I have a weekly dataset and I have to normalize this data. Data is something like this :
1. week 50 2. week 51 3. week 50 4. week 54 5. week 150 6. week 155 7. week ...
The important thing is, the difference between week 3 and week 4 (50-54) is not same with week 5 and week 6. And also there is a huge different between week 4 and week 5.
My question is how can i handle all of this things ?
Is the standard normalization functions(for example scikit normalization) can do it for me and should I normalize this data 0-1 or -1 to 1 ?
NOTE I am working with python and generally scikit-learn library.
Any help is appreciated.