diff --git a/freqtrade/freqai/data_kitchen.py b/freqtrade/freqai/data_kitchen.py
index e480ab135..102a4857e 100644
--- a/freqtrade/freqai/data_kitchen.py
+++ b/freqtrade/freqai/data_kitchen.py
@@ -635,7 +635,7 @@ class FreqaiDataKitchen:
                     cos(angle) * (point[1] - origin[1])
                 return (x, y)
 
-            MinPts = len(self.data_dictionary['train_features'].columns) * 2
+            MinPts = int(len(self.data_dictionary['train_features'].index) * 0.25)
             # measure pairwise distances to train_features.shape[1]*2 nearest neighbours
             neighbors = NearestNeighbors(
                 n_neighbors=MinPts, n_jobs=self.thread_count)