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Base implementation for new classification metrics. Documentation and testing still missing. Signed-off-by: Leo Sendelbach <[email protected]>
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@@ -22,6 +22,7 @@ | |
## Copyright 2019 by Thomas Bock <[email protected]> | ||
## Copyright 2019 by Jakob Kronawitter <[email protected]> | ||
## Copyright 2021 by Johannes Hostert <[email protected]> | ||
## Copyright 2024 by Leo Sendelbach <[email protected]> | ||
## All Rights Reserved. | ||
## | ||
## This file is derived from following Codeface script: | ||
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@@ -59,6 +60,10 @@ CLASSIFICATION.TYPE.TO.CATEGORY = list( | |
"network.degree" = "network", | ||
"network.eigen" = "network", | ||
"network.hierarchy" = "network", | ||
"network.betweenness" = "network", | ||
"network.closeness" = "network", | ||
"network.pagerank" = "network", | ||
"network.eccentricity" = "network", | ||
"commit.count" = "count", | ||
"loc.count" = "count", | ||
"mail.count" = "count", | ||
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@@ -96,7 +101,7 @@ CLASSIFICATION.TYPE.TO.CATEGORY = list( | |
#' Network-based options/metrics (parameter \code{network} has to be specified): | ||
#' - "network.degree" | ||
#' - "network.eigen" | ||
#' - "network.hierarchy" | ||
#' - "network.hierarchy" ###TODO check all documentation | ||
#' Count-based options/metrics (parameter \code{proj.data} has to be specified): | ||
#' - "commit.count" | ||
#' - "loc.count" | ||
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@@ -126,7 +131,8 @@ CLASSIFICATION.TYPE.TO.CATEGORY = list( | |
#' first column and their centrality values in the second column. | ||
get.author.class.by.type = function(network = NULL, | ||
proj.data = NULL, | ||
type = c("network.degree", "network.eigen", "network.hierarchy", | ||
type = c("network.degree", "network.eigen", "network.hierarchy", "network.betweenness", | ||
"network.closeness", "network.pagerank", "network.eccentricity", | ||
"commit.count", "loc.count", "mail.count", "mail.thread.count", | ||
"issue.count", "issue.comment.count", "issue.commented.in.count", | ||
"issue.created.count"), | ||
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@@ -144,6 +150,10 @@ get.author.class.by.type = function(network = NULL, | |
"network.degree" = "vertex.degree", | ||
"network.eigen" = "eigen.centrality", | ||
"network.hierarchy" = "hierarchy", | ||
"network.betweenness" = "betweenness.centrality", | ||
"network.closeness" = "closeness.centrality", | ||
"network.pagerank" = "pagerank.centrality", | ||
"network.eccentricity" = "eccentricity", | ||
"commit.count" = "commit.count", | ||
"loc.count" = "loc.count", | ||
"mail.count" = "mail.count", | ||
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@@ -231,6 +241,30 @@ get.author.class.by.type = function(network = NULL, | |
## Construct centrality dataframe | ||
centrality.dataframe = data.frame(author.name = row.names(hierarchy.base.df), | ||
centrality = hierarchy.calculated) | ||
} else if (type == "network.betweenness") { | ||
betweenness.centrality.vec = igraph::betweenness(network, directed = TRUE) | ||
## Construct centrality dataframe | ||
centrality.dataframe = data.frame(author.name = names(betweenness.centrality.vec), | ||
centrality = as.vector(betweenness.centrality.vec)) | ||
} else if (type == "network.closeness") { | ||
closeness.centrality.vec = igraph::closeness(network) | ||
## Construct centrality dataframe | ||
centrality.dataframe = data.frame(author.name = names(closeness.centrality.vec), | ||
centrality = as.vector(closeness.centrality.vec)) | ||
} else if (type == "network.pagerank") { | ||
pagerank.centrality.vec = igraph::page_rank(network, directed = TRUE)[["vector"]] | ||
## Construct centrality dataframe | ||
centrality.dataframe = data.frame(author.name = names(pagerank.centrality.vec), | ||
centrality = as.vector(pagerank.centrality.vec)) | ||
} else if (type == "network.eccentricity") { | ||
eccentricity.vec = igraph::eccentricity(network) | ||
## since core developers are expected to have a lower eccentricity, | ||
## we need to invert all non-zero values | ||
indices = which(eccentricity.vec > 0) | ||
eccentricity.vec[indices] = max(eccentricity.vec) - eccentricity.vec[indices] | ||
## Construct centrality dataframe | ||
centrality.dataframe = data.frame(author.name = names(eccentricity.vec), | ||
centrality = as.vector(eccentricity.vec)) | ||
} else if (type == "commit.count") { | ||
## Construct centrality dataframe | ||
centrality.dataframe = get.author.commit.count(proj.data) | ||
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@@ -669,6 +703,50 @@ get.author.class.network.hierarchy = function(network, result.limit = NULL, | |
return(result) | ||
} | ||
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get.author.class.network.betweenness = function(network, result.limit = NULL, | ||
restrict.classification.to.authors = NULL) { | ||
logging::logdebug("get.author.class.network.betweenness: starting.") | ||
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result = get.author.class.by.type(network = network, type = "network.betweenness", result.limit = result.limit, | ||
restrict.classification.to.authors = restrict.classification.to.authors) | ||
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logging::logdebug("get.author.class.network.betweenness: finished.") | ||
return(result) | ||
} | ||
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get.author.class.network.closeness = function(network, result.limit = NULL, | ||
restrict.classification.to.authors = NULL) { | ||
logging::logdebug("get.author.class.network.closeness: starting.") | ||
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result = get.author.class.by.type(network = network, type = "network.closeness", result.limit = result.limit, | ||
restrict.classification.to.authors = restrict.classification.to.authors) | ||
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logging::logdebug("get.author.class.network.closeness: finished.") | ||
return(result) | ||
} | ||
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get.author.class.network.pagerank = function(network, result.limit = NULL, | ||
restrict.classification.to.authors = NULL) { | ||
logging::logdebug("get.author.class.network.pagerank: starting.") | ||
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result = get.author.class.by.type(network = network, type = "network.pagerank", result.limit = result.limit, | ||
restrict.classification.to.authors = restrict.classification.to.authors) | ||
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logging::logdebug("get.author.class.network.pagerank: finished.") | ||
return(result) | ||
} | ||
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get.author.class.network.eccentricity = function(network, result.limit = NULL, | ||
restrict.classification.to.authors = NULL) { | ||
logging::logdebug("get.author.class.network.eccentricity: starting.") | ||
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result = get.author.class.by.type(network = network, type = "network.eccentricity", result.limit = result.limit, | ||
restrict.classification.to.authors = restrict.classification.to.authors) | ||
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logging::logdebug("get.author.class.network.eccentricity: finished.") | ||
return(result) | ||
} | ||
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## / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / | ||
## Count-based classification --------------------------------------------- | ||
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