I don’t know rst

README.rst

@@ -35,65 +35,62 @@ Usage
 
 Basic entity detection and matching for built-in types.
 
-```python
-
->>> import match
->>> match.detect_type('608-555-5555')
-(1, PhoneNumberType)
->>> match.detect_type('joe.van.gogh@example.com')
-(1, EmailType)
->>> match.detect_type('John R. Smith')
-(.95, FullNameType)
->>> match.detect_type('Hi, how are you?')
-(1, StringType)
-
->>> match.score_similarity('Jonathon R. Smith', 'john r smith')
-(.92, FullNameType)
->>> match.score_similarity('123 easy st, NY, NY', '123 Easy Street, New York City')
-(.98, AddressType)
->>> match.score_similarity('Hi, how are you Joe?', 'hi how are you doing joe?')
-(.81, StringType)
->>> match.score_similarity_as_type('608-555-5555', '608-555-5554', 'phonenumber')
-.0
->>> match.score_similarity_as_type('608-555-5555', '608-555-5554', 'string')
-.9
-
->>> match.parse('608-555-5555')
-('+1 608 555 5555', PhoneNumberType)
->>> match.parse(' march 3rd, 1997', to_object=True)
-(datetime.datetime(1997, 3, 3), DateTimeType)
->>> match.parse_as_type(' march 3rd, 1997', 'email')
-None
-
-```
+.. code:: python
+
+    >>> import match
+    >>> match.detect_type('608-555-5555')
+    (1, PhoneNumberType)
+    >>> match.detect_type('joe.van.gogh@example.com')
+    (1, EmailType)
+    >>> match.detect_type('John R. Smith')
+    (.95, FullNameType)
+    >>> match.detect_type('Hi, how are you?')
+    (1, StringType)
+
+    >>> match.score_similarity('Jonathon R. Smith', 'john r smith')
+    (.92, FullNameType)
+    >>> match.score_similarity('123 easy st, NY, NY', '123 Easy Street, New York City')
+    (.98, AddressType)
+    >>> match.score_similarity('Hi, how are you Joe?', 'hi how are you doing joe?')
+    (.81, StringType)
+    >>> match.score_similarity_as_type('608-555-5555', '608-555-5554', 'phonenumber')
+    .0
+    >>> match.score_similarity_as_type('608-555-5555', '608-555-5554', 'string')
+    .9
+
+    >>> match.parse('608-555-5555')
+    ('+1 608 555 5555', PhoneNumberType)
+    >>> match.parse(' march 3rd, 1997', to_object=True)
+    (datetime.datetime(1997, 3, 3), DateTimeType)
+    >>> match.parse_as_type(' march 3rd, 1997', 'email')
+    None
+
 
 Probabilistic matching, based on frequencies in a given corpus.
 
-```python
+.. code:: python
 
->>> from match import similarities
->>> import random
->>> corpus = random.sample('a'*10000 + ' '*10000 + 'b'*1000 + 'c'*100 + 'd'*10, k=21110)
->>> psim = similarities.ProbabilisticNgramSimilarity(corpus, grams=2)
->>> psim.similarity('ab ba c', 'ab ba d') # Lower similarity since 'a' is common
-.6
->>> psim.similarity('db bd c', 'db bd a') # Higher similarity since 'd' is rare
-.8
+    >>> from match import similarities
+    >>> import random
+    >>> corpus = random.sample('a'*10000 + ' '*10000 + 'b'*1000 + 'c'*100 + 'd'*10, k=21110)
+    >>> psim = similarities.ProbabilisticNgramSimilarity(corpus, grams=2)
+    >>> psim.similarity('ab ba c', 'ab ba d') # Lower similarity since 'a' is common
+    .6
+    >>> psim.similarity('db bd c', 'db bd a') # Higher similarity since 'd' is rare
+    .8
 
-```
 
 Custom types
 
-```python
+.. code:: python
 
->>> from match.similarity import ProbabilisticDiceCoefficient
->>> corpus = ''.join(['cheddar', 'brie', 'guyere', 'mozzarella', 'parmesian', 'jack', 'colby'])
->>> cheese_sim = ProbabilisticDiceCoefficient(corpus)
->>> match.add_type('cheese', StringType(similarity_measure=cheese_sim))
->>> match.detect_type('colby jack')
-(.8, 'cheese')
+    >>> from match.similarity import ProbabilisticDiceCoefficient
+    >>> corpus = ''.join(['cheddar', 'brie', 'guyere', 'mozzarella', 'parmesian', 'jack', 'colby'])
+    >>> cheese_sim = ProbabilisticDiceCoefficient(corpus)
+    >>> match.add_type('cheese', StringType(similarity_measure=cheese_sim))
+    >>> match.detect_type('colby jack')
+    (.8, 'cheese')
 
-```
 
 Credits
 ---------