diff --git a/src/initialization/initialization_methods.py b/src/initialization/initialization_methods.py
index 410532e..21a6db8 100644
--- a/src/initialization/initialization_methods.py
+++ b/src/initialization/initialization_methods.py
@@ -2,27 +2,11 @@ def _chromosomes_to_population(initialize):
     """Makes a population from chromosomes."""
     return lambda ga:\
         ga.make_population(
-            [
+            (
                 initialize(ga)
                 for _
                 in range(ga.population_size)
-            ]
-        )
-
-def _genes_to_chromosome(initialize):
-    """Converts a collection of genes to a chromosome."""
-    return lambda ga:\
-        ga.make_chromosome(
-            list(initialize(ga))
-        )
-
-def _values_to_genes(initialize):
-    """Converts a collection of values to genes."""
-    return lambda ga:\
-        (
-            ga.make_gene(value)
-            for value
-            in initialize(ga)
+            )
         )
 
 
@@ -31,13 +15,9 @@ class Initialization_Methods:
 
     # Private method decorators, see above.
     _chromosomes_to_population = _chromosomes_to_population
-    _genes_to_chromosome       = _genes_to_chromosome
-    _values_to_genes           = _values_to_genes
 
 
     @_chromosomes_to_population
-    @_genes_to_chromosome
-    @_values_to_genes
     def random_initialization(ga):
         """Takes the initialization inputs and returns a collection of values.
         Method decorators convert them to a GA population object.