diff --git a/prepare_training_data.py b/prepare_training_data.py
index 6cbea77..cdabc8c 100644
--- a/prepare_training_data.py
+++ b/prepare_training_data.py
@@ -3,6 +3,7 @@ import argparse
 import pandas as pd
 
 INPUT_COLUMNS = ["intersection", "text_on_sign_exact", "latitude", "longitude"]
+EXCLUDED_INTERSECTIONS = {"56th-pena"}
 
 
 def parse_args():
@@ -57,6 +58,7 @@ def load_raw_data(path):
     data = data.dropna(subset=INPUT_COLUMNS)
     data["text_on_sign_exact"] = data["text_on_sign_exact"].astype(str).str.strip()
     data = data[data["text_on_sign_exact"] != ""]
+    data = data[~data["intersection"].isin(EXCLUDED_INTERSECTIONS)]
     return data