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Top Questions People Ask About Pandas, NumPy, Matplotlib & Scikit-learn — Answered!

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 Whether you're a beginner or brushing up on your skills, these are the real-world questions Python learners ask most about key libraries in data science. Let’s dive in! 🐍 🐼 Pandas: Data Manipulation Made Easy 1. How do I handle missing data in a DataFrame? df.fillna( 0 ) # Replace NaNs with 0 df.dropna() # Remove rows with NaNs df.isna(). sum () # Count missing values per column 2. How can I merge or join two DataFrames? pd.merge(df1, df2, on= 'id' , how= 'inner' ) # inner, left, right, outer 3. What is the difference between loc[] and iloc[] ? loc[] uses labels (e.g., column names) iloc[] uses integer positions df.loc[ 0 , 'name' ] # label-based df.iloc[ 0 , 1 ] # index-based 4. How do I group data and perform aggregation? df.groupby( 'category' )[ 'sales' ]. sum () 5. How can I convert a column to datetime format? df[ 'date' ] = pd.to_datetime(df[ 'date' ]) ...
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8 Popular Encryption Methods Real Usage

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The process of replacing original data with special-characters is called an Encryption. A highly secured server handles the encryption and Decryption. You need a private key to decrypt the data. Else, you cannot decrypt the data.

Private keys are two types. The sender uses one private key and the receiver uses one other private key.

I have given in this post about 8 encryption methods.

Flow Diagram of Encryption


encryption
image courtesy by digit.in

 

Different Encryption Methods

  1. Classic Cipher
  2. Random Key Generation
  3. RSA Token
  4. Hash Functions
  5. Mac value - Message Authentication code
  6. Key Hash
  7. TLS Protocol
  8. Authenticated Cipher

 1. Classic Cipher.

The best example is this kind of algorithm was used in world war -II communication machines.

2. Random Key Generations.

One kind of security. They use an algorithm that sends random numbers. People use that number as a password. 

3. RSA Token.

Every 30 seconds a token is generated. Mostly people use for financial applications. An extra identity mechanism along with user id and password.

4. Hash Functions.

It assigns a hash value for each input data value. So that the third person cannot map to original data. The hash value is either 256 or 512 bits.

5. MAC Value.

It is also called message authentication value. It takes 3 types of input. 

6. Key Hash.

Key hash is a little different than the Hash Function. In the case of the Hash function, the reverse calculation of 256 or 512 bits gives a clue to original data. So the possibility of hacking you can find in Hash functions.

So Key Hash came into the picture. The data first go through a MAC algorithm, where it creates a Tag called MAC tag. So in the Key Hash process, one additional data transmitted that is called MAC Tag.

One more mechanism is Pseudorandom Functions also called PRFs. Where it calculates random key.

7. TLS Protocol.

TLS is a transport layer security protocol(TLS). It works basically like an internet security layer. This works as a middle layer between the Server and Website.


8. Authenticated Cipher.

In this case, both encryptions, MAC tags help to check the authenticity of data or transactions.


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