🚀 SpeedyEDA Report

Generated by SpeedyEDA - Lightning-Fast Data Exploration

📊 Dataset Overview

Total Rows

Total Columns

0.0 MB

Memory Usage

Numeric Columns

⚠️ Data Quality Alerts

🚨 ⚠️ Multicollinearity detected! Found 1 highly correlated pair(s) (|r| > 0.9): price <-> revenue (r=0.95). This can harm ML models - consider removing one feature from each pair.

📈 Statistical Summary

	price	quantity	revenue	rating
count	15.000000	15.000000	15.000000	15.000000
mean	161.323333	18.600000	1165.814000	4.353333
std	270.377954	13.286943	1330.091225	0.324844
min	5.990000	3.000000	299.500000	3.800000
25%	17.990000	9.000000	419.765000	4.150000
50%	29.990000	15.000000	499.800000	4.400000
75%	174.990000	23.500000	1199.935000	4.550000
max	999.990000	50.000000	4999.950000	4.900000
mode	29.990000	15.000000	449.850000	4.200000
skewness	2.525565	1.125206	2.128409	-0.035221
kurtosis	6.756277	0.953644	4.393613	-0.759386

🔗 Correlation Analysis

Pearson Correlation

Spearman Correlation

Kendall Correlation

📊 Distributions

🎯 Outlier Detection

price

2 outliers detected (13.3% of data)

quantity

1 outliers detected (6.7% of data)

revenue

3 outliers detected (20.0% of data)

🏷️ Categorical Analysis

product

15 unique values