DOC Fix typos (#9386)

taehoonlee · jnothman · commit 28ad450a4366 · 2017-07-17T15:51:46.000+10:00
diff --git a/doc/tutorial/machine_learning_map/svg2imagemap.py b/doc/tutorial/machine_learning_map/svg2imagemap.py
@@ -4,7 +4,7 @@
 This script converts a subset of SVG into an HTML imagemap
 
 Note *subset*.  It only handles <path> elements, for which it only pays
-attention to the M and L commands.  Futher, it only notices the "translate"
+attention to the M and L commands.  Further, it only notices the "translate"
 transform.
 
 It was written to generate the examples in the documentation for maphilight,
diff --git a/examples/covariance/plot_covariance_estimation.py b/examples/covariance/plot_covariance_estimation.py
@@ -98,7 +98,7 @@
 # Plot results
 fig = plt.figure()
 plt.title("Regularized covariance: likelihood and shrinkage coefficient")
-plt.xlabel('Regularizaton parameter: shrinkage coefficient')
+plt.xlabel('Regularization parameter: shrinkage coefficient')
 plt.ylabel('Error: negative log-likelihood on test data')
 # range shrinkage curve
 plt.loglog(shrinkages, negative_logliks, label="Negative log-likelihood")
diff --git a/sklearn/mixture/gmm.py b/sklearn/mixture/gmm.py
@@ -781,7 +781,7 @@ def _validate_covars(covars, covariance_type, n_components):
                          "'spherical', 'tied', 'diag', 'full'")
 
 
-@deprecated("The functon distribute_covar_matrix_to_match_covariance_type"
+@deprecated("The function distribute_covar_matrix_to_match_covariance_type"
             "is deprecated in 0.18 and will be removed in 0.20.")
 def distribute_covar_matrix_to_match_covariance_type(
         tied_cv, covariance_type, n_components):
