Crop price prediction, Agriculture plays a vital role in the global economy, providing food, raw materials, and employment to billions of people. One of the major challenges faced by farmers, traders, and policymakers is the volatility of crop prices. These fluctuations can result from various factors such as weather conditions, pest outbreaks, market demand, government policies, and global economic trends.
Detection of analysis of fake news Users in social media
Detecting and analyzing fake news on social media involves a variety of techniques and approaches. Below is a breakdown of key points involved in identifying fake news and the analysis of users who spread it:
1. Understanding Fake News:
Definition: Fake news refers to deliberately fabricated or misleading information presented as real news.
Categories: Can include disinformation (false information spread deliberately) and misinformation (false information spread without harmful intent).
2. User Behavior and Characteristics:
Profile Analysis: Fake news is often spread by accounts with limited or suspicious activity (e.g., newly created accounts, lack of interaction, generic profile information).
Engagement Patterns: Users who spread fake news often have irregular or artificial engagement patterns, such as sudden spikes in posts or likes, unusually high shares, or likes from bots.
Echo Chambers: Fake news spreaders often target echo chambers, where users with similar beliefs reinforce each other's views.
