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{{Data mining and learning analytics tools
{{Data mining and learning analytics tools
|field_logo=
|field_logo=LexoLoaderLOGO.jpg
|field_screenshot=
|field_screenshot=LexoLoader.jpg
|field_name=Lexos
|field_name=Lexos
|field_developers=Lexomics Research, Wheaton College
|field_developers=Lexomics Research, Wheaton College

Latest revision as of 16:04, 10 March 2015

LexoLoaderLOGO.jpg


Lexos 2

LexoLoader.jpg

Developed by: Lexomics Research, Wheaton College
License: Free&Closed source
Web page : Tool homepage
Tool type : Web application

Tool.png

The last edition of this page was on: 2014/11/30

The Completion level of this page is : Low


SHORT DESCRIPTION

Quote from the home page: “This web-based tool enables you to "scrub" (clean) your unicode text(s), cut a text(s) into various size chunks, manage chunks and chunk sets, tokenize with character- or word- Ngrams or TF-IDF weighting, and choose from a suite of analysis tools for investigating those texts. Functionality includes building dendrograms, making graphs of rolling averages of word frequencies or ratios of words or letters, and playing with visualizations of word frequencies including word clouds and bubble visualizations. To facilitate subsequent text mining analyses beyond the scope of this site, users can also transpose and download their matricies of word counts or relative proportions as comma- or tab-separated files (.csv, .tsv).”


TOOL CHARACTERISTICS

Usability

Authors of this page consider that this tool is rather easy to use.

Tool orientation

This tool is designed for general purpose analysis.

Data mining type

This tool is made for Text mining.

Manipulation type

This tool is designed for Data extraction, Data transformation, Data analysis, Data visualisation, Data conversion, Data cleaning.

IMPORT FORMAT :

EXPORT FORMAT :


Tool objective(s) in the field of Learning Sciences

Analysis & Visualisation of data
Predicting student performance
Student modelling
Social Network Analysis (SNA)
Constructing courseware

Providing feedback for supporting instructors:
Recommendations for students
Grouping students:
Developing concept maps:
Planning/scheduling/monitoring
Experimentation/observation

Tool can perform:

  • Data extraction of type:
  • Transformation of type:
  • Data analysis of type: Data mining methods and algorithms
  • Data visualisation of type: Chart/Diagram, Tag Cloud (These visualisations can be interactive and updated in "real time")



ABOUT USERS

Tool is suitable for:

Students/Learners/Consumers
Teachers/Tutors/Managers
Researchers
Developers/Designers
Organisations/Institutions/Firms
Others

Required skills:

STATISTICS: Basic

PROGRAMMING: None

SYSTEM ADMINISTRATION: None

DATA MINING MODELS: Medium



FREE TEXT


Tool version : Lexos 2
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Developed by : Lexomics Research, Wheaton College
(blank line)
Tool Web page : http://lexos.wheatoncollege.edu/upload
(blank line)
Tool type : Web application
(blank line)
Free&Closed source

LexoLoader.jpg

SHORT DESCRIPTION


Quote from the home page: “This web-based tool enables you to "scrub" (clean) your unicode text(s), cut a text(s) into various size chunks, manage chunks and chunk sets, tokenize with character- or word- Ngrams or TF-IDF weighting, and choose from a suite of analysis tools for investigating those texts. Functionality includes building dendrograms, making graphs of rolling averages of word frequencies or ratios of words or letters, and playing with visualizations of word frequencies including word clouds and bubble visualizations. To facilitate subsequent text mining analyses beyond the scope of this site, users can also transpose and download their matricies of word counts or relative proportions as comma- or tab-separated files (.csv, .tsv).”

TOOL CHARACTERISTICS


Tool orientation Data mining type Usability
This tool is designed for general purpose analysis. This tool is designed for Text mining. Authors of this page consider that this tool is rather easy to use.
Data import format Data export format
. .
Tool objective(s) in the field of Learning Sciences

☑ Analysis & Visualisation of data
☑ Predicting student performance
☑ Student modelling
☑ Social Network Analysis (SNA)
☑ Constructing courseware

☑ Providing feedback for supporting instructors:
☑ Recommendations for students
☑ Grouping students:
☑ Developing concept maps:
☑ Planning/scheduling/monitoring
Experimentation/observation

Can perform data extraction of type:

Can perform data transformation of type:


Can perform data analysis of type:
Data mining methods and algorithms


Can perform data visualisation of type:
Chart/Diagram, Tag Cloud (These visualisations can be interactive and updated in "real time")


ABOUT USER


Tool is suitable for:
Students/Learners/Consumers:☑ Teachers/Tutors/Managers:☑ Researchers:☑ Organisations/Institutions/Firms:☑ Others:☑
Required skills:
Statistics: BASIC Programming: NONE System administration: NONE Data mining models: MEDIUM

OTHER TOOL INFORMATION


LexoLoader.jpg
LexoLoader.jpg
LexoLoaderLOGO.jpg
Lexos
Free&Closed source
Lexomics Research, Wheaton College
2
http://lexos.wheatoncollege.edu/upload
Quote from the home page: “This web-based tool enables you to "scrub" (clean) your unicode text(s), cut a text(s) into various size chunks, manage chunks and chunk sets, tokenize with character- or word- Ngrams or TF-IDF weighting, and choose from a suite of analysis tools for investigating those texts. Functionality includes building dendrograms, making graphs of rolling averages of word frequencies or ratios of words or letters, and playing with visualizations of word frequencies including word clouds and bubble visualizations. To facilitate subsequent text mining analyses beyond the scope of this site, users can also transpose and download their matricies of word counts or relative proportions as comma- or tab-separated files (.csv, .tsv).”
General analysis
Students/Learners/Consumers, Teachers/Tutors/Managers, Researchers
Basic
None
None
Medium
Web application
Text mining
Data extraction, Data transformation, Data analysis, Data visualisation, Data conversion, Data cleaning
Data mining methods and algorithms
Chart/Diagram, Tag Cloud
rather easy to use
Low

This is probably one of the best on-line tools. It allows for quite sophisticated analysis and also explains various options.

This tool also is a very good preparation tool. Scrubbed texts can be downloaded as *.zip files for further analysis.

Bibliography and links

LeBlanc, M.D., Drout, M., Kahn, M., Kleinman, S. (2013). "Lexomics Tools." (http://lexomics.wheatoncollege.edu).