项目作者: SidJain1412

项目描述 :
:blue_book: Detailed Exploratory Data Analysis of Lending Club Loan Data
高级语言: Jupyter Notebook
项目地址: git://github.com/SidJain1412/LoanDataEDA.git
创建时间: 2018-12-04T06:51:01Z
项目社区:https://github.com/SidJain1412/LoanDataEDA

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Loan Data Analysis and High Accuracy Interest Rate Prediction

Highly Detailed Analysis of Lending Club Loan Data.

Using the data to predict interest rates, given some factors. (using Gradient Boosting Regressor)

Analysing the data of more than 800,000 issued loans.
Data from: www.kaggle.com/wendykan/lending-club-loan-data
Finding the factors which influence the interest rates and default rates most prominently.

Sample plot of correlation of interest rate and credit grade over the years.
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Predicted interest rates are very accurate, with a mean absolute error of 0.27 over a range of interest rates with a mean of 12.74%