Sh

kaboom

[Sh @Shhiwy]

🔱🙏
Will share official live link soon.

[Sh @Shhiwy]

this was the night Mahmo first demo somewhere went live.

[Sh @Shhiwy]

this was the night Mahmo first demo somewhere went live.

[Sh @Shhiwy]

"MAHMO" soon.
17:04
27.05.2026
Traveling to Home

[Sh @Shhiwy]

"MAHMO" soon.
17:04
27.05.2026
Traveling to Home

[Sh @Shhiwy]

Do you remember when you joined X? I do! #MyXAnniversary

[Sh @Shhiwy]

📊 This thread will serve as a commentary on my analysis process. Analyzing a dataset, learning as I go. Feedback welcome! Please bear with me as I navigate through this learning experience.⭐😇 Dataset source- https://t.co/pu8V6zmcDa #DataAnalysis #TwitterData #LearningProjec 🚀

[Sh @Shhiwy]

7️⃣ User Behavior Analysis: Examined distribution of follower counts among tweet authors to gain insights into user behavior and influence.

[Sh @Shhiwy]

📈 Conclusion: Through comprehensive analysis, I've gained valuable insights into Twitter trends, sentiments, and user behavior, paving the way for deeper understanding and future exploration.

[Sh @Shhiwy]

6️⃣ Language Distribution: Analyzed the distribution of languages in the dataset to understand linguistic diversity.

[Sh @Shhiwy]

📊 Twitter Data Analysis Thread: Insights & Visualizations 📊

🔍 Project Overview: I embarked on a journey to analyze a rich dataset containing tweets scraped from Twitter. Here's a breakdown of my approach and key objectives:

#TwitterData #DataAnalysis #DataScience @XCreators

[Sh @Shhiwy]

5️⃣ Engagement Analysis: Explored the relationship between engagement metrics (likes, retweets) and sentiment, as well as other factors like media presence and URLs.

[Sh @Shhiwy]

4️⃣ Trend Analysis: Identified trending topics or hashtags within the dataset and visualized their frequency.

[Sh @Shhiwy]

3️⃣ Sentiment Analysis: Leveraged TextBlob to gauge sentiment polarity of tweets and visualize sentiment distribution.

[Sh @Shhiwy]

2️⃣ Data Visualization: Created various visualizations to better understand distribution and relationships among different variables in the dataset.

[Sh @Shhiwy]

1️⃣ Data Loading and Exploration: Loaded the dataset into a DataFrame and performed initial exploration to understand its structure and content.