Section 1 : Introduction
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Lecture 1 | Get started in data analysis with Python | |
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Lecture 2 | What you need to know | 00:00:38 Duration |
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Lecture 3 | What's new in this update | 00:00:27 Duration |
Section 2 : Installation and Setup
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Lecture 1 | Install Anaconda Python on OS X | 00:02:35 Duration |
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Lecture 2 | Install Anaconda Python on Windows | 00:02:52 Duration |
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Lecture 3 | Working with Jupyter Notebooks | 00:04:11 Duration |
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Lecture 4 | Using the exercise files | 00:01:32 Duration |
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Lecture 5 | Using Python in the cloud | 00:02:50 Duration |
Section 3 : Data Structures in Pure Python
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Lecture 1 | Warmup with Python loops | 00:07:05 Duration |
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Lecture 2 | Sequences Lists, tuples, and the slicing syntax | |
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Lecture 3 | Dictionaries and sets | 00:05:17 Duration |
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Lecture 4 | Comprehensions | 00:04:44 Duration |
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Lecture 5 | Advanced Python containers | 00:07:54 Duration |
Section 4 : Wordplay Anagrams and Palindromes
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Lecture 1 | Anagrams overview | |
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Lecture 2 | Loading a dictionary | 00:04:09 Duration |
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Lecture 3 | Finding anagrams | 00:05:29 Duration |
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Lecture 4 | Challenge Palindromes | 00:00:49 Duration |
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Lecture 5 | Solution Palindromes | 00:02:09 Duration |
Section 5 : Arrays with NumPy
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Lecture 1 | NumPy overview | 00:03:15 Duration |
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Lecture 2 | Creating NumPy arrays | |
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Lecture 3 | Indexing NumPy arrays | 00:05:20 Duration |
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Lecture 4 | Doing math with NumPy arrays | 00:05:21 Duration |
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Lecture 5 | Special arrays Records and dates | 00:04:22 Duration |
Section 6 : Use Case Weather Data
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Lecture 1 | Overview of use case | 00:01:04 Duration |
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Lecture 2 | Loading station and temperature data | 00:06:12 Duration |
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Lecture 3 | Filling missing values | 00:05:10 Duration |
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Lecture 4 | Smoothing time series | 00:06:26 Duration |
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Lecture 5 | Weather charts | 00:05:03 Duration |
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Lecture 6 | Challenge Weather anomalies | 00:00:46 Duration |
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Lecture 7 | Solution Weather anomalies | 00:02:05 Duration |
Section 7 : pandas
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Lecture 1 | pandas overview | 00:01:08 Duration |
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Lecture 2 | DataFrames and Series | 00:06:35 Duration |
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Lecture 3 | Indexing in pandas | 00:05:49 Duration |
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Lecture 4 | Plotting |
Section 8 : Use Case Baby Names
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Lecture 1 | Overview of use case | 00:00:44 Duration |
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Lecture 2 | Loading data sets | 00:03:16 Duration |
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Lecture 3 | Comparing name popularity | 00:04:20 Duration |
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Lecture 4 | Yearly top ten names | 00:04:22 Duration |
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Lecture 5 | Challenge Unisex baby names | 00:01:03 Duration |
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Lecture 6 | Solution Unisex baby names | 00:03:27 Duration |
