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Python for Finance

You're reading from  Python for Finance

Product type Book
Published in Apr 2014
Publisher
ISBN-13 9781783284375
Pages 408 pages
Edition 1st Edition
Languages
Author (1):
Yuxing Yan Yuxing Yan
Profile icon Yuxing Yan

Table of Contents (20) Chapters

Python for Finance
Credits
About the Author
Acknowledgments
About the Reviewers
www.PacktPub.com
Preface
Introduction and Installation of Python Using Python as an Ordinary Calculator Using Python as a Financial Calculator 13 Lines of Python to Price a Call Option Introduction to Modules Introduction to NumPy and SciPy Visual Finance via Matplotlib Statistical Analysis of Time Series The Black-Scholes-Merton Option Model Python Loops and Implied Volatility Monte Carlo Simulation and Options Volatility Measures and GARCH Index

Python for high-frequency data


High-frequency data is referred to second-by-second or millisecond-by-millisecond transaction and quotation data. The New York Stock Exchange's TAQ (Trade and Quotation) database is a typical example (http://www.nyxdata.com/data-products/daily-taq). The following program can be used to retrieve high-frequency data from Google Finance:

>>>import re, string
>>>import pandas as pd
>>>ticker='AAPL'         # input a ticker
>>>f1="c:/temp/ttt.txt"  # ttt will be replace with aboove sticker
>>>f2=f1.replace("ttt",ticker)
>>>outfile=open(f2,"w")
>>>path="http://www.google.com/finance/getprices?q=ttt&i=300&p=10d&f=d,o,h,l,c,v"
>>>path2=path.replace("ttt",ticker)
>>>df=pd.read_csv(path2,skiprows=8,header=None)
>>>df.to_csv(outfile,header=False,index=False)
>>>outfile.close()

In the preceding program, we have two input variables: ticker and path. After we choose...

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