Update docstring on read_schema.

src/python/docs/docstrings/AveragedPerceptronBinaryClassifier.txt

@@ -47,7 +47,7 @@
             `Large Margin Classification Using the Perceptron Algorithm
             <http://citeseer.ist.psu.edu/viewdoc/summary?doi=10.1.1.48.8200>`_
 
-             `Discriminative Training Methods for Hidden Markov Models
+            `Discriminative Training Methods for Hidden Markov Models
             <http://citeseer.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.6725>`_
 
 
@@ -89,4 +89,4 @@
     Example:
        .. literalinclude:: /../nimbusml/examples/AveragedPerceptronBinaryClassifier.py
                :language: python
-    """
+    """

src/python/nimbusml/internal/core/linear_model/averagedperceptronbinaryclassifier.py

@@ -69,7 +69,7 @@ class AveragedPerceptronBinaryClassifier(
             `Large Margin Classification Using the Perceptron Algorithm
             <http://citeseer.ist.psu.edu/viewdoc/summary?doi=10.1.1.48.8200>`_
 
-             `Discriminative Training Methods for Hidden Markov Models
+            `Discriminative Training Methods for Hidden Markov Models
             <http://citeseer.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.6725>`_
 
 

src/python/nimbusml/internal/utils/data_schema.py

@@ -682,19 +682,22 @@ def read_schema(*data, **options):
         """
         Infers the schema of a data view.
 
-        :param data: features, labels, weights, groups
+        :param data: features, labels, weights, groups 
+        :param collapse: (False by default), collapse columns for of the same type
+          if it follows *read_csv* function. Use internal structure of a
+          dataframe. If ``collapse* == 'all'``,
+          the method collapses all columns not specified in parameter *names*.
+        :param sep: string value of file seperation character (for example: ',')
+        :param header: whether the data has a header row; defaults to True 
+        :param dtype: change dtype of specific columns; takes dictionary of column
+          names mapped to desired dtype
+        :param numeric_dtype: if not None, changes all numeric types into this type
+        :param names: specify new names for columns; takes dictionary of column
+          index mapped to desired name
         :param ind: first column index (in case DataFrame are concatenated)
         :param tool: `'pandas'` or `'nimbusml'`
-        :param options: additional options
         :return: schema as a string
 
-        Additional options:
-
-        * collapse: (False by default), collapse columns for of the same type
-          if it follows *read_csv* function. Use internal structure of a
-          dataframe. If ``collapse* == 'all'``,
-          the method collapses all columns not specified in parameter *names*.
-        * numeric_dtype: if not None, changes all numeric types into this type
         """
         if isinstance(options.get('dtype', None), dict) and \
                 options.get('numeric_dtype', None):

src/python/nimbusml/linear_model/averagedperceptronbinaryclassifier.py

@@ -69,7 +69,7 @@ class AveragedPerceptronBinaryClassifier(
             `Large Margin Classification Using the Perceptron Algorithm
             <http://citeseer.ist.psu.edu/viewdoc/summary?doi=10.1.1.48.8200>`_
 
-             `Discriminative Training Methods for Hidden Markov Models
+            `Discriminative Training Methods for Hidden Markov Models
             <http://citeseer.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.6725>`_