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Python Interview Questions for Freshers & Experience

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python interview questions and answers

Hi Guys, Welcome to Proto Coders Point. In this Article. we will look into the most frequently asked interview questions for python developer post, which will help you to get prepared for you amazing job offers.

I have classified Python Interview questions into following section:-

  • python interview questions for freshers
  • python interview questions for experienced

Python Interview Questions for Freshers

1. What is Python?

Python is a General & Interpreted Programming Language . It can be used to build different application using its Tools And Libraries. Python can easily support objects, threads, exception can we handled easily, & memory management is made automatically, that help real-world issues.


2. Why Python ?

Python is General Purpose Language that can be easy to Learn And it is used for Developing Application, Software, Apps And Data Visualization. It can be use Non IT persons also like Banking for to do Day to Day Task.


3. What is Swapcase() Function ?

It is a string’s function which converts all uppercase characters into lowercase and vice versa.

stringValue = “IT IS IN LOWERCASE.”  

print(stringValue.swapcase())  

Output :-  “it is in lowercase.”  


4. How To Remove Whitespaces from string start and end ?

To remove the whitespaces from the string, Python Introduces strip([str]) built-in function. This function return a String by removing Whitespaces. Otherwise returns original string.

Example:

string = "  Proto Coders Point   " #here we have space at start & end
print(string.strip())

Output: Proto Coders Point


5. Python is interpreted Language ? Explain?

Yes, Interpreted Language Execute the Code line by line. Programs written in interpreted language that runs directly on the source code, there is no need to intermediate Compilation.


6. Different types of datatypes In Python?

Datatype is a Type of Data that represent the Classification of Data. In Python we have Different Datatypes Namely:-

  • Numeric Data Type
  1. Integer
  2. Float
  3. Complex
  4. Boolean
  • Sequence Data Type
  1. List
  2. Tuple
  3. Range
  4. String

7. What is List and Tuple ? Explain Difference ?

  • List:- List is Data Structure in python & Store collection of Objects.
  • Tuple:- Tuple is a collection of Python objects separated by commas.
ListTuple
1) List is a Collection of Object, which is used to store multiple data at the same time1) Tuple is sequence a data type in python that can contain elements of different data types
2) List are mutable. i.e. Can be modified Once Declared.2) Tuple are immutable. i.e. cannot be modified Once Declared.
3) Defined With square brackets [].3) Defined With parenthesis ().

8. Difference Between Array and List ?

ArrayList
Array is Collection of homogeneous elements. i.e. same DataType.Array is Collection of heterogeneous elements. i.e. Different DataType.
We need to declare an array before use
No need to declared list
Array Consume less MemoryList Consume Large Memory
Handle Arithmetic operation
Cannot handle arithmetic Operation
It is hard to modify like  addition, Update and deleteEasy Modification can do like  addition, Update and delete

9. What is break, continue, Pass ?

Pass : – The pass keywords is a null operation.  Pass used to execute the empty Piece (block) of Code.

 def my_function():

   # do nothing

   Pass

my_function()    # It Does Not Show Any Error

Break :- The brake Statement terminate the loop immediately and control goes to the Next Statement.

Continue : –  It Ends the Current execution of loop. And control goes to beginning of next iteration


10. Application of Python ?

  • Web Development
  • Games Developments
  • Machine Learning
  • Artificial Intelligence
  • Recommendation System
  • Desktop GUI Application Using Tkinter Library


Python Questions for Experience

11. Attributes in Python ?

Global Attributes :- It is a public variable. This is declared in Global Scope and It can be access using Global Keyword

Private Attributes :- It Can defined By using _ _ (Double Underscore) With Identifier. Ex :- __hello

Protected Attributes :- It Can defined By using _ (Single Underscore) With Identifier. Ex :- _hello


12. What is function ? How to Define?

Function is a block of code that Write at Once and it can be called Anytime in the program after declaration of function.

  • Built-In Functions: copy(), len(), count() are the some built-in functions.
  • User defined Functions: Functions is Created by user .
  • Anonymous functions: Those Function are also called Lambda Function and They are Not Declared by def() Keyword

13. Explain __init__ ?

It is constructor Method, It Can Automatically Called when new object is created and it allocates the memory automatically.


14. What is Lambda Function ?

Lambda Function is a anonymous Function that can declare without def() Keyword. It a Take Any argument in single Expression.

Ex:- mul = lambda a, b : a * b

print(mul(5, 5)) # output => 25


15. Libraries Of Python ?

  • Pandas
  • Numpy
  • Scipy
  • Keras
  • TensarFlow
  • Scikit Learn

16. What is type conversion in Python?

int() – converts any data type into integer type

float() – converts any data type into float type

ord() – converts characters into integer

hex() – converts integers to hexadecimal

oct() – converts integer to octal

tuple() –  convert to a tuple.

set() – This function returns the type after converting to set.

list() – convert any data type to a list type.

dict() – convert a tuple of order (key, value) into a dictionary.

str() – Used to convert integer into a string.


17. What are the different file processing modes supported by Python?

  • Read-only mode (r): Open a file for reading. It is the default mode.
  • Write-only mode (w): Open a file for writing.
  • Read-Write mode (rw): Open a file for reading.
  • Append mode (a): Open for writing, append to the end of the file, if the file exists

18. What are the different types of operators in Python?

Operator have Rich set of Operators for Performing Various Operations.

  • Arithmetic Operators
  • Relational Operators
  • Assignment Operators
  • Logical Operators
  • Membership Operators
  • Identity Operators
  • Bitwise Operators

19. What is dictionary in python?

Dictionary is built in Data Types In Python. Dictionary Contain Value in the form of Key value Pair. It is accessed or Indexed by Key.

my_dict={'Country':'India', 'State':'Maharashtra', 'City':'Pune'}

print(my_dict['Country'])

#Output :- India

print(my_dict['State'])

#Output :- Maharashtra

20. Explain split() and join() functions in Python?

split() function use to Split a String into List by using a delimiter.

join() function to return a new String by Joining 2 String.

Example:-

my_string = "Hello World." 

New_list= my_string .split(' ')   #delimiter is ‘space’ 

print(New_list)   #output: ['Hello', 'World.']

print(' '.join(New_list)) #output: Hello World.

How to Create Custom tabBar in Flutter App

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Flutter create custom tabbar
Flutter create custom tabbar

Hi Guys, Welcome to Proto Coders Point. In this flutter tutorial article will learn how to create custom TabBar in flutter.

I have already cover the basic on how to create tabbar in flutter, you can read it & implement yourself.

How to make a custom TabBar in flutter

In flutter custom TabBar can be created outside AppBar i.e in body property of Scaffold widget (flutter tabbar without appbar).

To create custom tabbar, we can use tabBar widget to acheive customized flutter tabs designs.

Step to create custom tabBar in flutter app

1. Wrap scaffold widget with DefaultTabController & define length (number of Tabs).

2. In Body property of Scaffold widget will use Column widget.

3. Column widget will contain 2 children widget

1st Child -> Container will hold TabBar with custom design to tabbar using indicator property.

2nd Child -> Expanded widget that will have TabBarView which loads it’s children (i.e. different pages) depending on tabs user has selected.


Complete Source Code – To build custom TabBar in Flutter App

import 'package:flutter/material.dart';
import 'Chat.dart';

void main() {
  runApp(const MyApp());
}

class MyApp extends StatelessWidget {
  const MyApp({Key? key}) : super(key: key);

  // This widget is the root of your application.
  @override
  Widget build(BuildContext context) {
    return MaterialApp(
      title: 'Flutter Demo',
      debugShowCheckedModeBanner: false,
      theme: ThemeData(

        primarySwatch: Colors.blue,
      ),
      home: const MyHomePage(),
    );
  }
}

class MyHomePage extends StatefulWidget {
  const MyHomePage({Key? key}) : super(key: key);

  @override
  _MyHomePageState createState() => _MyHomePageState();
}

class _MyHomePageState extends State<MyHomePage> {
  @override
  Widget build(BuildContext context) {
    return DefaultTabController(
      length: 4,
      child: Scaffold(
        appBar: AppBar(
          title: Text("Flutter TabBar Example - Customized "),
        ),
        body: Padding(
          padding: EdgeInsets.all(8.0),
          child: Column(
            children: [
              Container(
                height: 45,
                decoration: BoxDecoration(
                  color: Colors.grey[300],
                  borderRadius: BorderRadius.circular(25.0)
                ),
                child:  TabBar(
                  indicator: BoxDecoration(
                    color: Colors.green[300],
                    borderRadius:  BorderRadius.circular(25.0)
                  ) ,
                  labelColor: Colors.white,
                  unselectedLabelColor: Colors.black,
                  tabs: const  [
                    Tab(text: 'Chats',),
                    Tab(text: 'Status',),
                    Tab(text: 'Calls',),
                    Tab(text: 'Settings',)
                  ],
                ),
              ),
              const Expanded(
                  child: TabBarView(
                    children:  [
                      Center(child: Text("Chats Pages"),),
                      Center(child: Text("Status Pages"),),
                      Center(child: Text('Calls Page'),),
                      Center(child: Text('Settings Page'),)
                    ],
                  )
              )
            ],
          ),
        )
      ),
    );
  }
}

How to create TabBar in flutter

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Flutter create tabbar with example code
Flutter create tabbar

Hi Guys, Welcome to Proto Coders Point. In this Flutter tutorial Article will learn how to create tabBar in flutter.

What is the TabBar Flutter

The tabs in flutter are used for page navigation, by using which user can easily switch between pages by simple tapping on the flutter tabs, so it will generate TabView pages with respective pages & display it at body TabBarView.

Note: The styling of TabBar may defer depending on the Operating System your flutter app is running on, looking into an example. Android devices will place TabBar at the top of the screen below appbar, while when you run flutter app in iOS then the TabBar get created at bottom of iOS devices.

Therefore if you want TabBars at bottom of screen then simply, then it better to make use of flutter bottom navigation bar instead of tabBar.


How to create TabBar in flutter

Video Tutorial

In flutter we can easily create a TabBar for Navigation between Pages content, In one main page you can load multiple page content using tabBarView.

To add tabs in flutter app, we need to Wrap Scaffold Widget with DefaultTabController & provide a length (the number of tabs you want to create), then in flutter appbar create tabBar with tabs, then in body use TabBarView & define some widget or pages that you want to show when tabs from flutter tabbar are selected.

Let’s get Started in step-by-step to create tabBar in flutter app.

1st Step: Open Existing Flutter Project or create new Project.

I use android Studio to build flutter apps.

so in your project in main.dart copy paste below code as a starting code.

import 'package:flutter/cupertino.dart';
import 'package:flutter/material.dart';

void main() async {
  runApp(const MyApp());
}

class MyApp extends StatelessWidget {
  const MyApp({Key? key}) : super(key: key);

  @override
  Widget build(BuildContext context) {
    return MaterialApp(
      title: 'Flutter Demo',
      theme: ThemeData(
        primarySwatch: Colors.blue,
      ),
      home: MyHomePage(),
      debugShowCheckedModeBanner: false,
    );
  }
}

class MyHomePage extends StatefulWidget {
  const MyHomePage({Key? key}) : super(key: key);

  @override
  _MyHomePageState createState() => _MyHomePageState();
}

class _MyHomePageState extends State<MyHomePage> {

  @override
  Widget build(BuildContext context) {
    return Scaffold(
        appBar: AppBar(
          title: const Text(
            "Flutter TabBar Example",
          ),
        ),
        body: const  Center(
          child: Text("Here will show tab view seleted pages"),
        ) 
    );
  }
}

Here, we have Scaffold widget with appbar and body property.


2nd Step: Wrap Scaffold widget with DefaultTabController

To add TabBar in flutter you need to wrap scaffold widget with flutter DefaultTabController and define length ( The number of tabs you want to create in tab bar).

return DefaultTabController(
      length: 3,
      child: Scaffold(
          appBar: AppBar(
            title: const Text(
              "Flutter TabBar Example",
            ),

          ),
          body: const  Center(
            child: Text("Here will show tab view seleted pages"),
          ) ),
    );

3rd Step: Add Tabs in Appbar

As we have defined TabController length = 4, therefore we need to add 4 tab within TabBar, as I have done above.

Our here i have created 4 tabs ” Chats, Status, Calls, Settings tabs”. you can create as per your app UI needed.

DefaultTabController(
      length: 4 ,
      child: Scaffold(
          appBar: AppBar(
            title: Text("Flutter TabBar Example"),
            bottom: TabBar(
              tabs: [
                Tab(text: 'Chats',),
                Tab(text: 'Status',),
                Tab(text: 'Calls',),
                Tab(text: 'Settings',)
              ],
            ),
          ),
          body: const  Center(
            child: Text("Hello"),
          ) ),
    );

4th Step: Add TabBarView Pages in body property of Scaffold Widget

Now, We have successfully added tabBar in Appbar and Also wrapped Scaffold widget with DefaultTabBarController, now when user want’s to switch between Tabs in flutter app, we need show selected tab page, therefore in body property of scaffold widget we must use TabBarView with 4 childrens widget/pages.

body: TabBarView(
            children: [
              Center(child: Text('Chats Page'),),
              Center(child: Text('Status Page'),),
              Center(child: Text('Calls Page'),),
              Center(child: Text('Settings Page'),)
            ],
          ),

Complete Source Code – Flutter create TabBar using DefaultTabController

main.dart

import 'package:flutter/cupertino.dart';
import 'package:flutter/material.dart';

void main() async {
  runApp(const MyApp());
}

class MyApp extends StatelessWidget {
  const MyApp({Key? key}) : super(key: key);

  @override
  Widget build(BuildContext context) {
    return MaterialApp(
      title: 'Flutter Demo',
      theme: ThemeData(
        primarySwatch: Colors.blue,
      ),
      home: MyHomePage(),
      debugShowCheckedModeBanner: false,
    );
  }
}

class MyHomePage extends StatefulWidget {
  const MyHomePage({Key? key}) : super(key: key);

  @override
  _MyHomePageState createState() => _MyHomePageState();
}

class _MyHomePageState extends State<MyHomePage> {
  
  @override
  Widget build(BuildContext context) {
    return DefaultTabController(
      length: 4 ,
      child: Scaffold(
          appBar: AppBar(
            title: const Text(
              "Flutter TabBar Example",

            ),
            centerTitle: true,
            bottom: TabBar(
              tabs: [
                Tab(text: 'Chats',),
                Tab(text: 'Status',),
                Tab(text: 'Calls',),
                Tab(text: 'Settings',)
              ],
            ),
          ),
          body: TabBarView(
            children: [
              Center(child: Text('Chats Page'),),
              Center(child: Text('Status Page'),),
              Center(child: Text('Calls Page'),),
              Center(child: Text('Settings Page'),)
            ],
          ),
      ),
    );
  }
}

Flutter – How to get App Name, Package Name, Version & Build number

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Flutter Get App Package info

Hi Guys, Welcome to Proto Coders Point. In this flutter Article will learn how to get app name, package name, app version and build number of app programmatically by using flutter package info plus dependencies.

Package_info_plus

Flutter plugin that help us in getting app information, basically a API for querying detail info about the application programmatically.

Platform supported

Package info plus flutter plugin support all the OS : Android, iOS, MacOS, Web, Linux, Windows.

How to use package info plus

Installation

Open pubspec.yaml file & under dependencies section add plugin

dependencies:
  package_info_plus:

Then hit pub get button.

Alternatively, To add the package using terminal, in IDE terminal rub below cmd

flutter pub add package_info_plus

Import it

Now in dart file, where you want to use the package import it example: main.dart

import 'package:package_info_plus/package_info_plus.dart';

Code usage

Initialize

 PackageInfo packageInfo = await PackageInfo.fromPlatform();

Now by using packageInfo object, you can easily get appName, packageName, AppVersion & app build number.

    String appName = packageInfo!.appName;  

    String packageName = packageInfo!.packageName;

    String version = packageInfo!.version;

    String buildNumber = packageInfo!.buildNumber;

Complete Source Code – get package detail in flutter

import 'package:flutter/material.dart';
import 'package:package_info_plus/package_info_plus.dart';

void main() {
  runApp(const MyApp());
}

class MyApp extends StatelessWidget {
  const MyApp({Key? key}) : super(key: key);

  // This widget is the root of your application.
  @override
  Widget build(BuildContext context) {
    return MaterialApp(
      title: 'Flutter Demo',
      theme: ThemeData(

        primarySwatch: Colors.blue,
      ),
      home: const MyHomePage(title: 'Flutter Demo Home Page'),
    );
  }
}

class MyHomePage extends StatefulWidget {
  const MyHomePage({Key? key, required this.title}) : super(key: key);

  final String title;

  @override
  State<MyHomePage> createState() => _MyHomePageState();
}

class _MyHomePageState extends State<MyHomePage> {

  PackageInfo? packageInfo;

  @override
  void initState() {
    // TODO: implement initState
    super.initState();
    getPackage();

  }

  void getPackage() async {
    packageInfo = await PackageInfo.fromPlatform();

    String appName = packageInfo!.appName;
    String packageName = packageInfo!.packageName;
    String version = packageInfo!.version;
    String buildNumber = packageInfo!.buildNumber;

    print("App Name : ${appName}, App Package Name: ${packageName },App Version: ${version}, App build Number: ${buildNumber}");
  }

  @override
  Widget build(BuildContext context) {

    return Scaffold(
      appBar: AppBar(

        title: Text(widget.title),
      ),
      body:  Center(
        child: Text("Flutter get Package info"),
      )
      // This trailing comma makes auto-formatting nicer for build methods.
    );
  }
}

Find the smallest positive missing number in array

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Hi Guys, Welcome to Proto Coders Point. Here is the solution for a problem statement “Find the smallest positive number that does not appear in array”. – JAVA PROGRAM

You car given a Array (Sorted/UnSorted), You need to search the missing small number in the array.

Example

Array { 1, 4, 5, 7, 6 }

Here the missing smallest number starting from 1 to N is checked, so as you can see missing number in above array is 2. After 1 we directly have 4, 5, 7, 6. Therefore 2 is smallest number & is missing .

Example 2

Array { 6, 5, 1, 2, 3, 7 } output: 4.


Source Code JAVA Program – To Find the positive smallest number missing in Array

import java.util.*;
import java.util.Arrays;

class HelloWorld {
    public static void main(String[] args) {
       
        int arr[] = {6,5,1,2,3,7};

        int result = findMissSmall(arr);

       System.out.println(""+result );
    }

    static public int findMissSmall(int[] A) {
        
        int len = A.length;
        int min=1;
        Arrays.sort(A);
   
        if(A[len-1]>0)
        for(int i=0; i<len; i++){
            if(A[i]>0){
                if(A[i]==min) min=min+1;
                if(A[i]>min) break;
            }
        }
        return min;
    }
}

In code, we have manully declared an array & then we are passing the array to findMissSmall() function that iterate through the arrray and return us the smallest missing number in the list.

Let’s understand how findMissSmall() function works

  1. get length of array.
  2. set min = 1.
  3. sort the array.
  4. Perform for-loop to get smallest missing num.

Let’s take the array for tracing with above program

arr = { 6, 2, 1, 5 }

after sorting arr = { 1, 2, 5, 6 }

In for loop

Iteration 1

i = 0, len = 4, min = 1, arr = { 1, 2, 5, 6 }

if( A[i] == min ) // 1 = 1 true, so increment min
min = min + 1; // min = 2


Iteration 2

i = 1, len = 4, min = 2, arr = { 1, 2, 5, 6 }

if( A[i] == min ) // 2 = 2 true, so increment min
min = min + 1; // min = 3


Iteration 3

i = 2, len = 4, min = 3, arr = { 1, 2, 5, 6 }

if( A[i] == min ) // 5 = 3 false, so don’t increment min
min = min + 1;

if( A[i] > min)
break; // 5 > 3 true,

In iteration 3, A[i] is not equal to min i.e 5 != 3, so dont increment min, then check if A[i] > min i.e 5 > 3 so break the for loop and come out.


Finally we have found smallest missing number in Array, return min = 3.

Note: Trace above program by your own Array, it will improve your programming logic & skill & code thinking.

How random number generator works – python random module example

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python randoan number generator
python randoan number

Welcome to Proto Coders Point, We will lead you to the most readily  understandable solution for your question. Then let’s understand How Random Number Generation (RNG) works in computer.  

It is evident that the game of Tambola involves pure luck, just like when we do things like randomly picking an item, rolling the dice, or considering other activities without the use of computers. 

Would you consider computer generated randomness to be luck? Right, but how does it work? It’s an algorithm,yes , which generates the randomness.

Random number

Let’s explore further. 

  • How RNG works set an example.
  • Need for RNG.
  • It’s Applications in use.
  • Methods: Built-in functions & creating a function for it.
  • Approaches of these Methods.
  • Summarization  

Have you ever thought about why it is impossible to predict what number will be chosen while you play Tambola? Have you ever considered why such randomness is needed? No, probably we think we love to play with our luck right? It seems  exciting, doesn’t it? But what if I told you that there is a shocking truth behind  such randomness. 

Computers were driven by the need to generate random numbers since humans  were not very good at creating them for various security purposes, such as  passwords and cryptography. If I tell you to generate 100 random numbers  between 0-99, you won’t be able to come up with 100100, since you know it will  take a long time, and the probability of the numbers will also be difficult to  understand. The problem will be solved if I give you a set of instructions to do it. However, it will be time-consuming, even after I set an algorithm for you to  generate the numbers.

What algorithm does the computer use to generate such an algorithm 

For instance, you like someone and you search for their name on some social site, only to find duplicate profiles with exactly the same name and picture. Oh wait,  how will you find out who the real person is and tell him/her about the fake  accounts? It’s not like you’re going to ask everyone if that’s really her/him. However, you could go and ask the right person personally for their numerical ID for that site. That would work better than falling victim to fraud. 

In simulations, there are thousands of cases in which a little randomness can  make a difference, whether it’s weather patterns, traffic patterns, or shuffling  cards. Then let’s understand how Random Number Generation (RNG) works in  computer. 

In order to simulate randomness, we create deterministic sequences of numbers  that are thought to resemble what random numbers would look like, calling this  pseudo-RNG. They are calculated through a seed value of an algorithm, there are  several pseudo-RNG implementations based on linear congruential generators  based on recurrence relations (Xn + 1 ≡ aXn + c (mod m)

What is python RNG

Additionally, There is something called truly/real-RNG. You can use this security measure to protect transactions such as purchases, tax payments, bank transfers, etc. In order to ensure security and effectively manage fraud & privacy, encryption should be used, since it shouldn’t be vulnerable to hacking.  

Hence a need for entropy, a starting point that cannot be replicated: the first digit you use to create an ID for each transaction must be unique; anything that is replicable is vulnerable. As a solution, truly-RNG uses internal hardware to physically generate randomness, such as number of clock cycles in the processor or mouse movements. It can be used to solve any complicated or sophisticated  application. 

Different Method to generate Random number in Python

It’s time to create a Random number generator python module like that, and what better tool to use than Python 

The Python language works best with less code, use built-in functions, or build any method module you want for it.

Let’s explore the code for pseudo RNG by understanding the basics of random number generation. In simple terms, let’s build for all 8 built-in functions for  generating random numbers in Python. 

NOTE: (*import random python*) Before performing any operations on random generations.

python random module

FUNCTION PURPOSE SAMPLE
Random() Radom floating-point  number [0-1] is  generated, but excludes 0  & 1Randome.random()
Uniform(a,b) Floating-point value  between a & b is  generated. Takes two  parameters to start & to  stop then return float  between them including  the limitsRandom.uniform(3,9)
Randint(a,b) Including a & b generates  random integer from a to  b. Within specified limit like a<= <result> <=brandom.randint(1,5)
Randrange(start,stop,step) Random integer  generated in the  range(start,stop,step) Default value of step is 1Random.randrange(0,1,3)
Shuffle(a) Shuffles list a in place and  return Nonealist = [34,12,94,65,71] print(random.shuffle(alist))
Seed(a) Every time seed(a) is  called same sequence of  random numbers are  generatedRandom.seed(2) Print(random.randint(1,100)) #need same random seed add  Random.seed(2) Print(random.randint(1,100))
Sample(population, n)  Selects n vigilant random  items from a given  population set seq = (23,65,12,90,06) random.sample(seq,3)
Choice(s)  Random item from non empty sequence seq is  chosen. seq = (23,65,12,90,06) random.choice(seq)

Python random number between 0 and 1

In Python to generate a random number between 0 and 1, we can make use of python ‘random’ module

import random

random_number = random.random()

print(random_number) // 0.8046595183024017

Conclusion

Here’s a quick Recap: Our lesson covered what random number generation (RNG)  is, its purposes, its applications, and its uses, as well as the two methodologies  that are used for RNG. As a final step, we learned about Python’s built-in  functions for RNG, with sample code. Make sure you practice this in your python  interpreter. Isn’t RNG been fun? In addition to its value in number generation  methods, it is used widely in many areas, which is driving the development of  technology. It certainly bears in the role of Data Science statistics, irrespective of  whether it is video games, security protection, or encryption. Now it’s time to  build your own module with a purpose. Continue to explore.