diff --git a/DigitalProjectCode.Rmd b/DigitalProjectCode.Rmd index 93950fd..36595e6 100644 --- a/DigitalProjectCode.Rmd +++ b/DigitalProjectCode.Rmd @@ -32,29 +32,29 @@ library(tidyr) ````{r, message=FALSE, warning=FALSE, echo=FALSE} #Create edges and nodes from CSV files -edges <- read.csv("edges.version4.csv", stringsAsFactors = FALSE) +edges <- read.csv("edges.version5.csv", stringsAsFactors = FALSE) edges <- as.data.frame(edges) -nodes <- read.csv("nodes.version4.csv", stringsAsFactors = FALSE) +nodes <- read.csv("nodes.version5.csv", stringsAsFactors = FALSE) nodes <- as.data.frame(nodes) ```` ````{r, message=FALSE, warning=FALSE, echo=FALSE} #Create a column assigning colors to institutional relationships like President and Board Member edges <- edges %>% - mutate(title = edges$Relationship[1:319]) %>% - mutate(color = ifelse(edges$Relationship == "Benefactor", "green", - ifelse(edges$Relationship == "Board Member", "blue", - ifelse(edges$Relationship == "President", "darkred", - ifelse(edges$Relationship == "Key Figure", "hotpink", - ifelse(edges$Relationship == "Founder", "purple", - ifelse(edges$Relationship == "Namesake", "turquoise", "gray"))))))) + mutate(title = edges$Institution.Roles[1:302]) %>% + mutate(color = ifelse(edges$Institution.Roles == "Benefactor", "green", + ifelse(edges$Institution.Roles == "Board Member", "blue", + ifelse(edges$Institution.Roles == "President", "darkred", + ifelse(edges$Institution.Roles == "Key Figure", "hotpink", + ifelse(edges$Institution.Roles == "Founder", "purple", + ifelse(edges$Institution.Roles == "Namesake", "turquoise", "gray"))))))) ```` ````{r, message=FALSE, warning=FALSE, echo=FALSE} -#Customize the nodes by color in network. Nodes are all of the people and each of the 22 institutions. Total of 318 nodes. +#Customize the nodes by color in network. Nodes are all of the people and each of the 22 institutions. Total of 324 nodes. nodes <- nodes %>% - mutate(title = (nodes$ID[1:318])) %>% + mutate(title = (nodes$ID[1:324])) %>% mutate(color = ifelse(nodes$Type == "Person", "navy", ifelse(nodes$Type == "Institution", "purple", "tan"))) @@ -76,7 +76,7 @@ lnodes <- data.frame(label = c("Person", "Institution"), ```{r, echo=FALSE} #Create network visualization edges <- edges %>% rename(from = from, to = to) -nodes <- nodes %>% rename(from = ID, to = id) + visNetwork(nodes = nodes, edges = edges, height = 650, width = 1100) %>% visIgraphLayout(layout = "layout_with_fr", randomSeed = 12) %>% visNodes(size = 8, diff --git a/edges.version4.csv b/edges.version5.csv similarity index 89% rename from edges.version4.csv rename to edges.version5.csv index 294db09..c978d1b 100644 --- a/edges.version4.csv +++ b/edges.version5.csv @@ -1,4 +1,4 @@ -ID,ID.1,Relationship,Political.Roles +ID,ID.1,Institution.Roles,Political.Roles A. Webster,Claflin University,Board Member, A.C. Garlington,Newberry College,Board Member,Legislator A.C. Hawthorne,Erskine College,Board Member, @@ -22,14 +22,17 @@ Bathsheba Benedict,Benedict College,"Benefactor,Founder", Benjamin Franklin Neves,North Greenville University,"Benefactor,Key Figure", Benjamin Franklin Wilson,Converse University,President, Benjamin Perry Robertson,North Greenville University,Key Figure, -Benjamin Ryan Tillman,"Clemson University,South Carolina State University",Board Member,"Legislator,Governor" +Benjamin Ryan Tillman,Clemson University,Board Member,"Legislator,Governor" +Benjamin Ryan Tillman,South Carolina State University,Key Figure,"Legislator,Governor" +Benjamin Ryan Tillman,Winthrop University,Key Figure,"Legislator,Governor" Benjamin S. Screven,Furman University,Board Member,Legislator Benjamin Smith,College of Charleston,Benefactor,Legislator Benjamin Wofford,Wofford College,"Benefactor,Founder", C.F. Bergman,Lutheran Theological Southern Seminary,Board Member, C.J. Colcock,Medical University of South Carolina,Board Member,Legislator Charles Betts,Wofford College,Board Member, -Charles C. Pinckney,"University of South Carolina,College of Charleston",Board Member,"Foreign Ambassador,Founding Father,Legislator" +Charles C. Pinckney,University of South Carolina,Board Member,"Foreign Ambassador,Founding Father,Legislator" +Charles C. Pinckney,College of Charleston,Board Member,"Foreign Ambassador,Founding Father,Legislator" Charles D. Mallary,Furman University,Board Member, Charles Drayton,College of Charleston,Board Member,"Lt Governor,Legislator" Charles Edwin Fleming,Converse University,Board Member, @@ -41,7 +44,7 @@ Colin Murchison,Columbia College,Board Member, D. Picket,Allen University,Board Member, D.E. Dunlap,University of South Carolina,Board Member, D.J. Bradham,South Carolina State University,"Key Figure,Board Member", -D.M. Blackwelder,,President, +D.M. Blackwelder,Medical University of South Carolina,President, D.M. Pierce,Benedict College,Board Member, D.S. Rice,Allen University,Board Member, Daniel Alexander Payne,Allen University,"Key Figure,Board Member", @@ -53,12 +56,13 @@ David Bancroft Johnson,Winthrop University,"Key Figure,Founder,President", David Jamison,The Citadel,Board Member,Legislator David Oliphant,College of Charleston,Board Member,Legislator David Ramsay,College of Charleston,Board Member,Legislator +David Ramsay,Medical University of South Carolina,Key Figure,Legislator David Robinson Duncan,Converse University,Board Member,Legislator Dexter Edgar Converse,Converse University,"Benefactor,Founder,Board Member", Elias Ball Hort,Newberry College,Board Member,Legislator E.C. Leitner,Wofford College,Board Member,Legislator E.R. Roberts,Benedict College,Board Member, -E.S. Joynes,,Board Member, +E.S. Joynes,Winthrop University,Board Member, E.T. Copeland,Presbyterian College,Board Member, Eli Thomas Stackhouse,Clemson University,Board Member,Legislator Ebenezer Erskine Pressly,Erskine College,"Key Figure,President,Namesake,Board Member", @@ -77,12 +81,12 @@ George W. Kelley,Voorhees University,Board Member, Gerhard Muller,Newberry College,Board Member,Legislator Godfrey Dreher,Lutheran Theological Southern Seminary,Board Member, H. Aubrey Strode,Clemson University,President, -H. Bass,,Board Member, +H. Bass,Wofford College,Board Member, H.A. DeSaussure,Medical University of South Carolina,Board Member, H.A.C. Walker,Wofford College,Board Member, H.B. Crawley,North Greenville University,Board Member, H.H. Durant,Wofford College,Board Member, -H.H. Thomson,,Board Member,Legislator +H.H. Thomson,Wofford College,Board Member,Legislator H.K. Ezell,North Greenville University,Board Member, H.P. Goodwin,North Greenville University,Board Member, Harvey Wofford,Wofford College,Board Member, @@ -116,12 +120,13 @@ Jesse Havries Hardin,Clemson University,Board Member,Legislator J.H. Kellogg,Voorhees University,Board Member, J.H. Means,The Citadel,Board Member,Governor J.H. Phinney,Presbyterian College,Board Member, -J.H. Wheeler,,Board Member, +J.H. Wheeler,Wofford College,Board Member, J.H. Young,Presbyterian College,Board Member,Legislator James L. Orr,Clemson University,Board Member,"Governor's Staff,Legislator" J.P. Aull,Newberry College,Board Member, J.P. Margart,Newberry College,Board Member, -J.P. Richardson,"Winthrop University,Clemson University",Key Figure,"Governor,Legislator" +J.P. Richardson,Clemson University,Key Figure,"Governor,Legislator" +J.P. Richardson,Winthrop University,Board Member, "J.W. Copeland, Sr.",Presbyterian College,Board Member, J.W. Floyd,South Carolina State University,Key Figure,Legislator Jacob Ford,Medical University of South Carolina,Board Member, @@ -143,7 +148,8 @@ Job J. Boozer,Presbyterian College,Board Member, John A. Porter,Columbia College,Board Member, John B. Boazman,Lander University,Board Member, John B. Cleveland,Converse University,Board Member, -John Bachman,"Lutheran Theological Southern Seminary,Newberry College","Founder,Key Figure,Board Member", +John Bachman,Lutheran Theological Southern Seminary,"Key Figure,Board Member", +John Bachman,Newberry College,"Key Figure,Board Member", John Brown,University of South Carolina,Board Member, John Bryce,Columbia College,Board Member, John C. Hope,Lutheran Theological Southern Seminary,Board Member,Legislator @@ -162,8 +168,8 @@ John MacKenzie,College of Charleston,Benefactor, John Matthews,College of Charleston,Board Member,Governor John P. Kinard,Newberry College,Board Member,Legislator John P. Richardson,The Citadel,"Key Figure,Founder","Governor,Legislator" -"John P. Thomas, Jr.",,Board Member, -John Porter,,Board Member, +"John P. Thomas, Jr.",Winthrop University,Board Member, +John Porter,Wofford College,Board Member, John Prue,College of Charleston,Benefactor, John Rutledge,College of Charleston,Board Member,"Founding Father,Judge,Governor,Legislator" John T. Wightman,Columbia College,Board Member, @@ -223,7 +229,6 @@ Robert J. Boyd,Columbia College,Board Member, Robert J. Turnbull,Medical University of South Carolina,Board Member, Robert Kingston Scott,Claflin University,Board Member,Governor Robert Smith,College of Charleston,"Board Member,President", -S.G. Mayfield,South Carolina State University,"Key Figure,Board Member",Legislator S.L. West,Presbyterian College,Board Member, S.S. McCully,Columbia College,Board Member, Samuel Lander,Lander University,"Key Figure,Founder", @@ -236,6 +241,7 @@ Simeon Corley,Claflin University,Board Member, Simeon Fair,Newberry College,Board Member, Simpson Bobo,Wofford College,Board Member, Stanwix G. Mayfield,Voorhees University,"Key Figure,Board Member",Legislator +Stanwix G. Mayfield,South Carolina State University,"Key Figure,Board Member",Legislator Stephen A. Mealy,Lutheran Theological Southern Seminary,Board Member, Stephen Benedict,Benedict College,"Key Figure,Namesake", T.R. Walsh,Wofford College,Board Member, @@ -243,8 +249,7 @@ T.S. Boinest,Newberry College,Board Member, T.W. Lewis,Claflin University,Board Member, Theophilus Stork,Newberry College,President, Thomas Bee,College of Charleston,Board Member,"Judge,Legislator" -Thomas Curtis,Limestone University,, -Thomas Curtis,Limestone University,, +Thomas Curtis,Limestone University,"Founder,President", Thomas Green Clemson,Clemson University,"Benefactor,Founder",Foreign Ambassador Thomas H. Wade,Columbia College,Board Member, "Thomas Heyward, Jr.",College of Charleston,Board Member,"Founding Father,Legislator" @@ -252,11 +257,11 @@ Thomas Miller,South Carolina State University,"President,Key Figure,Founder",Leg Thomas Philips,Claflin University,Board Member, Thomas Taylor,University of South Carolina,Board Member,Legislator Timothy Dargan,Furman University,Board Member,Legislator -Timothy Dodge,Benedict College,, +Timothy Dodge,Benedict College,President, Timothy W. Lewis,Claflin University,Key Figure, Unknown Torrence,Allen University,Board Member, Unknown Weston,Allen University,Board Member, -W. Barringer,,Board Member, +W. Barringer,Wofford College,Board Member, W. Edgar Owens,Presbyterian College,Board Member, W.A. Gamewell,Wofford College,Board Member, W.A. McCorkle,Lander University,Board Member, @@ -267,7 +272,7 @@ W.B. Sterrett,Allen University,Board Member, W.C. Lindsay,Benedict College,Board Member, W.C. Swaffield,Winthrop University,Board Member, W.J. Alexander,Benedict College,Board Member, -W.J. Duffie,,Board Member, +W.J. Duffie,Winthrop University,Board Member, W.J. Hanna,The Citadel,Board Member, W.K. Bachman,Newberry College,Board Member,Legislator W.L. Prince,Lander University,Board Member, @@ -295,26 +300,4 @@ William Martin,Columbia College,Board Member, William Moultrie,College of Charleston,Board Member,"Governor,Legislator" William Plumer Jacobs,Presbyterian College,"Founder,Board Member", William Sinkler Manning,Converse University,Board Member, -Allen University,,, -Benedict College,,, -Claflin University,,, -Clemson University,,, -College of Charleston,,, -Columbia College,,, -Converse University,,, -Erskine College,,, -Furman University,,, -Lander University,,, -Limestone University,,, -Lutheran Theological Southern Seminary,,, -Medical University of South Carolina,,, -Newberry College,,, -North Greenville University,,, -Presbyterian College,,, -South Carolina State University,,, -The Citadel,,, -University of South Carolina,,, -Voorhees University,,, -Winthrop University,,, -Wofford College,,, William States Lee,Presbyterian College,President, diff --git a/nodes.version4.csv b/nodes.version5.csv similarity index 90% rename from nodes.version4.csv rename to nodes.version5.csv index b6ca8fe..9dd8159 100644 --- a/nodes.version4.csv +++ b/nodes.version5.csv @@ -22,14 +22,17 @@ Bathsheba Benedict,Person,"Benefactor,Founder",,Benedict College Benjamin Franklin Neves,Person,"Benefactor,Key Figure",,North Greenville University Benjamin Franklin Wilson,Person,President,,Converse University Benjamin Perry Robertson,Person,Key Figure,,North Greenville University -Benjamin Ryan Tillman,Person,Board Member,"Legislator,Governor","Clemson University,South Carolina State University" +Benjamin Ryan Tillman,Person,Board Member,"Legislator,Governor",Clemson University +Benjamin Ryan Tillman,Person,Key Figure,"Legislator,Governor",South Carolina State University +Benjamin Ryan Tillman,Person,Key Figure,"Legislator,Governor",Winthrop University Benjamin S. Screven,Person,Board Member,Legislator,Furman University Benjamin Smith,Person,Benefactor,Legislator,College of Charleston Benjamin Wofford,Person,"Benefactor,Founder",,Wofford College C.F. Bergman,Person,Board Member,,Lutheran Theological Southern Seminary C.J. Colcock,Person,Board Member,Legislator,Medical University of South Carolina Charles Betts,Person,Board Member,,Wofford College -Charles C. Pinckney,Person,Board Member,"Foreign Ambassador,Founding Father,Legislator","University of South Carolina,College of Charleston" +Charles C. Pinckney,Person,Board Member,"Foreign Ambassador,Founding Father,Legislator",University of South Carolina +Charles C. Pinckney,Person,Board Member,"Foreign Ambassador,Founding Father,Legislator",College of Charleston Charles D. Mallary,Person,Board Member,,Furman University Charles Drayton,Person,Board Member,"Lt Governor,Legislator",College of Charleston Charles Edwin Fleming,Person,Board Member,,Converse University @@ -41,7 +44,7 @@ Colin Murchison,Person,Board Member,,Columbia College D. Picket,Person,Board Member,,Allen University D.E. Dunlap,Person,Board Member,,University of South Carolina D.J. Bradham,Person,"Key Figure,Board Member",,South Carolina State University -D.M. Blackwelder,Person,President,, +D.M. Blackwelder,Person,President,,Medical University of South Carolina D.M. Pierce,Person,Board Member,,Benedict College D.S. Rice,Person,Board Member,,Allen University Daniel Alexander Payne,Person,"Key Figure,Board Member",,Allen University @@ -53,12 +56,13 @@ David Bancroft Johnson,Person,"Key Figure,Founder,President",,Winthrop Universit David Jamison,Person,Board Member,Legislator,The Citadel David Oliphant,Person,Board Member,Legislator,College of Charleston David Ramsay,Person,Board Member,Legislator,College of Charleston +David Ramsay,Person,Key Figure,Legislator,Medical University of South Carolina David Robinson Duncan,Person,Board Member,Legislator,Converse University Dexter Edgar Converse,Person,"Benefactor,Founder,Board Member",,Converse University Elias Ball Hort,Person,Board Member,Legislator,Newberry College E.C. Leitner,Person,Board Member,Legislator,Wofford College E.R. Roberts,Person,Board Member,,Benedict College -E.S. Joynes,Person,Board Member,, +E.S. Joynes,Person,Board Member,,Winthrop University E.T. Copeland,Person,Board Member,,Presbyterian College Eli Thomas Stackhouse,Person,Board Member,Legislator,Clemson University Ebenezer Erskine Pressly,Person,"Key Figure,President,Namesake,Board Member",,Erskine College @@ -77,12 +81,12 @@ George W. Kelley,Person,Board Member,,Voorhees University Gerhard Muller,Person,Board Member,Legislator,Newberry College Godfrey Dreher,Person,Board Member,,Lutheran Theological Southern Seminary H. Aubrey Strode,Person,President,,Clemson University -H. Bass,Person,Board Member,, +H. Bass,Person,Board Member,,Wofford College H.A. DeSaussure,Person,Board Member,,Medical University of South Carolina H.A.C. Walker,Person,Board Member,,Wofford College H.B. Crawley,Person,Board Member,,North Greenville University H.H. Durant,Person,Board Member,,Wofford College -H.H. Thomson,Person,Board Member,Legislator, +H.H. Thomson,Person,Board Member,Legislator,Wofford College H.K. Ezell,Person,Board Member,,North Greenville University H.P. Goodwin,Person,Board Member,,North Greenville University Harvey Wofford,Person,Board Member,,Wofford College @@ -116,12 +120,13 @@ Jesse Havries Hardin,Person,Board Member,Legislator,Clemson University J.H. Kellogg,Person,Board Member,,Voorhees University J.H. Means,Person,Board Member,Governor,The Citadel J.H. Phinney,Person,Board Member,,Presbyterian College -J.H. Wheeler,Person,Board Member,, +J.H. Wheeler,Person,Board Member,,Wofford College J.H. Young,Person,Board Member,Legislator,Presbyterian College James L. Orr,Person,Board Member,"Governor's Staff,Legislator",Clemson University J.P. Aull,Person,Board Member,,Newberry College J.P. Margart,Person,Board Member,,Newberry College -J.P. Richardson,Person,Key Figure,"Governor,Legislator","Winthrop University,Clemson University" +J.P. Richardson,Person,Key Figure,"Governor,Legislator",Clemson University +J.P. Richardson,Person,Board Member,,Winthrop University "J.W. Copeland, Sr.",Person,Board Member,,Presbyterian College J.W. Floyd,Person,Key Figure,Legislator,South Carolina State University Jacob Ford,Person,Board Member,,Medical University of South Carolina @@ -143,7 +148,8 @@ Job J. Boozer,Person,Board Member,,Presbyterian College John A. Porter,Person,Board Member,,Columbia College John B. Boazman,Person,Board Member,,Lander University John B. Cleveland,Person,Board Member,,Converse University -John Bachman,Person,"Founder,Key Figure,Board Member",,"Lutheran Theological Southern Seminary,Newberry College" +John Bachman,Person,"Key Figure,Board Member",,Lutheran Theological Southern Seminary +John Bachman,Person,"Key Figure,Board Member",,Newberry College John Brown,Person,Board Member,,University of South Carolina John Bryce,Person,Board Member,,Columbia College John C. Hope,Person,Board Member,Legislator,Lutheran Theological Southern Seminary @@ -162,8 +168,8 @@ John MacKenzie,Person,Benefactor,,College of Charleston John Matthews,Person,Board Member,Governor,College of Charleston John P. Kinard,Person,Board Member,Legislator,Newberry College John P. Richardson,Person,"Key Figure,Founder","Governor,Legislator",The Citadel -"John P. Thomas, Jr.",Person,Board Member,, -John Porter,Person,Board Member,, +"John P. Thomas, Jr.",Person,Board Member,,Winthrop University +John Porter,Person,Board Member,,Wofford College John Prue,Person,Benefactor,,College of Charleston John Rutledge,Person,Board Member,"Founding Father,Judge,Governor,Legislator",College of Charleston John T. Wightman,Person,Board Member,,Columbia College @@ -223,7 +229,6 @@ Robert J. Boyd,Person,Board Member,,Columbia College Robert J. Turnbull,Person,Board Member,,Medical University of South Carolina Robert Kingston Scott,Person,Board Member,Governor,Claflin University Robert Smith,Person,"Board Member,President",,College of Charleston -S.G. Mayfield,Person,"Key Figure,Board Member",Legislator,South Carolina State University S.L. West,Person,Board Member,,Presbyterian College S.S. McCully,Person,Board Member,,Columbia College Samuel Lander,Person,"Key Figure,Founder",,Lander University @@ -236,6 +241,7 @@ Simeon Corley,Person,Board Member,,Claflin University Simeon Fair,Person,Board Member,,Newberry College Simpson Bobo,Person,Board Member,,Wofford College Stanwix G. Mayfield,Person,"Key Figure,Board Member",Legislator,Voorhees University +Stanwix G. Mayfield,Person,"Key Figure,Board Member",Legislator,South Carolina State University Stephen A. Mealy,Person,Board Member,,Lutheran Theological Southern Seminary Stephen Benedict,Person,"Key Figure,Namesake",,Benedict College T.R. Walsh,Person,Board Member,,Wofford College @@ -243,7 +249,7 @@ T.S. Boinest,Person,Board Member,,Newberry College T.W. Lewis,Person,Board Member,,Claflin University Theophilus Stork,Person,President,,Newberry College Thomas Bee,Person,Board Member,"Judge,Legislator",College of Charleston -Thomas Curtis,Person,,,Limestone University +Thomas Curtis,Person,"Founder,President",,Limestone University Thomas Green Clemson,Person,"Benefactor,Founder",Foreign Ambassador,Clemson University Thomas H. Wade,Person,Board Member,,Columbia College "Thomas Heyward, Jr.",Person,Board Member,"Founding Father,Legislator",College of Charleston @@ -251,11 +257,11 @@ Thomas Miller,Person,"President,Key Figure,Founder",Legislator,South Carolina St Thomas Philips,Person,Board Member,,Claflin University Thomas Taylor,Person,Board Member,Legislator,University of South Carolina Timothy Dargan,Person,Board Member,Legislator,Furman University -Timothy Dodge,Person,,,Benedict College +Timothy Dodge,Person,President,,Benedict College Timothy W. Lewis,Person,Key Figure,,Claflin University Unknown Torrence,Person,Board Member,,Allen University Unknown Weston,Person,Board Member,,Allen University -W. Barringer,Person,Board Member,, +W. Barringer,Person,Board Member,,Wofford College W. Edgar Owens,Person,Board Member,,Presbyterian College W.A. Gamewell,Person,Board Member,,Wofford College W.A. McCorkle,Person,Board Member,,Lander University @@ -266,7 +272,7 @@ W.B. Sterrett,Person,Board Member,,Allen University W.C. Lindsay,Person,Board Member,,Benedict College W.C. Swaffield,Person,Board Member,,Winthrop University W.J. Alexander,Person,Board Member,,Benedict College -W.J. Duffie,Person,Board Member,, +W.J. Duffie,Person,Board Member,,Winthrop University W.J. Hanna,Person,Board Member,,The Citadel W.K. Bachman,Person,Board Member,Legislator,Newberry College W.L. Prince,Person,Board Member,,Lander University @@ -294,6 +300,7 @@ William Martin,Person,Board Member,,Columbia College William Moultrie,Person,Board Member,"Governor,Legislator",College of Charleston William Plumer Jacobs,Person,"Founder,Board Member",,Presbyterian College William Sinkler Manning,Person,Board Member,,Converse University +William States Lee,Person,President,,Presbyterian College Allen University,Institution,,, Benedict College,Institution,,, Claflin University,Institution,,, @@ -316,4 +323,3 @@ University of South Carolina,Institution,,, Voorhees University,Institution,,, Winthrop University,Institution,,, Wofford College,Institution,,, -William States Lee,,President,,Presbyterian College