The complete Facebook friendship network among the 6,386 users of the American75 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 217,662 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The content of vegetarianism.stackexchange.com (https://vegetarianism.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 5,565 rows: 2,409 posts (760 questions, 1,497 answers, 73 tag wiki excerpts, 73 tag wikis and 6 posts of type 6) and 3,156 comments, written between 31 January 2017 and 31 March 2024. Beside it are 5,075 user accounts, 16,039 votes, 7,661 badges awarded, 117 tags, 8,263 post revisions and 314 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 32 rows.
The content of iota.stackexchange.com (https://iota.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 4,895 rows: 2,464 posts (1,074 questions, 1,283 answers, 51 tag wiki excerpts, 51 tag wikis and 5 posts of type 6) and 2,431 comments, written between 28 November 2017 and 1 March 2024. Beside it are 6,040 user accounts, 10,698 votes, 7,077 badges awarded, 159 tags, 7,869 post revisions and 310 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 36 rows.
A network of Facebook pages in the category 'politicians', as Network Repository distributes it: its description says that the data were collected about Facebook pages in November 2017, that the pages are blue-verified, that nodes represent the pages and that edges are mutual likes among them. This copy holds 41,729 mutual likes among 5,908 pages and a node table of 5,908 pages with their names and Facebook page IDs.
The content of drones.stackexchange.com (https://drones.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 5,197 rows: 2,612 posts (908 questions, 1,277 answers, 208 tag wiki excerpts, 208 tag wikis, 8 posts of type 6 and 3 posts of type 7) and 2,585 comments, written between 14 April 2020 and 21 March 2024. Beside it are 5,251 user accounts, 9,983 votes, 6,281 badges awarded, 224 tags, 7,829 post revisions and 109 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 10 rows.
The complete Facebook friendship network among the 5,372 users of the Wake73 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 279,191 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
Posts of 139 bloggers from the Blog Authorship Corpus collected by Jonathan Schler, Moshe Koppel, Shlomo Argamon and James Pennebaker from blogger.com: the bloggers whose industry is Religion, aged 13 to 48 (43 female, 96 male). The package holds 5,235 posts, each with its date and text, and one record per blogger with the gender, age, industry and astrological sign the blogger gave. The posts are dated from 1 January 1999 to 10 November 2004. The corpus is one file per blogger; this package holds the files of one slice of it.
The content of conlang.stackexchange.com (https://conlang.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 4,662 rows: 1,948 posts (603 questions, 1,184 answers, 78 tag wiki excerpts, 78 tag wikis and 5 posts of type 6) and 2,714 comments, written between 6 February 2018 and 28 March 2024. Beside it are 3,756 user accounts, 11,456 votes, 5,415 badges awarded, 111 tags, 5,214 post revisions and 85 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 9 rows.
The complete Facebook friendship network among the 5,180 users of the Johns Hopkins55 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 186,586 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 5,075 users of the Lehigh96 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 198,347 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 4,563 users of the Rochester38 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 161,404 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The content of moderators.stackexchange.com (https://moderators.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 3,870 rows: 1,992 posts (582 questions, 1,296 answers, 55 tag wiki excerpts, 55 tag wikis, 1 post of type 6 and 3 posts of type 7) and 1,878 comments, written between 29 July 2014 and 31 March 2024. Beside it are 7,184 user accounts, 16,555 votes, 9,343 badges awarded, 74 tags, 5,471 post revisions and 135 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 10 rows.
The complete Facebook friendship network among the 4,087 users of the Rice31 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 184,828 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 4,047 users of the Howard90 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 204,850 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
Posts of 112 bloggers from the Blog Authorship Corpus collected by Jonathan Schler, Moshe Koppel, Shlomo Argamon and James Pennebaker from blogger.com: the bloggers whose industry is Banking, aged 13 to 48 (47 female, 65 male). The package holds 4,049 posts, each with its date and text, and one record per blogger with the gender, age, industry and astrological sign the blogger gave. The posts are dated from 22 January 2001 to 24 August 2004. The corpus is one file per blogger; this package holds the files of one slice of it.
The complete Facebook friendship network among the 3,898 users of the Brandeis99 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 137,567 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
A network of Facebook pages in the category 'TV shows', as Network Repository distributes it: its description says that the data were collected about Facebook pages in November 2017, that the pages are blue-verified, that nodes represent the pages and that edges are mutual likes among them. This copy holds 17,262 mutual likes among 3,892 pages and a node table of 3,881 pages with their names and Facebook page IDs.
The complete Facebook friendship network among the 3,826 users of the Bucknell39 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 158,864 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 3,748 users of the Mich67 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 81,903 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 3,593 users of the Wesleyan43 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 138,035 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 3,578 users of the Santa74 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 151,747 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The content of bioacoustics.stackexchange.com (https://bioacoustics.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 3,097 rows: 1,598 posts (480 questions, 1,074 answers, 17 tag wiki excerpts, 17 tag wikis and 10 posts of type 6) and 1,499 comments, written between 22 June 2022 and 30 March 2024. Beside it are 1,998 user accounts, 10,217 votes, 3,351 badges awarded, 211 tags, 3,988 post revisions and 97 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 8 rows.
The complete Facebook friendship network among the 3,482 users of the Colgate88 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 155,043 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 3,445 users of the Pepperdine86 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 152,007 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 3,075 users of the Middlebury45 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 124,610 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 3,068 users of the Vassar85 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 119,161 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 2,970 users of the Smith60 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 97,133 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 2,970 users of the Wellesley22 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 94,899 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 2,920 users of the Oberlin44 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 89,912 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 2,790 users of the Williams40 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 112,986 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 2,682 users of the USFCA72 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 65,252 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 2,613 users of the Trinity100 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 111,996 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The PeerTube follow graph of the Fediverse as crawled by the Fedivertex project: 62 snapshots taken between 3 February 2025 and 13 April 2026. In the upstream documentation this is a follow graph: an instance X can follow an instance Y to let its users see all the videos posted on Y; the graph is directed, with edges of weight 1 for following. The package holds 1,038,682 links, each with the snapshot it was seen in, and 64,677 instance records (2,356 distinct instances; one record per instance per snapshot) with the attributes upstream recorded (`totalUsers`, `totalDailyActiveUsers`, `totalWeeklyActiveUsers`, `totalMonthlyActiveUsers`, `totalLocalVideos`, `totalVideos`, `totalLocalPlaylists`, `totalVideoComments`, `totalLocalVideoComments`, `totalLocalVideoViews`, `serverVersion`, `totalInstanceFollowers`, `totalPeertubeInstanceFollowers`, `totalInstanceFollowing`, `totalPeertubeInstanceFollowing`, `categories`, `languages`, `error`). A snapshot lists between 836 and 1,756 instances and between 10,067 and 49,104 links. Every link has weight 1. Instance names are written with "[DOT]" in place of each dot, exactly as upstream published them. The graph is declared directed. Fedivertex covers 13 such graph series (seven Fediverse software systems and several kinds of relation); this package is the PeerTube follow series only.
The complete Facebook friendship network among the 2,314 users of the Hamilton46 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 96,394 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 2,252 users of the Bowdoin47 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 84,387 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 2,235 users of the Amherst Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 90,954 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The Misskey federation graph of the Fediverse as crawled by the Fedivertex project: 60 snapshots taken between 3 February 2025 and 13 April 2026. In the upstream documentation this is a federation graph: if two instances know each other they are connected, and the graph corresponds to the undirected communication graph between instances. The package holds 10,357,631 links, each with the snapshot it was seen in, and 53,129 instance records (1,765 distinct instances; one record per instance per snapshot) with the attributes upstream recorded (`users_count`, `posts_count`, `languages`, `description_language`, `error`). A snapshot lists between 814 and 1,116 instances and between 145,105 and 243,373 links. Every link has weight 1. Instance names are written with "[DOT]" in place of each dot, exactly as upstream published them. The graph is declared undirected. Fedivertex covers 13 such graph series (seven Fediverse software systems and several kinds of relation); this package is the Misskey federation series only.
The complete Facebook friendship network among the 1,659 users of the Swarthmore42 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 61,050 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The content of genai.stackexchange.com (https://genai.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 1,317 rows: 642 posts (268 questions, 320 answers, 27 tag wiki excerpts and 27 tag wikis) and 675 comments, written between 17 July 2023 and 31 March 2024. Beside it are 3,437 user accounts, 2,733 votes, 2,882 badges awarded, 80 tags, 2,005 post revisions and 48 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 5 rows.
The complete Facebook friendship network among the 1,518 users of the Simmons81 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 32,988 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The complete Facebook friendship network among the 1,446 users of the Haverford76 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 59,589 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The Misskey active-user graph of the Fediverse as crawled by the Fedivertex project: 24 snapshots taken between 3 February 2025 and 15 July 2025. In the upstream documentation this is an active-user graph: for each instance the 10,000 most recently active users are considered; for each of them, the accounts they follow are listed and 1 is added to the edge from X to Y, where X is the instance of the user and Y the instance of the followed account, so the weight of the edge from X to Y encodes how much of the content seen on X is generated on Y; the graph is directed and contains self-loops. The package holds 274,652 links, each with the snapshot it was seen in, and 21,425 instance records (1,274 distinct instances; one record per instance per snapshot) with the attributes upstream recorded (`users_count`, `posts_count`, `languages`, `description_language`). A snapshot lists between 841 and 982 instances and between 9,999 and 12,894 links. Edge weights are whole numbers from 1 to 872,529 (2,619 distinct values). Instance names are written with "[DOT]" in place of each dot, exactly as upstream published them. The graph is declared directed. Fedivertex covers 13 such graph series (seven Fediverse software systems and several kinds of relation); this package is the Misskey active-user series only.
The Pleroma federation graph of the Fediverse as crawled by the Fedivertex project: 61 snapshots taken between 3 February 2025 and 13 April 2026. In the upstream documentation this is a federation graph: if two instances know each other they are connected, and the graph corresponds to the undirected communication graph between instances. The package holds 7,531,914 links, each with the snapshot it was seen in, and 34,579 instance records (1,170 distinct instances; one record per instance per snapshot) with the attributes upstream recorded (`version`, `users`, `statuses`, `languages`, `registration_enabled`, `error`). A snapshot lists between 445 and 755 instances and between 77,681 and 181,907 links. Every link has weight 1. Instance names are written with "[DOT]" in place of each dot, exactly as upstream published them. The graph is declared undirected. Fedivertex covers 13 such graph series (seven Fediverse software systems and several kinds of relation); this package is the Pleroma federation series only.
Every submission and comment that the Voat dataset of Mekacher and Papasavva holds for the Voat subverse v/PizzagateNoMod: 321 submissions and 553 comments written between 16 June 2017 and 9 July 2020, with the author's user name, upvote and downvote counts, the submission each comment belongs to and each comment's depth in its thread. Voat (voat.co) was a news aggregator in the style of Reddit that shut down on 25 December 2020; its communities were called subverses. The package also holds 42 user profiles (registration date and the subverses the user moderated or created) of the users who wrote in this subverse or moderate or own it, and the profile of the subverse (description, subscriber count, creation date).
Anonymised email between the members of a large European research institution, as published by SNAP. The package holds two networks that SNAP distributes separately: the static email-Eu-core network (25,571 links among 1,005 members; a link means that one member sent at least one email to another), with the department of each of its 1,005 members, and the email-Eu-core temporal network (332,334 timed emails among 986 members, one row per recipient, spanning 803.9 days). Only communication among members is included, not messages to or from outsiders.
Statistics of the top 1,000 Twitch channels over one year: watch time, stream time, peak and average viewers, followers, followers gained, views gained, whether the channel is a partner (978 are) or marked mature (230 are) and its stream language (21 languages; most frequent English (485), Korean (77), Russian (74), Spanish (68)). Compiled by Aayush Mishra and published on Kaggle as "Top Streamers on Twitch". One row per channel; the file carries no individual viewers and no dates.
The complete Facebook friendship network among the 962 users of the Reed98 Facebook network in September 2005, one of the 100 college and university networks of the Facebook100 collection. It holds 18,812 undirected friendship links between users of the same school (links to other schools are not included), and seven anonymised attributes for each user: a student/faculty status flag, gender, major, second major or minor, dorm or house, class year and high school. Users are identified only by their row number in the original file. Per the papers, the demographic information was volunteered by users on their own pages; where a user gave none, the original codes the value 0, which this package reads as missing. The data were sent to the authors in anonymised form by Adam D'Angelo of Facebook and analysed by Traud, Mucha and Porter. The original file is a MATLAB .mat file holding a sparse adjacency matrix and an attribute matrix.
The Pleroma active-user graph of the Fediverse as crawled by the Fedivertex project: 24 snapshots taken between 3 February 2025 and 15 July 2025. In the upstream documentation this is an active-user graph: for each instance the 10,000 most recently active users are considered; for each of them, the accounts they follow are listed and 1 is added to the edge from X to Y, where X is the instance of the user and Y the instance of the followed account, so the weight of the edge from X to Y encodes how much of the content seen on X is generated on Y; the graph is directed and contains self-loops. The package holds 30,207 links, each with the snapshot it was seen in, and 14,538 instance records (821 distinct instances; one record per instance per snapshot) with the attributes upstream recorded (`version`, `users`, `statuses`, `languages`, `registration_enabled`). A snapshot lists between 540 and 709 instances and between 1,161 and 1,365 links. Edge weights are whole numbers from 1 to 14,259 (209 distinct values). Instance names are written with "[DOT]" in place of each dot, exactly as upstream published them. The graph is declared directed. Fedivertex covers 13 such graph series (seven Fediverse software systems and several kinds of relation); this package is the Pleroma active-user series only.
The Lemmy federation graph of the Fediverse as crawled by the Fedivertex project: 62 snapshots taken between 3 February 2025 and 13 April 2026. In the upstream documentation this is a federation graph: if two instances know each other they are connected, and the graph corresponds to the undirected communication graph between instances. The package holds 5,633,796 links, each with the snapshot it was seen in, and 22,651 instance records (779 distinct instances; one record per instance per snapshot) with the attributes upstream recorded (`version`, `users`, `posts`, `comments`, `communities`, `users_active_day`, `users_active_week`, `users_active_month`, `users_active_half_year`, `captcha_enabled`, `require_email_verification`, `description_language`, `error`). A snapshot lists between 290 and 442 instances and between 53,985 and 141,277 links. Every link has weight 1. Instance names are written with "[DOT]" in place of each dot, exactly as upstream published them. The graph is declared undirected. Fedivertex covers 13 such graph series (seven Fediverse software systems and several kinds of relation); this package is the Lemmy federation series only.
The Lemmy federation-with-blocks graph of the Fediverse as crawled by the Fedivertex project: 62 snapshots taken between 3 February 2025 and 13 April 2026. In the upstream documentation this is a federation graph completed with negative edges when instance X blocks instance Y; the graph is directed. The package holds 5,641,052 links, each with the snapshot it was seen in, and 22,621 instance records (779 distinct instances; one record per instance per snapshot) with the attributes upstream recorded (`version`, `users`, `posts`, `comments`, `communities`, `users_active_day`, `users_active_week`, `users_active_month`, `users_active_half_year`, `captcha_enabled`, `require_email_verification`, `description_language`, `error`). A snapshot lists between 291 and 439 instances and between 54,200 and 141,669 links. Edge weights are +1 (5,620,855 links) or -1 (20,197 links, the blocks), and the `sign` column repeats them as integers. Instance names are written with "[DOT]" in place of each dot, exactly as upstream published them. The graph is declared directed. Fedivertex covers 13 such graph series (seven Fediverse software systems and several kinds of relation); this package is the Lemmy federation-with-blocks series only.
Facebook
Stack Exchange
Blogger
Fediverse
Voat
Twitch