Skip to content

TungPhamDuy/data-scientist-capstone

Repository files navigation

Data Scientist Capstone Project

Link post on Medium: https://medium.com/@phamduytung999/does-the-sentiment-of-investors-on-twitter-x-influence-the-price-volatility-of-bitcoin-9c8be54fe26c
post_background

Project Overview

This project is part of the Udacity Data Scientist Nanodegree. This project aim to answer a simple question: "Does the sentiment of investors on Twitter (X) influence the price volatility of Bitcoin?"

Files in the repository

|
|---nlp_for_btc_tweets.ipynb (main ipynb file of code)
|---.ipynb_checkpoints
|           |---nlp_for_btc_tweets-checkpoint.ipynb (checkpoint file)
|---images
|           |---dataset_overview.png
|           |---post_background.jpg
|---bitcoin_cleaned_tweets.csv (filtered dataset use in project)
|---README.md (readme file)
|---requirements.txt (require libraries to run ipynb)

Installation

Install the necessary libraries

pip install -r requirements.txt

Run the notebook

Acknowledge:

The original source of this dataset is on Kaggle: Link
This dataset is extracted from Twitter in it given period, using API connection and python script. The author is only responsible for collecting them.
dataset_overview

About

Investigates the influence of investor sentiment on Twitter (X) on Bitcoin price volatility. This project leverages natural language processing (NLP) for sentiment analysis of tweets and statistical methods to explore the correlation between sentiment and BTC price movements.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors