Variables

Memory mapping of variables

Keywords in Python

Comments in python

Operators

Arithmetic Operators

Assignment Operators

Comparison Operators

Logical Operators

Membership Operators

Identity Operators

Bitwise Operators

Basics I/O and Type casting

Getting user input

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Numbers

Strings

Lists

Tuples

Dictionary

Sets

Introduction to Python ‘Number’ & ‘string’ data types

Properties of a string

String built-in functions

Programming with strings

String formatting

Introduction to Python ‘list’ data type

Properties of a list

List built-in functions

Programming with lists

List comprehension

Introduction to Python ‘tuple’ data type

Tuples as Read only lists

Introduction to Python ‘dictionary’ data type

Creating a dictionary

Dictionary built-in functions

Introduction to Python ‘set’ data type

Set and set properties

Set built-in functions

Introduction of Decision Making

Control Flow and Syntax

The if Statement

The if…else Statement

The if…elif…else Statement

Nested if…else Statement

The while Loop

break and continue  Statement

The for Loop

Pass statement

Exercise

Introduction of functions

Function definition and return

Function call and reuse

Function parameters

Function recipe and docstring

Scope of variables

Recursive functions

Lambda Functions / Anonymous Functions

Map , Filter & Reduce functions

• Lessons
• Importing Lesson
• Standard Lesson – sys
• Standard Lesson – OS
• The dir Function
• Packages
• Exercise

Pattern matching

Meta characters for making patterns

re flags

Use of match() , sub() , findall(), search(), split() methods

Introduction to Numpy

Numpy Arrays

Numpy Data types

Numpy Array Indexing

Numpy  Mathematical Operations

Indexing and slicing

Manipulating array shapes

Stacking arrays

Sorting arrays

Creating array views and copies

I/O with NumPy

Numpy Exercises

Introduction to Pandas

Data structure of pandas

Pandas Series

Pandas dataframes

Data aggregation with Pandas

DataFrames Concatenating and appending

DataFrames Joining

DataFrames Handling missing data

Data Indexing and Selection

Operating on data in pandas

loc and iloc

map,apply,apply_map

group_by

string methods

Querying data in pandas

Dealing with dates

Reading and Writing to CSV files with pandas

Reading and Writing to Excel with pandas

Reading and Writing to SQL with pandas

Reading and Writing to HTML files with pandas

Pandas Exercises

Introduction of Seaborn

Distribution Plots

Categorical Plots

Matrix Plots

Bar Plots

Box Plots

Strip Plots

Violin Plots

Clustermap Plots

Heatmaps Plots

KDE Plots

Regression Plots

Style and Color

Seaborn Exercise

Introduction to Plotly and Cufflinks

Plotly and Cufflinks

Introduction to Geographical Plotting

Choropleth Maps – Part 1

Choropleth Maps – Part 2

Choropleth Exercises

Projects using Analysis and Visualisation