Graphiti: Interactive Specification of Attribute-based Edges for Network Modeling and Visualization Arjun Srinivasan Hyunwoo Park Alex Endert Rahul C. Basole Green Lantern Deadpool Common actor Green Lantern Deadpool Captain America: Civil War Batman vs Superman: Dawn of Justice lead_actor genres duration plot_summary budget gross ??? Captain America: Civil War Batman vs Superman: Dawn of Justice Node 2 This talk Node 1 2 nodes XXX nodes 1 link XXX links movie_title director_name genres lead_actor budget content_rating plot_summary By 2154, humans have depleted Earth's natural Action|Adventure|Fantasy resources, leading to a severe Avatar James Cameron |Sci-Fi CCH Pounder 760505847 PG-13 ... Batman v Eighteen months after the Superman: Dawn destructive battle with General of Justice Zack Snyder Action|Adventure|Sci-Fi Henry Cavill 330249062 PG-13 Zod ... Following Gareth Mallory's Spectre Sam Mendes Action|Adventure|Thriller Christoph Waltz 200074175 PG-13 promotion to M, James Bond ... In 1991, the brainwashed Captain America: Robert Downey super-soldier James "Bucky" Civil War Anthony Russo Action|Adventure|Sci-Fi Jr. 407197282 PG-13 Barnes is dispatched ... Adventure|Animation| Long ago, a drop of sunlight Comedy|Family|Fantasy| became a golden flower Tangled Nathan Greno Musical|Romance Brad Garrett 200807262 PG capable of healing ... movie_title director_name genres lead_actor budget content_rating plot_summary By 2154, humans have depleted Earth's natural Action|Adventure|Fantasy resources, leading to a severe Avatar James Cameron |Sci-Fi CCH Pounder 760505847 PG-13 ... Batman v Eighteen months after the Superman: Dawn destructive battle with General of Justice Zack Snyder Action|Adventure|Sci-Fi Henry Cavill 330249062 PG-13 Zod ... Following Gareth Mallory's Spectre Sam Mendes Action|Adventure|Thriller Christoph Waltz 200074175 PG-13 promotion to M, James Bond ... In 1991, the brainwashed Captain America: Robert Downey super-soldier James "Bucky" Civil War Anthony Russo Action|Adventure|Sci-Fi Jr. 407197282 PG-13 Barnes is dispatched ... Adventure|Animation| Long ago, a drop of sunlight Comedy|Family|Fantasy| became a golden flower Tangled Nathan Greno Musical|Romance Brad Garrett 200807262 PG capable of healing ... Captain America: Batman vs Superman: Civil War Dawn of Justice movie_title director_name genres lead_actor budget content_rating plot_summary By 2154, humans have depleted Earth's natural Action|Adventure|Fantasy resources, leading to a severe Avatar James Cameron |Sci-Fi CCH Pounder 760505847 PG-13 ... Batman v Eighteen months after the Superman: Dawn destructive battle with General of Justice Zack Snyder Action|Adventure|Sci-Fi Henry Cavill 330249062 PG-13 Zod ... Following Gareth Mallory's Spectre Sam Mendes Action|Adventure|Thriller Christoph Waltz 200074175 PG-13 promotion to M, James Bond ... In 1991, the brainwashed Captain America: Robert Downey super-soldier James "Bucky" Civil War Anthony Russo Action|Adventure|Sci-Fi Jr. 407197282 PG-13 Barnes is dispatched ... Adventure|Animation| Long ago, a drop of sunlight Comedy|Family|Fantasy| became a golden flower Tangled Nathan Greno Musical|Romance Brad Garrett 200807262 PG capable of healing ... ? Captain America: Batman vs Superman: Civil War Dawn of Justice movie_title director_name genres lead_actor budget content_rating plot_summary By 2154, humans have depleted Earth's natural Action|Adventure|Fantasy resources, leading to a severe Avatar James Cameron |Sci-Fi CCH Pounder 760505847 PG-13 ... Batman v Eighteen months after the Superman: Dawn destructive battle with General of Justice Zack Snyder Action|Adventure|Sci-Fi Henry Cavill 330249062 PG-13 Zod ... Following Gareth Mallory's Spectre Sam Mendes Action|Adventure|Thriller Christoph Waltz 200074175 PG-13 promotion to M, James Bond ... In 1991, the brainwashed Captain America: Robert Downey super-soldier James "Bucky" Civil War Anthony Russo Action|Adventure|Sci-Fi Jr. 407197282 PG-13 Barnes is dispatched ... Adventure|Animation| Long ago, a drop of sunlight Comedy|Family|Fantasy| became a golden flower Tangled Nathan Greno Musical|Romance Brad Garrett 200807262 PG capable of healing ... content_rating genres Captain America: Batman vs Superman: Civil War Dawn of Justice Node & Tabular Dataset Visualization Edge Tables Network Modeling Network Exploration Node & Tabular Dataset Visualization Edge Tables 1 Size & complexity of the dataset Node & Tabular Dataset Visualization Edge Tables movie_title director_name genres lead_actor budget content_rating plot_summary By 2154, humans have depleted Earth's natural James Action|Adventure|Fanta resources, leading to a Avatar Cameron sy|Sci-Fi CCH Pounder 760505847 PG-13 severe ... Batman v Eighteen months after the Superman: destructive battle with Dawn of Justice Zack Snyder Action|Adventure|Sci-Fi Henry Cavill 330249062 PG-13 General Zod ... Following Gareth Mallory's Action|Adventure|Thrille promotion to M, James Spectre Sam Mendes r Christoph Waltz 200074175 PG-13 Bond ... In 1991, the brainwashed Captain super-soldier James America: Civil Robert Downey "Bucky" Barnes is War Anthony Russo Action|Adventure|Sci-Fi Jr. 407197282 PG-13 dispatched ... Adventure|Animation| Long ago, a drop of Comedy|Family|Fantasy sunlight became a golden | flower capable of healing Tangled Nathan Greno Musical|Romance Brad Garrett 200807262 PG ... movie_title director_name genres lead_actor budget content_rating plot_summary By 2154, humans have depleted Earth's natural James Action|Adventure|Fanta resources, leading to a Avatar Cameron sy|Sci-Fi CCH Pounder 760505847 PG-13 severe ... Batman v Eighteen months after the Superman: destructive battle with Dawn of Justice Zack Snyder Action|Adventure|Sci-Fi Henry Cavill 330249062 PG-13 General Zod ... Common keywords Following Gareth Mallory's Action|Adventure|Thrille promotion to M, James Same length Spectre Sam Mendes r Christoph Waltz 200074175 PG-13 Bond ... etc. In 1991, the brainwashed Captain super-soldier James America: Civil Robert Downey "Bucky" Barnes is War Anthony Russo Action|Adventure|Sci-Fi Jr. 407197282 PG-13 dispatched ... Adventure|Animation| Long ago, a drop of Comedy|Family|Fantasy sunlight became a golden | flower capable of healing Tangled Nathan Greno Musical|Romance Brad Garrett 200807262 PG ... Mid-ranged values num_user_for_revi movie_title director_name genres lead_actor budget content_rating plot_summary num_critic_for_reviews duration title_year country ews By 2154, humans Action|Adventur CCH have depleted Avatar James Cameron e|Fantasy|Sci-Fi Pounder 760505847 PG-13 Earth's ... 723 178 2009 USA 3054 Batman v Superman: Eighteen months Dawn of Action|Adventur after the Justice Zack Snyder e|Sci-Fi Henry Cavill 330249062 PG-13 destructive ... 673 183 2016 USA 3018 Following Gareth Mallory's Action|Adventur Christoph promotion to M, Spectre Sam Mendes e|Thriller Waltz 200074175 PG-13 James Bond ... 602 148 2015 UK 994 Captain In 1991, the America: Action|Adventur Robert brainwashed Civil War Anthony Russo e|Sci-Fi Downey Jr. 407197282 PG-13 super-soldier ... 516 147 2016 USA 1022 Adventure|Anim ation| Comedy|Family| Fantasy| Musical|Roman Brad Long ago, a drop Tangled Nathan Greno ce Garrett 200807262 PG of sunlight ... 324 100 2010 USA 387 x10 con direct tent num_critic num_user_ movie or_na lead_a _rat plot_summ _for_revie for_review _title me genres ctor budget ing ary ws duration title_year country s x x x x x x x x x x x Jame Action|Ad s venture|F CCH Came antasy|Sci Pound 76050 PG- Avatar ron -Fi er 5847 13 By 2154, ... 723 178 2009 USA 3054 xx xx x x x xxxx xxx x x x Batma n v Super man: Dawn Zack Action|Ad of Snyd venture|S Henry 33024 PG- Eighteen Justice er ci-Fi Cavill 9062 13 months ... 673 183 2016 USA 3018 x x x x x x x x x x xx Sam Action|Ad Christ Spectr Mend venture|T oph 20007 PG- Following e es hriller Waltz 4175 13 Gareth ... 602 148 2015 UK 994 x x x x xxxxx xxx xx x x xxxx x Captai n Antho Americ ny Action|Ad Robert a: Civil Russ venture|S Downe 40719 PG- War o ci-Fi y Jr. 7282 13 In 1991, ... 516 147 2016 USA 1022 x x x x x x x x x x x Adventure |Animatio n| Comedy|F amily|Fant Natha asy| Tangle n Musical|R Brad 20080 Long ago, d Greno omance Garrett 7262 PG ... 324 100 2010 USA 387 xxx xx xx xxx xx x x x x xxx xx x100 Node & Tabular Dataset Visualization Edge Tables 2 Dynamic modification Node & Tabular Dataset Visualization Edge Tables Node & Tabular Dataset Visualization Edge Tables Can we use visualization as a platform for both network exploration and network modeling? Node & Tabular Dataset Visualization Edge Tables Can we use visualization as a platform for both network exploration and network modeling? 1. Suggest attribute-based conditions to define edges 2. Allow users to combine attributes to define multiple edge types Node & Tabular Dataset Visualization Edge Tables Node & Tabular Dataset Visualization Edge Tables Captain America Batman v Avengers Superman Value for content_rating is PG-13 Same value for content_rating Budget is same Topics in plot_summary include based on comic book, superhero Common topics in plot_summary Captain America Batman v Avengers Superman Value for title_year is 2016 Same value for title_year Budget is same Topics in plot_summary include based on comic book, superhero Common topics in plot_summary Captain America Batman v Avengers Superman Budget is same Value for title_year is 2016 Common topics in plot_summary Value for title_year is 2016 Same value for title_year Budget is same Topics in plot_summary include based on comic book,