[DATALAD RUNCMD] Do interactive fixing of some ambigous typos

=== Do not change lines below ===
{
 "chain": [],
 "cmd": "codespell -w -i 3 -C 2",
 "exit": 0,
 "extra_inputs": [],
 "inputs": [],
 "outputs": [],
 "pwd": "."
}
^^^ Do not change lines above ^^^

Author: yarikoptic

doc/discussion/time_series_access.rst

@@ -47,7 +47,7 @@ smaller.
 ~~~~~~~~~~~~~~~~~~~~
 
 :func:`ut.index_at` returns the indices of the values in the array that are
-the largest time values, smaller thatn the input values t. That is, it returns i
+the largest time values, smaller than the input values t. That is, it returns i
 for which $t_i$ is the maximal one, which still fulfills: $t_i<t$.  
 
 Questions
@@ -56,7 +56,7 @@ The following questions apply to all three cases:
 
 * what happens when the t is smaller than the smallest entry in the array
   return None?
-* what happens when t is larget than the last entry in the time array? return
+* what happens when t is larger than the last entry in the time array? return
   None?
 
 :func:`at`

nitime/__init__.py

@@ -13,7 +13,7 @@
 - ``analysis``: Contains *Analyzer* objects, which implement particular
   analysis methods on the time-series objects
 
-- ``viz``: Vizualization
+- ``viz``: Visualization
 
 All of the sub-modules will be imported as part of ``__init__``, so that users
 have all of these things at their fingertips.

nitime/algorithms/tests/test_autoregressive.py

@@ -61,7 +61,7 @@ def test_AR_LD():
     """
 
     Test the Levinson Durbin estimate of the AR coefficients against the
-    expercted PSD
+    expected PSD
 
     """
     arsig, _, _ = utils.ar_generator(N=512)

nitime/viz.py

@@ -63,15 +63,15 @@ def plot_tseries(time_series, fig=None, axis=0,
     subplot: an axis number (if there are several in the figure to be opened),
         defaults to 0.
 
-    xticks: optional, list, specificies what values to put xticks on. Defaults
+    xticks: optional, list, specifies what values to put xticks on. Defaults
     to the matlplotlib-generated.
 
-    yticks: optional, list, specificies what values to put xticks on. Defaults
+    yticks: optional, list, specifies what values to put xticks on. Defaults
     to the matlplotlib-generated.
 
-    xlabel: optional, list, specificies what labels to put on xticks
+    xlabel: optional, list, specifies what labels to put on xticks
 
-    ylabel: optional, list, specificies what labels to put on yticks
+    ylabel: optional, list, specifies what labels to put on yticks
 
     yerror: optional, UniformTimeSeries with the same sampling_rate and number
     of samples and channels as time_series, the error will be displayed as a