Update README.md

README.md

@@ -66,21 +66,21 @@ Dataset is "eventified" and generalized (see LJ Martin, P Ammanabrolu, X Wang, W
 ## Raw Dataset Structure
 ### _all-sci-fi-data.txt_
 * Each line of the stories contains data in the format: 5-tuple events in a list (subject, verb, direct object, modifier noun, preposition) ||| generalized 5-tuple events in a list ||| original sentence ||| generalized sentence
-```
+``
 [[u'Voyager', u'run', 'EmptyParameter', u'deuterium', u'out'], [u'Voyager', u'force', u'go', 'EmptyParameter', 'EmptyParameter'], [u'Voyager', u'go', 'EmptyParameter', u'mode', u'into']]|||[['<VESSEL>0', 'function-105.2.1', 'EmptyParameter', "Synset('atom.n.01')", u'out'], ['<VESSEL>0', 'urge-58.1-1', u'escape-51.1-1', 'EmptyParameter', 'EmptyParameter'], ['<VESSEL>0', u'escape-51.1-1', 'EmptyParameter', "Synset('statistic.n.01')", u'into']]|||The USS Voyager is running out of deuterium as a fuel and is forced to go into Gray mode.|||the <VESSEL>0 is running out of Synset('atom.n.01') as a Synset('matter.n.03') and is forced to go into Synset('horse.n.01') Synset('statistic.n.01').
-```
+``
 * Stories end with &lt;EOS> (end of story) tag on its own line
 * On the line after &lt;EOS>, there is a defaultdict of entities found in the story by tag and in order (e.g. the second entity in the "&lt;ORGANIZATION>" list in the dictionary would be &lt;ORGANIZATION>1 in the story above&mdash;index starts at 0). These lines start with "%%%%%%%%%%%%%%%%%".
-```
+``
 %%%%%%%%%%%%%%%%%defaultdict(<type 'list'>, {'<ORGANIZATION>': ['seven of nine', 'silver blood'], '<LOCATION>': ['sickbay', 'astrometrics', 'paris', 'cavern', 'vorik', 'caves'], '<DATE>': ['an hour ago', 'now'], '<MISC>': ['selected works', 'demon class', 'electromagnetic', 'parises', 'mimetic'], '<DURATION>': ['less than a week', 'the past four years', 'thirty seconds', 'an hour', 'two hours'], '<NUMBER>': ['two', 'dozen', '14', '15'], '<ORDINAL>': ['first'], '<PERSON>': ['tom paris', 'harry kim', 'captain kathryn janeway', 'tuvok', 'chakotay', 'jirex', 'neelix', 'the doctor', 'seven', 'ensign kashimuro nozawa', 'green', 'lt jg elanna torres', 'ensign vorik'], '<VESSEL>': ['uss voyager', 'starfleet']})
-```
+``
 
 ### Files in _Test-Train-Val_ Directory
 * File names: all-sci-fi-val.txt, all-sci-fi-test.txt, & all-sci-fi-train.txt
 * Each line of the stories contains data in the format: 5-tuple events in a list ||| generalized 5-tuple events in a list ||| original sentence ||| generalized sentence
-```
+``
 [[u'Voyager', u'run', 'EmptyParameter', u'deuterium', u'out'], [u'Voyager', u'force', u'go', 'EmptyParameter', 'EmptyParameter'], [u'Voyager', u'go', 'EmptyParameter', u'mode', u'into']]|||[['<VESSEL>0', 'function-105.2.1', 'EmptyParameter', "Synset('atom.n.01')", u'out'], ['<VESSEL>0', 'urge-58.1-1', u'escape-51.1-1', 'EmptyParameter', 'EmptyParameter'], ['<VESSEL>0', u'escape-51.1-1', 'EmptyParameter', "Synset('statistic.n.01')", u'into']]|||The USS Voyager is running out of deuterium as a fuel and is forced to go into Gray mode.|||the <VESSEL>0 is running out of Synset('atom.n.01') as a Synset('matter.n.03') and is forced to go into Synset('horse.n.01') Synset('statistic.n.01').
-```
+``
 * No &lt;EOS> tags or dictionary.
 * Separated 80-10-10 for train-test-val, but by story instead of individual lines.
 
@@ -88,15 +88,15 @@ Dataset is "eventified" and generalized (see LJ Martin, P Ammanabrolu, X Wang, W
 ### Files in _Input_OutputFiles_ Directory
 **Files ending with _*\_input.txt_**
 * 5-tuple generalized event on each line; formatted as a string instead of a list
-```
+``
 <VESSEL>0 function-105.2.1 EmptyParameter Synset('atom.n.01') out
-```
+``
 
 **Files ending with _*\_output.txt_**
 * Corresponding generalized sentence for events in the matching _input.txt file
-```
+``
 the <VESSEL>0 is running out of Synset('atom.n.01') as a Synset('matter.n.03') and is forced to go into Synset('horse.n.01') Synset('statistic.n.01').
-```
+``
 
 
 ### Files in _OriginalStoriesSeparated_ Directory