[PYTHON] [Valentine special project] I made a LINE compatibility diagnosis!
It's Valentine
I think there are many men who are fidgeting as February 14 approaches. This time, I made a system to diagnose compatibility with the person you care about using LINE's talk history!
Details are introduced in the following video https://youtu.be/LNFFCBIHOXY
How do you make it?
Easy to make
- Save personal LINE talk history
- Data shaping
- Score calculation with a unique algorithm
- 1 If you save from the smartphone app and from the PC app, the text format will change, so save from the smartphone app.
Save personal LINE talk history
Follow the steps below to save the talk history
Data shaping
We will format the data of the talk history in text format Defines three data formats: message, turn, and conversation
The data structure is such that a one-line message is a message, a set of messages is a turn, and a set of turns of yourself and the other party is a conversation.
Score calculation with a unique algorithm
The LINE compatibility diagnosis system has four evaluation axes
Conversation length
The length of the conversation is calculated for each conversation with a perfect score of 10 days.
Reply interval
The reply interval is calculated so that it will be 0 points after 6 hours or more.
Quality of content
As for the quality of the content, this time I made it easy to score when including question sentences or emoji In the future, I would like to add processing such as adding points when words close to "like" are included in word2vec and doc2vec.
duration of call
In the evaluation of call time, all calls are averaged with a perfect score of 1 hour or more.
result
The result is as follows
I made it fairly rigorously, so if you have 60 points, you can do it well, straw
Summary
This time, I made a system to quantify the compatibility with the other party with a simple algorithm! I'm worried about the data only, but it seems good to publish it on heroku etc. and have it used.
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