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bag_of_words — Bag of words (2008)

Description

Five text collections in the form of bags-of-words, i.e. a bipartite document–word network. Nodes are documents and words, and an edge connects a document to each word that occurs in it, with the edge property count giving the number of occurrences of the word in the document.

After tokenization and removal of stopwords, the vocabulary of unique words was truncated by only keeping words that occurred more than ten times. Individual document names (i.e. a identifier for each docID) are not provided for copyright reasons.

Tags
Informational Text Weighted Metadata
Citation
  • David Newman, "Bag of Words Data Set" archive.ics.uci.edu
  • Dua, D. and Graff, C. (2019). UCI Machine Learning Repository. Irvine, CA: University of California, School of Information and Computer Science. archive.ics.uci.edu
Upstream URL OK
http://archive.ics.uci.edu/ml/datasets/Bag+of+Words
Networks
Tip: click on a column header to sort the list, or hover over it for a description.
Column legend
$\left<k\right>$
Mean degree
$\sigma_k$
Standard deviation of the degrees
$\lambda_h$
Largest eigenvalue of the Hashimoto (non-backtracking) matrix
$\tau$
Random walk mixing time
$r$
Degree assortativity
$c$
Global clustering coefficient
$\oslash$
(Pseudo-) diameter
$S$
Relative size of the largest component
NPs
Node properties
EPs
Edge properties
Name Nodes Edges $\left<k\right>$ $\sigma_k$ $\lambda_h$ $\tau$ $r$ $c$ $\oslash$ $S$ Kind Mode NPs EPs gt GraphML GML csv
enron 67,963 3,710,420 109.19 287.73 646.11 3.65 -0.23 0.00 6 1.00 Undirected Bipartite is_word name count 5.4 MiB 14.8 MiB 14.5 MiB 12.8 MiB
kos 10,336 353,160 68.34 92.79 198.42 2.74 -0.06 0.00 4 1.00 Undirected Bipartite is_word name count 648 KiB 1.5 MiB 1.4 MiB 1.2 MiB
nips 13,919 746,316 107.24 184.69 412.66 1.26 -0.15 0.00 6 1.00 Undirected Bipartite is_word name count 1.2 MiB 2.9 MiB 2.8 MiB 2.4 MiB
nytimes 402,660 69,679,427 346.10 1722.63 2197.60 10.95 -0.26 0.00 7 1.00 Undirected Bipartite is_word name count 92.2 MiB 249.8 MiB 242.8 MiB 234.6 MiB
pubmed 8,341,043 483,450,157 115.92 3196.79 3405.63 2.29 -0.16 0.00 5 1.00 Undirected Bipartite is_word name count 975.5 MiB 2.136 GiB 1.862 GiB 1.826 GiB