Analyzing Stock Market Data with R – Practical Data Science

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Description

In this class, we will explore various technical and quantitative analysis techniques using the In this class, we will explore various technical and quantitative analysis techniques using the RR programming language. I will code as I go and explain what I am doing. All the code is included in PDFs attached to each lecture. I encourage you to code along to not only better understand the concepts but realize how easy they are. programming language. I will code as I go and explain what I am doing. All the code is included in PDFs attached to each lecture. I encourage you to code along to not only better understand the concepts but realize how easy they are.

What We’ll CoverWhat We’ll Cover

1. Easily access free, stock-market data using R and the Easily access free, stock-market data using R and the quantmodquantmod package package
2. Build great looking stock charts with Build great looking stock charts with quantmodquantmod
3. Use R to manipulate time-series dataUse R to manipulate time-series data
4. Create a moving average from scratchCreate a moving average from scratch
5. Access technical indicators with the Access technical indicators with the TTRTTR package package
6. Create a simple trading systems by shifting time series using the Create a simple trading systems by shifting time series using the binhfbinhf package package
7. A look at trend-following trading systems using moving averagesA look at trend-following trading systems using moving averages
8. A look at counter-trend trading systems using moving averagesA look at counter-trend trading systems using moving averages
9. Using more sophisticated indicators ( Using more sophisticated indicators ( ROC, RSI, CCI, VWAP, Chaikin VolatilityROC, RSI, CCI, VWAP, Chaikin Volatility ) )
10. Grouping stocks by theme to better understand themGrouping stocks by theme to better understand them
11. Finding coupling and decoupling stocks within an indexFinding coupling and decoupling stocks within an index

What This Class Isn’tWhat This Class Isn’t

This class isn’t about telling you how to trade or revealing secret trading methods, but to show how easy it is to explore the stock market using This class isn’t about telling you how to trade or revealing secret trading methods, but to show how easy it is to explore the stock market using RR so you can come up with your own ideas. so you can come up with your own ideas.

Who is this course for?Who is this course for?

• Those looking to expand their R skills on stock market dataThose looking to expand their R skills on stock market data
• Those looking to come up with their own conclusions about the marketsThose looking to come up with their own conclusions about the markets
• NOT for those seeking easy stock tips or secret trading systemsNOT for those seeking easy stock tips or secret trading systems
• NOT a solicitation to trade – trading is difficult, learn as much as you can before risking real moneyNOT a solicitation to trade – trading is difficult, learn as much as you can before risking real money
• NO guarantee that past historical strategies will work on future eventsNO guarantee that past historical strategies will work on future events

What you will learnWhat you will learn

• Use R on stock market data for insight and ideasUse R on stock market data for insight and ideas
• Download free, daily stock market data from YahooDownload free, daily stock market data from Yahoo
• Plot great looking financial chartsPlot great looking financial charts
• Apply basic technical analysis on stock market dataApply basic technical analysis on stock market data
• Explore trading ideas and display entries and exitsExplore trading ideas and display entries and exits
• Gain additional insights by comparing similar stocksGain additional insights by comparing similar stocks

Course contentCourse content

Develop all 18 sessions04:03:29Develop all 18 sessions04:03:29

–Introduction–Introduction

08:1108:11

What is covered in this classWhat is covered in this class

Preview1:36Preview1:36

Optional: R Console or RStudio?Optional: R Console or RStudio?

Preview06:35Preview06:35

+Downloading Free Stock Market Data with R+Downloading Free Stock Market Data with R

1 session12:471 session12:47

+Creating Amazing Stock Charts with quantmod+Creating Amazing Stock Charts with quantmod

3 sessions30:593 sessions30:59

+Applying technical analysis Indicators+Applying technical analysis Indicators

6 sessions01:48:136 sessions01:48:13

+Tracking Profit and Loss for Fun!+Tracking Profit and Loss for Fun!

1 session17:331 session17:33

+Analyzing Stocks in Groups+Analyzing Stocks in Groups

4 sessions01:05:174 sessions01:05:17

+Conclusions+Conclusions

1 session00:301 session00:30

PrerequisitesPrerequisites

• Basic understanding of RBasic understanding of R
• Access to R Console or RStudioAccess to R Console or RStudio
• Interest in stock-market dataInterest in stock-market data

Stock trading course: Learn about Stock tradingStock trading course: Learn about Stock trading

A stock trader or equity trader or share trader is a person or company involved in trading equity securities.A stock trader or equity trader or share trader is a person or company involved in trading equity securities.

Stock traders may be an agent, hedger, arbitrageur, speculator, stockbroker.Stock traders may be an agent, hedger, arbitrageur, speculator, stockbroker.

Such equity trading in large publicly traded companies may be through a stock exchange.Such equity trading in large publicly traded companies may be through a stock exchange.

Stock shares in smaller public companies may be bought and sold in over-the-counter (OTC) markets.Stock shares in smaller public companies may be bought and sold in over-the-counter (OTC) markets.

Stock traders can trade on their own account, called proprietary trading, or through an agent authorized to buy and sell on the owner’s behalf.Stock traders can trade on their own account, called proprietary trading, or through an agent authorized to buy and sell on the owner’s behalf.

Trading through an agent is usually through a stockbroker. Agents are paid a commission for performing the trade.Trading through an agent is usually through a stockbroker. Agents are paid a commission for performing the trade.

Major stock exchanges have market makers who help limit price variation (volatility) by buying and selling a particular company’s shares on their own behalf and also on behalf of other clients.Major stock exchanges have market makers who help limit price variation (volatility) by buying and selling a particular company’s shares on their own behalf and also on behalf of other clients.

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