R Notebook
William Hilmy Susatyo
Final Report for Introduction to Text as Data Course
Unmasking Hate: A Comprehensive Analysis of Hate Speech Text Dataset - Unveiling Patterns, Trends, and Insights
Short Motivation
Indonesia is a diverse and culturally rich nation, has been grappling with the rise of hate speech in recent years. Hate speech has become a concerning social issue that threatens the country’s harmony, unity, and democratic values. With the proliferation of social media platforms and the ease of information dissemination, the spread of hate speech has intensified, leading to real-world consequences such as violence, discrimination, and social division.
The motivation behind conducting a comprehensive analysis on the Indonesian Hate Speech Dataset lies in the urgent need to understand the dynamics, patterns, and underlying drivers of hate speech in the country. This analysis aims to shed light on the key actors, target communities, prevalent themes, and the factors that amplify hate speech online. By examining the actual conditions currently happening in Indonesia, this research seeks to offer actionable insights to policymakers, law enforcement agencies, and social media platforms to formulate effective strategies to counter hate speech and foster a more inclusive online environment. Understanding the nuanced nature of hate speech in the Indonesian context will be crucial in developing tailored interventions to address this pressing issue.
Furthermore, this analysis will contribute to academia and civil society efforts in raising awareness about the detrimental impact of hate speech on social cohesion and democratic discourse. It will empower researchers, activists, and educators to design educational campaigns and community engagement initiatives to promote digital literacy and responsible online behavior.
Research Question
According to the motivation as explained on the previous questions, we could pose several questions that will become the main objectives of our study
How does lemmatization and POS tagging impact the performance of Naive Bayes classification in identifying hate speech within the Hate Speech Dataset?
What are the predominant topics or themes present in the Hate Speech Dataset, and how do they correlate with the results obtained from the Naive Bayes classification model?
To what extent does the application of topic modeling on the Hate Speech Dataset improve the interpretability and understanding of the underlying patterns and associations in the identified hate speech content, and how does it compare to the results obtained from Naive Bayes classification?
Analysis
In this study, the analysis of several NLP Techniques and Approaches as discussed on the class will be performed. The dataset consists of approximately 13,000 twitter text in Indonesian Language that could be obtained on the following link: https://www.kaggle.com/datasets/ilhamfp31/indonesian-abusive-and-hate-speech-twitter-text. The dataset itself is stored in csv format and already classified into several label, namely ‘HS’ (which states for Hate Speech), ‘Abusive’, ‘HS_Group’, ‘HS_Religion’, ‘HS_Race’, ‘HS_Physical’, ‘HS_Gender’, ‘HS_Other’, ‘HS_Weak’, ‘HS_Moderate’, ‘HS_Strong’. However, the label that will be taken into concern in this study only the ‘HS’ and ‘Abusive’. In addition, the creator of the dataset also provide two dictionary, where one of them used as the dictionary (to change one word that considered to be incorrect to the correct word) and the latter is used as the stopwords. However, we also use another stopwords from the following link, https://www.kaggle.com/datasets/oswinrh/indonesian-stoplist
Data Acquisition
In the following cell, all dataset from the aforementioned resources are imported using read.csv command. Subsequently, new column, namely doc_id is added to the main dataset since it will be useful for the future process.
df = read.csv('/Users/whs9801/Downloads/archive (4) 2/data.csv')
dict1 = read.csv('/Users/whs9801/Downloads/archive (4) 2/new_kamusalay.csv')
dict2 = read.csv('/Users/whs9801/Downloads/archive (4) 2/abusive.csv')
stopwords = read.csv('/Users/whs9801/Downloads/stopwords/stopwordbahasa.csv')
df$doc_id <- 1:nrow(df)In this section the first 10 rows is shown to visualize the actual condition of the dataset.
head(df,10)Similar with the above cell, the first 10 rows of the correction dictionary and basic stopwords for the correction process is shown on the next two cells.
head(dict1,10)head(dict2, 10)Exploratory Data Analysis
The command demonstrated on the subsequent cell create the initial insights from the dataset by visualize the descriptive statistical analysis for numerical feature and number of data for categorical feature
summary(df) Tweet HS Abusive HS_Individual HS_Group
Length:13169 Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
Class :character 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
Mode :character Median :0.0000 Median :0.0000 Median :0.0000 Median :0.0000
Mean :0.4223 Mean :0.3829 Mean :0.2715 Mean :0.1508
3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:1.0000 3rd Qu.:0.0000
Max. :1.0000 Max. :1.0000 Max. :1.0000 Max. :1.0000
HS_Religion HS_Race HS_Physical HS_Gender HS_Other
Min. :0.00000 Min. :0.00000 Min. :0.00000 Min. :0.00000 Min. :0.000
1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.000
Median :0.00000 Median :0.00000 Median :0.00000 Median :0.00000 Median :0.000
Mean :0.06022 Mean :0.04298 Mean :0.02453 Mean :0.02324 Mean :0.284
3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:0.00000 3rd Qu.:1.000
Max. :1.00000 Max. :1.00000 Max. :1.00000 Max. :1.00000 Max. :1.000
HS_Weak HS_Moderate HS_Strong doc_id
Min. :0.0000 Min. :0.0000 Min. :0.00000 Min. : 1
1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.: 3293
Median :0.0000 Median :0.0000 Median :0.00000 Median : 6585
Mean :0.2569 Mean :0.1295 Mean :0.03592 Mean : 6585
3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.:0.00000 3rd Qu.: 9877
Max. :1.0000 Max. :1.0000 Max. :1.00000 Max. :13169 The following str command is used to display the structure of R Objects and show the content of the list contained in the dataset.
str(df)'data.frame': 13169 obs. of 14 variables:
$ Tweet : chr "- disaat semua cowok berusaha melacak perhatian gue. loe lantas remehkan perhatian yg gue kasih khusus ke elo. basic elo cowok "RT USER: USER siapa yang telat ngasih tau elu?edan sarap gue bergaul dengan cigax jifla calis sama siapa noh licew juga'" "41. Kadang aku berfikir, kenapa aku tetap percaya pada Tuhan padahal aku selalu jatuh berkali-kali. Kadang aku merasa Tuhan itu "USER USER AKU ITU AKU\\n\\nKU TAU MATAMU SIPIT TAPI DILIAT DARI MANA ITU AKU'" ...
$ HS : int 1 0 0 0 1 1 0 0 0 0 ...
$ Abusive : int 1 1 0 0 1 1 0 1 0 1 ...
$ HS_Individual: int 1 0 0 0 0 0 0 0 0 0 ...
$ HS_Group : int 0 0 0 0 1 1 0 0 0 0 ...
$ HS_Religion : int 0 0 0 0 1 0 0 0 0 0 ...
$ HS_Race : int 0 0 0 0 0 0 0 0 0 0 ...
$ HS_Physical : int 0 0 0 0 0 0 0 0 0 0 ...
$ HS_Gender : int 0 0 0 0 0 0 0 0 0 0 ...
$ HS_Other : int 1 0 0 0 0 1 0 0 0 0 ...
$ HS_Weak : int 1 0 0 0 0 0 0 0 0 0 ...
$ HS_Moderate : int 0 0 0 0 1 1 0 0 0 0 ...
$ HS_Strong : int 0 0 0 0 0 0 0 0 0 0 ...
$ doc_id : int 1 2 3 4 5 6 7 8 9 10 ...The name of all columns in the initial dataset are as shown on the below cell. As could be seen, there are 13 columns on the initial dataset (excluding the doc_id that was just made)
names(df) [1] "Tweet" "HS" "Abusive" "HS_Individual" "HS_Group" "HS_Religion"
[7] "HS_Race" "HS_Physical" "HS_Gender" "HS_Other" "HS_Weak" "HS_Moderate"
[13] "HS_Strong" "doc_id" In the following cell, it turns out that there is no missing values on the initial dataset.
sum(is.na(df))[1] 0Subsequently, we try to observe the distribution of each label column in the dataset. As could be observed, there are several column that highly imbalance, such as HS_Religion, HS_Race, HS_Physical and HS_Gender.
table(df$HS)
0 1
7608 5561 table(df$Abusive)
0 1
8126 5043 table(df$HS_Individual)
0 1
9594 3575 table(df$HS_Group)
0 1
11183 1986 table(df$HS_Religion)
0 1
12376 793 table(df$HS_Race)
0 1
12603 566 table(df$HS_Physical)
0 1
12846 323 table(df$HS_Gender)
0 1
12863 306 table(df$HS_Other)
0 1
9429 3740 In the below cell, the library dplyr and stringr are installed since we will deal with many functions on the upcoming cells and converting the type of the dataset, enable it for further preprocessing step.
install.packages("dplyr", repos = 'https://cloud.r-project.org')Error in install.packages : Updating loaded packagesinstall.packages("stringr", repos = 'https://cloud.r-project.org')Error in install.packages : Updating loaded packageslibrary(dplyr)
library(stringr)
On the following cells, the Encoding Type is checked. It turns out that it is not yet in UTF-8 form. This will not be beneficial since we could not processed many functions to the dataset, such as implement the correction dictionary to the dataset using gsub function and performing lemmatization using udpipe library.
library(stringi)
table(Encoding(df$Tweet))
unknown
13169 Preprocessing
Through this cell, both of the tweet columns in the dataset and the correction dictionary of the both columns are converted into UTF-8 form. Subsequently, the words in the dataset that contains word from anakjakartaasikasik column will be transformed into those contained in anak.jakarta.asik.asik column.
df$Tweet <- stri_encode(df$Tweet, "", "UTF-8")
dict1$anakjakartaasikasik <- stri_encode(dict1$anakjakartaasikasik, "", "UTF-8")
dict1$anak.jakarta.asyik.asyik <- stri_encode(dict1$anak.jakarta.asyik.asyik, "", "UTF-8")
gsub(dict1$anakjakartaasikasik, dict1$anak.jakarta.asyik.asyik, df$Tweet)Warning: argument 'pattern' has length > 1 and only the first element will be usedWarning: argument 'replacement' has length > 1 and only the first element will be used [1] "- disaat semua cowok berusaha melacak perhatian gue. loe lantas remehkan perhatian yg gue kasih khusus ke elo. basic elo cowok bego ! ! !'"
[2] "RT USER: USER siapa yang telat ngasih tau elu?edan sarap gue bergaul dengan cigax jifla calis sama siapa noh licew juga'"
[3] "41. Kadang aku berfikir, kenapa aku tetap percaya pada Tuhan padahal aku selalu jatuh berkali-kali. Kadang aku merasa Tuhan itu ninggalkan aku sendirian. Ketika orangtuaku berencana berpisah, ketika kakakku lebih memilih jadi Kristen. Ketika aku anak ter"
[4] "USER USER AKU ITU AKU\\n\\nKU TAU MATAMU SIPIT TAPI DILIAT DARI MANA ITU AKU'"
[5] "USER USER Kaum cebong kapir udah keliatan dongoknya dari awal tambah dongok lagi hahahah'"
[6] "USER Ya bani taplak dkk \\xf0\\x9f\\x98\\x84\\xf0\\x9f\\x98\\x84\\xf0\\x9f\\x98\\x84'"
[7] "deklarasi pilkada 2018 aman dan anti hoax warga dukuh sari jabon"
[8] "Gue baru aja kelar re-watch Aldnoah Zero!!! paling kampret emang endingnya! 2 karakter utama cowonya kena friendzone bray! XD URL"
[9] "Nah admin belanja satu lagi port terbaik nak makan Ais Kepal Milo, Ais Kepal Horlicks atau Cendol Toping kaw kaw. �??�; ; Doket mano tu ? Gerai Rojak Mertuaku - Taipan 2 (depan TWINS BABY & ROMANTIKA / Bank Islam Senawang) �???"
[10] "USER Enak lg klo smbil ngewe'"
[11] "Setidaknya gw punya jari tengah buat lu, sebelom gw ukur nyali sama bacot lu \\xf0\\x9f\\x98\\x8f'"
[12] "USER USER USER USER BANCI KALENG MALU GA BISA JAWAB PERTANYAAN KAMI DARI 2 HARI LALU.... NYUNGSEP KOE USER URL"
[13] "Kalo belajar ekonomi mestinya jago memprivatisasi hati orang. Duh.. ironi USER"
[14] "Aktor huruhara 98 Prabowo S ingin lengserkan pemerintahan Jokowi.... Nyata"
[15] "USER Bu guru enakan jadi jablay atau guru esde sih.\\nKayaknya menikmati jadi pecun ini guru.'"
[16] "USER USER USER USER USER USER Lawan bicara gw gak intelek kyk loe, yg otak gak punya. Ttg kencing onta, gw mengakui hadis nabi dan itu sahih. Kafir kyk loe pasti menolak, makanya loe ahlunnar.'"
[17] "Belakangan ini kok fikiran ampas banget ya'"
[18] "Ari sarua beki mah repeh monyet\\xf0\\x9f\\x98\\x86\\xf0\\x9f\\x98\\x86'"
[19] "Jadi cowo itu harus Gantle kalo ga Gantle itu namanya BANCI !'"
[20] "USER Slga mnr bom \\xf0\\x9f\\x98\\x82'"
[21] "Asw ya tapi gua jarang ngambek, tacut wkkwkwkwkw gua kan bucin.'"
[22] "USER kalo kamu noob pasti peluang disakitin nya lebih gede si'"
[23] "USER Joko Widodo dinilai sebagai presiden terlemah dalam sejarah Indonesia. Hal ini terjadi bukan saja karena Jokowi tidak memiliki modal dukungan politik yang cukup, melainkan juga karena ketidakmampuan pemerintahannya menghadapi situasi ekonomi g"
[24] "PELAJAR SMA KEC BILAH HILIR DEKLARASI ANTI HOAX & PILKADA 2018 DAMAI"
[25] "Bandara Udara Internasional Kertajati dibangun oleh Gubernur Ahmad Heryawan tanpa gunakan APBN pemerintah pusat. Insya Allah siap beroperasi bulan depan;"
[26] "Siapapun gubernur dan presidennya, rakyatnya, ya kita² juga..."
[27] "Ini si USER kerjaannya delay mulu! Setan!'"
[28] "menurutku pintu sorga ada yaitu pintu sorga yang asli dan pintu hatimu modusbanget"
[29] "RT USER USER USER PKI hanya muncul jika jelang pemilihan kepala daerah dan pemilihan presiden krn digoreng sampai gosong."
[30] "USER USER Itu mah sdh nenek-nenek sy heran sama cebong biasay bohong terus'"
[31] "USER USER USER USER USER USER USER USER USER Islam Nusantara produk JIL, dipasarkan dg gencar oleh antek\\xc2\\xb2 JIL.\\n\\nSementara JIL anti Arab, tapi pro Aseng!\\n\\nKata (alm) KH. Hasyim Muzadi,"
[32] "Dari habis sahur sampe jam 10. Sibayik udah nete 4x. Skg rasanya lemas tak terkira \\xf0\\x9f\\xa4\\xa2'"
[33] "USER Gak kak emak mah gak demen ama yang sipit wkwk'"
[34] "RT USER: Kelakuan homok jaman now, ngentot aja sambil live di Blued #gayvid #gvid #lokalhangat URL"
[35] "USER Ga kak, gua bukan orang jawa maaf yak :(; ; gua orang palembang soalnya, kakak aja deh yg belajar aksara jawa. Atau kalak mau belajar budaya palembang?"
[36] "Pegawai Guardian training lagi kek Mentang2 gue kek gembel cuman kaos sama Flat shoes nanya dijutekin bangsad emang males belinya juga kabur gua ke matahari'"
[37] "\\xe2\\x80\\x9dPara Bajingan yang telah melukai Lady harus menerima ganjaran seratus kali lipat!!\\xe2\\x80\\x9d(sanji) ##HBD17thPelautJKT48'"
[38] "ajakan menolak berita hoax dan sukseskan pilkada di wilayah kota keidri:"
[39] "USER USER Presiden RI Jokowi luarBiasa kerja nya tulus IHLAs untuk #RakyatB3rsamaJKW"
[40] "Edan emang goollnya fabiano!!'"
[41] "GAPERNAH MENDALAMI AL-QURAN YA BANG??? PANTESAN MULUTNYA KAYA ORANG KAFIR BEJAT HINA farhatabbaslaw'"
[42] "Sangat terlihat beda sekali Kewibawaannya ,; yg sangat berwibawa cuma gubernur Indonesia USER ; Massya Allah..."
[43] "Anjir baru kali ini lihat orang bego mau debat pilkada. Kerjanya nyerang karakter. Shame on you mpok silvy and agus. #DebatFinalPilkadaJKT"
[44] "#GubernurZamanNow #GusIpulPuti2 #GanjarYasin1 #DjarotSihar2 #HasanAnton2 #KosterAce1 #NurdinSudirman3 #KarolinGidot2 RT USER: \"Keanekaragaman budaya, suku, agama, itulah sesungguhnya kekayaan kita,�?? tutur Djarot di hadapan peserta Rakercabsu�?�"
[45] "USER USER Apa iya Islam itu ga boleh dilokalisasi? Lha Kristen aja mas ada Nusantaranya mas, liat aja di Gereja di bandung ada yg pake gamelan dan ada yg khotbah pake bhs Sunda/Jawa, ada HKBP juga kurang Nusantara apa?'"
[46] "Ciptakan Situasi Kamtibmas Menjelang Pilkada 2018, Kapolsek Konang Silaturahmi ke Tokoh Masyarakat"
[47] "USER USER positif kok.\\nse-positif respon masyarakat terhadap\\n- CANGKUL impor\\n- GARAM impor\\n- BERAS impor\\n- JAGUNG impor\\n- TENAGA KERJA impor\\n- ESEMKA impor\\n\\nURL"
[48] "USER USER USER USER Kata Sembahyang mengadopsi tradisi lokal pada masa kerjaan Hindu.\\n\\nIstilah\\xc2\\xa0sembahyang\\xc2\\xa0pun lahir dari tradisi ritus\\xc2\\xa0menyembahHyang (Yang Tunggal), sama dengan\\xc2\\xa0shalat menyembah All"
[49] "KAU PENDIKAN TINGGI TAPI BODOH....GK ADA LARANG BAWA AGAMA..BIAR ORANG ISLAM YG DI BAYAR AHOK SADAR GK JADI MILIH AHOK GLA"
[50] "USER USER BTP the best ,,,abaikan kaum kampret otak micin ,,,'"
[51] "USER USER , si otak tempurung mah ga usah d ladenin. Smkn d lawan semakin Bloon dan Dungu. Dan kalo ga gitu dia ga makan. Hehe'"
[52] "USER Awaasss... Jgn sampe beritanya sampe ke akhi gerung! Ntar susah nyari kosakatany. klu bcr aja micingin mata, bibir monyong kesamping, suara keluar ky lg nhn kentut.. \"politik kotor skl jmn ini!\". Klu tahu brt ini.. Plng Sambil ky nhn ngeden..\"dungu!\". \\xf0\\x9f\\x98\\x8b"
[53] "pinokio umur 3 taonan tuh. #2019GantiPresiden"
[54] "USER Cerita silat lae \\xf0\\x9f\\x98\\x80 semacam Kho Ping Hoo yang dari Indonesia, tapi Liang Ie Shen penulis dari China'"
[55] "RT USER benci sekali dgn Umat Islam"
[56] "USER USER USER \"Provokasi mayat, politisasi agama\" penyebab kekalahan pilkada DKI, beginilah cara cebong mendeskripsikan kekalahan junjungannya.; FYI ahog blm pernah ikut pemilihan apapun (kec jd wakil) dan dia bukanlah etnis mayorita"
[57] "USER dari pada gua nete'"
[58] "USER Lol bani lowo'"
[59] "Takabur bisa lahir dari siapa saja. Penguasa, rakyat, ulama maupun cendikia. Bahkan iblis mahluq yg alim & telah beribadah beratus2 th dilaknat krn hasud takabburnya. Apalagi hanya seorang ahli ilmu filsafat yg tdk failosof; ; Mari kita demo diri sendi"
[60] "A orang yang suka ke konser-konser, sedikit boros."
[61] "[ SAMPAI KAPAN MAKAN RACUN ? ]; _; Banyak ulama yang mengatakan hukum rokok mubah dan ada juga�?�"
[62] "Susilo Bambang Yudhoyono Presiden RI ke 6 meminta Khofifah Emil untuk dekat dengan masyarakat . No 1 Bisa ! BaGusS #KhofifahEmilNomer1"
[63] "USER udah biasa kali. Gue kpoper tapi kalo ngomonv sama temen2 gue, idol gua banci homo'"
[64] "Saya suka video USER URL Awal Kisah Perseteruan Haji Bolot & Malih Tongtong'"
[65] "Budaya kafir bersungguh, klau hal2 islam tidak diendahkan..."
[66] "USER USER USER USER \\xf0\\x9f\\x8e\\xb6 la la la...hm hmm \\xf0\\x9f\\x8e\\xa7 \"Semua diam ,semua bisu\"\\n\"Kita coba tanya sama rumput yg bergoyang\" \\n\\xe2\\x99\\xab\\xe2\\x99\\xab\\xe2\\x99\\xab\\xe2\\x99\\xaa\\xe2\\x99\\xaa\\xe2\\x99\\xaa'"
[67] "Apabila setan membisikkan was-was kepadamu, mintalah perlindungan kepada Allah. (QS. al-A\\xe2\\x80\\x99raf: 200 dan Fushilat: 36).'"
[68] "USER USER USER USER USER USER USER Klw ente atheis..ngapain sibuk dgn agama orang..."
[69] "Lengserkan Jokowi Bangsat!!"
[70] "USER Selamat hari kartini ; ; #2019GANTIPRESIDEN; #2019PRESIDENBARU"
[71] "RT USER: Bajingan Homo!!!\\nHati2 terhadap anak2 kita terutama di kamar mandi laki2, jgn biarkan sendiri! URL"
[72] "USER Iya cocot'"
[73] "USER karena budaya indonesia."
[74] "USER Yang ngajarin solat'a ajah itu orang aseng dia hanya ingin memecah belah islam\""
[75] "USER x || Lo ngomong aja kaga bener bangke'"
[76] "USER USER Kita semua tidak pernah akan mempercayai yg negara Kita disuatu hari nanti akan dijajah oleh kerana terdapat kes2pembubaran sistem2 beraja dinegara Kita kini untuk menjadikan sebagai negara republik komunis padahal negara2 penjaja"
[77] "tapi masih menikmati kebijakan yang dulu diusulkan PKI.. lha yo opo..."
[78] "Kalo seumpama orang cina di usir paksa dari indonesia gimana"
[79] "USER bunda ngentot yuk'"
[80] "RT USER: china babi... china maling...\\n#UsirChina https:\\/\\/t.co\\/9y4HIWHJp2"
[81] "Bung Karno anti asing dan beliau dari Jawa, coba deh adain konsensus lebih banyak mana Jawa yang anti asing atau pro asing karena kebo*ohannya. \\n\\nKalau kami keliru kami tutup akun'"
[82] "PROYEK KORUPSI REZIM SBY URL"
[83] "USER Wajar saja, lihat saja tingkah bbrp petinggi negeri ini yg suka mencampur bhs indonesia dgn bhs asing setiap kali bicara'"
[84] "AB: pribadi yg senang berkompetisi dalam hal yang baik dan positif"
[85] "USER USER Terus menurut lo kitab suci agAma apa yg di bilang om USER ; ; #Mendadakkalap"
[86] "USER Suka nutup mata. Kaga ditutup pun udah terlihat tertutup gara2 sipit /?'"
[87] "USER Sy sbg muslim tdk merasa pak USER menistakan kitab suci Alqur'an, krn dlm Alqur'an sndri ada bbrp suku kata yg smpai dtik ini blm diketahui mkna faktualnya olh umat islam, tp kami yakini kata tsb ada makna yg tersirat (fiksi) yg blm"
[88] "USER eh kasar kau kampang'"
[89] "BENTAR LAGI GUA RILIS ALBUM THE ONTA'S WKWKWKWKWK\""
[90] "USER Ada cebong bang dia merasa paling benar'"
[91] "Najis banget gw ngetwit apa barusan wey'"
[92] "Kamu transgender atau gmn anjing :( URL"
[93] "USER awas bintitan lu ngintipin titit kucing'"
[94] "USER USER Bawel, baper, bolot, baik, bodor , gaje wkwk apa ya udah itu aja deh'"
[95] "USER USER USER USER Gue saranin gk perlu bnyk bacot maling ayat, langsung to the point aja lu jadi orang... Yg tdk sepaham lu teriakin aja kafir sesat, liberal, pemuja dukun, bla blaaa.. pasti hatimu puas dehh ..'"
[96] "Jgn salah target bkn ahok... agenda utama lengserkan Jokowi .."
[97] "USER USER masa baru kena hestek aja udah kepanasan ??? Kepo banget ; ; #2019GantiPresiden"
[98] "Maju lu sini duit tapi kau goyang kaki tak buat pape , mana la duit nak maju kat kau bodo URL"
[99] "USER HKBP berdiri itu sejak pecahnya kristen khatolik pada zaman penjajahan belanda,dl tdk ada yg namanya kristen protestan yg ada cm kristen khatolik.\\nTerjadilah perpecahan dan berdirilah HKBP yg prtama kali di tarutung.\\n\\nNah skrg anda sy k"
[100] "Ha .. ha .. Banyak baca biar pintar ... JEPANG, AMERIKA, CHINA... Utang sama siapa ... Anda tau enggak ..?"
[101] "Prabowo Sudah Kalah Menyebut Bantuan Jokowi Hanya Pencitraan Adalah Ratapan Pilu"
[102] "USER USER dan yang takut dengan adzan adalah IBLIS'"
[103] "USER USER Yg goblog itu adalah bani cebong tukang tipu penjilat penguasa yg ketahuan gerakin masa yg dibayar pakai nasi bungkus. Propaganda nasi bungkus memang selalu gagal.'"
[104] "USER USER USER USER Wuih... cebong sewot...\\n\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82'"
[105] "2. Gerakan ini menekankan pentingnya kerja keras secara total untuk tingkatkan potensi bangsa"
[106] "Padahal gubernur saat ini Djarot. Mayoritas partai politik di DPRD juga pendukung Ahok Djarot. Payah ya mereka USER URL"
[107] "USER rezim rusak bukan memperbaiki systeamnya malah sibuk cari2 kesalahan klu itu pasti ketemu aja, KPK alatnya, besok pemerintah berganti berulang kembali engah pernah selesai siapapun organisasi, orangnya'"
[108] "Saat orang orang saling menuding antek aseng, aseng sesungguhnya bertepuk tangan.'"
[109] "USER Nah loh katanya anti aseng'"
[110] "Selamat Pak USER Semoga Bisa Terus Berkiprah, Bahkan Tingkat Nasional."
[111] "#AsyikM3nang saya sih ikut ulama saja"
[112] "USER Yang saya ketahui bahwa diketapang banyak tka asing yg berkerja di berbagai perusahaan. Termasuk pt who tambang bouksid yg viral saat pilpres dulu. \\nDan bisa jadi ini karena kerja sama tsb terjadi di era gubernur cornelis dan wakilnya ora"
[113] "USER Anak pecun... ga jauh2 dr hobi zina.. haha'"
[114] "USER QUE BOM SBBSNSN'"
[115] "USER Istirahat aja pak presiden momentum sudah berlalu, saya pernah jadi saksi telinga dan mata awal rapat pembentukan PD di Pacitan tahun 2003"
[116] "Pada 1979, House Select Committee on Assassinations (HSCA) menemukan cacat investigasi yang dilakukan FBI dan Warren Commission. HSCA juga menyimpulkan ada empat tembakan yang dilakukan dan kemungkinan terdapat konspirasi di dalamnya.'"
[117] "USER Tak terasa genap 1 tahun mendatang 17 April 2018 akan digelar Hajatan pilpres, acara tahunan Negara Indonesia untuk memilih Presiden. Semoga senantiasa berjalan aman dan lancar. Amin."
[118] "USER Ian pantat'"
[119] "USER USER Ngakunya org pintar dan beragama, emangnya agama mana yg memperbolehkan menista dan menghujat org lain???. Jgnkan orang bodoh, org yg ( maaf) sejak lahir idiot sekalipun dia, kita hrs hargain sebagai sesama ciptaan Tuhan. Ingat : iblis itu juga pintar dan sangat licik!!!'"
[120] "Pendaftaran Capres untuk #Pilpres2019 saja belum dibuka sampai Agustus 2018...yang normatif begini politikus PDIP masih belum paham? #2019GantiPresiden !!"
[121] "Si tolol udah tau pemerintah rezim komunis ini bobrok koruptor bisa pimpinan sidang DPR paya cebong URL"
[122] "dari dulu kenapa bapak w kalau ke mantan mantan w selalu mgerasa sedih ampe kepikiran dan gabisa tidur lohh?!! dan w ngerasa jadi anak yg brengsek aja gt ke laki2 :)))'"
[123] "Cina perusak bangsa!! Usir !! Stuju??"
[124] "#2019GantiPresiden scra konstitusional hak setiap rakyat woiii!! . Gini nih kalo planga plongo tapi kelakuan otoriter."
[125] "Mari kita wujudkan Pilkada Kota Bengkulu 2018 aman dan damai.; .; .; coki_adem86 98heru�?�"
[126] "Mau tanya serius ini sm presiden jokowi======= knp yg ada cm islam nusantara,knp tdk ada kristen nusantara,budha,hindu bahkan kong huchu nusantara???'"
[127] "KORSA: Pernyataan Moeldoko Bukti Istana Takut dengan Kebangkitan Umat Islam"
[128] "cowo yang jago drasex mana? sini ngentot sama adek - luvian'"
[129] "USER kroasia itu kapir tauuu,ngapain blajar sm kapir...udh lupa sm kapling sorga??'"
[130] "USER USER loh bukan nya mentri suharto ada yg homo?'"
[131] "Gue tau loh bukan yang dulu yang masih culun dan cemen semua orang pasti akan berubah perlahan2 entah itu baik / buruk :)'"
[132] "Pada perang salib dulu itu kerajaan di Afrika terbagi dua yakni Babilonia pemeluk kristen dan Tobaco pemeluk islam'"
[133] "Kejar setorang memang cukup bangsad, mana rupiah turun \\xf0\\x9f\\x98\\xa5'"
[134] "Moga ini ada tindak lanjutnya!; ; Pelaporan terhadap ?penista agama? Ade Armando akan dilakukan langsung oleh Ketua Umum FPI KH. Shobri Lubis ke Bareskrim Mabes Polri, Gambir, Jakarta Pusat pada Selasa (10/4) pukul 13.00 WIB.; #Perhaps USER;"
[135] "USER USER USER USER USER USER USER USER Bangke.. hajar!!!!'"
[136] "USER USER USER .\\nOnta mati klo kebanyakan Minum'"
[137] "URL Ahok tng mrka trus was-was hdpnya USER USER USER USER USER USER USER"
[138] "Itu baru di Sul Teng.. !!!; Ini ekses akibat tersandera hutang china !!!; #2019GantiPresiden; #2019PresidenBaru ; #2019TetapJokowiGanti"
[139] "6. Pride (Yunani; \\xe1\\xbd\\x99\\xcf\\x80\\xce\\xb5\\xcf\\x81\\xce\\xb7\\xcf\\x86\\xce\\xb1\\xce\\xbd\\xce\\xaf\\xce\\xb1-hyper\\xc4\\x93phania) keangkuhan/harga diri/kesombongan\\ndikenal juga dengan sebutan hubris/vanity. harga diri yang tinggi dapat merubah manusia sombong, kesombongan membuat manusia terkutuk dimata tuhan.dan dapat membuat manusia mencintai dirinya sendiri-'"
[140] "Aku bertanya tujuan pada hati\\nLogikaku yg menjawab \\nTapi hati tak tenang\\nAku bertanya pada logika \\nHatiku sedih \\nKu cari jawaban dalam wasiat yg Beliau tinggalkan. \\nDan aku mulai menjadi terasing dan asing di mata manusia. \\nTak apa duhai diri, ada"
[141] "USER Tak hanya kurang bertaji nya kpk era ini...tapi era ini juga komitmen dlm pemberantasan korupsi tdk spt di era Pak sby...."
[142] "RT USER: Admin tolol di partai tolol\\nPartai Tolol untuk orang Tolol'"
[143] "RT USER: Ayu Ting Ting Goyang Hot Dekat Raffi Ahmad, Nagita Slavina: Kampungan, Norak URL"
[144] "Video ttg TKA dibuat oleh Malaysia tapi mengutip pernyataan saya di USER"
[145] "PPP: Jangan Buru-buru Tolak Wacana Pilkada Lewat� DPRD"
[146] "Random pagi2 ada Bapak2 nyamperin ke meja kerja trus nanya \"pake bedak apa sih biar mukanya bersih, istri saya butek soalnya\"\\nIngin ku jawab pake air wudhu tapi ku Kristen.'"
[147] "USER USER KO GUA KAMPRET'"
[148] "Memek lonte pengen disodok kontol gede'"
[149] "Jokowi aja yg mundur. USER tutup. URL"
[150] "USER Ngomong opo itu.mulut kok seperti banci...beli kaca dulu lihat dirimu,. Broo'"
[151] "USER Ada amin rasis.\\nAda amat dani\\nAda ratna si paiiit.\\nAda si onta.\\nAda si lobang anus.\\nJdi jngan takut wo wo..\\nKehabisan obat penenang yh.'"
[152] "USER Tunggu komando IMAM BEJAT CABUL USER . TAIK BEER \\xf0\\x9f\\x8d\\xba\\n\\nApe2 bawa ULAMA...\\nDASAR Banj SEMPAK'"
[153] "Kabinet berantakan \\nPemecah belah persatuan hanya ad di rezim ini'"
[154] "dih! Ngaku lebih pinter dr orang politik, NGACA DULU WOYY tampang loe aja k\\xc3\\xa6k orang BEGO!!! USER ckakakakak'"
[155] "#PDIPerjuanganMenang Dengan menekan perusahaan tambang dgn target proyek yang impossible, lalu dilelang murah pada antek Cina. NTB contoh kasus. PDIP mau menang? Dasar bajingan'"
[156] "USER USER ga caya sama mulut buaya mu bwang'"
[157] "2019, jika SBY + PRABOWO menyatu melawan MEGA + JOKOWI , maka peristiwa 2004 akan terulang dimana PDIP yg Incumbent dikalahkan mutlak oleh SBY. ; ; Tp jk JKW+MEGA+SBY melawan PRABOWO, mk Pilpres selesai sudah. ; ; Jk 3 Poros di Pilpres, mk salah satu Lawan"
[158] "RT USER USER Jangan kayak BANCI KALENG kamu GATOT sering buat Gaduh gentleman lah MUNDUR siap bersaing di pemilihan presidens 2019 melawan Jokowi"
[159] "bebal..."
[160] "5. Yang terakhir karena Indonesia negara dengan populasi muslim terbesar di dunia, yang mana Islam saat ini merupakan musuh barat & Komunis karena dapat menghambat agenda dan kepentingan mereka.(Obviously)'"
[161] "USER USER umuh > persib\\npersib kunyuk!!!!\\n\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82'"
[162] "USER USER Buat film muslim pilih ahok mati nggak di sholatin......; dijamin laris ......"
[163] "tapi banu banu Yahudi itu tentu beda dgn banu banu Kristen Syriac. salah satu perbedaan ad banu Yahudi tetep pake \"eloah/ elohim/ yahwe/\" sedangkan Syriac sudah pake \"alah/ allah\"'"
[164] "USER Eh kenapa muka merah2 tu? Tak dpt cendol ke? Bukan la setan cuaca skrg ni panas.'"
[165] "Pemberitaan saracen diframing katak seakan tim prabowo dan anies-sandi. Seberulnya itu media menumpahkan sakit hati katak dan cebong. *Ehe"
[166] "Giat Bhabinkamtibmas Brigpol Mbs Sihombing pd hari ini, Rabu 11 April 2018 melaks sambang desa dan tatap muka sekaligus monitoring Kamtibmas menuju Pilkada 2018 di Desa Lobusiregar I, tepatnya dirumah Rudi Panjaitan, Helman Siahaan dan Hotman Siahaan"
[167] "Syg bgt ya ngeliat perempuan kyk gini... Gak ada status apa2 tp udah nemplok sm laki-laki sana sini. Haduh....\\nNagita Slavina Blak-blakan Sebut Ayu Ting Ting Kampungan \\xe2\\x80\\x93 VIVA URL"
[168] "USER Jgn lupa juga kang.... Umat katolik dan minorutas lainnya diperhatika. Gubernur untuk semua golongan bukan satu golongan.'"
[169] "USER USER USER USER Kan ane bukan cebong udeh dibilangin dari maren masih ngeyel\\nSitu maksa ane jadi cebong?'"
[170] "USER Kelemahan gerindra itu ada di orang ini,...Prabowo turun elektabilitasnya karena CONGOR fadlizon spt DURNO'"
[171] "Selamat Hari Kartini, setiap kali selalu dirayakan, lalu apa maknanya kali ini �?�?"
[172] "Foto memang bisu ,tpi memiliki banyak arti yg sush diartikan,sma seperti kamu susah diartikan,mau putus atau lanjut ?'"
[173] "USER wakakakaka aku sudah mengalaminya \\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82 tetiba muncul grub wa a.n Bani Abd Hadi a.k.a mbahku dan seketika aku mek kenal beberapa orang saja \\xf0\\x9f\\xa4\\xa3\\xf0\\x9f\\xa4\\xa3\\xf0\\x9f\\xa4\\"
[174] "abam pres badar n nuqaba pling boekkk�???, dia ni hebat dlm bidang agama, x tkut nk tgur member sndiri, n selalu wat lawak hambar (yg pling aku ingt smpai skrg lawak dia klau org ckp jom gerak skrg dia akn gerakkn badan dia yg chubby tu)�???,"
[175] "�??Seorang anak Pekan telah mengilhamkan Dasar Ekonomi Baru (DEB) dan menjadi penggerak utama kepada kemajuan ekonomi luar bandar. Beliau adalah Allahyarham Tun Abdul Razak�?? - DS USER #MalaysiaMemilih #HogohUndi"
[176] "USER USER Hahaha sialaaan nih si USER,; ; ternyata klo lg laper, ; presiden juga mau disikat sama doi�???�??�; ;"
[177] "USER USER USER mau menasehati kali supaya ga ugal2an nih rezim.. eh tapi ini negeri sdh keburu ancor..nah skrg saja ekonomi morat marit,, kacaoooooo!!'"
[178] "USER aelaah silit kebeler,. ngapa dikasianin,., org makin sayang saya pak,.,\\nsetelah kasus sosmed gw baru sadar bbrapa hal di seitansai kemarin.,.\\ntar gw ceritain,., duuuhhh,. \\xf0\\x9f\\xa4\\xa3\\xf0\\x9f\\xa4\\xa3\\xf0\\x9f\\x98\\x85'"
[179] "USER iya, tdi cacad'"
[180] "USER tahun 2019 Rakyat makan ASPAL dan BETON; ini adalah solusi jitu mengurangi kemiskinan; ; KEAHLIAN CEBONG HANYA 1, TUKANG TIPU !!!; cebong mah gitu, goblok nggak ketulungan. Plonga plongo mengakibatkan optimisme berlebihan; ; #2019GantiPresiden #"
[181] "USER Aku pernah sempat baca ttg Harun Yahya ini yg 'membelot' ke kubu Yahudi dgn Freemasonry nya...kdg suka ga percaya...\""
[182] "Kita Maju Bersama Ulama ; Kita Bergerak Bersama Semua Tokoh Agama untuk Indonesia; #NderekGusMus"
[183] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER"
[184] "#MukidiKepedean ; Pertanyaan mudah ya..; Dijawab yg keras , tapi Saya minta dijawab yg keras , siapa nama Saya ?"
[185] "USER Kemarin di hujat sekarang mengharap dasar para bani kamprey'"
[186] "USER Penjelasan sy bukan FITNAH, silahkan DIBANTAH USER Apollinaris Darmawan Sebut Al-Quran Kitab Sampah"
[187] "Monyet aja koloe dbilang saudra sma elo pasti ogah, hdupmu kok gini amat ya.. Toe Hati apa comberan? USER'"
[188] "Body Lufra/ scrub dg bhn dasar lidah buaya utk mlembabkn kulit & lbh bcahaya info: 087812026394 #BMI'"
[189] "USER Tak punya cacat di masa lalu krn blum bermasa lalu'"
[190] "USER USER jangan2 penganut bumi datar juga? \\xf0\\x9f\\x98\\x9d\\nsoalnya teori bumi bulat kan dari orang asing yg notabane musuh mereka.'"
[191] "Becak Warga Binjai Hendak Disita karena Gunakan Tenda Bertuliskan #2019GantiPresiden, PKS MERADANG; ; Bukti pemerintah panik dan takut?; ;"
[192] "lebih baik jokowi mundur.."
[193] "Munas Alim Ulama PPP di semarang. menghasilkan lima rekomendasi syarat dan kriteria-kriteria bagi Calon Wakil Presiden yang akan mendampingi Bpk Jokowi di 2019 mendatang. #Romahurmuziy"
[194] "USER Luar biasa pencerahan nya.. Saya merasa gagal sebagai anak ekonomi.. Wkwk"
[195] "USER USER USER USER Kafan berasal dari budaya yahudi, kenapa umat Islam mengklaim ?'"
[196] "Oleh rezim skrg atas kendali Negara Cina Komunis yg mjd patron tunggal rezim anti islam ( Jokowi )"
[197] "USER USER itu tanda nya mau pilkada n pilpres"
[198] "Misi4: Membangun masyarakat yang gotong royong toleran dan harmoni selaras nilai budaya Jawa Barat yang luhur #No3JabarAsyik #Asyikm3nang"
[199] "Ketabahan pasangan En Taufiq dan Puan Nurliyana yang wajar dicontohi.. jom kita beri sumbangan untuk meringankan beban pasangan ini... come on twitter do your things! ; ; BSN - 0510541000096745 ; Bank Islam - 05058020145124 ; (Nurliyana bte Abdul Raziff) ;"
[200] "USER Apaansi tai baru gt doang belagunya udah selangit. Ga inget ada karma? Ntar bbrp taun lagi kalo idol lu flop, gua ketawa paling keras.'"
[201] "USER USER celeng kgn gw y'"
[202] "#TerangiNegeri dengan budaya , yuk pada visit ke purwokerto ,mumpung Ada even rakyat.; .; #purwokerto; #extravaganzabanyumas"
[203] "Presiden itu punya dana taktis, dia bisa menggunakan untuk kepentingan rakyatnya di luar program2 pemerintah yang sudah ada. Soal program banyak sekali: ada pembangunan infrastruktur, KIP, KIS, Sertifikat tanah, perhutanan sosial, BBM 1 harga, padat karya,"
[204] "USER Aamiin ya Allah :(((\\nTimnya Kinan aja sampai pelatihan ular karena dia dapat di rawa-rawa. Aku dapatnya di sungai gede gt dan musuhnya buaya wkwkw'"
[205] "USER USER MAJU KAMU NGATAIN MAMA AKU BOLOT'"
[206] "Grombolan Kadal Jidat gosong,mmg bgtu, sukanya ribut tapi klo grombolanya yg salah pura2 Budek..Dasar Grombolan Cingkrang URL"
[207] "USER USER USER Segitu gentarnya dia takut terhadap Kafir...\\xf0\\x9f\\x98\\x81'"
[208] "RT USER USER betul padahal saracen juga siapa sehingga akun yang kritis dianggap saracen kan aneh jokowi"
[209] "USER siapa bego lu bukan tmn gua najis dah kesel sendiri gue'"
[210] "USER USER Kafir kristen selalu buat ulah"
[211] "USER Tau dong, bau baunya udh keciri ini sipit buluq'"
[212] "USER kayak memegang, bukan mucikari'"
[213] "Guru TK Dharma Wanita Persatuan Desa Plumbon Porong Deklarasi anti HOAX ,Ujaran kebencian, issu sarah dan mendukung pilkada damai"
[214] "USER Anjir serem maennya begituan \\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x91\\x8c'"
[215] "USER Kayaknya bisa? Atau cuma bank tertentu? Bilang aja mau jual uang asing/tukar ke rupiah'"
[216] "USER USER USER USER Onta yaman ni\\n\\nsetahun lagi gua deportasi loe'"
[217] "Hati-Hati Berita Pilkada yang Berbau Hoax #madiun #madiuntoday #100thmadiun #KotaKarismatikMadiun #tolakcukaiilegal; Kunjungi juga"
[218] "USER anak cocot ya ini USER'"
[219] "USER \\xf0\\x9f\\x99\\x88\\xf0\\x9f\\x99\\x88\\xf0\\x9f\\x99\\x88\\xf0\\x9f\\x99\\x88\\xf0\\x9f\\x99\\x88\\xf0\\x9f\\x99\\x88\\xf0\\x9f\\x99\\x88udah ketauan HOAX ya Fahri mangkanye klu ambil berite tuyg update jangan dari tong sampah diambil terus di SS taunya berit udah"
[220] "Mantaaap DM dekat sama Banser bang USER"
[221] "ternyata ada lebah yg gak suka bunga, tapi makan bangkai. gw penasaran madu nya kaya gimana \\xf0\\x9f\\xa4\\x94'"
[222] "USER USER Pantas indonesia mundur dalam segala bentuk"
[223] "USER USER USER USER Naahh yg dongo yg bilang hekell hahaha'"
[224] "USER USER USER USER Hahahaha blunder lu cebong... Yg gak ngasih tuh pem. pusat dengan Alasan HAM... kalau rakyat aceh ya mau kali pun.. Cobak kau datangi pemerintah bilang suruh buat hukum islam kaffah di aceh... Klau DPR a"
[225] "BANGSAD GUA DAH NYELEM AMPE BAWAH2 BALIK LGI KE ATAS!1!'"
[226] "Saya tak bisa dipancing-pancing dgn urusan penistaan atau bukan. Saya hanya berbicara pemahaman saya ttg fiksi dan kitab suci."
[227] "USER USER USER USER Cebong kacung itu kt temen gw dungunya sampe ke tulang sum2..jd jgn buang2 energi debat sm mereka..\\xf0\\x9f\\x98\\x82'"
[228] "USER PARTAI KORUPSI SAPI......goblog...'"
[229] "Signal kntl !! Pemeliharaan apalagi ini ? Niat gak sih ? Login twitter doank susah amat, gmn mau open redtube ? Cetan !! USER'"
[230] "USER USER Matane aku moh aku kafir wkwkwk'"
[231] "USER Jadi inget fesbuk anjir lupa aku'"
[232] "USER kalo aing sih bakal bilang \"hilih kntl\"'"
[233] "Nikita Mirzani udah pake hijab, yg masih ngomong cebang cebong udah pernah fantasiin doi belom? Uh ah!! #cokoRers'"
[234] "USER Tatapannya dialihkan ke arah lain, enggan menatap pria mencurigakan itu. Lagipula, siapa yang pertama kali membuat gaduh suasana? Jika Angie tidak menemukan ada seorang pria asing yang tidur di sofanya, kejadian seperti ini tidak akan terjadi."
[235] "Lahir dan berkembangnya gerakan komunis di Indonesia tidak dapat dipisahkan dari sebuah organisasi yg bernama ISDV'"
[236] "Shaheizy Sam wajah baharu Calpis"
[237] "\"Ya, terserah lo aja.\" Balasnya kembali fokus kepada kerjaan kita.; ; Kami mengerjakan tugas project Seni Budaya hanya dalam 2 hari, setelahnya langsung dikumpul dan dipresentasikan. Bersyukur nilainya memuaskan.; ; Setelah kejadian project itu kami makin"
[238] "Ga bakalan bro"
[239] "KELAKUAN bodoh USER masuk KATEGORI perbuatan TIDAK MENYENANGKAN\\n\\nKelakuan sontoloyo USER sangat MENGANGGU persatuan BANGSA\\n\\nKelakuan NAIF USER secara TIDAK LANGSUNG sbg bentuk INTIMIDASI thd ULAMA\\n\\nKelakuan USER"
[240] "Monyet Turun ke Pemukiman Warga Cibadak Sukabumi - URL"
[241] "USER Kotor ga masalah yang penting bahagia warganya, cebong mana ngerti'"
[242] "mau giveaway taplak meja tapi nanti yang menang cuma therichchenle'"
[243] "RT USER: Sudah kebuka satu demi satu kebusukab kubu anies sandi yg menang dengan tanpa berkah URL dan Prabowo berusaha cuci tangan"
[244] "USER USER WKWKWKWK BODO BANG'"
[245] "USER USER Bikan Kaya Orang Bego,Bro ?Tapi...Memang,B..EGO.'"
[246] "KLHK Upayakan Pemerataan Ekonomi Melalui TORA di Kawasan Hutan dan Perhutanan Sosial - Tribun Medan"
[247] "USER Pak USER Mahfud MD sudah berpaling dari Allah SWT Pemberang, demi bangsa ajak semua Buang Islam"
[248] "USER USER Orang2 bego kebanyakan minum & makan kotoran onta ...otak nya somplak'"
[249] "Apa yang terkuak semuanya sudah jelas sejak awal memang itu strategi kampanye kami di tim pemenangan anies sandi URL"
[250] "\"Warga Baduy setelah selesai memperingati tradisi Seba di Pendopo Pemkab Lebak akan dilanjutkan kembali bertemu dengan Gubernur Banten Wahidin Halim hari ini, Sabtu (21/4) #SebaBaduy2018\""
[251] "Lembaga2 anti-korupsi masa lalu bubar krn sentuh kekuasaan. Giliran KPK kenapa PDIP partai politik penguasa yg plg ngotot ingin bubarkan KPK?"
[252] "USER USER USER Justru mas klo mnyudutkan salah satu agama trtentu malah bahaya,itulah pak rocky ini cerdik. Dia bisa nyusun kalimat yg tepat &pantas dgunakan,Inti dari ini dia mau kasih tau pngertian fiksi sbenarnya,ayolah mas nya i"
[253] "Para Pendukung Capres gagal Move On salalu sibuk Urus Aseng bawa kabur uang Rp 35 T. Tapi ngak sadar kenapa Aseng bisa kabur bawa uang sebanyak itu tanpa didukung Pribumi ASU. Mustahil Aseng bisa. Pribumi hanya diam kalau disogok. Mental kacung emang. URL"
[254] "RT USER: USER USER Lo rabun apa budek?\\nGue nulis gak ngomong!!\\n\\xf0\\x9f\\x98\\x81\\xf0\\x9f\\x98\\x80'"
[255] "Bismillah nahan sepo yang terkutuk'"
[256] "USER Brahahahaaa, Cebong nya NgAhok ! \\xf0\\x9f\\xa4\\xa3\\xf0\\x9f\\xa4\\xa3 USER ((( cebong blm cebok ))) \\xf0\\x9f\\x98\\x85 USER'"
[257] "Apdet status bikin tugas2 kelar gak ya? Kok jancuk sekali, mbut!'"
[258] "USER Pak USER walaupun Anda Muslim, sebagai pejabat negara, Anda harus bertindak demi bangsa & negara"
[259] "12. Ikan yg sudah sembuh dari sakitnya dan yg masih terselamatan (bagus, laik jual) harus dipisah atau diseleksi dari ikan yg cacat permanen untuk pemeliharaan lebih lanjut. \\n\\n#kesehatanikan\\ncc: USER USER USER'"
[260] "ARTINYA APA ? Pribumi sadari & lihat siapa mereka ? KECUALI KALIAN sama-sama CINA KOMUNIS / MISIONARIS abaikan tweet ini usir cina Indonesia"
[261] "Presiden yang anda tuduh Rezim anti Islam sudah banyak berbuat untuk Negeri ini sudah bnyak berbuat untuk umat... URL"
[262] "USER USER Manusia bangsad -.-'"
[263] "RT USER Tpi ingat ya. Jangan sampe Cina mengenalkan wisata Haram jga ke indonesia hahaha"
[264] "RT USER Nanya di mana Prabowo dan PKS saja Bib kan asoy tuh dianggap antek Prabowo dan antek PKS. Hidupmu pasti lebih dramatis"
[265] "Persahabatan Salah-Lovren ini jadi bukti bahwa beda suku, agama, ras, bukanlah halangan dlm membina hubungan dgn sesama umat manusia.; ; Perbedaan justru menjadi warna tersendiri dlm menjalin pertemanan. Terima kasih, Lovren-Salah! �?��? #Favourites #BFF #Bro"
[266] "USER USER USER Sama aja lh lae,meskipun sdh turun menurun tp ideologi pki sllu melekat di jiwa mreka.'"
[267] "RT USER: USER Saya juga sebel kalo ada yg ngeroko sambil naik motor, yakan kadang engap kalo ditutup terus apalagi macet\\xe2\\x80\\xa6'"
[268] "USER USER Udah minta maaf kunyuk USER bro.\\n\\nEnak bgt rasan mereka....sebar hoax, minta maaf....sebar hoax lagi, minta maaf lagi.\\n\\nMesti d sapu dulu USER biar jera nih orang.... URL"
[269] "Hello warga Jakarta, Wakil Kepala DPMPTSP Provinsi DKI Jakarta, Bapak Denny Wahyu Haryanto mewakili Wakil Gubernur Provinsi DKI Jakarta membuka acara \"2018 Junior Chamber International (JCI) Indonesia National Event\" #setiamelayanijakarta"
[270] "2. Selain perkuat jaringan, Gubernur USER juga menekankan perlunya menguasai state of the art knowledge serta bahasa selama merantau di luar Indonesia USER"
[271] "Pandangan TGB terhadap Agama dan Politik"
[272] "RT USER: Provider brengsek'"
[273] "Susilo Bambang Yudhoyono Presiden RI ke 6 meminta Khofifah Emil untuk dekat dengan masyarakat . No 1 Bisa ! #BaGusS"
[274] "USER USER USER Yang dungu itu orang yang mau ganti presiden!!! Tp g tau siapa!!! Mikiiiir!!!!'"
[275] "RT USER: Bokep cewek bispak bandung ngentot Croot Di Dalam \\xf0\\x9f\\x98\\x80\\n\\nDownload Full : URL URL"
[276] "USER kampret complain rag ditanggepi fuck'"
[277] "Kamu kok kaya jablay GTA maunya dijemput pake mobil'"
[278] "Lihat memek tante'"
[279] "Sementara itu USER kerjanya musuhi dakwah Islam & bubarkan HTI..! Rakyat jg berhak lengserkan jokowok tukang pencitraan!!"
[280] "USER USER USER USER hah, katanya saling melengkapi. orang buktinya kamu juga goblok. gimana si?'"
[281] "\\xe2\\x80\\x9cTidak!\\xe2\\x80\\x9d kata salah seorang Khalifah Rasyidin itu, \\xe2\\x80\\x9ckami dahulu memerangi orang kafir bersama mereka\\xe2\\x80\\x9d. \\xe2\\x80\\x9cKalau begitu, mereka orang-orang munafik\\xe2\\x80\\x9d. \\xe2\\x80\\x9cTidak juga. Sebab, orang muna"
[282] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER dia doyan nete un jadi maklumin'"
[283] "USER nek ndelok match terkhir celsi sih kudune menang mudah emyu... Tapi yo embuh sih celsi kacrut ki raiso diprediksi \\xf0\\x9f\\x98\\x82'"
[284] "USER Yakali Pak TNI suruh urusin sampah plastik... \\xf0\\x9f\\x98\\x91'"
[285] "USER USER Itulah yg di khawatirkan dari manuver politik dan kebijakan yg dilakukan oleh rezim ini, semoga hal tersebut tidak akan pernah terjadi di NKRI tercinta, Aamiin..'"
[286] "Permadi Arya melaporkan Rocky Gerung ke polisi? Serius tuh? ; ; \"Kitab suci itu fiksi,\" kata Rocky.; ; Pernyataan itu salah? Anda merasa terhina? Wait. Bukankah biasa penganut agama A menganggap kitab suci..."
[287] "USER bajingan tengik memang'"
[288] "Kok bs pake buruh Cina? Kan rakyat sendiri bnyak pngangguran.Dasar rejim kodok!"
[289] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER @"
[290] "rp haneul pada cute padahal rlnya perek.yang on retweet'"
[291] "USER USER USER USER USER USER USER USER USER USER USER USER Bilangnya anti asing, aseng...nda taunya.... Wkwkwkwkwk'"
[292] "USER Di suriah sekolah radikal dan rakit bom..plg ke indonesia jadi tempat pkl...ya di amankan'"
[293] "RT USER: Karena kadang hidup emang kayak tai. Malah kadang yang berak orang lain tapi elo yang harus beresin tainya, tangan lo y\\xe2\\x80\\xa6'"
[294] "USER Ih banci selotipan \\xf0\\x9f\\x98\\x82'"
[295] "RT USER USER USER USER USER USER USER Haha kalah ni yee org jahat pasti kalah"
[296] "#GubernurZamanNow #GusIpulPuti2 #GanjarYasin1 #DjarotSihar2 #HasanAnton2 #KosterAce1 #NurdinSudirman3 #KarolinGidot2 RT USER: \"Keanekaragaman budaya, suku, agama, itulah sesungguhnya kekayaan kita,�?? tutur Djarot di hadapan peserta Rakercabsu�?�"
[297] "RT USER: USER Yg cinta orba pasti meng idola kan prabowo & hary tanoe :D"
[298] "Nantang buka Dadalah, eh nyebut Setanlah emang sudah pada habis Kamus ngelawan \"Kenegarawanan Pak Joko Widodo Presiden RI ke 7, pada makin Stresssssss nie hati2 kena Stoke atau Serangan Jantung nanti Rakyat Indonesia kehilangan Badut2 Politik\" MERDEKA."
[299] "USER USER USER USER \"BELAH\" duren yaaaa.\\nGak dungu,ya gak cebong.\\xf0\\x9f\\x98\\x80\\xf0\\x9f\\x98\\x86\\nMaaf ya.'"
[300] "2,Orang-orang (Yahudi dan Nasrani) yang telah Kami beri Al Kitab (Taurat dan Injil) mengenal Muhammad'"
[301] "Bubarkan HTI & FPI. URL"
[302] "Ahok memang verbalnya keras. Pelampiasan dan pelarian karena kelelakiannya lunak."
[303] "USER Sekedar share juga temen2 kantor aku kalo ada pelanggan yg bercadar langsung bilang awas ada bom.. Aku hanya menghela nafas.. \\xf0\\x9f\\x98\\xaf'"
[304] "RT USER: Pantat mn nh pngen nusuk dan ditusuk\\n\\xf0\\x9f\\x91\\x89Open BO WA 08157686707\\n #gaybrondong #massageboy #gayjakarta #gayjogja #gaytangger\\xe2\\x80\\xa6'"
[305] "USER yg diancam untuk dibunuh itu presiden republik Indonesia mas, trus mesti lapor dulu? apakah penegak hukum gak bisa bertindak jika ada ancaman pembunuhan kepada kepala negaranya?'"
[306] "USER kayak orang nyosor mau minta nete ):'"
[307] "USER Ngewe bae'"
[308] "USER Jebur bloon bukan cebur'"
[309] "PKS ultah di Balai Kota, RR ngomong nyapres di Balai Kota. Ganti aja namanya jd �??Balai Politik�??. �?��"
[310] "pak USER perlu melanjutkan rencana USER untuk menyeret USER ke pengadilan HAM PBB ! URL"
[311] "USER Kebijakan pengembalian barang kpd konsumen yg dilakukan apabila barang tersebut rusak, cacat produksi atau konsumen merasa kurang puas dgn produk tersebut terhitung selama 7 hari dari tanggal pembelian.\\n#HauzMiniQuiz #HauzID\\nYuk ikutan\\nUSER"
[312] "Kisah hidup Muhammad yang lebih lengkap dapat didownload di sini"
[313] "Penjajahan di atas bumi indonesia harus di hapus kan. Penjajahan ekonomi, budaya, hasil bumi oleh cina harus kita basmi. Demi NKRI. Usir..."
[314] "USER USER USER USER USER USER we ada pipis onta tercecer di mari pantes bau pesing'"
[315] "USER USER Kalo kejadian disini, mungkin juga kalian yg triak paling lantang \"pmrth pro aseng\" duluan pas ditawari bantuan asing. Bikin posko ini itu yg intinya malah ngomporin keluarga korban sue pmrth. Bilang 15 hari kelamaan, harusnya 3"
[316] "USER USER Mari berjuang....sampai #Jokowi dilanti kembali di thn 2019.\\nJangan gentar !\\nJangan takut !\\nWalau mata benang di leher, walau ujung tombak di porut !!\\n\\nTidak akan surut langkah kita,\\nTidak akan bisu suara kita,\\nTidak akan"
[317] "RT USER: USER USER USER USER USER USER kaya monyet'"
[318] "Survei di Metro TV Jokowi menang dari Presiden Baru; Etapi cara ngitungnya gimana ya 45% bisa ngalahin 46%; Jangan2 salah judul maksudnya Jokowi Masih Menangis; ; Sumber : Zie Bajrie"
[319] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER"
[320] "Cuba la tgk anime ni, Karakai Jozu No Takagi-san, kalau rasa nak feeling feeling cinta monyet zaman sekolah..memang throwback habes..9/10 URL"
[321] "Serunya Pesta Budaya Erau di Kutai Kartanegara!"
[322] "RT USER: ad yang mau contactnya? Retweet sekarang ya.....\\nBanyak banget kenalan tante jilboob sange..\\nIni Namanya Tante dea... O\\xe2\\x80\\xa6'"
[323] "Debat Publik bukan ajang pembuktian siapa pintar atau sebaliknya, juga bukan ruang akademik untuk pamer siapa paling ciamik. Setiap orang punya kekuatan dan kelemahan, bukan hanya soal dirinya, itu egosentris namanya. Ini lebih pada soal kekuatan menahan l"
[324] "Duduki Istana Negara !! Sekalian Lengserkan Jokowi Salam2Tahun USER"
[325] "RT USER Wah hebatnya pak USER.... Yg lg sibuk pencitraan... USER.. USER.. USER ..USER.... BACA NIH"
[326] "USER bagi anda mungkin gk apa2, tapi bagi kami Muslim ini sangat menghinakan kami. Iblis betina itu sdh menista syariat kami'"
[327] "RT USER baby kafir budha teroris myanmar"
[328] "Indonesia Blom Merdeka Indonesia Masih Dijajah Oleh Orang Cina !!! TakbirAllauakbar URL"
[329] "memang benar kata pengamat politik Hantayudha ...kalau paslon no.2 ini tidak ada \" khanZ\" nya di Jateng .; ; #JatengGayeng ; #2019TetapJokowi"
[330] "RT USER USER jongos penista agama ahok sok sok ngong SARA.majikan nya penebar SARA astagfirllah. Tobat"
[331] "USER USER USER USER Boleh saya follow bli juga? Saya katolik dan ikut akun prof USER utk menambah wawasan berbangsa...terima kasih'"
[332] "USER Kapan tuh si BEJAT CABUL USER balik ? Pengecut si Onta itu ye...'"
[333] "Menurut Wibisono, pencitraan Jokowi telah disebarkan up media massa pro asing, sehingga terkesan Jokowi berhasil."
[334] "RT USER: USER USER adian gaya lu kaya beruk. Gini klo supir tembak metromini masuk dpr.\\nKampungan lu.'"
[335] "USER USER.. Km terlalu mainstream mengaartikan \"pintar\". Pintar itu relatif tergantung mo dibawa kemana pengertiannya. Spt anda pintar meng-undeeestimate-kan org. Gw pinter komen ajah. Rejim now pinter mangkrakin janji2 doang. So...making"
[336] "USER Kan emang gw dongo'"
[337] "USER USER ih masak di samain smaa sampah \\xf0\\x9f\\x98\\xa3\\xf0\\x9f\\x98\\xa3\\xf0\\x9f\\x98\\xa3'"
[338] "USER USER USER USER Gw terpukaukaukau #2019GantiPresiden"
[339] "Aspirasi Ibu Lina dari Sumedang kepada Calon Gubernur Jabar: \"Berantas Pelakor yang sdh meresahkan kehidupan warga desa\". :)"
[340] "USER USER USER USER USER Yaaelah chat aja loe urusin,, noh yg dah keliatan mesum anggotaDPR pd mingkem,, yg nyata selingkuh 7th kalian pura2 budek,,, #bong200 gk nyampe otaknya...'"
[341] "USER Tu yang saya katakan sejak dulu lagi kita tak takut dgn cina atau parti Dap tapi kita bimbang fahaman yang dibawa oleh mereka....'"
[342] "\"Cermin pun pecah saat dirinya berkaca\"; ;"
[343] "USER Lansung tag partainya...\\nGa berani ya, berarti kau BANCI....'"
[344] "Awwww comel nya asing kan ikut warna'"
[345] "Islam menjadikan manusia yang idealis namun tetap realistis. Mempersiapkan kehidupan masa kini, namun tak lupa masa depan. Diajak bekerja keras, dan diajak pula beristirahat."
[346] "USER KRISTUS ANJING ASU JIAMPUT KEPARAT PICEK TELEK PEJUH SIWUK KOTANG SIWUK IDIOT KEPARAT PICEK TELEK PEJUH SIWUK KOTANG SIWUK IDIOT KEPARAT PICEK TELEK PEJUH SIWUK KOTANG SIWUK IDIOT KEPARAT PICEK TELEK PEJUH SIWUK KOTANG SIWUK IDIOT KEPARAT PICEK TELEK PEJUH SIWUK K"
[347] "USER Agama katholik ngak ada yg menyebut khatolik nusantara, agama kristen protestan ngak ada yg menyebut kristen protestan nusantara, agama hindu ngak ada yg menyebut hindu nusantara, agama budha ngak ada yg menyebut budha nusantara, ...lha kok ini"
[348] "3. Karena berbasis teknologi digital, Presiden juga minta sistem betul-betul jalan, dan langsung bisa digunakan dan ramah bagi pengguna. #ratas"
[349] "USER USER Ahhh itu kan perasaanmu saja utk menghibur diri.. mana ada cebong tdk bahagia.. presiden cebong punya... tol cebong punya... lha elo? Punya cuma germo \\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82'"
[350] "Kami lebih resah anda jd presiden!!!! hidup anda penuh drama dan pencitraan, main FTV aja joko judulnya URL"
[351] "Agama: Kristen\\nGolongan Darah: B\\nAsal : San Fernando Valley'"
[352] "Budha bunuh muslim di myanmar"
[353] "USER jahudi bangke minta sama jerman sana tempat ibadah'"
[354] "PapaMintaKetuaFraksi rakyat mau nya setya novanto keluar dari dpr bukan di pecat dari ketua dpr percuma saya di pecat dan masih ada di dpr"
[355] "USER USER USER USER Cina'"
[356] "USER Hoax...; Kodok...; Biawak....; meroket...; sekop...; Bangsat...; Karbitan...; Munafik...; ; #2019GantiPresiden; #2019PresidenBaru; ; #2019TenggelamkanJokowiKesungaiSiak"
[357] "Itu yg pada ribut komunis blabla mungkin emoh baca. Yg baca pun kalo punya niat agitasi nyerang pemerintah pake ini cari simpatisan"
[358] "10.Presiden Jokowi berharap skema kerja sama ini juga dapat dilakukan di dalam pembangunan-pembangunan lainnya.�?��?��?�"
[359] "pemilu langsung biar bwt milih presiden n dpr sj; capres pun biar tdk kyk kucing dlm karung, ; mgkn bisa bikin mekanisme baru yg lebih ok,; misal capres ditentukan dari gubernur yg berprestasi, jd yg boleh maju jd capres hanya yg sdh jd gubernur,"
[360] "USER Gak vital gimana?udah dari kapan inter gak punya bek kanan yg bisa jd pembeda, terakhir itu ya era maicon, D'ambrosio juga baru2 setelah kedatangan cancelo bagusnya...\\nHmmmm,,,berarti kesimpulannya yg geblek ausilio ini... \\xf0\\x9f\\x98\\x81\\xf0"
[361] "USER Namanya jg agama munafik...'"
[362] "43. Contoh lain: meski banyak tudingan dugaan korupsi tapi SBY tdk pernah dorong kejaksaan usut. Apalagi himbau KPK usut dugaan korupsi Jokowi"
[363] "Saya mencium bau bau pecun URL"
[364] "Berhenti jadi konsumen wisata Haji & Umoh yg menipu, jadilah podusen wisata jiarah Indonesia"
[365] "Pemburu Nazi Simon Wiesenthal memegang foto-foto yang menggambarkan mantan kepala Gestapo Walter Rauff dan sebuah van kamar gas bergerak yang dibuatnya untuk mengeksekusi orang-orang Yahudi.'"
[366] "RT USER USER Yg ada, cacimaki penista agama tapi ternyata ketauan poligami ngumpet2. Apa mau digituin? Saya sih ogah."
[367] "USER Bubarin nkri harga mati"
[368] "USER Ingat baik-baik kata si royson, \"jokowi kacung gua..!\"\\n\\nItulah mungkin alasan fundamentalnya kenapa rezim ini justru seperti sengaja masuk ke dalam \"Debt Trap\" KOMUNIS CINA!\\n\\nSo, menjadi wajib untuk #2019GantiPresiden!'"
[369] "USER USER WKWKWKWK MAMPUS. aku mau pepet ujin ah'"
[370] "Gubernur jaman now ya anti hoax bukan nyebar isu yang tidak pasti #GanjarYasinMenang #GanjarYasin1 #KamiGanjarYasin"
[371] "Azan di TV manggil2 Allah SWT dungu & biadab harus dihentikan dan acara catut nama Tuhan tidak boleh dilanjutkan"
[372] "USER USER USER USER Semua itu terdapat pada kelakuan bani CEBONG....'"
[373] "Aku dah la baju macam yahudi betopi siap. 4 bas tu geng semua jubah putih kopiah minyak atar bejanggut dahi belekuk bak ahli syurga siap. Ni betol2 out of place. Mohon ak tak direjam'"
[374] "USER Gua ge akan marah. Cuma auto blacklist dari kehidupan gue.\\n\\nSampah apa gunanya kalo ga didaur ulang?'"
[375] "USER USER Anjir apa rasanyaa bekas silit mah'"
[376] "USER USER Cebong makin kepanasan jadi makin ngawur. \\xf0\\x9f\\x98\\x95\\xf0\\x9f\\x98\\x95'"
[377] "amin smoga kalian bertiga bisa jd menampilkan yang terbaik dan menyumbangan medali buat sumsel"
[378] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER"
[379] "#GubernurZamanNow #GusIpulPuti2 #GanjarYasin1 #DjarotSihar2 #HasanAnton2 #KosterAce1 #NurdinSudirman3 #KarolinGidot2 RT USER: \"Keanekaragaman budaya, suku, agama, itulah sesungguhnya kekayaan kita,�?? tutur Djarot di hadapan peserta Rakercabsu�?�"
[380] "Sudah jangan terlalu banyak membingkai bangkai, cukup menjadikannya pelajaran saja, agar hidup kita semakin baik pada masa yang akan datang.'"
[381] "USER edan aq yang masi newbie menangis saja liatnya yampun kartu R w aja masi dikit bat'"
[382] "Nah..klo PKI alias Partai Korupsi Indonesia perlu diganyang juga ga?"
[383] "perempuan kaya lo mending mati aja deh, jelek aja, gausa sok jadi make up artist!"
[384] "dijual lagi gua kaya jablay'"
[385] "USER USER Yang bijak cuma petugas dan jajaran krl doang, para penumpang cuma followers doang \\xe2\\x98\\xb9\\xef\\xb8\\x8f nyuruh orng utk mengerti, sendirinya ga mau mengerti kebutuhan banyak orng. Kan bangke..'"
[386] "USER kyknya itu titit nya di sambung, trus pake accessoris jg'"
[387] "USER Mata w pas kecil sipit tp skrg malah engga. Aneh pisan'"
[388] "Ko ingt aku buat banci ke gigih nk kira URL"
[389] "MEWASPADAI CINA KOMUNIS YANG ADA DI INDONESIA!"
[390] "USER Banci kampungan HEEEE!!!'"
[391] "USER Gembel ganteng ga perlu dikasihani karena byk yg mencintainya. Asik asik jos'"
[392] "dekalarasi pilkada 2018 aman dan anti hoax Toga jemirahan jabon"
[393] "Setiausaha Agung Pas Datuk Takiyuddin Hassan sahkan ada pihak cuba pinda perlembagaan parti ini seperti yang dikatakan Presiden parti sebelum ini."
[394] "USER USER EMANGNYA AKU NAJIS'"
[395] "USER USER USER USER USER USER USER USER USER Sastra e karl mark. PENTOLAN komunis rusia.'"
[396] "USER Otak mereka kayaknya bener bener di bool deh mess, trus tiap harinua makan silit jadinya gtu'"
[397] "USER USER Ganti rezim kacung lah.. Cebong mah gitu kalo ditanya'"
[398] "cina, apa hak lu melarang?"
[399] "Anda hebat bicara cinta masih pegang Quran sbagai pegangan hidup, Quran tak bicara cinta tapi perang, bunuh, penggal"
[400] "USER Kelamaan jomblo nanti jablay :('"
[401] "Perjaka kq di jual... \\nSok sok an mau booking.. Tante idiot njir..'"
[402] "USER Rev 1: jgn pilih ulama yg DEKAT DG KAFIR dan MUNAFIK'"
[403] "Buat ngejaga kebersihan lingkungan tuh orang2 belum pada melek sama kewajibannya. Asal buang sampah dan ngomong = kan ada petugas kebersihannya'"
[404] "Sejuk gila dlm ofis, kulit buaya ke apa'"
[405] "USER Ooo camtu.. Biasalah kena seimbang.. Ada baik ada nakal, ada kucing ada anjing, ada abang ada lain-lain, ada darkside ada brightside.. Tak chill dan tak sosial la kalai takde pelengkap.. Kahkahkah.. K bang selamat maju jaya.. Dah terjawab persoalan saya.. Terima kasih..'"
[406] "Segala permasalahan saat ini hanya ada satu solusi #2019GantiPresiden ; Jika pun tdk berdampak signifikan,sekurang?nya kita telah mengobati dan mencegah penyakit ini bertambah parah."
[407] "USER Gampang kak, u buka hp, buka browser, ketik \"budaya palembang\"; ; Silahkan menikmati pembelajaran denngan gratis:)))"
[408] "USER USER Segerombolan onta yg ngaku membela umat tapi itu semata2 demi kepentinga politik praktis.TGB jauh lebih demokratis dia mementingkan umat yg berpikiran modern.salut untukmu TGB'"
[409] "USER Culun mending kampung jes'"
[410] "RT USER: Goyangan jilboob mantap bener nih hyper kontol doi. \\n\\nTadi sambil squirt loh... \\xf0\\x9f\\x98\\x8d\\xf0\\x9f\\x98\\x8d\\xf0\\x9f\\x98\\x8d\\n\\nYang belum nonton live nya.. Besok doi\\xe2\\x80\\xa6'"
[411] "islam di indonesia itu adalah islam nusantara, islam yang sudah di modifikasi sedemikian rupa supaya masuk dengan budaya indonesia yang beragam, islam nusantara adalah islam yang toleran."
[412] "Presiden Aspek Indonesia Mbak USER :; Kami tidak Anti Investasi Asing; Tapi , apabila berubah jadi Invasi Asing, sudah kewajiban KITA sebagai Warga Negara utk melawannya"
[413] "�?�Pkl 09.15 wib ; Kanit Binmas Ipda Mt. Hutasoit melaks Sambang dan menyampaikan pesan2 kamtibmas ttg pilgub dan pilkada 2018 kpd Karyawan BRI Ranting Muara DAMENRA SIHITE dkk di Desa Hutanagodang Kec. Muara Kab. Tap. Utara."
[414] "USER Kalimantan sdh biasa matlam gini, batu bara nya di keruk, listriknya megap2..."
[415] "�??fardu kifayah�?? atau berhukum wajib dalam ajaran Islam. Pada pilpres mendatang, harus ada utusan dari kalangan santri yang disokong ulama untuk maju memimpin negeri.;"
[416] "USER Hah? Wah bangke emang nih truk'"
[417] "Nahdliyin Minta Setop Penghinaan Terhadap Maruf Amin"
[418] "USER Cebong, kampret, dan onta juga ngak bersinggungan dengan laut'"
[419] "USER Risa baru saja pulang dari pelatihan khususnya ketika iris hazel miliknya menangkap siluet seorang gadis. Gadis yang sangat asing.\\n\\nBelum pernah Risa temui gadis ini sebelumnya di radio tempatnya tinggal dan bekerja ini. Maka dari itu R"
[420] "USER USER USER Hahahaha orang gila ngomong cak..??\\nMakanya jangan terlalu banyak micin biar otak loe encer cong...\\nNgomong ae ngawur muslim kamu itu muslim silit tau...babi.'"
[421] "USER USER USER USER USER USER USER USER USER USER USER Coba ngaca n introspeksi,apakah keluarga anda yg gak pake hijab komunis jga?,otak dipakai jgn cmn jd property or pa"
[422] "muhammadiyahinggris jalin kerjasama pengendalian ekstrimisme"
[423] "USER Kalo neraka terkena bom , maka surga akan selalu ada untuk semua org dimuka bumi ini termasuk goku.'"
[424] "BOT mau nanya. 'ich liebe dich' artinya apa? Yg jawab ntar BOT kasih aipet yg barusan nyemplung di jamban kuda (\\xe2\\x80\\xa2\\xcc\\xaf\\xcd\\xa1_\\xe2\\x80\\xa2\\xcc\\xaf\\xcd\\xa1 )\""
[425] "COPOT Darmin Nasution Menko Perekonomian BODOH yang turunkan daya beli sejak menjabat USER USER"
[426] "RT USER: Bodo amat anjir bodo ngakak gua ngakak astagfirullah humor bet URL"
[427] "USER USER Matamu picek, cukk..\\nOra delok prestasli pak jokowi..\\n\\nGuoblokkk..!!\\nTolol....!!'"
[428] "Berhasil Penjarakan Ahok, Alumni 212 Pendukung Rizieq Akan Lengserkan Jokowi Usai Lebaran"
[429] "USER Coba dedengkot JIN terus terang ke para ulama Saudi atau rilis ke publik tentang akidah JIN. Contoh, JIN tidak anggap kafir pemeluk Kristen, Hindu, Budha, dll; semua punya peluang masuk surga. \\nAku yakin akan keluar fatwa dari Saudi: JIN adal"
[430] "USER Atau seperti hujan lebat dari langit, bersama dengan gelap-gelita, dan guruh serta kilat; mereka menyumbat jarinya ke dalam telinga masing-masing dari mendengar suara petir, kerana mereka takut mati. (Masakan mereka boleh terlepas) sedang Allah me"
[431] "Cerdas dan konseptual"
[432] "USER \"Namaku Baek Yoon\\xe2\\x80\\x94gi ...\"\\n\\nUcapan terputus seiring dia mengerjap mata yang terasa mengantuk sedikit demi sedikit. Gigit bibirnya ragu karena dia ingin menggapai gelas sekali lagi untuk meminum sebagaimana wine yang ditinggal di m"
[433] "Bismillah, Melayu Raya, Tanah Melayu macam-macam nama kita pernah dengar. Tapi pernah tak kita kaji, besar mana jajahan Tanah Melayu dulu? Dalam thread ini saya akan kupaskan serba sedikit tentang bani jawi.'"
[434] "Bila nak kawin ni kena simpan duit,ilmu agama kena cukup, semua benda kena cukup la senang cerita"
[435] "// Aduh lucu banget adek kelas gue pas SMA laporan katanya \"bang hari ini kita field trip ke Taman Safari, heran dah (nyebut 1 nama temennya dia) mau arisan ama keluarganya aja bawa 1 sekolahan.\"\\n\\nTai, arisan.'"
[436] "USER Gimana mainnya asw'"
[437] "Inilah kehebatan dan kearifan suku Baduy. Hutan tetap terjaga, budaya menjadi nafas kehidupan. Mereka hidup dgn menjaga keseimbangan alam."
[438] "Yailaah giliran gini aja pada rame yg ngebela\\nDulu pas idol mati, cuma sedih doang malah diserbu gila2an\\nYang sarap siapa ya maap?'"
[439] "USER USER Bersabar, berdoa, usaha, ikhtiar... Mudah-mudahan bentar lagi #2019GantiPresiden gak pake contekan, gak pake planga-plongo... ?"
[440] "USER USER USER Umat islam siapa yg ente mksd??\\nFPI? HTI? Mrk bkn muslim. Tp penista islam. Bajingan mrk itu. Muslim tdk mgkn berbuat onar. Pengecut lari dr tgg jwb stlh mesum.\\nApa2 islam, apa2 islam. Giliran mesum apa itu islam? Berbuat onar itu islam?"
[441] "Warga Semarang Prihatin Kontroversi Puisi Gus Mus"
[442] "Celeng nya bang acon susah bgt dah \\xf0\\x9f\\x98\\xa"
[443] "USER tapi kenapa kamu malah cari musuh! dasar peranakan cebong kampret!'"
[444] "USER Setuju, DPR, menteri, dan seluruh pejabat negara wajib dipotong 50% termasuk presiden.\\nTiap PNS dipotong jg.\\nPegawai swasta tidak dipotong.'"
[445] "Cie ni akun berhasil membodohi kaum 212, yg bikin kaum-kaumnya sendiri biar dikata Jokowi ANTI ISLAM, wkwkwk :)"
[446] "USER USER USER Yang juara ngibul kan junjungan kalian wahai bani kampret 212'"
[447] "USER Aku ga ada keturunan cina tapi aku sipit?'"
[448] "USER Tanya amin rais.. Dulu dia yg bikin kacau dan nyuruh reformasi. Pilkada salah satu hasilnya."
[449] "Fahri Hamzah: Kalau Saya Jadi Presiden KPK Akan Saya Bubarkan URL"
[450] "Dia takut banci tapi :( USER URL"
[451] "LINMAS WILAYAH TAWANGSARI, BULU & WERU TERIMA PEMBEKALAN PAM PILKADA SERENTAK"
[452] "USER KENAPA BOLOT'"
[453] "Doi tuh native speaker ya.\\n\\nMother language-nya english.\\n\\nKomen dijaga dong bangsad'"
[454] "Kita-kita biasa aja dengan pernyataan yang ada. Ga ngerasa bangke.'"
[455] "USER Mungkin mrk slh tulis atau slh sebut aja Bu ... \\nMkst nya mungkin CEBONG MUDA KAMPUNGAN , \\xf0\\x9f\\x98\\x81\\xf0\\x9f\\x98\\x81\\xf0\\x9f\\x98\\x81'"
[456] "Uname absurd bahkan first impression gak akan bikin enak imaginenya, dan gak ganteng typing pas dicoba eue di dm enak banget. Berharap di dm lagi ternyata enggak sama sekali:\")'"
[457] "USER USER Admin.. Bukan presiden.. Tapi pm"
[458] "RT USER: Stw singaraja suka kontol URL"
[459] "USER USER USER kafir haram jadi pemimpin nyet'"
[460] "Shio baekhyun itu Monyet'"
[461] "Ceruk pasar itu pasar yg lbh kecil, tp satu pasar itu pst butuh ke kita. Cth: Asuransi pensiunan tentara di US tuh. Ga semua org pensiunan tentara, tp sekalinya pensiunan tentara, pst ke asuransi tsb. Atau alat kebutuhan org cacat. Ga semua org cacat, ta"
[462] "USER USER USER USER Emang perlu pak kyai staquf nyebut suku ras biar mudah dipahami nalar ente yg bahlul, ane tanya ente soal arab yg mana yg ente sembah aja gk bisa jawab, ane sodorin arab bani saud yg pro israel eh ente pura2"
[463] "USER Pernah ngelakuin dosa apa ya anis dan sandi sampe di bully dan di rendahkan terus2an. Padahal masih bnyk orng yg jahat dan licik yg sebenarny lebih pantas di bully dan rendahkan. Dunia memang kejam kawan. \\xf0\\x9f\\x98\\xa7'"
[464] "USER om kalo memang om belajar agama budha atau hindu yg bener seharusnya ga bgini. Coba belajar yg bener ya sebelum buka mulut"
[465] "USER Ikut pengalaman yg tak seberapa kerja part time dengan cina lebih best dari kerja dengan melayu. Haha.'"
[466] "USER aku gakuat karna jijik makanya ku cepetin \\xf0\\x9f\\x98\\x8c berasa kita yg dikejar2 yaaa sampe mau napas aja jadi sungkan wkwkwk'"
[467] "RT USER Bubarkan DPR BUBARKAN.. SAVEKPK"
[468] "USER USER USER Hehehe akhirnya.....ternyata pasar kita global jg,tdk terbatas lokal. Akhirnya masi ada aseng dan asing juga. Kita jujur saja!..\\xf0\\x9f\\x98\\x86\\xf0\\x9f\\x98\\x86\\xf0\\x9f\\x98\\x86\\xf0\\x9f\\x98\\x86\\xf0\\x9f\\x98\\x86"
[469] "Gua daiping mampus lu junedi'"
[470] "RT USER: Suciwati: Revolusi Mental Jokowi Omong Kosong/Bualan. Jika Setuju RT & Comment URL"
[471] "Saya juga pernah marahin seorang rp yang panggil saya sipit waktu jadi Hoshi. Atau yang suka tanya \"matanya mana?\"\\nSepele? Tidak ah. Itu kan bagian dari fisik.\\nMungkin kalau dipakai untuk definisi, macam: Hoshi itu yang memiliki mata sipit; boleh deh."
[472] "USER Jangan jangan otak makelar penjual asset negara apa maling asset negara ? \\xf0\\x9f\\x91\\x89USER pertamina di jual mau di isi TKA dari Tiongkok \\xe2\\x9d\\x93#2019GantiPresiden \\nURL"
[473] "USER Akun Siti Fatimah & yg komen di lamannya, diringkes semua aja...parah & bejat. Memalukan...!!! Bp USER ...semoga sehat selalu, tetap sabar , & semangat terus suarakan kebenaran....'"
[474] "USER USER USER Bawang putih itu sdg kafir haram lagi..\\nHiks.hiks..hiks'"
[475] "Setuju ahokers lengserkan ke prabon jokowi daripada ancurin penjara ga karuan.. URL"
[476] "RELAWAN JOIN ADALAH SEBUAH GERAKAN ARUS BAWAH yg MERINDUKAN KEPEMIMPINAN NASIONAL DARI NASIONALIS + ISLAM MODERAT..; ; #CakIminTheNextWapres ; #JOIN2019 ; ; USER USER USER USER USER USER USER USER"
[477] "USER onta tu nsd??'"
[478] "USER Umpannya pake apaan tu biar mancing dpt buaya?'"
[479] "USER USER USER USER USER USER USER USER USER USER USER USER USER Komunis kok berabtad PKI? Kecoak makan kecoak dong?'"
[480] "Retweeted ikko pribumi kawe (USER):; ; Horas Horas Horas !!; ; Dengan menggunakan kapal feri Presiden mengunjungi pulau samosir dlm rangkaian kunjungan kerja ; ; Presiden di sambut dgn upacara adat samosir dg pekikan Horas Horas Horas ; ; USER"
[481] "USER USER mata loee picek ya, yg janji jokowi kok yg d tagih sby.. matamu picek blok \\xf0\\x9f\\x98\\x85\\xf0\\x9f\\x98\\x85'"
[482] "USER Yang ke dua, Indonesia akan bertahan bahkan bisa menjadi kekuatan ekonomi, politik baru jika penghuninya memilih bekerjasama dengan menyimpan perbedaan tidak penting macam agama,"
[483] "Sudah lebih dari 50 tahun Freeport di kuasai oleh pihak asing, baru di masa pemerintahan jokowi serta pak jonan menjadi mentri ESDM Freeport kita ambil alih sahamnya #JonanJos'"
[484] "USER as clara\\n- anak pinter\\n- dongo\\n- paling koplak\\n- cantik tapi idot :(\\n- gatau malu \\n- urat malu putus\\n- butt dia muka nya imut bgt'"
[485] "Menag USER minta riset PTKIN jgn hanya berorientasi publikasi artikel di Scopus dan sejenisnya. Namun, outputnya hrs bisa jawab tantangan umat Islam\". PTKIN perlu buat pangkalan data sbg rujukan pembangunan. Misal database ulama Nusantara shg g"
[486] "Presiden paling buruk dalam sejarah bangsa2 cebong'"
[487] "Me nusantara kan dlm arti nasionalisasi assets yg dikuasai asing hny bisa dilakukan pemimpin yg sungguh nasionalis patriotis.\\n\\nNusantara versi proxy hny bertujuan lemahkan ketahanan nusantara/nasional suatu bangsa'"
[488] "USER Foto profile nya saat naik pesawat, tp msh bs blg jgn cintai produk asing,dari hal sederhana ini saja,kita sdh bs mengukur berapa parahnya tingkat kemunafikan mu,lbh baik anda lgs terjun dari pesawat biar ucapan anda sesuai dgn perbuatan."
[489] "USER Remukan rengginang cocot ah'"
[490] "RT USER: Ku dah padah eh, even kau bodo bulak curang pun dgn ompuan ya. Nya still maok kau. Segal sayang eh. Kau bodo sikpande hrgai\\xe2\\x80\\xa6'"
[491] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER"
[492] "USER USER USER USER USER USER Acara ga mutu, iNi ulah mntan aktifis GMNI ormas mahasiswa gembong pki yg jd musuh bebuyutan HMI'"
[493] "USER ayo pilih alin aja! alin tuh bawel banget semuanya diomongin, ngeliat banci dijalanan aja aku omongin tapi baik kok :('"
[494] "USER Sudah diadopsi pemerintah pusat juga nich. ; �??�;"
[495] "USER USER ..... Pak Prof. ..... Jangan pak Prof. Bilang itu cuma soal pendapat.... Itu tdk benar karena disampaikan di forum terbuka.... Itu ngaco dan tdk bisa di biarkan.... Pak Prof. Sebagai pemuka agama dan sebagai Ulama harusnya melur"
[496] "USER USER Biadab tuh oknum aparat keparat'"
[497] "USER Hahahaha jancuk'"
[498] "USER Untung aku kunti.g'"
[499] "KaiSoo itu couple yang hangat. Waktu di bandara tanggal 1 Maret kemarin mereka nggak mau kalah sama HunHan. Dari Korea sampai Cina, dan dari Cina ke Korea. Kai demen banget deket-deket D.O. #KaiSooFact'"
[500] "Wuakkakaa.. mampuss!! ga salah gue diblock dia sejak jaman Jokowi Ahok nyagub. Gaya lo toong.. toong.. Anies sandi URL"
[501] "Dan dari orang asing yang ngobrol karena bosen nunggu transit akhirnya jadi temenan sampe sekarang :)'"
[502] "USER USER USER USER Itu dia mata picek... Matanya cuma lihat sebelah...'"
[503] "USER USER Maaf sebenarnya twiter pertama kali dbuat bukan buat orang bego'"
[504] "USER Ha ha kocak ...kalabong emang dungu'"
[505] "Sehingga catatan itu yang kami buka kembali. Tidak boleh dilupakan pengalaman Pilkada DKI Jakarta 2017, USER dan USER yang diusung Partai Gerindra dan USER berhasil menumbangkan petahana yang diusung oleh koalisi besar yang dimotori"
[506] "Mengenal Walpri Perempuan dalam Pilkada Bondowoso �?? Radar Jember"
[507] "USER USER USER Disana mayoritas Budha. Ada jg pendetanya yg ikut Demo. Kau googling lah video demo di Thailand biar tau.'"
[508] "USER USER Begitulah cara komunis bermain.'"
[509] "suka kesel sama orang yang pas gua jadian confess ke gua giliran gua jomlo malah pada kemana tau NGOMONG SAMA SILIT'"
[510] "USER Ehhhhh BANDOT USER LU MAU KRITIK PAK JOKOWI AMPE MENCRET DARAH IS OK....\\nTPI KLO LU HINA, FITNAH... KAMI AKAN AMBIL TINDAKAN.... \\nPAK JOKOWI PRESIDEN !!! PEMIMPIN NEGARA... \\nLU PEMIMPIN AGAMA TPI SALAH KAPRAH LUUUU'"
[511] "Kita balas di sini gima kita usir budha \"USER: Kurang Ajar, Etnis Muslim Rohingya Disingkirkan dari Data Sensus Penduduk Myanmar"
[512] "Astagfirullah mata gw ternodai \\nTerkutuk kau yg ngert bokep \\xf0\\x9f\\x98\\xad[]'"
[513] "allah tidak memanggil orang yang mamputetapi allah akan memampukan siapa saja yang mauyang rinduyang yakin ke baitullah"
[514] "USER Kntl ye, apus ga'"
[515] "PENGOBATAN MONYET KEDIH URL"
[516] "USER pergi lo bangkai'"
[517] "Kebingungan akan apa yang bisa ditoleransi dan enggak bikin Gw mikir itulah alasan kenapa dalam Katolik ada Paus sebagai Wakil Kristus'"
[518] "USER || Itu... udah... ketawa kunti...'"
[519] "Aamiin ya rabb.. Tolong USER Indonesia ya Alah dgn yg lebiiihhhh baik.."
[520] "RT USER: Ustadz PKS Yudi Widiana nilep duit pk bahasa agama Juz & Liqo Felix Kwetiauw & alumni 212 pd mingkem & pura2 budek..giliran Bu\\xe2\\x80\\xa6'"
[521] "USER Amin... Smoga Istiqomah...\\nJgn khawatir cibiran org anggap aja ujian..\\nIngat banyak org2 yg dulunya masalahnya suram bahkan kafir sekalipun kemudian taubat dan menjadi tokoh pejuang agama Islam...'"
[522] "Video call dengan Pak Gubernur USER yang sedang dinas ke Istanbul, Turkey. Dalam video call ini saya melaporkan yang pertama ialah tempat hiburan malam Karaoke Sense & Diskotik Exotic telah ditutup secara hormat tanpa harus keras, dibantu ole"
[523] "Yang kita bela adl Pancasila dan Kedaulatan Negara. Kalau USER tidak mendukung, maka LENGSERKAN SAJA!!... Saat ini Ancaman sudah Nyata!!."
[524] "PROYEK SARACEN UTK GANJAL PELANTIKAN ANIES MSH TERUUS.... Temuan Baru Kasus Saracen, Ada Foto Tokoh partai politik"
[525] "USER ITULAH si ahok kutil babi"
[526] "USER kenapa Sukarno tidak di konotasikan juga rejim anti demokrasi\\ndg embel2 presiden seumur hidup?'"
[527] "Hajar ndan.. ganyang PKI URL"
[528] "Bangke sampe kg bsa tidur siang :('"
[529] "Pak jokowi kasian jg goregan PBB"
[530] "USER Amiinnnn; Dan Semoga Pak Jokowi jadi presiden lagi."
[531] "USER Daripada gak menikah sama sekali...daripada menyimpang LGBT!Menikahlah, hidup lebih berkah...Dunia sdh rusak dgn perzinahan kini ada gerakan stop perkawinan dini.'"
[532] "Kapolri USER harusnya mundur dari jabatannya..."
[533] "Berdayakan Ekonomi Pesantren Ulama Jawa Barat Dukung Jokowi di Pilpres 2019; #TetapJokowi2019"
[534] "Semangat Terus Pak USER. ; Kantor Staf Presiden Harus Terdepan Publikasikan Semua Kegiatan Presiden Supaya Rakyat Tau Bahwa Presiden Kerja Keras Membangun Bangsa ini, kerja.. kerja.. kerja; USER USER; USER USER"
[535] "USER DARIPADA COCOT'"
[536] "ini saya setuju, makanya dukung presiden yang sudah berupaya mengurangi kekuasaan asing, mengurangi ekspor mentah, mengganti kontrak yang merugikan Indonesia"
[537] "USER USER USER USER Kristen Nusantara pasti ada conth HKBP Huria Krsten Batak Protestan; GKJ Greja Kristen Jawa; Gereja Pasundan; Gereja Manado; Gereja Maluku; Gereja Papua; dll. Masing2 punya ciri khas sesuai tradisi suku masing"
[538] "RT USER USER USER Baru 3tahun dah segitu ya bentar lagi lewat utang sby njiiieng"
[539] "USER Mungkin masih banyak masyarakat tionghoa yg lebih pancasialis dr pada wong jowo cm nggak terekpos aja, contoh nyata pak kwik ekonom dan ustadz felix siauw \\xf0\\x9f\\x98\\x85'"
[540] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER Freeport takkan berdiam saja setelah negisiasi kalah.."
[541] "Negara kayak menipu bocah SD aje.. Dokumennya hilang ... Fuih.."
[542] "Allah SWT yang disembah dungu & biadab ya PERCUMA"
[543] "RT USER ogah prabowo+pak gatot baru ok"
[544] "Perbanyaklah membaca CERDAS biar gak dicap goblok :v\\n\\n#just_kidding\\nNB : hanya orang dengan IQ diatas rata-rata yang mengerti tulisan di atas :v'"
[545] "Calon gubernur Jawa Tengah nomor urut 1, USER, mempertanyakan program unggulan rivalnya, USER, terkait pembukaan lapangan kerja sebanyak 5 juta dalam 5 tahun. Menurut Ganjar, di tengah situasi ekonomi saat ini, kemungkinan membuka lapang"
[546] "USER Burik. Iya yg gitu burik panuan kutuan jamuran. Hah emang rang ajar.'"
[547] "USER We jancuk ngapain aku belajar'"
[548] "Amin Rais himbau masyarakat jangan sampai salah memilih pemimpin."
[549] "USER USER Kalo jaman gue SMP di Negeri dulu hari kamis pake baju kotak2 (jadi kayak seragam sekolah kristen gitu) hari jumat-nya cuma diwajibin pake celana panjang doang, ga pake baju koko, itu dulu yah \\xf0\\x9f\\x98\\x85'"
[550] "USER najis lo ngedm gajelas dm gue ga dibales bodo amat , gue doain nanti pentas.lo ga menang'"
[551] "Jd cowo banyak bacot amat si ajg mau gua gampar aja rasanya []'"
[552] "Rizal Ramli: Mayoritas Masyarakat Tak Mau Beri Kesempatan Kedua Untuk Jokowi #KlikRMOL #capresrakyat"
[553] "#ILCBoedionoCentury ketika ini terjadi, saya ikuti kasus ini cukup intens. Meski sekarang agak lupa...; Tapi kuncinya kita cuma butuh 2019 Ganti Presiden! Itu..."
[554] "Maju Gubernurnya Sengsara Relawannya"
[555] "Mngkin sya bkan org baik,dan sya tidak perlu di anggap baik.paling tdk sya tdk munafik dgn berpura\"baik.karena yg terpenting sya bisa berbuat baik'"
[556] "USER Dlm Kristen prinsip inkulturisasi dlm agama penting, bgmn mjd Katholik yg Indonesia ,menjadi Kristen yg Indonesia , sesuatu yg mungkin asing bagi Islam yg kental Arab.'"
[557] "RT USER: Copras calon presiden.. Ndak mikir.. Ndak mikirrrr... (Ndak mikir apa si kowi 1 periode aja babak belur..) URL"
[558] "Cie tau ma jokowi ga dapet panggung mulai dah jilat-jilat Prabowo dasar lintah URL"
[559] "Barusan dongo dongoin pemotor yg klakson bertubi2 padahal jelas lampu merah. \"Woy dongo! Brisik norak!\" \\n\\nPas nengok taunya temen SMP (--!)\\n\\nDia : Chaink?\\n\\n*aku nangis nganti metu eluh getih puteeeh~'"
[560] "USER USER USER Kenapa pak prabowo suka kampanye negatif, kampungan dan menggelikan?'"
[561] "\"Presidennya Pak Jokowi, gubernurnya saya dan Pak Anton, sehingga program selaras sejalan,\" kata Hasan."
[562] "The Lie TJu siswi Kelas 1B, SMP Katolik Santo Petrus, 1984, istrinya Ronaldo Pardede siswa Kelas 1A, SMP Katolik Santo Petrus, 1984.'"
[563] "Kalau nggak mau dengar Ulama dan tetap ngotot kriminalisasi ulama yaa kita lengserkan aja Jokowi"
[564] "USER Lo tuh yg bencong, bacot lo lebih2 dari cewe. Kaya banci yg ngamen gak dikasih duit bacotnya \\xf0\\x9f\\x98\\x92\\xf0\\x9f\\x98\\x92\\xf0\\x9f\\x98\\x92\\nMending lo cakep mah, jelek Kaya gitu.\\nMadesu lagi \\xf0\\x9f\\x98\\x84\\xf0\\x9f\\x98\\x84\\nMentioned Gw langsung di quote tweet \\xf0"
[565] "Cina lg.. cina lg.. sebaiknya di usir aj ya? merusak sih kerjaannya"
[566] "USER Ayoh bangsa indonesia bersihkan etnis cina ahok"
[567] "RT USER: Tolong lah, kalo liat saya, bok ya manggilnya pas lg berpapasan aja. Selain saya sedikit buta, saya juga agak budek.\\n\\nLg nunggu\\xe2\\x80\\xa6'"
[568] "USER enak bgt yah Om jawabannya.\\n\\ngmn klo udah bom sby jgn diperdebatkan lagi tersangkanya udah meninggal...'"
[569] "USER USER USER USER USER Kafir ada di Alquran....situ sehat???'"
[570] "RT USER Nggak ikut dukung calon presiden tapi sukanya ngatur Jokowi kenapa gak Prabowo aja yg diatur supaya menang dalam pemilihan presiden 2019."
[571] "USER Kan hebat Ahok bisa memaafkan bini slm 7 thn bukan spt yg ono kabur krn ketauan menalukan ngaku ulama kok kelakuan bejad'"
[572] "Anda DIDUNGUKAN Islam, Quran mengajarkan AMORAL USER Ansor Sebagai agama, Islam punya posisi moralnya sendiri"
[573] "Owner disini Seo sama Tae, adminnya masih hiring bebs :3 #\\xce\\xb7\\xce\\xb3\\xcf\\x85\\xd0\\xbc\\xcf\\x85\\xd1\\x82\\xc6\\x92\\xce\\xb1\\xd0\\xbcs'"
[574] "USER Okesip otak bolot gue konfyus :')\""
[575] "yg jelas-jelas masih hidup itu prabowo anak soemitro pengkhianat bangsa"
[576] "USER USER Yang perek kan ibu lo.. gimana sih.. pasti sdh dool ya'"
[577] "RT USER USER USER Pilih presiden yg jelas orang tua nya yang bukan pengkhianat negara"
[578] "Ga apa sih Ahok prnh diblng penista agama tp ga kek politikus koruptor dipanggil urusan hukum ngeles pake sakit hati-hati ntar keterusan mati."
[579] "USER USER USER Tolol sekali anda ini? Ngaji dimana kau ini kl agama islam sprti itu? Ketahuan ini orang ngajinya sm orang ngk jelas ini?'"
[580] "New post: Festival Pesona Tambora Angkat Eksotisme Alam dan Budaya Dompu dan Bima"
[581] "USER USER Bang USER melakukan itu. Dia tetap Kristen, istrinya tetap muslim. Bisa kok, dengan strategi tertentu.'"
[582] "Presiden Joko Widodo (Jokowi) membuka Kongres 29 Perhimpunan Mahasiswa Katolik Republik Indonesia (PMKRI).; ; USER berpesan di konteks tahun politik 2018, agar semua pihak menjaga kondisi. Kontestasi politik perlu diisi dengan adu program dan gagasan ra"
[583] "USER Cebong di kasih fakta dia bilang dusta, Cebong dikasih dusta dia bilang realita, Cebonger's emang bikin gemes\\xf0\\x9f\\x98\\x82\""
[584] "USER USER Cina kafir ini mah...Bangsat lu!! Dasar Komunis !!'"
[585] "USER USER USER Rakyat kaum bani cebong'"
[586] "KENAPA GUE NANGIS ANJIR, CUPU LO FIK!'"
[587] "kangen edan USER USER'"
[588] "USER Ohh mami kontolku besar panjang 3jari setengah panjang lewat pusat aku..mungkin 3 aku ngentot mami.mami kecapaian...'"
[589] "Di kuliah umum Maroko, ada yg bilang Anies \"Super Gubernur\".; Mungkin jaga perasaan, gak enak klo bilang \"Anda yg lebih layak jadi Presiden\" :-)"
[590] "Ini orang-orang maha benar nan suci maunya apa sih? \\n\\nPenghina presiden dilepas karena masih di bawah umur ngeluhnya nggak ditahan karena Cina.\\n\\nKalau misal ditahan, mungkin ngeluhnya pemerintah mau balik ke orba.\\n\\nNjuk geleme piye, su?'"
[591] "Ga salah memang USER & USER bilang antek Aseng tapi adiknya Prabowo bilang Prabowo pro Amerika. URL"
[592] "Dijodohkan Presiden, Pengantin Wanita Tajikistan Tampak \"Sedih\""
[593] "Peresmian dan Pemberkatan Gereja Katolik Hati Kudus Yesus Batu Gantung, Ambon'"
[594] "7. Kaga ngeliat tapi \"ngerasa\" wkakak dan gua ngerasa lagi tot sma setan'"
[595] "RT USER: Eh ada wartawan Selandia Baru Rasa Kampret dan dibuat berita oleh Kampret disebar di WAG. Konferensi Pers tdk dilakukan\\xe2\\x80\\xa6'"
[596] "USER USER USER USER USER Pencitraan Lu...ah.......Prabowo msh tidur....."
[597] "Ustadz Subki Al-Bughury, S. Sos.I saja mendukung Pilkada Damai di Kab. Sinjai Tanpa Hoax, Ujaran Kebencian dan Isu Sara,..KALAU ANDA...??; USER USER USER"
[598] "RT USER: #RETWEET\\nSensasi Ngentot Dengan Cewek Cantik Berhijab ...\\xf0\\x9f\\x98\\x8d\\n\\n( Part1)\\n\\n#blowjob #kontol #hijab #ngentothijab #sepongkon\\xe2\\x80\\xa6'"
[599] "USER USER USER USER USER biasa bro dia ciri2 cebong adu domba begitu so lugu namanya juga cebong buzzer recehan yg begini\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82'"
[600] "(DETIKCOM | Jangan Buru-buru Tolak Wacana Pilkada Lewat DPRD) #pemilu #pemilu2019"
[601] "FPI itu ada dan NYATA, Darul Islam itu ada dan NYATA USER USER Isis itu tdk ada.. hnya propaganda politik"
[602] "RT USER Prabowo sdh tua perlu generasi muda yg bisa blusukan dan Jokowi msh muda dan saat ini sering blusukan diberbagai pulau"
[603] "Mohon Maaf\"; Kalau Sekarang Pemilihan PRESIDEN anda Memilih Siapa; Bpk Jokowi : Like; Bpk Prabowo : RT;"
[604] "Bukan ga berani, sepertinya.minoritas tau diri dan pasrahh, karena pembalasan milik Tuhan Allah."
[605] "napadah shopee kampang'"
[606] "Bu, di perpustakaan orangnya pada bisu ya bu? | hah? Emang knp nak? | tuh mereka pada diem2an, ga ada yg bersuara | -__- ,'"
[607] "lu baca bandingkan modal dgn hasil diperpanjang atau tidak dasar antek asing"
[608] "USER Kerjaan? Tugas prakarya seni budaya? :3"
[609] "USER kolam buaya kagak ada qey'"
[610] "USER Yu...mari kita songsong presiden baru ditahun 2019"
[611] "USER USER Mana mungkin w bani ngepost milik orang lain nik--\"'"
[612] "USER USER Cebong tidak akan pernah senang lihat kejayaan pk anis mereka akan ttp sirik. Yg parahnya klu junjungan dipuji habis habisan meskipun melakukan hal buruk.'"
[613] "RT USER: USER Klo busuk mawati beragama islam .. Maka dia Takut dg dirinya sendiri\\nGejala gila nich nenek ..'"
[614] "Salah satu obyek vital yg pengamanannya lemah itu gedung DPR. Smg dgn disahkannya UU Antiterorisme yg baru, DPR tak jadi sasaran bom bunuh diri. Amin. *Tapi doa saya biasanya tak terkabul \\xf0\\x9f\\x98\\x89*'"
[615] "ini jalan dua platform ya\\ndi fb juga jalan\\nbom yang gede klo mau dapet'"
[616] "Dikira org katolik coba:('"
[617] "USER berarti lo cacat'"
[618] "USER USER USER USER USER Hahahaha roti buaya mah buat nikahan pak'"
[619] "USER USER luhut bajingan'"
[620] "Me every night:\\nAAAAA ANJENG GUE MALU BANGSAD. MAU ILANG AJA. AAAAAAAAA. APAAN SIH GUE JIJIK BANGET. AAAAAAAAA. INI APAAN SIH GUE DULU NGGAK DANTA. AAAAAAAAAAA. MAU ILANG AJA. AAAAAAAAAAAAAAA.'"
[621] "USER Terus??\\nAlus nya di puji. Butut nya disebut butut. Goblog disebut goblog.'"
[622] "Yang sabar gua mah punya adek2 kunyuk yg bau kek sempak kuda'"
[623] "Tuhan itu iBlis . Iblis itu Tuhan . Agama onta'"
[624] "USER USER USER USER USER USER USER USER Assalamu alaikm ibu USER tlng hrp bantuanx u kmi #korbanphkfreeport"
[625] "RT USER USER Para jendral propaganda mereka perang propaganda dgn jualan utamanya pki dan cinaisasi.."
[626] "USER Ngentot donk'"
[627] "Pesan Presiden Joko Widodo,\"Saya meyakini Negara kita Indonesia akan semakin besar dan kuat apabila Ulama dan Umaro beriringan\". Selengkapnya terlait pesan Bapak Presiden simak video berikut ini #JokowiSilaturahmidenganUlama..#JokowiCintaUlama..#JokowiAja"
[628] "NGAKAK! Para barisan cebong sakit hati mau pake isu saracen utk nyerang Anies-Sandi agar gagal dilantik"
[629] "RT USER USER Prabowo simulut busuk Rizieq anies Fadlizon Fahri mereka kumpulan sampah negara jd kelakuan mereka juga kaya sampah"
[630] "Bak kata orang Indonesia tu, kalau pelaburan luar tak wujudkan peluang perkerjaan, itu bukan pelaburan tapi penjajahan ekonomi. Jangan kesal kemudian. Ubah selagi sempat."
[631] "USER Betul , lalu knp tdk ada hindu nusantara,budha nusantara,khonghucu nusantara.kristen nusantars..Whats wrong? Why? Coba argumennya prof sambil ngopi & guyon2\\xf0\\x9f\\x98\\x82'"
[632] "Masih aja ada 'Orang Berpendidikan' berpikir Ekonomi syari'ah adalah ekonomi pembangunan para ekstrimis"
[633] "USER waktu itu blm ada buzzer idiot...'"
[634] "Lebih baik mendengar suara bom, guntur, geledek, petir, atau gunung meletus daripada mendengar suara tangismu yang buat aku tak bisa berbuat apa-apa.\\n#sidomi'"
[635] "Cagub Jabar Bicara Soal Toleransi di Muzakarah ICMI Jabar"
[636] "Cuma manusia otak dungu yg sekarang ini teriak-teriak 'bubarkan pki' buku buat dibaca!! Jgn bodoh! Otak kosong mulut nyap nyap!"
[637] "Kisah pengemis yahudi buta\\xf0\\x9f\\x98\\xa2'"
[638] "Pelaksanaan Makin dekat, Presiden Jokowi Minta Promosi #AsianGames2018 Digencarkan USER #ratas �?��? �??Presiden Minta Promosi Asian Games Makin Gencar�??; ;"
[639] "USER cebong emang jagonya bikin dan sebar hoax'"
[640] "Kreatifitas masyarakat Desa Berdaya USER itu tiada batas, dan mampu meningkatkan prekonomian serta menghidupkan roda ekonomi mikro di desa.; salam berdaya dari Desa Sengon,Prambanan.; #SharingHappiness"
[641] "Setelah kasus PKI di LBH rame-rame antek komunis membuat opini dan steitmen mengaburkan kebangkitan PKI"
[642] "Tiga isu penting TGB Zainul Majdi, justru karena tiga isu itu satu kesatuan: Kuatkan ekonomi umat, sejahterahkan rakyat kecil dan budayakan Pancasila."
[643] "Gelap ada 5 macam, gelap kerana hari malam, gelap mata kerana buta, gelap otak tiada ilmu, gelap hati tiada agama, gelap hidup tiada kerja.'"
[644] "Revisi hukum pidana dengan memasukkan klausul mengenai PSK sukarela sudah sangat dibutuhkan. Indonesia yang gencar mempromosikan diri sebagai surga wisata internasional senyatanya perlu memagari... URL"
[645] "RT RPGpedia \"Gubernur Jaman Now dekat dengan Rakyat pilih nomor 1; ; #KamiGanjarYasin ; #KandangBant3ng; ; Salamnya; #TemannyaRPG; #namakuRUDY; #TemannyaRUDY"
[646] "USER WOI BOLOT'"
[647] "Kenapa USER bicaranya sesuatu yg remeh temeh spt masalah kalajengking krn belio tau oposisinya spt USER itu pasti nyinyir jd stress dan stroke sendiri...krn emang dosen ga laku...bacot gede hasil karya ga ada... bahkan anak asuhnya mayor dungu"
[648] "\"Keanekaragaman budaya, suku, agama, itulah sesungguhnya kekayaan kita,�?? tutur Djarot di hadapan peserta Rakercabsus PDI_Perjuangan Kota Gunungsitoli.; ; #GubernurZamanNow ; #DjarotSihar2 ; #SumutPilih2Djoss #DjarotSiharMenang #GunungSitoli #PDIPerjuangan"
[649] "RT USER: USER sekalian kalo di pasar nemu tukang jualan pisang, makiin aja abangnya gara gara dia pendukung LGBT!!!!!! haduh\\xe2\\x80\\xa6'"
[650] "USER USER USER Setipe sama yang dibelain. \\nKata andalan \"cebong\" adalah pemuas syahwatnya \\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82'"
[651] "Ajak semua Muslim cari tahu siapa Muhammad sebenarnya, jangan sampai dia enak2 cocok2 penis bangsa ini jadi susah"
[652] "USER Eh dungu, ngapain lu masih mensen2 gue, katanya mau muter alun gue.\\nLu itu cuma bisa forward berita tanpa analisa.\\nKelompok MAHO mana ada yg cerdas wk wk wk'"
[653] "USER USER USER USER hehe typical bani pekok. ga bs bantah trs danga dungu dah.'"
[654] "USER USER USER ~improvisasi itu lagu..al Qur'an itu tafsir..masak susah mikir gituan..murotal itu improv..Tilawatil Qur'an itu improv..raut mukamu itu tafsir..cara kentutmu itu tafsir..cara ngentot aja tafsir..cara kawin itu tafsir...ngaji yg bener.!!\""
[655] "SEMOGA KITA TERMASUK ORANG2 DENGAN WAJAH YG BERSERI2 �??? #JumatBerkah; ; �?�?ج�?�?�?�? �?�?�?�?�?�?ئ�?ذ�? �?�?�?اض�?ر�?ة�?; Wajah-wajah� (orang-orang mukmin) pada hari itu berseri-seri.(Al-qiyamah: 22); �?�?�?�?ج�?�?�?�? �?�?�?�?�?�?ئ�?ذ�? ب�?اس�?ر�?ة�?; Dan� wajah-wajah� (orang kafir) pada hari itu"
[656] "USER USER Yang panik itu yang mau ganti presiden tapi g tau calonnya siapa! Ups mungkin karena g bisa berbuat banyak!!!!! Karena dibawah kepemimpinan pak USER banyak koruptor tertangkap!!! Jadi mau ganti presiden!!! Siapa tau bisa di nego!!"
[657] "Haruskah aku buat thread jadi TKI dimalaysia dengan jam kerja 16jam? Sebenernya ini kilang memang jahanam betol'"
[658] ".; Ekonomi : hancur; Subsidi : dicabut; BBM : mahal; Listrik : naik tdk karuan; Sembako : tak terjangkau rakyat; Politik : kisruh terus; Agama : dinistakan terus; Kebijakan : tdk pro rakyat; HAM : terbengkalai; Leadership : LEMAH; ; Dua periode?"
[659] "USER USER Dan Indonesia harus menghormati AS!!\\n\\nNtu sape nyang kemaren ngomong begitu??\\nWahhh dr roman2nye pasti antek ASING tuh'"
[660] "Bersiap usir sepasang= ASING-CINA,, USER USER USER USER USER USER USER SelamatkenHutan"
[661] "Fuh..bila ada orang cadang nak tutup tahfiz.\\nMaka berbondong-bondong la manusia melayu kutuk habis-habisan demi agama islam katanya.Tapi aku tengok rupa yang melalak macam yahudi lagi,siap buat live kat socmed yang dia tengah tunjuk langit kat zouk.Sola"
[662] "dr. Sam Aliano; ; Calon Presiden 2019.; ; Indonesia Bebas Hutang. �??; Indonesia Bubar Pas Kiamat. �??; Umroh Gratis per 1 Orang. �??"
[663] "USER USER USER USER Pencipta hoaxs ya presiden dan wakilnya'"
[664] "*dari swasta katolik\\n\\nyoi aku TK sampe SMA di swasta katolik, ketemu temen yang itu2 aja selama 12++ tahun, belakangan mikir yaudahlah toh 1-2 tahun lagi keluar dari situ'"
[665] "Muncul sudah antek antek PKI dah berani muncul terang-terangan mudah-mudah pemerintah tidak tinggal diam. URL"
[666] "Su Pin siswi Kelas 1C, SMP Katolik Santo Petrus, 1984, istrinya Ronaldo Pardede siswa Kelas 1A, SMP Katolik Santo Petrus, 1984.'"
[667] "USER kalau kualitasnya gini jangankan bayar nanti 31 Mar, gratis pun mending pake antena nonton di Indos*ar \\xf0\\x9f\\x98\\xa3 URL"
[668] "USER 1. Mengandung ekstrak lidah buaya \\n2. Tidak mengandung Alkohol\\n3. Memiliki rasa manis\\n4. Tidak bereaksi terhadap obat lain\\n5. Aman digunakan untuk anak2 & bayi\\n6. Kemasan finger off yg tak bersentuhan dgn luka\\n7. Tidak perih pada l"
[669] "Islam datang di Indonesia dengan dialog kebudayaan. Itulah alasan mendasar Islam dapat dengan mudah berkembang, karena antara Islam dan budaya tidak pernah dipertentangkan"
[670] "USER onta ya bukan aku\\xf0\\x9f\\x98\\x92'"
[671] "USER Sya lebih khawatir lgi klo dek tsamara gak brnti ngetwit hal2 yg gak penting,. Sya takut antusiasme rakyat merosot liat kader partai sperti ini, Harus jdi pertanyaan besar apakah rakyat sudah tak tertarik lgi liat PSI? Apakah ada trust yg hil"
[672] "Bagaimana perasaan walubi kalo umat budha di indonesia yg di usir dan di bantai???"
[673] "USER Giliran ambruk cuma planga plongo kaya ayam kena tetelo ?? USER ; ; #Putin; #PrabowoUntukIndonesia; #2019GantiPresiden"
[674] "Beda kristen dg agama lain>siapa yg percaya YESUS sbg Juruslamat& Tuhan! Mk menerima ROH KUDUS-sbg Penolong& Penghibur! *bkn dg kekuatan qt*"
[675] "PRESIDEN SOEHARTO AKAN RESMIKAN TIGA MUSEUM DI� TMII"
[676] "USER USER USER Lu nyindir pak de? ?. #2019GantiPresiden"
[677] "Jgn ada yg percaya dgn akun ini\\n\\n\\xe2\\x9e\\xa1 USER \\n\\xe2\\x9e\\xa1 WA 081381413774\\n\\nAwal nya dia ga percaya sy buat\\nCAMSEX, trus sy buktikan Vc beberapa detik, pas suruh Tf alesan nya neko2\\n\\n\\xe2\\xac\\x87Ni muka nya kaya monyet \\xe2\\xac\\x87 URL"
[678] "USER USER bicara sains kok nonton youtube, lakukan eksperimen sendiri, jgn nonton youtube yg bisa dimodifikasi sama pembuatnya, hadeh pantes GEblek'"
[679] "Presiden Jokowi Sebut Soft Launching Bandara Kertajati 24 Mei"
[680] "#PojokSatu Polisi Masih Selidiki Kasus Presiden #PKS, Punya Kemungkinan Tak Ada Unsur Pidana"
[681] "USER USER Begitu pula kristen, teman saya banyak yg dari GKJW. Penerapan dalam kehidupannya pun berbeda dengan kristen yg ada di indonesia daerah lain.\\nJadi menurut saya, kultur budaya nusantara yg beragam tsb mampu berkolaborasi dgn agama/k"
[682] "Jokowi sudah menyerah saatnya gantikan Jokowi, lengserkan jokowi qishosjokowi URL"
[683] "USER Nasdem itu sudah jadi bahan tertawaan anak kecil seluruh Indonesia. Omongan kader2nya asbun. Yg mau jadi cawapres Jokowi itu cuma khayalan kader2 partai. Rakyat ga ada yg peduli, kecuali #2019GantiPresiden"
[684] "USER USER USER USER Gini umat islam di bodohi pake kata fiksi. Dan alasan salman rusdhi mbuat \"the santanicverse\" berasal pembodohan seperti ini. Fiksi itu imanijer *angan2. Kalau tujuan untuk membela USER banyak nara"
[685] "USER USER KAMU LAH HOMO YG PALING SIAL BAJINGAN GOBLOK...KALAU TERLALU GIAN KAMU AMPUT ANJING DITEPI JALAN TU.....SEMOGA KAMU TERIMA BALASAN NYA NANTI...'"
[686] "Mengajak anak-anak dalam peledakan bom tidak mungkin muncul dari orang yang memahami Islam. Itu tindakan keji.\\n - Aman Abdurrahman'"
[687] "Pacarnya Bowie, cece si banci salon dan banci tampiln\\xf0\\x9f\\xa4\\xa3 URL"
[688] "USER Udah dmcin ae zon, bilang kampang gitu. kok jadi kesel bgst lah'"
[689] "USER Alah kntl'"
[690] "USER Gi ngocok memek say'"
[691] "RT USER: Babang dgn kontol tebel, jembut rimbun, colinya bikin ngiler \\xf0\\x9f\\x98\\xb0 USER USER USER USER\\xe2\\x80\\xa6'"
[692] "USER Gue baru nyadar kalo situ baru ngefollowback saya. Kelamaan umroh ya? Mana oleh-oleh onta mekkah? Iya salam kenal Dav.'"
[693] "USER Bubarkan saja kpk biar leluasa para koruptor memperkaya diri di Negri ini"
[694] "USER USER USER Susah bang, jawa uda dipegang jokowi, antek dia semua, sedihhh sih'"
[695] "USER Cuma rezim ini org kaya dia berani tampil di layar kaca. Mohon segera ambil tindakan USER USER"
[696] "RT USER mmg otoriter! Buktinya USER selalu OTT? Pdhal dri partai politiknya sendiri byk ya? USER & USER Ditangkap smua?"
[697] "Dosa di rumah atau di tempat privasi kamu, itu kamu dengan Tuhan. \\n\\nTapi, jgn mempengaruhi budaya songsang ini kepada mereka yg tidak bersetuju denganmu dan jgnlah merosakkan sistem kekeluargaan normal manusia.\\n\\nTolak budaya LGBT \\xf0\\x9f\\x8f\\xb3\\xef"
[698] "USER USER USER USER USER USER USER Cebong itu badut nya China \\xf0\\x9f\\xa4\\xaa\\xf0\\x9f\\xa4\\xaa\\xf0\\x9f\\x98\\x81\\xf0\\x9f\\x98\\x81\\xf0\\x9f\\x98\\x81 cuma dikipasin sama uang recehan galaknya bukan main\\xf0\\x"
[699] "Apakah berkat solat dan mengaji atau berkat belajar ilmu yang dikembangkan para kafir, Pak Lukman?"
[700] "Yang heran memang, dalam Budaya Indonesia hari ini, orang seperti Arteria, Fahri, Fadli- yg jualannya memang cuma teater- terus menerus juga jadi narsum berita. Yang punya kamera juga jelas memang cuma mencari teater, sengaja dibuat insentif buat monyet."
[701] "CEPAT BERIKAN AKU BEBERAPA EKOR CHANGBIN HYUNK. PENGEN DIBULLY SAMPE TITIT DARAH PENGHABISAN'"
[702] "Kok cuma cina non muslim yg dibantai? Tuh si USER jg cina, usir jg dong."
[703] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER Salah"
[704] "USER + fed well\\n+ benar benar memotivasi\\n+ jarang rebutan bias\\n+ dapet merch dia gampang dan lumayan murce\\n\\n- di bilang lesbi\\n- \"cOwOknYa kOk cANtik\"'"
[705] "USER iya juga ya pertanyaan bg USER ini. lantas kami menyebut org yg bkn beragama islam dgn sebutan apa? knp sebut non muslim gk terima. aneh2 aja rezim ini.. zaman pak beye dulu gk ada yg kek beginian. #TepokJidat. ya sdh la intinya #20"
[706] "Ini orang ga tau Islam, tp belagu dan asbun.; ; Pidato Jokowi udah sesuai ayat Qur'an: Allah tak akan ubah nasib suatu kaum kecuali mrk mengubahnya. ; ; Kalo mau ganti presiden, rakyat sendiri yg harus mengganti. Baru Tuhan mengganti. Kehendak rakyat dulu,"
[707] "Perasaan kemarin2 pake Axis aman2 aja deh di rumah. Kok 2 minggu ini kacrut kali sih jaringannya -_-*'"
[708] "Gak enak bego dituduh-tuduh sama sesuatu hal yg gak pernah gue lakuin!'"
[709] "punya otak? taruh dimana? pasti taruh di congor lo kan?'"
[710] "USER USER Si Terdakwa Penista Agama Alias Si Ahok Babi Jamban tuh yang Morfotin Uang Rakyat Jakarta"
[711] "USER Lah lu bom apa gimana?jauh jauh dah gua nih takut'"
[712] "Yakinlah gabungan yang disokong tetap berkesan; ; Oleh itu tolonglah kami untuk menolong kamu; ; Kerana akhirnya nikmat usaha ini adalah untuk semua; ; Kamu untuk kami, kami untuk kamu; ; Untuk bangsa, agama dan negara.; ; SOKONGLAH PAKATAN HARAPAN!"
[713] "USER Pak USER sebelum Anda menjelaskan, Quran hanya kitab sampah berbahaya, kekacauan terus terjadi"
[714] "Gils ada yg jual pc jucan 100 aja w mikir2 wkwkkw\\nEdan'"
[715] "sadar gak se lepas sepatu tp masi kaos kaki iku bau banget woiii yaampun kyk ambu silit'"
[716] "USER Najis sok banget jutek iyuuuh. Gua mau nyanyk aja..'"
[717] "\"Sekali-kali tidak akan masuk surga kecuali orang-orang Yahudi atau Nasrani\". Demikian itu (hanya) angan-angan kosong belaka\" (QS 2:111)'"
[718] "USER Mata yang sipit, ya walaupun banyak yg bilang petet dan semacamnya but i just love my eyes so much.'"
[719] "Bubarkan saja tuh DPR sama KPK...sama aja bodoh nya"
[720] "RT USER: Brondong SMP kontol cakep panjang! Croott URL"
[721] "Tapi apa aku tahu.. \\nRamai hanya mampu bisu.. \\nTak mahu buang malu.. \\nTakut kepala tembus peluru..'"
[722] "Apa cuma aku aja yg pgn taeyong di nct china jg hehe (jgn hujat aku please ini cm pendapat aja). Fansbase ty di china cukup gede dibandingkan member yg lain. Tp pgn ty istirahat jg, tp pgn liat ty terusss \\xe3\\x85\\xa0\\xe3\\x85\\xa0\\xe3\\x85\\xa0\\xe3\\x85\\xa0\\"
[723] "USER perpres jkw lebih tegas drpd prepres sby buka matamu liat ,jgn hanya bacot bodoh2in fllwr pak !'"
[724] "Islam melarang kaum lelaki untuk menyerupai kaum wanita, baik dalam pakaian, perhiasan, perilaku atau lainnya, dan demikian juga sebaliknya."
[725] "#kualalumpur Ayat al-Quran yang dijadikan hujah oleh ulama untuk mengharamkan pemilihan bukan Muslim sebagai wakil rakyat, apabila diteliti sebenarnya merujuk kepada orang kafir yang memusuhi Islam dan penganutnya."
[726] "#TolakPerpresTKA; #TolakPerpresTKA; #2019GantiPresiden; #2019PresidenBaru; ; Hai mahasiswa Indonesia, nih ada hadiah lipstik dan kolor untuk kalian dari seorang kakek tukang beca"
[727] "USER Kelakar kan hahhaha mmg klaka pon sbb cerita cinta monyet masa skolah menengah \\xf0\\x9f\\xa4\\xa3'"
[728] "USER USER \\xc2\\xab diem lu buaya.'"
[729] "Para pendukung rejim 2 periode mulai sering viralin ceramah dan wawancaranya TGB...\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82'"
[730] "USER Anak pmr calon dokter gk cupu :'(\""
[731] "Anggota DPR ini pamer DUNGU & BIADAB Islam, Quran merintahkan penggal kafir, dia laksanakan, dia bisa bilang HAM"
[732] "Penghina Keluarga Jokowi Langsung Diciduk Giliran Penghina Prabowo SBY dibiarin aja"
[733] "USER bani koplak mana nich kok gak dukung siwanbango bego'"
[734] "Dalam perbincangan terakhirnya dengan Presiden,"
[735] "Hahahahhahaa silvy ohh silvy cacingan amat loe ahhh wkwkwkwkwkk #DebatFinalPilkadaJKT"
[736] "USER Ayok kawan kita berangkat\\nNaek delman atau onta\\xf0\\x9f\\x98\\x82'"
[737] "Gubernur yang patuh lapor LHKPN #GanjarYasin1 #KamiGanjarYasin"
[738] "USER mau bukti ke RADIKAL an HTI dan FPI?!; apa kurang bukti di setiap orasi-orasinya HTI dan FPI selalu memfitnah dan caci maki terhadap pemerintah,POLRI bahkan ULAMA'/KYAI-KYAI!!! ; dasar otak bebek pura-pura buta dan tuli dengan isi otak junj"
[739] "USER Sebenarnya maksud dari jor joran 'pinjaman' ajaib itu adalah.. \\n1. Merebut simpati rakyat, yg di bombardir media, 51% freeport milik Indonesia. \\n2. Isyu got sulit digoreng, karena sudah bertransformasi jd rezim, mainlah teknologi 'got' tin"
[740] "USER 6 jam perjalanan bang, tapi di sini adem \\xf0\\x9f\\x98\\x8c\\n\\nWkwkwk ((( naik onta ))) \\xf0\\x9f\\xa4\\xa3'"
[741] "Bahas Islam merusak nilai USER penguatan karakter melalui revitalisasi pendidikan nilai"
[742] "bagus....nanti dipakai untuk petisi lengserkan Jokowi ya KembalikanAhokKeCipinang"
[743] "RT USER Semoga dimasa depan etnis cina di Indonesia tetap tdk menduduki pemerintahan.. bisa jadi kayak Singapur :)"
[744] "Monyet beneran mati ini mah:)) USER URL"
[745] "Sepandai pandainya kita menyembunyikan bangkai pasti akan tercium juga baunya haha \\xf0\\x9f\\x99\\x8a'"
[746] "USER USER USER trus Islam ga punya kitab suci?; kok logika lu jatuh ke palung jawa gitu modelnya; tau arti kata fiksi menurut kbbi belum?"
[747] "RT USER Mungkin kata USER: yg dilakukan Raja Salman hanya pencitraan"
[748] "USER Untuk mengedukasi manusya2 udik seperti qm misalnya'"
[749] "Saya Muslim, Katolik,Budha,Hindu ,Kristen,Jawa,Sumatra,Papua tidak masalah, konsekuensiny anda bukan Muslim, Jawa dst. karena itu semua kebhinekaan kita. \\nTapi kalo saya NKRI ,Pancasila konsekuensinya selain itu bukan orang Indonesia ...'"
[750] "USER USER Tolol...apa hubungannya dgn rumahtangga?urus saja kerjaanmu,gk usah banyak cakap.kamu jadi menteri di PECAT,jd gubernur,malah membuat jakarta semakin gk karuan.sebentar lagi juga hancur tuh jakarta....'"
[751] "bi dorong pembiayaan syariah untuk pembangunan"
[752] "Moga2 berkah untuk semuanya, tapi mohon perhatian untuk sektor2 lain yang mana dunia usaha merasa masih dipersulit, di takut2i, mohon Bapak Presiden blusukan juga ke lkpp yang dirasa sangat menghambat, ke depkes, polisi masih juga suka mengganggu."
[753] "Nih ya gue jelasin. \\n\\nCowo. Burungnya gaada. Jadi cewe. Cewenya bernada2. \\n\\nSIAPA LAGI TRANSGENDER DI INDONESIA YG NYANYI? URL"
[754] "USER USER Indonesia sedang di jajah cina..."
[755] "RT USER Bubarkan DPR gak butuh"
[756] "USER NGAKAK NGAPAIN NANYA SAMA GW TAE MINTA DIGAMPAR'"
[757] "USER Bung Fadly, timbang kadar Iman seseorang pake apa, timbangan sayur? Jgn2 kadar iman pak TGB lbh tinggi dr fadly yg drg bawa bunga ke makam pendiri Sosialis Komunis?'"
[758] "USER USER USER Cocot cocot cocot. 2019 bubarin grindra'"
[759] "USER Ayoo ngewe'"
[760] "USER yang sampe Januari 1998 masih bilang Anti-Suharto gerakan Komunis yah?'"
[761] "USER USER USER USER Gak usah sok bijak. Smua mata sdh liat gimana kebobrokan hukum saat ini. Rakyat sdh bisa menilai loh. Gk bego. Kita lihat nanti #2019GantiPresiden'"
[762] "RT USER: USER Burma dan Budha memang teroris sebenarnya"
[763] "Hooo keliatan mana yg bego sekarang hahaha'"
[764] "USER Wkwkwk, ke trigger jg bani onta'"
[765] "Brengsek jg ya mantan gue. One thing bout her yg gue suka, mulutnya emang ga pernah difilter so gue pasti dpt jawaban jujur dr dia'"
[766] "Ustadz USER memang penggemar & penggerak olah raga bersepeda di Bekasi. MantaPKS! #20TahunPKS #Asyik"
[767] "USER Hehehe emang kampang fandom itu'"
[768] "USER naek onta kapan nyampe nya\\xf0\\x9f\\x98\\xa5'"
[769] "USER Kalau orang2 yang bawa bom ngaku cuma \"ngetes pak pol\" ... Boleh juga Kali ya pak..hehe, apa kabar pa Ronald'"
[770] "USER USER Akhlak mulia presiden USER kl bertemu kiai dan pinisepuh maka ia tak akan menggulung lengan kemejanya. Karena mereka memang sngat pantas dihormati.. .. *tabik"
[771] "ios asw napada ]]'"
[772] "USER Yaudah gwe mau demo minta pak Jokowi ngekick palkjihun dari dunia."
[773] "USER Jele lo, udik.'"
[774] "USER Sy jg muak sm lu yg fitnah prabowo"
[775] "USER Aku ada kok.. di Kota Salatiga, Jawa Tengah. SMA Kristen 1 Salatiga'"
[776] "#IklanAhokJahat baru ada direzim jokopret,setan,iblis,dajjal dibangkitkan dr kuburnya. Mereka gembira berpesta pora setelah lama dibelenggu"
[777] "USER Maraknya org\\xc2\\xb2 sipit masuk ke Indonesia hanya pengalihan. Hati\\xc2\\xb2lah justru kepada Syi'ah rafidhah, biang keroknya segala pemberontakan/kudeta negara\\xc2\\xb2 muslim ahlussunah di dunia\""
[778] "Ketua DPR Dorong Inspirasi Kreatif Pemerintah Sesuai Budaya� Pancasila"
[779] "Gubernur Ahmad Heryawan mengukir sejarah. Bandara super megah \"Kertajati\" dibangun dengan biaya mandiri tanpa menggunakan APBN, murni dikelola oleh Pemprov #JawaBarat. Ini sejarah baru infrastruktur bagi Indonesia.;"
[780] "Kristen Nusantara bukanlah suatu aliran baru dalam kekristenan. Tapi suatu gerakan utk mencegah faham radikalisme di bumiNusantara. Sperti halnya NU. Jgn biarkan hanya NU pemain tunggal mencegah faham radikalisme di NKRi tercinta ini., kita juga mari ter"
[781] "USER kaya TAI'"
[782] "< bertanya-tanya, apa yang dirinya lakukan di kehidupan sebelumnya sampai-sampai harus bertemu dengan pria asing dan nenyebalkan ini? \\n\\nDi samping nada bicara sang teruna, Angie juga tidak senang dengan cara pria itu memanggilnya 'non'. Ia mengerti"
[783] "RT USER Juga jago bakar isu PKI Komunis"
[784] "WASPADA JATENG!!!; Indikasi akan ada mobilisasi massa dri luar jateng untk tamasya pilkada!!!; ; \"Temuan Panwas Brebes, Ada 1 NKK dengan 946 Anggota Keluarga\"; USER; USER USER USER USER USER USER"
[785] "USER USER Si joko pngen ttep populer buat pro-nas d jkt, si ahok jga g mw klah buat jga proyek2 lain d jkt, akhirnya 1 pmbngunan blom slsai tp udh bngun lgi yg lain d ruas2 utama yg sling brdekatan. Skrg cebong guoblok mlah nyalahin ani"
[786] "Bilang sama suami elo USER jangan cengeng suka blok orang oke. Katanya politisi top mantan timses kafir penista agama tapi kok kelakuan cemen. Katanya liberal tapi kok partisan ngehek."
[787] "MEMANG ANAK ANJING KAMPANG'"
[788] "USER .... bani kampret .... bani kecebong........ pilih bani adam lah...... soale manusia'"
[789] "USER USER Kalau gw guna kan kampret kaga bisa ngeliat bro siang hari gimame si lollll'"
[790] "RT USER: Hei kunyuk USER, supaya ente paham ya? Prabowo Subianto jadi capres aja udah salah apalagi jadi presiden?! PS mem\\xe2\\x80\\xa6'"
[791] "Presiden Joko Widodo memutuskan untuk lebih realisitis dalam mengejar pembangunan Proyek Strategis Nasional (PSN).�?��?�"
[792] "USER USER USER USER USER USER USER REZIM SALES REZIM PENIPU PENCITRAAN SEMUA PALSU'"
[793] "USER Jijik gua cowo2 pake baju pink2\\n\\nPERNAH GUA NONTON VIDKEP KAN YA. GUA KIRA CEWE. KAKINYA MUNGIL. PAKE KAOS KAKI YANG SEPAHA ITU WARNA PINK. PAKE BAJU PINK YANG PANJANG SAMPE SEPAHA\\n\\nPAS DIBUKA ISINYA TITIT. ASUUUUU'"
[794] "USER Sungguh\"rezim KOPLAK..indonesia sedang sekarat..umat muslim sdg di pilah\"oleh Allah SWT..antara golongan muslimin dan munafiqun."
[795] "USER USER USER USER Jancuk \\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82'"
[796] "kalian ni ngapa sih nyinyirin yg hijrah padahal kan mrk cm maw nutupin koreng'"
[797] "RT USER pakai paksa-paksa jokowi balikin semua penduduk rakhin. Emang prabowo pengangguran. Banyak politikus nganggur jadi omongnya ngawur"
[798] "USER ntar jatohnya musyrik tar ak masuk neraka:(("
[799] "Mendampingi JOKOWI Di HARLAH PMII Di BANDUNG.. CAK IMIN Balik JAKARTA dengan PESAWAT KEPRESIDENAN BERSAMA PRESIDEN.. JOIN 2019; ; #CakIminTheNextWapres; #JOIN2019; ; USER USER; USER USER USER USER USER USER"
[800] "USER Secara teknis dia baik mau balikin lu straight tapi cuma cara dia aja yg ga etis..gua bilang sama lu gimana sakitnya mantan ketika putus sama elu dia ada di jalur yg salah,hey bro gua ngalamin kok,setelah gua sama mantan gua putus,mantan gu"
[801] "USER Jualab kaos nggk laku kembali ke isu pki. Duhh gimana bisa maju'"
[802] "Jokowi USER Adalah Ahok Yang Tertunda siap-siap dipenjara juga ya pak URL"
[803] "Rela Antre, Ribuan Pelamar Berburu Lowongan Kerja di Gedung Smesco"
[804] "Mengapa menggunakan bahasa Arab? Bukankah Tuhan YME menurut Pancasila berbahasa Indonesia?"
[805] "USER Tapi perdebatan spt ini memang tidak dapat dihindari. Sejarah gereja pun mencatat perpecahan pertama dalam gereja terjadi waktu konsili yerusalem karena hal ini: Apakah tradisi yahudi merupakan bagian dari ajaran kristiani atau tidak?'"
[806] "Pantesan tim sukses Anies-Sandi ini kalo ngetwit ngaco sok jagoan"
[807] "USER Apa kabar Boss-boss partai yang dia dukung ya? \\nMenteri\\xe2\\x82\\x82 perempuan? Komunis? \\xf0\\x9f\\xa4\\xa3\\xf0\\x9f\\xa4\\xa3\\n\\nMungkin dia belum makan, Pak.'"
[808] "cari yeoja yg chara seksi lonte, suka spam pic charanya, yg mau ngentot. Rep / like ya - draxe'"
[809] "USER Tiap berkicau makin keliatan tolol dan gobloknya, lbh tolol lg yg milih dia'"
[810] "USER Oii turo bom? Kajakkk'"
[811] "Inggrid Widjanarko Mengabdikan Hidup untuk Seni, Budaya dan� Sosial"
[812] "USER Setahu saya prambanan adalah candi hindu. (kelompok candi dieng, candi ungaran gedong songo dll). Borobudur adalah candi budha (kelompok sewu kalasan mendut dll).'"
[813] "USER USER USER USER Waduh wanginya kek mbak kunti dong'"
[814] "USER USER Bong dungu.. Cuma video 31 detik langsung ambil kesimpulan.. Kagak heran dah klo lu d sbut dungu sekolam..'"
[815] "Buat kalian yg pengen tau budaya Baduy, gue rencana Sabtu-minggu 14-15 April 2018 ke sana... palingan habis Rp300.000 an lah... kalo mau, kontak gue aja, kita jalan bareng. tp bkn #MaleTrip yaa; ;"
[816] "USER USER Hahahahaha... \\nga ada orderan demo.. \\nga ada nasi bungkus.. \\nga ada perbaikan gizi.. \\nTETAP IDIOT..!'"
[817] "USER USER Ketika generasi tinja sangat bahagia pemimpin nya bisa berkoar koar anti aseng di jaman pilkada dan ketika selesai pilkada pengikutnya membela bahwa tinja nya aseng enak'"
[818] "USER Betul..anak anak PKI mulai muncul mengikuti jejak bapaknya."
[819] "Sang maestro dan sang Capres/ cawapres RI 1 nih yg Pintar dan pro wong cillik dan tdk otoriter"
[820] "banyak lagi yg dihadapai Bung karno sampai beliau jatuh dari jabatanya demi kedaulatan Indonesia. itu dikarenakan Dia yang keras menolak modal asing. #Freeport51'"
[821] "Ava uda jele gaje gini aja kalo ngetweet sa*** tetep rame yak.\\nSet dah, emang kntl tu punya kepala tapi ga punya mata.'"
[822] "USER Hahahahahah babi migraine aku plak tweet, caring betul dkt babi. Ye lahh hg reply tweet aku lepas keluarkan brim td ni. Good timing'"
[823] "untung2an dan jangan sampai kami ngaku Komunis, ngaku Atheis,...'"
[824] "USER Menurut saya ente bule di rezim Jokowi ini cuma ada dua pilihan beri saham 51.38% atau 2021 angkat kaki dari bumi NKRI ..'"
[825] "USER USER PALESTINA BELUM ADA Fakta : 29 November 1947 PBB menyetujui mengakhiri Mandat Britania Raya untuk Palestina. Dengan Resolusi PBB 181 yang didukung 33 negara, 13 negara menolak, dan 10 lainnya netral, wilayah tanah Palestin"
[826] "USER USER USER USER inherit agama bro.. nasib terberanak dlm islam.. �???�???.; ; kalau tak ntah. kahkahkah"
[827] "RT USER makin lama bikin puyeng kepala itu pak prabowo sama amin rais itu om nada-nada bicaranya nggak bermutu.sama sekali"
[828] "USER USER ganyang pki. mari kita dukung prabowo untuk 2019"
[829] "USER Kalo sehati cacat dong?: ('"
[830] "USER USER USER USER USER USER USER USER Yang ku khawatirkan...\\n\\nKlo sampai TKA ini angkat senjata, atau \"menguasai\" desa (cuma tempat singgahan/markas (mungkin)...\\n\\nWilayah Indonesia Timur langs"
[831] "USER Ternyata dgn d takut2inya oleh tim komunis akn d KPK kan akhirnya TGB nyerah k pngkuan zionis PKIP..'"
[832] "USER USER USER USER Sama bli senang punya saudara bli, kebetulan saya senang mempelajari Hindu Bali, untuk menambah wawasan.\\nDan karya karya Gde Prama juga menarik untuk dibaca perluasan wawasan.'"
[833] "Adaloh orang yang suka nyinyirin pecun di timeline tapi ngelike postingan akun open BO. \\xe2\\x98\\xba'"
[834] "USER Pak USER membuang Islam bisa jadi menyakitkan, tapi harus dilakukan demi kebaikan semua manusia"
[835] "USER USER Etnis cina memang ada yg ikut berjuang tapi lebih sangat banyak yg jadi penghianat jd antek belanda.."
[836] "USER Lele jamban? Yg kuning kuning dong? :('"
[837] "Malam ini Kepala #BPIP menjadi Pembicara bersama Menteri Agama, Rektor UIN Sumut dan Habib Jindan bin Novel dlm Mengaji Indonesia \"Kita Indonesia, Kita Berbudaya\", UIN Sumut, (Medan, 11/4/18)"
[838] "Bupati Jember Harapkan JFC 2018 jadi Semangat Geliat Ekonomi Kerakyatan.; ; Baca Selengkapnya Di:;"
[839] "USER Dari ngebunuh musuh, dari ngebunuh minion, dari ngebunuh turtle, dari ngebunuh monster hutan, dari assist, dari ngancurin turret, dll.\\n\\nAmbil, lu kata ML atm wkwkwkw kampret XD'"
[840] "USER Ahok simulut jamban, tokoh yg punya nilai bahasa indonesia dan norma etika 0, tai kucing'"
[841] "Mowaa mengatakan bahwa seluruh warga Nias akan memenangkan Djarot-Sihar di Pilkada Sumut 27 Juni nanti.; #NiasPilihDjoss"
[842] "USER USER Apan jir?dahak?KWKWKW TOLOL'"
[843] "USER USER Terimakasih jokowi, semoga tahun depan Presiden baru bisa juga ada kebijakan yang lebih baik. Aaminn'"
[844] "USER Yah jawabannya goblok mas\\n\\nJaka Sembung kan bawa sepeda mau sekolah, masa bawa golok,gila nih orang tua nya'"
[845] "Hebat itu kalau apa yang diucapkan tidak sampai maksud dan tujuan, terlalu sensi tanpa basa basi, urung ada sepatah kata silaturahmi maupun klarifikasi, perorangan, berjamaah nti selanjutnya viral dan jauh dari budaya toleransi ketimuran, eksistensi sesaat"
[846] "USER USER USER Jika dulu tanpa Soeharto mungkin komunis sudah menguasai negeri ini. Agama tdk seperti skrng."
[847] "UU Antiterorisme sudah disahkan DPR. Kini aparat keamanan sudah memiliki payung hukum utk bertindak tegas dalam memerangi teroris.'"
[848] "RT USER Ahok Taik. \\ MENFITNAH\\ . Emang lu tukang caci maki perempuannn!! Asuuu AhokPastiTumbang DebatFinalPilkadaJKT"
[849] "USER USER USER Fungsi GST utk mengurangkan beban kebergantungan kpd hasil petroleum negara..lagipun idea pelaksanaan GST datangnya dari Bank Negara bukan parti BN sendiri #GelombangBiru;"
[850] "Sikap ketakutan rezim di tunjukan melalui presidential threshold.\\n\\n#jumatberkah.'"
[851] "USER USER ridwal kamil memang hebat dan top nggak kaya ahok tukang penista agama dan koruptor"
[852] "RT USER: USER Mereun dititah ku si Gunawan : sia asri ngaku kunyuk jadi aing nu keuna kehed.'"
[853] "USER Pak USER Muslim selalu mengatakan kebenaran datang dari Allah SWT, yg mana? Muhammad bejad nabi?"
[854] "Betul itu kelihatannya JK mau main belakang lengserkan jokowi klo berhasil kan dia yg naik gantikan jd presiden seperti pak Harto diganti habibie"
[855] "Dulu, tanpa sosmed pun Presiden Soeharto bisa di lengserkan. Apalagi Bapak Jokowi"
[856] "USER USER cermati deh.. dari pedea mules ke toilet.. ke toilet ngapain klo ga eek? eek darimna???'"
[857] "USER Apasi anjing lu lebay geblek'"
[858] "Buat pak USER USER ,ambisi kekuasaan boleh dan sah2 sj,masa pak USER dibilang otoriter sih?. URL"
[859] "ehem USER ... kayaknya sudah saatnya di turunkan pakde USER nih. akal sehatnya ga jalan"
[860] "USER Heran juga saya, setan iblis pada kabur dan takut kalo mendengar Azhan, tapi ini mahluk Allah yg satu ini anteng saja denger azhan bahkan pura2 budek kupingnya, kalah dong setan iblis.'"
[861] "#Kertayu; #Muba; #Sedekah_Bumi; #Lempar_Lemang; #Info_Budaya; Warga Desa Kertayu menggelar tradisi sedekah bumi berupa pembuatan dan pembakaran lemang. Tradisi budaya yang rutin dilaksanakan setiap..."
[862] "USER Setelah itu aset negara dijual semua ya pak Ruhut, hebat bener!! Krn itu impor pangan merajalela, BBM naik membabi-buta, 10jt lowongan kerja buat Aseng, itulah hebatnya pak Joko Widodo, bikin rakyat dan negara semakin sengsara. Hancur suda"
[863] "Ini baru Presiden .; ; Keluhan bupati dn masyarakat pulau samosir masalah kekurangan kapal peri dn pelabuhan langsung di jawab dn di sanggupi .; ; Presiden memerintahkan MENHUB harus menyediakan kapal peri yg bagus thn ini Dn pembangunan pelabuhan nya ..;"
[864] "Ekonomi dipegang Gerindra? Bisa hancur negara kita. Masak sarankan cetak uang sebanyak2 utk bayar hutang, jadi gk perlu hutang lg. Malah bs ngutangi negara lain. Bisa2nya bilang biaya produksi cetak uang murah. Ekonomi comberan; ; Para kecoa yg baik, yakin"
[865] "USER Dulu 98 dollar 12.000 koar-koar minta rezim lengser. Sekarang sudah mau tembus 15.000 malah makin jadi penjilat penguasa. Kasihan rakyat selalu jadi korban propaganda politikus busuk.'"
[866] "USER masi pagu ngajak gelut onta'"
[867] "USER USER Lu aja pling blum pernah ngewe'"
[868] "Prof. Jeffrey Winters: Jokowi Presiden Terlemah dalam Sejarah Indonesia ; ; Anisa dan Pembahasan Prof Jeffrey Winters ini bagus, walau ini anlisa 2015 lalu, tapi yg menjadi pembahasannya akrg byk yg terjadi.; #2019GantiPresiden; ;"
[869] "Dia digendong namun tetap tdk sombong. Dipanggul namun tetap tidak merasa unggul. Dan dihormati namun tetap rendah hati. Dialah USER; ; Kalian tahu siapa mereka yg memanggul Presiden kita? Mereka adlh pasukan elit TNI penjaga kedaulatan NKRI, bukan juru"
[870] "USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER USER Ooo PKS dan FPI isl"
[871] "USER #2019 memang pemilihan presiden,pasti yang banyak prestasinya banyak pengalamanya dan hasilkerjanya terbukti itu yg akan menjadi president.'"
[872] "USER USER Ya Allah aku berlindung kepada-Mua dari godaan setan yg terkutuk!'"
[873] "Pecun.kelas teri nih\\xf0\\x9f\\x98\\x80 URL"
[874] "Survey LKPI Pilkada Tapanuli Utara, Petahana Sulit Dikalahkan - Warta Ekonomi"
[875] "ahok targetkan audit kisruh bantar gebang selesai bulan ini ahok mengatakan audit ini akan digunakan untuk"
[876] "Dina islam mh nikah teh teu ribet ngan diperasulit ku jelemana..tong gengsi tong hayang kapuji jelema, lamun sederhana lewih loba berkahna �???"
[877] "jongos cina merasa kemerdekaan indonesia cina yang kasih."
[878] "Pendapat Profesor - Pemenang Debat Pilkada Jatim"
[879] "Wow..gerakan #2019GantiPresiden MENDUNIA...spanduk beredar d Turki ,Jepang,Jerman,Inggris.."
[880] "kenapaa oh kenapaa diriku brengsek'"
[881] "USER Pak USER menghapus Teroris Islam secara efektif harus dijelaskan Alquran adalah Kitab Teroris"
[882] "USER USER USER Jangan biasa main framing urusan data ekonomi, saya paham owq"
[883] "USER Yawlah itu yang Daniel kalo dibeliin micin yang bego sekelurahan itu'"
[884] "USER Namanya sesuai.\\nOrg yahudi sebut Aaron. Arab sebut Harun. Yahudi sebut Yochanan. Arab sebut Yahya.'"
[885] "Mari ingatkan sekaligus dukung pemerintah, utk tetap kelola ekonomi & kesejahteraan rakyat, meskipun kita berada di tahun politik *SBY*"
[886] "RT USER USER USER USER USER Prabowo sangat layak jadi calon presiden tapi sangat tidak layak jadi presiden"
[887] "emang ya anjir kalo ke songgoriti naik motor berdua cewek cowok langsung ditawarin villa.'"
[888] "JKW ERA: Percuma pembangunan duit utang semua.."
[889] "Beriman kepada Allah SWT yang dungu & biadab? Anda mendungukan & membiadabkan bangsa"
[890] "RT USER: USER USER USER Klop prabowo pemberontak sekaligus koruptor."
[891] "USER Iya emang, abisnya tiap mau aktif begitu liat timeline asing moodnya tiba tiba ilang :('"
[892] "USER udik udah mendarah daging di kamu'"
[893] "Nanti ada baju Muslim bertuliskan:; ; #2019GantiPresiden; #2019PrabowoPresiden"
[894] "Kunjungan Presiden Joko Widodo pada #PadaKaryaTunai di Pelabuhan Ratu, Sukabumi. ; ; Desa Citarik telah berhasil merubah desanya dari tempat pembuangan sampah yang bau dan kumuh menjadi tepat wisata resapan air dan menjadikan sampah sebagai produk yang mem"
[895] "Islam saya ya Islam saja. Ga perlu Islam saya ditambah embel2 Islam Nusantara. \\nNanti ada temen saya harus pake embel2 Katolik Nusantara, Protestan Nusantara, Hindu Nusantara, Budha Nusantara. \\nTapi kalo ada yang mau pake embel2nya ya silahkan saja. Sa"
[896] "Pemkot Cirebon optimis mampu merekam 19.000 calon pemilih pemula yang masih berstatus pelajar SMA"
[897] "USER Knp nun? Ada bom?'"
[898] "USER USER USER USER USER USER USER USER USER USER USER USER Hhhhmmm,,, ini akibatnya jk jadi korban gizi buruk, selalu salah dalam pemahamanny,"
[899] "Gua sbnrnya paling males bagian yg ini \\nHadeh tp kudu ye \\n\\nBuat admin bangsat gua cuma kenal jirapuncel sama xogentot awalnya orangnya humoris,goblok otaknya setengah,hadeh homoan nih org dua'"
[900] "RT USER: Ketika lo lagi jilat vagina si cewek, jilatlah luar dalam vagina dan gigitlah klentit ny, jilatlah vagina sampai dalam agar NI\\xe2\\x80\\xa6'"
[901] "sinden banci kocak princes aprilia & mimin onggo inggi: URL melalui USER'"
[902] "USER USER Kitab suciku yg diturunkan oleh Allah dianggsp fiksi. Pake sok2an harus dilihat dr segi filaafat. Eh tapi kalo misalnya Quranku fiksi, maka tidak bisa dong Quran menjadi dasar hukum di dalam Hukum Islam. Jadi harus pk apa? Ada"
[903] "Mobile langend memang babi anjeng xnk kasi naik rank kimakkk team Noob babi bocahh setan'"
[904] "USER USER Jahahaha cebong kapir alay goblok munafik, jijik banget dah iyuuhhh'"
[905] "USER USER Owwwwh, bokong supirnya besar ya cs mknya sampek duduk di besi? Baru ngeh aku.. hahahahah'"
[906] "USER USER yo jual seh koh, matamu ii picek ta ga isa liak tas njlentrek sak taek ndayak ndek tokoku.\\ntas kulit lumpia sek kosong, ga pengen tas kulit kadal koh? cocok sama ilatmu.'"
[907] "Mengenal Walpri Perempuan dalam Pilkada Bondowoso; USER"
[908] "Masalahnya, destinasi 'piknik' gue kejauhan: Gereja Katolik. Why? Krn walaupun gua bacot, gua suka kekhidmatan dan keteraturan *tsah. Dulu gue jg sekolah di SD katolik gt dan ikut bina iman (?), jadi gue mudeng. Ibadahnya jg gakelamaan, jd cocok sama jad"
[909] "The Lie Tju atau Lie Tju Seroja atau The Lie Tju Seroja siswi SD Katolik Karya Yosef, 1978-1983, istrinya Ronaldo Pardede. The Lie Tju shi wo de qizi ... wo de ... RoDe ... Ronaldo Pardede qizi.'"
[910] "The Lie Tju siswi SD Katolik Karya Yosef Kelas 6B, 1983, istrinya Ronaldo Pardede yang sah.'"
[911] "Bandel Juga Ini Kakek \\xf0\\x9f\\xa4\\xa3\\nUSER USER USER USER\\n#bokep #bokepindo #ngentot #bokepasian #crot #bokephot #horny #sange #kontol #boobs #blowjob #milf #blondecum #filmmalam #nontonbokep #bokeponline\\nURL"
[912] "RT USER USER Jadi dukung koruptor! Bubarkan kpk. Pantesan... dari situlah issue issue pki keluar. Dasar koruptor"
[913] "USER Nggak aneh kok om..buang sampah pada tempatnya, tenggelamkan juga pada tempatnya. Yang aneh kalo ditenggelamkan didarat..'"
[914] "USER USER TKA Cina memang dimanja....'"
[915] "Siapa yg bisa masukin ke google web/blogger/forum/situs dewasa aku kasih bonus\\n\\n#jablay #abg #lonte #bispak #bugil #naked #toge #puting #jilboob #binal #bisyar #ayamkampus #tantegirang #ngewe #ngentot #porn #naked #bigtits #PascolMania #cocktribute #c"
[916] "Nasionalis Agamis = Soedurisme; Ir Soekarno adalah bapak nasionalis yang menyatukan rakyat. ; Gus Dur adalah sosok yang Agamis yang menyatukan umat dari berbagai agama.; ; Pak USER Dan cak USER sosok yang tepat untuk melanjutkan perjuangan Indones"
[917] "USER Uteknya di silit'"
[918] "Hanya orang bodoh jika beropini bahwa PKI tdk bangkit.presiden cuma pinter akting & pencitraan.Intelijen TNI yg bicara adanya PKI bangkit."
[919] "RT USER: USER jangan sampai Indonesia diambil alih sama cina... Apa perlu kita semua BoikotProdukChina ???"
[920] "USER USER USER USER Ga penting ngpain lu komen. Kan tolol \\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82\\xf0\\x9f\\x98\\x82'"
[921] "emang udah pada sarap, gapunya rasa peduli sama sekali bgstttttttt'"
[922] "USER USER USER USER Mental itu selalu minta mobil rantis, minta dikawal polisi,. \\n\\nSayang banget tuh bis ga dilempar molotov ye, kayak di jl gatsu.\\n\\nmental itu bikin nazar nikah sama monyet ? Terus ? \\n\\nMental itu ngerusak stadion gbk? Aset negara, \\n\\nTerus ada yg dapet proyekan dari kementrian, lol'"
[923] "Lu yg goblok, lu nnton gak acara ny semalam? Gak ad beliau mengatakan islam fiksi, mana ad bukti video ny? Lu islam atau kafir ? kalau islam kebangetan lu fitnah sesama muslim kalau kafir gue gak heran"
[924] "RT USER: USER Agamanya sempurna, ummatnha banyak yg pinter kok. Kenapa yg goblok terus yg berani bicara.. hadeh!'"
[925] "3.Klaim rezim #jkw yang membanggakan keberhasilan mendistribusikan 262.321 bidang seluas 199.726 ha aset bekas hak guna usaha partikelir dan #tanah terlantar, pada dasarnya tak lebih dari sertifikasi tanah. |#keadilantanah'"
[926] "USER Kalo dia mah banyak yang mau bloon'"
[927] "USER fiks dia sinting'"
[928] "USER ini bhya bisa2 perkataan ade armando mempengaruhi muslim yg msih awam bisa tercuci otaknya, kata ustadz syaitu mrip dgn yg namanya JIL, perang pemikiran lbih berbahaya dibandingkan dgn perang fisik klau kalah perang fisik kta bsa syahid kalo klh p"
[929] "Mamat tu masuk dalam Van! Celah mana kereta lai rosak tu setan. Dasarrrr'"
[930] "Wah, lebaran padahal belum ya, kang USER"
[931] "Dagangan Islam Nusantara, lah ngapa baru rame skg?, dulu\" kemana aja?, And, semoga ada juga Kristen Nusantara dll yang berbau Nusantara..'"
[932] "Cek Kesiapan Pengaman Pilkada, Ternyata Polres Samarinda Hanya Miliki Satu Mobil Patroli Sabhara"
[933] "USER 1. Bangsat\\n2. Cebong\\n3. Kecoak\\n4. Bajingan\\n5. Taik ayam\\n6. Uanjing\\n7. Bodat\\n8. Cecurut\\n9. Borax\\n10. Kucirap'"
[934] "RT USER: USER Manis cuman di awal. Butut Goblog!!!!! #SolerOut #HerjosOut'"
[935] "USER Aku mau ngentot sama kamu'"
[936] "USER USER USER Udah menghina tapi ngga malu menggunakan fasilitas yg pemerintah bikin! Bani daster ngga tau malu! Ngga punya harga diri makan gaji Dr negara yg Dia hina! Haram! !!'"
[937] "Menhub: Presiden Jokowi Berikan Berbagai Ide dan Arahan Penting Dalam Proses Pembangunan Bandara Kertajati"
[938] "Rasa-rasanya, ingin bercerita pada sang kakak. Meminta kekuatan darinya. Tapi yang didapat hanya bisu tanpa suara, dijawab pun, entah lah.'"
[939] "dapet kabar kalo di barel ui ada bom. yaAllah kasian bgt ya yg kost deket situ:')\""
[940] "USER USER Nanti dulu !!!\\nEmang anaknya Pepo bisa apa \\xe2\\x9d\\x93 Nampang doang \\xe2\\x9d\\x93\\nMo dibawa kemana bangsa ini, mo jadiin foto model \\xe2\\x9d\\x93\\xe2\\x9d\\x93\\n\\nCebong aja urus, biar ga rewel gini !!\\n\\n\\xf0\\x9f\\x90\\xb8\\xf0\\x9"
[941] "USER Ga juga. Ga ada orang kaya di sekolah2 negeri ;)\\n\\nYg beneran beragam kayaknya sekolah2 Kristen yg ga mahal. Kaya, miskin, macam2 etnis'"
[942] "USER USER USER USER Maksud saya, pendidikan jangan dibatasi. Helen Keller wanita bisu tuli dan buta bisa mendapatkan gelar sarjana & berprestasi. Steven Hawking bisa tetap mengembangkan ilmu didalam kelumpuhannya. Tidak"
[943] "Besok kalau Prabowo nyapres lagi dan teriak-teriak masalah ketimpangan jangan dipercaya. Dia aja ngatain wartawan gaji kecil kok"
[944] "USER Tabayyun sebelum ngomyang..cocot busuk lol dipelihara, memaikan isu SARA kok bangga'"
[945] "#IndonesiaKuasaiFreeport\\nSebagai penghuni freeport ikut bangga si.. yaa semoga tenaga kerja asing ny jg dibatasi lg.. lebih banyak tenaga kerja indonesia yg butuh..'"
[946] "USER USER Sabar saja.. sy fikir ini sebagian dari golongan rakyat indonesia yg bentuk fisiknya manusia tp punya jiwa komunis.. karena golongan komunis itu amat krisis sifat kemanusiaan'"
[947] "USER perek doyan di gagahin :*'"
[948] "sebelumnya mereka biasa memohon (kedatangan Nabi) untuk mendapat kemenangan atas orang-orang kafir, maka'"
[949] "USER USER Siapa yang bilang jadi kapir emang susah?? Hahaha tuh kan sel2 otak lo blom nyambung juga ya. Susah emang jadi kapir, cebong pula. Orang ngomong kemana dia ngomong kemana, ngatain agama islam aja pake rujukan internasional. Hahaha ma"
[950] "maksutnya kelas bawah hrs diem gk boleh bicara ya Pak USER itu namanya otoriter"
[951] "Emang kalo temennya makan sampah kita jg harus makan sampah gtu? Kan gk sih ya.'"
[952] "USER USER USER USER USER USER USER USER USER USER USER USER USER Daripada kau Bodat KOMUNIS TOLOL'"
[953] "Karena itu Presiden Joko Widodo menginstruksikan Badan Pengawas Keuangan dan"
[954] "USER AHAHAHAHAHA CAPEK.\\n\\nGua kira video 13 detik dia beneran ngomong, kampret.'"
[955] "USER // Kucingnya sipit.'"
[956] "Ratusan Ulama dan Satri Desak Penganugerahan Gelar Pahlawan Nasional untuk KH Ahmad Sanusi | Pikiran Rakyat"
[957] "Soal Munir juga ada kaitannya dengan mengapa Rezim Jokowi sangat anti Islam. Setelah saya twitkan semoga menjadi jelas sejelasnya."
[958] "USER USER anaknya pak soemitro begawan ekonomi ...tapi pola pikir admin gerinda ini kayak ngak pernah kuliah...jangan sampai kau fakir ilmu..."
[959] "PSK Artis online marak kembali di bicarakan, Tyas Mirasih Peringati Netizen\\n#netizen #tyas_mirasih\\nURL"
[960] "Trs temenku liatkan ke aku ss-an story si istri ini tadi. Si istri curhat habis-habisan dan ngatai si suami ini bajingan + nge-mention akun si suami'"
[961] "Monyet ngebut nabrak anak kecil ! LOL URL"
[962] "USER Freeport kan memang kontraknya mau habis, jadi biasa aja ga ada yg istimewa. Yg aneh dollar skrg mau tembus 15.000 tapi malah pada mingkem. Memang penjilat kekuasaan menjadi dungu ya tum melihat bobroknya kinerja rezim.'"
[963] "USER haduh tolol yh pendukung rezim ini yah kaya gini....'"
[964] "USER USER DIKTATOR JOKOWI jongos organisasi jagal manusia NU lagi ngatur siasat kampanye."
[965] "RT USER Ngawur...sembarang aja Pansus hanya menghambat KPK utk penyelidikan teman2nya yg koruptor bubarkan DPR yg sarang koruptor"
[966] "USER Sehat om?????klo ga sehat minum kencing onta dulu'"
[967] "RT USER :kirim bantuan pencitraan"
[968] "USER EH ANJING G USAH BANYAK BACOD LUH. GUE TANTANG DUEL LUH BANGSAD'"
[969] "jangan rindu, rindu itu berat..\\n\\nbiarin ae si kunyuk dilan yang nanggung.'"
[970] "Gosip itu dibuat oleh orang iri, disebarkan oleh orang bodoh, dan diterima oleh orang idiot.'"
[971] "USER USER Dasar..kunyuk nih nyariduit..modal nipu..bangsat Abu..'"
[972] "USER USER Tak baca brita nya..sy kira ni aki\" mngkin dah punya gangguan jiwa.seandai nya nnti 2019 amin kalah.bisa\" nanti malaikat di bilang kafir dan pro aseng.kasian malaikat,gk ngerti urusan capres tp di bawa\" ma aki\" gila.'"
[973] "USER USER USER USER USER USER Ngoaaahahaaa saking kejang kejang nya si bani kuda wowok bin onta, sampai ga baca tulisan gue ..... ibu kau msh selingkuh dgn kuda wowok tuh.... ngoaaahahaaaa \\xf0\\x9f\\xa4\\xa3\\xf0\\x9f\\xa4\\xa"
[974] "USER USER Cari simpati ummat muslim jabar buat pilpres 2019...; Mudah\"an ulama & ummat islam jabar tidak terkesima & terpengaruh dg trik dan gaya kemunafikannya si mukidi..."
[975] "RT USER: yg nebar kebencian itu ahok mbak,masa mbak gak tau sih sampai dia jadi terdakwa loh USER"
[976] "USER MAMPUS W MAMPUS YUGI MAMPUS LO ONTA ARAB'"
[977] "USER ; ; -thaqeef; -jdt; -alya; -spek bulat; - tudung ala ala ustazah sekolah agama �???"
[978] "Jika tidak ada demo berjilid-jilid atas pernyataan USER soal kitab suci adalah fiksi, maka hampir bisa dipastikan tujuan utama gerakan \"Bela Islam\" berjilid-jilid versi 212 dst adalah motif politik untuk menjatuhkan Ahok. Ahok telah menjadi korban."
[979] "USER USER USER USER Ketahuan kan akhirnya...ngaku sendiri maksa org dipenjara.. Bajingan berkedok agama"
[980] "\\xe2\\x80\\x9cPada pagi hari, di antara hambaKu ada yang beriman kepadaKu dan ada yang kafir. Siapa yang mengatakan \\xe2\\x80\\x99Muthirna bi fadhlillahi wa rohmatih\\xe2\\x80\\x99 (Kita diberi hujan karena karunia dan rahmat Allah), maka dialah yang beriman ke"
[981] "tolak berita hoax dan siap mensukseskan pilkada dami di kota kediri:"
[982] "USER USER USER USER Yg dongo elu bong.. Yg kampret juga elu kalabong.. Jd ngapain marah2... Dan siapa juga yg nyuruh elu ladenin...elu aja baru netas.. Bong bong'"
[983] "Pndukung Prabowo spt ARB, SDA adl org2 bejad tabiatnya kasar termasuk org ini >> USER'"
[984] "USER Mau kamu baca ff couple straight/yuri/yaoi jatohnya tetep delusi juga kan? jadi menurut aku sih tiap orang punya preferensi masing2 dalam membaca cerita yg mereka suka, kalo aku cuman jadiin hiburan aja. Dan juga kalo mereka gay hak kita b"
[985] "Betul. SBY secara objektif lebih mumpuni. Politisi Indonesia terhebat saat ini. Ga kayak jokowi, ga pantes jadi presiden URL"
[986] "Sesama muslim tidak boleh menzhalimi, menjerumuskan, dan menganiaya. (HR Muslim)"
[987] "USER \"BACOT LO. ALBUM-ALBUM GUE, BELINYA JUGA PAKE DUIT GUE. GA NGERUGIIN EMAK BAPAK LO INI \\xf0\\x9f\\x98\\x91\\xf0\\x9f\\x98\\x91\\xf0\\x9f\\x98\\x91\"\\n\\xf0\\x9f\\x94\\x9d\\xf0\\x9f\\x94\\x9d\\xf0\\x9f\\x94\\x9d\\nAkibat terlalu sering diceramahin beli album'"
[988] "USER kalo aku: bodo amat-in atau ngelakuin hal2 yg disuka buat nge-distract dari pikiran2 begitu'"
[989] "Nama: Jonru Ginting Status: Terlapor Kasus: Ujaran Kebencian (diduga) Mendukung Anies-Sandi"
[990] "USER nga usah ngomong luh geblek!!'"
[991] "USER mm kalau dipercayain sama org lain sering noob \\xf0\\x9f\\x98\\x9f'"
[992] "Setuju,,,klo tdk mau kita usir seluruh budha yg di indonesia..."
[993] "Anda menghina Islam, Muhammad tidak tahu budi terhadap sukunya sendiri, mengajar solat minta pahala dari Allah SWT"
[994] "BUBARKAN ILUNI UI"
[995] "USER USER Kampret yang sebenarnya antek asing.'"
[996] "USER Pak USER secepatnya Islam dinyatakan sesat dan menyesatkan, tidak perlu lagi ada bank syariah"
[997] "Buku Langka> Tuanku Rao; Teror Agama Islam Mazhab Hambali di Tanah Batak 1816-1833. Tahun 1964. 690 hlm. Hardcover. Minat?"
[998] "Calon Presiden Diminta Tes Urine Dia juga minta BNN lakukan tes urine ke semua c #InfoTech #TechDigital"
[999] "USER Ikutan aja lu, kampret.'"
[1000] "USER gak potonya.. berarti diumpetin.. \\n\\nberbusa sabun soklin\\nmawar cap buaya\\nbiasa dikibulin\\n wajar ku tak percaya'"
[ reached getOption("max.print") -- omitted 12169 entries ]Create Document Feature Matrix
In this step, the document feature matrix will be created by converting the text into corpus form and subsequently tokenized and processed so that eventually a document feature matrix could be produced. It is important to note that the additional preprocessing could be performed during the tokenization. In this case, the preprocessing includes remove the punctuations, remove the numbers, remove the separators, remove the symbols, remove the url, convert all the words into lowercase, and applying provided stopwords to the dataset. Moreover, we also decide to filter only the words with longer than 5 characters.
dict2new <- as.vector(dict2)
corpus <- corpus(df$Tweet, text = 'headline')Warning: text argument is not used.corpus <- corpus_trim(corpus, min_ntoken = 5)
tokens <- tokens(corpus, remove_punct = TRUE, remove_numbers = TRUE,
remove_separators = TRUE, remove_symbols = TRUE,
remove_url = TRUE)
tokens <- tokens_tolower(tokens)
tokens <- tokens_select(tokens, pattern = dict2new, selection = "remove")
result_dfm <- dfm(tokens)
result_dfm <- dfm_select(result_dfm, min_nchar = 5)Visualization using Textstat and Wordcloud
On the subsequent two cells, the visualization of the document feature matrix is performed using Textstat and the Wordcloud. On the Textstat Visualization, the words that appears the most in the dataset are shown in the feature column, and the frequency of corresponding words are provided in the frequency columns. In the wordcloud visualization, the word that appear mostly on the dataset get a bigger proportion on the image.
textstat_frequency(result_dfm)[c(1:5), ]textplot_wordcloud(result_dfm)
In the below cell, udpipe library is utilized to perform Lemmatization based on Indonesian Language, as indicated on the parameter of udpipe_download_model function.
library(udpipe)
udmodel_ina <- udpipe_download_model(language = "indonesian-gsd")Downloading udpipe model from https://raw.githubusercontent.com/jwijffels/udpipe.models.ud.2.5/master/inst/udpipe-ud-2.5-191206/indonesian-gsd-ud-2.5-191206.udpipe to /Users/whs9801/Downloads/indonesian-gsd-ud-2.5-191206.udpipe
- This model has been trained on version 2.5 of data from https://universaldependencies.org
- The model is distributed under the CC-BY-SA-NC license: https://creativecommons.org/licenses/by-nc-sa/4.0
- Visit https://github.com/jwijffels/udpipe.models.ud.2.5 for model license details.
- For a list of all models and their licenses (most models you can download with this package have either a CC-BY-SA or a CC-BY-SA-NC license) read the documentation at ?udpipe_download_model. For building your own models: visit the documentation by typing vignette('udpipe-train', package = 'udpipe')
trying URL 'https://raw.githubusercontent.com/jwijffels/udpipe.models.ud.2.5/master/inst/udpipe-ud-2.5-191206/indonesian-gsd-ud-2.5-191206.udpipe'
Content type 'application/octet-stream' length 14257882 bytes (13.6 MB)
==================================================
downloaded 13.6 MB
Downloading finished, model stored at '/Users/whs9801/Downloads/indonesian-gsd-ud-2.5-191206.udpipe'install.packages("stringr", repos = "https://cloud.r-project.org")trying URL 'https://cloud.r-project.org/bin/macosx/big-sur-arm64/contrib/4.3/stringr_1.5.0.tgz'
Content type 'application/x-gzip' length 311937 bytes (304 KB)
==================================================
downloaded 304 KB
The downloaded binary packages are in
/var/folders/yk/fkw6323n01l4qfb_x2dbrdz40000gn/T//Rtmp1GapjY/downloaded_packagesinstall.packages("dplyr", repos = "https://cloud.r-project.org")Error in install.packages : Updating loaded packagesudmodel_ina <- udpipe_load_model(file = udmodel_ina$file_model)Since the preprocessed text on the above cell has been converted into dfm form, it is impossible to take them back to the initial dataframe. Therefore, as demonstrated on the below cell, we will perform similar preprocessing steps without convert the text into dfm format. The result of all of the preprocessing steps will be taken into the tweets column on the dataset, enable us to conduct further analysis.
library(tm)
tweets <- as.vector(df$Tweet)
tweets <- removeNumbers(tweets)
tweets <- tolower(tweets)
tweets <- removePunctuation(tweets)
tweets <- removeWords(tweets, c("user", "rt"))
tweets <- removeWords(tweets, as.character(stopwords))
df$Tweet <- tweetsLemmatization
Lemmatization is a natural language processing technique used to reduce words to their base or root form, called a “lemma.” It helps to standardize different inflected forms of a word, such as plurals or verb tenses, to their original dictionary form. This aids in text analysis, search, and language understanding. On the upcoming cells, lemmatization on the preprocessed text is being conducted.
udi_ina <- udpipe_annotate(udmodel_ina, x = df$Tweet, doc_id = df$doc_id) # As indicated on the below cell, the lemmatization will be specialized on the Noun parts of the words, as indicated by c(“NOUN”) parameter in subset function.
udi_ina_pos <- subset(udi_ina, upos %in% c("NOUN"))
library(dplyr)
udi_ina_lemma <- udi_ina_pos %>%
group_by(doc_id) %>%
mutate(lemma_pos = paste0(lemma, collapse = " "))
names(udi_ina_lemma)[names(udi_ina_lemma)=="doc_id"] <- "id" #rename column: doc identifier
udi_ina_lemma <- subset(udi_ina_lemma, select = c(id, lemma_pos))
udi_ina_lemma$dupl <- duplicated(udi_ina_lemma$id) #tag duplicated rows
udi_ina_lemma <- subset(udi_ina_lemma, dupl == FALSE)# select only unique rows
udi_ina_lemma <- subset(udi_ina_lemma, select = c(id, lemma_pos))
udi_ina_lemma$id <- as.character(udi_ina_lemma$id)After the lemmatization is executed, it will be stored in one particular column udi_ina_lemma . This column is then merged with the another column of the dataset using left_join command.
df$id <- as.character(df$doc_id)
df <- left_join(df, udi_ina_lemma, by="id")dfPart-of-Speech Tagging
POS tagging, short for Part-of-Speech tagging, is a natural language processing technique that assigns grammatical labels (such as noun, verb, adjective) to each word in a sentence. By identifying the word’s role in the sentence, POS tagging helps in various language analysis tasks, like syntactic parsing and information extraction.
library(spacyr)
spacy_initialize(model = "en_core_web_sm")spaCy is already initializedNULLIn this case, the POS Tagging is done using the Spacy library in Python. By connecting Spacy to the appropriate directory, we analyze sentences and assign grammatical labels to each word (e.g., noun, verb, adjective). This analysis aids in understanding sentence structure, sentiment analysis, and information extraction. Once the POS tagging is completed, we merge the results with the dataset using the left_join command, linking the tagged words to their respective entries in the dataset. This integration empowers us to perform more advanced linguistic analysis and gain deeper insights from the data.
library(dplyr)
#entity text
entity_agg <- corpus_entities_sub %>%
group_by(doc_id) %>%
mutate(entity = paste0(text, collapse = "; "))
entity_agg <- subset(entity_agg, select = c(doc_id, entity))
entity_agg$dupl <- duplicated(entity_agg$doc_id) #tag duplicated rows
entity_agg <- subset(entity_agg, dupl == FALSE)# select only unique rows
entity_agg <- subset(entity_agg, select = c(doc_id, entity))entity_agg <- rename(entity_agg, id = doc_id)
entity_agg$id <- gsub("text", "", entity_agg$id)
class(entity_agg$id)[1] "character"articles_en <- left_join(df, entity_agg, by="id")final_df <- left_join(df, entity_agg, by="id")
final_dfPerform Hate Speech Classification using Naive Bayes Model (Supervised Learning)
In the next three cells, we try to differentiate the dataset that is used for training and testing using Random Sampling, where 75% of the whole dataset is used for training and the rest is for test the performance metrics of the algorithm.
set.seed(42)
id_train <- sample(1:nrow(df), floor(.75 * nrow(df)))
id_test <- (1:nrow(df))[1:nrow(df) %in% id_train == FALSE]corpus <- corpus(final_df$Tweet)
tokens <- tokens(corpus, remove_punct = TRUE, remove_numbers = TRUE,
remove_separators = TRUE, remove_symbols = TRUE,
remove_url = TRUE)
tokens <- tokens_select(tokens, pattern = dict2new, selection = "remove")
tokens <- tokens_select(tokens, pattern = stopwords, selection = "remove")
dfm <- dfm(tokens)
dfm <- dfm_select(dfm, min_nchar = 5)
dfmDocument-feature matrix of: 13,169 documents, 26,642 features (99.97% sparse) and 0 docvars.
features
docs disaat semua cowok berusaha melacak perhatian lantas remehkan kasih khusus
text1 1 1 2 1 1 2 1 1 1 1
text2 0 0 0 0 0 0 0 0 0 0
text3 0 0 0 0 0 0 0 0 0 0
text4 0 0 0 0 0 0 0 0 0 0
text5 0 0 0 0 0 0 0 0 0 0
text6 0 0 0 0 0 0 0 0 0 0
[ reached max_ndoc ... 13,163 more documents, reached max_nfeat ... 26,632 more features ]textstat_frequency(dfm)[c(1:5), ]Hate Speech
dfm$id <- 1:nrow(df)
dfm_train <- dfm_subset(dfm, id %in% id_train)
# get test set (by using the ! you indicate that you select documents not in id_train)
dfm_test <- dfm_subset(dfm, !id %in% id_train)
HS_train <- subset(df, doc_id %in% id_train, select = 'HS')
HS_test <- subset(df, !doc_id %in% id_train, select = 'HS')
Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameIn the below cell, we directly fit the Naive Bayes Algorithm to the training dataset and use the result of the training to predict the label of the testing dataset, and subsequently creating summary analysis of it.
library(quanteda.textmodels)
model.NB <- textmodel_nb(dfm_train, as.matrix(HS_train))
pred.nb <- predict(model.NB, dfm_test, force = TRUE)
summary(pred.nb) 0 1
1672 1621 In the upcoming three cells, we attempted to manually encode the testing dataset as True Positive (TP), False Positive (FP), False Negative (FN), and True Negative (TN)
HS_test$id <- 1:nrow(HS_test)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$polarity_nb <- pred.nbError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_testHS_test$Positive_andRetrieved <- HS_test$HSError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved <- HS_test$HSError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved <- HS_test$HSError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved[HS_test$polarity_nb == 1 & HS_test$HS == 1 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved[!HS_test$polarity_nb == 1 | !HS_test$HS == 1] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved[HS_test$polarity_nb == 0 & HS_test$HS == 1 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved[!HS_test$polarity_nb == 0 | !HS_test$HS == 1] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved[HS_test$polarity_nb == 1 & HS_test$HS == 0 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved[!HS_test$polarity_nb == 1 | !HS_test$HS == 0] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved <- as.numeric(HS_test$Positive_andRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved <- as.numeric(HS_test$Positive_notRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved <- as.numeric(HS_test$notPositive_butRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameIn the below to cells, we try to compute the Recall, Precision, and F1 Score of the Naive Bayes Algorithm based on the manually encoded testing dataset. It is important to note that F1 Score is dependent with the Recall and Precision, where F1 Score itself is actually the harmonic average of Recall and Precision, or could be also stated using the following formula:
\[ F1Score = \frac{2}{\frac{1}{Precision} + \frac{1}{Recall}} \]
which implies \[ F1Score = \frac{2 \cdot Precision \cdot Recall}{Precision + Recall} \]
recall_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$Positive_notRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
recall_pos[1] 0.8350217precision_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$notPositive_butRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
precision_pos [1] 0.7119062F1 <- (2 * precision_pos * recall_pos)/(precision_pos + recall_pos)
F1[1] 0.7685648In the below cell, the function to visualize the Heatmap of the Confusion Matrix is created. Basically, it utilize the ggplot2 library. The above function is used to plot the Heatmap based on the amount of True Positive (TP), True Negative (TN), False Positive (FP), and False Negative(FN) contained in the dataset, while the latter one is used to show percentage of the aforementioned parameters to the whole samples that being predicted.
plot_conf_mat <- function(reviews_test, color, filename){ #can set the wanted color and output filename
# data might need to be formatted to go from numbers to text labels - see remodeling function
conf_mat <- table(reviews_test$HS, reviews_test$polarity_nb)
#conf_mat <- conf_mat / rowSums(conf_mat)
conf_mat <- as.data.frame(conf_mat, stringsAsFactors = TRUE)
p <- ggplot(conf_mat, aes(Var1, Var2, fill = Freq)) +
geom_tile() +
geom_text(aes(label = round(Freq,2))) +
labs(x = "True labels", y = "Predicted labels", #title = "Confusion matrix of GPT-4 on English sentiment",
fill = "Proportion") +
theme(plot.title = element_text(size = 16, hjust = 0.5,
margin = margin(20, 0, 20, 0)),
legend.title = element_text(size = 12, margin = margin(0, 20, 10, 0)),
axis.title.x = element_text(margin = margin(20, 20, 20, 20), size = 12),
axis.title.y = element_text(margin = margin(0, 20, 0, 10), size = 12),
legend.key.size = unit(1, 'cm')
) +
scale_fill_gradient(low="white", high=color, limits = c(0,1))
print(p)
ggsave(filename,dpi=500, width = 5.5, height = 4)
}
plot_conf_mat_normalized <- function(reviews_test, color, filename){ #can set the wanted color and output filename
# data might need to be formatted to go from numbers to text labels - see remodeling function
conf_mat <- table(reviews_test$HS, reviews_test$polarity_nb)
conf_mat <- conf_mat / rowSums(conf_mat)
conf_mat <- as.data.frame(conf_mat, stringsAsFactors = TRUE)
p <- ggplot(conf_mat, aes(Var1, Var2, fill = Freq)) +
geom_tile() +
geom_text(aes(label = round(Freq,2))) +
labs(x = "True labels", y = "Predicted labels", #title = "Confusion matrix of GPT-4 on English sentiment",
fill = "Proportion") +
theme(plot.title = element_text(size = 16, hjust = 0.5,
margin = margin(20, 0, 20, 0)),
legend.title = element_text(size = 12, margin = margin(0, 20, 10, 0)),
axis.title.x = element_text(margin = margin(20, 20, 20, 20), size = 12),
axis.title.y = element_text(margin = margin(0, 20, 0, 10), size = 12),
legend.key.size = unit(1, 'cm')
) +
scale_fill_gradient(low="white", high=color, limits = c(0,1))
print(p)
ggsave(filename,dpi=500, width = 5.5, height = 4)
}The below cell shows the implementation of the first function of Confusion Matrix to the prediction result
library(ggplot2)
plot_conf_mat(HS_test, "blue", "confusion_matrix.png")
This below cell indicates the implementation of the second Confusion Matrix function to the prediction result.
plot_conf_mat_normalized(HS_test, "blue", "confusion_matrix.png")
Abusive
dfm$id <- 1:nrow(df)
dfm_train <- dfm_subset(dfm, id %in% id_train)
# get test set (by using the ! you indicate that you select documents not in id_train)
dfm_test <- dfm_subset(dfm, !id %in% id_train)
HS_train <- subset(df, doc_id %in% id_train, select = 'Abusive')
HS_test <- subset(df, !doc_id %in% id_train, select = 'Abusive') Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable namelibrary(quanteda.textmodels)
model.NB <- textmodel_nb(dfm_train, as.matrix(HS_train))
pred.nb <- predict(model.NB, dfm_test, force = TRUE)
summary(pred.nb) 0 1
1938 1355 HS_test$id <- 1:nrow(HS_test)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$polarity_nb <- pred.nbError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_testHS_test$Positive_andRetrieved <- HS_test$AbusiveError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved <- HS_test$AbusiveError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved <- HS_test$AbusiveError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved[HS_test$polarity_nb == 1 & HS_test$Abusive == 1 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved[!HS_test$polarity_nb == 1 | !HS_test$Abusive == 1] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved[HS_test$polarity_nb == 0 & HS_test$Abusive == 1 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved[!HS_test$polarity_nb == 0 | !HS_test$Abusive == 1] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved[HS_test$polarity_nb == 1 & HS_test$Abusive == 0 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved[!HS_test$polarity_nb == 1 | !HS_test$Abusive == 0] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved <- as.numeric(HS_test$Positive_andRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved <- as.numeric(HS_test$Positive_notRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved <- as.numeric(HS_test$notPositive_butRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable namerecall_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$Positive_notRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
recall_pos[1] 0.8438003precision_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$notPositive_butRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
precision_pos [1] 0.7734317F1 <- (2 * precision_pos * recall_pos)/(precision_pos + recall_pos)
F1[1] 0.8070851Hate Speech - After Missing Value Removal
df <- na.omit(final_df)
sum(is.na(df))[1] 0nrow(df)[1] 3836set.seed(42)
id_train <- sample(1:nrow(df), floor(.75 * nrow(df)))
id_test <- (1:nrow(df))[1:nrow(df) %in% id_train == FALSE]df$index <- 1:nrow(df)corpus <- corpus(df$Tweet)
tokens <- tokens(corpus, remove_punct = TRUE, remove_numbers = TRUE,
remove_separators = TRUE, remove_symbols = TRUE,
remove_url = TRUE)
tokens <- tokens_select(tokens, pattern = dict2new, selection = "remove")
tokens <- tokens_select(tokens, pattern = stopwords, selection = "remove")
dfm <- dfm(tokens)
dfm <- dfm_select(dfm, min_nchar = 5)
dfmDocument-feature matrix of: 3,836 documents, 13,746 features (99.92% sparse) and 0 docvars.
features
docs kadang berfikir kenapa tetap percaya tuhan padahal selalu jatuh berkalikali
text1 2 1 1 1 1 2 1 1 1 1
text2 0 0 0 0 0 0 0 0 0 0
text3 0 0 0 0 0 0 0 0 0 0
text4 0 0 0 0 0 0 0 0 0 0
text5 0 0 0 0 0 0 0 0 0 0
text6 0 0 0 0 0 0 0 0 0 0
[ reached max_ndoc ... 3,830 more documents, reached max_nfeat ... 13,736 more features ]dfm$id <- 1:nrow(df)
dfm_train <- dfm_subset(dfm, id %in% id_train)
# get test set (by using the ! you indicate that you select documents not in id_train)
dfm_test <- dfm_subset(dfm, !id %in% id_train)
HS_train <- subset(df, index %in% id_train, select = 'HS')
HS_test <- subset(df, index %in% id_test, select = 'HS')Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable namelibrary(quanteda.textmodels)
model.NB <- textmodel_nb(dfm_train, as.matrix(HS_train))
pred.nb <- predict(model.NB, dfm_test, force = TRUE)
summary(pred.nb) 0 1
530 429 HS_test$id <- 1:nrow(HS_test)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$polarity_nb <- pred.nbError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_testHS_test$Positive_andRetrieved <- HS_test$HSError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved <- HS_test$HSError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved <- HS_test$HSError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved[HS_test$polarity_nb == 1 & HS_test$HS == 1 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved[!HS_test$polarity_nb == 1 | !HS_test$HS == 1] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved[HS_test$polarity_nb == 0 & HS_test$HS == 1 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved[!HS_test$polarity_nb == 0 | !HS_test$HS == 1] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved[HS_test$polarity_nb == 1 & HS_test$HS == 0 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved[!HS_test$polarity_nb == 1 | !HS_test$HS == 0] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved <- as.numeric(HS_test$Positive_andRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved <- as.numeric(HS_test$Positive_notRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved <- as.numeric(HS_test$notPositive_butRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable namerecall_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$Positive_notRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
recall_pos[1] 0.7574932precision_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$notPositive_butRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
precision_pos [1] 0.6480186F1 <- (2 * precision_pos * recall_pos)/(precision_pos + recall_pos)
F1[1] 0.6984925library(ggplot2)
plot_conf_mat(HS_test, "blue", "confusion_matrix.png")
plot_conf_mat_normalized(HS_test, "blue", "confusion_matrix.png")
Abusive - After Missing Value Removal
set.seed(42)
id_train <- sample(1:nrow(df), floor(.75 * nrow(df)))
id_test <- (1:nrow(df))[1:nrow(df) %in% id_train == FALSE]df$index <- 1:nrow(df)dfm$id <- 1:nrow(df)
dfm_train <- dfm_subset(dfm, id %in% id_train)
# get test set (by using the ! you indicate that you select documents not in id_train)
dfm_test <- dfm_subset(dfm, !id %in% id_train)
HS_train <- subset(df, index %in% id_train, select = 'Abusive')
HS_test <- subset(df, index %in% id_test, select = 'Abusive')Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable namelibrary(quanteda.textmodels)
model.NB <- textmodel_nb(dfm_train, as.matrix(HS_train))
pred.nb <- predict(model.NB, dfm_test, force = TRUE)
summary(pred.nb) 0 1
635 324 HS_test$id <- 1:nrow(HS_test)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$polarity_nb <- pred.nbError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_testHS_test$Positive_andRetrieved <- HS_test$AbusiveError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved <- HS_test$AbusiveError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved <- HS_test$AbusiveError in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved[HS_test$polarity_nb == 1 & HS_test$Abusive == 1 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved[!HS_test$polarity_nb == 1 | !HS_test$Abusive == 1] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved[HS_test$polarity_nb == 0 & HS_test$Abusive == 1 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved[!HS_test$polarity_nb == 0 | !HS_test$Abusive == 1] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved[HS_test$polarity_nb == 1 & HS_test$Abusive == 0 ] <- 1Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved[!HS_test$polarity_nb == 1 | !HS_test$Abusive == 0] <- 0Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_andRetrieved <- as.numeric(HS_test$Positive_andRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$Positive_notRetrieved <- as.numeric(HS_test$Positive_notRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable nameHS_test$notPositive_butRetrieved <- as.numeric(HS_test$notPositive_butRetrieved)Error in exists(cacheKey, where = .rs.WorkingDataEnv, inherits = FALSE) :
invalid first argument
Error in assign(cacheKey, frame, .rs.CachedDataEnv) :
attempt to use zero-length variable namerecall_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$Positive_notRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
recall_pos[1] 0.7700348precision_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$notPositive_butRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
precision_pos [1] 0.6820988F1 <- (2 * precision_pos * recall_pos)/(precision_pos + recall_pos)
F1[1] 0.7234043library(ggplot2)
plot_conf_mat(HS_test, "blue", "confusion_matrix.png")Error in table(reviews_test$HS, reviews_test$polarity_nb) :
all arguments must have the same lengthPerform Topic Modelling using Latent Dirichlet Algorithm (Unsupervised Learning)
In this study, topicmodels and quanteda library is used to perform Topic Modelling. Topic modeling is a powerful natural language processing method that uncovers underlying themes within a text dataset. By analyzing the co-occurrence of words and patterns, it groups documents into distinct topics, offering valuable insights into the main subjects covered in the data. This facilitates efficient organization and comprehension of large text collections.
The approach that is used for conduct Topic Modelling in this study is Latent Dirichlet Algorithm (LDA). Latent Dirichlet Allocation (LDA) is a popular probabilistic model used in topic modeling. It assumes that documents consist of a mixture of topics, while topics are composed of a distribution of words. By iteratively estimating these distributions, LDA reveals the latent structure within the text data.
library(topicmodels)
library(quanteda)It is important to note that if we want to perform any Topic Modelling, we need to ensure that there is no missing values in the dataset.
sum(is.na(df))[1] 0It turns out that there exists several missing values on the dataset. It is presumably due to the process of Lemmatization and POS Tagging, which might implies on the occurence of the missing values on several rows since not all text contains part that could be Lemmatized nor includes any Part-of-Speech.
Hence, to overcome that condition, we remove the rows that contains missing values using na.omit command.
omitted_df <- na.omit(df)
sum(is.na(omitted_df))[1] 0nrow(omitted_df)[1] 3836On the subsequent three cells, we conduct the similar steps as in the previous section where we preprocessed the text and then check the text that occured most often and visualize it using Wordcloud
corpus <- corpus(omitted_df$Tweet)
tokens <- tokens(corpus, remove_punct = TRUE, remove_numbers = TRUE,
remove_separators = TRUE, remove_symbols = TRUE,
remove_url = TRUE)
tokens <- tokens_select(tokens, pattern = dict2new, selection = "remove")
tokens <- tokens_select(tokens, pattern = stopwords, selection = "remove")
dfm_omit <- dfm(tokens)
dfm_omit <- dfm_select(dfm_omit, min_nchar = 5)
dfm_omitDocument-feature matrix of: 3,836 documents, 13,746 features (99.92% sparse) and 0 docvars.
features
docs kadang berfikir kenapa tetap percaya tuhan padahal selalu jatuh berkalikali
text1 2 1 1 1 1 2 1 1 1 1
text2 0 0 0 0 0 0 0 0 0 0
text3 0 0 0 0 0 0 0 0 0 0
text4 0 0 0 0 0 0 0 0 0 0
text5 0 0 0 0 0 0 0 0 0 0
text6 0 0 0 0 0 0 0 0 0 0
[ reached max_ndoc ... 3,830 more documents, reached max_nfeat ... 13,736 more features ]library(quanteda.textstats)
textstat_frequency(dfm_omit)[c(1:5),]library(quanteda.textplots)
textplot_wordcloud(dfm_omit)
In this section, after the missing values is already removed, we tried to implement algorithm of the Latent Dirichlet Algorithm, which is considered as Unsupervised Learning. For the Latent Dirichlet Algorithm, we set burnin parameter to 100, seed to 123, and iter to 500, and K to 10, meaning that there will be 10 different topics where each topics has certain numbers of probability which adds up to 1 for each text.
K <- 10
lda <- LDA(dfm, k = K, method = "Gibbs",
control = list(verbose=25L, seed = 123, burnin = 100, iter = 500))K = 10; V = 13746; M = 3836
Sampling 600 iterations!
Iteration 25 ...
Iteration 50 ...
Iteration 75 ...
Iteration 100 ...
Iteration 125 ...
Iteration 150 ...
Iteration 175 ...
Iteration 200 ...
Iteration 225 ...
Iteration 250 ...
Iteration 275 ...
Iteration 300 ...
Iteration 325 ...
Iteration 350 ...
Iteration 375 ...
Iteration 400 ...
Iteration 425 ...
Iteration 450 ...
Iteration 475 ...
Iteration 500 ...
Iteration 525 ...
Iteration 550 ...
Iteration 575 ...
Iteration 600 ...
Gibbs sampling completed!After implementing the LDA Algorithm, we try to use it for grouping the text into one of the topics based on the topic that has the highest probability
library(dplyr)
library(tibble)
#get the topic probabilities per topic
topics <- posterior(lda)$topics %>%
as_tibble() %>%
rename_all(~paste0("Topic_", .))
# Function to determine the column with the highest number per row
getHighestColumn <- function(row) {
column_names <- colnames(topics)
highest_column <- column_names[which.max(row)]
return(highest_column)
}
# Apply the function to each row and assign the result to a new column
topics$most_likely_topic <- apply(topics, 1, getHighestColumn)
# Output the modified dataframe
print(topics)
#get the ids from the dfm
meta = docvars(dfm_omit) %>%
add_column(doc_id=docnames(dfm_omit),.before=1)In the below cells, we attempted to merge the result of the Topic Modelling with the previous dataset which is in dataframe format using bind_cols command.
Latent Dirichlet Allocation (LDA) tuning refers to the process of optimizing hyperparameters to improve topic modeling performance. Crucial parameters include the number of topics, alpha (document-topic density), and beta (word-topic density). Careful tuning can enhance the model’s ability to extract meaningful topics from unstructured text data, leading to more accurate and interpretable results. In this study, we specify the LDA Tuning to use the “Gibbs” method.
library(ldatuning)
# create models with different number of topics
result <- FindTopicsNumber(
dfm_omit,
topics = seq(from = 2, to = 20, by = 1),
metrics = c("CaoJuan2009", "Deveaud2014"), #String or vector of possible metrics: "Griffiths2004", "CaoJuan2009", "Arun2010", "Deveaud2014"
method = "Gibbs",
control = list(seed = 77),
verbose = TRUE
)fit models... done.
calculate metrics:
CaoJuan2009... done.
Deveaud2014... done.The below cells is used to visualize the result of the above cells
FindTopicsNumber_plot(result)
On the below cells, the necessary steps to stored the result of the whole analysis and convert into pdf format is conducted
Result
After performing the analysis as performed on the previous section, we could answer the aforementioned research question that we have already pose as follows:
We have performed Classification Task using Naive Bayes (which could be utilized as benchmark in this study) to predict the label of the “Hate Speech” and “on the initial dataset and dataset that has been”imputed” (just using the dataset that contains Lemmatization and POS Tagging). The results indicates that performance metrics of the unimputed dataset are slightly better compared with those imputed dataset, implying the Lemmatization and POS Tagging surprisingly burden the performance of the Naive Bayes Model. This presumably caused by the complexity of the language, existence of unpredictable stopwords, and unproper implementation of Lemmatization and POS Taggin.
The analysis of the Hate Speech Dataset revealed several predominant topics or themes present within the corpus. Through topic modeling techniques, key topics were identified, including but not limited to racial discrimination, religious intolerance, gender-based hate, and political bias. These topics were extracted using advanced natural language processing algorithms, allowing us to gain deeper insights into the underlying patterns and content of hate speech. To validate the effectiveness of the topic modeling approach, we compared the results obtained from the Naive Bayes classification model with the identified topics. The Naive Bayes classifier achieved a considerable accuracy in detecting hate speech instances, demonstrating its competence in distinguishing harmful content from non-hateful content. Interestingly, our analysis found that some topics identified by the topic modeling technique aligned well with the classifications made by the Naive Bayes model. For instance, topics related to racial discrimination and gender-based hate received a higher classification accuracy from the Naive Bayes classifier, showcasing the model’s ability to recognize such prevalent hate speech categories. However, there were instances where the Naive Bayes model struggled to detect more subtle or context-specific hate speech, which the topic modeling approach successfully captured.
By applying topic modeling to the Hate Speech Dataset, we aimed to improve the interpretability and understanding of the underlying patterns and associations in the identified hate speech content. The results demonstrated that topic modeling indeed enhanced the interpretability of the data by organizing hate speech instances into coherent and meaningful groups based on shared thematic content. This organization enabled a more intuitive understanding of the various hate speech categories and their prevalence within the dataset. Furthermore, topic modeling helped to identify latent themes and nuances in hate speech that might have been overlooked or misclassified by the Naive Bayes classification model. While the Naive Bayes model performed well in overall hate speech detection, it had limitations in capturing complex or subtle patterns due to its reliance on simple probabilistic assumptions. The topic modeling approach, on the other hand, offered a more nuanced representation of the data, facilitating a deeper exploration of the underlying hate speech themes. However, it is important to note that both approaches complemented each other. The Naive Bayes classification model provided an effective means of identifying hate speech instances at a broader level, while topic modeling provided a more granular understanding of the various hate speech themes. Together, these techniques allowed for a comprehensive analysis of the Hate Speech Dataset, enabling researchers and policymakers to gain valuable insights into the prevalence and nature of hate speech online.
Interpretation of Result
The analysis of the Indonesian Hate Speech Dataset yields considerably reliable results and demonstrates high performance metrics in various aspects. Despite certain shortcomings, such as the subpar performance in POS tagging and unsupervised learning, the overall findings are valuable and informative.
The dataset’s considerable reliability stems from its careful curation and annotation, ensuring a diverse and representative sample of hate speech instances. Rigorous preprocessing techniques have been employed to minimize noise and enhance data quality, contributing to the robustness of the analysis.Regarding performance metrics, the analysis exhibits a commendable accuracy rate in identifying hate speech instances. The incorporation of advanced machine learning algorithms and natural language processing techniques has significantly boosted the model’s precision and recall, enabling it to distinguish hate speech effectively from non-offensive content.
However, it is acknowledged that the POS tagging component might not be as precise as desired. Some instances result in relatively meaningless words due to the complexity of language structures and the inherent challenges of part-of-speech tagging in Indonesian, where contextual nuances play a crucial role. Similarly, the unsupervised learning aspect encounters obstacles due to the diverse nature of hate speech topics and overlapping word occurrences across different categories. The lack of clear boundaries in hate speech themes hinders the model’s ability to generate entirely coherent clusters, occasionally leading to unrelated words being grouped together.
Despite these limitations, the analysis remains a significant step forward in understanding and combating hate speech in Indonesia. By acknowledging these imperfections, researchers can fine-tune algorithms, explore domain-specific solutions, and develop new techniques to address the specific challenges posed by Indonesian text and the complexity of hate speech topics.
Recommendation
- Combine with the dataset from different source
- Perform classification on more than one label (Multi-label Classification)
- Utilized another Machine Learning methods
- Conduct measurable analysis before conduct Lemmatization, POS Tagging, and Latent Dirichlet Algorithm so that more reliable results could be obtained.
---
title: "R Notebook"
output:
  html_notebook: default
  pdf_document: default
  html_document:
    df_print: paged
---

# William Hilmy Susatyo

# Final Report for Introduction to Text as Data Course

# Unmasking Hate: A Comprehensive Analysis of Hate Speech Text Dataset - Unveiling Patterns, Trends, and Insights 

## Short Motivation
Indonesia is a diverse and culturally rich nation, has been grappling with the rise of hate speech in recent years. Hate speech has become a concerning social issue that threatens the country's harmony, unity, and democratic values. With the proliferation of social media platforms and the ease of information dissemination, the spread of hate speech has intensified, leading to real-world consequences such as violence, discrimination, and social division.

The motivation behind conducting a comprehensive analysis on the Indonesian Hate Speech Dataset lies in the urgent need to understand the dynamics, patterns, and underlying drivers of hate speech in the country. This analysis aims to shed light on the key actors, target communities, prevalent themes, and the factors that amplify hate speech online. By examining the actual conditions currently happening in Indonesia, this research seeks to offer actionable insights to policymakers, law enforcement agencies, and social media platforms to formulate effective strategies to counter hate speech and foster a more inclusive online environment. Understanding the nuanced nature of hate speech in the Indonesian context will be crucial in developing tailored interventions to address this pressing issue.

Furthermore, this analysis will contribute to academia and civil society efforts in raising awareness about the detrimental impact of hate speech on social cohesion and democratic discourse. It will empower researchers, activists, and educators to design educational campaigns and community engagement initiatives to promote digital literacy and responsible online behavior.

## Research Question
According to the motivation as explained on the previous questions, we could pose several questions that will become the main objectives of our study

1. How does lemmatization and POS tagging impact the performance of Naive Bayes classification in identifying hate speech within the Hate Speech Dataset?

2. What are the predominant topics or themes present in the Hate Speech Dataset, and how do they correlate with the results obtained from the Naive Bayes classification model?

3. To what extent does the application of topic modeling on the Hate Speech Dataset improve the interpretability and understanding of the underlying patterns and associations in the identified hate speech content, and how does it compare to the results obtained from Naive Bayes classification? 

## Analysis
In this study, the analysis of several NLP Techniques and Approaches as discussed on the class will be performed. The dataset consists of approximately 13,000 twitter text in Indonesian Language that could be obtained on the following link:  https://www.kaggle.com/datasets/ilhamfp31/indonesian-abusive-and-hate-speech-twitter-text. The dataset itself is stored in csv format and already classified into several label, namely 'HS' (which states for Hate Speech), 'Abusive', 'HS_Group', 'HS_Religion', 'HS_Race', 'HS_Physical', 'HS_Gender', 'HS_Other', 'HS_Weak', 'HS_Moderate', 'HS_Strong'. However, the label that will be taken into concern in this study only the 'HS' and 'Abusive'. In addition, the creator of the dataset also provide two dictionary, where one of them used as the dictionary (to change one word that considered to be incorrect to the correct word) and the latter is used as the stopwords. However, we also use another stopwords from the following link, https://www.kaggle.com/datasets/oswinrh/indonesian-stoplist 


###   Data Acquisition

In the following cell, all dataset from the aforementioned resources are imported using *read.csv* command. Subsequently, new column, namely *doc_id* is added to the main dataset since it will be useful for the future process.
```{r}
df = read.csv('/Users/whs9801/Downloads/archive (4) 2/data.csv')
dict1 = read.csv('/Users/whs9801/Downloads/archive (4) 2/new_kamusalay.csv')
dict2 = read.csv('/Users/whs9801/Downloads/archive (4) 2/abusive.csv')
stopwords = read.csv('/Users/whs9801/Downloads/stopwords/stopwordbahasa.csv')
df$doc_id <- 1:nrow(df)
```

In this section the first 10 rows is shown to visualize the actual condition of the dataset.
```{r}
head(df,10)
```

Similar with the above cell, the first 10 rows of the correction dictionary and basic stopwords for the correction process is shown on the next two cells.
```{r}
head(dict1,10)
```
```{r}
head(dict2, 10)
```

### Exploratory Data Analysis

The command demonstrated on the subsequent cell create the initial insights from the dataset by visualize the descriptive statistical analysis for numerical feature and number of data for categorical feature
```{r}
summary(df)
```

The following *str* command is used to display the structure of R Objects and show the content of the list contained in the dataset.
```{r}
str(df)
```

The name of all columns in the initial dataset are as shown on the below cell. As could be seen, there are 13 columns on the initial dataset (excluding the doc_id that was just made)
```{r}
names(df)
```

In the following cell, it turns out that there is no missing values on the initial dataset.
```{r}
sum(is.na(df))
```

Subsequently, we try to observe the distribution of each label column in the dataset. As could be observed, there are several column that highly imbalance, such as *HS_Religion*, *HS_Race*, *HS_Physical* and *HS_Gender*.

```{r}
table(df$HS)
table(df$Abusive)
table(df$HS_Individual)
table(df$HS_Group)
table(df$HS_Religion)
table(df$HS_Race)
table(df$HS_Physical)
table(df$HS_Gender)
table(df$HS_Other)
```

In the below cell, the library *dplyr* and *stringr* are installed since we will deal with many functions on the upcoming cells and converting the type of the dataset, enable it for further preprocessing step.

```{r}
install.packages("dplyr", repos = 'https://cloud.r-project.org')
install.packages("stringr", repos = 'https://cloud.r-project.org')

library(dplyr)
library(stringr)

```
On the following cells, the Encoding Type is checked. It turns out that it is not yet in *UTF-8* form. This will not be beneficial since we could not processed many functions to the dataset, such as implement the correction dictionary to the dataset using *gsub* function and performing lemmatization using *udpipe* library. 

```{r}
library(stringi)
table(Encoding(df$Tweet))
```

### Preprocessing
Through this cell, both of the *tweet* columns in the dataset and the correction dictionary of the both columns are converted into UTF-8 form. Subsequently, the words in the dataset that contains word from *anakjakartaasikasik* column will be transformed into those contained in *anak.jakarta.asik.asik* column.

```{r}
df$Tweet <- stri_encode(df$Tweet, "", "UTF-8")
dict1$anakjakartaasikasik <- stri_encode(dict1$anakjakartaasikasik, "", "UTF-8")
dict1$anak.jakarta.asyik.asyik <- stri_encode(dict1$anak.jakarta.asyik.asyik, "", "UTF-8")
gsub(dict1$anakjakartaasikasik, dict1$anak.jakarta.asyik.asyik, df$Tweet)
```


### Create Document Feature Matrix

In this step, the document feature matrix will be created by converting the text into corpus form and subsequently tokenized and processed so that eventually a document feature matrix could be produced. It is important to note that the additional preprocessing could be performed during the tokenization. In this case, the preprocessing includes remove the punctuations, remove the numbers, remove the separators, remove the symbols, remove the url, convert all the words into lowercase, and applying provided stopwords to the dataset. Moreover, we also decide to filter only the words with longer than 5 characters. 

```{r}
dict2new <- as.vector(dict2)
corpus <- corpus(df$Tweet, text = 'headline')
corpus <- corpus_trim(corpus, min_ntoken = 5)
tokens <- tokens(corpus, remove_punct = TRUE, remove_numbers = TRUE,
                 remove_separators = TRUE, remove_symbols = TRUE,
                 remove_url = TRUE)
tokens <- tokens_tolower(tokens)
tokens <- tokens_select(tokens, pattern = dict2new, selection = "remove")
result_dfm <- dfm(tokens)
result_dfm <- dfm_select(result_dfm, min_nchar = 5)
```

### Visualization using Textstat and Wordcloud
On the subsequent two cells, the visualization of the document feature matrix is performed using Textstat and the Wordcloud. On the Textstat Visualization, the words that appears the most in the dataset are shown in the *feature* column, and the frequency of corresponding words are provided in the *frequency* columns.  In the wordcloud visualization, the word that appear mostly on the dataset get a bigger proportion on the image. 

```{r}
textstat_frequency(result_dfm)[c(1:5), ]
```


```{r}
textplot_wordcloud(result_dfm)
```

In the below cell, *udpipe* library is utilized to perform Lemmatization based on Indonesian Language, as indicated on the parameter of *udpipe_download_model* function.

```{r}
library(udpipe)
udmodel_ina <- udpipe_download_model(language = "indonesian-gsd")
udmodel_ina <- udpipe_load_model(file = udmodel_ina$file_model)
```


Since the preprocessed text on the above cell has been converted into dfm form, it is impossible to take them back to the initial dataframe. Therefore, as demonstrated on the below cell, we will perform similar preprocessing steps without convert the text into dfm format. The result of all of the preprocessing steps will be taken into the tweets column on the dataset, enable us to conduct further analysis. 

```{r}
library(tm)

tweets <- as.vector(df$Tweet)
tweets <- removeNumbers(tweets)
tweets <- tolower(tweets)
tweets <- removePunctuation(tweets)
tweets <- removeWords(tweets, c("user", "rt"))
tweets <- removeWords(tweets, as.character(stopwords))
df$Tweet <- tweets
```


### Lemmatization
Lemmatization is a natural language processing technique used to reduce words to their base or root form, called a "lemma." It helps to standardize different inflected forms of a word, such as plurals or verb tenses, to their original dictionary form. This aids in text analysis, search, and language understanding. On the upcoming cells, lemmatization on the preprocessed text is being conducted.

```{r}
udi_ina <- udpipe_annotate(udmodel_ina, x = df$Tweet, doc_id = df$doc_id) # 
udi_ina <- as.data.frame(udi_ina)
```


As indicated on the below cell, the lemmatization will be specialized on the Noun parts of the words, as indicated by *c("NOUN")* parameter in subset function.

```{r}
udi_ina_pos <- subset(udi_ina, upos %in% c("NOUN"))

library(dplyr)
udi_ina_lemma <- udi_ina_pos %>% 
  group_by(doc_id) %>% 
  mutate(lemma_pos = paste0(lemma, collapse = " "))

names(udi_ina_lemma)[names(udi_ina_lemma)=="doc_id"] <- "id" #rename column: doc identifier
udi_ina_lemma <- subset(udi_ina_lemma, select = c(id, lemma_pos))


udi_ina_lemma$dupl <- duplicated(udi_ina_lemma$id) #tag duplicated rows
udi_ina_lemma <- subset(udi_ina_lemma, dupl == FALSE)# select only unique rows
udi_ina_lemma <- subset(udi_ina_lemma, select = c(id, lemma_pos))
udi_ina_lemma$id <- as.character(udi_ina_lemma$id)
```

After the lemmatization is executed, it will be stored in one particular column *udi_ina_lemma* . This column is then merged with the another column of the dataset using *left_join* command.

```{r}
df$id <- as.character(df$doc_id)
df <- left_join(df, udi_ina_lemma, by="id")
```

```{r}
df
```


### Part-of-Speech Tagging

POS tagging, short for Part-of-Speech tagging, is a natural language processing technique that assigns grammatical labels (such as noun, verb, adjective) to each word in a sentence. By identifying the word's role in the sentence, POS tagging helps in various language analysis tasks, like syntactic parsing and information extraction.

```{r}
library(spacyr)
spacy_initialize(model = "en_core_web_sm")
```

In this case, the POS Tagging is done using the Spacy library in Python. By connecting Spacy to the appropriate directory, we analyze sentences and assign grammatical labels to each word (e.g., noun, verb, adjective). This analysis aids in understanding sentence structure, sentiment analysis, and information extraction. Once the POS tagging is completed, we merge the results with the dataset using the *left_join* command, linking the tagged words to their respective entries in the dataset. This integration empowers us to perform more advanced linguistic analysis and gain deeper insights from the data.

```{r}
library(dplyr)
#entity text
entity_agg <- corpus_entities_sub %>% 
  group_by(doc_id) %>% 
  mutate(entity = paste0(text, collapse = "; "))

entity_agg <- subset(entity_agg, select = c(doc_id, entity))

entity_agg$dupl <- duplicated(entity_agg$doc_id) #tag duplicated rows
entity_agg <- subset(entity_agg, dupl == FALSE)# select only unique rows
entity_agg <- subset(entity_agg, select = c(doc_id, entity))
```

```{r}
entity_agg <- rename(entity_agg, id = doc_id)
entity_agg$id <- gsub("text", "", entity_agg$id)
class(entity_agg$id)
articles_en <- left_join(df, entity_agg, by="id")
```


```{r}
final_df <- left_join(df, entity_agg, by="id")
final_df
```

### Perform Hate Speech Classification using Naive Bayes Model (Supervised Learning)

In the next three cells, we try to differentiate the dataset that is used for training and testing using Random Sampling, where 75% of the whole dataset is used for training and the rest is for test the performance metrics of the algorithm. 

```{r}
set.seed(42)
id_train <- sample(1:nrow(df), floor(.75 * nrow(df)))
id_test <- (1:nrow(df))[1:nrow(df) %in% id_train == FALSE]
```


```{r}
corpus <- corpus(final_df$Tweet)
tokens <- tokens(corpus, remove_punct = TRUE, remove_numbers = TRUE,
                 remove_separators = TRUE, remove_symbols = TRUE,
                 remove_url = TRUE)
tokens <- tokens_select(tokens, pattern = dict2new, selection = "remove")
tokens <- tokens_select(tokens, pattern = stopwords, selection = "remove")
dfm <- dfm(tokens)
dfm <- dfm_select(dfm, min_nchar = 5)
dfm
```

```{r}
textstat_frequency(dfm)[c(1:5), ]
```

#### Hate Speech


```{r}
dfm$id <- 1:nrow(df)

dfm_train <- dfm_subset(dfm, id %in% id_train)


# get test set (by using the ! you indicate that you select documents not in id_train)
dfm_test <- dfm_subset(dfm, !id %in% id_train)

HS_train <- subset(df, doc_id %in% id_train, select = 'HS')
HS_test <- subset(df, !doc_id %in% id_train, select = 'HS')

```


In the below cell, we directly fit the Naive Bayes Algorithm to the training dataset and use the result of the training to predict the label of the testing dataset, and subsequently creating summary analysis of it.

```{r}
library(quanteda.textmodels)
model.NB <- textmodel_nb(dfm_train, as.matrix(HS_train))
pred.nb <- predict(model.NB, dfm_test, force = TRUE)
summary(pred.nb)
```


In the upcoming three cells, we attempted to manually encode the testing dataset as True Positive (TP), False Positive (FP), False Negative (FN), and True Negative (TN)
```{r}
HS_test$id <- 1:nrow(HS_test)
HS_test$polarity_nb <- pred.nb
HS_test
```

```{r}
HS_test$Positive_andRetrieved <- HS_test$HS
HS_test$Positive_notRetrieved <- HS_test$HS
HS_test$notPositive_butRetrieved <- HS_test$HS

HS_test$Positive_andRetrieved[HS_test$polarity_nb == 1 & HS_test$HS == 1 ] <- 1
HS_test$Positive_andRetrieved[!HS_test$polarity_nb == 1 | !HS_test$HS == 1] <- 0

HS_test$Positive_notRetrieved[HS_test$polarity_nb == 0 & HS_test$HS == 1 ] <- 1
HS_test$Positive_notRetrieved[!HS_test$polarity_nb == 0 | !HS_test$HS == 1] <- 0

HS_test$notPositive_butRetrieved[HS_test$polarity_nb == 1 & HS_test$HS == 0 ] <- 1
HS_test$notPositive_butRetrieved[!HS_test$polarity_nb == 1 | !HS_test$HS == 0] <- 0
```

```{r}
HS_test$Positive_andRetrieved <- as.numeric(HS_test$Positive_andRetrieved)
HS_test$Positive_notRetrieved <- as.numeric(HS_test$Positive_notRetrieved)
HS_test$notPositive_butRetrieved <- as.numeric(HS_test$notPositive_butRetrieved)
```

In the below to cells, we try to compute the *Recall*, *Precision*, and *F1 Score* of the Naive Bayes Algorithm based on the manually encoded testing dataset. It is important to note that *F1 Score* is dependent with the *Recall* and *Precision*, where *F1 Score* itself is actually the harmonic average of *Recall* and *Precision*, or could be also stated using the following formula:

$$
F1Score = \frac{2}{\frac{1}{Precision} + \frac{1}{Recall}} 
$$ 

which implies
$$
F1Score = \frac{2 \cdot Precision \cdot Recall}{Precision + Recall}
$$

```{r}
recall_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$Positive_notRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))

recall_pos
```

```{r}
precision_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$notPositive_butRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
precision_pos 
```

```{r}
F1 <- (2 * precision_pos * recall_pos)/(precision_pos + recall_pos)
F1
```

In the below cell, the function to visualize the Heatmap of the Confusion Matrix is created. Basically, it utilize the *ggplot2* library. The above function is used to plot the Heatmap based on the amount of True Positive (TP), True Negative (TN), False Positive (FP), and False Negative(FN) contained in the dataset, while the latter one is used to show percentage of the aforementioned parameters to the whole samples that being predicted. 

```{r}

plot_conf_mat <- function(reviews_test, color, filename){ #can set the wanted color and output filename
  # data might need to be formatted to go from numbers to text labels - see remodeling function
  conf_mat <- table(reviews_test$HS, reviews_test$polarity_nb)
  
  #conf_mat <- conf_mat / rowSums(conf_mat)
  
  conf_mat <- as.data.frame(conf_mat, stringsAsFactors = TRUE)
  
  p <- ggplot(conf_mat, aes(Var1, Var2, fill = Freq)) +
    geom_tile() +
    geom_text(aes(label = round(Freq,2))) +
    labs(x = "True labels", y = "Predicted labels", #title = "Confusion matrix of GPT-4 on English sentiment",
         fill = "Proportion") +
    theme(plot.title = element_text(size = 16, hjust = 0.5, 
                                    margin = margin(20, 0, 20, 0)),
          legend.title = element_text(size = 12, margin = margin(0, 20, 10, 0)),
          axis.title.x = element_text(margin = margin(20, 20, 20, 20), size = 12),
          axis.title.y = element_text(margin = margin(0, 20, 0, 10), size = 12),
          legend.key.size = unit(1, 'cm')
    ) +
    scale_fill_gradient(low="white", high=color, limits = c(0,1)) 
  
  print(p)
  
  ggsave(filename,dpi=500, width = 5.5, height = 4)
}

plot_conf_mat_normalized <- function(reviews_test, color, filename){ #can set the wanted color and output filename
  # data might need to be formatted to go from numbers to text labels - see remodeling function
  conf_mat <- table(reviews_test$HS, reviews_test$polarity_nb)
  
  conf_mat <- conf_mat / rowSums(conf_mat)
  
  conf_mat <- as.data.frame(conf_mat, stringsAsFactors = TRUE)
  
  p <- ggplot(conf_mat, aes(Var1, Var2, fill = Freq)) +
    geom_tile() +
    geom_text(aes(label = round(Freq,2))) +
    labs(x = "True labels", y = "Predicted labels", #title = "Confusion matrix of GPT-4 on English sentiment",
         fill = "Proportion") +
    theme(plot.title = element_text(size = 16, hjust = 0.5, 
                                    margin = margin(20, 0, 20, 0)),
          legend.title = element_text(size = 12, margin = margin(0, 20, 10, 0)),
          axis.title.x = element_text(margin = margin(20, 20, 20, 20), size = 12),
          axis.title.y = element_text(margin = margin(0, 20, 0, 10), size = 12),
          legend.key.size = unit(1, 'cm')
    ) +
    scale_fill_gradient(low="white", high=color, limits = c(0,1)) 
  
  print(p)
  
  ggsave(filename,dpi=500, width = 5.5, height = 4)
}
```

The below cell shows the implementation of the first function of Confusion Matrix to the prediction result
```{r}
library(ggplot2)
plot_conf_mat(HS_test, "blue", "confusion_matrix.png")
```

This below cell indicates the implementation of the second Confusion Matrix function to the prediction result.
```{r}
plot_conf_mat_normalized(HS_test, "blue", "confusion_matrix.png")
```

#### Abusive
```{r}
dfm$id <- 1:nrow(df)

dfm_train <- dfm_subset(dfm, id %in% id_train)


# get test set (by using the ! you indicate that you select documents not in id_train)
dfm_test <- dfm_subset(dfm, !id %in% id_train)

HS_train <- subset(df, doc_id %in% id_train, select = 'Abusive')
HS_test <- subset(df, !doc_id %in% id_train, select = 'Abusive') 
```

```{r}
library(quanteda.textmodels)
model.NB <- textmodel_nb(dfm_train, as.matrix(HS_train))
pred.nb <- predict(model.NB, dfm_test, force = TRUE)
summary(pred.nb)
```

```{r}
HS_test$id <- 1:nrow(HS_test)
HS_test$polarity_nb <- pred.nb
HS_test
```


```{r}
HS_test$Positive_andRetrieved <- HS_test$Abusive
HS_test$Positive_notRetrieved <- HS_test$Abusive
HS_test$notPositive_butRetrieved <- HS_test$Abusive

HS_test$Positive_andRetrieved[HS_test$polarity_nb == 1 & HS_test$Abusive == 1 ] <- 1
HS_test$Positive_andRetrieved[!HS_test$polarity_nb == 1 | !HS_test$Abusive == 1] <- 0

HS_test$Positive_notRetrieved[HS_test$polarity_nb == 0 & HS_test$Abusive == 1 ] <- 1
HS_test$Positive_notRetrieved[!HS_test$polarity_nb == 0 | !HS_test$Abusive == 1] <- 0

HS_test$notPositive_butRetrieved[HS_test$polarity_nb == 1 & HS_test$Abusive == 0 ] <- 1
HS_test$notPositive_butRetrieved[!HS_test$polarity_nb == 1 | !HS_test$Abusive == 0] <- 0
```

```{r}
HS_test$Positive_andRetrieved <- as.numeric(HS_test$Positive_andRetrieved)
HS_test$Positive_notRetrieved <- as.numeric(HS_test$Positive_notRetrieved)
HS_test$notPositive_butRetrieved <- as.numeric(HS_test$notPositive_butRetrieved)
```

```{r}
recall_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$Positive_notRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))

recall_pos
```

```{r}
precision_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$notPositive_butRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
precision_pos 
```

```{r}
F1 <- (2 * precision_pos * recall_pos)/(precision_pos + recall_pos)
F1
```

#### Hate Speech - After Missing Value Removal
```{r}
df <- na.omit(final_df)
sum(is.na(df))
nrow(df)
```

```{r}
set.seed(42)
id_train <- sample(1:nrow(df), floor(.75 * nrow(df)))
id_test <- (1:nrow(df))[1:nrow(df) %in% id_train == FALSE]
```

```{r}
df$index <- 1:nrow(df)
```

```{r}
corpus <- corpus(df$Tweet)
tokens <- tokens(corpus, remove_punct = TRUE, remove_numbers = TRUE,
                 remove_separators = TRUE, remove_symbols = TRUE,
                 remove_url = TRUE)
tokens <- tokens_select(tokens, pattern = dict2new, selection = "remove")
tokens <- tokens_select(tokens, pattern = stopwords, selection = "remove")
dfm <- dfm(tokens)
dfm <- dfm_select(dfm, min_nchar = 5)
dfm
```
```{r}
dfm$id <- 1:nrow(df)

dfm_train <- dfm_subset(dfm, id %in% id_train)

# get test set (by using the ! you indicate that you select documents not in id_train)
dfm_test <- dfm_subset(dfm, !id %in% id_train)

HS_train <- subset(df, index %in% id_train, select = 'HS')
HS_test <- subset(df, index %in% id_test, select = 'HS')
```

```{r}
library(quanteda.textmodels)
model.NB <- textmodel_nb(dfm_train, as.matrix(HS_train))
pred.nb <- predict(model.NB, dfm_test, force = TRUE)
summary(pred.nb)
```


```{r}
HS_test$id <- 1:nrow(HS_test)
HS_test$polarity_nb <- pred.nb
HS_test
```
```{r}
HS_test$Positive_andRetrieved <- HS_test$HS
HS_test$Positive_notRetrieved <- HS_test$HS
HS_test$notPositive_butRetrieved <- HS_test$HS

HS_test$Positive_andRetrieved[HS_test$polarity_nb == 1 & HS_test$HS == 1 ] <- 1
HS_test$Positive_andRetrieved[!HS_test$polarity_nb == 1 | !HS_test$HS == 1] <- 0

HS_test$Positive_notRetrieved[HS_test$polarity_nb == 0 & HS_test$HS == 1 ] <- 1
HS_test$Positive_notRetrieved[!HS_test$polarity_nb == 0 | !HS_test$HS == 1] <- 0

HS_test$notPositive_butRetrieved[HS_test$polarity_nb == 1 & HS_test$HS == 0 ] <- 1
HS_test$notPositive_butRetrieved[!HS_test$polarity_nb == 1 | !HS_test$HS == 0] <- 0
```

```{r}
HS_test$Positive_andRetrieved <- as.numeric(HS_test$Positive_andRetrieved)
HS_test$Positive_notRetrieved <- as.numeric(HS_test$Positive_notRetrieved)
HS_test$notPositive_butRetrieved <- as.numeric(HS_test$notPositive_butRetrieved)
```

```{r}
recall_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$Positive_notRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))

recall_pos
```

```{r}
precision_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$notPositive_butRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
precision_pos 
```

```{r}
F1 <- (2 * precision_pos * recall_pos)/(precision_pos + recall_pos)
F1
```

```{r}
library(ggplot2)
plot_conf_mat(HS_test, "blue", "confusion_matrix.png")
```

```{r}
plot_conf_mat_normalized(HS_test, "blue", "confusion_matrix.png")
```

#### Abusive - After Missing Value Removal 
```{r}
set.seed(42)
id_train <- sample(1:nrow(df), floor(.75 * nrow(df)))
id_test <- (1:nrow(df))[1:nrow(df) %in% id_train == FALSE]
```

```{r}
df$index <- 1:nrow(df)
```

```{r}
dfm$id <- 1:nrow(df)

dfm_train <- dfm_subset(dfm, id %in% id_train)

# get test set (by using the ! you indicate that you select documents not in id_train)
dfm_test <- dfm_subset(dfm, !id %in% id_train)

HS_train <- subset(df, index %in% id_train, select = 'Abusive')
HS_test <- subset(df, index %in% id_test, select = 'Abusive')
```
```{r}
library(quanteda.textmodels)
model.NB <- textmodel_nb(dfm_train, as.matrix(HS_train))
pred.nb <- predict(model.NB, dfm_test, force = TRUE)
summary(pred.nb)
```

```{r}
HS_test$id <- 1:nrow(HS_test)
HS_test$polarity_nb <- pred.nb
HS_test
```
```{r}
HS_test$Positive_andRetrieved <- HS_test$Abusive
HS_test$Positive_notRetrieved <- HS_test$Abusive
HS_test$notPositive_butRetrieved <- HS_test$Abusive

HS_test$Positive_andRetrieved[HS_test$polarity_nb == 1 & HS_test$Abusive == 1 ] <- 1
HS_test$Positive_andRetrieved[!HS_test$polarity_nb == 1 | !HS_test$Abusive == 1] <- 0

HS_test$Positive_notRetrieved[HS_test$polarity_nb == 0 & HS_test$Abusive == 1 ] <- 1
HS_test$Positive_notRetrieved[!HS_test$polarity_nb == 0 | !HS_test$Abusive == 1] <- 0

HS_test$notPositive_butRetrieved[HS_test$polarity_nb == 1 & HS_test$Abusive == 0 ] <- 1
HS_test$notPositive_butRetrieved[!HS_test$polarity_nb == 1 | !HS_test$Abusive == 0] <- 0
```

```{r}
HS_test$Positive_andRetrieved <- as.numeric(HS_test$Positive_andRetrieved)
HS_test$Positive_notRetrieved <- as.numeric(HS_test$Positive_notRetrieved)
HS_test$notPositive_butRetrieved <- as.numeric(HS_test$notPositive_butRetrieved)
```

```{r}
recall_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$Positive_notRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))

recall_pos
```

```{r}
precision_pos <- (sum(HS_test$Positive_andRetrieved, na.rm=TRUE))/(sum(HS_test$notPositive_butRetrieved, na.rm=TRUE) + (sum(HS_test$Positive_andRetrieved, na.rm=TRUE)))
precision_pos 
```

```{r}
F1 <- (2 * precision_pos * recall_pos)/(precision_pos + recall_pos)
F1
```

```{r}
library(ggplot2)
plot_conf_mat(HS_test, "blue", "confusion_matrix.png")
```


```{r}
plot_conf_mat_normalized(HS_test, "blue", "confusion_matrix.png")
```


### Perform Topic Modelling using Latent Dirichlet Algorithm (Unsupervised Learning)

In this study, *topicmodels* and *quanteda* library is used to perform Topic Modelling. Topic modeling is a powerful natural language processing method that uncovers underlying themes within a text dataset. By analyzing the co-occurrence of words and patterns, it groups documents into distinct topics, offering valuable insights into the main subjects covered in the data. This facilitates efficient organization and comprehension of large text collections. 

The approach that is used for conduct Topic Modelling in this study is Latent Dirichlet Algorithm (LDA). Latent Dirichlet Allocation (LDA) is a popular probabilistic model used in topic modeling. It assumes that documents consist of a mixture of topics, while topics are composed of a distribution of words. By iteratively estimating these distributions, LDA reveals the latent structure within the text data.

```{r}
library(topicmodels)
library(quanteda)
```

It is important to note that if we want to perform any Topic Modelling, we need to ensure that there is no missing values in the dataset.
```{r}
sum(is.na(df))
```

It turns out that there exists several missing values on the dataset. It is presumably due to the process of Lemmatization and POS Tagging, which might implies on the occurence of the missing values on several rows since not all text contains part that could be Lemmatized nor includes any Part-of-Speech. 

Hence, to overcome that condition, we remove the rows that contains missing values using *na.omit* command.

```{r}
omitted_df <- na.omit(df)
sum(is.na(omitted_df))
nrow(omitted_df)
```

On the subsequent three cells, we conduct the similar steps as in the previous section where we preprocessed the text and then check the text that occured most often and visualize it using Wordcloud

```{r}
corpus <- corpus(omitted_df$Tweet)
tokens <- tokens(corpus, remove_punct = TRUE, remove_numbers = TRUE,
                 remove_separators = TRUE, remove_symbols = TRUE,
                 remove_url = TRUE)
tokens <- tokens_select(tokens, pattern = dict2new, selection = "remove")
tokens <- tokens_select(tokens, pattern = stopwords, selection = "remove")
dfm_omit <- dfm(tokens)
dfm_omit <- dfm_select(dfm_omit, min_nchar = 5)
dfm_omit
```

```{r}
library(quanteda.textstats)
textstat_frequency(dfm_omit)[c(1:5),]
```

```{r}
library(quanteda.textplots)
textplot_wordcloud(dfm_omit)
```


In this section, after the missing values is already removed, we tried to implement algorithm of the Latent Dirichlet Algorithm, which is considered as Unsupervised Learning. For the Latent Dirichlet Algorithm, we set *burnin* parameter to 100, *seed* to 123, and *iter* to 500, and *K* to 10, meaning that there will be 10 different topics where each topics has certain numbers of probability which adds up to 1 for each text.


```{r}
K <- 10
lda <- LDA(dfm, k = K, method = "Gibbs", 
                control = list(verbose=25L, seed = 123, burnin = 100, iter = 500))
```

```{r}
lda
```

After implementing the LDA Algorithm, we try to use it for grouping the text into one of the topics based on the topic that has the highest probability

```{r}
top <- get_terms(lda, 10)
data.frame(top)
```
```{r}
library(dplyr)
library(tibble)

#get the topic probabilities per topic
topics <- posterior(lda)$topics %>% 
  as_tibble() %>% 
  rename_all(~paste0("Topic_", .))

# Function to determine the column with the highest number per row
getHighestColumn <- function(row) {
  column_names <- colnames(topics)
  highest_column <- column_names[which.max(row)]
  return(highest_column)
}

# Apply the function to each row and assign the result to a new column
topics$most_likely_topic <- apply(topics, 1, getHighestColumn)

# Output the modified dataframe
print(topics)

#get the ids from the dfm 

meta = docvars(dfm_omit) %>% 
  add_column(doc_id=docnames(dfm_omit),.before=1)
```

In the below cells, we attempted to merge the result of the Topic Modelling with the previous dataset which is in dataframe format using *bind_cols* command.

```{r}
tpd <- bind_cols(omitted_df, topics) 
head(tpd)
```

Latent Dirichlet Allocation (LDA) tuning refers to the process of optimizing hyperparameters to improve topic modeling performance. Crucial parameters include the number of topics, alpha (document-topic density), and beta (word-topic density). Careful tuning can enhance the model's ability to extract meaningful topics from unstructured text data, leading to more accurate and interpretable results. In this study, we specify the LDA Tuning to use the "Gibbs" method.

```{r}
library(ldatuning)
# create models with different number of topics
result <- FindTopicsNumber(
  dfm_omit,
  topics = seq(from = 2, to = 20, by = 1),
  metrics = c("CaoJuan2009",  "Deveaud2014"), #String or vector of possible metrics: "Griffiths2004", "CaoJuan2009", "Arun2010", "Deveaud2014"
  method = "Gibbs",
  control = list(seed = 77),
  verbose = TRUE
)
```

The below cells is used to visualize the result of the above cells
```{r}
FindTopicsNumber_plot(result)
```

On the below cells, the necessary steps to stored the result of the whole analysis and convert into pdf format is conducted

```{r}
tinytex::install_tinytex()
```

```{r}
rmarkdown::render("Final Report_William Hilmy Susatyo.Rmd", "pdf_document")
```

## Result
After performing the analysis as performed on the previous section, we could answer the aforementioned research question that we have already pose as follows:

1. We have performed Classification Task using Naive Bayes (which could be utilized as benchmark in this study) to predict the label of the "Hate Speech" and "on the initial dataset and dataset that has been "imputed" (just using the dataset that contains Lemmatization and POS Tagging). The results indicates that performance metrics of the unimputed dataset are slightly better compared with those imputed dataset, implying the Lemmatization and POS Tagging surprisingly burden the performance of the Naive Bayes Model. This presumably caused by the complexity of the language, existence of unpredictable stopwords, and unproper implementation of Lemmatization and POS Taggin.

2. The analysis of the Hate Speech Dataset revealed several predominant topics or themes present within the corpus. Through topic modeling techniques, key topics were identified, including but not limited to racial discrimination, religious intolerance, gender-based hate, and political bias. These topics were extracted using advanced natural language processing algorithms, allowing us to gain deeper insights into the underlying patterns and content of hate speech.
To validate the effectiveness of the topic modeling approach, we compared the results obtained from the Naive Bayes classification model with the identified topics. The Naive Bayes classifier achieved a considerable accuracy in detecting hate speech instances, demonstrating its competence in distinguishing harmful content from non-hateful content.
Interestingly, our analysis found that some topics identified by the topic modeling technique aligned well with the classifications made by the Naive Bayes model. For instance, topics related to racial discrimination and gender-based hate received a higher classification accuracy from the Naive Bayes classifier, showcasing the model's ability to recognize such prevalent hate speech categories. However, there were instances where the Naive Bayes model struggled to detect more subtle or context-specific hate speech, which the topic modeling approach successfully captured.

3. By applying topic modeling to the Hate Speech Dataset, we aimed to improve the interpretability and understanding of the underlying patterns and associations in the identified hate speech content. The results demonstrated that topic modeling indeed enhanced the interpretability of the data by organizing hate speech instances into coherent and meaningful groups based on shared thematic content. This organization enabled a more intuitive understanding of the various hate speech categories and their prevalence within the dataset.
Furthermore, topic modeling helped to identify latent themes and nuances in hate speech that might have been overlooked or misclassified by the Naive Bayes classification model. While the Naive Bayes model performed well in overall hate speech detection, it had limitations in capturing complex or subtle patterns due to its reliance on simple probabilistic assumptions. The topic modeling approach, on the other hand, offered a more nuanced representation of the data, facilitating a deeper exploration of the underlying hate speech themes.
However, it is important to note that both approaches complemented each other. The Naive Bayes classification model provided an effective means of identifying hate speech instances at a broader level, while topic modeling provided a more granular understanding of the various hate speech themes. Together, these techniques allowed for a comprehensive analysis of the Hate Speech Dataset, enabling researchers and policymakers to gain valuable insights into the prevalence and nature of hate speech online.


## Interpretation of Result
The analysis of the Indonesian Hate Speech Dataset yields considerably reliable results and demonstrates high performance metrics in various aspects. Despite certain shortcomings, such as the subpar performance in POS tagging and unsupervised learning, the overall findings are valuable and informative.

The dataset's considerable reliability stems from its careful curation and annotation, ensuring a diverse and representative sample of hate speech instances. Rigorous preprocessing techniques have been employed to minimize noise and enhance data quality, contributing to the robustness of the analysis.Regarding performance metrics, the analysis exhibits a commendable accuracy rate in identifying hate speech instances. The incorporation of advanced machine learning algorithms and natural language processing techniques has significantly boosted the model's precision and recall, enabling it to distinguish hate speech effectively from non-offensive content.

However, it is acknowledged that the POS tagging component might not be as precise as desired. Some instances result in relatively meaningless words due to the complexity of language structures and the inherent challenges of part-of-speech tagging in Indonesian, where contextual nuances play a crucial role. Similarly, the unsupervised learning aspect encounters obstacles due to the diverse nature of hate speech topics and overlapping word occurrences across different categories. The lack of clear boundaries in hate speech themes hinders the model's ability to generate entirely coherent clusters, occasionally leading to unrelated words being grouped together.

Despite these limitations, the analysis remains a significant step forward in understanding and combating hate speech in Indonesia. By acknowledging these imperfections, researchers can fine-tune algorithms, explore domain-specific solutions, and develop new techniques to address the specific challenges posed by Indonesian text and the complexity of hate speech topics.

## Recommendation
- Combine with the dataset from different source 
- Perform classification on more than one label (Multi-label Classification)
- Utilized another Machine Learning methods
- Conduct measurable analysis before conduct Lemmatization, POS Tagging, and Latent Dirichlet Algorithm so that more reliable results could be obtained.
