diff --git a/lad/rulegenerator/eager.py b/lad/rulegenerator/eager.py
index 2072718..81d856e 100644
--- a/lad/rulegenerator/eager.py
+++ b/lad/rulegenerator/eager.py
@@ -134,15 +134,28 @@ def fit(self, Xbin, y):
 
     def __adjust(self):
         for r in self.__rules:
-            __cutpoints = [self.__cutpoints[i] for i in self.__selected[r['attributes']]]
+            conditions = {}
+            cutpoints = [self.__cutpoints[i] for i in self.__selected[r['attributes']]]
+
+            for i, (att, value) in enumerate(cutpoints):
+                condition = conditions.get(att, {})
+                symbol = r['conditions'][i]  # True: <=, False: >
+
+                if symbol: condition[symbol] = min(value, condition.get(symbol, value))
+                else: condition[symbol] = max(value, condition.get(symbol, value))
+
+                conditions[att] = condition
 
             r['attributes'].clear()
+            r['conditions'].clear()
             r['values'] = []
+            
+            for att in conditions:
+                for condition in conditions[att]:
+                    r['attributes'].append(att)
+                    r['conditions'].append(condition == '<=')
+                    r['values'].append(conditions[att][condition])
 
-            for c in __cutpoints:
-                r['attributes'].append(c[0])
-                r['values'].append(c[1])
-        
         self.__rules.sort(key=lambda x: x['label'])
 
     def __get_stats(self, Xbin, y, instance, attributes):