diff --git a/doc/changelog.rst b/doc/changelog.rst
index ab43f27..b52e1fa 100644
--- a/doc/changelog.rst
+++ b/doc/changelog.rst
@@ -1,10 +1,29 @@
 Changelog
 =========
 
+v0.5.1
+------
+*(2018-15-10)*
+
+Bug Fixes
+*********
+
+- Fixed issue with :class:`~mizani.breaks.log_breaks`, so that it does
+  not fail needlessly when the limits in the (0, 1) range.
+
+Enhancements
+************
+
+- Changed :class:`~mizani.formatters.log_format` to return better
+  formatted breaks.
+
 v0.5.0
 ------
 *(2018-11-10)*
 
+.. image:: https://zenodo.org/badge/DOI/10.5281/zenodo.62319878.svg
+   :target: https://doi.org/10.5281/zenodo.62319878
+
 API Changes
 ***********
 
diff --git a/mizani/breaks.py b/mizani/breaks.py
index e21a8e1..bdaff96 100644
--- a/mizani/breaks.py
+++ b/mizani/breaks.py
@@ -110,6 +110,8 @@ class log_breaks:
     array([     100,     1000,    10000,   100000,  1000000])
     >>> log_breaks(2)(limits)
     array([   100, 100000])
+    >>> log_breaks()([0.1, 1])
+    array([0.1, 0.3, 1. , 3. ])
     """
 
     def __init__(self, n=5, base=10):
@@ -139,6 +141,10 @@ def __call__(self, limits):
         _min = int(np.floor(rng[0]))
         _max = int(np.ceil(rng[1]))
 
+        # numpy arrays with -ve number(s) and of dtype=int
+        # cannot be powers i.e. base ** arr fails
+        dtype = float if _min < 0 or _max < 0 else int
+
         if _max == _min:
             return base ** _min
 
@@ -148,7 +154,7 @@ def __call__(self, limits):
         # _log_sub_breaks
         by = int(np.floor((_max-_min)/n)) + 1
         for step in range(by, 0, -1):
-            breaks = base ** np.arange(_min, _max+1, step=step)
+            breaks = base ** np.arange(_min, _max+1, step=step, dtype=dtype)
             relevant_breaks = (
                 (limits[0] <= breaks) &
                 (breaks <= limits[1])
@@ -189,6 +195,7 @@ def __call__(self, limits):
         rng = np.log(limits)/np.log(base)
         _min = int(np.floor(rng[0]))
         _max = int(np.ceil(rng[1]))
+        dtype = float if _min < 0 or _max < 0 else int
         steps = [1]
 
         def delta(x):
@@ -216,7 +223,7 @@ def delta(x):
             candidate = np.delete(candidate, best)
 
             breaks = np.outer(
-                base ** np.arange(_min, _max+1), steps).ravel()
+                base ** np.arange(_min, _max+1, dtype=dtype), steps).ravel()
             relevant_breaks = (
                 (limits[0] <= breaks) & (breaks <= limits[1]))
 
diff --git a/mizani/formatters.py b/mizani/formatters.py
index 7043c95..c4cd6e3 100644
--- a/mizani/formatters.py
+++ b/mizani/formatters.py
@@ -442,9 +442,20 @@ def __call__(self, x):
         out : list
             List of strings.
         """
+        def _as_integers(x):
+            """
+            Try converting all numbers to integers
+            """
+            nums = [np.round(i, 11) for i in x]
+            if np.all([float(i).is_integer() for i in nums]):
+                return [int(i) for i in nums]
+            return x
+
         if len(x) == 0:
             return []
 
+        x = _as_integers(x)
+
         # Decide on using exponents
         if self.base == 10:
             # Order of magnitude of the minimum and maximum
@@ -452,13 +463,15 @@ def __call__(self, x):
             dmax = np.log(np.max(x))/np.log(self.base)
             if same_log10_order_of_magnitude((dmin, dmax)):
                 return mpl_format()(x)
-
+            all_multiples = np.all(
+                [np.log10(num).is_integer() for num in x])
             has_small_number = dmin < -3
             has_large_number = dmax > 3
             has_large_range = (dmax - dmin) > self.exponent_threshold
-            use_exponent = (has_small_number or
-                            has_large_number or
-                            has_large_range)
+            use_exponent = (all_multiples and
+                            (has_small_number or
+                             has_large_number or
+                             has_large_range))
         else:
             use_exponent = False
         return [self._format_num(num, use_exponent) for num in x]
diff --git a/mizani/tests/test_formatters.py b/mizani/tests/test_formatters.py
index 0d21cbf..f78936c 100644
--- a/mizani/tests/test_formatters.py
+++ b/mizani/tests/test_formatters.py
@@ -84,11 +84,10 @@ def test_log_format():
     assert formatter([0.001, 0.1, 1000]) == ['1e-3', '1e-1', '1e3']
     assert formatter([35, 60]) == ['35', '60']
     assert formatter([34.99999999999, 60.0000000001]) == ['35', '60']
+    assert formatter([3000.0000000000014, 4999.999999999999]) == \
+        ['3000', '5000']
     assert formatter([1, 35, 60, 1000]) == ['1', '35', '60', '1000']
-    assert formatter([1, 35, 60, 10000]) == ['1', '', '', '1e4']
-
-    formatter = log_format()
-    assert formatter([1, 35, 60, 10000]) == ['1', '', '', '1e4']
+    assert formatter([1, 35, 60, 10000]) == ['1', '35', '60', '10000']
 
     formatter = log_format(base=2)
     assert formatter([1, 10, 11, 1011]) == ['1', '10', '11', '1011']