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You may also take a look at the source code.
The networks in this dataset can be loaded directly from graph-tool with:
import graph_tool.all as gt
g = gt.collection.ns["arxiv_collab/cond-mat-1999"]
(and likewise for the other networks available.)

arxiv_collab — Scientific collaborations in physics (1995-2005)

Description

Collaboration graphs for scientists, extracted from the Los Alamos e-Print arXiv (physics), for 1995-1999 for three categories, and additionally for 1995-2003 and 1995-2005 for one category. For copyright reasons, the MEDLINE (biomedical research) and NCSTRL (computer science) collaboration graphs from this paper are not publicly available.1


  1. Description obtained from the ICON project. 

Tags
Social Collaboration Weighted Projection
Citation
Upstream URL OK
http://www-personal.umich.edu/~mejn/netdata/
Networks
Tip: click on the table header to sort the list. Hover your mouse over it to obtain a legend.
Name Nodes Edges $\left<k\right>$ $\sigma_k$ $\lambda_h$ $\tau$ $r$ $c$ $\oslash$ $S$ Kind Mode NPs EPs gt GraphML GML csv
cond-mat-1999 16,726 47,594 5.69 6.42 23.14 138.86 0.18 0.36 18 0.83 Undirected Unipartite label value 456 KiB 722 KiB 709 KiB 583 KiB
cond-mat-2003 31,163 120,029 7.70 10.40 38.30 233.87 0.18 0.28 16 0.88 Undirected Unipartite label value 906 KiB 1.5 MiB 1.5 MiB 1.2 MiB
cond-mat-2005 40,421 175,692 8.69 12.73 49.17 232.91 0.19 0.25 18 0.90 Undirected Unipartite label value 1.2 MiB 2.0 MiB 2.0 MiB 1.6 MiB
astro-ph-1999 16,706 121,251 14.52 21.01 72.21 304.20 0.24 0.43 14 0.89 Undirected Unipartite label value 559 KiB 1.0 MiB 1019 KiB 852 KiB
hep-th-1999 8,361 15,751 3.77 4.31 22.00 178.64 0.29 0.33 19 0.70 Undirected Unipartite label value 225 KiB 329 KiB 319 KiB 265 KiB
Ridiculograms
cond-mat-1999 drawing
cond-mat-1999
cond-mat-2003 drawing
cond-mat-2003
cond-mat-2005 drawing
cond-mat-2005
astro-ph-1999 drawing
astro-ph-1999
hep-th-1999 drawing
hep-th-1999