@@ -47,11 +47,11 @@ Next example gives an idea on how a docstring looks like:
4747
4848 Examples
4949 --------
50- >>> add(2, 2)
50+ >>> add(2, 2) # noqa F821
5151 4
52- >>> add(25, 0)
52+ >>> add(25, 0) # noqa F821
5353 25
54- >>> add(10, -10)
54+ >>> add(10, -10) # noqa F821
5555 0
5656 """
5757 return num1 + num2
@@ -187,7 +187,7 @@ infinitive verb.
187187
188188.. code-block :: python
189189
190- def astype (dtype ):
190+ def astype (dtype ): # noqa F811
191191 """
192192 Casts Series type.
193193
@@ -197,7 +197,7 @@ infinitive verb.
197197
198198 .. code-block :: python
199199
200- def astype (dtype ):
200+ def astype (dtype ): # noqa F811
201201 """
202202 Method to cast Series type.
203203
@@ -207,7 +207,7 @@ infinitive verb.
207207
208208 .. code-block :: python
209209
210- def astype (dtype ):
210+ def astype (dtype ): # noqa F811
211211 """
212212 Cast Series type
213213
@@ -217,7 +217,7 @@ infinitive verb.
217217
218218 .. code-block :: python
219219
220- def astype (dtype ):
220+ def astype (dtype ): # noqa F811
221221 """
222222 Cast Series type from its current type to the new type defined in
223223 the parameter dtype.
@@ -322,7 +322,7 @@ would be used, then we will specify "str, int or None, default None".
322322
323323.. code-block :: python
324324
325- class Series :
325+ class Series : # noqa F811
326326 def plot (self , kind , ** kwargs ):
327327 """
328328 Generate a plot.
@@ -457,12 +457,14 @@ For example, with a single value:
457457 float
458458 Random number generated.
459459 """
460- return random.random()
460+ return np. random.random()
461461
462462 With more than one value:
463463
464464.. code-block :: python
465465
466+ import string
467+
466468 def random_letters ():
467469 """
468470 Generate and return a sequence of random letters.
@@ -477,8 +479,8 @@ With more than one value:
477479 letters : str
478480 String of random letters.
479481 """
480- length = random.randint(1 , 10 )
481- letters = ' ' .join(random.choice(string.ascii_lowercase)
482+ length = np. random.randint(1 , 10 )
483+ letters = ' ' .join(np. random.choice(string.ascii_lowercase)
482484 for i in range (length))
483485 return length, letters
484486
@@ -499,7 +501,7 @@ If the method yields its value:
499501 Random number generated.
500502 """
501503 while True :
502- yield random.random()
504+ yield np. random.random()
503505
504506 .. _docstring.see_also :
505507
@@ -558,7 +560,7 @@ For example:
558560
559561.. code-block :: python
560562
561- class Series :
563+ class Series : # noqa F811
562564 def head (self ):
563565 """
564566 Return the first 5 elements of the Series.
@@ -776,7 +778,7 @@ positional arguments ``head(3)``.
776778
777779 Examples
778780 --------
779- >>> s = pd.Series('Antelope', 'Lion', 'Zebra', numpy .nan)
781+ >>> s = pd.Series('Antelope', 'Lion', 'Zebra', np .nan)
780782 >>> s.contains(pattern='a')
781783 0 False
782784 1 False
@@ -834,7 +836,7 @@ positional arguments ``head(3)``.
834836 --------
835837 >>> import numpy as np
836838 >>> import pandas as pd
837- >>> df = pd.DataFrame(numpy .random.randn(3, 3),
839+ >>> df = pd.DataFrame(np .random.randn(3, 3),
838840 ... columns=('a', 'b', 'c'))
839841 >>> df.method(1)
840842 21
@@ -909,7 +911,7 @@ plot will be generated automatically when building the documentation.
909911
910912.. code-block :: python
911913
912- class Series :
914+ class Series : # noqa F811
913915 def plot (self ):
914916 """
915917 Generate a plot with the `Series` data.
@@ -953,15 +955,15 @@ substitute the children's class names in this docstring.
953955
954956
955957 class ChildA (Parent ):
956- @Substitution (klass = " ChildA" )
957- @Appender (Parent.my_function.__doc__ )
958+ @Substitution (klass = " ChildA" ) # noqa F821
959+ @Appender (Parent.my_function.__doc__ ) # noqa F821
958960 def my_function (self ):
959961 ...
960962
961963
962964 class ChildB (Parent ):
963- @Substitution (klass = " ChildB" )
964- @Appender (Parent.my_function.__doc__ )
965+ @Substitution (klass = " ChildB" ) # noqa F821
966+ @Appender (Parent.my_function.__doc__ ) # noqa F821
965967 def my_function (self ):
966968 ...
967969
@@ -990,7 +992,7 @@ You can substitute and append in one shot with something like
990992
991993.. code-block :: python
992994
993- @Appender (template % _shared_doc_kwargs)
995+ @Appender (template % _shared_doc_kwargs) # noqa F821
994996 def my_function (self ):
995997 ...
996998
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