diff --git a/changelog.txt b/changelog.txt
index 5845ceaf..753203ee 100644
--- a/changelog.txt
+++ b/changelog.txt
@@ -20,6 +20,7 @@ next
 ----
 
  - Add command line options ``--sp`` and ``--doc`` for ``signac find`` that allow users to display key-value pairs of the state point and document in combination with the job id (#97, #146).
+ - Fix: Searches for whole numbers will match all numerically matching integers regardless of whether they are stored as decimals or whole numbers (#169).
 
 
 [1.0.0] -- 2019-02-28
diff --git a/contributors.txt b/contributors.txt
index 2428d45d..3d92714b 100644
--- a/contributors.txt
+++ b/contributors.txt
@@ -7,3 +7,4 @@ Bradley Dice
 Tim Moore
 Pengji Zhou
 Eric Harper
+Kelly Wang
diff --git a/signac/contrib/collection.py b/signac/contrib/collection.py
index ab733539..23df2fde 100644
--- a/signac/contrib/collection.py
+++ b/signac/contrib/collection.py
@@ -12,13 +12,14 @@
 # on files on the local file system instead of a MongoDB database.
 #
 # [1]: https://github.com/mongodb/mongo-python-driver
-import sys
+import argparse
 import io
-import re
 import logging
-import argparse
 import operator
+import re
+import sys
 from itertools import islice
+from numbers import Number
 
 from ..core import json
 from ..common import six
@@ -30,7 +31,6 @@ else:
     from collections.abc import Mapping
 
 if six.PY2 or (six.PY3 and sys.version_info.minor < 5):
-
     def isclose(a, b, rel_tol=1e-9, abs_tol=0.0):
         return abs(a-b) <= max(rel_tol * max(abs(a), abs(b)), abs_tol)
 else:
@@ -620,7 +620,21 @@ class Collection(object):
                 raise KeyError("Unknown expression-operator '{}'.".format(op))
         else:
             index = self.index(key, build=True)
-            return index.get(value, set())
+            # Check to see if 'value' is a floating point type but an
+            # integer value (e.g., 4.0), and search for both the int and float
+            # values. This allows the user to find statepoints that have
+            # integer-valued keys that are stored as floating point types.
+            # Note that this both cases: 1) user searches for an int and hopes
+            # to find values that are stored as integer-valued floats and 2) user
+            # searches for a integer-valued float and hopes to find ints.
+            # This way, both `signac find x 4.0` and `signac find x 4` would
+            # return jobs where `sp.x` is stored as either 4.0 or 4.
+            if isinstance(value, Number) and float(value).is_integer():
+                result_float = index.get(_float(value), set())
+                result_int = index.get(int(value), set())
+                return result_int.union(result_float)
+            else:
+                return index.get(value, set())
 
     def _find_result(self, expr):
         if not len(expr):

diff --git a/tests/test_collection.py b/tests/test_collection.py
index 9c3fa7d4..8431545c 100644
--- a/tests/test_collection.py
+++ b/tests/test_collection.py
@@ -135,12 +135,14 @@ class CollectionTest(unittest.TestCase):
     def test_int_float_equality(self):
         self.c.insert_one(dict(a=1))
         self.c.insert_one(dict(a=1.0))
-        self.assertEqual(len(self.c.find(dict(a=1))), 1)
-        self.assertEqual(len(self.c.find(dict(a=1.0))), 1)
+        self.assertEqual(len(self.c.find(dict(a=1))), 2)
+        self.assertEqual(len(self.c.find(dict(a=1.0))), 2)
+        """
         for doc in self.c.find(dict(a=1)):
             self.assertEqual(type(doc['a']), int)
         for doc in self.c.find(dict(a=1.0)):
             self.assertEqual(type(doc['a']), float)
+        """
 
     def test_copy(self):
         docs = [dict(_id=str(i)) for i in range(10)]
@@ -259,7 +261,7 @@ class CollectionTest(unittest.TestCase):
         self.c.update(docs)
         self.assertEqual(len(self.c.find()), len(docs))
         self.assertEqual(len(self.c.find({'a': 0})), 1)
-        self.assertEqual(len(self.c.find({'a': 0.0})), 0)
+        self.assertEqual(len(self.c.find({'a': 0.0})), 1)
         self.assertEqual(list(self.c.find({'a': 0}))[0], docs[0])
         self.assertEqual(len(self.c.find({'a': -1})), 0)
         self.assertEqual(len(self.c.find({'a.b': 0})), 0)
@@ -276,7 +278,7 @@ class CollectionTest(unittest.TestCase):
         docs = [dict(a=float(i)) for i in range(10)]
         self.c.update(docs)
         self.assertEqual(len(self.c.find()), len(docs))
-        self.assertEqual(len(self.c.find({'a': 0})), 0)
+        self.assertEqual(len(self.c.find({'a': 0})), 1)
         self.assertEqual(len(self.c.find({'a': 0.0})), 1)
         self.assertEqual(list(self.c.find({'a': 0.0}))[0], docs[0])
         self.assertEqual(len(self.c.find({'a': -1})), 0)

Surprising type comparisons with $signac find
### Description

I have a statepoint parameter that has some `int` values and some `decimal` values. When I use `signac find` to find jobs filtering by this parameter, it only returns jobs where both the value and type of the jobs' statepoints match the search parameters. I would expect the behavior to match that of python's `==` operator, e.g., `$signac find x 10` would return jobs where `job.sp.x = 10` and `job.sp.x = 10.0`.

### To reproduce

```
$ signac init test
Initialized project 'test'.
$ python
>>> import signac
>>> project = signac.get_project()
>>> job = project.open_job({'x': 100**0.5})
>>> job.init()
>>> exit()
$ signac find x 10
Interpreted filter arguments as '{"x": 10}'.
$ signac find x 10.
Interpreted filter arguments as '{"x": 10.0}'.
13dd08001115e65c96a2eeda9ce3505b
```

### System configuration

Please complete the following information:

```
$ python -c 'import platform; print(platform.platform()); import sys; print(sys.version); import signac; print(signac.__version__)'
Darwin-17.7.0-x86_64-i386-64bit
3.5.5 | packaged by conda-forge | (default, Jul 23 2018, 23:45:11) 
[GCC 4.2.1 Compatible Apple LLVM 6.1.0 (clang-602.0.53)]
0.9.5
```

tests/test_collection.py::CollectionTest::test_find_float tests/test_collection.py::CollectionTest::test_find_integer tests/test_collection.py::CollectionTest::test_int_float_equality tests/test_collection.py::CompressedCollectionTest::test_find_float tests/test_collection.py::CompressedCollectionTest::test_find_integer tests/test_collection.py::CompressedCollectionTest::test_int_float_equality tests/test_collection.py::FileCollectionTest::test_find_float tests/test_collection.py::FileCollectionTest::test_find_integer tests/test_collection.py::FileCollectionTest::test_int_float_equality tests/test_collection.py::BinaryFileCollectionTest::test_find_float tests/test_collection.py::BinaryFileCollectionTest::test_find_integer tests/test_collection.py::BinaryFileCollectionTest::test_int_float_equality tests/test_collection.py::FileCollectionAppendTest::test_find_float tests/test_collection.py::FileCollectionAppendTest::test_find_integer tests/test_collection.py::FileCollectionAppendTest::test_int_float_equality tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_float tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_integer tests/test_collection.py::BinaryFileCollectionAppendTest::test_int_float_equality tests/test_collection.py::FileCollectionAppendPlusTest::test_find_float tests/test_collection.py::FileCollectionAppendPlusTest::test_find_integer tests/test_collection.py::FileCollectionAppendPlusTest::test_int_float_equality tests/test_collection.py::BinaryFileCollectionAppendPlusTest::test_find_float tests/test_collection.py::BinaryFileCollectionAppendPlusTest::test_find_integer tests/test_collection.py::BinaryFileCollectionAppendPlusTest::test_int_float_equality tests/test_collection.py::ZippedFileCollectionTest::test_find_float tests/test_collection.py::ZippedFileCollectionTest::test_find_integer tests/test_collection.py::ZippedFileCollectionTest::test_int_float_equality tests/test_collection.py::ZippedFileCollectionAppendTest::test_find_float tests/test_collection.py::ZippedFileCollectionAppendTest::test_find_integer tests/test_collection.py::ZippedFileCollectionAppendTest::test_int_float_equality tests/test_collection.py::ZippedFileCollectionAppendPlusTest::test_find_float tests/test_collection.py::ZippedFileCollectionAppendPlusTest::test_find_integer tests/test_collection.py::ZippedFileCollectionAppendPlusTest::test_int_float_equality
tests/test_collection.py::CollectionTest::test_buffer_size tests/test_collection.py::CollectionTest::test_clear tests/test_collection.py::CollectionTest::test_contains tests/test_collection.py::CollectionTest::test_copy tests/test_collection.py::CollectionTest::test_delete tests/test_collection.py::CollectionTest::test_delete_one tests/test_collection.py::CollectionTest::test_find_arithmetic_operators tests/test_collection.py::CollectionTest::test_find_array_operators tests/test_collection.py::CollectionTest::test_find_exists_operator tests/test_collection.py::CollectionTest::test_find_int_float tests/test_collection.py::CollectionTest::test_find_logical_operators tests/test_collection.py::CollectionTest::test_find_near tests/test_collection.py::CollectionTest::test_find_nested tests/test_collection.py::CollectionTest::test_find_one tests/test_collection.py::CollectionTest::test_find_regular_expression tests/test_collection.py::CollectionTest::test_find_type_expression tests/test_collection.py::CollectionTest::test_find_type_integer_values_identical_keys tests/test_collection.py::CollectionTest::test_find_types tests/test_collection.py::CollectionTest::test_find_where_expression tests/test_collection.py::CollectionTest::test_index tests/test_collection.py::CollectionTest::test_init tests/test_collection.py::CollectionTest::test_init_with_list_with_and_without_ids tests/test_collection.py::CollectionTest::test_init_with_list_with_ids_non_sequential tests/test_collection.py::CollectionTest::test_init_with_list_with_ids_sequential tests/test_collection.py::CollectionTest::test_init_with_list_without_ids tests/test_collection.py::CollectionTest::test_init_with_non_serializable tests/test_collection.py::CollectionTest::test_insert tests/test_collection.py::CollectionTest::test_insert_and_remove tests/test_collection.py::CollectionTest::test_insert_docs_with_dots tests/test_collection.py::CollectionTest::test_insert_docs_with_dots_force tests/test_collection.py::CollectionTest::test_insert_multiple tests/test_collection.py::CollectionTest::test_insert_non_serializable tests/test_collection.py::CollectionTest::test_iteration tests/test_collection.py::CollectionTest::test_nested_lists tests/test_collection.py::CollectionTest::test_reindex tests/test_collection.py::CollectionTest::test_replace_docs_with_dots tests/test_collection.py::CollectionTest::test_replace_one tests/test_collection.py::CollectionTest::test_replace_one_simple tests/test_collection.py::CollectionTest::test_update tests/test_collection.py::CollectionTest::test_update_collision tests/test_collection.py::CompressedCollectionTest::test_buffer_size tests/test_collection.py::CompressedCollectionTest::test_clear tests/test_collection.py::CompressedCollectionTest::test_compression tests/test_collection.py::CompressedCollectionTest::test_contains tests/test_collection.py::CompressedCollectionTest::test_copy tests/test_collection.py::CompressedCollectionTest::test_delete tests/test_collection.py::CompressedCollectionTest::test_delete_one tests/test_collection.py::CompressedCollectionTest::test_find_arithmetic_operators tests/test_collection.py::CompressedCollectionTest::test_find_array_operators tests/test_collection.py::CompressedCollectionTest::test_find_exists_operator tests/test_collection.py::CompressedCollectionTest::test_find_int_float tests/test_collection.py::CompressedCollectionTest::test_find_logical_operators tests/test_collection.py::CompressedCollectionTest::test_find_near tests/test_collection.py::CompressedCollectionTest::test_find_nested tests/test_collection.py::CompressedCollectionTest::test_find_one tests/test_collection.py::CompressedCollectionTest::test_find_regular_expression tests/test_collection.py::CompressedCollectionTest::test_find_type_expression tests/test_collection.py::CompressedCollectionTest::test_find_type_integer_values_identical_keys tests/test_collection.py::CompressedCollectionTest::test_find_types tests/test_collection.py::CompressedCollectionTest::test_find_where_expression tests/test_collection.py::CompressedCollectionTest::test_index tests/test_collection.py::CompressedCollectionTest::test_init tests/test_collection.py::CompressedCollectionTest::test_init_with_list_with_and_without_ids tests/test_collection.py::CompressedCollectionTest::test_init_with_list_with_ids_non_sequential tests/test_collection.py::CompressedCollectionTest::test_init_with_list_with_ids_sequential tests/test_collection.py::CompressedCollectionTest::test_init_with_list_without_ids tests/test_collection.py::CompressedCollectionTest::test_init_with_non_serializable tests/test_collection.py::CompressedCollectionTest::test_insert tests/test_collection.py::CompressedCollectionTest::test_insert_and_remove tests/test_collection.py::CompressedCollectionTest::test_insert_docs_with_dots 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tests/test_collection.py::FileCollectionTest::test_insert_and_remove tests/test_collection.py::FileCollectionTest::test_insert_docs_with_dots tests/test_collection.py::FileCollectionTest::test_insert_docs_with_dots_force tests/test_collection.py::FileCollectionTest::test_insert_multiple tests/test_collection.py::FileCollectionTest::test_insert_non_serializable tests/test_collection.py::FileCollectionTest::test_iteration tests/test_collection.py::FileCollectionTest::test_nested_lists tests/test_collection.py::FileCollectionTest::test_reindex tests/test_collection.py::FileCollectionTest::test_replace_docs_with_dots tests/test_collection.py::FileCollectionTest::test_replace_one tests/test_collection.py::FileCollectionTest::test_replace_one_simple tests/test_collection.py::FileCollectionTest::test_update tests/test_collection.py::FileCollectionTest::test_update_collision tests/test_collection.py::FileCollectionTest::test_write_and_flush tests/test_collection.py::FileCollectionTest::test_write_flush_and_reopen tests/test_collection.py::BinaryFileCollectionTest::test_buffer_size tests/test_collection.py::BinaryFileCollectionTest::test_clear tests/test_collection.py::BinaryFileCollectionTest::test_contains tests/test_collection.py::BinaryFileCollectionTest::test_copy tests/test_collection.py::BinaryFileCollectionTest::test_delete tests/test_collection.py::BinaryFileCollectionTest::test_delete_one tests/test_collection.py::BinaryFileCollectionTest::test_find_arithmetic_operators tests/test_collection.py::BinaryFileCollectionTest::test_find_array_operators tests/test_collection.py::BinaryFileCollectionTest::test_find_exists_operator tests/test_collection.py::BinaryFileCollectionTest::test_find_int_float tests/test_collection.py::BinaryFileCollectionTest::test_find_logical_operators tests/test_collection.py::BinaryFileCollectionTest::test_find_near tests/test_collection.py::BinaryFileCollectionTest::test_find_nested tests/test_collection.py::BinaryFileCollectionTest::test_find_one tests/test_collection.py::BinaryFileCollectionTest::test_find_regular_expression tests/test_collection.py::BinaryFileCollectionTest::test_find_type_expression tests/test_collection.py::BinaryFileCollectionTest::test_find_type_integer_values_identical_keys tests/test_collection.py::BinaryFileCollectionTest::test_find_types tests/test_collection.py::BinaryFileCollectionTest::test_find_where_expression tests/test_collection.py::BinaryFileCollectionTest::test_index tests/test_collection.py::BinaryFileCollectionTest::test_init tests/test_collection.py::BinaryFileCollectionTest::test_init_with_list_with_and_without_ids tests/test_collection.py::BinaryFileCollectionTest::test_init_with_list_with_ids_non_sequential tests/test_collection.py::BinaryFileCollectionTest::test_init_with_list_with_ids_sequential tests/test_collection.py::BinaryFileCollectionTest::test_init_with_list_without_ids tests/test_collection.py::BinaryFileCollectionTest::test_init_with_non_serializable tests/test_collection.py::BinaryFileCollectionTest::test_insert tests/test_collection.py::BinaryFileCollectionTest::test_insert_and_remove tests/test_collection.py::BinaryFileCollectionTest::test_insert_docs_with_dots tests/test_collection.py::BinaryFileCollectionTest::test_insert_docs_with_dots_force tests/test_collection.py::BinaryFileCollectionTest::test_insert_multiple tests/test_collection.py::BinaryFileCollectionTest::test_insert_non_serializable tests/test_collection.py::BinaryFileCollectionTest::test_iteration tests/test_collection.py::BinaryFileCollectionTest::test_nested_lists tests/test_collection.py::BinaryFileCollectionTest::test_reindex tests/test_collection.py::BinaryFileCollectionTest::test_replace_docs_with_dots tests/test_collection.py::BinaryFileCollectionTest::test_replace_one tests/test_collection.py::BinaryFileCollectionTest::test_replace_one_simple tests/test_collection.py::BinaryFileCollectionTest::test_update tests/test_collection.py::BinaryFileCollectionTest::test_update_collision tests/test_collection.py::FileCollectionAppendTest::test_buffer_size tests/test_collection.py::FileCollectionAppendTest::test_clear tests/test_collection.py::FileCollectionAppendTest::test_contains tests/test_collection.py::FileCollectionAppendTest::test_copy tests/test_collection.py::FileCollectionAppendTest::test_delete tests/test_collection.py::FileCollectionAppendTest::test_delete_one tests/test_collection.py::FileCollectionAppendTest::test_file_size tests/test_collection.py::FileCollectionAppendTest::test_find_arithmetic_operators tests/test_collection.py::FileCollectionAppendTest::test_find_array_operators tests/test_collection.py::FileCollectionAppendTest::test_find_exists_operator tests/test_collection.py::FileCollectionAppendTest::test_find_int_float tests/test_collection.py::FileCollectionAppendTest::test_find_logical_operators tests/test_collection.py::FileCollectionAppendTest::test_find_near tests/test_collection.py::FileCollectionAppendTest::test_find_nested tests/test_collection.py::FileCollectionAppendTest::test_find_one tests/test_collection.py::FileCollectionAppendTest::test_find_regular_expression tests/test_collection.py::FileCollectionAppendTest::test_find_type_expression tests/test_collection.py::FileCollectionAppendTest::test_find_type_integer_values_identical_keys tests/test_collection.py::FileCollectionAppendTest::test_find_types tests/test_collection.py::FileCollectionAppendTest::test_find_where_expression tests/test_collection.py::FileCollectionAppendTest::test_index tests/test_collection.py::FileCollectionAppendTest::test_init tests/test_collection.py::FileCollectionAppendTest::test_init_with_list_with_and_without_ids tests/test_collection.py::FileCollectionAppendTest::test_init_with_list_with_ids_non_sequential tests/test_collection.py::FileCollectionAppendTest::test_init_with_list_with_ids_sequential tests/test_collection.py::FileCollectionAppendTest::test_init_with_list_without_ids tests/test_collection.py::FileCollectionAppendTest::test_init_with_non_serializable tests/test_collection.py::FileCollectionAppendTest::test_insert tests/test_collection.py::FileCollectionAppendTest::test_insert_and_remove tests/test_collection.py::FileCollectionAppendTest::test_insert_docs_with_dots tests/test_collection.py::FileCollectionAppendTest::test_insert_docs_with_dots_force tests/test_collection.py::FileCollectionAppendTest::test_insert_multiple tests/test_collection.py::FileCollectionAppendTest::test_insert_non_serializable tests/test_collection.py::FileCollectionAppendTest::test_iteration tests/test_collection.py::FileCollectionAppendTest::test_nested_lists tests/test_collection.py::FileCollectionAppendTest::test_reindex tests/test_collection.py::FileCollectionAppendTest::test_replace_docs_with_dots tests/test_collection.py::FileCollectionAppendTest::test_replace_one tests/test_collection.py::FileCollectionAppendTest::test_replace_one_simple tests/test_collection.py::FileCollectionAppendTest::test_update tests/test_collection.py::FileCollectionAppendTest::test_update_collision tests/test_collection.py::FileCollectionAppendTest::test_write_and_flush tests/test_collection.py::FileCollectionAppendTest::test_write_flush_and_reopen tests/test_collection.py::BinaryFileCollectionAppendTest::test_buffer_size tests/test_collection.py::BinaryFileCollectionAppendTest::test_clear tests/test_collection.py::BinaryFileCollectionAppendTest::test_contains tests/test_collection.py::BinaryFileCollectionAppendTest::test_copy tests/test_collection.py::BinaryFileCollectionAppendTest::test_delete tests/test_collection.py::BinaryFileCollectionAppendTest::test_delete_one tests/test_collection.py::BinaryFileCollectionAppendTest::test_file_size tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_arithmetic_operators tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_array_operators tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_exists_operator tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_int_float tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_logical_operators tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_near tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_nested tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_one tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_regular_expression tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_type_expression tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_type_integer_values_identical_keys tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_types tests/test_collection.py::BinaryFileCollectionAppendTest::test_find_where_expression tests/test_collection.py::BinaryFileCollectionAppendTest::test_index tests/test_collection.py::BinaryFileCollectionAppendTest::test_init tests/test_collection.py::BinaryFileCollectionAppendTest::test_init_with_list_with_and_without_ids tests/test_collection.py::BinaryFileCollectionAppendTest::test_init_with_list_with_ids_non_sequential tests/test_collection.py::BinaryFileCollectionAppendTest::test_init_with_list_with_ids_sequential tests/test_collection.py::BinaryFileCollectionAppendTest::test_init_with_list_without_ids tests/test_collection.py::BinaryFileCollectionAppendTest::test_init_with_non_serializable tests/test_collection.py::BinaryFileCollectionAppendTest::test_insert tests/test_collection.py::BinaryFileCollectionAppendTest::test_insert_and_remove tests/test_collection.py::BinaryFileCollectionAppendTest::test_insert_docs_with_dots 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