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Collinearity in Transaction Dataset
Dataset Summary
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2000 Customer records: age, credit in store, email (yes or no), distance to store
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Online and In-store sales data
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Satisfaction survey response: to service and products
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Content
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1. Visualize associations between variables with scatterplots and histograms.
2. Measure associations using covariance.
3. Non-normal distributed data transformation.
4. Correlation coefficient for ordinal responses.
5. Fit with linear model.
6. Check for collinearity between variables.
7. Remediate collinearity with vif as measurement.
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Tools
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R + Rstudio
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Library
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library(gridExtra)
library(ggplot2)
library(car)
library(gpairs)
library(corrplot)
library(gplots)
library(psych)
library(plotly)
Collinearity
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