Graphiti: Interactive Specification of Attribute-based Edges for Network Modeling and Visualization

Transcription

1 Graphiti: Interactive Specification of Attribute-based Edges for Network Modeling and Visualization Arjun Srinivasan Hyunwoo Park Alex Endert Rahul C. Basole

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4 Green Lantern Deadpool

5 Common actor Green Lantern Deadpool

6 Captain America: Civil War Batman vs Superman: Dawn of Justice

7 lead_actor genres duration plot_summary budget gross??? Captain America: Civil War Batman vs Superman: Dawn of Justice

8 Node 2 Node 1 This talk 2 nodes 1 link XXX nodes XXX links

9 movie_title director_name genres lead_actor budget content_rating plot_summary Avatar James Cameron Action Adventure Fantasy Sci-Fi CCH Pounder PG-13 Batman v Superman: Dawn of Justice Zack Snyder Action Adventure Sci-Fi Henry Cavill PG-13 Spectre Sam Mendes Action Adventure Thriller Christoph Waltz PG-13 Captain America: Civil War Anthony Russo Action Adventure Sci-Fi Tangled Nathan Greno Robert Downey Jr PG-13 Adventure Animation Comedy Family Fantasy Musical Romance Brad Garrett PG By 2154, humans have depleted Earth's natural resources, leading to a severe... Eighteen months after the destructive battle with General Zod... Following Gareth Mallory's promotion to M, James Bond... In 1991, the brainwashed super-soldier James "Bucky" Barnes is dispatched... Long ago, a drop of sunlight became a golden flower capable of healing...

10 movie_title director_name genres lead_actor budget content_rating plot_summary Avatar James Cameron Action Adventure Fantasy Sci-Fi CCH Pounder PG-13 Batman v Superman: Dawn of Justice Zack Snyder Action Adventure Sci-Fi Henry Cavill PG-13 Spectre Sam Mendes Action Adventure Thriller Christoph Waltz PG-13 Captain America: Civil War Anthony Russo Action Adventure Sci-Fi Tangled Nathan Greno Robert Downey Jr PG-13 Adventure Animation Comedy Family Fantasy Musical Romance Brad Garrett PG By 2154, humans have depleted Earth's natural resources, leading to a severe... Eighteen months after the destructive battle with General Zod... Following Gareth Mallory's promotion to M, James Bond... In 1991, the brainwashed super-soldier James "Bucky" Barnes is dispatched... Long ago, a drop of sunlight became a golden flower capable of healing... Captain America: Civil War Batman vs Superman: Dawn of Justice

11 movie_title director_name genres lead_actor budget content_rating plot_summary Avatar James Cameron Action Adventure Fantasy Sci-Fi CCH Pounder PG-13 Batman v Superman: Dawn of Justice Zack Snyder Action Adventure Sci-Fi Henry Cavill PG-13 Spectre Sam Mendes Action Adventure Thriller Christoph Waltz PG-13 Captain America: Civil War Anthony Russo Action Adventure Sci-Fi Tangled Nathan Greno Robert Downey Jr PG-13 Adventure Animation Comedy Family Fantasy Musical Romance Brad Garrett PG By 2154, humans have depleted Earth's natural resources, leading to a severe... Eighteen months after the destructive battle with General Zod... Following Gareth Mallory's promotion to M, James Bond... In 1991, the brainwashed super-soldier James "Bucky" Barnes is dispatched... Long ago, a drop of sunlight became a golden flower capable of healing...? Captain America: Civil War Batman vs Superman: Dawn of Justice

12 movie_title director_name genres lead_actor budget content_rating plot_summary Avatar James Cameron Action Adventure Fantasy Sci-Fi CCH Pounder PG-13 Batman v Superman: Dawn of Justice Zack Snyder Action Adventure Sci-Fi Henry Cavill PG-13 Spectre Sam Mendes Action Adventure Thriller Christoph Waltz PG-13 Captain America: Civil War Anthony Russo Action Adventure Sci-Fi Tangled Nathan Greno Robert Downey Jr PG-13 Adventure Animation Comedy Family Fantasy Musical Romance Brad Garrett PG content_rating genres By 2154, humans have depleted Earth's natural resources, leading to a severe... Eighteen months after the destructive battle with General Zod... Following Gareth Mallory's promotion to M, James Bond... In 1991, the brainwashed super-soldier James "Bucky" Barnes is dispatched... Long ago, a drop of sunlight became a golden flower capable of healing... Captain America: Civil War Batman vs Superman: Dawn of Justice

13 Tabular Dataset Node & Edge Tables Visualization

14 Network Modeling Network Exploration Tabular Dataset Node & Edge Tables Visualization

15 1 Size & complexity of the dataset Tabular Dataset Node & Edge Tables Visualization

16 movie_title director_name genres lead_actor budget content_rating plot_summary Avatar James Cameron Action Adventure Fanta sy Sci-Fi CCH Pounder PG-13 By 2154, humans have depleted Earth's natural resources, leading to a severe... Batman v Superman: Dawn of Justice Zack Snyder Action Adventure Sci-Fi Henry Cavill PG-13 Eighteen months after the destructive battle with General Zod... Spectre Sam Mendes Action Adventure Thrille r Christoph Waltz PG-13 Following Gareth Mallory's promotion to M, James Bond... Captain America: Civil War Anthony Russo Action Adventure Sci-Fi Robert Downey Jr PG-13 In 1991, the brainwashed super-soldier James "Bucky" Barnes is dispatched... Tangled Nathan Greno Adventure Animation Comedy Family Fantasy Musical Romance Brad Garrett PG Long ago, a drop of sunlight became a golden flower capable of healing...

17 movie_title director_name genres lead_actor budget content_rating plot_summary Avatar James Cameron Action Adventure Fanta sy Sci-Fi CCH Pounder PG-13 By 2154, humans have depleted Earth's natural resources, leading to a severe... Batman v Superman: Dawn of Justice Zack Snyder Action Adventure Sci-Fi Henry Cavill PG-13 Spectre Captain America: Civil War Sam Mendes Action Adventure Thrille r Christoph Waltz PG-13 Anthony Russo Action Adventure Sci-Fi Robert Downey Jr PG-13 Eighteen months after the destructive battle with General Zod... Following Gareth Mallory's promotion to M, James Bond... In 1991, the brainwashed super-soldier James "Bucky" Barnes is dispatched... Common keywords Same length etc. Tangled Nathan Greno Adventure Animation Comedy Family Fantasy Musical Romance Brad Garrett PG Long ago, a drop of sunlight became a golden flower capable of healing... Mid-ranged values

18 movie_title director_name genres lead_actor budget content_rating plot_summary num_critic_for_reviews duration title_year country num_user_for_revi ews Avatar Batman v Superman: Dawn of Justice Spectre James Cameron Zack Snyder Sam Mendes Action Adventur CCH e Fantasy Sci-Fi Pounder Action Adventur e Sci-Fi Action Adventur e Thriller PG-13 Henry Cavill PG-13 Christoph Waltz PG-13 By 2154, humans have depleted Earth's USA 3054 Eighteen months after the destructive USA 3018 Following Gareth Mallory's promotion to M, James Bond UK 994 Captain America: Civil War Anthony Russo Action Adventur e Sci-Fi Robert Downey Jr PG-13 In 1991, the brainwashed super-soldier USA 1022 Tangled Nathan Greno Adventure Anim ation Comedy Family Fantasy Musical Roman Brad ce Garrett PG Long ago, a drop of sunlight USA 387 x10

19 movie _title Avatar Batma n v Super man: Dawn of Justice Spectr e Captai n Americ a: Civil War Tangle d direct or_na me Jame s Came ron Zack Snyd er Sam Mend es Antho ny Russ o Natha n Greno genres Action Ad venture F antasy Sci -Fi Action Ad venture S ci-fi Action Ad venture T hriller Action Ad venture S ci-fi lead_a ctor CCH Pound er Henry Cavill Christ oph Waltz Robert Downe y Jr. Adventure Animatio n Comedy F amily Fant asy Musical R Brad omance Garrett budget con tent _rat plot_summ ing ary num_critic _for_revie ws duration title_year country num_user_ for_review s x x x x x x x x x x x PG By 2154, USA 3054 xx xx x x x xxxx xxx x x x PG- Eighteen months USA 3018 x x x x x x x x x x xx PG- Following Gareth UK 994 x x x x xxxxx xxx xx x x xxxx x PG In 1991, USA 1022 x x x x x x x x x x x PG Long ago, USA 387 xxx xx xx xxx xx x x x x xxx xx x100

20 Tabular Dataset Node & Edge Tables Visualization

21 2 Dynamic modification Tabular Dataset Node & Edge Tables Visualization

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24 Tabular Dataset Node & Edge Tables Visualization

25 Can we use visualization as a platform for both network exploration and network modeling? Tabular Dataset Node & Edge Tables Visualization

26 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 Tabular Dataset Node & Edge Tables Visualization

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31 Tabular Dataset Node & Edge Tables Visualization

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33 Captain America Batman v Superman Avengers

34 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 Captain America Common topics in plot_summary Batman v Superman Avengers

35 Value for title_year is 2016 Same value for title_year Budget is same Topics in plot_summary include based on comic book, superhero Captain America Common topics in plot_summary Batman v Superman Avengers Budget is same Value for title_year is 2016 Common topics in plot_summary

36 Value for title_year is 2016 Same value for title_year Budget is same Topics in plot_summary include based on comic book, superhero Captain America Common topics in plot_summary Batman v Superman Avengers Budget is same Value for title_year is 2016 Common topics in plot_summary

37 Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire ABC [ ABC, ABC,...] 123 T movie lead_actor genres duration plot_summary Harry Potter and the Sorcerer s Stone Daniel Radcliffe Adventure Family Fantasy Mystery 159 Harry Potter and the Goblet of Fire Daniel Radcliffe Adventure Family Fantasy 157 Harry Potter is an average bespectacled 11 year old boy... Harry's fourth year at Hogwarts is about to start...

38 Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire Specific Conditions based on values specific to the connected nodes lead_actor genres duration plot_summary General Generalized versions of specific conditions applicable to potentially a larger portion of the dataset

39 Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire Specific Connect movies if lead_actor is Daniel Radcliffe lead_actor genres duration General Connect movies if lead_actor is same plot_summary

40 Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire Specific Connect movies if genres contains [ adventure, family, fantasy ] lead_actor genres duration General Connect movies if genres has common values plot_summary

41 Can we use visualization as a platform for both network exploration and network modeling? 1. Suggest attribute-based conditions to define edges Harry Potter and the Sorcerer s Stone lead_actor genres Connect movies if lead_actor is Daniel Radcliffe Connect movies if lead_actor is same Connect movies if genres contains [ adventure, family, fantasy ] Connect movies if genres has common values Connect movies if difference between duration [=, ] 2 Harry Potter and the Goblet of Fire duration plot_summary Connect movies if duration is in mid-range Connect movies if duration is in the same range Connect movies if plot_summary has topics [ wizard ] Connect movies if plot_summary has common topics

42 Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire Edge Type 1 Connect movies if plot_summary has common topics OR Edge Type 2 Connect movies if difference between duration [=, ] 2

43 Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire Edge Type 2 Harry Potter and the Order of the Phoenix Edge Type 1 Connect movies if plot_summary has common topics OR Edge Type 2 Connect movies if difference between duration [=, ] 2

44 Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire Harry Potter and the Order of the Phoenix Edge Type 1 AND Connect movies if plot_summary has common topics Connect movies if difference between duration [=, ] 2

45 Can we use visualization as a platform for both network exploration and network modeling? 2. Allow users to combine attributes to define multiple edge types Harry Potter and the Sorcerer s Stone Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire Harry Potter and the Order of the Phoenix Harry Potter and the Goblet of Fire Harry Potter and the Order of the Phoenix Edge Type 1 Connect movies if plot_summary has common topics Edge Type 1 OR Edge Type 2 AND Connect movies if plot_summary has common topics Connect movies if difference between duration [=, ] 2 Connect movies if difference between duration [=, ] 2

46 Harry Potter and the Sorcerer s Stone Harry Potter and the Sorcerer s Stone Harry Potter and the Goblet of Fire Harry Potter and the Goblet of Fire Harry Potter and the Order of the Phoenix Tomorrow Never Dies Connect movies if lead_actor is Daniel Radcliffe Connect movies if lead_actor has same value

47 Value for title_year is 2016 Same value for title_year Budget is same Topics in plot_summary include based on comic book, superhero Captain America Common topics in plot_summary Batman v Superman Avengers Budget is same Value for title_year is 2016 Common topics in plot_summary

48 Captain America Value for title_year is 2016 Same value for title_year Budget is same Similarity-based entity exploration Topics in plot_summary include based on comic book, superhero Common topics in plot_summary Batman v Avengers Superman Story-driven network construction Budget is same Value for title_year is 2016 Common topics in plot_summary

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51 Graphiti: Interactive Specification of Attribute-based Edges for Network Modeling and Visualization Thank you Using visualization as a platform for network exploration and modeling by: Suggesting attribute-based linking conditions Allowing users to define multiple edge types by combining conditions Arjun Srinivasan Hyunwoo Park Alex Endert Rahul C. Basole