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Big Data II Final Project: CryptViz

Can we visualize the cryptocurrency ecosystem?

About

Information can be found here in the project proposal. Discussion can be found on the slack channel

Components

  1. Coinmarketcap Scraper
  2. GitHub Scraper
  3. Exploratory Data Analysis with Pandas
  4. Price Prediction with CNN
  5. Price Prediction with LSTM
  6. Twitter Streaming
  7. Twitter Integration and Analysis

Usage

Installation

Download

git clone https://github.com/LinuxIsCool/733Project.git
cd 733Project

Create or Activate virtual environment

# With Conda
conda new 733Project
conda activate 733Project

# Or with virtualenv
virtualenv venv
source venv/bin/activate

Install Requirements

pip install -r requirements.txt

Install kernal to use in jupyter notebooks

ipython kernel install --user --name=733Project

Launching the Notebooks

jupyter-notebook CoinMarketcap.ipynb

CoinMarketCap Scraper

Get list of top 100 coins(ranked by market cap) from coinmarketcap.com

from Scrapers.Coinmarketcap import coinmarketcap
cmk = coinmarketcap.CoinMarketcap()
coins = cmk.coin_names()

References

  1. Deep Reinforcement Learning for the Financial Portfolio Management Problem implementation replication
  2. Evolutionary Dynamics of the Cryptocurrency Market
  3. coinmarketcap.com
  4. Analyzing Cryptocurrency Markets Using Python
  5. Predicting Cryptocurrency Prices with Deep Learning

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Can we visualize the cryptocurrency ecosystem?

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