAs.

Good luck!