Thanks for recahing out MS Q&A
Use a different hashing algorithm: The crc32 function may not be suitable for generating unique hash values. You can try using a different hashing algorithm such as SHA-256 or MD5. These algorithms are designed to generate unique hash values for different inputs.
- UUID3 and UUID5 in Python: These functions use the MD5 hash value of namespaces mentioned with a string to generate a random ID of that particular string.
- Polynomial Rolling Hash Function: This is a widely used method to define the hash of a string. It is defined as hash(s) = s[0] + s[1] * p + s[2] * p^2 + ... + s[n-1] * p^(n-1) mod m, where p and m are some chosen, positive numbers.
- SHA256 Hash: You can convert the input string to a byte array and compute the hash.
- String HashCode: This method involves using the hashCode function on the string, its reverse, and its halves. However, it’s important to note that even ideal hash functions have a chance of collision.
Add a salt value: A salt value is a random string that is added to the input before hashing. This can help generate unique hash values even for the same input. You can try adding a salt value to the ID column before hashing. Here's an example of how you can add a salt value using the SHA-256 algorithm in Azure Data Factory:
Use a combination of hashing and encryption: You can try using a combination of hashing and encryption to generate unique hash values. For example, you can hash the ID column using SHA-256 and then encrypt the hash value using AES-256.
Check for duplicates: You can try checking for duplicates in the ID column before hashing. If there are duplicates, you can add a unique identifier to each duplicate value before hashing.
Hope this helps. Do let us know if you any further queries.