diff --git a/Cargo.lock b/Cargo.lock
index be4ffdc..1130ab2 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -634,7 +634,7 @@ dependencies = [
 
 [[package]]
 name = "drainage"
-version = "0.1.0"
+version = "0.1.7"
 dependencies = [
  "anyhow",
  "aws-config",
diff --git a/Cargo.toml b/Cargo.toml
index c21bcb0..0f07b29 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "drainage"
-version = "0.1.0"
+version = "0.1.7"
 edition = "2021"
 
 [lib]
diff --git a/examples/analyze_any_table.py b/examples/analyze_any_table.py
index f064bd4..775472c 100644
--- a/examples/analyze_any_table.py
+++ b/examples/analyze_any_table.py
@@ -167,10 +167,12 @@ def analyze_any_table(
         print("  python analyze_any_table.py s3://my-bucket/my-table us-west-2")
         print("  # Specify table type explicitly")
         print(
-            "  python analyze_any_table.py s3://my-bucket/my-delta-table delta us-west-2"
+            "  python analyze_any_table.py s3://my-bucket/my-delta-table delta "
+            "us-west-2"
         )
         print(
-            "  python analyze_any_table.py s3://my-bucket/my-iceberg-table iceberg us-west-2"
+            "  python analyze_any_table.py s3://my-bucket/my-iceberg-table "
+            "iceberg us-west-2"
         )
         sys.exit(1)
 
diff --git a/examples/analyze_iceberg_table.py b/examples/analyze_iceberg_table.py
index 598e14a..fcad9e4 100644
--- a/examples/analyze_iceberg_table.py
+++ b/examples/analyze_iceberg_table.py
@@ -147,7 +147,8 @@ def analyze_iceberg_table(s3_path: str, aws_region: str = "us-west-2"):
         print("Usage: python analyze_iceberg_table.py <s3_path> [aws_region]")
         print("\nExample:")
         print(
-            "  python analyze_iceberg_table.py s3://my-bucket/my-iceberg-table us-west-2"
+            "  python analyze_iceberg_table.py s3://my-bucket/my-iceberg-table "
+            "us-west-2"
         )
         sys.exit(1)
 
diff --git a/examples/monitor_multiple_tables.py b/examples/monitor_multiple_tables.py
index 2e8b6e6..b03eefd 100644
--- a/examples/monitor_multiple_tables.py
+++ b/examples/monitor_multiple_tables.py
@@ -81,7 +81,8 @@ def monitor_tables(tables: List[Tuple[str, str]], aws_region: str = "us-west-2")
         print("Table Health Overview (sorted by health score):")
         print(f"{'─'*80}")
         print(
-            f"{'Path':<35} {'Type':<8} {'Health':<8} {'Files':<8} {'Size(GB)':<10} {'Issues'}"
+            f"{'Path':<35} {'Type':<8} {'Health':<8} {'Files':<8} "
+            f"{'Size(GB)':<10} {'Issues'}"
         )
         print(f"{'─'*80}")
 
@@ -95,8 +96,9 @@ def monitor_tables(tables: List[Tuple[str, str]], aws_region: str = "us-west-2")
             )
             path_short = r["path"][-35:] if len(r["path"]) > 35 else r["path"]
             print(
-                f"{path_short:<35} {r['type']:<8} {health_emoji} {r['health_score']:.1%}  "
-                f"{r['total_files']:<8} {r['total_size_gb']:<10.2f} {len(r['recommendations'])}"
+                f"{path_short:<35} {r['type']:<8} {health_emoji} "
+                f"{r['health_score']:.1%}  {r['total_files']:<8} "
+                f"{r['total_size_gb']:<10.2f} {len(r['recommendations'])}"
             )
         print()
 
@@ -161,5 +163,7 @@ def monitor_tables(tables: List[Tuple[str, str]], aws_region: str = "us-west-2")
 
     # Optional: Save results to a file
     # import json
-    # with open(f"health_report_{datetime.now().strftime('%Y%m%d_%H%M%S')}.json", "w") as f:
+    # with open(
+    #     f"health_report_{datetime.now().strftime('%Y%m%d_%H%M%S')}.json", "w"
+    # ) as f:
     #     json.dump(results, f, indent=2)
diff --git a/pyproject.toml b/pyproject.toml
index 0585704..0ea2463 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "maturin"
 
 [project]
 name = "drainage"
-version = "0.1.4"
+version = "0.1.7"
 description = "High-performance data lake health analyzer for Delta Lake and Apache Iceberg"
 readme = "README.md"
 requires-python = ">=3.8"
diff --git a/src/iceberg.rs b/src/iceberg.rs
index 01c5530..15b0ab8 100644
--- a/src/iceberg.rs
+++ b/src/iceberg.rs
@@ -365,7 +365,7 @@ impl IcebergAnalyzer {
     fn generate_recommendations(&self, metrics: &mut HealthMetrics) {
         // Add warnings about incomplete analysis sections
         let mut incomplete_sections = Vec::new();
-        
+
         if metrics.schema_evolution.is_none() {
             incomplete_sections.push("Schema Evolution");
         }
@@ -378,14 +378,14 @@ impl IcebergAnalyzer {
         if metrics.file_compaction.is_none() {
             incomplete_sections.push("File Compaction");
         }
-        
+
         if !incomplete_sections.is_empty() {
             metrics.recommendations.push(format!(
                 "⚠️  Analysis incomplete: {} sections could not be analyzed due to missing/inaccessible metadata files (common in actively updated tables). Basic metrics are still accurate.",
                 incomplete_sections.join(", ")
             ));
         }
-        
+
         // Check for unreferenced files
         if !metrics.unreferenced_files.is_empty() {
             metrics.recommendations.push(format!(
@@ -726,7 +726,7 @@ impl IcebergAnalyzer {
                 Ok(c) => c,
                 Err(_) => continue,
             };
-            
+
             let metadata: Value = match serde_json::from_slice(&content) {
                 Ok(m) => m,
                 Err(_) => continue,
@@ -966,7 +966,7 @@ impl IcebergAnalyzer {
                 Ok(c) => c,
                 Err(_) => continue,
             };
-            
+
             let metadata: Value = match serde_json::from_slice(&content) {
                 Ok(m) => m,
                 Err(_) => continue,
@@ -1133,7 +1133,7 @@ impl IcebergAnalyzer {
                 Ok(c) => c,
                 Err(_) => continue,
             };
-            
+
             let metadata: Value = match serde_json::from_slice(&content) {
                 Ok(m) => m,
                 Err(_) => continue,
@@ -1402,7 +1402,7 @@ impl IcebergAnalyzer {
                 Ok(c) => c,
                 Err(_) => continue,
             };
-            
+
             let metadata: Value = match serde_json::from_slice(&content) {
                 Ok(m) => m,
                 Err(_) => continue,