Network Graph Centrality Insights
Network graphs are powerful visualizations of relationships within datasets. Nodes represent entities, and edges show connections between them. Applications range from social networks and infrastructure mapping to biological systems and cybersecurity analysis. Understanding network graph properties like centrality and clustering reveals valuable insights. Analyzing network graphs helps identify key players, vulnerabilities, and community structures. Tools and algorithms exist for creating, visualizing, and analyzing these graphs, providing crucial data-driven insights across many fields. From identifying influential figures to optimizing infrastructure, network graphs offer a versatile approach to complex data representation.
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}
// Create the configuration for the graph
var config = {
"graphType" : "Network",
"networkColaAllConstraintsIterations" : 20,
"networkColaAvoidOverlaps" : true,
"networkColaFlowLayoutAxis" : "y",
"networkColaFlowLayoutSeparation" : 30,
"networkColaStartUnconstrainedIterations" : 10,
"networkColaSymmetricDiffLinkLengths" : 6,
"networkColaUserConstraintIterations" : 20,
"networkLayoutType" : "cola",
"nodeColor" : "rgb(31,119,180)",
"nodeSizeScaleFactor" : 0.5
}
// Event used to create graph (optional)
var events = false
// Call the CanvasXpress function to create the graph
var cX = new CanvasXpress("canvasId", data, config, events);
</script>
</body>
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library(canvasXpress)
nodes=read.table("https://www.canvasxpress.org/data/r/cX-chrisC-nodes.txt", header=TRUE, sep="\t", quote="", fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
edges=read.table("https://www.canvasxpress.org/data/r/cX-chrisC-edges.txt", header=TRUE, sep="\t", quote="", fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
constraints=read.table("https://www.canvasxpress.org/data/r/cX-chrisC-constraints.txt", header=TRUE, sep="\t", quote="", fill=TRUE, check.names=FALSE, stringsAsFactors=FALSE)
canvasXpress(
nodeData=nodes,
edgeData=edges,
constraintData=constraints,
graphType="Network",
networkColaAllConstraintsIterations=20,
networkColaAvoidOverlaps=TRUE,
networkColaFlowLayoutAxis="y",
networkColaFlowLayoutSeparation=30,
networkColaStartUnconstrainedIterations=10,
networkColaSymmetricDiffLinkLengths=6,
networkColaUserConstraintIterations=20,
networkLayoutType="cola",
nodeColor="rgb(31,119,180)",
nodeSizeScaleFactor=0.5
)
from canvasxpress.canvas import CanvasXpress
from canvasxpress.plot import show_in_browser
if __name__ == "__main__":
# Define the chart with its data and configuration
chart: CanvasXpress = CanvasXpress(
render_to = "network9",
data = {
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"rightId": "Id2"
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"leftId": "Id0",
"rightId": "Id11"
},
{
"axis": "y",
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"leftId": "Id1",
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},
{
"axis": "y",
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"leftId": "Id2",
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{
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},
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{
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{
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{
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{
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{
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{
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{
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},
{
"axis": "y",
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"leftId": "Id12",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id26"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id28"
},
{
"axis": "y",
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"leftId": "Id12",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id31"
},
{
"axis": "y",
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"leftId": "Id13",
"rightId": "Id24"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id14",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id15",
"rightId": "Id22"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id16",
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},
{
"axis": "y",
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"leftId": "Id18",
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},
{
"axis": "y",
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"leftId": "Id19",
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},
{
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},
{
"axis": "y",
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"leftId": "Id21",
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},
{
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},
{
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},
{
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{
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{
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{
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{
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{
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},
{
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{
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id31",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id31",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id32",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id33",
"rightId": "Id75"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id34",
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},
{
"axis": "y",
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"leftId": "Id35",
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},
{
"axis": "y",
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"leftId": "Id36",
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{
"axis": "y",
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},
{
"axis": "y",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id38",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id38",
"rightId": "Id47"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id39",
"rightId": "Id43"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id40",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id41",
"rightId": "Id67"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id42",
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},
{
"axis": "y",
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"leftId": "Id43",
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{
"axis": "y",
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{
"axis": "y",
"gap": 25,
"leftId": "Id48",
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},
{
"axis": "y",
"gap": 25,
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{
"axis": "y",
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{
"axis": "y",
"gap": 25,
"leftId": "Id48",
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{
"axis": "y",
"gap": 25,
"leftId": "Id48",
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},
{
"axis": "y",
"gap": 25,
"leftId": "Id48",
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{
"axis": "y",
"gap": 25,
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{
"axis": "y",
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{
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{
"axis": "y",
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],
"edges": [
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},
{
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"value": 1
},
{
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},
{
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},
{
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},
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},
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},
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},
{
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},
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},
{
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"value": 1
},
{
"id1": "Id22",
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},
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},
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{
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"value": 1
},
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"id2": "Id32",
"value": 1
},
{
"id1": "Id31",
"id2": "Id33",
"value": 1
},
{
"id1": "Id31",
"id2": "Id34",
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},
{
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{
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},
{
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},
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},
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},
{
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},
{
"id1": "Id36",
"id2": "Id76",
"value": 1
},
{
"id1": "Id37",
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"value": 1
},
{
"id1": "Id38",
"id2": "Id44",
"value": 1
},
{
"id1": "Id38",
"id2": "Id46",
"value": 1
},
{
"id1": "Id38",
"id2": "Id47",
"value": 1
},
{
"id1": "Id39",
"id2": "Id43",
"value": 1
},
{
"id1": "Id40",
"id2": "Id57",
"value": 1
},
{
"id1": "Id41",
"id2": "Id67",
"value": 1
},
{
"id1": "Id42",
"id2": "Id74",
"value": 1
},
{
"id1": "Id43",
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"value": 1
},
{
"id1": "Id48",
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},
{
"id1": "Id48",
"id2": "Id53",
"value": 1
},
{
"id1": "Id48",
"id2": "Id54",
"value": 1
},
{
"id1": "Id48",
"id2": "Id55",
"value": 1
},
{
"id1": "Id48",
"id2": "Id56",
"value": 1
},
{
"id1": "Id48",
"id2": "Id61",
"value": 1
},
{
"id1": "Id48",
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"value": 1
},
{
"id1": "Id62",
"id2": "Id64",
"value": 1
},
{
"id1": "Id62",
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"value": 1
},
{
"id1": "Id62",
"id2": "Id66",
"value": 1
},
{
"id1": "Id62",
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},
{
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},
{
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},
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},
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"value": 1
},
{
"id1": "Id78",
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"value": 1
}
],
"nodes": [
{
"id": "Id0",
"name": "Toprato"
},
{
"id": "Id1",
"name": "Fella"
},
{
"id": "Id2",
"name": "Tirti"
},
{
"id": "Id3",
"name": "LA Piu' Bella"
},
{
"id": "Id4",
"name": "Deep Shadow 1-5-8"
},
{
"id": "Id5",
"name": "Oobiscus"
},
{
"id": "Id6",
"name": "Rioky"
},
{
"id": "Id7",
"name": "Klashe"
},
{
"id": "Id8",
"name": "Tau Beta"
},
{
"id": "Id9",
"name": "311040"
},
{
"id": "Id10",
"name": "Nevf Zotsamm"
},
{
"id": "Id11",
"name": "Gnaron"
},
{
"id": "Id12",
"name": "Green Dor"
},
{
"id": "Id13",
"name": "Gravity"
},
{
"id": "Id14",
"name": "Jurrawensaed"
},
{
"id": "Id15",
"name": "Andrill Primus"
},
{
"id": "Id16",
"name": "Ulti-Mad"
},
{
"id": "Id17",
"name": "Jellyfish"
},
{
"id": "Id18",
"name": "Yersa"
},
{
"id": "Id19",
"name": "Therfady"
},
{
"id": "Id20",
"name": "SC 09"
},
{
"id": "Id21",
"name": "Glueck"
},
{
"id": "Id22",
"name": "Fiddle"
},
{
"id": "Id23",
"name": "LV-017"
},
{
"id": "Id24",
"name": "Sardinle"
},
{
"id": "Id25",
"name": "Latalava"
},
{
"id": "Id26",
"name": "Penumbra"
},
{
"id": "Id27",
"name": "Chi Qoppa"
},
{
"id": "Id28",
"name": "Vopru Maufyb"
},
{
"id": "Id29",
"name": "Onadha"
},
{
"id": "Id30",
"name": "Muplita Furr"
},
{
"id": "Id31",
"name": "Psi Epsilon"
},
{
"id": "Id32",
"name": "Dimloon"
},
{
"id": "Id33",
"name": "Tanned I"
},
{
"id": "Id34",
"name": "Woolaris 10"
},
{
"id": "Id35",
"name": "Semend"
},
{
"id": "Id36",
"name": "Blacus"
},
{
"id": "Id37",
"name": "Darknok"
},
{
"id": "Id38",
"name": "Oastar Secundus"
},
{
"id": "Id39",
"name": "Green One"
},
{
"id": "Id40",
"name": "Kayin Minor A"
},
{
"id": "Id41",
"name": "Arton"
},
{
"id": "Id42",
"name": "Anerstis"
},
{
"id": "Id43",
"name": "Lament"
},
{
"id": "Id44",
"name": "Shaison"
},
{
"id": "Id45",
"name": "Rekini-H-S6"
},
{
"id": "Id46",
"name": "Darkless"
},
{
"id": "Id47",
"name": "MBTP 20"
},
{
"id": "Id48",
"name": "Yankee Quebec"
},
{
"id": "Id49",
"name": "Shere Jauj-Bred"
},
{
"id": "Id50",
"name": "Embalm"
},
{
"id": "Id51",
"name": "Small Rock 4"
},
{
"id": "Id52",
"name": "Libra-D-S3"
},
{
"id": "Id53",
"name": "Dying Warmth"
},
{
"id": "Id54",
"name": "Sofa"
},
{
"id": "Id55",
"name": "Grobnor"
},
{
"id": "Id56",
"name": "Forbidden 1"
},
{
"id": "Id57",
"name": "Glimmer II"
},
{
"id": "Id58",
"name": "Aleksis"
},
{
"id": "Id59",
"name": "Relu"
},
{
"id": "Id60",
"name": "Scoff"
},
{
"id": "Id61",
"name": "Elas"
},
{
"id": "Id62",
"name": "Great Crater"
},
{
"id": "Id63",
"name": "Leuprekota"
},
{
"id": "Id64",
"name": "Yetton"
},
{
"id": "Id65",
"name": "Fheyhs"
},
{
"id": "Id66",
"name": "Edriwoise"
},
{
"id": "Id67",
"name": "Usque"
},
{
"id": "Id68",
"name": "Surfatu"
},
{
"id": "Id69",
"name": "Drumana"
},
{
"id": "Id70",
"name": "Hausner"
},
{
"id": "Id71",
"name": "Vitalis"
},
{
"id": "Id72",
"name": "Hyacinta IV"
},
{
"id": "Id73",
"name": "Revenge of the Lith"
},
{
"id": "Id74",
"name": "Asclephyrus"
},
{
"id": "Id75",
"name": "Little Friend VI"
},
{
"id": "Id76",
"name": "Fontelitio"
},
{
"id": "Id77",
"name": "Shinmien"
},
{
"id": "Id78",
"name": "Nine"
},
{
"id": "Id79",
"name": "Kalgash"
}
]
},
config = {
"graphType": "Network",
"networkColaAllConstraintsIterations": 20,
"networkColaAvoidOverlaps": True,
"networkColaFlowLayoutAxis": "y",
"networkColaFlowLayoutSeparation": 30,
"networkColaStartUnconstrainedIterations": 10,
"networkColaSymmetricDiffLinkLengths": 6,
"networkColaUserConstraintIterations": 20,
"networkLayoutType": "cola",
"nodeColor": "rgb(31,119,180)",
"nodeSizeScaleFactor": 0.5
},
width = 600,
height = 600
)
# Display the chart in its own Web page
show_in_browser(chart)
Run this notebook:
from canvasxpress.canvas import CanvasXpress
from canvasxpress.plot import graph
graph(
CanvasXpress(
render_to = "network9",
data = {
"constraints": [
{
"axis": "y",
"gap": 25,
"leftId": "Id0",
"rightId": "Id1"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id0",
"rightId": "Id2"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id0",
"rightId": "Id9"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id0",
"rightId": "Id11"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id1",
"rightId": "Id78"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id2",
"rightId": "Id3"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id3",
"rightId": "Id4"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id4",
"rightId": "Id5"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id5",
"rightId": "Id6"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id6",
"rightId": "Id10"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id7",
"rightId": "Id8"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id7",
"rightId": "Id11"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id8",
"rightId": "Id12"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id9",
"rightId": "Id18"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id10",
"rightId": "Id35"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id13"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id14"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id15"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id16"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id17"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id19"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id20"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id21"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id23"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id25"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id26"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id28"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id29"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id12",
"rightId": "Id31"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id13",
"rightId": "Id24"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id14",
"rightId": "Id45"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id15",
"rightId": "Id22"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id16",
"rightId": "Id49"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id18",
"rightId": "Id30"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id19",
"rightId": "Id39"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id20",
"rightId": "Id40"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id21",
"rightId": "Id50"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id22",
"rightId": "Id27"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id23",
"rightId": "Id63"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id24",
"rightId": "Id72"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id26",
"rightId": "Id60"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id27",
"rightId": "Id68"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id29",
"rightId": "Id59"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id31",
"rightId": "Id32"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id31",
"rightId": "Id33"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id31",
"rightId": "Id34"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id31",
"rightId": "Id36"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id31",
"rightId": "Id37"
},
{
"axis": "y",
"gap": 25,
"leftId": "Id31",
"rightId": "Id38"
},
{
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