hero1
stringlengths
1
20
hero2
stringlengths
1
20
counts
int64
1
724
24-HOUR MAN/EMMANUEL
FROST, CARMILLA
1
24-HOUR MAN/EMMANUEL
G'RATH
1
24-HOUR MAN/EMMANUEL
KILLRAVEN/JONATHAN R
1
24-HOUR MAN/EMMANUEL
OLD SKULL
1
3-D MAN/CHARLES CHAN
AJAK/TECUMOTZIN [ETE
1
3-D MAN/CHARLES CHAN
BLACK BOLT/BLACKANTO
1
3-D MAN/CHARLES CHAN
BLACK PANTHER/T'CHAL
1
3-D MAN/CHARLES CHAN
BROTHER VOODOO/DANIE
1
3-D MAN/CHARLES CHAN
CAGE, LUKE/CARL LUCA
1
3-D MAN/CHARLES CHAN
CAPTAIN AMERICA
3
3-D MAN/CHARLES CHAN
COLOSSUS II/PETER RA
1
3-D MAN/CHARLES CHAN
CRIMSON DYNAMO V/DIM
1
3-D MAN/CHARLES CHAN
CYCLOPS/SCOTT SUMMER
1
3-D MAN/CHARLES CHAN
DAREDEVIL/MATT MURDO
1
3-D MAN/CHARLES CHAN
DEFENSOR
1
3-D MAN/CHARLES CHAN
DOC SAMSON/DR. LEONA
3
3-D MAN/CHARLES CHAN
DR. DRUID/ANTHONY LU
1
3-D MAN/CHARLES CHAN
DRUMM, JERICHO
1
3-D MAN/CHARLES CHAN
GUARDIAN/JAMES MACDO
1
3-D MAN/CHARLES CHAN
HAWK
3
3-D MAN/CHARLES CHAN
HELLCAT/PATSY WALKER
1
3-D MAN/CHARLES CHAN
HERCULES [GREEK GOD]
1
3-D MAN/CHARLES CHAN
HUMAN TORCH/JOHNNY S
1
3-D MAN/CHARLES CHAN
IGOR
1
3-D MAN/CHARLES CHAN
IKARIS/IKE HARRIS [E
1
3-D MAN/CHARLES CHAN
IRON FIST/DANIEL RAN
1
3-D MAN/CHARLES CHAN
JONES, RICHARD MILHO
4
3-D MAN/CHARLES CHAN
KA-ZAR/KEVIN PLUNDER
1
3-D MAN/CHARLES CHAN
MARVEL BOY III/ROBER
3
3-D MAN/CHARLES CHAN
MEDUSA/MEDUSALITH AM
1
3-D MAN/CHARLES CHAN
NIGHTCRAWLER/KURT WA
1
3-D MAN/CHARLES CHAN
PEATOR
1
3-D MAN/CHARLES CHAN
REDWING
1
3-D MAN/CHARLES CHAN
SASQUATCH/WALTER LAN
1
3-D MAN/CHARLES CHAN
SLOAN, FRED
2
3-D MAN/CHARLES CHAN
SPIDER-WOMAN/JESSICA
1
3-D MAN/CHARLES CHAN
STORM/ORORO MUNROE S
1
3-D MAN/CHARLES CHAN
THING/BENJAMIN J. GR
1
3-D MAN/CHARLES CHAN
URSA MAJOR/MIKHAIL U
1
3-D MAN/CHARLES CHAN
VANGUARD/NICOLAI KRY
1
3-D MAN/CHARLES CHAN
VENUS II
3
4-D MAN/MERCURIO
ARCANNA/ARCANNA JONE
2
4-D MAN/MERCURIO
BALDER [ASGARDIAN]
2
4-D MAN/MERCURIO
BALLANTINE, KAYLA
1
4-D MAN/MERCURIO
BEAST/HENRY &HANK& P
1
4-D MAN/MERCURIO
BETA RAY BILL
1
4-D MAN/MERCURIO
CAPTAIN AMERICA
2
4-D MAN/MERCURIO
CAPTAIN MARVEL/CAPTA
1
4-D MAN/MERCURIO
CHARM
1
4-D MAN/MERCURIO
COBRA/KLAUS VORHEES
1
4-D MAN/MERCURIO
DEMONSTAFF
1
4-D MAN/MERCURIO
DRAGONFLY/VERONICA D
2
4-D MAN/MERCURIO
EGO-PRIME
1
4-D MAN/MERCURIO
EXECUTIONER II/SKURG
1
4-D MAN/MERCURIO
GRANT, SILAS
3
4-D MAN/MERCURIO
HAYWIRE/
1
4-D MAN/MERCURIO
HILDEGARDE [ASGARDIA
4
4-D MAN/MERCURIO
HOGUN [ASGARDIAN]
4
4-D MAN/MERCURIO
JAKAR
1
4-D MAN/MERCURIO
JONES, RICHARD MILHO
1
4-D MAN/MERCURIO
KARNILLA [ASGARDIAN]
4
4-D MAN/MERCURIO
MINERVA [KREE]
1
4-D MAN/MERCURIO
ODIN [ASGARDIAN]
4
4-D MAN/MERCURIO
OVERMIND/GROM
2
4-D MAN/MERCURIO
SHATTERFIST/
1
4-D MAN/MERCURIO
SIF
4
4-D MAN/MERCURIO
STARDUST/T'URIN G'AR
2
4-D MAN/MERCURIO
STEELE, MARCY MASTER
1
4-D MAN/MERCURIO
TANA NILE
3
4-D MAN/MERCURIO
TANAKA, KENJIRO
1
4-D MAN/MERCURIO
TEN FOR
1
4-D MAN/MERCURIO
THOR IV/DARGO
1
4-D MAN/MERCURIO
TYRUS
1
4-D MAN/MERCURIO
UROC
1
4-D MAN/MERCURIO
VOLSTAGG
2
8-BALL/
BAYLOR, FRANK
1
8-BALL/
COBWEB
1
8-BALL/
CONOVER, ALYSSA
3
8-BALL/
COOPER, WHITNEY III
1
8-BALL/
EPSTEIN, MRS.
1
8-BALL/
MASTER LINK/WILLIS H
1
8-BALL/
RAMBO
2
8-BALL/
SLEEPWALKER
3
8-BALL/
WEAK LINK/ERNIE MILL
1
A
BLOK
3
A
COLOSSUS II/PETER RA
1
A
NIGHTCRAWLER/KURT WA
2
A
T
3
A'YIN
COLOSSUS II/PETER RA
4
A'YIN
CYPHER/DOUG RAMSEY
2
A'YIN
NIGHTCRAWLER/KURT WA
4
A'YIN
WOLFSBANE/RAHNE SINC
4
ABBOTT, JACK
COPPERHEAD IV/
1
ABBOTT, JACK
DAREDEVIL/MATT MURDO
1
ABBOTT, JACK
KINGPIN/WILSON FISK
1
ABBOTT, JACK
OWL/LELAND OWLSLEY
1
ABBOTT, JACK
STILT-MAN/WILBUR DAY
1
ABCISSA
ALBERT
2
ABCISSA
BEAST/HENRY &HANK& P
1
ABCISSA
ELSIE DEE
2

Dataset Card for Marvel Network

This is a dataset for Marvel universe social network, which contains the relationships between Marvel heroes.

Dataset Description

The Marvel Comics character collaboration graph was originally constructed by Cesc Rosselló, Ricardo Alberich, and Joe Miro from the University of the Balearic Islands. They compare the characteristics of this universe to real-world collaboration networks, such as the Hollywood network, or the one created by scientists who work together in producing research papers. The dataset contains heroes and comics, and the relationship between them got from Marvel comics

This dataset consists of three subsets, hero_hero_comic.csv, adjacency_list.csv and adjacency_matrix.csv.

  • Language(s) (NLP): [EN]
  • License: afl-3.0

Uses

Network Topology Analysis, Just like what the original work did, we can try to analyze the network topology to discover whether the interpersonal relationships and social structures created in novels conform to real-world social networks, whether they fit the small-world model; we can also use this to infer the core heroes of the Marvel Universe, etc.

Community Detection, This is an excellent toy model for applying community detection algorithms, and we naturally have clear community outcomes such as the "Avengers Alliance" for comparison.

Link Prediction, Attack Robustness, etc. In fact, all algorithms effective for conventional network models can be transferred and applied to this network, including but not limited to: link prediction: which predicts which heroes might collaborate in future works; attack robustness: studying whether Thanos's snap would damage the hero ecosystem of the entire Marvel Universe; word2vec: assigning network structural features, finding heroes paires like Spider-Man and Venom...

Dataset Structure

hero_hero_comic.csv: A table three columns hero1[str], hero2[str] and comic[str]. hero1 and hero2 shows together in a same comic, which is the comic in the third colunm.

adjacency_list.csv: A table contains three columns hero1[str], hero2[str] and counts[int], which is the total times hero1 and hero2 shows together in a comic.

adjacency_matrix.csv: A matrix contains 6267 columns times 6267 rows, each cell with an [int] value. Each row/column represents a hero, each nondiagonal cell represents the total times the colunm hero and the row hero shows in a same comic and each diagonal cell represents the total counts of the colunm(row) hero in this dataset. This file cannot be accessed by config directly, please download by filename.

Source Data

The sourse data is from https://www.kaggle.com/datasets/csanhueza/the-marvel-universe-social-network, which is collected from Marvel comics.

Source Data Producers

The sourse data is created by Claudio Sanhueza

Citation

Alberich, R., Miro-Julia, J., & Rosselló, F. (2002). Marvel Universe looks almost like a real social network. arXiv preprint cond-mat/0202174.

Dataset Card Contact

Haocheng Qin, Duke Univ., [email protected]

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