Stocks by Bots

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Part 1: Statistical Modeling - Stocks by Bots is a web application that ranks stocks using statistical analysis of past performance. It utilizes the Yahoo Finance API to import data for the 500 leading publicly traded companies in the U.S. Using Numpy and Pandas, technical indicators are calculated to create a ranked list of the top 10 stocks showing the strongest relative momentum over the past 5 years.

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Part 2: Web Development - Users can create an account, build portfolios, and track performance over time, receiving recommendations based on risk tolerance.

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Part 3: Automated Trading - Users can import portfolios and apply Monte Carlo simulations to forecast future returns, receiving an optimal stock distribution based on the results. Future enhancements will include machine learning-based predictive models, additional trading strategies, and a value averaging trade bot.

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Pizza Restaurant Data Analysis

• Organizes pizza resuarant data using SQL.
• Prepare the data using Pandas library.
• Aggregate the data to find patterns
• Visualize patterns using Matplotlib and Plotly
• Deploy a dashboard with interactive data using Dash.Plotly

Data Analysis Webpage

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Track my stock portfo

This chart shows combined weighted returns of 8 stocks over 2 years.

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