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gate-xml-parser's Introduction

Gate XML Parser

XML Parser for converting from GATE's char-indexed annotations to sentence-word-indexed annotations using BIO tagging scheme. Used for various ML tasks.

Example Usage

Load Parser

from gateparser.parser import GateBIOParser

Specify XML File, Encoding, and Structure

parsed_xml = GateBIOParser('example-data/example-gate-export.xml', encoding='windows-1252', 
                                                        annotation_spec='GateDocument.AnnotationSet',
                                                        node_spec='GateDocument.TextWithNodes',
                                                        text_spec='GateDocument.TextWithNodes')
BIO = parsed_xml.BIO

BIO is a dictionary matching inpuit tokens to their labels

i.e.

{'labels': ['O',  'O',         'O',         'B-FullName',  'I-FullName',  'O',  'I-UserIDWindows',  'O',  'O',    'O'],
 'tokens': ['*',  '11.11.2011','01:54:01',  'Kimb',         'Helper',     '(',  'HELPER',           ')',  'Tel',  '.']}

Sanity Checking Class Counts

parsed_xml.print_class_counts()

Returns

Sample Counts
O : 97
B-FullName : 2
I-FullName : 2
I-UserIDWindows : 2
B-TelNumber : 1
I-TelNumber : 2

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