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05_​Named_​Entity_​Tag_​Cloud

Importing, preprocessing and visualizing textual data as Tag Cloud

The workflow starts with a list of documents, which have been downloaded from PubMed and parsed beforehand and saved as data table. The data is available in the workflow directory.

The documents are assigned to two categories and are split, based on the category assignments, into two sets. The first set consists of documents about human and aids, the second set consists of documents about mouse and cancer.

Part of speech tags as well as gene names are recognized and assigned by the corresponding tagger (POS tagger and Abner tagger), in order to assign a color based on a tag type later on.

After preprocessing by filtering and stemming. Bag of words are created and frequencies computed. Again filtering is applied based on the frequencies. Finally the remaining terms are visulaized in a Tag Cloud.

This workflow shows how to import textual data, preprocess documents by filtering and stemming, transform documents into a bag of words, and finally visualize them using a Tag Cloud.

This workflow creates a tag cloud for named entities. Data Import POS tagging and Named Entity Recognition Tag Cloud Visualization Human-AidsMouse-Cancercolor by poscolor by gene nameOnly nouns andadjectives Table Reader Table Reader Tags To String TF Frequency Filter Color Manager Tags To String TF Frequency Filter Color Manager Tag Cloud Tag Cloud Tag Filter POS Tagger Abner Tagger Bag Of WordsCreator Bag Of WordsCreator Tag Cloud Tag Cloud Concatenate Preprocessing This workflow creates a tag cloud for named entities. Data Import POS tagging and Named Entity Recognition Tag Cloud Visualization Human-AidsMouse-Cancercolor by poscolor by gene nameOnly nouns andadjectives Table Reader Table Reader Tags To String TF Frequency Filter Color Manager Tags To String TF Frequency Filter Color Manager Tag Cloud Tag Cloud Tag Filter POS Tagger Abner Tagger Bag Of WordsCreator Bag Of WordsCreator Tag Cloud Tag Cloud Concatenate Preprocessing

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To use this workflow in KNIME, download it from the below URL and open it in KNIME:

Download Workflow
On NodePit since: 2019-07-12
Last update: 2024-10-14
Created with KNIME version: v4.1.0
Tags: NLPNatural Language Processing

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