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Getting Started with Python Data Analysis

You're reading from   Getting Started with Python Data Analysis Learn to use powerful Python libraries for effective data processing and analysis

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Product type Paperback
Published in Nov 2015
Publisher
ISBN-13 9781785285110
Length 188 pages
Edition 1st Edition
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Toc

Table of Contents (10) Chapters Close

Preface 1. Introducing Data Analysis and Libraries FREE CHAPTER 2. NumPy Arrays and Vectorized Computation 3. Data Analysis with Pandas 4. Data Visualization 5. Time Series 6. Interacting with Databases 7. Data Analysis Application Examples 8. Machine Learning Models with scikit-learn Index

Interacting with data in text format

Text is a great medium and it's a simple way to exchange information. The following statement is taken from a quote attributed to Doug McIlroy: Write programs to handle text streams, because that is the universal interface.

In this section we will start reading and writing data from and to text files.

Reading data from text format

Normally, the raw data logs of a system are stored in multiple text files, which can accumulate a large amount of information over time. Thankfully, it is simple to interact with these kinds of files in Python.

Pandas supports a number of functions for reading data from a text file into a DataFrame object. The most simple one is the read_csv() function. Let's start with a small example file:

$ cat example_data/ex_06-01.txt
Name,age,major_id,sex,hometown
Nam,7,1,male,hcm
Mai,11,1,female,hcm
Lan,25,3,female,hn
Hung,42,3,male,tn
Nghia,26,3,male,dn
Vinh,39,3,male,vl
Hong,28,4,female,dn

Tip

The cat is the Unix shell command...

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