Analyzing Emotional Trends from X platform using SenticNet: A Comparative Analysis with Cryptocurrency Price
This study delves into the relationship between emotional trends from X platform data and the market dynamics of well-known cryptocurrencies Cardano, Binance, Fantom, Matic, and Ripple over the period from October 2022 to March 2023. Leveraging SenticNet, we identified emotions like Fear and Anxiety...
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Zusammenfassung: | This study delves into the relationship between emotional trends from X
platform data and the market dynamics of well-known cryptocurrencies Cardano,
Binance, Fantom, Matic, and Ripple over the period from October 2022 to March
2023. Leveraging SenticNet, we identified emotions like Fear and Anxiety, Rage
and Anger, Grief and Sadness, Delight and Pleasantness, Enthusiasm and
Eagerness, and Delight and Joy. Following data extraction, we segmented each
month into bi-weekly intervals, replicating this process for price data
obtained from Finance-Yahoo. Consequently, a comparative analysis was
conducted, establishing connections between emotional trends observed across
bi-weekly intervals and cryptocurrency prices, uncovering significant
correlations between emotional sentiments and coin valuations. |
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DOI: | 10.48550/arxiv.2405.03084 |