ANALISIS SENTIMEN
AULYA ATIKA MAHGFIRAH
12/20/2022
1.PENGERTIAN
Penambangan teks adalah proses ekstraksi pola berupa informasi dan pengetahuan yang berguna dari sejumlah besar sumber data teks, seperti dokumen Word, PDF, kutipan teks, dll
2.TUJUAN
Tujuan dari text mining adalah untuk mendapatkan informasi yang berguna dari sekumpulan dokumen. Jadi, sumber data yang digunakan pada text mining adalah kumpulan teks yang memiliki format yang tidak terstruktur atau minimal semi terstruktur.
3.PACKAGE YANG DIGUNAKAN
tm : untuk operasi penambangan teks seperti menghapus angka, karakter khusus, tanda baca, dan kata-kata berhenti (Kata-kata berhenti dalam bahasa apa pun adalah kata-kata yang paling sering muncul yang memiliki nilai sangat kecil untuk NLP dan harus disaring. Contoh kata-kata berhenti dalam bahasa Inggris adalah “the”, “adalah”, “adalah”.)
snowballc : untuk stemming, yaitu proses mereduksi kata menjadi bentuk dasar atau akarnya. Misalnya, algoritma stemming akan mereduksi kata “fishing”, “fished” dan “fisher” menjadi stem “fish”.
wordcloud : untuk menghasilkan plot cloud kata.
textclean : Alat Pembersih Teks
tidytext : Alat untuk merapikan teks
readr : membaca data teks persegi panjang seperti csv, tsv, fwf.
4.DESKRIPSI Kumpulan data mencakup 42.000 ulasan dari 3 cabang Disneyland - Paris, California, dan Hong Kong, yang diposting oleh pengunjung di Trip Advisor.
Deskripsi Kolom:
Review_ID : id unik yang diberikan untuk setiap ulasan
Peringkat : mulai dari 1 (tidak puas) hingga 5 (puas)
Year_Month : saat pengulas mengunjungi taman hiburan
Reviewer_Location : negara asal pengunjung
Review_Text : komentar yang dibuat oleh pengunjung
Disneyland_Branch : lokasi Disneyland Park
#Input Library
library(wordcloud)## Loading required package: RColorBrewerlibrary(tm)## Loading required package: NLPlibrary(textclean)
library(tidytext)
library(readr)#Menampilkan data
library(readr)
UAS_AUL <- read_csv("D:/Aul/UAS AUL.csv")## Rows: 2999 Columns: 6
## -- Column specification --------------------------------------------------------
## Delimiter: ","
## chr (4): Year_Month, Reviewer_Location, Review_Text, Branch
## dbl (2): Review_ID, Rating
##
## i Use `spec()` to retrieve the full column specification for this data.
## i Specify the column types or set `show_col_types = FALSE` to quiet this message.head(UAS_AUL)## # A tibble: 6 x 6
## Review_ID Rating Year_Month Reviewer_Location Review_Text Branch
## <dbl> <dbl> <chr> <chr> <chr> <chr>
## 1 670772142 4 2019-4 Australia If you've ever been t~ Disne~
## 2 670682799 4 2019-5 Philippines Its been a while sinc~ Disne~
## 3 670623270 4 2019-4 United Arab Emirates Thanks God it wasn ~ Disne~
## 4 670607911 4 2019-4 Australia HK Disneyland is a gr~ Disne~
## 5 670607296 4 2019-4 United Kingdom the location is not i~ Disne~
## 6 670591897 3 2019-4 Singapore Have been to Disney W~ Disne~#Mengubah Data Frame Menjadi Data Vektor
rev<- UAS_AUL$Review_Text
head (rev)## [1] "If you've ever been to Disneyland anywhere you'll find Disneyland Hong Kong very similar in the layout when you walk into main street! It has a very familiar feel. One of the rides its a Small World is absolutely fabulous and worth doing. The day we visited was fairly hot and relatively busy but the queues moved fairly well."
## [2] "Its been a while since d last time we visit HK Disneyland .. Yet, this time we only stay in Tomorrowland .. AKA Marvel land!Now they have Iron Man Experience n d Newly open Ant Man n d Wasp!!Ironman .. Great feature n so Exciting, especially d whole scenery of HK (HK central area to Kowloon)!Antman .. Changed by previous Buzz lightyear! More or less d same, but I'm expecting to have something most!!However, my boys like it!!Space Mountain .. Turns into Star Wars!! This 1 is Great!!!For cast members (staffs) .. Felt bit MINUS point from before!!! Just dun feel like its a Disney brand!! Seems more local like Ocean Park or even worst!!They got no SMILING face, but just wanna u to enter n attraction n leave!!Hello this is supposed to be Happiest Place on Earth brand!! But, just really Dont feel it!!Bakery in Main Street now have more attractive delicacies n Disney theme sweets .. These are Good Points!!Last, they also have Starbucks now inside the theme park!!"
## [3] "Thanks God it wasn t too hot or too humid when I was visiting the park otherwise it would be a big issue (there is not a lot of shade).I have arrived around 10:30am and left at 6pm. Unfortunately I didn t last until evening parade, but 8.5 hours was too much for me.There is plenty to do and everyone will find something interesting for themselves to enjoy.It wasn t extremely busy and the longest time I had to queue for certain attractions was 45 minutes (which is really not that bad).Although I had an amazing time, I felt a bit underwhelmed with choice of rides and attractions. The park itself is quite small (I was really expecting something grand even the main castle which was closed by the way was quite small).The food options are good, few coffee shops (including Starbucks) and plenty of gift shops. There was no issue with toilets as they are everywhere.All together it was a great day out and I really enjoyed it."
## [4] "HK Disneyland is a great compact park. Unfortunately there is quite a bit of maintenance work going on at present so a number of areas are closed off (including the famous castle) If you go midweek, it is not too crowded and certainly no where near as bus as LA Disneyland. We did notice on this visit that prices for food, drinks etc have really gone through the roof so be prepared to pay top dollar for snacks (and avoid the souvenir shops if you can) Regardless, kids will love it."
## [5] "the location is not in the city, took around 1 hour from Kowlon, my kids like disneyland so much, everything is fine. but its really crowded and hot in Hong Kong"
## [6] "Have been to Disney World, Disneyland Anaheim and Tokyo Disneyland but I feel that Disneyland Hong Kong is really too small to be called a Disneyland. It has way too few rides and attractions. Souvenirs, food and even entrance tickets are slightly more expensive than other Disneyland as well. Basically, this park is good only for small children and people who has never been to Disney. The food choices were acceptable, mostly fast food, and not too expensive. Bottled water, however, was VERY expensive but they do have water fountains around for you to refill your water bottles. The parade was pretty good. It was crowded not a problem but what was the problem was the people were just so rude, the pushing and shoving cutting in lines for the rides, gift shops, food stands was just to much to take. forget trying to see one of the shows its a free for all for seats, i don't see how Disney can let this happen, it was by far the worst managed Disney property."##Text Cleaning #Mengubah Kapital Menjadi Huruf Kecil
rev <- tolower(rev)
head(rev)## [1] "if you've ever been to disneyland anywhere you'll find disneyland hong kong very similar in the layout when you walk into main street! it has a very familiar feel. one of the rides its a small world is absolutely fabulous and worth doing. the day we visited was fairly hot and relatively busy but the queues moved fairly well."
## [2] "its been a while since d last time we visit hk disneyland .. yet, this time we only stay in tomorrowland .. aka marvel land!now they have iron man experience n d newly open ant man n d wasp!!ironman .. great feature n so exciting, especially d whole scenery of hk (hk central area to kowloon)!antman .. changed by previous buzz lightyear! more or less d same, but i'm expecting to have something most!!however, my boys like it!!space mountain .. turns into star wars!! this 1 is great!!!for cast members (staffs) .. felt bit minus point from before!!! just dun feel like its a disney brand!! seems more local like ocean park or even worst!!they got no smiling face, but just wanna u to enter n attraction n leave!!hello this is supposed to be happiest place on earth brand!! but, just really dont feel it!!bakery in main street now have more attractive delicacies n disney theme sweets .. these are good points!!last, they also have starbucks now inside the theme park!!"
## [3] "thanks god it wasn t too hot or too humid when i was visiting the park otherwise it would be a big issue (there is not a lot of shade).i have arrived around 10:30am and left at 6pm. unfortunately i didn t last until evening parade, but 8.5 hours was too much for me.there is plenty to do and everyone will find something interesting for themselves to enjoy.it wasn t extremely busy and the longest time i had to queue for certain attractions was 45 minutes (which is really not that bad).although i had an amazing time, i felt a bit underwhelmed with choice of rides and attractions. the park itself is quite small (i was really expecting something grand even the main castle which was closed by the way was quite small).the food options are good, few coffee shops (including starbucks) and plenty of gift shops. there was no issue with toilets as they are everywhere.all together it was a great day out and i really enjoyed it."
## [4] "hk disneyland is a great compact park. unfortunately there is quite a bit of maintenance work going on at present so a number of areas are closed off (including the famous castle) if you go midweek, it is not too crowded and certainly no where near as bus as la disneyland. we did notice on this visit that prices for food, drinks etc have really gone through the roof so be prepared to pay top dollar for snacks (and avoid the souvenir shops if you can) regardless, kids will love it."
## [5] "the location is not in the city, took around 1 hour from kowlon, my kids like disneyland so much, everything is fine. but its really crowded and hot in hong kong"
## [6] "have been to disney world, disneyland anaheim and tokyo disneyland but i feel that disneyland hong kong is really too small to be called a disneyland. it has way too few rides and attractions. souvenirs, food and even entrance tickets are slightly more expensive than other disneyland as well. basically, this park is good only for small children and people who has never been to disney. the food choices were acceptable, mostly fast food, and not too expensive. bottled water, however, was very expensive but they do have water fountains around for you to refill your water bottles. the parade was pretty good. it was crowded not a problem but what was the problem was the people were just so rude, the pushing and shoving cutting in lines for the rides, gift shops, food stands was just to much to take. forget trying to see one of the shows its a free for all for seats, i don't see how disney can let this happen, it was by far the worst managed disney property."#Mengembalikan Kata yang disingkat Menjadi Kata Aslinya
rev <- replace_contraction(rev)
head(rev)## [1] "if you have ever been to disneyland anywhere you will find disneyland hong kong very similar in the layout when you walk into main street! it has a very familiar feel. one of the rides its a small world is absolutely fabulous and worth doing. the day we visited was fairly hot and relatively busy but the queues moved fairly well."
## [2] "its been a while since d last time we visit hk disneyland .. yet, this time we only stay in tomorrowland .. aka marvel land!now they have iron man experience n d newly open ant man n d wasp!!ironman .. great feature n so exciting, especially d whole scenery of hk (hk central area to kowloon)!antman .. changed by previous buzz lightyear! more or less d same, but I am expecting to have something most!!however, my boys like it!!space mountain .. turns into star wars!! this 1 is great!!!for cast members (staffs) .. felt bit minus point from before!!! just dun feel like its a disney brand!! seems more local like ocean park or even worst!!they got no smiling face, but just wanna u to enter n attraction n leave!!hello this is supposed to be happiest place on earth brand!! but, just really dont feel it!!bakery in main street now have more attractive delicacies n disney theme sweets .. these are good points!!last, they also have starbucks now inside the theme park!!"
## [3] "thanks god it wasn t too hot or too humid when i was visiting the park otherwise it would be a big issue (there is not a lot of shade).i have arrived around 10:30am and left at 6pm. unfortunately i didn t last until evening parade, but 8.5 hours was too much for me.there is plenty to do and everyone will find something interesting for themselves to enjoy.it wasn t extremely busy and the longest time i had to queue for certain attractions was 45 minutes (which is really not that bad).although i had an amazing time, i felt a bit underwhelmed with choice of rides and attractions. the park itself is quite small (i was really expecting something grand even the main castle which was closed by the way was quite small).the food options are good, few coffee shops (including starbucks) and plenty of gift shops. there was no issue with toilets as they are everywhere.all together it was a great day out and i really enjoyed it."
## [4] "hk disneyland is a great compact park. unfortunately there is quite a bit of maintenance work going on at present so a number of areas are closed off (including the famous castle) if you go midweek, it is not too crowded and certainly no where near as bus as la disneyland. we did notice on this visit that prices for food, drinks etc have really gone through the roof so be prepared to pay top dollar for snacks (and avoid the souvenir shops if you can) regardless, kids will love it."
## [5] "the location is not in the city, took around 1 hour from kowlon, my kids like disneyland so much, everything is fine. but its really crowded and hot in hong kong"
## [6] "have been to disney world, disneyland anaheim and tokyo disneyland but i feel that disneyland hong kong is really too small to be called a disneyland. it has way too few rides and attractions. souvenirs, food and even entrance tickets are slightly more expensive than other disneyland as well. basically, this park is good only for small children and people who has never been to disney. the food choices were acceptable, mostly fast food, and not too expensive. bottled water, however, was very expensive but they do have water fountains around for you to refill your water bottles. the parade was pretty good. it was crowded not a problem but what was the problem was the people were just so rude, the pushing and shoving cutting in lines for the rides, gift shops, food stands was just to much to take. forget trying to see one of the shows its a free for all for seats, i do not see how disney can let this happen, it was by far the worst managed disney property."#Menghapus Huruf yang Bukan Kata
rev <- strip(rev)
head(rev)## [1] "if you have ever been to disneyland anywhere you will find disneyland hong kong very similar in the layout when you walk into main street it has a very familiar feel one of the rides its a small world is absolutely fabulous and worth doing the day we visited was fairly hot and relatively busy but the queues moved fairly well"
## [2] "its been a while since d last time we visit hk disneyland yet this time we only stay in tomorrowland aka marvel landnow they have iron man experience n d newly open ant man n d waspironman great feature n so exciting especially d whole scenery of hk hk central area to kowloonantman changed by previous buzz lightyear more or less d same but i am expecting to have something mosthowever my boys like itspace mountain turns into star wars this is greatfor cast members staffs felt bit minus point from before just dun feel like its a disney brand seems more local like ocean park or even worstthey got no smiling face but just wanna u to enter n attraction n leavehello this is supposed to be happiest place on earth brand but just really dont feel itbakery in main street now have more attractive delicacies n disney theme sweets these are good pointslast they also have starbucks now inside the theme park"
## [3] "thanks god it wasn t too hot or too humid when i was visiting the park otherwise it would be a big issue there is not a lot of shadei have arrived around am and left at pm unfortunately i didn t last until evening parade but hours was too much for methere is plenty to do and everyone will find something interesting for themselves to enjoyit wasn t extremely busy and the longest time i had to queue for certain attractions was minutes which is really not that badalthough i had an amazing time i felt a bit underwhelmed with choice of rides and attractions the park itself is quite small i was really expecting something grand even the main castle which was closed by the way was quite smallthe food options are good few coffee shops including starbucks and plenty of gift shops there was no issue with toilets as they are everywhereall together it was a great day out and i really enjoyed it"
## [4] "hk disneyland is a great compact park unfortunately there is quite a bit of maintenance work going on at present so a number of areas are closed off including the famous castle if you go midweek it is not too crowded and certainly no where near as bus as la disneyland we did notice on this visit that prices for food drinks etc have really gone through the roof so be prepared to pay top dollar for snacks and avoid the souvenir shops if you can regardless kids will love it"
## [5] "the location is not in the city took around hour from kowlon my kids like disneyland so much everything is fine but its really crowded and hot in hong kong"
## [6] "have been to disney world disneyland anaheim and tokyo disneyland but i feel that disneyland hong kong is really too small to be called a disneyland it has way too few rides and attractions souvenirs food and even entrance tickets are slightly more expensive than other disneyland as well basically this park is good only for small children and people who has never been to disney the food choices were acceptable mostly fast food and not too expensive bottled water however was very expensive but they do have water fountains around for you to refill your water bottles the parade was pretty good it was crowded not a problem but what was the problem was the people were just so rude the pushing and shoving cutting in lines for the rides gift shops food stands was just to much to take forget trying to see one of the shows its a free for all for seats i do not see how disney can let this happen it was by far the worst managed disney property"#Menghapus Beberapa Kata
rev <-removeWords(rev, c("the","our","you","and","was","this","with","not","too","but","for",
"its","who","has","what","yet","your","out","else","more",
"own","are","abaut","just","because","all","etc","works","these","did","say","use","end","she","lot","can","not","for","saw","also","have","that","after",","))
head(rev)## [1] "if ever been to disneyland anywhere will find disneyland hong kong very similar in layout when walk into main street it a very familiar feel one of rides a small world is absolutely fabulous worth doing day we visited fairly hot relatively busy queues moved fairly well"
## [2] " been a while since d last time we visit hk disneyland time we only stay in tomorrowland aka marvel landnow they iron man experience n d newly open ant man n d waspironman great feature n so exciting especially d whole scenery of hk hk central area to kowloonantman changed by previous buzz lightyear or less d same i am expecting to something mosthowever my boys like itspace mountain turns into star wars is greatfor cast members staffs felt bit minus point from before dun feel like a disney brand seems local like ocean park or even worstthey got no smiling face wanna u to enter n attraction n leavehello is supposed to be happiest place on earth brand really dont feel itbakery in main street now attractive delicacies n disney theme sweets good pointslast they starbucks now inside theme park"
## [3] "thanks god it wasn t hot or humid when i visiting park otherwise it would be a big issue there is a of shadei arrived around am left at pm unfortunately i didn t last until evening parade hours much methere is plenty to do everyone will find something interesting themselves to enjoyit wasn t extremely busy longest time i had to queue certain attractions minutes which is really badalthough i had an amazing time i felt a bit underwhelmed choice of rides attractions park itself is quite small i really expecting something grand even main castle which closed by way quite smallthe food options good few coffee shops including starbucks plenty of gift shops there no issue toilets as they everywhereall together it a great day i really enjoyed it"
## [4] "hk disneyland is a great compact park unfortunately there is quite a bit of maintenance work going on at present so a number of areas closed off including famous castle if go midweek it is crowded certainly no where near as bus as la disneyland we notice on visit prices food drinks really gone through roof so be prepared to pay top dollar snacks avoid souvenir shops if regardless kids will love it"
## [5] " location is in city took around hour from kowlon my kids like disneyland so much everything is fine really crowded hot in hong kong"
## [6] " been to disney world disneyland anaheim tokyo disneyland i feel disneyland hong kong is really small to be called a disneyland it way few rides attractions souvenirs food even entrance tickets slightly expensive than other disneyland as well basically park is good only small children people never been to disney food choices were acceptable mostly fast food expensive bottled water however very expensive they do water fountains around to refill water bottles parade pretty good it crowded a problem problem people were so rude pushing shoving cutting in lines rides gift shops food stands to much to take forget trying to see one of shows a free seats i do see how disney let happen it by far worst managed disney property"##Membuat Word Cloud #Mengubah Data Frame Menjadi Data Faktor
tdm <- TermDocumentMatrix(rev)
m <- as.matrix(tdm)
v <- sort(rowSums(m),decreasing = TRUE)#Mengubah Data Faktor Menjadi Data Frame
d <- data.frame(word = names(v), freq = v)
wordcloud(d$word, d$freq,
random.order = FALSE,
max.words = 500,
colors = brewer.pal(name = "Dark2",8 ))## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## where could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## crowded could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## waiting could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## however could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## magical could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## attraction could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
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## should could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## bring could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
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## happy could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
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## spent could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## although could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## watch could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
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## entrance could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
## daughter could not be fit on page. It will not be plotted.## Warning in wordcloud(d$word, d$freq, random.order = FALSE, max.words = 500, :
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Plot kata-kata yang paling sering muncul
barplot(d[1:5,]$freq, las = 2, names.arg = d[1:5,]$word,
col ="lightgreen", main ="Top 5 most frequent words",
ylab = "Word frequencies")
Kesimpulan Berdasarkan plot diatas dapat disimpulkan bahwa kata yang memiliki frekuensi yang paling tinggi adalah disneyland, dan kata-kata positif lebih banyak yang terdeteksi pada data tersebut.