+import sys
+
+from flask import Blueprint, render_template, session, request
+
+sys.path.insert(1, '../')
+from src.metrics import *
+from src.visualisation import *
+
+centrality_routes = Blueprint('centrality_routes', __name__)
+
+
+# -------------------------------------------CENTRALITY--------------------------------------
+[docs]@centrality_routes.route('/centrality', endpoint='centrality', methods=['GET', 'POST'])
+
def centrality_all():
+
"""
+
:Function: Visualise the centrality metrics
+
:return: the centrality page
+
"""
+
filename2 = session['filename2']
+
networkGraphs = get_networkGraph(filename2)
+
metrics = 'centralities'
+
multi_toggle = True
+
directed_toggle = False
+
multi_toggle2 = True
+
directed_toggle2 = False
+
multi_toggle3 = True
+
directed_toggle3 = False
+
multi_toggle4 = True
+
directed_toggle4 = False
+
tab = 'tab1'
+
if networkGraphs.is_spatial():
+
layout = 'map'
+
layout2 = 'map'
+
layout3 = 'map'
+
layout4 = 'map'
+
else:
+
layout = 'sfdp'
+
layout2 = 'sfdp'
+
layout3 = 'sfdp'
+
layout4 = 'sfdp'
+
+
if request.method == 'POST':
+
if (request.form.get('multi_toggle') is not None or request.form.get(
+
'directed_toggle') is not None or request.form.get('layout') is not None):
+
multi_toggle = bool(request.form.get('multi_toggle'))
+
directed_toggle = bool(request.form.get('directed_toggle'))
+
layout = request.form.get('layout')
+
df, graph_name1 = plot_all_metrics(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
layout=layout)
+
session['graph_name1'] = graph_name1
+
tab = 'tab1'
+
if (request.form.get('multi_toggle2') is not None or request.form.get(
+
'directed_toggle2') is not None or request.form.get('layout2') is not None):
+
multi_toggle2 = bool(request.form.get('multi_toggle2'))
+
directed_toggle2 = bool(request.form.get('directed_toggle2'))
+
layout2 = request.form.get('layout2')
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
tab = 'tab2'
+
if (request.form.get('multi_toggle3') is not None or request.form.get(
+
'directed_toggle3') is not None or request.form.get('layout3') is not None):
+
multi_toggle3 = bool(request.form.get('multi_toggle3'))
+
directed_toggle3 = bool(request.form.get('directed_toggle3'))
+
layout3 = request.form.get('layout3')
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
tab = 'tab3'
+
if (request.form.get('multi_toggle4') is not None or request.form.get(
+
'directed_toggle4') is not None or request.form.get('layout4') is not None):
+
multi_toggle4 = bool(request.form.get('multi_toggle4'))
+
directed_toggle4 = bool(request.form.get('directed_toggle4'))
+
layout4 = request.form.get('layout4')
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
tab = 'tab4'
+
else:
+
df, graph_name1 = plot_all_metrics(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
layout=layout)
+
session['graph_name1'] = graph_name1
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
graph1 = session['graph_name1']
+
graph2 = session['graph_name2']
+
graph3 = session['graph_name3']
+
graph4 = session['graph_name4']
+
+
if graph1 == 'no_graph.html':
+
graph_path1 = '../static/' + graph1
+
else:
+
graph_path1 = '../static/uploads/' + filename2 + '/' + graph1
+
+
if graph2 == 'no_graph.html':
+
graph_path2 = '../static/' + graph2
+
else:
+
graph_path2 = '../static/uploads/' + filename2 + '/' + graph2
+
+
if graph3 == 'no_graph.html':
+
graph_path3 = '../static/' + graph3
+
else:
+
graph_path3 = '../static/uploads/' + filename2 + '/' + graph3
+
+
if graph4 == 'no_graph.html':
+
graph_path4 = '../static/' + graph4
+
else:
+
graph_path4 = '../static/uploads/' + filename2 + '/' + graph4
+
+
return render_template('centrality/centrality_all.html', example=df, tab=tab, method_name='All Centrality',
+
multi_toggle=multi_toggle, directed_toggle=directed_toggle, layout=layout,
+
graph1=graph_path1,
+
multi_toggle2=multi_toggle2, directed_toggle2=directed_toggle2, layout2=layout2,
+
graph2=graph_path2,
+
multi_toggle3=multi_toggle3, directed_toggle3=directed_toggle3, layout3=layout3,
+
graph3=graph_path3,
+
multi_toggle4=multi_toggle4, directed_toggle4=directed_toggle4, layout4=layout4,
+
graph4=graph_path4)
+
+
+[docs]@centrality_routes.route('/centrality/degree', endpoint='degree', methods=['GET', 'POST'])
+
def centrality_degree():
+
"""
+
:Function: Degree centrality page
+
:return: degree centrality page
+
"""
+
filename2 = session['filename2']
+
networkGraphs = get_networkGraph(filename2)
+
metrics = 'degree_centrality'
+
multi_toggle = True
+
dynamic_toggle = False
+
directed_toggle = True
+
multi_toggle2 = True
+
dynamic_toggle2 = False
+
directed_toggle2 = True
+
multi_toggle3 = True
+
dynamic_toggle3 = False
+
directed_toggle3 = True
+
multi_toggle4 = True
+
dynamic_toggle4 = False
+
directed_toggle4 = True
+
tab = 'tab1'
+
if networkGraphs.is_spatial():
+
layout = 'map'
+
layout2 = 'map'
+
layout3 = 'map'
+
layout4 = 'map'
+
else:
+
layout = 'sfdp'
+
layout2 = 'sfdp'
+
layout3 = 'sfdp'
+
layout4 = 'sfdp'
+
+
if request.method == 'POST':
+
if (request.form.get('multi_toggle') is not None or request.form.get(
+
'dynamic_toggle') is not None or request.form.get('directed_toggle') is not None or request.form.get(
+
'layout') is not None):
+
multi_toggle = bool(request.form.get('multi_toggle'))
+
dynamic_toggle = bool(request.form.get('dynamic_toggle'))
+
directed_toggle = bool(request.form.get('directed_toggle'))
+
layout = request.form.get('layout')
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
tab = 'tab1'
+
if (request.form.get('multi_toggle2') is not None or request.form.get(
+
'dynamic_toggle2') is not None or request.form.get('directed_toggle2') is not None or request.form.get(
+
'layout2') is not None):
+
multi_toggle2 = bool(request.form.get('multi_toggle2'))
+
dynamic_toggle2 = bool(request.form.get('dynamic_toggle2'))
+
directed_toggle2 = bool(request.form.get('directed_toggle2'))
+
layout2 = request.form.get('layout2')
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
tab = 'tab2'
+
if (request.form.get('multi_toggle3') is not None or request.form.get(
+
'dynamic_toggle3') is not None or request.form.get('directed_toggle3') is not None or request.form.get(
+
'layout3') is not None):
+
multi_toggle3 = bool(request.form.get('multi_toggle3'))
+
dynamic_toggle3 = bool(request.form.get('dynamic_toggle3'))
+
directed_toggle3 = bool(request.form.get('directed_toggle3'))
+
layout3 = request.form.get('layout3')
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
tab = 'tab3'
+
if (request.form.get('multi_toggle4') is not None or request.form.get(
+
'dynamic_toggle4') is not None or request.form.get('directed_toggle4') is not None or request.form.get(
+
'layout4') is not None):
+
multi_toggle4 = bool(request.form.get('multi_toggle4'))
+
dynamic_toggle4 = bool(request.form.get('dynamic_toggle4'))
+
directed_toggle4 = bool(request.form.get('directed_toggle4'))
+
layout4 = request.form.get('layout4')
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
tab = 'tab4'
+
else:
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
graph1 = session['graph_name1']
+
graph2 = session['graph_name2']
+
graph3 = session['graph_name3']
+
graph4 = session['graph_name4']
+
+
if graph1 == 'no_graph.html':
+
graph_path1 = '../static/' + graph1
+
else:
+
graph_path1 = '../static/uploads/' + filename2 + '/' + graph1
+
+
if graph2 == 'no_graph.html':
+
graph_path2 = '../static/' + graph2
+
else:
+
graph_path2 = '../static/uploads/' + filename2 + '/' + graph2
+
+
if graph3 == 'no_graph.html':
+
graph_path3 = '../static/' + graph3
+
else:
+
graph_path3 = '../static/uploads/' + filename2 + '/' + graph3
+
+
if graph4 == 'no_graph.html':
+
graph_path4 = '../static/' + graph4
+
else:
+
graph_path4 = '../static/uploads/' + filename2 + '/' + graph4
+
+
return render_template('centrality/centrality_degree.html', example=df, tab=tab, method_name='Degree Centrality',
+
multi_toggle=multi_toggle, dynamic_toggle=dynamic_toggle, directed_toggle=directed_toggle,
+
layout=layout, graph1=graph_path1,
+
multi_toggle2=multi_toggle2, dynamic_toggle2=dynamic_toggle2,
+
directed_toggle2=directed_toggle2, layout2=layout2, graph2=graph_path2,
+
multi_toggle3=multi_toggle3, dynamic_toggle3=dynamic_toggle3,
+
directed_toggle3=directed_toggle3, layout3=layout3, graph3=graph_path3,
+
multi_toggle4=multi_toggle4, dynamic_toggle4=dynamic_toggle4,
+
directed_toggle4=directed_toggle4, layout4=layout4, graph4=graph_path4)
+
+
+[docs]@centrality_routes.route('/centrality/eigenvector', endpoint='eigenvector', methods=['GET', 'POST'])
+
def centrality_eigenvector():
+
"""
+
:Function: Visualisae Eigenvector Centrality
+
:return: Eigenvector Centrality plot page
+
"""
+
filename2 = session['filename2']
+
networkGraphs = get_networkGraph(filename2)
+
metrics = 'eigenvector_centrality'
+
multi_toggle = True
+
dynamic_toggle = False
+
directed_toggle = True
+
multi_toggle2 = True
+
dynamic_toggle2 = False
+
directed_toggle2 = True
+
multi_toggle3 = True
+
dynamic_toggle3 = False
+
directed_toggle3 = True
+
multi_toggle4 = True
+
dynamic_toggle4 = False
+
directed_toggle4 = True
+
tab = 'tab1'
+
if networkGraphs.is_spatial():
+
layout = 'map'
+
layout2 = 'map'
+
layout3 = 'map'
+
layout4 = 'map'
+
else:
+
layout = 'sfdp'
+
layout2 = 'sfdp'
+
layout3 = 'sfdp'
+
layout4 = 'sfdp'
+
+
if request.method == 'POST':
+
if (request.form.get('multi_toggle') is not None or request.form.get(
+
'dynamic_toggle') is not None or request.form.get('directed_toggle') is not None or request.form.get(
+
'layout') is not None):
+
multi_toggle = bool(request.form.get('multi_toggle'))
+
dynamic_toggle = bool(request.form.get('dynamic_toggle'))
+
directed_toggle = bool(request.form.get('directed_toggle'))
+
layout = request.form.get('layout')
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
tab = 'tab1'
+
if (request.form.get('multi_toggle2') is not None or request.form.get(
+
'dynamic_toggle2') is not None or request.form.get('directed_toggle2') is not None or request.form.get(
+
'layout2') is not None):
+
multi_toggle2 = bool(request.form.get('multi_toggle2'))
+
dynamic_toggle2 = bool(request.form.get('dynamic_toggle2'))
+
directed_toggle2 = bool(request.form.get('directed_toggle2'))
+
layout2 = request.form.get('layout2')
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
tab = 'tab2'
+
if (request.form.get('multi_toggle3') is not None or request.form.get(
+
'dynamic_toggle3') is not None or request.form.get('directed_toggle3') is not None or request.form.get(
+
'layout3') is not None):
+
multi_toggle3 = bool(request.form.get('multi_toggle3'))
+
dynamic_toggle3 = bool(request.form.get('dynamic_toggle3'))
+
directed_toggle3 = bool(request.form.get('directed_toggle3'))
+
layout3 = request.form.get('layout3')
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
tab = 'tab3'
+
if (request.form.get('multi_toggle4') is not None or request.form.get(
+
'dynamic_toggle4') is not None or request.form.get('directed_toggle4') is not None or request.form.get(
+
'layout4') is not None):
+
multi_toggle4 = bool(request.form.get('multi_toggle4'))
+
dynamic_toggle4 = bool(request.form.get('dynamic_toggle4'))
+
directed_toggle4 = bool(request.form.get('directed_toggle4'))
+
layout4 = request.form.get('layout4')
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
tab = 'tab4'
+
else:
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
graph1 = session['graph_name1']
+
graph2 = session['graph_name2']
+
graph3 = session['graph_name3']
+
graph4 = session['graph_name4']
+
+
if graph1 == 'no_graph.html':
+
graph_path1 = '../static/' + graph1
+
else:
+
graph_path1 = '../static/uploads/' + filename2 + '/' + graph1
+
+
if graph2 == 'no_graph.html':
+
graph_path2 = '../static/' + graph2
+
else:
+
graph_path2 = '../static/uploads/' + filename2 + '/' + graph2
+
+
if graph3 == 'no_graph.html':
+
graph_path3 = '../static/' + graph3
+
else:
+
graph_path3 = '../static/uploads/' + filename2 + '/' + graph3
+
+
if graph4 == 'no_graph.html':
+
graph_path4 = '../static/' + graph4
+
else:
+
graph_path4 = '../static/uploads/' + filename2 + '/' + graph4
+
+
return render_template('centrality/centrality_eigenvector.html', example=df, tab=tab,
+
method_name='Eigenvector Centrality',
+
multi_toggle=multi_toggle, dynamic_toggle=dynamic_toggle, directed_toggle=directed_toggle,
+
layout=layout, graph1=graph_path1,
+
multi_toggle2=multi_toggle2, dynamic_toggle2=dynamic_toggle2,
+
directed_toggle2=directed_toggle2, layout2=layout2, graph2=graph_path2,
+
multi_toggle3=multi_toggle3, dynamic_toggle3=dynamic_toggle3,
+
directed_toggle3=directed_toggle3, layout3=layout3, graph3=graph_path3,
+
multi_toggle4=multi_toggle4, dynamic_toggle4=dynamic_toggle4,
+
directed_toggle4=directed_toggle4, layout4=layout4, graph4=graph_path4)
+
+
+[docs]@centrality_routes.route('/centrality/closeness', endpoint='closeness', methods=['GET', 'POST'])
+
def centrality_closeness():
+
"""
+
:Function: visualise closeness centrality
+
:return: closeness centrality page
+
"""
+
filename2 = session['filename2']
+
networkGraphs = get_networkGraph(filename2)
+
metrics = 'closeness_centrality'
+
multi_toggle = True
+
dynamic_toggle = False
+
directed_toggle = True
+
multi_toggle2 = True
+
dynamic_toggle2 = False
+
directed_toggle2 = True
+
multi_toggle3 = True
+
dynamic_toggle3 = False
+
directed_toggle3 = True
+
multi_toggle4 = True
+
dynamic_toggle4 = False
+
directed_toggle4 = True
+
tab = 'tab1'
+
if networkGraphs.is_spatial():
+
layout = 'map'
+
layout2 = 'map'
+
layout3 = 'map'
+
layout4 = 'map'
+
else:
+
layout = 'sfdp'
+
layout2 = 'sfdp'
+
layout3 = 'sfdp'
+
layout4 = 'sfdp'
+
+
if request.method == 'POST':
+
if (request.form.get('multi_toggle') is not None or request.form.get(
+
'dynamic_toggle') is not None or request.form.get('directed_toggle') is not None or request.form.get(
+
'layout') is not None):
+
multi_toggle = bool(request.form.get('multi_toggle'))
+
dynamic_toggle = bool(request.form.get('dynamic_toggle'))
+
directed_toggle = bool(request.form.get('directed_toggle'))
+
layout = request.form.get('layout')
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
tab = 'tab1'
+
if (request.form.get('multi_toggle2') is not None or request.form.get(
+
'dynamic_toggle2') is not None or request.form.get('directed_toggle2') is not None or request.form.get(
+
'layout2') is not None):
+
multi_toggle2 = bool(request.form.get('multi_toggle2'))
+
dynamic_toggle2 = bool(request.form.get('dynamic_toggle2'))
+
directed_toggle2 = bool(request.form.get('directed_toggle2'))
+
layout2 = request.form.get('layout2')
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
tab = 'tab2'
+
if (request.form.get('multi_toggle3') is not None or request.form.get(
+
'dynamic_toggle3') is not None or request.form.get('directed_toggle3') is not None or request.form.get(
+
'layout3') is not None):
+
multi_toggle3 = bool(request.form.get('multi_toggle3'))
+
dynamic_toggle3 = bool(request.form.get('dynamic_toggle3'))
+
directed_toggle3 = bool(request.form.get('directed_toggle3'))
+
layout3 = request.form.get('layout3')
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
tab = 'tab3'
+
if (request.form.get('multi_toggle4') is not None or request.form.get(
+
'dynamic_toggle4') is not None or request.form.get('directed_toggle4') is not None or request.form.get(
+
'layout4') is not None):
+
multi_toggle4 = bool(request.form.get('multi_toggle4'))
+
dynamic_toggle4 = bool(request.form.get('dynamic_toggle4'))
+
directed_toggle4 = bool(request.form.get('directed_toggle4'))
+
layout4 = request.form.get('layout4')
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
tab = 'tab4'
+
else:
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
graph1 = session['graph_name1']
+
graph2 = session['graph_name2']
+
graph3 = session['graph_name3']
+
graph4 = session['graph_name4']
+
+
if graph1 == 'no_graph.html':
+
graph_path1 = '../static/' + graph1
+
else:
+
graph_path1 = '../static/uploads/' + filename2 + '/' + graph1
+
+
if graph2 == 'no_graph.html':
+
graph_path2 = '../static/' + graph2
+
else:
+
graph_path2 = '../static/uploads/' + filename2 + '/' + graph2
+
+
if graph3 == 'no_graph.html':
+
graph_path3 = '../static/' + graph3
+
else:
+
graph_path3 = '../static/uploads/' + filename2 + '/' + graph3
+
+
if graph4 == 'no_graph.html':
+
graph_path4 = '../static/' + graph4
+
else:
+
graph_path4 = '../static/uploads/' + filename2 + '/' + graph4
+
+
return render_template('centrality/centrality_closeness.html', example=df, tab=tab,
+
method_name='Closeness Centrality',
+
multi_toggle=multi_toggle, dynamic_toggle=dynamic_toggle, directed_toggle=directed_toggle,
+
layout=layout, graph1=graph_path1,
+
multi_toggle2=multi_toggle2, dynamic_toggle2=dynamic_toggle2,
+
directed_toggle2=directed_toggle2, layout2=layout2, graph2=graph_path2,
+
multi_toggle3=multi_toggle3, dynamic_toggle3=dynamic_toggle3,
+
directed_toggle3=directed_toggle3, layout3=layout3, graph3=graph_path3,
+
multi_toggle4=multi_toggle4, dynamic_toggle4=dynamic_toggle4,
+
directed_toggle4=directed_toggle4, layout4=layout4, graph4=graph_path4)
+
+
+[docs]@centrality_routes.route('/centrality/betwenness', endpoint='betwenness', methods=['GET', 'POST'])
+
def centrality_betwenness():
+
"""
+
:Function: Visualization of the betwenness centrality
+
:return: betwenness centrality page
+
"""
+
filename2 = session['filename2']
+
networkGraphs = get_networkGraph(filename2)
+
metrics = 'betweenness_centrality'
+
multi_toggle = True
+
dynamic_toggle = False
+
directed_toggle = True
+
multi_toggle2 = True
+
dynamic_toggle2 = False
+
directed_toggle2 = True
+
multi_toggle3 = True
+
dynamic_toggle3 = False
+
directed_toggle3 = True
+
multi_toggle4 = True
+
dynamic_toggle4 = False
+
directed_toggle4 = True
+
tab = 'tab1'
+
if networkGraphs.is_spatial():
+
layout = 'map'
+
layout2 = 'map'
+
layout3 = 'map'
+
layout4 = 'map'
+
else:
+
layout = 'sfdp'
+
layout2 = 'sfdp'
+
layout3 = 'sfdp'
+
layout4 = 'sfdp'
+
+
if request.method == 'POST':
+
if (request.form.get('multi_toggle') is not None or request.form.get(
+
'dynamic_toggle') is not None or request.form.get('directed_toggle') is not None or request.form.get(
+
'layout') is not None):
+
multi_toggle = bool(request.form.get('multi_toggle'))
+
dynamic_toggle = bool(request.form.get('dynamic_toggle'))
+
directed_toggle = bool(request.form.get('directed_toggle'))
+
layout = request.form.get('layout')
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
tab = 'tab1'
+
if (request.form.get('multi_toggle2') is not None or request.form.get(
+
'dynamic_toggle2') is not None or request.form.get('directed_toggle2') is not None or request.form.get(
+
'layout2') is not None):
+
multi_toggle2 = bool(request.form.get('multi_toggle2'))
+
dynamic_toggle2 = bool(request.form.get('dynamic_toggle2'))
+
directed_toggle2 = bool(request.form.get('directed_toggle2'))
+
layout2 = request.form.get('layout2')
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
tab = 'tab2'
+
if (request.form.get('multi_toggle3') is not None or request.form.get(
+
'dynamic_toggle3') is not None or request.form.get('directed_toggle3') is not None or request.form.get(
+
'layout3') is not None):
+
multi_toggle3 = bool(request.form.get('multi_toggle3'))
+
dynamic_toggle3 = bool(request.form.get('dynamic_toggle3'))
+
directed_toggle3 = bool(request.form.get('directed_toggle3'))
+
layout3 = request.form.get('layout3')
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
tab = 'tab3'
+
if (request.form.get('multi_toggle4') is not None or request.form.get(
+
'dynamic_toggle4') is not None or request.form.get('directed_toggle4') is not None or request.form.get(
+
'layout4') is not None):
+
multi_toggle4 = bool(request.form.get('multi_toggle4'))
+
dynamic_toggle4 = bool(request.form.get('dynamic_toggle4'))
+
directed_toggle4 = bool(request.form.get('directed_toggle4'))
+
layout4 = request.form.get('layout4')
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
tab = 'tab4'
+
else:
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
graph1 = session['graph_name1']
+
graph2 = session['graph_name2']
+
graph3 = session['graph_name3']
+
graph4 = session['graph_name4']
+
+
if graph1 == 'no_graph.html':
+
graph_path1 = '../static/' + graph1
+
else:
+
graph_path1 = '../static/uploads/' + filename2 + '/' + graph1
+
+
if graph2 == 'no_graph.html':
+
graph_path2 = '../static/' + graph2
+
else:
+
graph_path2 = '../static/uploads/' + filename2 + '/' + graph2
+
+
if graph3 == 'no_graph.html':
+
graph_path3 = '../static/' + graph3
+
else:
+
graph_path3 = '../static/uploads/' + filename2 + '/' + graph3
+
+
if graph4 == 'no_graph.html':
+
graph_path4 = '../static/' + graph4
+
else:
+
graph_path4 = '../static/uploads/' + filename2 + '/' + graph4
+
+
return render_template('centrality/centrality_betwenness.html', example=df, tab=tab,
+
method_name='Betwenness Centrality',
+
multi_toggle=multi_toggle, dynamic_toggle=dynamic_toggle, directed_toggle=directed_toggle,
+
layout=layout, graph1=graph_path1,
+
multi_toggle2=multi_toggle2, dynamic_toggle2=dynamic_toggle2,
+
directed_toggle2=directed_toggle2, layout2=layout2, graph2=graph_path2,
+
multi_toggle3=multi_toggle3, dynamic_toggle3=dynamic_toggle3,
+
directed_toggle3=directed_toggle3, layout3=layout3, graph3=graph_path3,
+
multi_toggle4=multi_toggle4, dynamic_toggle4=dynamic_toggle4,
+
directed_toggle4=directed_toggle4, layout4=layout4, graph4=graph_path4)
+
+
+[docs]@centrality_routes.route('/centrality/load', endpoint='load', methods=['GET', 'POST'])
+
def centrality_load():
+
"""
+
:Function: Visualize the load centrality of the network
+
:return:
+
"""
+
filename2 = session['filename2']
+
networkGraphs = get_networkGraph(filename2)
+
metrics = 'load_centrality'
+
multi_toggle = True
+
dynamic_toggle = False
+
directed_toggle = True
+
multi_toggle2 = True
+
dynamic_toggle2 = False
+
directed_toggle2 = True
+
multi_toggle3 = True
+
dynamic_toggle3 = False
+
directed_toggle3 = True
+
multi_toggle4 = True
+
dynamic_toggle4 = False
+
directed_toggle4 = True
+
tab = 'tab1'
+
if networkGraphs.is_spatial():
+
layout = 'map'
+
layout2 = 'map'
+
layout3 = 'map'
+
layout4 = 'map'
+
else:
+
layout = 'sfdp'
+
layout2 = 'sfdp'
+
layout3 = 'sfdp'
+
layout4 = 'sfdp'
+
+
if request.method == 'POST':
+
if (request.form.get('multi_toggle') is not None or request.form.get(
+
'dynamic_toggle') is not None or request.form.get('directed_toggle') is not None or request.form.get(
+
'layout') is not None):
+
multi_toggle = bool(request.form.get('multi_toggle'))
+
dynamic_toggle = bool(request.form.get('dynamic_toggle'))
+
directed_toggle = bool(request.form.get('directed_toggle'))
+
layout = request.form.get('layout')
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
tab = 'tab1'
+
if (request.form.get('multi_toggle2') is not None or request.form.get(
+
'dynamic_toggle2') is not None or request.form.get('directed_toggle2') is not None or request.form.get(
+
'layout2') is not None):
+
multi_toggle2 = bool(request.form.get('multi_toggle2'))
+
dynamic_toggle2 = bool(request.form.get('dynamic_toggle2'))
+
directed_toggle2 = bool(request.form.get('directed_toggle2'))
+
layout2 = request.form.get('layout2')
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
tab = 'tab2'
+
if (request.form.get('multi_toggle3') is not None or request.form.get(
+
'dynamic_toggle3') is not None or request.form.get('directed_toggle3') is not None or request.form.get(
+
'layout3') is not None):
+
multi_toggle3 = bool(request.form.get('multi_toggle3'))
+
dynamic_toggle3 = bool(request.form.get('dynamic_toggle3'))
+
directed_toggle3 = bool(request.form.get('directed_toggle3'))
+
layout3 = request.form.get('layout3')
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
tab = 'tab3'
+
if (request.form.get('multi_toggle4') is not None or request.form.get(
+
'dynamic_toggle4') is not None or request.form.get('directed_toggle4') is not None or request.form.get(
+
'layout4') is not None):
+
multi_toggle4 = bool(request.form.get('multi_toggle4'))
+
dynamic_toggle4 = bool(request.form.get('dynamic_toggle4'))
+
directed_toggle4 = bool(request.form.get('directed_toggle4'))
+
layout4 = request.form.get('layout4')
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
tab = 'tab4'
+
else:
+
df, graph_name1 = plot_metric(networkGraphs, metrics, directed=directed_toggle, multi=multi_toggle,
+
dynamic=dynamic_toggle, layout=layout)
+
session['graph_name1'] = graph_name1
+
df, graph_name2 = plot_histogram(networkGraphs, metrics, directed=directed_toggle2, multi=multi_toggle2)
+
session['graph_name2'] = graph_name2
+
df, graph_name3 = plot_boxplot(networkGraphs, metrics, directed=directed_toggle3, multi=multi_toggle3)
+
session['graph_name3'] = graph_name3
+
df, graph_name4 = plot_violin(networkGraphs, metrics, directed=directed_toggle4, multi=multi_toggle4)
+
session['graph_name4'] = graph_name4
+
graph1 = session['graph_name1']
+
graph2 = session['graph_name2']
+
graph3 = session['graph_name3']
+
graph4 = session['graph_name4']
+
+
if graph1 == 'no_graph.html':
+
graph_path1 = '../static/' + graph1
+
else:
+
graph_path1 = '../static/uploads/' + filename2 + '/' + graph1
+
+
if graph2 == 'no_graph.html':
+
graph_path2 = '../static/' + graph2
+
else:
+
graph_path2 = '../static/uploads/' + filename2 + '/' + graph2
+
+
if graph3 == 'no_graph.html':
+
graph_path3 = '../static/' + graph3
+
else:
+
graph_path3 = '../static/uploads/' + filename2 + '/' + graph3
+
+
if graph4 == 'no_graph.html':
+
graph_path4 = '../static/' + graph4
+
else:
+
graph_path4 = '../static/uploads/' + filename2 + '/' + graph4
+
+
return render_template('centrality/centrality_load.html', example=df, tab=tab, method_name='Load Centrality',
+
multi_toggle=multi_toggle, dynamic_toggle=dynamic_toggle, directed_toggle=directed_toggle,
+
layout=layout, graph1=graph_path1,
+
multi_toggle2=multi_toggle2, dynamic_toggle2=dynamic_toggle2,
+
directed_toggle2=directed_toggle2, layout2=layout2, graph2=graph_path2,
+
multi_toggle3=multi_toggle3, dynamic_toggle3=dynamic_toggle3,
+
directed_toggle3=directed_toggle3, layout3=layout3, graph3=graph_path3,
+
multi_toggle4=multi_toggle4, dynamic_toggle4=dynamic_toggle4,
+
directed_toggle4=directed_toggle4, layout4=layout4, graph4=graph_path4)
+
+
+
+
+
+
+
+
+
+
+
+
+