Crypto-Sentiment-Analysis
所属分类:以太坊
开发工具:Jupyter Notebook
文件大小:3675KB
下载次数:0
上传日期:2021-03-04 10:35:00
上 传 者:
sh-1993
说明: 应用自然语言处理来理解以比特币和以太坊为特色的最新新闻文章中的情绪
(Apply natural language processing to understand the sentiment in the latest news articles featuring Bitcoin and Ethereum)
文件列表:
.DS_Store (6148, 2021-03-04)
.ipynb_checkpoints (0, 2021-03-04)
.ipynb_checkpoints\crypto_sentiment-checkpoint.ipynb (964537, 2021-03-04)
Images (0, 2021-03-04)
Images\btc.png (36323, 2021-03-04)
Images\btc_wc.png (1202340, 2021-03-04)
Images\eth.png (35212, 2021-03-04)
Images\eth_wc.png (1187285, 2021-03-04)
crypto_sentiment.ipynb (964537, 2021-03-04)
# Sentiment Analysis for Cryptocurrencies
In this assignment, I was asked to apply natural language processing to understand the sentiment in the latest news articles featuring Bitcoin and Ethereum. Moreover, I had to understand the other factors involved with the coin prices such as common words and phrases, organizations, and entities mentioned in the articles by using the following techniques:
1. [Sentiment Analysis](https://github.com/padthai-sketch/Crypto-Sentiment-Analysis/blob/master/#Sentiment-Analysis)
2. [Natural Language Processing](https://github.com/padthai-sketch/Crypto-Sentiment-Analysis/blob/master/#Natural-Language-Processing)
3. [Named Entity Recognition](https://github.com/padthai-sketch/Crypto-Sentiment-Analysis/blob/master/#Named-Entity-Recognition)
![BTC Describe](https://github.com/padthai-sketch/Crypto-Sentiment-Analysis/blob/master/Images/btc.png)
![ETH Describe](https://github.com/padthai-sketch/Crypto-Sentiment-Analysis/blob/master/Images/eth.png)
#### **The Sentiment Analysis of Bitcoin and Ethereum News indicates that Bitcoin outperformed Ethereum by having the highest average score at 0.051. Moreover, it also receives a higher positive score and compound score. Below are the Word Cloud representing the keywords that frequently appeared in the latest articles of these cryptocurrencies.**
![BTC Describe](https://github.com/padthai-sketch/Crypto-Sentiment-Analysis/blob/master/Images/btc_wc.png)
![ETH Describe](https://github.com/padthai-sketch/Crypto-Sentiment-Analysis/blob/master/Images/eth_wc.png)
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