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Python Data Analysis

Mar 11, 2020 • Michele Vallisneri

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About this course

Interested in using Python for data analysis? Learn how to use Python, NumPy, and pandas together to analyze data sets large and small.



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Get started in data analysis with Python

2m
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What you need to know

38s
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What's new in this update

27s
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Install Anaconda Python on OS X

2m 35s
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Install Anaconda Python on Windows

2m 52s
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Working with Jupyter Notebooks

4m 11s
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Using the exercise files

1m 32s
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Using Python in the cloud

2m 50s
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Warmup with Python loops

7m 5s
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Sequences: Lists, tuples, and the slicing syntax

5m 19s
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Dictionaries and sets

5m 17s
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Comprehensions

4m 44s
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Advanced Python containers

7m 54s
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Anagrams overview

1m 7s
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Loading a dictionary

4m 10s
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Finding anagrams

5m 29s
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Challenge: Palindromes

49s
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Solution: Palindromes

2m 9s
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NumPy overview

3m 15s
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Creating NumPy arrays

5m 14s
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Indexing NumPy arrays

5m 20s
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Doing math with NumPy arrays

5m 21s
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Special arrays: Records and dates

4m 22s
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Overview of use case

1m 4s
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Loading station and temperature data

6m 12s
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Filling missing values

5m 10s
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Smoothing time series

6m 26s
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Weather charts

5m 3s
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Challenge: Weather anomalies

46s
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Solution: Weather anomalies

2m 5s
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pandas overview

1m 8s
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DataFrames and Series

6m 35s
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Indexing in pandas

5m 49s
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Plotting

7m 26s
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Overview of use case

44s
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Loading data sets

3m 16s
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Comparing name popularity

4m 20s
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Yearly top ten names

4m 23s
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Challenge: Unisex baby names

1m 3s
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Solution: Unisex baby names

3m 27s
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Next steps

58s