wanderly0501 / Exploratory-Data-Analysis-of-Prosper-Loan-Data

Explore loan data to find relationship between interest rate and other variables

Exploratory Data Analysis of Prosper Loan Data

Overview

This project explores a loan data set using R (ggplot2) to find data characteristics and relationships between 13 variables, with the main interest in BorrowerRate.

Installing

• The project requires R and R Studio and the following libraries installed.

library(dplyr)
library(knitr)
library(ggplot2)
library(gridExtra)
library('GGally')
library('scales')
library('memisc')
library('lattice')
library('MASS')
library('car')
library('reshape')

Files

• prosperLoanData.csv: original data set
• loandataexploration_revise.rmd: The RMD file containing the analysis
• loandataexploration_revise.html: the HTML file knitted from the RMD file using the knitr package

Table of Contents

Univariate Plots

Univariate Analysis

Bivariate Plots

Bivariate Analysis

Multivariate Plots Section

Linear Model

Multivariate Analysis

Final Plots and Summary

Reflection

Resource

• Loan Data from Prosper