Islamic Crowdfunding: A Twitter Sentiment Analysis

Bashir Ammar Hakim Hakim
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Abstract

This research aims to measure public sentiment related to Islamic crowdfunding on the Twitter social media platform. The research method involves the extraction and classification of tweet data using a Python Library called VADER (Valence Aware Dictionary and Sentiment Reasoner). The research utilized tweet data posted in the past one year. The results showed fluctuations and decreases in the number of tweets discussing Islamic crowdfunding. Word cloud analysis on keywords shows that in positive sentiments, words such as "crowdfunding platform," "crowdfunding impact," "crowdfunding," "Islamic finance," and "inclusivity Islamic finance" dominate the visualization. Overall, the majority of tweets expressed a positive attitude towards Islamic crowdfunding, with 44.0% positive sentiment. A total of 47.2% of tweets showed neutral sentiment, while 8.7% showed negative sentiment. These results illustrate that people generally give positive support to the concept of Islamic crowdfunding, although there is still a small proportion of tweets that express less favorable views. This research provides valuable insights into people's perceptions and responses to Islamic crowdfunding in cyberspace.
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伊斯兰众筹:推特情感分析
本研究旨在衡量 Twitter 社交媒体平台上与伊斯兰众筹相关的公众情绪。研究方法包括使用名为 VADER(Valence Aware Dictionary and Sentiment Reasoner)的 Python 库对推特数据进行提取和分类。研究使用了过去一年发布的推文数据。结果显示,讨论伊斯兰众筹的推文数量有所波动和减少。关键词的词云分析表明,在正面情绪中,"众筹平台"、"众筹影响"、"众筹"、"伊斯兰金融 "和 "包容性伊斯兰金融 "等词在可视化中占主导地位。总体而言,大多数推文对伊斯兰众筹持积极态度,积极情感占 44.0%。共有 47.2% 的推文表达了中性情绪,8.7% 的推文表达了负面情绪。这些结果表明,尽管仍有一小部分推文表达了不太赞成的观点,但人们普遍对伊斯兰众筹的概念给予了积极的支持。这项研究为了解人们对网络空间中伊斯兰众筹的看法和反应提供了宝贵的见解。
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