Vicky Mulatua

6 bulan yang lalu ·

Postingan oleh Vicky
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Portfolio: "Sentiment Analysis on Twitter"

Portfolio: "Sentiment Analysis on Twitter"

Hello, everyone! I'm Vicky Mulatua Pakpahan, but you can call me Vicky.
I'm a Data Enthusiast based in Bekasi, West Java, Indonesia, with a keen interest in data engineering, data analysis, data science, and business analysis.

I'm thrilled to share one of my recent personal data analysis projects, "Sentiment Analysis on Social Media Twitter."

I'm currently available and eager to collaborate. If any of you are interested in working together, please don't hesitate to reach out to me via email at pakpahanvicky@gmail.com or send me a direct message

Do you have any questions? Please kindly reach me on: Email: Linkedin: mu

 

Conclusion © w 1. 2. 3. Mayoritas tweet yan ra Sentiment commentary tersebut dilakukan oleh masyarakat © i c t membantu untuk ndonesia merupakan tweet » yang mengandung unsur p (42,30%) dan bentuk sentiment negatif ibusive (38.37%) testir if dampak kebijakan ain sebaga

 

“Analisis Cuitan (Tweet) Masyarakat pada Twitter”

 

Word Cloud > Word cloud bertujuan untuk menampilkan kata kata yang paling sering muncul dalam t at Semakin banyak kata-kata yang mu semakin besar pula visualisasi ya ampir pada word cloud Pada hasil word cloud ini, dapat terlihat kata

 

Clustered Bar Chart By: Vicky Mulatua Pakpahan

 

Gender Hate speech related to gender/sexual orientation Race Hate speech related to race/ethnicity Other Hate speech related to other invective/slander Hate Speech Physical Hate speech related to physical/disability Religion Hate speech related to religion/creed

 

Pie Chart Result HS Speen Abusive Tweet mengandung kata kasa Tweet tidak mengandung ujar ebencian maupun kata a

 

Result Total HS Total Abusive Netral 5518 tweets 5006 tweets 2521 tweets (42,30%) (38.37%) (19,33%)

 

Total Abusive & Hate Speech pada Data Cok J

 

Cleansing Data ee sy Melakukan melalui kod import re def cleansing _kata(text) text = text.lower() text = re.sub(r[A0-9a-zA-Z]+, ", text) text = re.sub(rus; , text) text = re.sub(rurl’,”’, text) text = re.sub(rrt’,", text) text = re.sub(r\n’,*, text) text = re.sub(r\t, "', text) text = re.sub(r\s+,", text).strip() return text ta (tweet) dengan men, nakan Regex df(Tweet] = df[ Tweet].apply(cleansing_kata)

 

prnt(dh Tweet HS berusaha melacak perhatia... 1 1 ng t 1 RT USER st ngasih tau elu? ir, kenapa aku n\nkU TAU bong kapir udah kel

 

Column Abusive HS (Hate Speech) Description Berisikan seluruh tweet atau cuitan pada sosal media Twitter Kategori; apakah tweet termasuk dalam kata kasar (abusive) Kategori; apakah tweet termasuk ujaran kebencian yang terdiri dari religion, race, physical, gender, other Data Type VARCHAR(255) True, O = False = True, O = False

 

Preparing Dataset, Cleansing, Analyzing, Visualization

 

Power BI

 

“Analisis Cuitan (Tweet) Masyarakat pada Twitter”

 

About Project > Objectives Mengetahui bagaimana commentary statement pada cuitan-cuitan masyarakat pada Twitter Sasaran Deskripsi Data Cuitan twitter masyarakat (netizen) di Indonesia Data yang bertipe comma separated v. V) yang berisi belasan ribu postingan cuitan pada Twitter Sumber Data Kaggle = https://www kaggle.com/datasets/ilhamfp31/indonesian-abusive-and- hate-speech-twitter-text Tahapan Pengolahan Data Analisis Data Data framing, Cleansing, Analyzing, Visualization Exploratory Data Analysis (EDA) Visualisasi Table, Pie Chart, Clustered Bar Chart, Word Cloud

 

01 03 Overview Profile Project 02 About me Tittle, About, Tools Data P i : ata Processing 04 Conclusion Preparing Dataset, Cleansing, Analyzing, Visualization

 

Profile Hello! I'm Vicky Mulatua Pakpahan, . a certified Junior Data Analyst from Binar Academy - a Vicky Mulatua trailblazing institution dedicated to mastering digital skills. Pakpahan My passion lies in unraveling the intricacies of data and dissecting both numeric and textual formats. My toolkit includes SQLite, MySQL, PostgreSQL, Pandas, Python, Power Bl, and Machine Learning. © htips://github.com/vickeymouse2! MM pakpahanvicky@gmail.com

 

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#data #dataanalyst #datascience #python #sql #sqlite #powerbi #work #internship #project #portfolio

#Twitter #Vicky Mulatua Pakpahan #Sentiment Analysis #Indonesia #Vicky
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