diff --git a/experiments/fagin.py b/experiments/fagin.py
index 4295efe..7e59740 100644
--- a/experiments/fagin.py
+++ b/experiments/fagin.py
@@ -77,7 +77,7 @@ with Timer('sqrt indices'):
 
     neighbors = defaultdict(lambda: (0, None))
 
-    for _ in range(5):
+    for _ in range(1):
         pairs = sqrt_indexation_pairs(VECTORS)
 
         for i, j in pairs:
@@ -92,8 +92,8 @@ with Timer('sqrt indices'):
     T = 0
     P = 0
     for i in range(len(VECTORS)):
-        if GROUND_TRUTH[i][1] < 0.8:
-            continue
+        # if GROUND_TRUTH[i][1] < 0.8:
+        #     continue
 
         T += 1
 
diff --git a/fog/clustering/fagin.py b/fog/clustering/fagin.py
index 5182a41..118d50c 100644
--- a/fog/clustering/fagin.py
+++ b/fog/clustering/fagin.py
@@ -164,6 +164,8 @@ def sqrt_indexation_pairs(vectors):
     for i, v in enumerate(vectors):
         leader = min(leaders, key=lambda x: 1.0 - sparse_cosine_similarity(v, vectors[x]))
 
+        yield i, leader
+
         l = proximities[leader]
 
         for j in l: