diff --git a/Lib/random.py b/Lib/random.py
index b2c0d6f..4b51b66 100644
--- a/Lib/random.py
+++ b/Lib/random.py
@@ -375,6 +375,7 @@
         if cum_weights is None:
             if weights is None:
                 _int = int
+                n += 0.0    # convert to float for a small speed improvement
                 return [population[_int(random() * n)] for i in range(k)]
             cum_weights = list(_itertools.accumulate(weights))
         elif weights is not None:
@@ -382,7 +383,7 @@
         if len(cum_weights) != n:
             raise ValueError('The number of weights does not match the population')
         bisect = _bisect.bisect
-        total = cum_weights[-1]
+        total = cum_weights[-1] + 0.0   # convert to float
         hi = n - 1
         return [population[bisect(cum_weights, random() * total, 0, hi)]
                 for i in range(k)]