🎯 Great Expectations Validation Report

Churn ML Pipeline - Data Quality Dashboard

Generated: 2026-02-26 15:47:25

47

Total Validation Rules

45

Rules Passed

2

Warnings

95.7%

Success Rate

📊 Validation Categories

Schema Validation 10 rules
Null Checks 8 rules
Range Validation 10 rules
Uniqueness 5 rules
Pattern Matching 7 rules
Statistical 7 rules

📋 Validation Results (Sample)

Rule ID Expectation Column Status Success %
#1 expect_column_to_exist customer_id PASSED 100.0%
#2 expect_column_to_exist transaction_date PASSED 100.0%
#3 expect_column_to_exist amount PASSED 100.0%
#4 expect_column_to_exist churn_label PASSED 100.0%
#5 expect_table_columns_to_match_ordered_list N/A PASSED 100.0%
#6 expect_column_values_to_be_of_type customer_id PASSED 100.0%
#7 expect_column_values_to_be_of_type amount PASSED 100.0%
#8 expect_column_values_to_be_of_type transaction_date PASSED 100.0%
#9 expect_column_values_to_be_of_type churn_label PASSED 100.0%
#10 expect_table_row_count_to_be_between N/A PASSED 100.0%
#11 expect_column_values_to_not_be_null customer_id PASSED 100.0%
#12 expect_column_values_to_not_be_null transaction_date PASSED 100.0%
#13 expect_column_values_to_not_be_null amount PASSED 100.0%
#14 expect_column_values_to_not_be_null churn_label PASSED 100.0%
#15 expect_column_values_to_not_be_null recency_days PASSED 100.0%
#16 expect_column_values_to_not_be_null frequency PASSED 100.0%
#17 expect_column_values_to_not_be_null monetary PASSED 100.0%
#18 expect_column_values_to_not_be_null tenure_days PASSED 100.0%
#19 expect_column_values_to_be_between amount PASSED 100.0%
#20 expect_column_values_to_be_between recency_days PASSED 100.0%

Showing 20 of 47 validation rules. All rules executed successfully.

Generated by Great Expectations | Churn ML Pipeline

Evidence: /Users/anixlynch/dev/shipped/kpi_scripts/ge_rules.json