Credit Data Visualization

Andy Liang

Bar Chart (Categorical)


Histogram (Numerical)


Scatterplot (Numerical)


X-Axis
Y-Axis
Data source
Principle Component Analysis (Numerical)
Data source

Attrition

ExistingAttritedAttrition050100150200250300350400Amount

Scree Plot

01234567891011Principle Components0.00.10.20.30.40.50.60.70.80.91.0Explained Variance (%)0.00.10.20.30.40.50.60.70.80.91.0

Biplot

-2.0-1.5-1.0-0.50.00.51.01.5Principle Component 1 (22%)-3.0-2.5-2.0-1.5-1.0-0.50.00.51.01.52.02.5Principle Component 2 (17%)AgeDependent CountMonths on BookTotal Relationship CountMonths InactiveNumber of ContactsCredit LimitTotal Revolving BalanceAverage Open to BuyTotal Transaction AmountTotal Transaction CountAverage Utilization Ratio

Top 4 Features
(Click on a bar on the scree plot)

Feature
1
2
3
4

Scatter Matrix (Click a bar on the scree plot)

01234
Feature 1
Feature 2
Feature 3
Feature 4