Process Documents from Files (Text Processing)
Synopsis
Generates word vectors from a text collection stored in multiple files.Input
- word list
The word list port.
Output
- example set (Data table)
The example set port.
- word list
The word list port.
Parameters
- text directoriesIn this list arbitrary directories can be specified. All files matching the given file ending will be loaded and assigned to the class value provided with the directory.
- file patternA pattern for the file to be read. Usual wildcards like ? and * are supported.
- extract text onlyIf checked, structural information like xml or html tags will be ignored and discarded.
- use file extension as typeIf checked, the type of the files will be determined by their extensions. Unknown extensions will be treated as text files.
- content typeThe content type of the input texts
- encodingThe encoding used for reading or writing files.
- create word vectorIf checked, the tokens of a document will be used to generate a vector numerically representing the document.
- vector creationSelect the schema for creating the word vector.
- add meta informationIf checked, available meta information of the text like filename, date is added as attribute.
- keep textIf checked, the input text will be stored as a special String attribute with the role text.
- prune methodSpecifies if to frequent or to infrequent words should be ignored for word list building and how the frequencies are specified.
- prune below percentIgnore words that appear in less than this percentage of all documents.
- prune above percentIgnore words that appear in more than this percentage of all documents.
- prune below absoluteIgnore words that appear in less than that many documents.
- prune above absoluteIgnore words that appear in more than that many documents.
- prune below rankWords are ordered by frequency and words with a frequency less than the frequency of the rank given by this percentage will be pruned.
- prune above rankWords are ordered by frequency and words with a frequency higher than the frequency of the rank given by this percentage will be pruned.
- datamanagementDetermines, how the data is represented internally.
- parallelize vector creationDetermines whether the execution of Vector Creation should be parallelized.