diff --git a/data/analytics/ducky.py b/data/analytics/ducky.py
index c01f777..a9c7701 100644
--- a/data/analytics/ducky.py
+++ b/data/analytics/ducky.py
@@ -1,3 +1,10 @@
-import duckdb
+import duckdb 
 
-duckdb.sql("SELECT 42 FROM data/2026-01-14/hey.parquet")
+df = duckdb.read_parquet("../2026-01-14/hey.parquet")
+
+duckdb.sql("DESCRIBE SELECT * FROM df").show()
+
+duckdb.sql("SELECT language, COUNT(language) AS c_p \
+            FROM df \
+            GROUP BY language \
+            ORDER BY c_p DESC").show()
\ No newline at end of file
diff --git a/worker.py b/worker.py
index a99a1be..aae7a5d 100644
--- a/worker.py
+++ b/worker.py
@@ -123,15 +123,14 @@ def get_github_data(self, start_in_repo_num: int = 0, batch_size: int = 500, git
             
             except Exception as validation_error:
                 print(f"Validation error for repo {github_data_points.get('full_name')}: {validation_error}")
-                print("Skipping this repo and continuing...")
+                print("Skipping this repo and continuing")
                 continue
 
             remaining_api_calls = github_instance.rate_limiting
             remaining = remaining_api_calls[0]
 
-            if remaining_api_calls == 1:
+            if remaining == 2:
                 print(f"Reached batch size limit of {batch_size}")
-
                 break
 
             #     # start_in_repo_num = counter