Chapters

1. basics

Tutorials concerning python basics

1.1 variables

1.1 variables

1.2 sequential data

1.2 sequential data

1.3 operators

1.3 operators

1.4 lists

1.4 lists

1.5 copying lists

1.5 copying lists

1.6 dictionary

1.6 dictionary

1.7 sets

1.7 sets

1.8 conditional statements

1.8 conditional statements

1.9 while loops

1.9 while loops

1.10 for loops

1.10 for loops

1.11 print

1.11 print

1.12 functions

1.12 functions

1.13 args and kwargs

1.13 args and kwargs

1.14 global vs local

1.14 global vs local

1.15 nested functions

1.15 nested functions

1.16 iterator vs iterable

1.16 iterator vs iterable

1.17 read/write operations

1.17 read/write operations

1.18 Exceptions

1.18 Exceptions

1.19 generators

1.19 generators

1.20 installing packages

1.20 installing packages

1.21. builtin functions

1.21. builtin functions

2. builtin modules

This chapter describes some useful built-in modules/packages in python.

2.1 os

2.1 os

2.2 sys

2.2 sys

2.3 time and dateandtime

2.3 time and dateandtime

2.4 copy

2.4 copy

2.5 collections

2.5 collections

2.6 types and typing

2.6 types and typing

2.7 math

2.7 math

2.8 pathlib

2.8 pathlib

3.9 warnings

3.9 warnings

2.10 random

2.10 random

2.11 csv

2.11 csv

2.12 itertools

2.12 itertools

3. oop

Tutorials concerning object oriented programming

3.1 introduction

3.1 introduction

3.2 creating class

3.2 creating class

3.3 Attributes

3.3 Attributes

3.4 methods

3.4 methods

3.5 init method

3.5 init method

3.6 str and repr methods

3.6 str and repr methods

3.7 public vs private attributes

3.7 public vs private attributes

3.8 class vs instance attributes

3.8 class vs instance attributes

3.9 static methods

3.9 static methods

3.10 class methods

3.10 class methods

3.11 property

3.11 property

3.12 Descriptors

3.12 Descriptors

3.13 inheritance

3.13 inheritance

3.14 __call__

3.14 __call__

3.15 __getattr__

3.15 __getattr__

3.16 magic methods

3.16 magic methods

3.17 getattr vs setattr

3.17 getattr vs setattr

4. numpy

Tutorials concerning numpy library .

4.1 understanding dimensions/axis

4.1 understanding dimensions/axis

4.2 stacking vs concatenating

4.2 stacking vs concatenating

4.3 quantile and digitize

4.3 quantile and digitize

5. pandas

Tutorials concerning pandas library

5.1 introduction

5.1 introduction

5.2 indexing and slicing

5.2 indexing and slicing

5.3 working with time series

5.3 working with time series

5.4 reading/writing

5.4 reading/writing

5.5 apply

5.5 apply

5.6 groupby

5.6 groupby

5.7 multi-indexing

5.7 multi-indexing

5.8 efficient pandas

5.8 efficient pandas

5.9 pivot vs melt

5.9 pivot vs melt

6. plotting

This chapter contains lessons regarding plotting.

6.0 Introduction

6.0 Introduction

6.1 basic plot

6.1 basic plot

6.2 scatter plot

6.2 scatter plot

6.3 bar plot

6.3 bar plot

6.4 heatmap/imshow

6.4 heatmap/imshow

6.5 regression plot

6.5 regression plot

6.6 lollipop plot

6.6 lollipop plot

6.7 dumbell plot

6.7 dumbell plot

6.8 circular_bar plot

6.8 circular_bar plot

6.9 histogram plot

6.9 histogram plot

6.10 ridge plot

6.10 ridge plot

6.11 contour plot

6.11 contour plot

6.12 pie plot

6.12 pie plot

6.13 spider plot

6.13 spider plot

6.14 parallel_coordinates

6.14 parallel_coordinates

6.15 taylor plot

6.15 taylor plot

6.16 boxplot

6.16 boxplot

6.17 violin

6.17 violin

6.18 Adding Marginal plots

6.18 Adding Marginal plots

7. Advanced

7.1 Regular expressions

7.1 Regular expressions

7.2. Parallel Processing

7.2. Parallel Processing

7.3 cython

7.3 cython

7.4 interfacing with C

7.4 interfacing with C

7.5 interfacing with C++

7.5 interfacing with C++

7.6 interfacing with Fortran

7.6 interfacing with Fortran

7.7 interfacing with matlab

7.7 interfacing with matlab

7.8 testing your code

7.8 testing your code

7.9 Speeding up with numba

7.9 Speeding up with numba

7.10 Scripts to executables

7.10 Scripts to executables