Data Science

Predicting Stock Prices: What Does Twitter Know About the Market?

Predicting Stock Prices: What Does Twitter Know About the Market?

Introduction

Can public opinion predict stock market movements? With recent advancements in natural language processing (NLP), this question has gained significant attention in both academic and financial circles. As an NLP scientist, I decided to investigate this relationship and satisfy my own curiosity about the intersection of social media sentiment and financial markets.

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Predicting Stock Prices: What Does Twitter Know About the Market?

Predicting Stock Prices: What Does Twitter Know About the Market?

Introduction

Can public opinion predict stock market movements? With recent advancements in natural language processing (NLP), this question has gained significant attention in both academic and financial circles. As an NLP scientist, I decided to investigate this relationship and satisfy my own curiosity about the intersection of social media sentiment and financial markets.

Continue reading
War Story: Text Analysis – Looking for Questions in Pickup Dating Community

War Story: Text Analysis – Looking for Questions in Pickup Dating Community

Abstract

This study presents a comprehensive text analysis of the pickup dating community through the lens of social network analysis, natural language processing, and community psychology. Working alongside Anders Wallace, an Anthropology Ph.D. student, we analyzed forum data from fastseduction.com to understand community structure, social hierarchies, and linguistic patterns. Our findings reveal complex social dynamics, educational diversity, and hierarchical structures that challenge common stereotypes about this community.

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War Story: Text Analysis – Looking for Questions in Pickup Dating Community

War Story: Text Analysis – Looking for Questions in Pickup Dating Community

Abstract

This study presents a comprehensive text analysis of the pickup dating community through the lens of social network analysis, natural language processing, and community psychology. Working alongside Anders Wallace, an Anthropology Ph.D. student, we analyzed forum data from fastseduction.com to understand community structure, social hierarchies, and linguistic patterns. Our findings reveal complex social dynamics, educational diversity, and hierarchical structures that challenge common stereotypes about this community.

Continue reading
Sentiment Analysis of Manhattan Using Instagram

Sentiment Analysis of Manhattan Using Instagram

[Note: Unfortunately, most images were lost due to changes in carto.com service.]

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Sentiment Analysis of Manhattan Using Instagram

Sentiment Analysis of Manhattan Using Instagram

[Note: Unfortunately, most images were lost due to changes in carto.com service.]

Continue reading