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「二分类算法」提供银行精准营销解决方案 | 练习赛-0.93984283

License: MIT License

Jupyter Notebook 100.00%

provide-banks-with-precision-marketing-solutions-provide-banks-with-precision-marketing-solutions's Introduction

Provide-Banks-with-precision-marketing-solutions-Provide-Banks-with-precision-marketing-solutions

「二分类算法」提供银行精准营销解决方案 | 练习赛-0.93984283

主办方: 科赛网

赛道链接https://www.kesci.com/home/competition/5c234c6626ba91002bfdfdd3
赛程时间2018.12.26-2019.12.25
参与人:小兔子乖乖
百度云盘下载链接:为避免数据丢失,提供数据集下载地址链接:链接:https://pan.baidu.com/s/1Nf76lIjWWTyn18HmQEpflg 提取码:p352

数据集解释:train_set.csv为训练集,test_set.csv表示测试集

1.数据说明

NO 字段名称 数据类型 字段描述
1 ID Int 客户唯一标识
2 age Int 客户年龄
3 job String 客户的职业
4 marital String 婚姻状况
5 education String 受教育水平
6 default String 是否有违约记录
7 balance Int 每年账户的平均余额
8 housing String 是否有住房贷款
9 loan String 是否有个人贷款
10 contact String 与客户联系的沟通方式
11 day Int 最后一次联系的时间(几号)
12 month String 最后一次联系的时间(月份)
13 duration Int 最后一次联系的交流时长
14 campaign Int 在本次活动中,与该客户交流过的次数
15 pdays Int 距离上次活动最后一次联系该客户,过去了多久(999表示没有联系过)
16 previous Int 在本次活动之前,与该客户交流过的次数
17 poutcome String 上一次活动的结果
18 y Int 预测客户是否会订购定期存款业务

2.配置环境与依赖库

  • python3
  • scikit-learn
  • jupyter notebook
  • numpy,pandas

3.运行代码步骤说明

  • 直接运行,路径根据各自所需路径自行修改

4.特征工程

特征工程主要有biubiu 和CountVectorizer()

5.模型训练

最终结果 5 - 小兔子乖乖 0.93984283 3 19-02-12 14:08 19-02-14 09:53
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