diff --git a/src/bucket.py b/src/bucket.py
index daf0b8b..c4868b2 100644
--- a/src/bucket.py
+++ b/src/bucket.py
@@ -1,11 +1,13 @@
 import random
 import time
+import math
 
 class Bucket:
    def __init__(self, interval):
       random.seed(time.time())
       self.interval = interval
       self.name = self.ms_to_bucket(Bucket.now_ms())
+      self.chooser = BucketChooserProportionalLogRandom()
       self.content = []
 
    def push(self, v):
@@ -19,21 +21,36 @@ class Bucket:
             return
       self.content.append([v, 1])
 
-   def pick_n(self, n):
-      if not self.content:
-         return []
-      content = [() for i in content] # TODO log2
-      result = []
-      for i in range(0, n):
-         idx = random.randint(0, len(self.content)-1)
-         result.append(
-            self.content[idx][0],
-         )
-      return list(set(result))
-
    def now_ms():
       return int(1000 * time.time())
 
    def ms_to_bucket(self, ms):
       return int(int(ms // self.interval) * self.interval)
 
+   def pick_n(self, n):
+      if not self.content:
+         return []
+      result = set()
+      for i in range(n):
+         result.add(self.chooser.choose(self.content))
+      return list(result)
+
+class BucketChooserProportionalLogRandom:
+   def choose(self, content):
+      content = self.xform(content)
+      assert(content)
+      idx = random.randint(0, sum([i[1] for i in content])-1)
+      while content:
+         candidate = content.pop()
+         idx -= candidate[1]
+         if idx <= 0:
+            return candidate[0]
+      raise Exception("how?!")
+
+   def xform(self, content):
+      return [
+         (
+            i[0],
+            1 + int(100 * math.log2(i[1])),
+         ) for i in content
+      ]
diff --git a/src/test_bucket.py b/src/test_bucket.py
new file mode 100644
index 0000000..93ecb9a
--- /dev/null
+++ b/src/test_bucket.py
@@ -0,0 +1,44 @@
+import unittest
+
+import bucket
+
+class TestBucket(unittest.TestCase):
+   def test(self):
+      bkt = bucket.Bucket(1)
+      for i in range(50):
+         bkt.push(1)
+      bkt.push(2)
+
+      self.assertEqual(2, len(bkt.content))
+      for i in range(1000):
+         result = bkt.pick_n(2)
+         self.assertTrue(result)
+         self.assertTrue(len(result) <= 2)
+
+      result = bkt.pick_n(2)
+      while len(result) != 2:
+         result = bkt.pick_n(2)
+
+      result = bkt.pick_n(2)
+      while len(result) != 1:
+         result = bkt.pick_n(2)
+
+class TestBucketChooserProportionalLogRandom(unittest.TestCase):
+   def test_xform(self):
+      chooser = bucket.BucketChooserProportionalLogRandom()
+      self.assertFalse(bool(chooser.xform([])))
+      self.assertEqual(1, len(chooser.xform([ (1,1) ])))
+      self.assertEqual(2, len(chooser.xform([ (1,1) ])[0]))
+
+class TestBucketChoosers(unittest.TestCase):
+   def test_choosers(self):
+      for chooser in [
+         bucket.BucketChooserProportionalLogRandom(),
+      ]:
+         with self.assertRaises(AssertionError):
+            self.assertRaises(chooser.choose([]))
+         self.assertTrue(chooser.choose([(1,1)]))
+         self.assertEqual(1, chooser.choose([(1,1)]))
+
+if __name__ == "__main__":
+   unittest.main()