The real datasets for the paper:

Hayoung Choi, Jinglian He, Hang Hu, and Yuanming Shi. Fast Computing von Neumann Entropy for Large-scale Graphs via Quadratic Approximations

Brain Networks
Brain1: bn-fly-drosophila-medulla-1 http:https://networkrepository.com/bn-fly-drosophila-medulla-1.php
Brain2: bn-macaque-rhesus-brain-1 http:https://networkrepository.com/bn-macaque-rhesus-brain-1.php
Brain3: bn-macaque-rhesus-brain-2 http:https://networkrepository.com/bn-macaque-rhesus-brain-2.php
Brain4: bn-macaque-rhesus-cerebral-cortex-1 http:https://networkrepository.com/bn-macaque-rhesus-cerebral-cortex-1.php
Brain5: bn-macaque-rhesus-interareal-cortical-network-2 http:https://networkrepository.com/bn-macaque-rhesus-interareal-cortical-network-2.php
Brain6: bn-mouse-kasthuri-graph-v4 http:https://networkrepository.com/bn-mouse-kasthuri-graph-v4.php
Brain7: bn-mouse-brain-1 http:https://networkrepository.com/bn-mouse-brain-1.php
Brain8: bn-mouse-retina-1 http:https://networkrepository.com/bn-mouse-retina-1.php
Brain9: bn-mouse-visual-cortex-1 http:https://networkrepository.com/bn-mouse-visual-cortex-1.php
Brain10: bn-mouse-visual-cortex-2 http:https://networkrepository.com/bn-mouse-visual-cortex-2.php
Collaboration Networks
Collaboration1: ca-CSphd http:https://networkrepository.com/ca-CSphd.php
Collaboration2: ca-Erdos992 http:https://networkrepository.com/ca-Erdos992.php
Collaboration3: ca-GrQc http:https://networkrepository.com/ca-GrQc.php
Collaboration4: ca-netscience http:https://networkrepository.com/ca-netscience.php
Protein Networks
Protein1: DD-g1 http:https://networkrepository.com/DD-g1.php
Protein2: DD-g10 http:https://networkrepository.com/DD-g10.php
Protein3: DD-g100 http:https://networkrepository.com/DD-g100.php
Protein4: DD-g101 http:https://networkrepository.com/DD-g101.php
Protein5: DD-g21 http:https://networkrepository.com/DD-g21.php
Protein6: DD-g104 http:https://networkrepository.com/DD-g104.php
Protein7: DD-g111 http:https://networkrepository.com/DD-g111.php
Protein8: DD-g160 http:https://networkrepository.com/DD-g160.php
Protein9: DD-g166 http:https://networkrepository.com/DD-g166.php
Protein10: DD-g185 http:https://networkrepository.com/DD-g185.php
Protein11: DD-g196 http:https://networkrepository.com/DD-g196.php
Protein12: DD-g199 http:https://networkrepository.com/DD-g199.php
Protein13: DD-g1000 http:https://networkrepository.com/DD-g1000.php
Protein14: DD-g1001 http:https://networkrepository.com/DD-g1001.php
Protein15: DD-g1002 http:https://networkrepository.com/DD-g1002.php
Protein16: DD-g1003 http:https://networkrepository.com/DD-g1003.php
Protein17: DD-g1004 http:https://networkrepository.com/DD-g1004.php
Protein18: DD-g1005 http:https://networkrepository.com/DD-g1005.php
Protein19: DD-g1006 http:https://networkrepository.com/DD-g1006.php
Protein20: DD-g1007 http:https://networkrepository.com/DD-g1007.php
Protein21: DD-g1008 http:https://networkrepository.com/DD-g1008.php
Protein22: DD-g1009 http:https://networkrepository.com/DD-g1009.php
Protein23: DD-g1010 http:https://networkrepository.com/DD-g1010.php
Protein24: DD-g1011 http:https://networkrepository.com/DD-g1011.php
Protein25: DD-g1012 http:https://networkrepository.com/DD-g1012.php
Protein26: DD-g1013 http:https://networkrepository.com/DD-g1013.php
Protein27: DD-g1014 http:https://networkrepository.com/DD-g1014.php
Protein28: DD-g1016 http:https://networkrepository.com/DD-g1016.php
Protein29: DD-g1017 http:https://networkrepository.com/DD-g1017.php
Protein30: DD-g1018 http:https://networkrepository.com/DD-g1018.php
Protein31: DD-g1019 http:https://networkrepository.com/DD-g1019.php
Protein32: DD-g1020 http:https://networkrepository.com/DD-g1020.php
Protein33: DD-g1021 http:https://networkrepository.com/DD-g1021.php
Protein34: DD-g1022 http:https://networkrepository.com/DD-g1022.php
Protein34: DD-g1024 http:https://networkrepository.com/DD-g1024.php
Protein35: DD-g1025 http:https://networkrepository.com/DD-g1025.php
Protein36: DD-g1026 http:https://networkrepository.com/DD-g1026.php
Protein37: DD-g1027 http:https://networkrepository.com/DD-g1027.php
Protein38: DD-g1028 http:https://networkrepository.com/DD-g1028.php
Protein39: DD-g1029 http:https://networkrepository.com/DD-g1029.php
Protein40: DD-g1030 http:https://networkrepository.com/DD-g1030.php
Protein41: DD-g1031 http:https://networkrepository.com/DD-g1031.php
Protein42: DD-g1032 http:https://networkrepository.com/DD-g1032.php
Protein43: DD-g1033 http:https://networkrepository.com/DD-g1033.php
Protein44: DD-g1034 http:https://networkrepository.com/DD-g1034.php
Protein45: DD-g1035 http:https://networkrepository.com/DD-g1035.php
Protein46: DD-g1038 http:https://networkrepository.com/DD-g1038.php
Protein47: DD-g1046 http:https://networkrepository.com/DD-g1046.php
Protein48: DD-g1059 http:https://networkrepository.com/DD-g1059.php
Protein49: DD-g1076 http:https://networkrepository.com/DD-g1076.php
BHOSLIB Networks
BHOSLIB1: frb30-15-3 http:https://networkrepository.com/frb30-15-3.php
BHOSLIB2: frb35-17-4 http:https://networkrepository.com/frb35-17-4.php
BHOSLIB3: frb40-19-4 http:https://networkrepository.com/frb40-19-4.php
BHOSLIB4: frb45-21-1 http:https://networkrepository.com/frb45-21-1.php
BHOSLIB5: frb50-23-1 http:https://networkrepository.com/frb50-23-1.php
BHOSLIB6: frb50-23-5 http:https://networkrepository.com/frb50-23-5.php
BHOSLIB7: frb53-24-5 http:https://networkrepository.com/frb53-24-5.php
BHOSLIB8: frb59-26-1 http:https://networkrepository.com/frb59-26-1.php
BHOSLIB9: frb59-26-5 http:https://networkrepository.com/frb59-26-5.php
BHOSLIB10: frb100-40 http:https://networkrepository.com/frb100-40.php
Power Networks
Power1: power-US-Grid http:https://networkrepository.com/power-US-Grid.php
Power2: power-bcspwr09 http:https://networkrepository.com/power-bcspwr09.php
Power3: power-bcspwr10 http:https://networkrepository.com/power-bcspwr10.php
Power4: power-eris1176 http:https://networkrepository.com/power-eris1176.php
Road Networks
Road1: road-chesapeake http:https://networkrepository.com/road-chesapeake.php
Road2: road-euroroad http:https://networkrepository.com/road-euroroad.php
Road3: road-minnesota http:https://networkrepository.com/road-minnesota.php
Communication Networks
Communication1: soc-dolphins http:https://networkrepository.com/soc-dolphins.php
Communication2: soc-firm-hi-tech http:https://networkrepository.com/soc-firm-hi-tech.php
Communication3: soc-hamsterster http:https://networkrepository.com/soc-hamsterster.php
Communication4: soc-karate http:https://networkrepository.com/soc-karate.php
Facebook Networks
Facebook1: socfb-American75 http:https://networkrepository.com/socfb-American75.php
Facebook2: socfb-Amherst41 http:https://networkrepository.com/socfb-Amherst41.php
Facebook3: socfb-Bowdoin47 http:https://networkrepository.com/socfb-Bowdoin47.php
Facebook4: socfb-Brandeis99 http:https://networkrepository.com/socfb-Brandeis99.php
Facebook5: socfb-Brown11 http:https://networkrepository.com/socfb-Brown11.php
Facebook6: socfb-Bucknell39 http:https://networkrepository.com/socfb-Bucknell39.php
Facebook7: socfb-CMU http:https://networkrepository.com/socfb-CMU.php
Facebook8: socfb-Carnegie49 http:https://networkrepository.com/socfb-Carnegie49.php
Facebook9: socfb-Colgate88 http:https://networkrepository.com/socfb-Colgate88.php
Facebook10: socfb-Hamilton46 http:https://networkrepository.com/socfb-Hamilton46.php
Facebook11: socfb-Haverford76 http:https://networkrepository.com/socfb-Haverford76.php
Facebook12: socfb-Howard90 http:https://networkrepository.com/socfb-Howard90.php
Facebook13: socfb-JohnsHopkins55 http:https://networkrepository.com/socfb-JohnsHopkins55.php
Facebook14: socfb-Georgetown15 http:https://networkrepository.com/socfb-Georgetown15.php
Facebook15: socfb-Emory27 http:https://networkrepository.com/socfb-Emory27.php
Facebook16: socfb-Duke14 http:https://networkrepository.com/socfb-Duke14.php
Facebook17: socfb-Dartmouth6 http:https://networkrepository.com/socfb-Dartmouth6.php
Facebook18: socfb-Lehigh96 http:https://networkrepository.com/socfb-Lehigh96.php
Facebook19: socfb-Maine59 http:https://networkrepository.com/socfb-Maine59.php
Facebook20: socfb-Mich67 http:https://networkrepository.com/socfb-Mich67.php
Facebook21: socfb-Middlebury45 http:https://networkrepository.com/socfb-Middlebury45.php
Facebook22: socfb-MIT http:https://networkrepository.com/socfb-MIT.php
Facebook23: socfb-MIT8 http:https://networkrepository.com/socfb-MIT8.php
Facebook24: socfb-Oberlin44 http:https://networkrepository.com/socfb-Oberlin44.php
Facebook25: socfb-Pepperdine86 http:https://networkrepository.com/socfb-Pepperdine86.php
Facebook26: socfb-Princeton12 http:https://networkrepository.com/socfb-Princeton12.php
Facebook27: socfb-Rice31 http:https://networkrepository.com/socfb-Rice31.php
Facebook28: socfb-Rochester38 http:https://networkrepository.com/socfb-Rochester38.php
Facebook29: socfb-Santa74 http:https://networkrepository.com/socfb-Santa74.php
Facebook30: socfb-Simmons81 http:https://networkrepository.com/socfb-Simmons81.php
Facebook31: socfb-Smith60 http:https://networkrepository.com/socfb-Smith60.php
Facebook32: socfb-Swarthmore42 http:https://networkrepository.com/socfb-Swarthmore42.php
Facebook33: socfb-Trinity100 http:https://networkrepository.com/socfb-Trinity100.php
Facebook34: socfb-Tufts18 http:https://networkrepository.com/socfb-Tufts18.php
Facebook35: socfb-Tulane29 http:https://networkrepository.com/socfb-Tulane29.php
Facebook36: socfb-UCSC68 http:https://networkrepository.com/socfb-UCSC68.php
Facebook37: socfb-USFCA72 http:https://networkrepository.com/socfb-USFCA72.php
Facebook38: socfb-Vanderbilt48 http:https://networkrepository.com/socfb-Vanderbilt48.php
Facebook39: socfb-Vassar85 http:https://networkrepository.com/socfb-Vassar85.php
Facebook40: socfb-Vermont70 http:https://networkrepository.com/socfb-Vermont70.php
Facebook41: socfb-Villanova62 http:https://networkrepository.com/socfb-Villanova62.php
Facebook42: socfb-Wake73 http:https://networkrepository.com/socfb-Wake73.php
Facebook43: socfb-WashU32 http:https://networkrepository.com/socfb-WashU32.php
Facebook44: socfb-Wellesley22 http:https://networkrepository.com/socfb-Wellesley22.php
Facebook45: socfb-Wesleyan43 http:https://networkrepository.com/socfb-Wesleyan43.php
Facebook46: socfb-William77 http:https://networkrepository.com/socfb-William77.php
Facebook47: socfb-Williams40 http:https://networkrepository.com/socfb-Williams40.php
Facebook48: socfb-Yale4 http:https://networkrepository.com/socfb-Yale4.php
Web Networks
Web1: web-edu http:https://networkrepository.com/web-edu.php
Web2: web-EPA http:https://networkrepository.com/web-EPA.php
Web3: web-indochina-2004 http:https://networkrepository.com/web-indochina-2004.php
Web4: web-polblogs http:https://networkrepository.com/web-polblogs.php
Web5: web-spam http:https://networkrepository.com/web-spam.php

Biology Networks:
Biology1: BIO-CE-HT http:https://networkrepository.com/bio-CE-HT.php
Biology2: BIO-CE-PG http:https://networkrepository.com/bio-CE-PG.php
Biology3: BIO-DM-CX http:https://networkrepository.com/bio-DM-CX.php
Biology4: BIO-DR-CX http:https://networkrepository.com/bio-DR-CX.php
Biology5: BIO-HS-CX http:https://networkrepository.com/bio-HS-CX.php
Biology6: BIO-HS-LC http:https://networkrepository.com/bio-HS-LC.php
Biology7: BIO-SC-CC http:https://networkrepository.com/bio-SC-CC.php
Biology8: BIO-SC-GT http:https://networkrepository.com/bio-SC-GT.php
Biology9: BIO-SC-HT http:https://networkrepository.com/bio-SC-HT.php
Biology10: BIO-SC-LC http:https://networkrepository.com/bio-SC-LC.php
Collaboration Network:
Collaboration1: CA-SANDI-AUTHS http:https://networkrepository.com/ca-sandi-auths.php
Ecology Networks:
Ecology1: ECO-EVERGLADES http:https://networkrepository.com/eco-everglades.php
Ecology2: ECO-FLORIDA http:https://networkrepository.com/eco-florida.php
Ecology3: ECO-FOODWEB-BAYDRY http:https://networkrepository.com/eco-foodweb-baydry.php
Ecology4: ECO-FOODWEB-BAYWET http:https://networkrepository.com/eco-foodweb-baywet.php
Ecology5: ECO-MANGWET http:https://networkrepository.com/eco-mangwet.php
Ecology6: ECO-STMARKS http:https://networkrepository.com/eco-stmarks.php
Economy Networks:
Economy1: ECON-BEAFLW http:https://networkrepository.com/econ-beaflw.php
Economy2: ECON-BEAUSE http:https://networkrepository.com/econ-beause.php
Economy3: ECON-MBEACXC http:https://networkrepository.com/econ-mbeacxc.php
Economy4: ECON-MBEAFLW http:https://networkrepository.com/econ-mbeaflw.php
Economy5: ECON-MBEAUSE http:https://networkrepository.com/econ-mbeause.php
Economy6: ECON-PSMIGR1 http:https://networkrepository.com/econ-psmigr1.php
Economy7: ECON-PSMIGR2 http:https://networkrepository.com/econ-psmigr2.php
Economy8: ECON-PSMIGR3 http:https://networkrepository.com/econ-psmigr3.php
Facebook Networks:
Facenbook1: Weighted static one-mode network (weighted by number of characters) http:https://opsahl.co.uk/tnet/datasets/OClinks_w_chars.txt
Facenbook2: Weighted static one-mode network (weighted by number of messages) http:https://opsahl.co.uk/tnet/datasets/OClinks_w.txt
Facenbook3: Weighted longitudinal two-mode network (weighted by number of characters) http:https://opsahl.co.uk/tnet/datasets/OF_longitudinal_weightedchar.txt
Facenbook4: Weighted static two-mode network (weighted by number of messages) http:https://opsahl.co.uk/tnet/datasets/OF_two-mode_weightedmsg.txt
Facenbook5: Weighted static two-mode network (weighted by number of characters) http:https://opsahl.co.uk/tnet/datasets/OF_two-mode_weightedchar.txt
Facenbook6: Weighted static one-mode network (weighted by number of messages; sum) http:https://opsahl.co.uk/tnet/datasets/OF_one-mode_weightedmsg_sum.txt
Facenbook7: Weighted static one-mode network (weighted by number of characters; sum) http:https://opsahl.co.uk/tnet/datasets/OF_one-mode_weightedchar_sum.txt
Facenbook8: Weighted static one-mode network (weighted by number of messages; Newman’s method) http:https://opsahl.co.uk/tnet/datasets/OF_one-mode_weightedmsg_Newman.txt
Facenbook9: Weighted static one-mode network (weighted by number of characters; Newman’s method) http:https://opsahl.co.uk/tnet/datasets/OF_one-mode_weightedchar_Newman.txt
Retweet Networks:
Retweet1: RT-BARACKOBAMA http:https://networkrepository.com/rt-barackobama.php
Retweet2: RT-GMANEWS http:https://networkrepository.com/rt-gmanews.php
Retweet3: RT-HTTP http:https://networkrepository.com/rt-http.php
Retweet4: RT-JUSTINBIEBER http:https://networkrepository.com/rt-justinbieber.php
Retweet5: RT-KSA http:https://networkrepository.com/rt-ksa.php
Retweet6: RT-LOLGOP http:https://networkrepository.com/rt-lolgop.php
Retweet7: RT-MITTROMNEY http:https://networkrepository.com/rt-mittromney.php
Retweet8: RT-ONEDIRECTION http:https://networkrepository.com/rt-onedirection.php
Retweet9: RT-QATIF http:https://networkrepository.com/rt-qatif.php
Retweet10: RT-SAUDI http:https://networkrepository.com/rt-saudi.php
Power Networks:
Power1: POWER-494-BUS http:https://networkrepository.com/power-494-bus.php
Power2: POWER-662-BUS http:https://networkrepository.com/power-662-bus.php
Power3: POWER-685-BUS http:https://networkrepository.com/power-685-bus.php
Power4: POWER-1138-BUS http:https://networkrepository.com/power-1138-bus.php

[1]R. A. Rossi and N. K. Ahmed 'The network data repos-itory with interactive graph analytics and visualization,' in Proceedings of the Twenty-Ninth AAAI Conference onArtificial Intelligence, 2015.
[2]Opsahl, T., Panzarasa, P., 2009. Clustering in weighted networks. Social Networks 31 (2), 155-163, doi: 10.1016/j.socnet.2009.02.002
[3]Opsahl, T. 2013. Triadic closure in two-mode networks: Redefining the global and local clustering coefficients. Social Networks 35 (2), 159-167, doi: 10.1016/j.socnet.2011.07.001.