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ethz-web-scale-data-mining-project's Introduction

ETH Zurich - Web Scale Data Processing and Mining Project

This is the main repository for the web scale data mining project, which took place in summer 2014 as a research project.

Directory Structure and Overview

└── src - the source code projects, see below
    ├── WSDA
    ├── combine_sequence_files
    ├── examples
    │   ├── spark_example
    │   └── word_count_1
    ├── html_to_text_conversion
    ├── remove_infrequent_words
    ├── results_display
    ├── scripts
    └── word_count

Repositories

  • This is the code repository
  • The runs and the raw results can be found in this repository
  • The hadoop config is here
  • The spark config is here

Project Management, Documentation

Google Drive

Source code projects

WSDA

The self-implemented LDA

@hany-abdelrahman: the WSDA directory should probably be renamed to something more meaningful 😉 TODO: add some more doc, references, etc.

Author: Hany Abdelrahman

combine_sequence_files

Combines sequence files from subdirectories into multiple sequence files. These sequence files have the same name as the subdirectories.

This way, it is possible to create a flat directory structure whith few large sequence files.

Author: Lukas Elmer

examples

Contains a spark example project and a simple word count application. Only for dev env setup purposes.

Author: Lukas Elmer

html_to_text_conversion

Converts web archive records into sequence files, removing all HTML / JS tags using boilerplate and doing some additional steps:

  • remove stopwords
  • remove words with non a-z characters
  • try to remove non-english documents
  • remove numbers
  • remove URLs
  • convert uppercase to lowercase charaters
  • apply stemming (org.apache.lucene.analysis.en.EnglishAnalyzer)

See also:

Example how to use it

Author: Lukas Elmer

remove_infrequent_words

Removes words which appear infrequent. Needs a word count dictionary as input.

Example how to use it

Author: Lukas Elmer

results_display

A script to help displaying the topics. Generates

  • A readable text version
  • A tag cloud for each topic, each word size weighted by the probability of the word

Author: Lukas Elmer

word_count

Simple word count for sequence files.

Example how to use it

Author: Lukas Elmer

ethz-web-scale-data-mining-project's People

Contributors

hany-abdelrahman avatar lukaselmer avatar raynald avatar

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