meoinfo 0.0.4

No project description provided

Meoinfo

PyPI package

Install

pip install meoinfo

How to use

from meoinfo.core import Meoinfo

import pandas as pd
from pathlib import Path

p = Path('..')

df_train = pd.read_csv(p/'datasets/churn_train.csv')
df_test = pd.read_csv(p/'datasets/churn_test.csv')
df_oot = pd.read_csv(p/'datasets/churn_oot.csv')

experiment = Meoinfo(
    train_data=df_train,
    test_data=df_test,
    oot_data=df_oot,
    baseline_y_true_name='Churn',
    baseline_y_prob_name='y_prob',
    features=df_train.drop('Churn', axis=1).columns.tolist()    
)

experiment.train_data.head()

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	gender	SeniorCitizen	Partner	Dependents	tenure	PhoneService	MultipleLines	InternetService	OnlineSecurity	OnlineBackup	DeviceProtection	TechSupport	StreamingTV	StreamingMovies	Contract	PaperlessBilling	PaymentMethod	MonthlyCharges	TotalCharges	Churn
0	Male	1	Yes	No	72	Yes	Yes	DSL	No	No	Yes	No	Yes	Yes	Two year	Yes	Credit card (automatic)	73.45	5329	No
1	Male	0	No	No	9	Yes	No	No	No internet service	No internet service	No internet service	No internet service	No internet service	No internet service	Month-to-month	No	Mailed check	20.25	178.5	Yes
2	Male	0	No	No	69	Yes	Yes	DSL	Yes	Yes	Yes	Yes	Yes	Yes	Two year	No	Mailed check	90.65	6322.1	No
3	Male	0	No	No	2	Yes	No	DSL	No	Yes	No	No	No	No	Month-to-month	Yes	Mailed check	50.30	92.75	No
4	Male	0	No	No	7	Yes	No	DSL	No	No	No	No	Yes	No	Month-to-month	No	Mailed check	54.85	370.4	No

experiment.algorithm

'catboost'