Data analytics with python

Sacha Knowledge Exchange Session

Topic

Vijayalakshmi

kvijay62@ford.com

Pandas

Package overview

Data structure

Creating DataFrames

Data Selection and Indexing

• Selecting columns
• Selecting row by label
• select row by position

Data Cleaning

• Handling Missing Values
• Removing Duplicates
• Renaming Columns

Data Transformation

• Applying Functions
• Grouping Data
• Merging DataFrames

Data Aggregation

• Aggregating Data
• Pivot Tables

Time Series Analysis

• Handling Dates
• Resampling Data

Numpy

• Creating array
• Using Functions

Array Indexing and Slicing

• Indexing
• Slicing
• Multidimensional Arrays

Time Series Analysis

• Handling Dates
• Resampling Data

Numpy

• Creating array
• Using Functions

Array Indexing and Slicing

• Indexing
• Slicing
• Multidimensional Arrays

Array Operations

• Arithmetic Operations
• Element-wise Operations

Statistical Operations

• Basic Statistics
• Aggregations

Linear Algebra with NumPy

Resharing