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serengil avatar serengil commented on May 14, 2024

Would you please share dataset?

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gizemkilicoglu avatar gizemkilicoglu commented on May 14, 2024

I can not share all data because of corporate company data security problems but I can give details about form of data.

Independent columns are like below respectively.
INVTRF_L1L2L3_1_2_FLG_OBIN (int64)
MAX_GECIKME_L6M_OBIN (int64)
MAX_SUBSCRIBER_TENURE_MONTHS_OBIN (int64)
SUBS_POSTPAID_TENURE_DAYS_OBIN (int64)
TRF_PRICE_CHNG_RATIO_L12M_OBIN (int64)

Target variable : Decision (int64)

Top 5 data is like this:

0 3 7 0 1 6 0
1 1 8 4 4 4 1
2 3 6 9 2 6 0
3 3 0 12 4 5 0
4 2 6 6 4 4 1

Ordinal transformation was applied to columns and all data is in numeric form.

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serengil avatar serengil commented on May 14, 2024

oh if the column types are actually classes instead of real numeric values, then you should make them string.

e.g. instead of 0, make it class_0.

Otherwise, chaid will build trees with rules being greater or less than a threshold value as explained in this video: https://www.youtube.com/watch?v=YTC7sTXDmWk

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gizemkilicoglu avatar gizemkilicoglu commented on May 14, 2024

The problem was solved, the model worked thank you so much :)

How can I visualize the tree ?

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serengil avatar serengil commented on May 14, 2024

trees cannot be visualized with chefboost, you can just check the output .py files out.

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gizemkilicoglu avatar gizemkilicoglu commented on May 14, 2024

This is so sad. Do you know any other lib for visualization using rules.py file?

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serengil avatar serengil commented on May 14, 2024

nope

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