写出卡方分箱的Python代码
时间: 2023-11-19 19:17:06 浏览: 85
python 基于卡方值分箱算法的实现示例
卡方分箱是一种常用的有监督分箱方法。下面是一个简单的Python代码示例,用于实现卡方分箱:
```python
import pandas as pd
import numpy as np
from scipy.stats import chi2_contingency
def chi2_binning(data, variable, target, max_bins):
data = data[[variable, target]].copy()
data['bucket'] = pd.qcut(data < agg_data['chi2_value'].iloc[min_chi2_index + 1]:
merge_index = min_chi2_index - 1
else:
merge_index = min_chi2_index + 1
merged_bucket = agg_data['bucket'].iloc[min_chi2_index + agg_data['bucket'].iloc + agg_data['count'].iloc + agg_data['event'].iloc + agg_data['non_event'].iloc + agg_data['chi2_value'].iloc + agg_data['p_value'].iloc<span class="em">1</span><span class="em">2</span><span class="em">3</span>
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