📊 DataProfiler Report

examples/customer_data_clean.csv

File Size 0.0 MB
Total Rows Unknown
Columns 8
Scan Time 144 ms

⚠️ Data Quality Issues (2)

📊 Summary: 2 warnings
1 🟡 WARNING [department]: 2 duplicate values
2 🟡 WARNING [active]: 2 duplicate values

📈 Column Analysis

salary

Float 5 records No nulls
35000.00
55000.75
42600.30

email

String 5 records No nulls
21
24
22.8

Detected Patterns

Email - 5 matches (100.0%)

department

String 5 records No nulls
5
11
9.0

age

Integer 5 records No nulls
28.00
42.00
33.00

hire_date

Date 5 records No nulls
10
10
10.0

name

String 5 records No nulls
9
12
10.8

id

Integer 5 records No nulls
1.00
5.00
3.00

active

String 5 records No nulls
4
6
4.6