Typo fixes

NEWS.txt

@@ -33,9 +33,9 @@ New Features
 Sparse Sandbox Addition (Not reviewed/documented/tested, but used by some people)
  * They are all in the theano.sparse.sandbox.sp2 module
  * Op class: Cast, Poisson, Multinomial, EliminateZeros, Sum, Binomial
- * Op class: SamplingDot, SamplingDotCsr(inserted automatically)
- * Op function: structured_sigmoid, structured_exp, structured_pow, structured_minimum,
- * Op class: StructuredAddSV, StrucutedAddSVCSR(inserted automatically)
+ * Op class: SamplingDot, SamplingDotCsr (inserted automatically)
+ * Op function: structured_sigmoid, structured_exp, structured_pow, structured_minimum
+ * Op class: StructuredAddSV, StrucutedAddSVCSR (inserted automatically)
  * opt: local_sampling_dot_csr, local_structured_add_s_v
 
 Internal changes

doc/dev_start_guide.txt

@@ -317,13 +317,13 @@ bindings to work only on Python files.
 Emacs
 ~~~~~
 
-There is an **excellent** system to configure emacs for python:
+There is an **excellent** system to configure emacs for Python:
 `emacs-for-python
 <https://github.com/gabrielelanaro/emacs-for-python>`_. It gathers many
 emacs config into one, and modifies them to behave together nicely. You
-can use it to check for pep8 compliance and for python syntax errors.
+can use it to check for pep8 compliance and for Python syntax errors.
 
-To install it on linux, you can do like this:
+To install it on Linux, you can do like this:
 
 .. code-block:: bash
 

theano/compile/profiling.py

@@ -46,7 +46,7 @@ def _atexit_print_fn():
     if len(_atexit_print_list) > 1:
     # Make a global profile
         cum = copy.copy(_atexit_print_list[0])
-        cum.message = "Sum of all printed profile at exit"
+        cum.message = "Sum of all printed profiles at exit"
         for ps in _atexit_print_list[1:]:
 #        for ps in [ps for ps in _atexit_print_list[1:]
 #                   if not isinstance(ps, ScanProfileStats)]:
@@ -202,7 +202,7 @@ class ProfileStats(object):
         if op_flops:
             flops_msg = ' <MFlops/s>'
             print ('\nHACK WARNING: we print the flops for some OP, but the'
-                   ' logic don\' always work. You need to know the internal'
+                   ' logic does not always work. You need to know the internal'
                    ' of Theano to make it work correctly.'
                    ' Otherwise don\'t use!')
         print ('\nOp-wise summary:'

theano/gof/cc.py

@@ -415,7 +415,7 @@ class CLinker(link.Linker):
         # list(env.variables)
         self.variables = graph.variables(self.inputs, self.outputs)
         # The orphans field is listified to ensure a consistent order.
- #list(env.orphans.difference(self.outputs))
+        #list(env.orphans.difference(self.outputs))
         self.orphans = list(r for r in self.variables
                             if isinstance(r, graph.Value) and
                             r not in self.inputs)