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autotagging and autocategorizing text pieces

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Hello Rapid Minder community!

First of all thank you for taking the time to read my question. Seocndly i apologize for my ignorance. I am totally new to data mining and i have looked around the community but did not find any other post answering my question. Perhaps this is because of my lack of knowledge. Okay so this is my problem:

 
I have around 5000 text pieces. I have categorized and tagged them. I want to build a rulebook that can autotag and autocategorize new text pieces. I have about 600 tags and about 20 categories. Every snippet can have different tags but only one category. Specifically i want:

-to analyze the text so i can automatically give this snippet the correct tags (up to 4) from a list i have made myself. 
- to analyze the text (or analyse the tags whatever is easier) and find rules for putting them in a category automatically


I have no idea how to even begin this process and i would be forever grateful if someone would be willing to guide me through this process!


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