This project focuses on providing a comprehensive analysis of cryptocurrency pricing and overall market trends through an interactive dashboard. The dashboard utilizes data from various popular cryptocurrencies such as BTC, BNB, ETH, LINK, XEM, XRP, and more. By visualizing key metrics and trends, this dashboard aims to offer valuable insights into the cryptocurrency market's behavior over time.
The data for this project was collected using Python and web scraping techniques, utilizing the numpy, pandas, and requests libraries. The scraping process involved fetching and processing data from a cryptocurrency websites.
- numpy: A fundamental package for numerical computations, used to handle and manipulate arrays efficiently.
- pandas: A versatile data manipulation library, utilized for cleaning, transforming, and structuring the collected data.
- requests: An HTTP library for making requests to web pages, used to fetch data from cryptocurrency websites.
- Close Price (Final): Visualizes the final closing price of selected cryptocurrencies.
- Close Price (High): Displays the highest closing price of selected cryptocurrencies over a specific time period.
- Close Price (Low): Shows the lowest closing price of selected cryptocurrencies over a specific time period.
- Average Daily Volume: Illustrates the average daily trading volume of selected cryptocurrencies.
- Close Price: Depicts the change in the close price of selected cryptocurrencies from January 2019 to July 2021.
- Close Price (High) - Selected Time: Highlights the change in the highest closing price of selected cryptocurrencies within a chosen time frame.
- Close Price (Low) - Selected Time: Highlights the change in the lowest closing price of selected cryptocurrencies within a chosen time frame.
- Close Price (30DMA) by Date: Displays the 30-day moving average of the close price of selected cryptocurrencies by date.
- Average Volume by Date: Shows the average trading volume of selected cryptocurrencies by date.
A table offering a comprehensive comparison of various metrics for selected cryptocurrencies:
- Best Performers in 30 Days: Lists the cryptocurrencies with the highest percentage increase in prices over the last 30 days.
- Best Performers in 365 Days: Lists the cryptocurrencies with the highest percentage increase in prices over the last 365 days.
- Worst Performers in 30 Days: Lists the cryptocurrencies with the highest percentage decrease in prices over the last 30 days.
- Worst Performers in 365 Days: Lists the cryptocurrencies with the highest percentage decrease in prices over the last 365 days.
A table comparing the performance of various cryptocurrencies across different days from August 4, 2018, to December 30, 2022:
A line graph showing the forecast of various cryptocurrencies also using the filter tab you can select the coin.
The dashboard enables users to gain insights into various aspects of the cryptocurrency market:
- Understanding the final, highest, and lowest close prices of selected cryptocurrencies.
- Analyzing average daily trading volumes and their fluctuations.
- Visualizing price changes over time through line graphs.
- Comparing cryptocurrency prices, changes, and volume performance.
- Identifying the best and worst performers over specific time periods.
- Exploring correlations among various cryptocurrencies.
This cryptocurrency dashboard analysis project offers a comprehensive tool for tracking, visualizing, and understanding the behavior of popular cryptocurrencies. By providing a range of graphs, tables, and metrics, users can gain valuable insights into pricing trends, volume patterns, and relative performance, aiding in informed decision-making within the cryptocurrency market.