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README.md

@@ -6,41 +6,39 @@ task_categories:
 language:
 - en
 tags:
-- test-data
-- recurring-revenue
+- subscription
+- invoices
+- synthetic-data
 - mindweave
 - billing
+- recurring-revenue
+- saas
+- cohorts
 - stripe
+- test-data
 - mrr
 - churn
-- payments
-- synthetic-data
-- invoices
-- revops
 - saas-metrics
-- cohorts
-- subscription
-- saas
-pretty_name: Subscription Billing (Synthetic)
+- revops
+- payments
+pretty_name: Subscription Billing (Synthetic) (Free Sample)
 size_categories:
-- 10K<n<100K
+- 1K<n<10K
 configs:
-- config_name: churns
-  data_files: data/churns.csv
-  default: true
 - config_name: customers
   data_files: data/customers.csv
+  default: true
 - config_name: invoices
   data_files: data/invoices.csv
 - config_name: payments
   data_files: data/payments.csv
-- config_name: plan_changes
-  data_files: data/plan_changes.csv
 - config_name: subscriptions
   data_files: data/subscriptions.csv
 ---
 
-# Subscription Billing (Synthetic)
+# Subscription Billing (Synthetic) (Free Sample)
+
+> **This is a free sample** with 4,800 rows. The full dataset has **52,483 rows** across 6 tables.
 
 SaaS subscription billing dataset covering customer acquisition, trial
 conversion, invoicing, payments, plan changes, and churn over a two-year
@@ -54,10 +52,22 @@ MRR analytics, churn modeling, payments reporting, subscription lifecycle
 automation, dashboard demos, and finance data engineering tests.
 
 
-## Tables
+## Sample tables
+
+| Table | Sample Rows |
+|-------|------------|
+| customers | 500 |
+| invoices | 2,000 |
+| payments | 1,800 |
+| subscriptions | 500 |
+| **Total** | **4,800** |
 
-| Table | Rows |
-|-------|------|
+## Full dataset
+
+The complete dataset includes all tables with full row counts:
+
+| Table | Full Rows |
+|-------|----------|
 | churns | 170 |
 | customers | 5,000 |
 | invoices | 21,250 |
@@ -66,14 +76,19 @@ automation, dashboard demos, and finance data engineering tests.
 | subscriptions | 5,000 |
 | **Total** | **52,483** |
 
-## Formats
+**Formats included:** CSV, Parquet, SQLite
 
-- CSV (in `data/` directory)
-- Parquet (available in full version)
-- SQLite (available in full version)
+**[Get the full dataset on Gumroad](https://mindweavetech.gumroad.com)**
 
 ## About
 
-Generated by [Mindweave Technologies](https://mindweave.tech) — realistic synthetic datasets for developers, QA teams, and data engineers.
+Generated by [Mindweave Technologies](https://mindweave.tech) -- realistic synthetic datasets for developers, QA teams, and data engineers.
+
+Every dataset features:
+- Enforced foreign key relationships across all tables
+- Realistic statistical distributions (not uniform random)
+- Temporal patterns (seasonal, time-of-day, day-of-week)
+- Injected anomalies for ML training and anomaly detection
+- Deterministic generation (same seed = same output)
 
-Browse all datasets: [mindweavetech.gumroad.com](https://mindweavetech.gumroad.com)
+Browse all datasets: [https://mindweavetech.gumroad.com](https://mindweavetech.gumroad.com)