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Python Data Analysis with NumPy and Pandas
Setup
Setup for Your Class
Lesson 1 - NumPy
Activity 1 - Getting Started with NumPy - Presentation (8:25)
Activity 2 - Efficiency - Reading
Activity 3 - NumPy Arrays - Reading
Activity 4 - Multiplying Array Elements - Exercise
Activity 5 - Multiplying Array Elements Review - Presentation (3:22)
Activity 6 - Multi-dimensional Arrays - Reading
Activity 7 - Retrieving Data from an Array - Exercise
Activity 8 - Retrieving Data from an Array Review - Presentation (4:11)
Activity 9 - Random Sampling - Reading
Activity 10 - Rolling Doubles - Exercise
Activity 11 - Rolling Doubles Review - Presentation (4:18)
Activity 12 - Using Boolean Arrays to Get New Arrays - Reading
Activity 13 - NumPy - Quiz
Lesson 2 - pandas
Activity 1 - Getting Started with pandas - Presentation (1:04)
Activity 2 - Importing pandas - Reading
Activity 3 - Series - Reading
Activity 4 - Retrieving Data from a Series - Exercise
Activity 5 - Retrieving Data from a Series Review - Presentation (5:04)
Activity 6 - Series Alignment - Reading
Activity 7 - Using Boolean Series to Get New Series - Exercise
Activity 8 - Using Boolean Series to Get New Series Review - Presentation (1:44)
Activity 9 - Comparing One Series with Another - Reading
Activity 10 - Series_ A More Practical Example - Reading
Activity 11 - DataFrame - Reading
Activity 12 - Exploring a DataFrame - Reading
Activity 13 - Getting Columns from a DataFrame - Reading
Activity 14 - Exploring a DataFrame - Exercise
Activity 15 - Exploring a DataFrame Review - Presentation (4:00)
Activity 16 - Cleaning Data - Reading
Activity 17 - Getting Rows from a DataFrame - Reading
Activity 18 - Combining Row and Column Selection - Reading
Activity 19 - Boolean Selection - Reading
Activity 20 - Series and DataFrames - Exercise
Activity 21 - Series and DataFrames Review_ Part 1 - Presentation (6:14)
Activity 22 - Series and DataFrames Review_ Part 2 - Presentation (4:57)
Activity 23 - Plotting with matplotlib - Reading
Activity 24 - Annotation - Reading
Activity 25 - Plotting a DataFrame - Exercise
Activity 26 - Plotting a DataFrame Review - Presentation (3:57)
Activity 27 - pandas - Quiz
Activity 21 - Series and DataFrames Review_ Part 1 - Presentation
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