DOC: Spelling changes

Fix multiple spelling errors

Author: bashtage

README.md

@@ -12,7 +12,7 @@ generators in Python and NumPy.
 
 ## Compatibility Warning
 
-`RandomGenerator` does notsupports Box-Muller normal variates and so it not
+`RandomGenerator` does not support Box-Muller normal variates and so it not
 100% compatible with NumPy (or randomstate). Box-Muller normals are slow
 to generate and all functions which previously relied on Box-Muller
 normals now use the faster Ziggurat implementation. If you require backward
@@ -128,7 +128,7 @@ the RNG._
 
 ## Version
 The version matched the latest version of NumPy where 
-`RandoMGenerator(MT19937())` passes all NumPy test.
+`RandomGenerator(MT19937())` passes all NumPy test.
 
 ## Documentation
 

README.rst

@@ -12,7 +12,7 @@ generators in Python and NumPy.
 Compatibility Warning
 ---------------------
 
-``RandomGenerator`` does notsupports Box-Muller normal variates and so
+``RandomGenerator`` does not support Box-Muller normal variates and so
 it not 100% compatible with NumPy (or randomstate). Box-Muller normals
 are slow to generate and all functions which previously relied on
 Box-Muller normals now use the faster Ziggurat implementation. If you
@@ -140,7 +140,7 @@ Version
 -------
 
 The version matched the latest version of NumPy where
-``RandoMGenerator(MT19937())`` passes all NumPy test.
+``RandomGenerator(MT19937())`` passes all NumPy test.
 
 Documentation
 -------------

doc/source/change-log.rst

@@ -4,6 +4,7 @@ Change Log
 Changes since v1.14
 ===================
 
+- Added absolute_import to avoid import noise on Python 2.7
 - Add legacy generator which allows NumPy replication
 - Improve type handling of integers
 - Switch to array-fillers for 0 parameter distribution to improve performance

randomgen/dsfmt.pyx

@@ -86,7 +86,7 @@ cdef class DSFMT:
     Notes
     -----
     ``DSFMT`` directly provides generators for doubles, and unsigned 32 and 64-
-    bit integers [1]_ . These are not firectly available and must be consumed
+    bit integers [1]_ . These are not directly available and must be consumed
     via a ``RandomGenerator`` object.
 
     The Python stdlib module "random" also contains a Mersenne Twister
@@ -313,7 +313,7 @@ cdef class DSFMT:
     @property
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------

randomgen/generator.pyx

@@ -85,7 +85,7 @@ cdef class RandomGenerator:
     >>> from randomgen import MT19937
     >>> rg = RandomGenerator(MT19937())
 
-    The generator is also directly avialable from basic RNGs
+    The generator is also directly available from basic RNGs
 
     >>> rg = MT19937().generator
     >>> rg.standard_normal()
@@ -375,7 +375,7 @@ cdef class RandomGenerator:
         .. math:: f(x; a,b) = \\frac{1}{B(\\alpha, \\beta)} x^{\\alpha - 1}
                                                          (1 - x)^{\\beta - 1},
 
-        where the normalisation, B, is the beta function,
+        where the normalization, B, is the beta function,
 
         .. math:: B(\\alpha, \\beta) = \\int_0^1 t^{\\alpha - 1}
                                      (1 - t)^{\\beta - 1} dt.

randomgen/legacy/_legacy.pyx

@@ -34,7 +34,7 @@ cdef class _LegacyGenerator:
     numbers for a set of distributions where the method used to produce random
     samples has changed. Three core generators have changed: normal, exponential
     and gamma. These have been replaced by faster Ziggurat-based methods in 
-    ``RadnomGenerator``. ``_LegacyGenerator`` retains the slower methods
+    ``RandomGenerator``. ``_LegacyGenerator`` retains the slower methods
     to produce samples from these distributions as well as from distributions
     that depend on these such as the Chi-square, power or Weibull.
      

randomgen/mt19937.pyx

@@ -61,7 +61,7 @@ cdef class MT19937:
     Notes
     -----
     ``MT19937`` directly provides generators for doubles, and unsigned 32 and 64-
-    bit integers [1]_ . These are not firectly available and must be consumed
+    bit integers [1]_ . These are not directly available and must be consumed
     via a ``RandomGenerator`` object.
 
     The Python stdlib module "random" also contains a Mersenne Twister
@@ -299,7 +299,7 @@ cdef class MT19937:
     @property
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------

randomgen/pcg32.pyx

@@ -327,7 +327,7 @@ cdef class PCG32:
     @property
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------

randomgen/pcg64.pyx

@@ -386,7 +386,7 @@ cdef class PCG64:
     @property
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------

randomgen/philox.pyx

@@ -394,7 +394,7 @@ cdef class Philox:
 
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------

randomgen/threefry.pyx

@@ -99,8 +99,8 @@ cdef class ThreeFry:
     ``ThreeFry`` can be used in parallel applications by
     calling the method ``jump`` which advances the state as-if
     :math:`2^{128}` random numbers have been generated. Alternatively,
-    ``advance`` can be used to advance the counter for an abritrary number of
-    positive steps in [0, 2**256). When using ``jump``, all generators should
+    ``advance`` can be used to advance the counter for an any 
+    positive step in [0, 2**256). When using ``jump``, all generators should
     be initialized with the same seed to ensure that the segments come from
     the same sequence. Alternatively, ``ThreeFry`` can be used
     in parallel applications by using a sequence of distinct keys where each
@@ -387,7 +387,7 @@ cdef class ThreeFry:
 
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------

randomgen/threefry32.pyx

@@ -382,7 +382,7 @@ cdef class ThreeFry32:
 
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------

randomgen/xoroshiro128.pyx

@@ -273,7 +273,7 @@ cdef class Xoroshiro128:
     @property
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------

randomgen/xorshift1024.pyx

@@ -306,7 +306,7 @@ cdef class Xorshift1024:
     @property
     def ctypes(self):
         """
-        Cytpes interface
+        Ctypes interface
 
         Returns
         -------