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You're reading from  Mastering pandas. - Second Edition

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Published inOct 2019
Reading LevelIntermediate
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ISBN-139781789343236
Edition2nd Edition
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Ashish Kumar
Ashish Kumar
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Ashish Kumar

Ashish Kumar is a seasoned data science professional, a publisher author and a thought leader in the field of data science and machine learning. An IIT Madras graduate and a Young India Fellow, he has around 7 years of experience in implementing and deploying data science and machine learning solutions for challenging industry problems in both hands-on and leadership roles. Natural Language Procession, IoT Analytics, R Shiny product development, Ensemble ML methods etc. are his core areas of expertise. He is fluent in Python and R and teaches a popular ML course at Simplilearn. When not crunching data, Ashish sneaks off to the next hip beach around and enjoys the company of his Kindle. He also trains and mentors data science aspirants and fledgling start-ups.
Read more about Ashish Kumar

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Boolean indexing

We use Boolean indexing to filter or select parts of the data. The operators are as follows:

Operators

Symbol

OR

|

AND

&

NOT

~

These operators must be grouped using parentheses when used together. Using the earlier DataFrame from the previous section, here we display the trading dates for which NASDAQ closed above 4,300:

  In [311]: sharesIndexDataDF.ix[(sharesIndexDataDF['PriceType']=='close') & \
                         (sharesIndexDataDF['Nasdaq']>4300) ]
Out[311]: PriceType Nasdaq S&P 500 Russell 2000 TradingDate 2014/02/27 close 4318.93 1854.29 1187.94 2014/02/28 close 4308.12 1859.45 1183.03 2 rows × 4 columns

You can also create Boolean conditions in which you use arrays to filter out parts of the data, as shown in the following...

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Mastering pandas. - Second Edition
Published in: Oct 2019Publisher: ISBN-13: 9781789343236

Author (1)

author image
Ashish Kumar

Ashish Kumar is a seasoned data science professional, a publisher author and a thought leader in the field of data science and machine learning. An IIT Madras graduate and a Young India Fellow, he has around 7 years of experience in implementing and deploying data science and machine learning solutions for challenging industry problems in both hands-on and leadership roles. Natural Language Procession, IoT Analytics, R Shiny product development, Ensemble ML methods etc. are his core areas of expertise. He is fluent in Python and R and teaches a popular ML course at Simplilearn. When not crunching data, Ashish sneaks off to the next hip beach around and enjoys the company of his Kindle. He also trains and mentors data science aspirants and fledgling start-ups.
Read more about Ashish Kumar