diff --git a/__pycache__/converters.cpython-36.pyc b/__pycache__/converters.cpython-36.pyc
index fc0de87..d8aff55 100644
Binary files a/__pycache__/converters.cpython-36.pyc and b/__pycache__/converters.cpython-36.pyc differ
diff --git a/__pycache__/models.cpython-36.pyc b/__pycache__/models.cpython-36.pyc
index 7deb95c..574e4fd 100644
Binary files a/__pycache__/models.cpython-36.pyc and b/__pycache__/models.cpython-36.pyc differ
diff --git a/converters.py b/converters.py
index 91b1f2e..f39e046 100644
--- a/converters.py
+++ b/converters.py
@@ -1,3 +1,18 @@
+"""
+
+fields for converted transcript:
+
+    wordStart
+    wordEnd
+    word
+    confidence
+    index
+    alwaysCapitalized
+    puncBefore
+    puncAfter
+
+"""
+
 from decimal import Decimal
 from typing import Dict, Union, List
 
@@ -8,23 +23,38 @@ def speechmatics_converter(data: Dict[str, Union[Dict[str, str], List[Dict[str,
     converted_words = []
     words = data['words']
     tagged_words = tag_words([w['name'] for w in words])
+    punc_before = False
+    punc_after = False
+    num_words = len(words)
 
     for index, w in enumerate(words):
-        word_start = Decimal(w['time'])
-        word_end = word_start + Decimal(w['duration'])
-        confidence = Decimal(w['confidence'])
+        word_start = float(w['time'])
+        word_end = word_start + float(w['duration'])
+        confidence = float(w['confidence'])
         word = w['name']
-        space = '' if word == '.' else ' '
+        if word == '.':
+            continue
         is_proper_noun = tagged_words[index][1] in PROPER_NOUN_TAGS
+
+        next_word = None
+        if index < num_words - 1:
+            next_word = words[index + 1]['name']
+        if next_word == '.':
+            punc_after = '.'
+
         converted_words.append({
             'wordStart': word_start,
             'wordEnd': word_end,
             'confidence': confidence,
             'word': word,
-            'space': space,
             'alwaysCapitalized': is_proper_noun or word == 'I',
             'index': index,
+            'puncAfter': punc_after,
+            'puncBefore': punc_before,
         })
+
+        punc_after = False
+
     return converted_words
 
 
diff --git a/models.py b/models.py
index bda7729..81f9a0d 100644
--- a/models.py
+++ b/models.py
@@ -10,13 +10,6 @@ class TranscriptConverter:
         self.path = path
         with open(path, 'r') as fin:
             self.words = converters[format_name](json.load(fin))
-            # wordStart
-            # wordEnd
-            # word
-            # confidence
-            # index
-            # space
-            # alwaysCapitalized
 
     def to_json(self):
         return json.dumps(self.words, indent=4)
diff --git a/transcript.json b/transcript.json
new file mode 100644
index 0000000..eda079e
--- /dev/null
+++ b/transcript.json
@@ -0,0 +1,2643 @@
+{
+  "job": {
+    "lang": "en-US", 
+    "user_id": 2262, 
+    "name": "judith_butler_youtube_Bo7o2LYATDc.m4a", 
+    "duration": 180, 
+    "created_at": "Wed Oct 10 17:14:38 2018", 
+    "id": 9531556
+  }, 
+  "speakers": [
+    {
+      "duration": "10.24", 
+      "confidence": null, 
+      "name": "F1", 
+      "time": "1.29"
+    }, 
+    {
+      "duration": "164.77", 
+      "confidence": null, 
+      "name": "F2", 
+      "time": "11.55"
+    }
+  ], 
+  "words": [
+    {
+      "duration": "0.12", 
+      "confidence": "0.980", 
+      "name": "It's", 
+      "time": "1.29"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "1.000", 
+      "name": "one", 
+      "time": "1.41"
+    }, 
+    {
+      "duration": "0.21", 
+      "confidence": "1.000", 
+      "name": "thing", 
+      "time": "1.56"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "to", 
+      "time": "1.77"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "say", 
+      "time": "1.89"
+    }, 
+    {
+      "duration": "0.27", 
+      "confidence": "1.000", 
+      "name": "that", 
+      "time": "2.22"
+    }, 
+    {
+      "duration": "0.19", 
+      "confidence": "0.560", 
+      "name": "gender", 
+      "time": "2.51"
+    }, 
+    {
+      "duration": "0.26", 
+      "confidence": "0.480", 
+      "name": "is", 
+      "time": "2.71"
+    }, 
+    {
+      "duration": "0.81", 
+      "confidence": "1.000", 
+      "name": "performed", 
+      "time": "2.97"
+    }, 
+    {
+      "duration": "0.09", 
+      "confidence": "0.990", 
+      "name": "and", 
+      "time": "3.90"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "that's", 
+      "time": "3.99"
+    }, 
+    {
+      "duration": "0.06", 
+      "confidence": "1.000", 
+      "name": "a", 
+      "time": "4.17"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "little", 
+      "time": "4.23"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "different", 
+      "time": "4.41"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "from", 
+      "time": "4.74"
+    }, 
+    {
+      "duration": "0.21", 
+      "confidence": "0.890", 
+      "name": "saying", 
+      "time": "4.92"
+    }, 
+    {
+      "duration": "0.30", 
+      "confidence": "1.000", 
+      "name": "gender", 
+      "time": "5.13"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "0.810", 
+      "name": "is", 
+      "time": "5.43"
+    }, 
+    {
+      "duration": "0.84", 
+      "confidence": "1.000", 
+      "name": "performative", 
+      "time": "5.58"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "when", 
+      "time": "6.42"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "1.000", 
+      "name": "we", 
+      "time": "6.54"
+    }, 
+    {
+      "duration": "0.21", 
+      "confidence": "1.000", 
+      "name": "say", 
+      "time": "6.69"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "gender", 
+      "time": "6.90"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "0.950", 
+      "name": "is", 
+      "time": "7.23"
+    }, 
+    {
+      "duration": "0.68", 
+      "confidence": "1.000", 
+      "name": "performed", 
+      "time": "7.35"
+    }, 
+    {
+      "duration": "0.30", 
+      "confidence": "1.000", 
+      "name": "we", 
+      "time": "8.04"
+    }, 
+    {
+      "duration": "0.45", 
+      "confidence": "1.000", 
+      "name": "usually", 
+      "time": "8.67"
+    }, 
+    {
+      "duration": "0.36", 
+      "confidence": "1.000", 
+      "name": "mean", 
+      "time": "9.12"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "that", 
+      "time": "9.48"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "0.960", 
+      "name": "we've", 
+      "time": "10.29"
+    }, 
+    {
+      "duration": "0.30", 
+      "confidence": "1.000", 
+      "name": "taken", 
+      "time": "10.44"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "on", 
+      "time": "10.74"
+    }, 
+    {
+      "duration": "0.06", 
+      "confidence": "1.000", 
+      "name": "a", 
+      "time": "10.86"
+    }, 
+    {
+      "duration": "0.57", 
+      "confidence": "0.990", 
+      "name": "role", 
+      "time": "10.92"
+    }, 
+    {
+      "duration": "0.04", 
+      "confidence": "0.590", 
+      "name": ".", 
+      "time": "11.49"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "0.870", 
+      "name": "We're", 
+      "time": "11.55"
+    }, 
+    {
+      "duration": "0.57", 
+      "confidence": "1.000", 
+      "name": "acting", 
+      "time": "11.82"
+    }, 
+    {
+      "duration": "0.21", 
+      "confidence": "1.000", 
+      "name": "in", 
+      "time": "12.39"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "some", 
+      "time": "12.60"
+    }, 
+    {
+      "duration": "0.48", 
+      "confidence": "1.000", 
+      "name": "way", 
+      "time": "12.93"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "and", 
+      "time": "14.70"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "that", 
+      "time": "14.88"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "0.710", 
+      "name": "are", 
+      "time": "15.06"
+    }, 
+    {
+      "duration": "0.52", 
+      "confidence": "1.000", 
+      "name": "acting", 
+      "time": "15.29"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "or", 
+      "time": "15.81"
+    }, 
+    {
+      "duration": "0.06", 
+      "confidence": "0.430", 
+      "name": "a", 
+      "time": "15.99"
+    }, 
+    {
+      "duration": "0.32", 
+      "confidence": "0.980", 
+      "name": "role", 
+      "time": "16.05"
+    }, 
+    {
+      "duration": "0.49", 
+      "confidence": "0.980", 
+      "name": "playing", 
+      "time": "16.37"
+    }, 
+    {
+      "duration": "0.45", 
+      "confidence": "1.000", 
+      "name": "is", 
+      "time": "16.86"
+    }, 
+    {
+      "duration": "0.54", 
+      "confidence": "1.000", 
+      "name": "crucial", 
+      "time": "17.88"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "to", 
+      "time": "18.42"
+    }, 
+    {
+      "duration": "0.27", 
+      "confidence": "1.000", 
+      "name": "the", 
+      "time": "18.60"
+    }, 
+    {
+      "duration": "0.54", 
+      "confidence": "1.000", 
+      "name": "gender", 
+      "time": "19.26"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "that", 
+      "time": "19.80"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "we", 
+      "time": "19.92"
+    }, 
+    {
+      "duration": "0.42", 
+      "confidence": "1.000", 
+      "name": "are", 
+      "time": "20.10"
+    }, 
+    {
+      "duration": "0.27", 
+      "confidence": "0.900", 
+      "name": "and", 
+      "time": "20.55"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "the", 
+      "time": "20.85"
+    }, 
+    {
+      "duration": "0.36", 
+      "confidence": "1.000", 
+      "name": "gender", 
+      "time": "21.03"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "that", 
+      "time": "21.39"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "we", 
+      "time": "21.51"
+    }, 
+    {
+      "duration": "0.46", 
+      "confidence": "1.000", 
+      "name": "present", 
+      "time": "21.69"
+    }, 
+    {
+      "duration": "0.08", 
+      "confidence": "0.910", 
+      "name": "to", 
+      "time": "22.15"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "the", 
+      "time": "22.23"
+    }, 
+    {
+      "duration": "0.36", 
+      "confidence": "1.000", 
+      "name": "world", 
+      "time": "22.35"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "to", 
+      "time": "23.58"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "1.000", 
+      "name": "say", 
+      "time": "23.70"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "0.950", 
+      "name": "the", 
+      "time": "23.85"
+    }, 
+    {
+      "duration": "0.34", 
+      "confidence": "0.800", 
+      "name": "genders", 
+      "time": "23.97"
+    }, 
+    {
+      "duration": "0.87", 
+      "confidence": "1.000", 
+      "name": "performative", 
+      "time": "24.33"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "is", 
+      "time": "25.20"
+    }, 
+    {
+      "duration": "0.06", 
+      "confidence": "1.000", 
+      "name": "a", 
+      "time": "25.71"
+    }, 
+    {
+      "duration": "0.27", 
+      "confidence": "1.000", 
+      "name": "little", 
+      "time": "25.77"
+    }, 
+    {
+      "duration": "0.42", 
+      "confidence": "1.000", 
+      "name": "different", 
+      "time": "26.04"
+    }, 
+    {
+      "duration": "0.57", 
+      "confidence": "1.000", 
+      "name": "because", 
+      "time": "26.49"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "for", 
+      "time": "28.29"
+    }, 
+    {
+      "duration": "0.30", 
+      "confidence": "1.000", 
+      "name": "something", 
+      "time": "28.41"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "1.000", 
+      "name": "to", 
+      "time": "28.71"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "1.000", 
+      "name": "be", 
+      "time": "28.86"
+    }, 
+    {
+      "duration": "0.81", 
+      "confidence": "1.000", 
+      "name": "performative", 
+      "time": "29.19"
+    }, 
+    {
+      "duration": "0.24", 
+      "confidence": "1.000", 
+      "name": "means", 
+      "time": "30.00"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "that", 
+      "time": "30.24"
+    }, 
+    {
+      "duration": "0.09", 
+      "confidence": "0.990", 
+      "name": "it", 
+      "time": "30.36"
+    }, 
+    {
+      "duration": "0.69", 
+      "confidence": "1.000", 
+      "name": "produces", 
+      "time": "30.75"
+    }, 
+    {
+      "duration": "0.06", 
+      "confidence": "1.000", 
+      "name": "a", 
+      "time": "31.53"
+    }, 
+    {
+      "duration": "0.39", 
+      "confidence": "1.000", 
+      "name": "series", 
+      "time": "31.59"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "of", 
+      "time": "31.98"
+    }, 
+    {
+      "duration": "0.60", 
+      "confidence": "1.000", 
+      "name": "effects", 
+      "time": "32.10"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "we", 
+      "time": "33.54"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "0.950", 
+      "name": "act", 
+      "time": "33.78"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "and", 
+      "time": "34.11"
+    }, 
+    {
+      "duration": "0.48", 
+      "confidence": "1.000", 
+      "name": "walk", 
+      "time": "34.56"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "and", 
+      "time": "35.04"
+    }, 
+    {
+      "duration": "0.48", 
+      "confidence": "1.000", 
+      "name": "speak", 
+      "time": "35.16"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "1.000", 
+      "name": "and", 
+      "time": "35.64"
+    }, 
+    {
+      "duration": "0.54", 
+      "confidence": "1.000", 
+      "name": "talk", 
+      "time": "35.91"
+    }, 
+    {
+      "duration": "0.18", 
+      "confidence": "1.000", 
+      "name": "in", 
+      "time": "36.45"
+    }, 
+    {
+      "duration": "0.39", 
+      "confidence": "1.000", 
+      "name": "ways", 
+      "time": "36.63"
+    }, 
+    {
+      "duration": "0.48", 
+      "confidence": "1.000", 
+      "name": "that", 
+      "time": "37.05"
+    }, 
+    {
+      "duration": "0.93", 
+      "confidence": "0.990", 
+      "name": "consolidate", 
+      "time": "38.82"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "an", 
+      "time": "39.75"
+    }, 
+    {
+      "duration": "0.72", 
+      "confidence": "1.000", 
+      "name": "impression", 
+      "time": "39.87"
+    }, 
+    {
+      "duration": "0.24", 
+      "confidence": "1.000", 
+      "name": "of", 
+      "time": "40.62"
+    }, 
+    {
+      "duration": "0.27", 
+      "confidence": "1.000", 
+      "name": "being", 
+      "time": "41.07"
+    }, 
+    {
+      "duration": "0.03", 
+      "confidence": "0.930", 
+      "name": "a", 
+      "time": "41.34"
+    }, 
+    {
+      "duration": "0.48", 
+      "confidence": "0.930", 
+      "name": "man", 
+      "time": "41.37"
+    }, 
+    {
+      "duration": "0.27", 
+      "confidence": "1.000", 
+      "name": "or", 
+      "time": "41.91"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "being", 
+      "time": "42.21"
+    }, 
+    {
+      "duration": "0.06", 
+      "confidence": "1.000", 
+      "name": "a", 
+      "time": "42.54"
+    }, 
+    {
+      "duration": "0.45", 
+      "confidence": "1.000", 
+      "name": "woman", 
+      "time": "42.60"
+    }, 
+    {
+      "duration": "0.47", 
+      "confidence": "0.940", 
+      "name": ".", 
+      "time": "43.05"
+    }, 
+    {
+      "duration": "0.08", 
+      "confidence": "0.950", 
+      "name": "I", 
+      "time": "43.55"
+    }, 
+    {
+      "duration": "0.15", 
+      "confidence": "1.000", 
+      "name": "was", 
+      "time": "43.65"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "walking", 
+      "time": "43.80"
+    }, 
+    {
+      "duration": "0.21", 
+      "confidence": "1.000", 
+      "name": "down", 
+      "time": "44.13"
+    }, 
+    {
+      "duration": "0.09", 
+      "confidence": "1.000", 
+      "name": "the", 
+      "time": "44.34"
+    }, 
+    {
+      "duration": "0.54", 
+      "confidence": "1.000", 
+      "name": "street", 
+      "time": "44.43"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "in", 
+      "time": "45.27"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "0.990", 
+      "name": "Berkeley", 
+      "time": "45.39"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "when", 
+      "time": "45.72"
+    }, 
+    {
+      "duration": "0.12", 
+      "confidence": "1.000", 
+      "name": "I", 
+      "time": "45.84"
+    }, 
+    {
+      "duration": "0.33", 
+      "confidence": "1.000", 
+      "name": "first", 
+      "time": "45.96"
+    }, 
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+}
\ No newline at end of file