In [3]:
import os
import csv
import platform
import pandas as pd
import networkx as nx
from graph_partitioning import GraphPartitioning, utils
run_metrics = True
cols = ["WASTE", "CUT RATIO", "EDGES CUT", "TOTAL COMM VOLUME", "Qds", "CONDUCTANCE", "MAXPERM", "RBSE", "NMI", "FSCORE", "FSCORE RELABEL IMPROVEMENT", "LONELINESS"]
pwd = %pwd
config = {
"DATA_FILENAME": os.path.join(pwd, "data", "predition_model_tests", "network", "network_$$.txt"),
"OUTPUT_DIRECTORY": os.path.join(pwd, "output"),
# Set which algorithm is run for the PREDICTION MODEL.
# Either: 'FENNEL' or 'SCOTCH'
"PREDICTION_MODEL_ALGORITHM": "FENNEL",
# Alternativly, read input file for prediction model.
# Set to empty to generate prediction model using algorithm value above.
"PREDICTION_MODEL": "",
"PARTITIONER_ALGORITHM": "FENNEL",
# File containing simulated arrivals. This is used in simulating nodes
# arriving at the shelter. Nodes represented by line number; value of
# 1 represents a node as arrived; value of 0 represents the node as not
# arrived or needing a shelter.
"SIMULATED_ARRIVAL_FILE": os.path.join(pwd,
"data",
"predition_model_tests",
"dataset_1_shift_rotate",
"simulated_arrival_list",
"percentage_of_prediction_correct_££",
"arrival_££_$$.txt"
),
# File containing the prediction of a node arriving. This is different to the
# simulated arrivals, the values in this file are known before the disaster.
"PREDICTION_LIST_FILE": os.path.join(pwd,
"data",
"predition_model_tests",
"dataset_1_shift_rotate",
"prediction_list",
"prediction_$$.txt"
),
# File containing the geographic location of each node, in "x,y" format.
"POPULATION_LOCATION_FILE": os.path.join(pwd,
"data",
"predition_model_tests",
"coordinates",
"coordinates_$$.txt"
),
# Number of shelters
"num_partitions": 4,
# The number of iterations when making prediction model
"num_iterations": 1,
# Percentage of prediction model to use before discarding
# When set to 0, prediction model is discarded, useful for one-shot
"prediction_model_cut_off": .0,
# Alpha value used in one-shot (when restream_batches set to 1)
"one_shot_alpha": 0.5,
"use_one_shot_alpha" : False,
# Number of arrivals to batch before recalculating alpha and restreaming.
"restream_batches": 50,
# When the batch size is reached: if set to True, each node is assigned
# individually as first in first out. If set to False, the entire batch
# is processed and empty before working on the next batch.
"sliding_window": False,
# Create virtual nodes based on prediction model
"use_virtual_nodes": False,
# Virtual nodes: edge weight
"virtual_edge_weight": 1.0,
# Loneliness score parameter. Used when scoring a partition by how many
# lonely nodes exist.
"loneliness_score_param": 1.2,
# whether metrics are computed or not
"compute_metrics_enabled": True,
####
# GRAPH MODIFICATION FUNCTIONS
# Also enables the edge calculation function.
"graph_modification_functions": True,
# If set, the node weight is set to 100 if the node arrives at the shelter,
# otherwise the node is removed from the graph.
"alter_arrived_node_weight_to_100": False,
# Uses generalized additive models from R to generate prediction of nodes not
# arrived. This sets the node weight on unarrived nodes the the prediction
# given by a GAM.
# Needs POPULATION_LOCATION_FILE to be set.
"alter_node_weight_to_gam_prediction": False,
# Enables edge expansion when graph_modification_functions is set to true
"edge_expansion_enabled": True,
# The value of 'k' used in the GAM will be the number of nodes arrived until
# it reaches this max value.
"gam_k_value": 100,
# Alter the edge weight for nodes that haven't arrived. This is a way to
# de-emphasise the prediction model for the unknown nodes.
"prediction_model_emphasis": 1.0,
# This applies the prediction_list_file node weights onto the nodes in the graph
# when the prediction model is being computed and then removes the weights
# for the cutoff and batch arrival modes
"apply_prediction_model_weights": True,
"SCOTCH_LIB_PATH": os.path.join(pwd, "libs/scotch/macOS/libscotch.dylib")
if 'Darwin' in platform.system()
else "/usr/local/lib/libscotch.so",
# Path to the PaToH shared library
"PATOH_LIB_PATH": os.path.join(pwd, "libs/patoh/lib/macOS/libpatoh.dylib")
if 'Darwin' in platform.system()
else os.path.join(pwd, "libs/patoh/lib/linux/libpatoh.so"),
"PATOH_ITERATIONS": 5,
# Expansion modes: 'avg_node_weight', 'total_node_weight', 'smallest_node_weight'
# 'largest_node_weight'
# add '_squared' or '_sqrt' at the end of any of the above for ^2 or sqrt(weight)
# i.e. 'avg_node_weight_squared
"PATOH_HYPEREDGE_EXPANSION_MODE": 'no_expansion',
# Edge Expansion: average, total, minimum, maximum, product, product_squared, sqrt_product
"EDGE_EXPANSION_MODE" : 'total',
# Whether nodes should be reordered using a centrality metric for optimal node assignments in batch mode
# This is specific to FENNEL and at the moment Leverage Centrality is used to compute new noder orders
"FENNEL_NODE_REORDERING_ENABLED": False,
# Whether the Friend of a Friend scoring system is active during FENNEL partitioning.
# FOAF employs information about a node's friends to determine the best partition when
# this node arrives at a shelter and no shelter has friends already arrived
"FENNEL_FRIEND_OF_A_FRIEND_ENABLED": False,
# Alters how much information to print. Keep it at 1 for this notebook.
# 0 - will print nothing, useful for batch operations.
# 1 - prints basic information on assignments and operations.
# 2 - prints more information as it batches arrivals.
"verbose": 1
}
gp = GraphPartitioning(config)
# Optional: shuffle the order of nodes arriving
# Arrival order should not be shuffled if using GAM to alter node weights
#random.shuffle(gp.arrival_order)
%pylab inline
Populating the interactive namespace from numpy and matplotlib
In [4]:
import scipy
from copy import deepcopy
import time
iterations = 50
pm_cutoff = []
for i in range(0, 21):
pm_cutoff.append(i * 0.05)
#virtual_edge_weight = [0.5, 1.0, 1.5, 2.0, 2.5, 3.0]
for mode in pm_cutoff:
metricsDataPrediction = []
metricsDataAssign = []
dataQdsOv = []
dataCondOv = []
# batches of 50 - use 10 restreaming iterations on FENNEL
config['num_iterations'] = 10
config['prediction_model_cut_off'] = mode
config['alter_node_weight_to_gam_prediction'] = True
config['PREDICTION_MODEL'] = os.path.join(pwd, "data", "predition_model_tests", "network","pm", "network_pm_$$.txt")
#config["use_virtual_nodes"] = True
# Virtual nodes: edge weight
#config["virtual_edge_weight"] = mode
print('Mode', mode)
elapsed_times = []
for i in range(0, iterations):
# how many networks
if (i % 20) == 0:
print('Mode', mode, 'Iteration', str(i))
conf = deepcopy(config)
correctedness = 20
conf["DATA_FILENAME"] = conf["DATA_FILENAME"].replace('$$', str(i + 1))
conf["SIMULATED_ARRIVAL_FILE"] = conf["SIMULATED_ARRIVAL_FILE"].replace('$$', str(i + 1))
conf["SIMULATED_ARRIVAL_FILE"] = conf["SIMULATED_ARRIVAL_FILE"].replace('££', str(correctedness))
conf["PREDICTION_LIST_FILE"] = conf["PREDICTION_LIST_FILE"].replace('$$', str(i + 1))
conf["POPULATION_LOCATION_FILE"] = conf["POPULATION_LOCATION_FILE"].replace('$$', str(i + 1))
conf['PREDICTION_MODEL'] = conf['PREDICTION_MODEL'].replace('$$', str(i + 1))
conf["compute_metrics_enabled"] = False
with GraphPartitioning(conf) as gp:
gp.verbose = 0
start_time = time.time()
gp.load_network()
gp.init_partitioner()
#print("pm")
m = gp.prediction_model()
#print("cutoff")
m = gp.assign_cut_off()
#print("batches")
m = gp.batch_arrival()
#print("metrics")
Gsub = gp.G.subgraph(gp.nodes_arrived)
gp.compute_metrics_enabled = True
m = [gp._print_score(Gsub)]
gp.compute_metrics_enabled = False
#print("iter done")
elapsed_time = time.time() - start_time
elapsed_times.append(elapsed_time)
totalM = len(m)
metricsDataPrediction.append(m[totalM - 1])
print('Average Elapsed Time =', scipy.mean(elapsed_times))
waste = ''
cutratio = ''
ec = ''
tcv = ''
qds = ''
conductance = ''
maxperm = ''
rbse = ''
nmi = ''
lonliness = ''
fscore = ''
fscoreimprove = ''
qdsOv = ''
condOv = ''
dataWaste = []
dataCutRatio = []
dataEC = []
dataTCV = []
dataQDS = []
dataCOND = []
dataMAXPERM = []
dataRBSE = []
dataNMI = []
dataLonliness = []
dataFscore = []
dataFscoreImprove = []
for i in range(0, iterations):
dataWaste.append(metricsDataPrediction[i][0])
dataCutRatio.append(metricsDataPrediction[i][1])
dataEC.append(metricsDataPrediction[i][2])
dataTCV.append(metricsDataPrediction[i][3])
dataQDS.append(metricsDataPrediction[i][4])
dataCOND.append(metricsDataPrediction[i][5])
dataMAXPERM.append(metricsDataPrediction[i][6])
dataRBSE.append(metricsDataPrediction[i][7])
dataNMI.append(metricsDataPrediction[i][8])
dataFscore.append(metricsDataPrediction[i][9])
dataFscoreImprove.append(metricsDataPrediction[i][10])
dataLonliness.append(metricsDataPrediction[i][11])
if(len(waste)):
waste = waste + ','
waste = waste + str(metricsDataPrediction[i][0])
if(len(cutratio)):
cutratio = cutratio + ','
cutratio = cutratio + str(metricsDataPrediction[i][1])
if(len(ec)):
ec = ec + ','
ec = ec + str(metricsDataPrediction[i][2])
if(len(tcv)):
tcv = tcv + ','
tcv = tcv + str(metricsDataPrediction[i][3])
if(len(qds)):
qds = qds + ','
qds = qds + str(metricsDataPrediction[i][4])
if(len(conductance)):
conductance = conductance + ','
conductance = conductance + str(metricsDataPrediction[i][5])
if(len(maxperm)):
maxperm = maxperm + ','
maxperm = maxperm + str(metricsDataPrediction[i][6])
if(len(rbse)):
rbse = rbse + ','
rbse = rbse + str(metricsDataPrediction[i][7])
if(len(nmi)):
nmi = nmi + ','
nmi = nmi + str(metricsDataPrediction[i][8])
if(len(fscore)):
fscore = fscore + ','
fscore = fscore + str(metricsDataPrediction[i][9])
if(len(fscoreimprove)):
fscoreimprove = fscoreimprove + ','
fscoreimprove = fscoreimprove + str(metricsDataPrediction[i][10])
if(len(lonliness)):
lonliness = lonliness + ','
lonliness = lonliness + str(dataLonliness[i])
'''
waste = 'WASTE,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataWaste)) + ',' + str(scipy.std(dataWaste)) + ',' + waste
cutratio = 'CUT_RATIO,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataCutRatio)) + ',' + str(scipy.std(dataCutRatio)) + ',' + cutratio
ec = 'EC,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataEC)) + ',' + str(scipy.std(dataEC)) + ',' + ec
tcv = 'TCV,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataTCV)) + ',' + str(scipy.std(dataTCV)) + ',' + tcv
lonliness = "LONELINESS," + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataLonliness)) + ',' + str(scipy.std(dataLonliness)) + ',' + lonliness
qds = 'QDS,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataQDS)) + ',' + str(scipy.std(dataQDS)) + ',' + qds
conductance = 'CONDUCTANCE,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataCOND)) + ',' + str(scipy.std(dataCOND)) + ',' + conductance
maxperm = 'MAXPERM,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataMAXPERM)) + ',' + str(scipy.std(dataMAXPERM)) + ',' + maxperm
rbse = 'RBSE,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataRBSE)) + ',' + str(scipy.std(dataRBSE)) + ',' + rbse
nmi = 'NMI,' + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataNMI)) + ',' + str(scipy.std(dataNMI)) + ',' + nmi
fscore = "FSCORE," + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataFscore)) + ',' + str(scipy.std(dataFscore)) + ',' + fscore
fscoreimprove = "FSCORE_IMPROVE," + 'virtual_e_w_' + str(int(10 * config['virtual_edge_weight'])) + ',' + str(scipy.mean(dataFscoreImprove)) + ',' + str(scipy.std(dataFscoreImprove)) + ',' + fscoreimprove
'''
waste = 'WASTE,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataWaste)) + ',' + str(scipy.std(dataWaste)) + ',' + waste
cutratio = 'CUT_RATIO,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataCutRatio)) + ',' + str(scipy.std(dataCutRatio)) + ',' + cutratio
ec = 'EC,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataEC)) + ',' + str(scipy.std(dataEC)) + ',' + ec
tcv = 'TCV,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataTCV)) + ',' + str(scipy.std(dataTCV)) + ',' + tcv
lonliness = "LONELINESS," + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataLonliness)) + ',' + str(scipy.std(dataLonliness)) + ',' + lonliness
qds = 'QDS,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataQDS)) + ',' + str(scipy.std(dataQDS)) + ',' + qds
conductance = 'CONDUCTANCE,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataCOND)) + ',' + str(scipy.std(dataCOND)) + ',' + conductance
maxperm = 'MAXPERM,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataMAXPERM)) + ',' + str(scipy.std(dataMAXPERM)) + ',' + maxperm
rbse = 'RBSE,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataRBSE)) + ',' + str(scipy.std(dataRBSE)) + ',' + rbse
nmi = 'NMI,' + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataNMI)) + ',' + str(scipy.std(dataNMI)) + ',' + nmi
fscore = "FSCORE," + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataFscore)) + ',' + str(scipy.std(dataFscore)) + ',' + fscore
fscoreimprove = "FSCORE_IMPROVE," + 'pm_cutoff_' + str(int(100 * config['prediction_model_cut_off'])) + ',' + str(scipy.mean(dataFscoreImprove)) + ',' + str(scipy.std(dataFscoreImprove)) + ',' + fscoreimprove
''''''
print(waste)
print(cutratio)
print(ec)
print(tcv)
print(lonliness)
print(qds)
print(conductance)
print(maxperm)
print(rbse)
print(nmi)
print(fscore)
print(fscoreimprove)
Mode 0.0
Mode 0.0 Iteration 0
Mode 0.0 Iteration 20
Mode 0.0 Iteration 40
Average Elapsed Time = 21.9422107267
WASTE,pm_cutoff_0,12.414502894,6.90955605746,6.00694444444,20.5471014493,17.9856115108,7.77419354839,22.950166113,12.44140625,19.6925925926,7.76221498371,4.12802768166,12.3911439114,8.17602996255,15.3967741935,23.4793103448,5.2380952381,5.12944983819,6.18771331058,25.9824561404,4.76573426573,30.265625,12.5896551724,1.4,5.26551724138,4.48263888889,16.0566666667,8.83108108108,7.05841924399,14.0278745645,9.36177474403,15.6092715232,16.3321678322,22.3298611111,18.0711864407,10.1226765799,6.81967213115,9.86411149826,18.8172413793,13.4154411765,12.7054545455,10.0510204082,10.0750853242,10.6894197952,16.6515151515,32.1319444444,4.96321070234,7.25,10.2852564103,12.9764309764,9.17543859649,4.81724137931,12.1972789116
CUT_RATIO,pm_cutoff_0,0.0871976352762,0.0212570143612,0.0893760539629,0.103074141049,0.0582191780822,0.104810996564,0.119769119769,0.103585657371,0.0723562152134,0.0945945945946,0.0918836140888,0.0531135531136,0.112054329372,0.0937062937063,0.0917431192661,0.0770712909441,0.0781710914454,0.0750750750751,0.0948795180723,0.0789915966387,0.0786106032907,0.0926216640502,0.0611620795107,0.169014084507,0.0847176079734,0.0787518573551,0.101892285298,0.0712025316456,0.0755033557047,0.0881458966565,0.0932721712538,0.058064516129,0.0631578947368,0.0688622754491,0.0848126232742,0.0482233502538,0.0889235569423,0.0870229007634,0.0794912559618,0.0615883306321,0.131455399061,0.0682170542636,0.0667726550079,0.0757281553398,0.112794612795,0.0981873111782,0.116117850953,0.0803011292346,0.106796116505,0.0944881889764,0.096463022508,0.0850439882698
EC,pm_cutoff_0,54.9,14.6782151504,53,57,34,61,83,52,39,70,60,29,66,67,60,40,53,50,63,47,43,59,40,108,51,53,70,45,45,58,61,36,36,46,43,38,57,57,50,38,84,44,42,39,67,65,67,64,77,60,60,58
TCV,pm_cutoff_0,78.02,17.5402280487,74,80,54,89,119,68,61,100,91,43,98,90,79,66,77,71,88,65,67,88,59,131,70,77,98,71,65,85,83,56,60,70,66,53,82,81,63,54,103,68,66,58,104,95,96,90,95,70,80,84
LONELINESS,pm_cutoff_0,0.778852457542,0.0161432391371,0.769893838803,0.756988475412,0.779880984038,0.755592540029,0.78252400698,0.759212251095,0.752581770435,0.791582856203,0.785394708091,0.777500833778,0.756767045912,0.79862862666,0.792160020926,0.764603498981,0.788583567617,0.781377020102,0.797298398554,0.777575346392,0.784225154574,0.782122334216,0.784571742734,0.748662656517,0.77855330185,0.786747867509,0.803882548251,0.787859956016,0.754120057465,0.782658706861,0.784671830546,0.796263611229,0.778812050894,0.793572078693,0.762312163052,0.823282110546,0.794295253201,0.786226304234,0.779662478445,0.768006639292,0.781263117438,0.761115866519,0.774383610621,0.757904543335,0.756675760214,0.799649467016,0.763171613271,0.797086790999,0.783908490323,0.773406173783,0.760647343737,0.804755463726
QDS,pm_cutoff_0,0.431827595581,0.0271683145731,0.4624645384502567,0.4466451205966363,0.4433458180057065,0.43901507314066146,0.41453959089880227,0.4497482165633915,0.39273413420830927,0.4169006537278171,0.395610634294914,0.4342209556422901,0.43428029162378756,0.41745095667932225,0.41758147302223314,0.41170732198500615,0.44474551524188954,0.4544651003176538,0.40859715758866516,0.41806488171195383,0.44828751062209804,0.45084455558830877,0.43434558034363346,0.404835450761626,0.43812832268299773,0.4307568237775778,0.4648857695848551,0.3779962953848867,0.4767932253651425,0.4554695149659207,0.44204116200442467,0.46369970488763956,0.44524286881549746,0.44637755479135643,0.4625282301495684,0.3954388322502338,0.4583328100236541,0.38822369344357655,0.4475301628059808,0.4147675463719149,0.3912350000467315,0.42736308019545144,0.4042657727303304,0.44248795599314084,0.4552234758280429,0.5117664315110416,0.4586947671621815,0.38141940140852354,0.4316292807249294,0.4370960802436973,0.3958385065888848,0.4057169783064767
CONDUCTANCE,pm_cutoff_0,0.0965678436762,0.0194524519569,0.10241714667544498,0.10821629549293585,0.09571989379437992,0.0870147847888633,0.11709890568513703,0.07963627723857147,0.0718241527787289,0.07299800226059168,0.10025195057994911,0.08513066435800094,0.07720238105194153,0.11181350230740869,0.10567235862512195,0.06887338782547721,0.06383434273128766,0.08405508803377962,0.10686816483776819,0.10403326433351417,0.10647795326802549,0.08784201238527378,0.09910520151480323,0.07440150122429891,0.12201872001983055,0.11365181984879115,0.1098571215483218,0.09481188918062511,0.093012373054899,0.10706713921402025,0.09602166584801454,0.1301195961350404,0.1350441169241644,0.07285559275300718,0.08200951814181795,0.13351753677054312,0.11058452133786661,0.12796260976623997,0.07017138820707117,0.0772897369403584,0.11958780132193442,0.0830545339447537,0.09697743868519089,0.0794414135613053,0.08793566812067449,0.056796635497514986,0.0781204882600584,0.13127656083583317,0.11589917197768605,0.11162591316498732,0.09002706107616726,0.09116691988057588
MAXPERM,pm_cutoff_0,0.374860105676,0.0448590583251,0.37760975694444443,0.3602631376811594,0.3229815251798561,0.29620849462365595,0.3205938903654485,0.39119337890624994,0.2986643481481482,0.36751358631921827,0.3487544256055363,0.441451184501845,0.36291073033707866,0.3764783032258064,0.40170571034482755,0.3755946776556777,0.38282345307443366,0.41181797269624576,0.4186292666666666,0.37139794055944053,0.45926855468750005,0.43248401034482764,0.37937422711864405,0.34151050000000005,0.37010691666666673,0.34072274,0.4133795439189189,0.3621440515463918,0.30758335540069687,0.3677721706484642,0.42484073841059605,0.4184409055944056,0.40057568750000005,0.44467550847457626,0.3953947360594796,0.40450913770491803,0.43738540418118466,0.3554405103448276,0.39240149632352944,0.3267219672727273,0.3864214285714286,0.2905265358361775,0.33951103071672356,0.36895148106060605,0.29957300694444444,0.4627086688963211,0.38799051086956526,0.33085899679487174,0.37812269696969697,0.38914347017543854,0.2802466275862069,0.4276268843537415
RBSE,pm_cutoff_0,0.0352850304933,0.0144313516272,0.04513888888888889,0.043478260869565216,0.02158273381294964,0.05734767025089606,0.06312292358803986,0.03515625,0.06666666666666667,0.03257328990228013,0.04152249134948097,0.014760147601476014,0.03745318352059925,0.02258064516129032,0.034482758620689655,0.03296703296703297,0.038834951456310676,0.010238907849829351,0.010526315789473684,0.027972027972027972,0.0234375,0.03103448275862069,0.04067796610169491,0.06896551724137931,0.041666666666666664,0.03,0.04391891891891892,0.020618556701030927,0.04529616724738676,0.051194539249146756,0.023178807947019868,0.024475524475524476,0.027777777777777776,0.02711864406779661,0.01858736059479554,0.01639344262295082,0.03484320557491289,0.041379310344827586,0.03676470588235294,0.03272727272727273,0.03741496598639456,0.04436860068259386,0.030716723549488054,0.041666666666666664,0.06944444444444445,0.016722408026755852,0.043478260869565216,0.05448717948717949,0.04377104377104377,0.028070175438596492,0.017241379310344827,0.02040816326530612
NMI,pm_cutoff_0,0.160735919971,0.0710169825972,0.281450767354,0.158799746652,0.168883030472,0.132001164147,0.141780938177,0.0761780720641,0.107839321297,0.271217483475,0.106050015665,0.18253056595,0.106402622072,0.19578873242,0.116050722084,0.13386084339,0.168390637046,0.197487663665,0.258197995939,0.214747051538,0.0668242007514,0.0899530679652,0.252317019939,0.129183618772,0.1270793239,0.33518853852,0.157904557617,0.146406042488,0.222146980791,0.122228296275,0.148745213902,0.100317759611,0.19558992728,0.139507523191,0.0575666982986,0.201644630401,0.13837777652,0.0710637771319,0.150875536665,0.179000967071,0.0764015277798,0.182102103887,0.119042800857,0.201943804799,0.0619525168135,0.102337007562,0.120929694071,0.317710546205,0.120092448674,0.374310334116,0.103832362813,0.206562020481
FSCORE,pm_cutoff_0,0.268668563242,0.101742639901,0.335745573132,0.243357832854,0.396344903848,0.389046772481,0.301254064529,0.244707678568,0.278751759404,0.154376475061,0.366531804794,0.345110697962,0.326314783041,0.139434853042,0.21134260569,0.317874654082,0.147138374534,0.400309361795,0.0723494601243,0.171994561807,0.285514089693,0.376852954737,0.39146953295,0.360999868787,0.429492713368,0.146902861914,0.343782725877,0.230769669255,0.133335615149,0.162701201722,0.424832267425,0.238479039411,0.125938914124,0.301007798381,0.352827407929,0.161695340179,0.262577336426,0.276816416966,0.167224089636,0.236859564184,0.370504024562,0.149062713194,0.200404963767,0.124694655754,0.217237940745,0.301964884342,0.279364102133,0.470738850245,0.335475885864,0.435202372128,0.159320904246,0.137391240272
FSCORE_IMPROVE,pm_cutoff_0,0.153088149853,0.112621339453,0.173175979606,0.196972912501,0.0947857476788,0.0622719823269,0.12149575877,0.087330965262,0.114089586232,0.222547204116,0.0165971138263,0.0880978092658,0.0428387331781,0.251585458315,0.158506274594,0.076026792629,0.334776148251,0.0633714315951,0.456212521624,0.230839584071,0.0526014323477,0.0119880111447,0.093681033324,0.0768591609712,0.0,0.416411417734,0.0926172982558,0.210507077181,0.259093500399,0.297107709232,0.0,0.198165500967,0.302999470234,0.0960143544528,0.0249422535835,0.189795330131,0.112553917935,0.0630485456572,0.251069710479,0.166652131587,0.0,0.313786517581,0.205492471297,0.388169189235,0.133455410046,0.0846091118618,0.134631507166,0.0699598264464,0.0400713566489,0.0719877471456,0.233911138577,0.270703357208
Mode 0.05
Mode 0.05 Iteration 0
Mode 0.05 Iteration 20
Mode 0.05 Iteration 40
Average Elapsed Time = 33.5807332134
WASTE,pm_cutoff_5,13.974017113,9.82631679159,24.8680555556,13.8514492754,13.1798561151,5.15053763441,12.9435215947,21.23828125,12.4333333333,26.016286645,3.07612456747,8.9520295203,21.6441947566,14.0161290323,21.8931034483,0.608058608059,15.6666666667,11.9351535836,12.3824561404,11.3251748252,19.0625,11.3068965517,2.03728813559,4.35517241379,35.2604166667,16.0033333333,4.62837837838,14.9896907216,3.26829268293,7.0409556314,21.2119205298,2.48601398601,10.1215277778,24.1593220339,14.6579925651,10.793442623,3.11846689895,12.7482758621,15.0919117647,16.2981818182,5.64285714286,28.2457337884,13.5017064846,5.5303030303,9.22916666667,11.0234113712,8.01811594203,10.0032051282,52.1683501684,38.5929824561,8.21034482759,8.71428571429
CUT_RATIO,pm_cutoff_5,0.084555877278,0.0200088973073,0.0944350758853,0.0705244122966,0.0633561643836,0.103092783505,0.0981240981241,0.133466135458,0.0649350649351,0.0540540540541,0.0857580398162,0.0842490842491,0.088285229202,0.114685314685,0.0948012232416,0.0712909441233,0.0663716814159,0.0930930930931,0.0978915662651,0.10756302521,0.0658135283364,0.0722135007849,0.0703363914373,0.0860719874804,0.106312292359,0.075780089153,0.0742358078603,0.0791139240506,0.0755033557047,0.0896656534954,0.0963302752294,0.0661290322581,0.0824561403509,0.0583832335329,0.0769230769231,0.0875634517766,0.0764430577223,0.108396946565,0.0540540540541,0.0713128038898,0.148669796557,0.077519379845,0.0858505564388,0.0718446601942,0.0959595959596,0.0815709969789,0.053726169844,0.0589711417817,0.109570041609,0.11811023622,0.0980707395498,0.0689149560117
EC,pm_cutoff_5,53.18,13.5907174204,56,39,37,60,68,67,35,40,56,46,52,82,62,37,45,62,65,64,36,46,46,55,64,51,51,50,45,59,63,41,47,39,39,69,49,71,34,44,95,50,54,37,57,54,31,47,79,75,61,47
TCV,pm_cutoff_5,75.84,16.5727004438,82,59,55,90,95,86,48,63,78,68,78,106,89,56,69,82,93,87,61,66,71,78,95,74,75,78,62,90,95,58,77,60,54,91,68,99,50,59,126,75,72,53,92,78,51,67,100,94,70,69
LONELINESS,pm_cutoff_5,0.778304562094,0.0136968378394,0.770855966674,0.770770887001,0.778940046064,0.764204324233,0.796463154878,0.753570767438,0.757391302939,0.794916797104,0.791604658364,0.771771652741,0.758966376799,0.790388689124,0.783023342167,0.77421300614,0.788463443567,0.774893586895,0.787126138902,0.766228953466,0.778210755894,0.791863975516,0.785306961134,0.780428632471,0.776634636634,0.780117363968,0.804634013065,0.784383641475,0.763016481995,0.777600937151,0.778469846183,0.794071537562,0.767680670354,0.792643432237,0.762714408704,0.806158809522,0.800304037839,0.782238721905,0.77743342134,0.761917782766,0.769325339211,0.767769212494,0.771736065404,0.756888414177,0.768515470533,0.782078102106,0.77543552937,0.804155803958,0.774086511981,0.760143355742,0.761911348754,0.803559788777
QDS,pm_cutoff_5,0.430627677465,0.0262405727169,0.4510334116821675,0.44584964088601553,0.44566322132000463,0.42848342587326965,0.39637178590598143,0.4800696985245334,0.40284834291995114,0.3701063534595599,0.392236498619419,0.46869889374574825,0.4366629543364869,0.41038428032879276,0.4149128893319156,0.4242410366557782,0.45093420215298236,0.4642197778950456,0.3855450973696955,0.4422458188198671,0.44793085628301776,0.42906325758922764,0.42548902291834695,0.429887449058985,0.4426358393463563,0.4340171431862628,0.4479350904603418,0.42773259403261665,0.4832884530761693,0.4203858326237579,0.4510888057067755,0.45293270687028,0.4380922718621281,0.43138425009072756,0.44716382163352025,0.4143760853140385,0.4410330259330016,0.4016232810807876,0.46553214092935846,0.4077348452915023,0.43342412553185755,0.44621235569069384,0.41410605273064305,0.4343919094549567,0.4440995665936045,0.47563350069635657,0.4077974307960241,0.36466012270184334,0.43121466137624975,0.43972972647544434,0.3995852019422089,0.3906951161622061
CONDUCTANCE,pm_cutoff_5,0.0951748212262,0.0159819421444,0.10615459080412178,0.11055636179389185,0.09610642605994078,0.08396801702681646,0.12405016293098274,0.06548890030967562,0.1244032968149633,0.09204194344034959,0.09357291875085184,0.0819827977065756,0.07271721277882329,0.08855012321227428,0.10971904597711092,0.08790716154216097,0.06884878642851519,0.10070300702587726,0.10484723948844099,0.08217347023044805,0.09019499473253256,0.07222277934936411,0.08778534717053398,0.10545003628344068,0.09723444848467455,0.11598073953997608,0.11233806195701276,0.11463940176632281,0.11815950687657843,0.0753791404405702,0.0875623386521361,0.1227162185265385,0.10262499728041043,0.11251762063529992,0.09911186124579116,0.10707417487303349,0.10713621675782986,0.10593434392014384,0.08216409755045025,0.07447424758079668,0.08178427034983993,0.09587399942221245,0.06999418426282326,0.0870152869989229,0.08207053977429914,0.06983967803409209,0.0979846286005848,0.126135406653366,0.09002036826744733,0.08582456575524129,0.09024825671328496,0.09745784053043517
MAXPERM,pm_cutoff_5,0.371776920847,0.0371367313442,0.4254873472222222,0.3672639528985507,0.32531141726618706,0.3806140250896058,0.3522811096345515,0.40508562109375,0.30975650000000005,0.32764551791530944,0.34546591003460214,0.4500556236162362,0.3499523782771536,0.39877094193548385,0.40563911379310347,0.3646119010989011,0.3597679223300971,0.35512137542662114,0.4144544982456141,0.3565342237762238,0.40942190234375,0.42420295862068963,0.41208885423728814,0.3581341896551724,0.3862994756944444,0.31826267333333336,0.4151973716216217,0.3701074432989691,0.3466833763066202,0.38406886689419795,0.41746183112582785,0.4264510629370629,0.37323553125,0.41432944067796607,0.35829092936802975,0.405845937704918,0.4150218710801394,0.33816725517241375,0.4036847426470588,0.3152329272727273,0.39561462585034013,0.3389338873720137,0.329039819112628,0.3530537234848485,0.33860175000000003,0.40436513712374583,0.33138247463768117,0.3171835833333333,0.34693084848484845,0.3572798105263158,0.29608632068965524,0.39436604081632654
RBSE,pm_cutoff_5,0.0371338598239,0.0110797030666,0.052083333333333336,0.028985507246376812,0.02158273381294964,0.03225806451612903,0.023255813953488372,0.04296875,0.02962962962962963,0.03257328990228013,0.04152249134948097,0.02952029520295203,0.03745318352059925,0.05161290322580645,0.041379310344827586,0.029304029304029304,0.032362459546925564,0.034129692832764506,0.021052631578947368,0.04195804195804196,0.0390625,0.027586206896551724,0.030508474576271188,0.034482758620689655,0.04861111111111111,0.05333333333333334,0.02702702702702703,0.030927835051546393,0.027874564459930314,0.051194539249146756,0.04304635761589404,0.013986013986013986,0.04861111111111111,0.04067796610169491,0.01486988847583643,0.036065573770491806,0.03484320557491289,0.03793103448275862,0.03308823529411765,0.04363636363636364,0.061224489795918366,0.040955631399317405,0.040955631399317405,0.041666666666666664,0.04861111111111111,0.056856187290969896,0.028985507246376812,0.035256410256410256,0.06060606060606061,0.05263157894736842,0.02413793103448276,0.023809523809523808
NMI,pm_cutoff_5,0.270646921988,0.0752976175245,0.262648043555,0.317499660947,0.177380613425,0.135827806148,0.249159909221,0.154497297265,0.392031069846,0.409595183334,0.226432230604,0.23969417174,0.199751321386,0.268460533227,0.327469576422,0.356666251501,0.28480976881,0.353414786931,0.239200552897,0.177223810951,0.222213338032,0.274261764445,0.344015895476,0.375455821391,0.236094694387,0.348162111806,0.401184428043,0.30346400438,0.273382016902,0.297218876189,0.177370986995,0.279977050716,0.183278961255,0.310256213311,0.224458116452,0.221542970375,0.323026462973,0.210584783459,0.300676645758,0.341894197605,0.186729479776,0.24969776566,0.277738660187,0.310715010506,0.190264801005,0.205218968064,0.177011563277,0.477386452517,0.206114759444,0.267149471766,0.193775800906,0.370261438132
FSCORE,pm_cutoff_5,0.55791414527,0.0744859530367,0.514666651073,0.611155277042,0.462475426444,0.404353548051,0.501935274028,0.428782337911,0.653933749249,0.728566123288,0.531189008669,0.574160579219,0.442812290653,0.590151595751,0.588132444896,0.571142169242,0.608170681513,0.522587627724,0.578164701278,0.561002508345,0.521709208338,0.576719908626,0.611687474399,0.64927899658,0.550217058938,0.648689230181,0.681774016401,0.615449800752,0.511489804622,0.543545305683,0.403185370114,0.587105907445,0.490603895353,0.509959407048,0.601735353621,0.52818804509,0.637484043658,0.510677315185,0.582985449828,0.641360320212,0.509995708596,0.605871161679,0.525349134705,0.662587508705,0.524179762889,0.544350031286,0.436288805415,0.69218273444,0.526188520734,0.622900813331,0.45520961439,0.513375560866
FSCORE_IMPROVE,pm_cutoff_5,0.00800113738862,0.0187982216367,0.0646710552544,0.0,0.000258434016659,0.0593842033758,0.0,0.0,0.0,0.0,0.0,0.0,0.0269161787203,0.0,0.0,0.0,0.0,0.0241298876572,0.0,0.0,0.00764756581339,0.0,0.0253699219801,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0181898967695,0.0,0.0,0.0173807364958,0.0,0.0,0.0,0.0,0.0063919879904,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0622135638317,0.0,0.00647540259132,0.0810280349344
Mode 0.1
Mode 0.1 Iteration 0
Mode 0.1 Iteration 20
Mode 0.1 Iteration 40
Average Elapsed Time = 17.4019391966
WASTE,pm_cutoff_10,16.9330193747,10.9753452133,14.2291666667,18.981884058,12.9064748201,8.74910394265,12.1727574751,13.75390625,15.1740740741,17.5732899023,3.62975778547,26.2804428044,1.49438202247,14.6096774194,19.3827586207,17.1648351648,8.45631067961,4.94539249147,13.4210526316,29.0874125874,20.21875,19.6103448276,17.806779661,3.29310344828,56.0520833333,15.3766666667,12.9797297297,7.16838487973,17.8885017422,6.69965870307,7.58278145695,10.0944055944,11.9826388889,22.3152542373,37.5724907063,12.9836065574,11.4390243902,27.6862068966,39.1507352941,12.5890909091,8.90816326531,26.3890784983,8.32764505119,5.16666666667,20.5486111111,12.0401337793,26.0760869565,17.1057692308,45.9191919192,34.7614035088,10.7896551724,8.1156462585
CUT_RATIO,pm_cutoff_10,0.092375738545,0.0236616468277,0.0910623946037,0.135623869801,0.0633561643836,0.139175257732,0.0909090909091,0.107569721116,0.0779220779221,0.0743243243243,0.101071975498,0.0860805860806,0.11544991511,0.116083916084,0.0825688073394,0.0655105973025,0.0752212389381,0.0945945945946,0.112951807229,0.0806722689076,0.0694698354662,0.0722135007849,0.0596330275229,0.0688575899844,0.101328903654,0.072808320951,0.0698689956332,0.0712025316456,0.0838926174497,0.112462006079,0.0749235474006,0.0725806451613,0.112280701754,0.0568862275449,0.130177514793,0.0799492385787,0.0811232449298,0.114503816794,0.0763116057234,0.0664505672609,0.117370892019,0.102325581395,0.0826709062003,0.0679611650485,0.116161616162,0.116314199396,0.112651646447,0.0526976160602,0.135922330097,0.143307086614,0.102893890675,0.111436950147
EC,pm_cutoff_10,57.9,15.2108513897,54,75,37,81,63,54,42,55,66,47,68,83,54,34,51,63,75,48,38,46,39,44,61,49,48,45,50,74,49,45,64,38,66,63,52,75,48,41,75,66,52,35,69,77,65,42,98,91,64,76
TCV,pm_cutoff_10,80.54,18.4620800562,77,99,56,108,79,76,55,83,87,60,90,113,75,52,74,88,97,72,64,71,61,65,85,72,70,71,68,96,70,69,97,51,94,88,77,102,62,57,102,94,72,50,101,106,83,63,130,115,79,101
LONELINESS,pm_cutoff_10,0.776975743532,0.0160159386965,0.770951656266,0.755483107595,0.77898393497,0.753375599671,0.79133300239,0.766057176554,0.75736181678,0.797541868168,0.784379823785,0.768043203664,0.751906476091,0.788501610266,0.799067299983,0.771463976799,0.788949167614,0.772346814099,0.787380713068,0.769490024343,0.783351829369,0.786709599753,0.788073330714,0.786450310192,0.774625986144,0.779164663439,0.803058596577,0.78702657229,0.7497753849,0.782610728797,0.788026385191,0.783677342344,0.765576835545,0.79247610242,0.745827344291,0.807837494779,0.788060806138,0.783621921147,0.781507834029,0.775063685486,0.786525200427,0.760903000615,0.77211050376,0.755186177143,0.7698594429,0.783056374641,0.769289400394,0.810422202648,0.761986954777,0.743289030674,0.754893702604,0.796125160367
QDS,pm_cutoff_10,0.434649755721,0.0262343218018,0.45283890788731224,0.47370652912970496,0.44653355810226303,0.4044926629324177,0.39450135560868926,0.4879440280947954,0.4162703957812428,0.40493537576567995,0.4344491341855447,0.4271603932632714,0.42275650748637095,0.42794075752799726,0.4157796544954591,0.42121847638102444,0.4534791329894746,0.45633535693466365,0.42330485520331923,0.4377172024926949,0.4529828716821411,0.4244413406732698,0.42933976698769477,0.40697304692211483,0.4382376408071107,0.4366004592635179,0.4610414274195108,0.38777460458576596,0.4634948343678721,0.46544805718899324,0.43678595701211775,0.464036406667137,0.45076630969147247,0.3970902261267222,0.4854119228765009,0.40871203110386656,0.4395144980316314,0.41002661014491687,0.4438499382133575,0.40593916148412196,0.43353661961018414,0.438212834584422,0.44048795177955635,0.4384431726614307,0.44154976822437514,0.48666014379913525,0.43512137567389697,0.36409441906235535,0.4740592731716276,0.4505286849161098,0.406682232360076,0.4132799146767403
CONDUCTANCE,pm_cutoff_10,0.0954453686549,0.018359969351,0.10858654376827165,0.08950268300550085,0.0959746747010912,0.07631305281830084,0.14986414667627473,0.08630909709989812,0.12581223796985563,0.10968100031776147,0.09267091725902366,0.08257856687787041,0.07778541251185601,0.08810868833600516,0.10711436927673462,0.09117305337789393,0.08428434617337312,0.09581067591497407,0.11605619376277085,0.09341900377422714,0.08822864309486425,0.08008538928746874,0.0867063183878701,0.0930841873219845,0.10981097446168461,0.12037026985009303,0.12373800500301171,0.09504351226551187,0.10877427194541273,0.09592086603123179,0.10403714338777886,0.08222681108998799,0.089930589783609,0.11419016960331652,0.07346430779490006,0.10855738833973091,0.11745736693105976,0.11662656122980633,0.05188807824595103,0.0760499255536887,0.12120347974523266,0.07950398172103086,0.07520853447113846,0.09941112166856102,0.07680208088960816,0.05773989925249761,0.07712350089289562,0.11706391215757965,0.09060010072345041,0.09069516353065563,0.08058692732256396,0.09909428713752687
MAXPERM,pm_cutoff_10,0.371791954552,0.040798062078,0.40604254166666665,0.3706319746376811,0.34735659712230216,0.3349875376344086,0.3300501395348837,0.42479127734375,0.3081596074074074,0.3727412964169381,0.3574378235294118,0.42703446125461253,0.3419669325842697,0.3765965838709678,0.4015532344827586,0.37331823809523806,0.36016475404530746,0.3830020887372014,0.4114842842105263,0.34407286713286717,0.45289280468750004,0.41868155862068973,0.41821565762711865,0.3523669586206896,0.3773692013888889,0.32600825999999994,0.3939325945945946,0.3432112852233677,0.2679274494773519,0.4419514982935153,0.3968351920529801,0.43614314685314687,0.37042823611111114,0.38647193559322035,0.3725011858736059,0.40207846557377047,0.4089092334494773,0.3612566482758621,0.4035841654411764,0.32924039272727273,0.3892296632653061,0.32081892491467573,0.3514726245733788,0.34347032196969696,0.3559601006944445,0.4368309565217391,0.3572926304347826,0.34069895512820514,0.3356974747474747,0.3362028561403509,0.2766510137931034,0.41387409523809526
RBSE,pm_cutoff_10,0.0396452730908,0.016175181598,0.03125,0.050724637681159424,0.02158273381294964,0.06093189964157706,0.03986710963455149,0.01953125,0.04814814814814815,0.013029315960912053,0.0657439446366782,0.033210332103321034,0.052434456928838954,0.04838709677419355,0.020689655172413793,0.02197802197802198,0.022653721682847898,0.017064846416382253,0.028070175438596492,0.06293706293706294,0.03515625,0.04482758620689655,0.01694915254237288,0.013793103448275862,0.041666666666666664,0.05333333333333334,0.02702702702702703,0.020618556701030927,0.04878048780487805,0.034129692832764506,0.026490066225165563,0.055944055944055944,0.052083333333333336,0.04067796610169491,0.048327137546468404,0.03278688524590164,0.05226480836236934,0.03793103448275862,0.029411764705882353,0.02909090909090909,0.030612244897959183,0.051194539249146756,0.03754266211604096,0.045454545454545456,0.0625,0.06020066889632107,0.03260869565217391,0.02564102564102564,0.07407407407407407,0.08421052631578947,0.034482758620689655,0.04421768707482993
NMI,pm_cutoff_10,0.370662735617,0.0805599686075,0.405186495551,0.304826044235,0.331361575796,0.229895895618,0.393997919265,0.213403313275,0.471093593303,0.462866107818,0.349065783448,0.386627390491,0.431766784482,0.386657889612,0.3727302264,0.309326542436,0.431204319953,0.37387475811,0.476864236814,0.285331149293,0.296290067384,0.302583149852,0.540652682711,0.441491481655,0.322909937774,0.547904071185,0.452020684751,0.336521022533,0.382730987568,0.392873523275,0.410351314078,0.31982588519,0.338965651753,0.402994189268,0.294206414569,0.291493779369,0.387631605292,0.430055400697,0.54339151068,0.411143338449,0.335116768897,0.252377130301,0.331619118152,0.47746920369,0.265228655992,0.364645337046,0.30827867596,0.466460136828,0.262632452867,0.313372740217,0.261080308921,0.432739528054
FSCORE,pm_cutoff_10,0.667075189228,0.0624524553835,0.676001058639,0.642075378758,0.631403046372,0.530147760168,0.637503377047,0.497538568855,0.702301468705,0.763788765256,0.641020585923,0.684560543785,0.745397712873,0.637066189665,0.662149835068,0.612329818013,0.696187105623,0.681635676874,0.75322424341,0.567644622118,0.613236446437,0.643788603319,0.781318602712,0.729324202141,0.684322223728,0.79941420765,0.758213235514,0.635818706509,0.681951403091,0.709968001287,0.636287330437,0.624287180257,0.615086405304,0.667200435405,0.645587301908,0.625700830055,0.699508670761,0.700569319444,0.796322529078,0.693314521091,0.635851294781,0.608288844265,0.653152445407,0.753235623149,0.609441262525,0.680590064039,0.644882519216,0.709436165295,0.639088960008,0.639630494248,0.579690011715,0.697275863468
FSCORE_IMPROVE,pm_cutoff_10,0.000212813199488,0.00148969239641,0.0,0.0,0.0,0.0,0.0,0.0106406599744,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.15000000000000002
Mode 0.15000000000000002 Iteration 0
Mode 0.15000000000000002 Iteration 20
Mode 0.15000000000000002 Iteration 40
Average Elapsed Time = 15.5825841904
WASTE,pm_cutoff_15,20.3785529827,10.9005341883,38.7291666667,18.2427536232,18.3597122302,15.3870967742,13.6611295681,10.41015625,15.1740740741,18.4332247557,27.1868512111,23.1512915129,2.19850187266,15.7967741935,23.3551724138,22.6446886447,15.2912621359,25.0819112628,17.1122807018,15.0594405594,23.46875,17.6793103448,25.8338983051,9.84482758621,43.1354166667,19.6166666667,13.722972973,17.3127147766,17.6655052265,9.52559726962,16.5231788079,4.31818181818,16.1215277778,12.1050847458,32.0260223048,14.5049180328,23.9268292683,28.7482758621,45.7242647059,20.3272727273,19.8741496599,37.5290102389,4.90102389078,3.92424242424,20.7708333333,6.76923076923,12.8007246377,23.3108974359,53.138047138,40.8105263158,13.6310344828,34.0612244898
CUT_RATIO,pm_cutoff_15,0.0983233061363,0.0233190507102,0.112984822934,0.119349005425,0.106164383562,0.16323024055,0.0981240981241,0.149402390438,0.0705009276438,0.0648648648649,0.0980091883614,0.0952380952381,0.0933786078098,0.109090909091,0.120795107034,0.0867052023121,0.0884955752212,0.0885885885886,0.120481927711,0.0924369747899,0.0895795246801,0.0753532182104,0.065749235474,0.0610328638498,0.104651162791,0.0832095096582,0.0684133915575,0.0822784810127,0.0889261744966,0.113981762918,0.11620795107,0.0983870967742,0.0877192982456,0.0583832335329,0.100591715976,0.0901015228426,0.0826833073323,0.114503816794,0.0683624801272,0.0777957860616,0.133020344288,0.093023255814,0.093799682035,0.0815533980583,0.126262626263,0.0876132930514,0.119584055459,0.077791718946,0.151178918169,0.124409448819,0.12540192926,0.0967741935484
EC,pm_cutoff_15,61.6,14.9425566755,67,66,62,95,68,75,38,48,64,52,55,78,79,45,60,59,80,55,49,48,43,39,63,56,47,52,53,75,76,61,50,39,51,71,53,75,43,48,85,60,59,42,75,58,69,62,109,79,78,66
TCV,pm_cutoff_15,85.16,16.5956138784,90,91,87,117,86,107,51,77,87,69,73,105,110,71,83,84,109,77,82,69,68,60,88,84,71,77,78,103,100,87,81,54,76,83,79,104,59,66,115,87,83,58,109,83,91,82,125,96,98,88
LONELINESS,pm_cutoff_15,0.77422450578,0.0161452782128,0.760676224523,0.75520163454,0.769373517457,0.748117618301,0.793528559499,0.748015185993,0.755924005884,0.794814331631,0.772258854217,0.764708757543,0.759178677448,0.792512681124,0.787639880157,0.7519145795,0.783263697142,0.776109534261,0.775189292853,0.764211416541,0.769660695544,0.785789901607,0.78840512351,0.785083476597,0.773562669626,0.782845800622,0.803569835564,0.779142727989,0.761162135948,0.775252115131,0.77818527747,0.774487667357,0.773511457605,0.795052848978,0.754364806096,0.808548555999,0.785792093082,0.788757262296,0.774903813384,0.766246795683,0.780507536179,0.755818067251,0.766729058707,0.759993116947,0.769458506649,0.794392884676,0.76694304539,0.803400766478,0.764029664447,0.750833268704,0.74135932897,0.800796535909
QDS,pm_cutoff_15,0.436024082451,0.0243164211888,0.4441908572582405,0.4622359900659769,0.45724590966856254,0.4363936471067408,0.3938600556790782,0.5016357056142136,0.40428593586794925,0.3973107348203763,0.4473652138722398,0.45343023279312694,0.41808151125357507,0.42629481039327966,0.4444014578583001,0.4267419883239797,0.4417159336797549,0.43649147856835924,0.41316867250966327,0.42902183900138585,0.45523311398077304,0.43306948211873125,0.4229839597420455,0.4136517574306439,0.43631078233997556,0.4486258938556529,0.4409047396607387,0.3924721750606147,0.4743099802184482,0.45668700141246293,0.44633673989336325,0.4432175878469632,0.45953662688535907,0.43669797174843467,0.45872922119791887,0.4280330995694346,0.44893907856456117,0.40658930670090127,0.4600193629557259,0.38987068391250346,0.4201370230833678,0.4629355321611747,0.4299996449680911,0.4271667182311458,0.4495337671026511,0.4779115601737734,0.42839474150894735,0.37810022213878597,0.46352238572521753,0.44554652690092944,0.4130609376753812,0.41880452345166197
CONDUCTANCE,pm_cutoff_15,0.0908486337369,0.0207999261651,0.10548236512188613,0.09847501560905682,0.061557960012794,0.06695377065474686,0.14639402055912537,0.05563845708526506,0.12210551993662894,0.1140596576950271,0.09792948079927165,0.07156158738379748,0.0911163987119828,0.08054346168983761,0.10501382183023891,0.09899577373841681,0.06617701020616955,0.08824700826979687,0.10667165120616305,0.09190094226700952,0.0792030544470263,0.0856434955281711,0.07258133930387342,0.10494925501409791,0.12215218633104905,0.12295162122149492,0.11210063786815115,0.10753426506097254,0.0823311332589213,0.08673931967412622,0.08837010012656821,0.06799387438458945,0.09668723049306804,0.09519130015080969,0.0762944167714719,0.13341875236716488,0.10520591312218844,0.11467472495739929,0.07194758438256475,0.06299981795010474,0.09753816100434848,0.08724509119569201,0.058473978866484054,0.070203040132461,0.07916247077507431,0.05148771881582177,0.07106777612003949,0.10989577096917841,0.09520691422820787,0.09828734070558089,0.07250649200642241,0.09356300683404985
MAXPERM,pm_cutoff_15,0.370244499936,0.0414499699188,0.4125071736111111,0.380377036231884,0.3408735575539568,0.344326788530466,0.33359559800664457,0.41672800390625003,0.27479076296296295,0.3544684527687296,0.32594046020761247,0.4232368560885609,0.36255632958801504,0.38866937419354836,0.41498186896551725,0.3257374175824176,0.3681523786407767,0.36748012627986343,0.38302537192982455,0.3500787482517483,0.430770875,0.42111899655172413,0.42353390508474575,0.34381700689655176,0.3753122361111111,0.34273533333333334,0.4036097263513514,0.3291794810996564,0.32755287804878047,0.40392384641638224,0.402517582781457,0.4167457867132867,0.40850565277777773,0.4153021050847458,0.36005872118959115,0.4118183016393443,0.37375458536585365,0.38915098620689653,0.39078876838235294,0.3245468727272727,0.4013655340136055,0.31548306484641636,0.35366160409556313,0.35912967803030305,0.35704082638888884,0.4647863913043478,0.3274747644927536,0.32589031730769236,0.3258575218855219,0.31574249824561407,0.2837692206896552,0.41975362244897957
RBSE,pm_cutoff_15,0.0423117041902,0.0137728185501,0.052083333333333336,0.043478260869565216,0.02877697841726619,0.06810035842293907,0.026578073089700997,0.046875,0.04814814814814815,0.02280130293159609,0.06920415224913495,0.03690036900369004,0.03745318352059925,0.03870967741935484,0.03793103448275862,0.05128205128205128,0.042071197411003236,0.034129692832764506,0.0456140350877193,0.06643356643356643,0.046875,0.027586206896551724,0.020338983050847456,0.010344827586206896,0.03819444444444445,0.04666666666666667,0.02702702702702703,0.03436426116838488,0.03832752613240418,0.05460750853242321,0.039735099337748346,0.05244755244755245,0.027777777777777776,0.02711864406779661,0.03717472118959108,0.04262295081967213,0.05574912891986063,0.03793103448275862,0.04044117647058824,0.03636363636363636,0.03741496598639456,0.05802047781569966,0.03754266211604096,0.03409090909090909,0.04861111111111111,0.026755852842809364,0.03985507246376811,0.04487179487179487,0.08417508417508418,0.05964912280701754,0.06551724137931035,0.04081632653061224
NMI,pm_cutoff_15,0.449956575131,0.0780009988558,0.436481649996,0.408240648511,0.437228962128,0.283656152737,0.520917854938,0.296970842553,0.512166440684,0.531902207998,0.412982754169,0.372684241844,0.454445960805,0.436680140375,0.52238917233,0.425524142479,0.501776998575,0.387263044805,0.462476111902,0.536370503639,0.402101984603,0.370850187118,0.392523628582,0.430631686011,0.571623313367,0.568738722741,0.593550477814,0.325075364387,0.570271306796,0.435353713258,0.28480561856,0.484580933966,0.435768673081,0.507997886257,0.446619480759,0.446742321645,0.494106295303,0.536857808245,0.491007035768,0.530049331042,0.442298104284,0.414538405847,0.420427817654,0.577266478757,0.396070693316,0.417351615934,0.407335161593,0.490720878377,0.294435852489,0.404965531765,0.410992438673,0.562012178093
FSCORE,pm_cutoff_15,0.72980325166,0.0523566891327,0.697184330557,0.697239694801,0.7390450564,0.615159957638,0.759570362864,0.599607784219,0.758174339484,0.793490063511,0.713640541982,0.673742643125,0.748169177806,0.732158439354,0.760642360513,0.721363405153,0.750896438289,0.707125570326,0.747707479776,0.770708452968,0.715222913733,0.689044230719,0.687310980495,0.719232139131,0.808901731784,0.804638838535,0.837515594149,0.63849444384,0.80740011581,0.723351933619,0.61031598894,0.760642996454,0.725249068444,0.777072912287,0.737063243012,0.74757622557,0.764522984599,0.787836625881,0.779239683771,0.790132635071,0.731439767875,0.714444781278,0.703551580819,0.810989685261,0.722925154341,0.702281744322,0.711593467342,0.741023495445,0.655035661254,0.683646136306,0.665334936413,0.751504787732
FSCORE_IMPROVE,pm_cutoff_15,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.2
Mode 0.2 Iteration 0
Mode 0.2 Iteration 20
Mode 0.2 Iteration 40
Average Elapsed Time = 15.3209414148
WASTE,pm_cutoff_20,23.6481087386,12.8904414365,44.5486111111,19.1702898551,4.01438848921,34.4121863799,14.5913621262,24.31640625,13.8259259259,23.7491856678,20.2941176471,30.7970479705,7.47191011236,13.2290322581,35.7551724138,29.2087912088,36.0938511327,8.23549488055,12.5228070175,23.1993006993,23.5,25.0586206897,15.9491525424,6.25862068966,65.8298611111,21.27,8.5472972973,25.9587628866,16.6341463415,14.9453924915,23.5695364238,4.10839160839,22.4826388889,42.1118644068,26.9405204461,23.1081967213,21.850174216,39.424137931,43.4301470588,30.6109090909,9.62925170068,34.976109215,15.6313993174,16.1212121212,28.4375,5.33779264214,24.5108695652,23.733974359,52.9898989899,40.8105263158,21.6448275862,11.5578231293
CUT_RATIO,pm_cutoff_20,0.101970141002,0.0244178712145,0.10455311973,0.113924050633,0.107876712329,0.144329896907,0.0966810966811,0.165338645418,0.0834879406308,0.0716216216216,0.101071975498,0.0915750915751,0.0984719864177,0.14965034965,0.131498470948,0.0693641618497,0.0929203539823,0.117117117117,0.132530120482,0.0857142857143,0.102376599634,0.0847723704867,0.0810397553517,0.0860719874804,0.102990033223,0.075780089153,0.0698689956332,0.0996835443038,0.0956375838926,0.0957446808511,0.107033639144,0.0790322580645,0.0929824561404,0.0718562874251,0.114398422091,0.0710659898477,0.0842433697348,0.116030534351,0.0635930047695,0.0761750405186,0.159624413146,0.11007751938,0.0922098569157,0.095145631068,0.122895622896,0.0861027190332,0.124783362218,0.0853199498118,0.135922330097,0.151181102362,0.104501607717,0.102639296188
EC,pm_cutoff_20,63.9,15.7648342839,62,63,63,84,67,83,45,53,66,50,58,107,86,36,63,78,88,51,56,54,53,55,62,51,48,63,57,63,70,49,53,48,58,56,54,76,40,47,102,71,58,49,73,57,72,68,98,96,65,70
TCV,pm_cutoff_20,88.26,18.4443053542,86,90,89,113,85,116,60,84,92,65,77,133,120,56,89,98,116,73,91,82,77,75,90,76,74,90,82,95,96,71,84,69,84,77,80,108,52,69,137,97,85,59,107,74,95,94,111,114,87,89
LONELINESS,pm_cutoff_20,0.771397078081,0.0166085136454,0.77117743883,0.754429093854,0.764274215708,0.742157850502,0.790641327607,0.73945218578,0.743276873048,0.785112999355,0.780927456404,0.765391277138,0.761998400641,0.788181747203,0.775867386777,0.764875660284,0.773804030862,0.769859215913,0.778888714492,0.765108020601,0.765131302759,0.77913930677,0.779318947968,0.776791539031,0.776097194648,0.781512776237,0.805787770949,0.772479800626,0.752302573436,0.775762558846,0.769482961954,0.78164450312,0.765644352405,0.784234020857,0.752417300138,0.811730337308,0.781619409567,0.785195474895,0.780674887199,0.758429401455,0.768013152896,0.750948088836,0.764982442817,0.759404969598,0.765654982727,0.797163073384,0.763247179745,0.795350277375,0.770232955272,0.74109665377,0.740095465999,0.802844346487
QDS,pm_cutoff_20,0.435982570831,0.0243321936342,0.43320084004031667,0.4584680214122027,0.4573924485604424,0.4430471813845384,0.39224579795418213,0.5022231452162775,0.4267757362387141,0.40264649713431944,0.4159157761712764,0.44439404984861725,0.4172385669174772,0.4395058462917296,0.45147791391873654,0.4276347164349205,0.44627709921470815,0.4454423643250019,0.3961775553631844,0.4283760458037451,0.4708901761601744,0.4417242065096685,0.44720131088281534,0.41170048063163767,0.43653427991743676,0.45758779172260194,0.4490825215090634,0.3961956401101069,0.48533106637341183,0.4548575098914764,0.4320854695998731,0.45505000957019986,0.4374684259003989,0.42872935899436143,0.4664016718412373,0.41341446771416784,0.4447955443707828,0.41366846693178955,0.4456888803308549,0.39687033774078995,0.4363211574536117,0.4564398621145258,0.4334353325676763,0.42196235690887157,0.4428631879523605,0.46015559982493937,0.41283537411278826,0.37875127500143135,0.458238556771564,0.45760902211060633,0.4148284329291779,0.4119711648541078
CONDUCTANCE,pm_cutoff_20,0.0904196748552,0.0202460367439,0.09970785950257771,0.09449721150807763,0.05997914541537405,0.05384184202554739,0.14495547514071247,0.05049707844823407,0.11629658549118614,0.1185144690883892,0.0968188127698776,0.069163092158138,0.0738146253931716,0.08055422325777925,0.09204243264514383,0.09786227671339501,0.06720744196992381,0.09070774000829018,0.09264210841423652,0.09206148360869847,0.07491053845174883,0.07001889786889715,0.08018723889936277,0.10498203634373068,0.11541264315118988,0.13311345199910649,0.11886888775358571,0.0974909041721948,0.08250028441904628,0.09436631777136435,0.09455373481882415,0.09476788346322204,0.09343438956912359,0.08608871793337519,0.07755923302262364,0.11127127059891834,0.112000720963426,0.10976910191731584,0.0797155889432381,0.06236488550396252,0.09549615148252351,0.07652846469042436,0.06220750105968663,0.10045496050495555,0.07316013043368619,0.05875786152490803,0.07402625970883958,0.12325137866557906,0.09923153372258679,0.08727195553457402,0.0941271402678473,0.09192977404147648
MAXPERM,pm_cutoff_20,0.367681226878,0.0418741007843,0.4289805208333333,0.3711779202898551,0.33681019784172656,0.35666725806451616,0.30864981395348834,0.3941063671875,0.2716115777777778,0.3561451107491857,0.3545401038062284,0.4129739667896679,0.37643349812734084,0.40921042903225807,0.3825395172413793,0.3504713626373626,0.3690515566343042,0.3640698293515358,0.38305835789473686,0.35327705594405595,0.4482921328125,0.41447987931034486,0.4208802101694915,0.3628398275862069,0.3763922430555555,0.35064130333333327,0.4136503108108108,0.33603620618556707,0.3167071149825785,0.3816959590443686,0.37929366887417215,0.4109597657342657,0.38369542708333326,0.3983503593220339,0.3678785130111525,0.41158804262295084,0.3537925540069687,0.3827161551724138,0.38949193014705885,0.3097378763636364,0.3999277482993197,0.31449833447098974,0.34801806143344716,0.36148718181818185,0.3425952326388889,0.4352051806020067,0.32881196014492753,0.3189415256410256,0.33529127272727266,0.31697440701754387,0.24870187586206896,0.4447146394557823
RBSE,pm_cutoff_20,0.0481176943014,0.0136162080879,0.04861111111111111,0.03260869565217391,0.03597122302158273,0.07168458781362007,0.023255813953488372,0.0625,0.05925925925925926,0.04234527687296417,0.04498269896193772,0.033210332103321034,0.03745318352059925,0.05806451612903226,0.06206896551724138,0.03296703296703297,0.04854368932038835,0.034129692832764506,0.04912280701754386,0.055944055944055944,0.05859375,0.05172413793103448,0.04067796610169491,0.020689655172413793,0.04861111111111111,0.05333333333333334,0.030405405405405407,0.044673539518900345,0.04878048780487805,0.05460750853242321,0.056291390728476824,0.038461538461538464,0.041666666666666664,0.05423728813559322,0.055762081784386616,0.04262295081967213,0.0627177700348432,0.04482758620689655,0.03308823529411765,0.05454545454545454,0.047619047619047616,0.06143344709897611,0.040955631399317405,0.03787878787878788,0.06944444444444445,0.026755852842809364,0.04710144927536232,0.05448717948717949,0.0707070707070707,0.0912280701754386,0.05862068965517241,0.030612244897959183
NMI,pm_cutoff_20,0.509997241313,0.0879178284317,0.520598091331,0.432172390847,0.458589328401,0.34644511387,0.534393198944,0.45119304594,0.541309245715,0.630664603497,0.488723542708,0.408252122227,0.49018771651,0.523346839132,0.489660153932,0.480182963007,0.556004204435,0.404325651269,0.597857395847,0.566763425835,0.386181302624,0.477098611713,0.644446803235,0.585299176609,0.567627929897,0.618489929304,0.521918748169,0.41404436265,0.565122094911,0.582700608436,0.453415866062,0.479100471316,0.560754930111,0.60734182134,0.545706323552,0.567680861143,0.563134375962,0.601204502803,0.621744232397,0.685651301287,0.40564083425,0.375113746261,0.479248066006,0.623812022034,0.379047970561,0.404704575439,0.447075263238,0.562329926614,0.459154924157,0.316740433908,0.423314711225,0.654346304975
FSCORE,pm_cutoff_20,0.77222211018,0.0518585400554,0.781399255867,0.723774759479,0.721962523005,0.689142685876,0.762291966358,0.709037065175,0.792298939731,0.854083503764,0.734055235258,0.705275871292,0.771566961819,0.784683044675,0.760283657685,0.760962936977,0.811058439775,0.709117007619,0.818745179384,0.804469184165,0.722581051749,0.754869183583,0.836479073758,0.783159561813,0.828760964416,0.844189478738,0.791009192415,0.712240682573,0.806434368637,0.806025950101,0.733135401319,0.763662938648,0.801993129359,0.849870857723,0.797369615952,0.81740684631,0.805486569043,0.832837461202,0.854572935193,0.854758301807,0.730516476598,0.696583295147,0.74678540649,0.846985836027,0.728695741129,0.696241897569,0.735318076666,0.758424982648,0.754341680105,0.664235183111,0.709961357122,0.851963794162
FSCORE_IMPROVE,pm_cutoff_20,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.25
Mode 0.25 Iteration 0
Mode 0.25 Iteration 20
Mode 0.25 Iteration 40
Average Elapsed Time = 13.1637342978
WASTE,pm_cutoff_25,28.4358879614,13.359170893,45.5625,23.7789855072,13.7553956835,46.5125448029,7.13621262458,32.33203125,9.47037037037,26.0814332248,37.7197231834,45.9557195572,3.7265917603,14.6483870968,42.3206896552,31.3333333333,39.6278317152,22.7201365188,21.8280701754,29.6888111888,26.875,31.7344827586,26.3355932203,8.90689655172,66.5104166667,23.1233333333,14.5067567568,35.1271477663,18.3066202091,15.9556313993,25.8476821192,18.8636363636,28.9965277778,35.2237288136,26.092936803,35.1213114754,26.2404181185,41.3551724138,43.9301470588,29.2436363636,15.887755102,34.361774744,22.3754266212,27.0606060606,28.5902777778,7.05016722408,24.0615942029,27.1314102564,64.4511784512,48.7403508772,34.9689655172,14.619047619
CUT_RATIO,pm_cutoff_25,0.102188490616,0.0258766060888,0.0843170320405,0.126582278481,0.104452054795,0.164948453608,0.10101010101,0.165338645418,0.0890538033395,0.0716216216216,0.0918836140888,0.117216117216,0.0899830220713,0.144055944056,0.111620795107,0.0616570327553,0.0988200589971,0.0915915915916,0.131024096386,0.0773109243697,0.109689213894,0.0863422291994,0.0886850152905,0.0845070422535,0.109634551495,0.0846953937593,0.0684133915575,0.10917721519,0.0822147651007,0.112462006079,0.105504587156,0.0725806451613,0.1,0.0673652694611,0.128205128205,0.0774111675127,0.0858034321373,0.120610687023,0.0747217806041,0.0729335494327,0.161189358372,0.111627906977,0.106518282989,0.0834951456311,0.119528619529,0.0619335347432,0.119584055459,0.0865746549561,0.140083217753,0.141732283465,0.112540192926,0.101173020528
EC,pm_cutoff_25,63.98,16.2043080692,50,70,61,96,70,83,48,53,60,64,53,103,73,32,67,61,87,46,60,55,58,54,66,57,47,69,49,74,69,45,57,45,65,61,55,79,47,45,103,72,67,43,71,41,69,69,101,90,70,69
TCV,pm_cutoff_25,88.24,19.3458626068,71,99,87,129,84,112,67,82,91,82,72,125,110,50,91,81,114,69,95,82,83,78,95,81,74,95,71,106,95,67,87,64,90,81,79,111,63,64,143,101,89,50,102,64,92,88,120,105,93,88
LONELINESS,pm_cutoff_25,0.770596703662,0.0172982709592,0.772007750356,0.753981473483,0.771286630297,0.738346507148,0.794497577637,0.730326258904,0.747254488441,0.784677492802,0.769843190455,0.753690612776,0.763250033966,0.788251642576,0.781820602303,0.775726682496,0.772670137522,0.776308431416,0.768535751146,0.769121086667,0.761159718231,0.779905371439,0.769813112636,0.779890046027,0.774265805052,0.776137265943,0.80344494618,0.7695643956,0.759177291149,0.768223941329,0.766979118413,0.7771040595,0.765335984794,0.791143398753,0.743381719685,0.809045098772,0.781048093694,0.78536796185,0.766671841972,0.76243788003,0.771502228438,0.743427648873,0.770220641018,0.763579888984,0.771261090205,0.798840616748,0.763326898478,0.799818206553,0.76214147517,0.746965948087,0.73635059766,0.800706541437
QDS,pm_cutoff_25,0.436905712634,0.0248995552608,0.4466829966861122,0.45054305938564876,0.4811446073068461,0.45332025986436336,0.4048049515093294,0.48663490273027876,0.43810180151244654,0.3936232495285598,0.4209344277366238,0.46251866455924096,0.40747510265793174,0.4381056079010157,0.4444718148531221,0.42042007702359036,0.4395628545072672,0.43442418889939066,0.4108503263130571,0.40206922725221567,0.4601493689687561,0.45603924432517884,0.4501376675479198,0.41387496661407014,0.41524457753549915,0.45097215324293927,0.45165163724909707,0.401480283015154,0.47465844090581827,0.4648644812481522,0.440071881530115,0.45356448024045426,0.4444593948066349,0.4343894998479183,0.47905237105064996,0.41629556956771235,0.431424388401563,0.40170959931382705,0.44436500804956214,0.39464988516104754,0.45306550347281793,0.45309403257870823,0.4370262613719144,0.41410520213525304,0.4681080471165958,0.4646460956659015,0.4249752567710304,0.384844299979253,0.45325527877962285,0.4541064654314456,0.4105829075225913,0.41273326203799776
CONDUCTANCE,pm_cutoff_25,0.0873741268687,0.0204372279697,0.11438985439944736,0.08183978889762175,0.07038676023410545,0.04748974360988358,0.15084183150050978,0.05633061251027415,0.11417205277839568,0.10105945344085294,0.08377531777957192,0.08726121138330856,0.06894584171826154,0.08341145855970056,0.10443713420210202,0.1060743553505315,0.06799175773118693,0.0950049822621669,0.10369262352137401,0.09241584161643551,0.07096260182915994,0.06716301227877852,0.07378459791505808,0.0763722241770044,0.09114056268745824,0.09957252469292978,0.12725412631537572,0.10115696936056605,0.08611478517008724,0.08100057778423532,0.10231042545077693,0.08015504057623968,0.0944863436369398,0.09156069396546873,0.07227600902104392,0.13198874233029695,0.10469325659193238,0.08220926594578813,0.06547706799448004,0.07428034000195903,0.08612283421171239,0.0658382433846058,0.05526350869239851,0.070478327265721,0.06295788517349582,0.07684445103110707,0.0747373677216329,0.1204106330364423,0.09046968256898548,0.08310657450936429,0.07671329671877831,0.10228374989917871
MAXPERM,pm_cutoff_25,0.366969077466,0.0410800674596,0.3933728402777778,0.38026398913043474,0.33744424460431655,0.36418074551971324,0.3466130631229236,0.35485823046875,0.28901333333333334,0.3398817133550489,0.2958604394463668,0.4214106125461254,0.3669781835205992,0.4066640967741936,0.41061239310344827,0.3935585091575092,0.35817811650485437,0.35890482593856654,0.3870044596491228,0.3460900419580419,0.42462919921875003,0.4160606172413793,0.4130360237288136,0.38106168275862073,0.34567145138888894,0.31775431,0.40483481081081085,0.34459080756013744,0.3483901881533101,0.379032457337884,0.3748467350993377,0.4152982867132867,0.4028928055555555,0.404556979661017,0.3662321449814127,0.41417900655737705,0.33687755400696867,0.3712868275862069,0.36577888970588235,0.30880045818181817,0.41164921088435374,0.3069061979522184,0.3758296484641639,0.35651374242424244,0.38832077430555556,0.4354777023411371,0.3309299094202899,0.3456136217948718,0.3388818518518518,0.3243881543859649,0.22871613448275863,0.41852585034013606
RBSE,pm_cutoff_25,0.0519066825946,0.0169318623327,0.05555555555555555,0.04710144927536232,0.04316546762589928,0.08243727598566308,0.026578073089700997,0.08984375,0.06296296296296296,0.04560260586319218,0.07612456747404844,0.06273062730627306,0.0299625468164794,0.05806451612903226,0.05172413793103448,0.01098901098901099,0.061488673139158574,0.030716723549488054,0.07368421052631578,0.055944055944055944,0.0546875,0.041379310344827586,0.0576271186440678,0.034482758620689655,0.05555555555555555,0.07,0.02702702702702703,0.054982817869415807,0.03484320557491289,0.06484641638225255,0.06622516556291391,0.05944055944055944,0.041666666666666664,0.03728813559322034,0.05204460966542751,0.04262295081967213,0.06620209059233449,0.04827586206896552,0.051470588235294115,0.05090909090909091,0.05782312925170068,0.07508532423208192,0.040955631399317405,0.03409090909090909,0.041666666666666664,0.026755852842809364,0.043478260869565216,0.041666666666666664,0.08417508417508418,0.08070175438596491,0.06206896551724138,0.030612244897959183
NMI,pm_cutoff_25,0.566915813537,0.082235108487,0.543646770502,0.546585287125,0.510121902389,0.428559262755,0.593486150612,0.499419475274,0.638678224511,0.632625230114,0.538593602266,0.427683684552,0.539397389682,0.570843212914,0.562654449278,0.53454225329,0.515733363042,0.492413719739,0.535909588223,0.594508752171,0.510081647739,0.589419245194,0.686931813822,0.661530195838,0.666440853967,0.633668305392,0.719251020008,0.441636300841,0.661444944176,0.596702360999,0.498907362173,0.583589305516,0.562563347698,0.648997628519,0.567217294607,0.646848867936,0.5925044706,0.653475700176,0.678500861626,0.730115015744,0.585163705461,0.371265426208,0.484889767867,0.690814955577,0.475393313622,0.556627502787,0.484473384902,0.589321964757,0.461471468348,0.467340684292,0.484881684582,0.658917957425
FSCORE,pm_cutoff_25,0.811209489966,0.0458056325269,0.799088937736,0.814745976805,0.791318641655,0.749967385323,0.812908860018,0.755545688434,0.842019712607,0.85317310051,0.780576105396,0.745603105458,0.795137704725,0.812631468475,0.805115415715,0.801617117354,0.786254854146,0.770214119955,0.796126501691,0.834090613517,0.78407917407,0.839027579315,0.869215621534,0.853130323383,0.870107773801,0.854442077546,0.902425963972,0.747126278506,0.863347419394,0.823556296145,0.767624107764,0.838304149392,0.806392691755,0.869675634976,0.813290977741,0.859280725675,0.816993045077,0.859012919594,0.874443833608,0.883480032018,0.836864266319,0.70764323129,0.76606861322,0.884493114242,0.794797609486,0.799294190706,0.767072266844,0.770150368624,0.748093882037,0.733535839629,0.750957818441,0.86041136267
FSCORE_IMPROVE,pm_cutoff_25,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.30000000000000004
Mode 0.30000000000000004 Iteration 0
Mode 0.30000000000000004 Iteration 20
Mode 0.30000000000000004 Iteration 40
Average Elapsed Time = 11.2389747334
WASTE,pm_cutoff_30,30.5396981987,13.684564408,48.9097222222,23.5326086957,8.97841726619,48.2903225806,7.66777408638,37.76953125,14.9222222222,27.4625407166,37.6920415225,55.9483394834,7.50187265918,19.7322580645,44.6931034483,32.6666666667,36.1326860841,23.7440273038,19.5403508772,32.9195804196,25.640625,31.7344827586,13.9694915254,11.6517241379,59.5520833333,23.3366666667,11.9932432432,43.3745704467,21.0522648084,23.5324232082,25.9933774834,16.2762237762,31.84375,35.5762711864,26.6133828996,43.2393442623,33.1533101045,41.8103448276,41.9742647059,36.0363636364,15.887755102,30.361774744,24.1911262799,26.3939393939,33.7013888889,17.6856187291,29.1630434783,38.9262820513,68.5050505051,54.7473684211,39.0517241379,21.9115646259
CUT_RATIO,pm_cutoff_30,0.106266282331,0.0278667372704,0.109612141653,0.132007233273,0.104452054795,0.170103092784,0.102453102453,0.167330677291,0.0871985157699,0.0810810810811,0.0949464012251,0.131868131868,0.0730050933786,0.118881118881,0.136085626911,0.0655105973025,0.0870206489676,0.123123123123,0.138554216867,0.0806722689076,0.117001828154,0.0816326530612,0.0948012232416,0.0892018779343,0.129568106312,0.0861812778603,0.0640465793304,0.101265822785,0.0805369127517,0.103343465046,0.125382262997,0.0774193548387,0.108771929825,0.0688622754491,0.138067061144,0.0571065989848,0.0889235569423,0.125190839695,0.0794912559618,0.0713128038898,0.158059467919,0.103875968992,0.116057233704,0.0893203883495,0.124579124579,0.0770392749245,0.145580589255,0.101631116688,0.151178918169,0.141732283465,0.112540192926,0.099706744868
EC,pm_cutoff_30,66.42,17.0353632189,65,73,61,99,71,84,47,60,62,72,43,85,89,34,59,82,92,48,64,52,62,57,78,58,44,64,48,68,82,48,62,46,70,45,57,82,50,44,101,67,73,46,74,51,84,81,109,90,70,68
TCV,pm_cutoff_30,91.14,19.9369104929,91,102,87,124,89,112,67,91,89,87,59,116,116,53,80,105,119,72,97,78,88,84,110,81,69,91,66,101,115,69,89,65,98,62,83,115,69,65,135,101,100,56,96,73,109,100,129,113,95,96
LONELINESS,pm_cutoff_30,0.768005775896,0.0184200941733,0.760077396222,0.755032023963,0.766131718176,0.738581893576,0.790221188831,0.722614022265,0.750216096229,0.781943119166,0.773454320898,0.74763726325,0.771772523573,0.779891070414,0.771652079008,0.77136756543,0.782889786729,0.763103839243,0.761809595985,0.763581351767,0.763979229833,0.787482124674,0.769748717584,0.779822437293,0.763647874347,0.77788154546,0.808100076972,0.77018397856,0.761001954321,0.776062661989,0.748593523157,0.77635055479,0.766686057989,0.789922285082,0.735820139157,0.814650366789,0.782018621291,0.780603307952,0.764794428349,0.765033955538,0.777869266296,0.737260053217,0.762478660345,0.757627466049,0.768276896384,0.794047654519,0.751369646255,0.792382357252,0.757646162289,0.73713364849,0.740764401563,0.789071886265
QDS,pm_cutoff_30,0.439048633516,0.0275467916671,0.4480444641177646,0.45552206640498566,0.4816362186060941,0.4499925916842538,0.39830178619882406,0.4619948488232492,0.4384725307225836,0.4056732424811188,0.41943372114158634,0.45029002246160793,0.41458565482341003,0.448794479111744,0.4331026064143573,0.42300872635954184,0.4364600073608116,0.4477327597395772,0.41696138529262117,0.4078249406978953,0.4882343853316661,0.45728439865177195,0.4588823001092737,0.4116420119656547,0.44316108656616854,0.4501865210511118,0.4567256682525381,0.3888707457770469,0.466560971680134,0.45658917279167477,0.4384294827953785,0.46279029258187004,0.45337903343229397,0.4320943266711706,0.4840612530723077,0.41739050441303266,0.43581528864363844,0.38630416199970813,0.46398400042076726,0.39088372538438054,0.46206231097135403,0.46775495592478467,0.4327160815330942,0.4504637707605929,0.4386285310052869,0.4899712736709988,0.4160968784863719,0.36285978243151873,0.4493963354513325,0.46463859453302064,0.4299301454662171,0.40681163152132527
CONDUCTANCE,pm_cutoff_30,0.0880163019867,0.0191953410731,0.1065215847903318,0.07884747135276168,0.06737190248557433,0.04361206809771595,0.13429082484694552,0.05847310745600332,0.11147871945155483,0.11174376146042242,0.08077994872405546,0.07154565474031198,0.08087498211695787,0.11661277694274749,0.09540886700439423,0.09819532828298594,0.07824531410832296,0.08622780967439377,0.09884430119207026,0.09633709086971975,0.06021258610360948,0.0705751790106291,0.08261091043851573,0.07645429893557593,0.09247563277474977,0.09775120492219629,0.12791342991949708,0.08616945880700391,0.09697899251215891,0.09337400758665991,0.09295752795808776,0.09370295552032869,0.1060839861471597,0.0868420579577559,0.07065020110474601,0.12813818818785752,0.10114626564624524,0.08305823146532178,0.06483523248016007,0.07283292979902195,0.08404134739786515,0.07263894961437711,0.053462107051306475,0.10524956890334092,0.08705190148976022,0.0805795454945417,0.07191530429014742,0.11567267511544974,0.08998521120122399,0.06204783047641527,0.0865880575161774,0.0914078099112914
MAXPERM,pm_cutoff_30,0.361118105318,0.0409931190695,0.35994179861111114,0.37681068115942035,0.3207243884892086,0.3373468888888889,0.33185336877076416,0.31982265234375,0.3003211407407407,0.3488330390879479,0.31001139446366777,0.3847489188191882,0.38311359550561797,0.37798446129032254,0.3668154413793103,0.36109952380952387,0.3547166213592233,0.3668236211604095,0.3739948350877193,0.34892603496503494,0.43784869140625,0.4367502586206896,0.4206727593220339,0.3662176896551725,0.3704530277777778,0.33058496000000004,0.421631070945946,0.34608768041237115,0.329050968641115,0.38829090443686004,0.3676732582781457,0.4183978636363636,0.3875187152777777,0.4058567152542373,0.3477155055762082,0.4190009213114754,0.34224373867595814,0.34672591034482764,0.37884549632352943,0.32460569818181817,0.4238968333333333,0.2795424812286689,0.3512215324232082,0.3438572424242424,0.3775994340277778,0.4419117725752508,0.3016282572463769,0.3231231794871795,0.3287580505050505,0.32855900000000005,0.25436933448275867,0.39137790816326534
RBSE,pm_cutoff_30,0.0592054794945,0.0197684792588,0.0798611111111111,0.05434782608695652,0.04316546762589928,0.08243727598566308,0.03322259136212625,0.09765625,0.06296296296296296,0.05211726384364821,0.07958477508650519,0.06642066420664207,0.0149812734082397,0.07419354838709677,0.07931034482758621,0.029304029304029304,0.04854368932038835,0.05460750853242321,0.09473684210526316,0.06643356643356643,0.05859375,0.03103448275862069,0.0576271186440678,0.034482758620689655,0.059027777777777776,0.06666666666666667,0.033783783783783786,0.054982817869415807,0.041811846689895474,0.06143344709897611,0.09933774834437085,0.06293706293706294,0.041666666666666664,0.04067796610169491,0.08921933085501858,0.03278688524590164,0.07317073170731707,0.05517241379310345,0.058823529411764705,0.04727272727272727,0.03741496598639456,0.08191126279863481,0.04778156996587031,0.03787878787878788,0.07291666666666667,0.04013377926421405,0.06521739130434782,0.0641025641025641,0.09090909090909091,0.08771929824561403,0.06206896551724138,0.05782312925170068
NMI,pm_cutoff_30,0.606466114729,0.083446963079,0.584932070944,0.603763173721,0.63015851775,0.447033264803,0.579727495645,0.477719920519,0.686881940445,0.688599347084,0.547251980113,0.488414914506,0.716616768548,0.646521756479,0.660694157766,0.514568690118,0.613340110304,0.550463419715,0.537230626259,0.621669540471,0.53042028491,0.657182797696,0.645060611482,0.674906654007,0.615542950245,0.665751918652,0.727941142594,0.531866124733,0.722898867551,0.676648708549,0.459058117727,0.618325388365,0.568006131759,0.66832984059,0.575652426855,0.697675514983,0.608419044985,0.661164950033,0.675282933654,0.748486537775,0.626675864997,0.410242220193,0.538500792016,0.715210086507,0.642178014047,0.718528439269,0.543316570114,0.62161805532,0.444632080369,0.50630974434,0.547542434905,0.684342792016
FSCORE,pm_cutoff_30,0.832223347429,0.0444930499319,0.814897023191,0.842981538015,0.843387015592,0.762890717772,0.809735358754,0.750057873751,0.85675097437,0.885021181909,0.7828093439,0.777812163468,0.900100737247,0.831317358859,0.856071322798,0.785574621978,0.845389521128,0.798498394344,0.799550478352,0.845470764569,0.801856981416,0.857780832313,0.828087927121,0.862547837954,0.850321729431,0.869020347826,0.905262010641,0.806233567264,0.888496447844,0.871739942707,0.74398422663,0.851168787716,0.815570887446,0.875914216319,0.832794948547,0.887898938245,0.827297836611,0.865259924669,0.873935957776,0.887947509289,0.857359031155,0.747287950164,0.781493090446,0.892252016982,0.873859814216,0.86805439309,0.798327858788,0.806870989473,0.756915674793,0.760631224566,0.795610849017,0.881067231001
FSCORE_IMPROVE,pm_cutoff_30,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.35000000000000003
Mode 0.35000000000000003 Iteration 0
Mode 0.35000000000000003 Iteration 20
Mode 0.35000000000000003 Iteration 40
Average Elapsed Time = 9.50319274902
WASTE,pm_cutoff_35,33.6326667598,15.699405838,55.1875,24.5905797101,5.65467625899,56.1899641577,10.9235880399,43.30078125,16.6259259259,28.8697068404,41.0692041522,61.3948339483,8.83520599251,11.435483871,52.7482758621,32.2564102564,42.8122977346,29.2730375427,21.3228070175,46.7237762238,28.078125,30.6586206897,16.1525423729,11.4448275862,70.7048611111,22.7766666667,11.25,47.0309278351,23.6027874564,26.1126279863,31.7682119205,16.2762237762,33.4826388889,36.3220338983,28.219330855,43.2393442623,38.0174216028,41.8103448276,44.6801470588,37.4036363636,14.4455782313,33.95221843,45.9795221843,26.3939393939,40.8819444444,20.8829431438,29.0615942029,48.2467948718,70.1077441077,57.7649122807,39.0517241379,26.619047619
CUT_RATIO,pm_cutoff_35,0.10800006542,0.0270147189863,0.0978077571669,0.144665461121,0.107876712329,0.166666666667,0.105339105339,0.157370517928,0.102040816327,0.0756756756757,0.10719754977,0.139194139194,0.0848896434635,0.135664335664,0.131498470948,0.0751445086705,0.120943952802,0.126126126126,0.112951807229,0.0806722689076,0.109689213894,0.105180533752,0.0978593272171,0.0985915492958,0.121262458472,0.0802377414562,0.0698689956332,0.0981012658228,0.0738255033557,0.103343465046,0.12996941896,0.0774193548387,0.122807017544,0.0733532934132,0.116370808679,0.0571065989848,0.0764430577223,0.12213740458,0.0747217806041,0.0696920583468,0.169014084507,0.113178294574,0.117647058824,0.0912621359223,0.122895622896,0.0815709969789,0.131715771231,0.0928481806775,0.149791955617,0.152755905512,0.120578778135,0.107038123167
EC,pm_cutoff_35,67.56,16.9530646197,58,80,63,97,73,79,55,56,70,76,50,97,86,39,82,84,75,48,60,67,64,63,73,54,48,62,44,68,85,48,70,49,59,45,49,80,47,43,108,73,74,47,73,54,76,74,108,97,75,73
TCV,pm_cutoff_35,92.0,19.7979796949,86,110,87,125,94,105,77,84,98,97,67,128,111,58,102,106,98,74,93,97,90,90,98,83,76,89,64,99,113,67,89,68,86,60,71,111,65,60,147,105,101,58,101,75,95,99,124,124,101,94
LONELINESS,pm_cutoff_35,0.766779686956,0.0191481797191,0.766603056868,0.744748781729,0.771531421802,0.742898600024,0.789632895811,0.731840382509,0.740343327746,0.781931342152,0.767091410436,0.741154321113,0.769850513028,0.777586359528,0.768787488755,0.76455984419,0.77944576207,0.76015305286,0.771355839288,0.755774516354,0.763800371547,0.77060897425,0.76404989804,0.773672256861,0.771452024966,0.773872808376,0.804331827512,0.770801140348,0.761998366534,0.775833260544,0.752617700374,0.78205893526,0.769968692187,0.786160850916,0.743110600993,0.816332461875,0.794559251032,0.78288700626,0.76566506317,0.7676972991,0.767630893231,0.727562181788,0.761361889805,0.755413851103,0.767843896997,0.78957605255,0.756556644112,0.792444588885,0.75924814793,0.717891983912,0.736488351564,0.790198159535
QDS,pm_cutoff_35,0.436693774616,0.0281823472194,0.4388618586401369,0.47258306393625665,0.4797130306041322,0.45140224328100714,0.4074577765197579,0.480422811746687,0.4418756382166365,0.4095716618437967,0.41669456235624613,0.4425445815195248,0.4113829791083949,0.42952144481112925,0.4146765704287083,0.4219612232809004,0.45719143409743784,0.4447267469115384,0.39436522821416714,0.4029129250910749,0.4791913181518116,0.4433606977150938,0.4487497161937881,0.41468434086578787,0.4165948644913701,0.4511618403816858,0.4525602392093717,0.38406165756735583,0.46835886694082196,0.446703535884831,0.43412838391664105,0.4636954097986316,0.4484264210903096,0.4328681546166791,0.47997678207938327,0.4155636512018883,0.4452597180711974,0.4154038283177755,0.43981111601268047,0.3926378557481608,0.463279269024178,0.459522111069526,0.4456248213041956,0.429734232711035,0.45754157196376904,0.4872336054859031,0.3898782008694892,0.35034719717383583,0.4503386340945353,0.45122703970687766,0.43891410612235926,0.41998376239434054
CONDUCTANCE,pm_cutoff_35,0.0883003309659,0.0196052735623,0.09724238366532985,0.07472236476926386,0.06422464716366806,0.05307620748262618,0.11572447960492888,0.07057014852832508,0.11029333834569684,0.1035657663193032,0.0952995282106061,0.05799997618753951,0.08041802871567831,0.11170856918861892,0.10298997809410611,0.09696644321790629,0.07404991504296973,0.07949677661512652,0.10578210844396395,0.09325835675799264,0.06803173285335454,0.07493414340910882,0.08534775467277009,0.08259461096637503,0.11721010226827995,0.10716463502844277,0.11750161743487586,0.09302702793736556,0.09324049133953573,0.08949749909558088,0.09020481835069594,0.102070013662538,0.09046497299941485,0.08388829541949706,0.0830168192207448,0.13077513493416268,0.11757095293811971,0.08370358830898622,0.050068152961569086,0.06061649806722928,0.08545091188057378,0.0642977403320702,0.06003776258976358,0.08369222852173336,0.08649968430187976,0.07592303525607094,0.08090651168343131,0.13657752879688598,0.09690784491014831,0.058335130832509435,0.08295946320448962,0.09511082776136655
MAXPERM,pm_cutoff_35,0.359922857786,0.0416975294514,0.39587080208333336,0.37990847101449277,0.3389377625899281,0.35633439426523295,0.3333013222591362,0.34258559375000003,0.2746723555555555,0.3367231824104235,0.3162990242214533,0.3552497859778598,0.37430438202247196,0.36490978709677413,0.40262550344827586,0.35230556776556776,0.3854469061488673,0.3607165597269625,0.37026090877192985,0.3244147062937063,0.43837215234375,0.39038369655172417,0.4045777254237288,0.36212997586206896,0.37259403472222224,0.3315449566666667,0.4083079391891892,0.34099926804123715,0.32344114285714287,0.3786839146757679,0.3686665165562914,0.42972554195804197,0.3678118402777778,0.3926927220338983,0.3760567360594795,0.4187060032786885,0.3908397665505226,0.35775870344827587,0.3758890845588235,0.3342095963636364,0.4046321972789116,0.2504649556313993,0.3699391160409557,0.34183701893939394,0.3800752569444445,0.4365866053511706,0.3218131304347826,0.3037833269230769,0.32443636363636363,0.28887631929824564,0.25401805172413794,0.39142221428571433
RBSE,pm_cutoff_35,0.0606715578162,0.0202093055374,0.059027777777777776,0.07608695652173914,0.03237410071942446,0.0931899641577061,0.036544850498338874,0.078125,0.08148148148148149,0.048859934853420196,0.07612456747404844,0.08487084870848709,0.018726591760299626,0.08064516129032258,0.07931034482758621,0.040293040293040296,0.05177993527508091,0.07167235494880546,0.07368421052631578,0.07342657342657342,0.0546875,0.05862068965517241,0.06440677966101695,0.04482758620689655,0.052083333333333336,0.05333333333333334,0.033783783783783786,0.05154639175257732,0.0313588850174216,0.06143344709897611,0.09271523178807947,0.05244755244755245,0.03819444444444445,0.04745762711864407,0.055762081784386616,0.029508196721311476,0.04878048780487805,0.06206896551724138,0.05514705882352941,0.04363636363636364,0.061224489795918366,0.09897610921501707,0.06143344709897611,0.041666666666666664,0.0625,0.043478260869565216,0.06884057971014493,0.08012820512820513,0.0707070707070707,0.12631578947368421,0.07586206896551724,0.05442176870748299
NMI,pm_cutoff_35,0.640063778669,0.0859483805537,0.570449602761,0.70947469105,0.685095077039,0.505442186184,0.637576580904,0.459768830516,0.70188166482,0.71706400313,0.571954966765,0.470189399864,0.72290471819,0.762546602871,0.713567886719,0.533022076593,0.638949498705,0.602054045741,0.609784172892,0.684288611758,0.58539073373,0.678029871763,0.656210585399,0.685440194092,0.705658020993,0.652723775042,0.758500786054,0.569474085301,0.748636238294,0.726834245298,0.486749166612,0.64678829432,0.663212631111,0.658605815238,0.621388418923,0.689200481094,0.673965512426,0.681458853371,0.697783316512,0.757051591869,0.612288621804,0.431568005874,0.593951378243,0.772553792211,0.681483482656,0.683548439255,0.582966025102,0.648186243841,0.520392496355,0.522952929406,0.546064907213,0.768115377551
FSCORE,pm_cutoff_35,0.852667229669,0.0435356969452,0.820702246301,0.885478980833,0.868903431956,0.796039134076,0.83944634204,0.741641085061,0.86596296421,0.894331683374,0.803746879391,0.764191519808,0.903652536602,0.900706013256,0.880384436195,0.791066262404,0.861201625976,0.840208782501,0.848445340166,0.884587483099,0.837738250133,0.871554962062,0.836326590441,0.877557078993,0.88042940685,0.863321242306,0.919387597586,0.829478819693,0.905260570692,0.892009022039,0.76881853639,0.864318637134,0.853120920981,0.875891972067,0.871317023475,0.883914151937,0.866016341877,0.881298903272,0.886263038116,0.898710800211,0.858001958425,0.760488162199,0.845911626022,0.907030645986,0.893598974341,0.861050475499,0.824087300824,0.837846272191,0.804062786305,0.782212608718,0.792556033243,0.913084026199
FSCORE_IMPROVE,pm_cutoff_35,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.4
Mode 0.4 Iteration 0
Mode 0.4 Iteration 20
Mode 0.4 Iteration 40
Average Elapsed Time = 8.62432460785
WASTE,pm_cutoff_40,35.5044996675,15.4369457437,57.2430555556,25.4601449275,6.89208633094,56.7921146953,14.4850498339,47.31640625,17.0555555556,27.4885993485,44.9861591696,70.7084870849,6.76779026217,19.0870967742,53.4793103448,42.3956043956,42.928802589,37.9419795222,22.1368421053,53.2692307692,27.140625,30.6586206897,25.8610169492,12.7137931034,64.7465277778,27.87,15.3986486486,46.0549828179,23.6027874564,26.1126279863,34.1523178808,15.1853146853,35.71875,36.213559322,28.0111524164,40.4196721311,38.0174216028,47.424137931,41.9889705882,37.0981818182,16.5816326531,36.2457337884,47.2354948805,26.9696969697,41.8125,22.0066889632,35.134057971,52.0032051282,64.4915824916,58.901754386,47.1620689655,25.8571428571
CUT_RATIO,pm_cutoff_40,0.113552977199,0.0276287247651,0.0994940978078,0.157323688969,0.109589041096,0.164948453608,0.113997113997,0.167330677291,0.109461966605,0.0797297297297,0.10719754977,0.142857142857,0.0916808149406,0.117482517483,0.145259938838,0.102119460501,0.132743362832,0.129129129129,0.120481927711,0.0840336134454,0.109689213894,0.106750392465,0.11620795107,0.0892018779343,0.151162790698,0.102526002972,0.0684133915575,0.101265822785,0.0738255033557,0.103343465046,0.145259938838,0.0790322580645,0.119298245614,0.0718562874251,0.126232741617,0.0685279187817,0.0826833073323,0.119083969466,0.0826709062003,0.0777957860616,0.164319248826,0.114728682171,0.1240063593,0.0873786407767,0.124579124579,0.0815709969789,0.131715771231,0.111668757842,0.169209431345,0.154330708661,0.128617363344,0.115835777126
EC,pm_cutoff_40,71.08,17.5725240077,59,87,64,96,79,84,59,59,70,78,54,84,95,53,90,86,80,50,60,68,76,57,91,69,47,64,44,68,95,49,68,48,64,54,53,78,52,48,105,74,78,45,74,54,76,89,122,98,80,79
TCV,pm_cutoff_40,95.28,19.8997889436,86,114,89,123,100,112,84,88,98,95,72,115,121,68,107,106,102,76,90,95,104,84,119,92,75,89,64,99,125,69,87,68,95,69,78,109,68,68,142,110,106,54,99,77,95,112,139,126,99,102
LONELINESS,pm_cutoff_40,0.764995814197,0.0198095632265,0.76746046583,0.746026699608,0.767146428104,0.744450349931,0.788113967331,0.733532974219,0.731377521098,0.780423883234,0.768501552824,0.74475803373,0.762113931651,0.781692981707,0.765329067452,0.760135110433,0.773018455338,0.758349489083,0.765494148148,0.758180347024,0.769335482527,0.778297139333,0.763582020259,0.781720342133,0.758144533845,0.767533793507,0.802427135371,0.770728849816,0.761998366534,0.775833260544,0.746090728983,0.779249226613,0.771269996335,0.786525450446,0.740558069242,0.81373765114,0.787742315908,0.782842118268,0.76241337003,0.761390536689,0.771320794205,0.712293825538,0.749686355024,0.760401782259,0.769585136277,0.787132162816,0.759864810532,0.788794534446,0.758704452729,0.717695120744,0.730791835617,0.785994105401
QDS,pm_cutoff_40,0.437559784764,0.0263847402943,0.4260741436286538,0.4863577815698658,0.47596318466214205,0.45652359605310516,0.4194126150582494,0.47983644904274436,0.4292556037021816,0.4034884089436142,0.42674373729581344,0.44974747918420305,0.4153650544168963,0.43425841318848235,0.4370978229633143,0.41262096682753446,0.4495343510448743,0.45258745483027213,0.3992649743590631,0.39615233892491586,0.478609632343765,0.4429161041536672,0.4557820266218078,0.41765460312373287,0.43271685367402457,0.454816711529382,0.4546807778339403,0.3816006479812725,0.46767015381077787,0.446703535884831,0.4196214555421848,0.4622821216207653,0.44300517464887434,0.434805209039322,0.47441261916488303,0.4225630486387779,0.4416654065120603,0.4049003154905304,0.45302449706946685,0.39546010358453215,0.44676536868127803,0.4549898063941967,0.4437800542728078,0.427369022771965,0.45242774418028486,0.49088647883070025,0.41490676567689067,0.36760858647724753,0.4444345994621186,0.4450854810819026,0.43104373562456105,0.42351622077332624
CONDUCTANCE,pm_cutoff_40,0.0850430982337,0.0179980545605,0.08603662959375794,0.07477760667061831,0.06285858784192662,0.05333553525410939,0.11313381312447698,0.059503386255102285,0.10159030807894456,0.10389462497417794,0.09453297265566815,0.061767901554026776,0.07602008143237168,0.11904809178711058,0.10058572932249538,0.07846382696675715,0.0731178116670792,0.07255628869693614,0.10712695927983576,0.08905718236968876,0.08519966827466519,0.06674457206249809,0.06995582346390922,0.07833814290498833,0.1083382450989036,0.08801012621579872,0.11960906687334244,0.08484448255992577,0.09447937258224244,0.08949749909558088,0.08957735507780869,0.10342825308229261,0.09104024162830356,0.08249477897361736,0.07780602966759773,0.12111199779026059,0.11015445086804126,0.08474614548690813,0.07329712599599157,0.05362761325730488,0.08936351943385681,0.05097099227819893,0.06354489619810495,0.08494666781180014,0.07755142304421819,0.07490867876052804,0.07264297322870174,0.10608419165670642,0.10140898129691024,0.0553474122687003,0.08391807184646899,0.09175877537547057
MAXPERM,pm_cutoff_40,0.356852566802,0.0452830049178,0.4013688888888889,0.39884009782608687,0.32934535251798563,0.34539430824372763,0.3399982358803986,0.36989386718749995,0.2619082888888889,0.3216313680781759,0.3166147958477508,0.3415911697416974,0.3597911985018727,0.3790255064516129,0.3903230034482759,0.353894706959707,0.3739940420711974,0.3383835733788396,0.34887451929824553,0.3247871608391608,0.44407659375,0.40329797931034483,0.42372301694915254,0.37061837241379303,0.37049792708333334,0.31614574,0.40459680743243237,0.3420712989690722,0.3233325435540069,0.3786839146757679,0.3517299701986755,0.41827119230769233,0.36648091666666666,0.4067344881355932,0.3629483271375465,0.41955207213114754,0.3549075087108014,0.3590554448275862,0.3782243235294117,0.3229836545454546,0.40514213945578226,0.23122648122866893,0.3457824505119454,0.34764512500000005,0.37890418402777776,0.43828069230769234,0.32967350000000006,0.31525168589743585,0.33959922558922556,0.2664905684210527,0.24529643103448276,0.38574368027210887
RBSE,pm_cutoff_40,0.0662082582491,0.0235474579344,0.059027777777777776,0.08695652173913043,0.039568345323741004,0.10752688172043011,0.03986710963455149,0.07421875,0.08888888888888889,0.05537459283387622,0.0726643598615917,0.08487084870848709,0.033707865168539325,0.07419354838709677,0.1,0.04395604395604396,0.061488673139158574,0.06825938566552901,0.08421052631578947,0.06993006993006994,0.0546875,0.06551724137931035,0.06440677966101695,0.027586206896551724,0.09375,0.07333333333333333,0.04054054054054054,0.054982817869415807,0.0313588850174216,0.06143344709897611,0.10596026490066225,0.06293706293706294,0.034722222222222224,0.04406779661016949,0.06319702602230483,0.02622950819672131,0.0627177700348432,0.06551724137931035,0.058823529411764705,0.05454545454545454,0.05782312925170068,0.12627986348122866,0.07508532423208192,0.03409090909090909,0.059027777777777776,0.046822742474916385,0.06884057971014493,0.08653846153846154,0.08417508417508418,0.12982456140350876,0.0896551724137931,0.061224489795918366
NMI,pm_cutoff_40,0.673224865063,0.0777381730934,0.612568183577,0.744869972466,0.698789416049,0.536706225102,0.659506493337,0.556832778496,0.696703447195,0.717793547536,0.599609223087,0.601002477708,0.727962393551,0.790295220405,0.754128528541,0.653634867941,0.708252861282,0.649765969778,0.606698476647,0.714358430248,0.696625561799,0.660946912175,0.731082174425,0.72372015486,0.679894291979,0.681698323107,0.805657061306,0.56525540303,0.783853744497,0.726834245298,0.524721054233,0.622710509632,0.673039957124,0.716942018294,0.632464700334,0.764222686246,0.698229508171,0.725758237795,0.739585002692,0.820957482683,0.664492303226,0.499620648465,0.588656889411,0.768148353691,0.710900231732,0.724257473327,0.602575247764,0.610896006741,0.525418143173,0.574547534125,0.635693691377,0.752359187472
FSCORE,pm_cutoff_40,0.870613505932,0.0360866413084,0.836466107994,0.895727767578,0.875234805637,0.809811278042,0.855765508607,0.801823284805,0.875321269248,0.896752551868,0.82356123224,0.853821518676,0.903357852976,0.922245475892,0.900996935658,0.860869496076,0.886778405338,0.870041739884,0.843746386166,0.899549334332,0.881144606637,0.871135742428,0.878429521198,0.884305872726,0.889133550575,0.87826762002,0.93612552662,0.826103864301,0.912318919621,0.892009022039,0.786695401504,0.854288490462,0.864518533294,0.900949409071,0.870993309852,0.922221969788,0.873565715995,0.901606473933,0.901453683522,0.922638273197,0.881500698758,0.809268292372,0.845846187047,0.907748069166,0.906866089868,0.880310265059,0.853739771021,0.837857805755,0.805401833644,0.798179150867,0.840988605447,0.903192069797
FSCORE_IMPROVE,pm_cutoff_40,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.45
Mode 0.45 Iteration 0
Mode 0.45 Iteration 20
Mode 0.45 Iteration 40
Average Elapsed Time = 7.79750265598
WASTE,pm_cutoff_45,37.7088594979,17.1169989232,63.3263888889,30.0108695652,10.9928057554,64.7921146953,25.9401993355,51.92578125,19.1,30.0293159609,44.9861591696,72.9372693727,8.88014981273,14.0032258065,55.1482758621,44.1391941392,42.2297734628,37.3686006826,22.1368421053,51.2272727273,24.765625,33.3068965517,25.0203389831,4.10689655172,65.7604166667,30.8966666667,15.3986486486,52.6666666667,26.1254355401,26.9590443686,44.0331125828,16.2762237762,38.3576388889,36.213559322,31.594795539,42.2295081967,41.0418118467,48.8862068966,46.0625,35.9927272727,19.2210884354,39.5358361775,47.6587030717,25.803030303,38.3680555556,23.3311036789,34.7572463768,55.6955128205,79.7104377104,70.4526315789,49.2172413793,26.8231292517
CUT_RATIO,pm_cutoff_45,0.112726249584,0.0264025777711,0.106239460371,0.162748643761,0.109589041096,0.152920962199,0.111111111111,0.169322709163,0.102040816327,0.077027027027,0.111791730475,0.139194139194,0.0916808149406,0.123076923077,0.133027522936,0.0982658959538,0.134218289086,0.136636636637,0.118975903614,0.0873949579832,0.124314442413,0.102040816327,0.114678899083,0.100156494523,0.154485049834,0.0995542347697,0.0669577874818,0.117088607595,0.0738255033557,0.103343465046,0.145259938838,0.0790322580645,0.131578947368,0.0718562874251,0.118343195266,0.0710659898477,0.0873634945398,0.116030534351,0.0810810810811,0.0664505672609,0.159624413146,0.114728682171,0.119236883943,0.0912621359223,0.132996632997,0.083081570997,0.131715771231,0.0953575909661,0.152565880721,0.129133858268,0.12540192926,0.111436950147
EC,pm_cutoff_45,70.46,16.1780221288,63,90,64,89,77,85,55,57,73,76,54,88,87,51,91,91,79,52,68,65,75,64,93,67,46,74,44,68,95,49,75,48,60,56,56,76,51,41,102,74,75,47,79,55,76,76,110,82,78,76
TCV,pm_cutoff_45,94.7,18.7267188797,90,117,87,117,95,112,81,81,105,97,73,118,110,66,107,117,100,80,99,89,101,94,119,93,73,100,65,100,119,69,97,69,88,68,82,109,66,62,143,112,104,55,106,80,93,93,121,111,101,101
LONELINESS,pm_cutoff_45,0.765603315445,0.0197537993062,0.760907680081,0.74368522506,0.769851953614,0.746551190886,0.788831083765,0.728951491993,0.735834921914,0.789099901252,0.767676680107,0.74353023328,0.767561455969,0.781609298357,0.775518401045,0.766298888065,0.773885979848,0.754719877891,0.765212151439,0.753254237027,0.759344308079,0.78125352219,0.765647218078,0.772680318528,0.761777340478,0.766661320612,0.804901525504,0.771300076006,0.765163794188,0.774771617093,0.750025809788,0.779498027989,0.767156936121,0.786829107434,0.731782057868,0.811097106727,0.783711671794,0.784250335187,0.765536305553,0.767471110117,0.774948458273,0.717109203778,0.752714254509,0.75602968004,0.765022869011,0.787753373494,0.758894592168,0.794121185954,0.763100329215,0.727379932127,0.730139975134,0.789111757629
QDS,pm_cutoff_45,0.436423562254,0.0271527985225,0.42812413731724047,0.47303282202230756,0.47403578081864867,0.4670460626995421,0.4100117147691695,0.47722407668576944,0.43278239574576954,0.4004668650790965,0.443825851893222,0.4605024733614956,0.4132724977008777,0.4197799599041385,0.42189319402481223,0.4188278553511294,0.45045746574850704,0.45158854984900065,0.3878504225523584,0.3980945867721648,0.45378580724945705,0.42587035873057566,0.4511200817642402,0.40135813957723654,0.4538455752161618,0.44364779313247366,0.45587510946566884,0.38969708157624894,0.47318978345501084,0.46056088668445383,0.43065206296073216,0.4629409926713727,0.467609571345707,0.43445471190595386,0.44822374894836237,0.4156437599115034,0.44459021795020004,0.4119113804256729,0.44412666712399634,0.3952209003946845,0.45823098489060254,0.4737226541814095,0.437220746735862,0.40856179262098496,0.4634233985285224,0.48552698206654926,0.40320547453764555,0.3689255459074057,0.44069292282565675,0.43986355395247045,0.42075301324705494,0.42790970040820436
CONDUCTANCE,pm_cutoff_45,0.0860844096405,0.0195382765403,0.1031333810704481,0.07738234056227962,0.06262397972268574,0.058422350767026524,0.13271050343247198,0.049376770537628616,0.10809150659321905,0.10374358187949004,0.08051754234335404,0.05969510672116734,0.07740015791270753,0.09282055407238983,0.10788958673772049,0.09613209828013534,0.0729435151857904,0.07099686790159002,0.10637594046492557,0.0884509934200281,0.0761869840774866,0.07281960103203686,0.07235615907603,0.07624789621960962,0.1006981040253607,0.0946468599354116,0.12845934177864438,0.09966155778628032,0.10512651830719714,0.10092079846111508,0.1009160094922214,0.10011437727162091,0.09846992383819239,0.08198638884394713,0.0816372416650169,0.10562347626578207,0.10590116315398151,0.09594767223645666,0.05267546633574254,0.06250562041921026,0.08205380519210369,0.05279302429922199,0.0687040109084975,0.05759368821779852,0.07071069943730737,0.07751549484815246,0.07558032372113042,0.11701278999529187,0.10157622000101262,0.06790765578922875,0.07850904865113248,0.09265578313739649
MAXPERM,pm_cutoff_45,0.356030734823,0.0455644174322,0.39093746875,0.36947215217391305,0.31221934172661875,0.3671736308243728,0.3576266411960133,0.34758664453125,0.2552300074074074,0.34002082084690555,0.33677444982698956,0.34792554243542434,0.36958265917602995,0.3764912419354839,0.3788248310344828,0.3679185824175824,0.37482257928802587,0.3544317337883959,0.3406032666666667,0.31977543006993003,0.41230600390625005,0.40298749310344834,0.41044633220338983,0.36428403103448276,0.39760794097222224,0.3144872866666667,0.41352802027027025,0.3459455738831615,0.33761779790940766,0.3679534914675768,0.3298588642384106,0.4262287412587413,0.37460245833333333,0.40802180338983046,0.33636426394052044,0.41556007868852457,0.3491209825783972,0.3685093655172414,0.3760729889705883,0.3283105672727272,0.4272858163265306,0.2350374778156996,0.3489111023890785,0.33355117424242425,0.37652909027777776,0.4332278294314381,0.32155031521739125,0.31430120512820514,0.3216435488215488,0.26880887719298246,0.2298580551724138,0.40360113945578235
RBSE,pm_cutoff_45,0.0651434963356,0.0219557483706,0.07291666666666667,0.09420289855072464,0.039568345323741004,0.0967741935483871,0.036544850498338874,0.0859375,0.08518518518518518,0.03908794788273615,0.0726643598615917,0.08856088560885608,0.0299625468164794,0.07741935483870968,0.07931034482758621,0.040293040293040296,0.06796116504854369,0.07167235494880546,0.08070175438596491,0.08391608391608392,0.0625,0.04827586206896552,0.06440677966101695,0.03793103448275862,0.10069444444444445,0.09,0.037162162162162164,0.05154639175257732,0.0313588850174216,0.06484641638225255,0.09933774834437085,0.055944055944055944,0.05555555555555555,0.03728813559322034,0.07806691449814127,0.036065573770491806,0.06620209059233449,0.05862068965517241,0.051470588235294115,0.05090909090909091,0.04421768707482993,0.12286689419795221,0.06484641638225255,0.04924242424242424,0.06944444444444445,0.03678929765886288,0.06884057971014493,0.07051282051282051,0.08080808080808081,0.10526315789473684,0.07586206896551724,0.047619047619047616
NMI,pm_cutoff_45,0.706958757178,0.0709297128697,0.62551826686,0.783849788881,0.734489995449,0.612488652824,0.732889005444,0.600940260319,0.730326127278,0.781898855428,0.621974228155,0.590095247078,0.801881149973,0.803540241863,0.785324953671,0.656111865948,0.727061776185,0.682605625163,0.629758138872,0.705485762736,0.676239940846,0.804882897956,0.741863917178,0.689726219086,0.655814889859,0.712932320338,0.810770785917,0.611058125114,0.785894103469,0.751515265202,0.661560035999,0.644056900238,0.678519349187,0.73898327213,0.716537905266,0.805905410352,0.703181421523,0.746259749795,0.79641843441,0.81733334462,0.736246140903,0.564283772119,0.59866179112,0.760283859037,0.757798529609,0.756960709603,0.673540409138,0.670756389012,0.59423306306,0.63649451574,0.642166914648,0.800817534306
FSCORE,pm_cutoff_45,0.888393352299,0.0307706454238,0.850776637253,0.919341951617,0.895325039031,0.840339596236,0.902893734733,0.827696401714,0.891011194977,0.92114632421,0.843250885967,0.852883285292,0.933397984662,0.923690008091,0.917401424786,0.865799388087,0.899607835404,0.88376952603,0.853092882805,0.894453423664,0.872760972329,0.929259898621,0.881792289937,0.881955373418,0.873221465661,0.896423417994,0.939513315358,0.857431570261,0.92092578715,0.904779552449,0.863047168162,0.866969906111,0.874772811371,0.907444262473,0.899961996349,0.938294244838,0.881618551787,0.911554232278,0.923719898385,0.93166821086,0.911524027713,0.838255593477,0.851518119741,0.914161652053,0.921177420649,0.904211048726,0.881136079914,0.862951841969,0.849017288856,0.842090787543,0.851367092045,0.919264211926
FSCORE_IMPROVE,pm_cutoff_45,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.5
Mode 0.5 Iteration 0
Mode 0.5 Iteration 20
Mode 0.5 Iteration 40
Average Elapsed Time = 6.46896249294
WASTE,pm_cutoff_50,39.2418558783,18.0051800164,65.9930555556,30.0108695652,12.273381295,62.2974910394,22.3521594684,54.66015625,19.1,29.1824104235,52.169550173,73.3800738007,8.88014981273,14.9709677419,53.9896551724,44.1098901099,46.4239482201,37.4778156997,19.3298245614,51.0874125874,33.28125,33.9413793103,31.6101694915,3.81724137931,69.8020833333,31.59,15.6689189189,59.2783505155,27.2543554007,25.3344709898,41.8874172185,24.527972028,47.71875,39.3593220339,29.8401486989,43.2655737705,40.1219512195,51.2862068966,46.0625,35.6872727273,17.5476190476,40.3139931741,48.5460750853,25.2272727273,40.3541666667,25.9264214047,37.2644927536,57.7211538462,88.8148148148,74.2,48.9689655172,28.1836734694
CUT_RATIO,pm_cutoff_50,0.113613221522,0.025987728836,0.101180438449,0.168173598553,0.104452054795,0.16323024055,0.131313131313,0.163346613546,0.102040816327,0.0824324324324,0.110260336907,0.14652014652,0.0916808149406,0.111888111888,0.136085626911,0.102119460501,0.129793510324,0.147147147147,0.123493975904,0.0890756302521,0.107861060329,0.100470957614,0.11620795107,0.10641627543,0.136212624585,0.0921248142645,0.0684133915575,0.113924050633,0.0687919463087,0.0987841945289,0.160550458716,0.0903225806452,0.117543859649,0.0853293413174,0.126232741617,0.0786802030457,0.0826833073323,0.116030534351,0.0810810810811,0.0713128038898,0.153364632238,0.114728682171,0.120826709062,0.0932038834951,0.12962962963,0.0906344410876,0.142114384749,0.0953575909661,0.140083217753,0.129133858268,0.139871382637,0.108504398827
EC,pm_cutoff_50,71.06,15.9654752513,60,93,61,95,91,82,55,61,72,80,54,80,89,53,88,98,82,53,59,64,76,68,82,62,47,72,41,65,105,56,67,57,64,62,53,76,51,44,98,74,76,48,77,60,82,76,101,82,87,74
TCV,pm_cutoff_50,95.58,18.2877992115,82,124,85,124,111,110,81,87,97,100,73,110,113,67,109,125,103,79,89,87,107,98,111,95,75,100,61,95,129,83,89,79,92,75,74,107,66,67,135,111,101,57,104,81,102,97,113,109,112,98
LONELINESS,pm_cutoff_50,0.764834419906,0.0207086634185,0.765061799857,0.741080393835,0.762353834139,0.74592497095,0.783861664293,0.731122767403,0.735834921914,0.780231035788,0.77536370224,0.73835575289,0.767561455969,0.784380667177,0.771952349762,0.763556006803,0.781290722568,0.751043283341,0.758753530889,0.75288150732,0.766722088247,0.783470214149,0.758725415604,0.773378985046,0.76003081774,0.771585602992,0.802427135371,0.765361375695,0.767013831388,0.779110334157,0.740072273587,0.776087346118,0.76644265181,0.780365490121,0.731306102956,0.809107740079,0.79288588144,0.784164683426,0.765536305553,0.763464524867,0.778049000396,0.707235665265,0.760857284498,0.755753189948,0.765680387638,0.788995017731,0.755281672333,0.792225820425,0.765184851133,0.733061075917,0.720622486324,0.790905376216
QDS,pm_cutoff_50,0.437117822952,0.028314357782,0.41217098730167856,0.46591216820652737,0.47490480074811386,0.4710735727325416,0.4299197566717875,0.481649166026237,0.4327376624938733,0.40072048880549854,0.421325901557452,0.4540988535141172,0.4132724977008777,0.4195548498388832,0.43804404136139957,0.4354456612816705,0.46990713279468943,0.4406805343450728,0.38089659899618855,0.40276613062273614,0.47272837939230433,0.4250207562703498,0.473834457067269,0.41864715280835896,0.4286123384542636,0.46044139172152626,0.4537960792680936,0.37718096484491404,0.4711595747528347,0.4524137990416713,0.4302102130385078,0.4579223830225227,0.4644889668360375,0.4324771249093125,0.4659372275168444,0.41759268813224476,0.4396729074660391,0.4026826544742247,0.4561446210878208,0.3958782226565535,0.4525082851636251,0.4503185518988257,0.44389352331855403,0.42117523945313257,0.45641410820244577,0.4912239195186889,0.415962520548877,0.35857076194184356,0.4413088278218721,0.4391859516430389,0.4219081751732872,0.4214985751434475
CONDUCTANCE,pm_cutoff_50,0.0841617587778,0.0167862507208,0.08638255586118654,0.05672293417023455,0.0758972278779662,0.05441574375621885,0.10751220510005452,0.05964398796359456,0.10672850046155792,0.10241950116541637,0.09043508123280435,0.07212075494123081,0.07740015791270753,0.10794779294198854,0.1055401571375343,0.09297201445162326,0.07140571595315491,0.06750217582991064,0.08181390029397247,0.08787046356570093,0.08002527712193619,0.07328839764033776,0.0739116007602458,0.06746817293133354,0.0980744214418274,0.08642966598690258,0.11606389835356422,0.08498041994881844,0.10774738663369023,0.10252650178261354,0.10017752531973961,0.08495588705154182,0.08747311126623666,0.07709643275589385,0.08303696395049114,0.10618496634207751,0.10346912699877599,0.09221944348008904,0.07307366005195551,0.05648507633098069,0.08721872228175902,0.04780942755292135,0.0632358828065617,0.0809761617824953,0.06430098635716419,0.08035493332779789,0.08340930017241434,0.10280336618687021,0.09360548775509067,0.06697938455872124,0.06811452014956257,0.10986095919107305
MAXPERM,pm_cutoff_50,0.354799726368,0.0483161355277,0.3812738125,0.3739006884057971,0.29865679856115107,0.3655658888888889,0.363462073089701,0.36576903515625003,0.25529964074074074,0.31960421824104235,0.3278246297577854,0.3195530627306273,0.36958265917602995,0.3729585548387097,0.3930368310344828,0.35816359340659343,0.38568627508090614,0.3511260648464164,0.3211152070175438,0.30541384615384615,0.4200732109375,0.407585475862069,0.4092996711864407,0.3867313620689655,0.36395382291666667,0.34318475000000004,0.4045969898648648,0.3234035120274914,0.33465595818815336,0.38479098976109216,0.3033137682119205,0.42563907692307695,0.38083031250000005,0.3889253932203389,0.3421882676579926,0.42330737704918026,0.3752562195121951,0.3589905482758621,0.3760731875,0.3195087018181818,0.40695875850340135,0.22250086348122866,0.3764675631399317,0.33383710984848486,0.38765643749999995,0.446430237458194,0.3153806195652174,0.30610248397435896,0.32216679124579123,0.2909521403508772,0.22273911034482757,0.4084927278911565
RBSE,pm_cutoff_50,0.0679086555556,0.0230444523425,0.0763888888888889,0.10144927536231885,0.046762589928057555,0.10752688172043011,0.05647840531561462,0.0703125,0.08518518518518518,0.05211726384364821,0.07958477508650519,0.0996309963099631,0.0299625468164794,0.06451612903225806,0.08275862068965517,0.04395604395604396,0.05825242718446602,0.07508532423208192,0.08421052631578947,0.08041958041958042,0.0625,0.04482758620689655,0.07457627118644068,0.04482758620689655,0.0798611111111111,0.07333333333333333,0.04054054054054054,0.058419243986254296,0.024390243902439025,0.05460750853242321,0.11920529801324503,0.06643356643356643,0.0625,0.05423728813559322,0.08550185873605948,0.03934426229508197,0.05226480836236934,0.06206896551724138,0.051470588235294115,0.05818181818181818,0.04081632653061224,0.13993174061433447,0.06825938566552901,0.041666666666666664,0.07291666666666667,0.046822742474916385,0.06521739130434782,0.08974358974358974,0.09090909090909091,0.09473684210526316,0.09310344827586207,0.047619047619047616
NMI,pm_cutoff_50,0.733696094819,0.0636505660553,0.647369671732,0.781203226616,0.756079244873,0.63219936961,0.728231751392,0.65953009072,0.737947615816,0.766232010461,0.719862640945,0.624725370832,0.801881149973,0.838275924262,0.794636174526,0.678337116951,0.747315494173,0.708348459873,0.678124459565,0.715927571401,0.755922514572,0.809736493885,0.766714623272,0.771284413882,0.716931913145,0.709837144641,0.825781518043,0.651669675778,0.80950970317,0.760967084162,0.655013710068,0.688211846802,0.696556498487,0.761008561191,0.688738831363,0.832979000485,0.735509993712,0.827910124364,0.77323594968,0.844140301066,0.800924570838,0.621101415704,0.673328552138,0.780251330938,0.759536365958,0.809714588531,0.696873356112,0.678844354361,0.636949024412,0.661209300432,0.656244369101,0.811940266933
FSCORE,pm_cutoff_50,0.901572484768,0.027349444922,0.864203046032,0.916133184863,0.903439400107,0.852360662197,0.895948593293,0.854826538345,0.893998957655,0.91215033093,0.889896520716,0.863970414381,0.933397984662,0.944416310385,0.917401424786,0.883791244695,0.911362335885,0.893559636045,0.872795587078,0.898109491397,0.913916752144,0.932503921301,0.900490547302,0.920176439012,0.903370882403,0.899010854757,0.94291041073,0.882456707495,0.927995982651,0.910745115766,0.857055714272,0.891948405904,0.890856503706,0.91797422998,0.893451320586,0.951147436962,0.900896969739,0.941731272458,0.917715520138,0.940964820024,0.9388252575,0.867151566991,0.871756666452,0.924271661436,0.927537252903,0.930157617863,0.893208323506,0.871311244733,0.873325442496,0.856438826309,0.855092171416,0.930466736033
FSCORE_IMPROVE,pm_cutoff_50,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.55
Mode 0.55 Iteration 0
Mode 0.55 Iteration 20
Mode 0.55 Iteration 40
Average Elapsed Time = 5.84713534355
WASTE,pm_cutoff_55,40.489123859,18.4311030382,68.5069444444,30.6630434783,13.4964028777,70.7419354839,27.9069767442,58.19140625,17.5296296296,32.6872964169,52.169550173,70.4132841328,10.6179775281,14.0032258065,55.6172413793,41.9853479853,51.6796116505,37.819112628,21.0,51.7167832168,34.03125,37.5827586207,28.5457627119,5.8724137931,69.1076388889,31.35,15.6689189189,61.560137457,27.2682926829,26.1126279863,47.1721854305,22.9195804196,51.2743055556,40.5796610169,32.843866171,37.5737704918,41.2090592334,51.2862068966,46.0625,35.6872727273,15.9829931973,42.3481228669,54.6211604096,25.2272727273,43.4375,29.9799331104,37.7862318841,59.5032051282,87.3198653199,78.6210526316,51.6034482759,27.5714285714
CUT_RATIO,pm_cutoff_55,0.115221018417,0.025491073448,0.101180438449,0.164556962025,0.106164383562,0.154639175258,0.128427128427,0.167330677291,0.111317254174,0.0837837837838,0.110260336907,0.14652014652,0.0916808149406,0.114685314685,0.140672782875,0.115606936416,0.125368731563,0.15015015015,0.114457831325,0.090756302521,0.109689213894,0.0989010989011,0.128440366972,0.104851330203,0.139534883721,0.0861812778603,0.0669577874818,0.118670886076,0.0755033557047,0.101823708207,0.148318042813,0.116129032258,0.117543859649,0.0988023952096,0.128205128205,0.0913705583756,0.0826833073323,0.112977099237,0.0810810810811,0.0713128038898,0.159624413146,0.103875968992,0.10492845787,0.095145631068,0.131313131313,0.0845921450151,0.145580589255,0.0978670012547,0.158113730929,0.124409448819,0.144694533762,0.114369501466
EC,pm_cutoff_55,72.08,15.8516119054,60,91,62,90,89,84,60,62,72,80,54,82,92,60,85,100,76,54,60,63,84,67,84,58,46,75,45,67,97,72,67,66,65,72,53,74,51,44,102,67,66,49,78,56,84,78,114,79,90,78
TCV,pm_cutoff_55,95.88,17.1646613716,82,117,87,111,103,111,83,90,97,101,73,114,115,75,107,129,96,81,90,86,108,97,109,92,73,101,67,97,126,93,89,90,89,83,73,106,66,67,136,99,94,59,106,79,104,99,127,104,112,101
LONELINESS,pm_cutoff_55,0.763998046054,0.0194570980026,0.762215682027,0.746355842531,0.758201717422,0.745759517842,0.787222875225,0.731217327969,0.73470515092,0.7772973357,0.77536370224,0.736766685477,0.767561455969,0.783409088924,0.770573224238,0.753382616324,0.774927079634,0.747007577964,0.765174571616,0.746021562394,0.767365098249,0.783508316881,0.756696498005,0.774908181763,0.756231681391,0.773566913743,0.804901525504,0.761543281685,0.76669150985,0.776001066011,0.739640977313,0.770712563898,0.762799272018,0.779492099823,0.738526759912,0.802674992439,0.793420245364,0.78441993444,0.765536305553,0.763464524867,0.778288931554,0.718714572391,0.751605869092,0.753412274579,0.758881252454,0.791213601506,0.75875584356,0.791275388283,0.757934316095,0.734771391204,0.731515517251,0.788268581606
QDS,pm_cutoff_55,0.435563779105,0.0265846068,0.4213052078506582,0.46742591079432283,0.4767936770433769,0.4415402923272417,0.4248508533852956,0.47930231145560437,0.43972304117943023,0.4009574828102369,0.42177827276432794,0.4504926275137505,0.4132340862565823,0.4237845375174833,0.44359933838257287,0.42354787699073904,0.45747921291083876,0.43816421574726067,0.37664411574390216,0.3998141570269072,0.47494928676625686,0.4221820007343782,0.4553007888988715,0.4214157749695972,0.4261209431286575,0.4509084353598126,0.45531259939979546,0.37820259740659407,0.47809407184616964,0.45926243000807826,0.43512814787995296,0.4609408568515543,0.46628801904435613,0.43574849178885405,0.45525594860430996,0.4252822931039714,0.4399119261625494,0.4114183463475864,0.4561446210878208,0.3958782226565535,0.4523274726612673,0.4409495049089157,0.4381461828513305,0.4378044043259637,0.4491123219684442,0.4870012355675499,0.40747723170834016,0.36744690112666484,0.4256112968070166,0.4156305901573027,0.42332455930876467,0.4291742340975841
CONDUCTANCE,pm_cutoff_55,0.0848676257572,0.018500935316,0.09671089489374537,0.055803384814458554,0.07120004051965646,0.05732479539743224,0.11327646642487962,0.0528819721970547,0.10372404756860229,0.09791052412449162,0.0964291437556081,0.06377292503975618,0.07687591859182975,0.10764604212453882,0.10536094138916802,0.08504990557212752,0.07136056944218383,0.06220337985036613,0.08493848736859806,0.08479996134755066,0.0802561068986335,0.0744934118796377,0.06995364799934901,0.06263212319104765,0.10551492269785098,0.09450810564776825,0.12442716638950418,0.09635313911628375,0.10048944375115165,0.09925774985928955,0.10373457972751199,0.07766486347777331,0.09608106869681764,0.08074885467781816,0.07523478522261393,0.11364250281237548,0.09596684388154997,0.09190063928984969,0.07307366005195551,0.05648507633098069,0.09503953126443777,0.05307543580633018,0.05820761292233662,0.08917877605106313,0.07261005980535223,0.08205224686858882,0.09257663769396085,0.11479459101193416,0.0843786761404332,0.06832289488438063,0.062119503821994174,0.11133722956775342
MAXPERM,pm_cutoff_55,0.352841925931,0.0452941072772,0.36965356944444444,0.38088535869565215,0.28185968705035974,0.3357611899641577,0.3614213853820598,0.37317226953125004,0.26354985185185187,0.32095115309446254,0.32764773010380627,0.30908049077490773,0.3695828052434457,0.3731508193548387,0.3853062206896552,0.3433292197802198,0.3636063624595469,0.33568479522184297,0.34297280350877185,0.3099041118881119,0.4317917031249999,0.40518173103448274,0.3989084135593221,0.3997200724137931,0.3585386666666667,0.33306112,0.4135284391891892,0.32512825085910657,0.35036476306620207,0.3728453924914676,0.3359957152317881,0.41571629370629376,0.37316758333333333,0.400695786440678,0.32873569516728623,0.4164179606557377,0.3875755017421602,0.3650186965517241,0.3760731875,0.3195087018181818,0.4075984727891156,0.24832337542662114,0.34457441296928326,0.3283443939393939,0.3503622708333334,0.4386901839464883,0.3273613949275362,0.31404072435897434,0.31034837037037033,0.27634022807017544,0.2399203172413793,0.40069865306122443
RBSE,pm_cutoff_55,0.0696634953428,0.0222218789292,0.07291666666666667,0.09782608695652174,0.0539568345323741,0.10752688172043011,0.046511627906976744,0.07421875,0.08518518518518518,0.05537459283387622,0.07958477508650519,0.1070110701107011,0.0299625468164794,0.06774193548387097,0.08620689655172414,0.0695970695970696,0.0744336569579288,0.07849829351535836,0.07368421052631578,0.08741258741258741,0.05859375,0.04482758620689655,0.07796610169491526,0.03793103448275862,0.09722222222222222,0.056666666666666664,0.037162162162162164,0.07216494845360824,0.027874564459930314,0.06484641638225255,0.11589403973509933,0.06643356643356643,0.05555555555555555,0.05423728813559322,0.08178438661710037,0.04590163934426229,0.041811846689895474,0.06551724137931035,0.051470588235294115,0.05818181818181818,0.04421768707482993,0.11604095563139932,0.08191126279863481,0.05303030303030303,0.0798611111111111,0.043478260869565216,0.057971014492753624,0.08333333333333333,0.1111111111111111,0.09824561403508772,0.0896551724137931,0.06462585034013606
NMI,pm_cutoff_55,0.759524580246,0.0584302129332,0.668168759084,0.791000810598,0.773941267878,0.768758187815,0.771485781696,0.660811065418,0.76638691198,0.794088668981,0.717415551434,0.652261930578,0.815022232742,0.82381771112,0.80509171444,0.724154364292,0.801634030962,0.739292394911,0.674585423295,0.73673880781,0.766642294315,0.825918046912,0.744293625354,0.784356818436,0.734240066706,0.737417944112,0.833132142831,0.693774551516,0.837778188412,0.811252986557,0.713749842533,0.772345370479,0.739721753443,0.795838215695,0.728672869349,0.82187533837,0.749973783318,0.855200188426,0.77323594968,0.844140301066,0.809001849711,0.65277367051,0.687992910566,0.864143992521,0.774428786629,0.852151807847,0.748281325898,0.681603559388,0.658246149732,0.676577333374,0.717929210324,0.804882523267
FSCORE,pm_cutoff_55,0.913326982794,0.024411421454,0.874362006085,0.922830843118,0.913058966656,0.909266207501,0.919724567763,0.860155897255,0.90060244676,0.927434144717,0.888103850565,0.872176342849,0.940568772433,0.938172266888,0.920992114023,0.893920445318,0.933484706904,0.906600893376,0.875758394376,0.908253851869,0.917770580646,0.942292190823,0.893130000142,0.931046852358,0.909042438707,0.912139578286,0.946157480703,0.899278269509,0.941103959693,0.934833805475,0.889501553848,0.92403142969,0.909196605731,0.931962636305,0.911602797342,0.941594417843,0.907892557084,0.955404390904,0.917715520138,0.940964820024,0.939199896561,0.884227380239,0.889247897715,0.947498844551,0.930804284149,0.951746163587,0.916933508047,0.873967655438,0.881541616616,0.870632919452,0.88784655844,0.930573811206
FSCORE_IMPROVE,pm_cutoff_55,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.6000000000000001
Mode 0.6000000000000001 Iteration 0
Mode 0.6000000000000001 Iteration 20
Mode 0.6000000000000001 Iteration 40
Average Elapsed Time = 5.48259607792
WASTE,pm_cutoff_60,42.0505084607,19.4901193627,69.5069444444,33.8804347826,12.2877697842,75.7455197133,23.9468438538,59.64453125,21.3222222222,37.5863192182,58.1764705882,79.4464944649,9.05992509363,13.3322580645,53.7,45.6483516484,45.8673139159,39.4982935154,20.1298245614,54.7237762238,36.5625,38.0103448276,38.5254237288,7.00344827586,75.3298611111,32.5633333333,14.7094594595,59.1408934708,28.8710801394,26.1126279863,51.4635761589,19.2272727273,56.8576388889,40.5796610169,36.7843866171,42.268852459,43.7317073171,50.5965517241,43.3125,37.2,12.7857142857,44.409556314,49.7337883959,34.5,41.8402777778,29.9799331104,40.9166666667,62.0929487179,88.0202020202,84.8526315789,52.6379310345,28.4013605442
CUT_RATIO,pm_cutoff_60,0.116468164302,0.0258336049923,0.10455311973,0.153707052441,0.109589041096,0.156357388316,0.128427128427,0.185258964143,0.103896103896,0.0891891891892,0.104134762634,0.141025641026,0.105263157895,0.114685314685,0.142201834862,0.105973025048,0.1401179941,0.151651651652,0.121987951807,0.0924369747899,0.120658135283,0.102040816327,0.10244648318,0.104851330203,0.12292358804,0.108469539376,0.0684133915575,0.129746835443,0.0738255033557,0.101823708207,0.152905198777,0.124193548387,0.110526315789,0.0988023952096,0.114398422091,0.0799492385787,0.0998439937598,0.112977099237,0.0810810810811,0.0745542949757,0.153364632238,0.0945736434109,0.143084260731,0.0854368932039,0.136363636364,0.0845921450151,0.147313691508,0.100376411543,0.156726768377,0.124409448819,0.147909967846,0.114369501466
EC,pm_cutoff_60,72.92,16.1788009444,62,85,64,91,89,93,56,66,68,77,62,82,93,55,95,101,81,55,66,65,67,67,74,73,47,82,44,67,100,77,63,66,58,63,64,74,51,46,98,61,90,44,81,56,85,80,113,79,92,78
TCV,pm_cutoff_60,96.86,17.6805090424,85,114,89,117,105,120,82,96,96,98,85,112,116,71,111,128,102,83,97,89,97,96,102,106,74,110,64,97,127,96,79,90,80,78,88,108,66,69,131,88,120,53,107,79,105,97,125,98,114,103
LONELINESS,pm_cutoff_60,0.763311921524,0.0195137441178,0.758508011883,0.749898042358,0.756634063907,0.740357996287,0.790242381082,0.716482198885,0.737781774373,0.779185326646,0.777726345741,0.736611443842,0.751229204122,0.786938591105,0.773567097297,0.758969655065,0.76965926693,0.747233302836,0.763306903575,0.742028979743,0.760721310829,0.779826216876,0.760129669132,0.774684941071,0.759329764804,0.765989821302,0.802897439475,0.750480382433,0.763178100454,0.776001066011,0.739085642258,0.768374094601,0.768774289354,0.779188442835,0.742370558667,0.803389269226,0.781934728579,0.785162140499,0.765536305553,0.758495633854,0.781129705128,0.732741152485,0.749132182871,0.754052938317,0.771756372451,0.793173036876,0.761349898378,0.789239094162,0.761737176151,0.734112499327,0.728318937796,0.786942678789
QDS,pm_cutoff_60,0.436080559179,0.0275909198147,0.42020037767605817,0.4936904757454776,0.4744071660253875,0.4481018369991281,0.4345769230606703,0.4734716969701919,0.44361678865532794,0.39917021194193747,0.42084019103684395,0.4425355470618245,0.4130552648015942,0.4253826531720655,0.4522806594350913,0.43871442851975234,0.45872609021086996,0.43183997947281094,0.3935085659199582,0.3832480122748932,0.46978355451596876,0.4209425890326876,0.45077498555462503,0.4221484377601417,0.42921466711609857,0.4453034250711831,0.4569868388414049,0.3864042169250536,0.4641284518570603,0.45926243000807826,0.4382600670682902,0.46718433279842636,0.46329793544393993,0.43402521474845634,0.4457671361068789,0.4192203669662722,0.43953202195462954,0.411490987586928,0.44582914489470665,0.3908568013107751,0.43765428202543183,0.44269060469864935,0.45224763055671957,0.43557247391160836,0.4783898605457858,0.48642555888644085,0.41836694867141544,0.352853524170786,0.42697049358661204,0.4110776301276564,0.4280391440795454,0.42595933315755125
CONDUCTANCE,pm_cutoff_60,0.0845490969392,0.0186398060503,0.09316883578025087,0.07607284297159954,0.06985261557536605,0.06862538047867957,0.11711338916940599,0.04952148322173562,0.09764391964595716,0.1174514386450739,0.09208198032558954,0.05752334502468246,0.06845358949540388,0.10607367060449488,0.10670259882531445,0.08724120636584275,0.07074818573134121,0.062397008876982914,0.0935118845770804,0.07728879697803445,0.07878230757736746,0.07281026265036568,0.07442566067577465,0.06493609285127148,0.11273888666972515,0.08797719169718543,0.12193546175925689,0.09060792279579484,0.09629891560248902,0.09925774985928955,0.09299057202066893,0.08981474318311669,0.10881812609798865,0.08066403680286612,0.07584578885962918,0.10576393045375289,0.08504260593507736,0.08701039766379007,0.053315262753515814,0.04255499835027398,0.08672810757942262,0.06204112825420013,0.06517231659328789,0.0989020757698467,0.06381773938829222,0.07923167278125982,0.09162026759731735,0.10897320397332891,0.08459249451194306,0.07545280945776552,0.06835104880054564,0.1095088956999942
MAXPERM,pm_cutoff_60,0.350459850016,0.0477236634728,0.35576485416666664,0.41569557608695656,0.2957186690647482,0.3233188888888889,0.36955822923588044,0.32958054296875,0.2708314185185185,0.3197828501628665,0.3219284532871972,0.33846852767527674,0.33413176779026216,0.3796314,0.39831942068965515,0.34440913553113556,0.3542946116504854,0.33707126621160405,0.34569070526315787,0.2932273426573426,0.421394265625,0.3913886931034483,0.4106162237288135,0.40448986206896553,0.3581073298611111,0.3014528866666667,0.4116701486486486,0.317758735395189,0.3281692787456446,0.3728453924914676,0.32013940397350993,0.40921457342657347,0.38124850347222217,0.39843597627118643,0.33332085873605943,0.40106686557377047,0.3421731498257839,0.3743291344827586,0.3760728419117647,0.3158932072727273,0.41767146598639454,0.25447096245733786,0.35657519112627983,0.3180570606060606,0.39118872222222223,0.4416770903010033,0.3509116847826087,0.2943094326923077,0.3170822525252525,0.2611566421052631,0.2238823586206897,0.3987986462585034
RBSE,pm_cutoff_60,0.0731920394304,0.0227966042262,0.0763888888888889,0.09057971014492754,0.05755395683453238,0.11469534050179211,0.03986710963455149,0.11328125,0.08148148148148149,0.048859934853420196,0.0726643598615917,0.11070110701107011,0.06741573033707865,0.06451612903225806,0.09310344827586207,0.05128205128205128,0.08414239482200647,0.08191126279863481,0.07368421052631578,0.10139860139860139,0.0703125,0.05517241379310345,0.06779661016949153,0.04482758620689655,0.08680555555555555,0.09,0.04054054054054054,0.08247422680412371,0.027874564459930314,0.06484641638225255,0.1291390728476821,0.07342657342657342,0.0625,0.05084745762711865,0.07063197026022305,0.04590163934426229,0.07665505226480836,0.05862068965517241,0.051470588235294115,0.06909090909090909,0.04421768707482993,0.10238907849829351,0.09215017064846416,0.05303030303030303,0.0625,0.043478260869565216,0.06159420289855073,0.08333333333333333,0.10437710437710437,0.11578947368421053,0.0896551724137931,0.06462585034013606
NMI,pm_cutoff_60,0.783908337251,0.0636325458834,0.674214972528,0.851820822539,0.785767716483,0.733674294892,0.765147713031,0.663511903674,0.824344650382,0.85004638982,0.731644115441,0.65307992521,0.835770713151,0.856784589493,0.813221344472,0.769011076296,0.786489546279,0.78940160767,0.764472717276,0.750191153925,0.778335735053,0.831978299897,0.80645056481,0.816242357212,0.792122518611,0.746051336632,0.846225681115,0.704192131175,0.859767311209,0.811252986557,0.748404588735,0.772236442974,0.81284156301,0.794560082628,0.796156268752,0.859241243069,0.784476846462,0.838453696658,0.787785796616,0.861215003506,0.897397193348,0.699319460514,0.650377585419,0.896223135899,0.83378186199,0.877936359712,0.771956258628,0.696258358767,0.657392135221,0.714314104236,0.744617319033,0.809257382521
FSCORE,pm_cutoff_60,0.924608697189,0.0246532446078,0.877811662696,0.946671890248,0.919970756793,0.908081937176,0.91253807285,0.866815311274,0.930391945386,0.953156334452,0.90830842597,0.885515268196,0.941020179379,0.950117425467,0.92344687359,0.921009013692,0.924711676735,0.929942289897,0.914725425843,0.916129872038,0.924229995465,0.945577348275,0.927291229352,0.941399240931,0.935705105834,0.911785992348,0.94960188558,0.899169718267,0.950249877741,0.934833805475,0.90745478565,0.924332189741,0.940760917345,0.931865585063,0.933665211043,0.957708480343,0.920413432051,0.948591160839,0.91724306603,0.950061034516,0.969648489369,0.900090219893,0.873202542261,0.969949179139,0.951942924318,0.958044821781,0.927941936875,0.883319138557,0.884850484623,0.898138013841,0.897197559858,0.933805125371
FSCORE_IMPROVE,pm_cutoff_60,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.65
Mode 0.65 Iteration 0
Mode 0.65 Iteration 20
Mode 0.65 Iteration 40
Average Elapsed Time = 4.79282405376
WASTE,pm_cutoff_65,43.778839015,20.1973776382,70.3125,36.6630434783,15.1366906475,81.3655913978,26.2059800664,63.08203125,21.6185185185,37.5863192182,59.3944636678,87.9040590406,10.8876404494,15.4870967742,57.175862069,49.032967033,43.4854368932,37.6552901024,21.7859649123,54.7097902098,34.296875,36.8103448276,41.6440677966,9.66551724138,78.4270833333,35.15,15.9797297297,62.1786941581,28.8710801394,27.0682593857,52.5231788079,20.3181818182,54.3159722222,40.2813559322,35.3866171004,42.9901639344,46.5888501742,51.2862068966,47.4889705882,39.2072727273,12.7857142857,50.662116041,54.361774744,34.5,42.6736111111,30.8628762542,41.2789855072,75.0544871795,91.4276094276,78.8596491228,55.5482758621,30.9591836735
CUT_RATIO,pm_cutoff_65,0.116140934112,0.0257683418153,0.102866779089,0.148282097649,0.111301369863,0.144329896907,0.134199134199,0.183266932271,0.105751391466,0.0905405405405,0.110260336907,0.135531135531,0.110356536503,0.111888111888,0.136085626911,0.111753371869,0.147492625369,0.151651651652,0.126506024096,0.0924369747899,0.120658135283,0.105180533752,0.0948012232416,0.104851330203,0.119601328904,0.105497771174,0.0669577874818,0.125,0.0738255033557,0.0987841945289,0.14373088685,0.129032258065,0.115789473684,0.101796407186,0.126232741617,0.0799492385787,0.0967238689548,0.111450381679,0.0794912559618,0.0794165316045,0.151799687011,0.102325581395,0.120826709062,0.0854368932039,0.132996632997,0.083081570997,0.145580589255,0.077791718946,0.165048543689,0.152755905512,0.144694533762,0.111436950147
EC,pm_cutoff_65,72.64,16.1031177106,61,82,65,84,93,92,57,67,72,74,65,80,89,58,100,101,84,55,66,67,62,67,72,71,46,79,44,65,94,80,66,68,64,63,62,73,50,49,97,66,76,44,79,55,84,62,119,97,90,76
TCV,pm_cutoff_65,96.16,17.0907694385,82,109,89,107,109,118,83,98,100,92,85,108,113,72,117,125,104,83,97,93,92,94,98,102,73,107,64,95,120,102,83,92,87,78,84,106,65,70,129,91,104,53,104,77,106,89,136,115,109,99
LONELINESS,pm_cutoff_65,0.763622321071,0.019254156804,0.763349214477,0.753330985588,0.758367220706,0.75238338234,0.789463637898,0.720115307543,0.735525354534,0.775506338253,0.776308437334,0.74072586159,0.758684667039,0.788039032609,0.773180620354,0.754535901456,0.767935041638,0.754484138305,0.759640646458,0.744161129713,0.761421145292,0.773830758969,0.759338786834,0.774800989794,0.761036783629,0.771315516894,0.803271052201,0.7508306565,0.763178100454,0.775513128595,0.747864037308,0.769631744971,0.763650954119,0.775454828214,0.730491674574,0.803389269226,0.785972839684,0.784100027806,0.763008881955,0.758155093041,0.783620927847,0.738722136097,0.745216351682,0.754052938317,0.768244234286,0.796950459741,0.761286172254,0.787284851498,0.757410341062,0.72498108447,0.73015193445,0.791201433975
QDS,pm_cutoff_65,0.436093978317,0.0281931634235,0.41872739119005103,0.48713919440132514,0.4803942107590707,0.4422321041340757,0.41797495973733584,0.47992290781491487,0.44507771338553,0.3981739575709449,0.41927866364159466,0.4535130133316321,0.42788364814769425,0.42384054018846556,0.4425679294980304,0.42569630089565336,0.46051198420429956,0.45115002753646544,0.3919453961494782,0.3861952244096392,0.4705518045313134,0.4247709913750038,0.44246191890801345,0.4250598628693666,0.4161151094617961,0.45350899839106185,0.463398496892002,0.3852553223414172,0.4641284518570603,0.46701096739865705,0.4502313489231741,0.46640480803592516,0.4587541960650891,0.4322782339411888,0.44147835111086253,0.41915685809925385,0.4403577228879725,0.4082904270999877,0.45017009941978214,0.39496963684243946,0.43144354884551933,0.4345235023982977,0.43345358510702964,0.43502940130296913,0.47355487835466153,0.4873962546623361,0.4264365806113285,0.3440522381798577,0.4311371188572825,0.43057267557256623,0.42940110820316046,0.42111925028706876
CONDUCTANCE,pm_cutoff_65,0.0863264850397,0.0185080744644,0.10831312437284456,0.07687754441364385,0.07020708414989515,0.07593049400479548,0.1215658696414761,0.05275883735456421,0.09678503134577918,0.11580032264108914,0.09013249654784593,0.057044106323820835,0.07631827539207317,0.11320497783675222,0.09971696263412462,0.07393910768911588,0.06999899478638263,0.06695475230355835,0.09087070836113986,0.07580878755472328,0.08040311185710283,0.07070480892853846,0.07365905525822895,0.06541411358918778,0.10267889121138253,0.08984942412018448,0.13004884140405978,0.09773631118576098,0.09629891560248902,0.11018501567024683,0.10934972797128915,0.08090191104370302,0.09559416779975527,0.07937264662588117,0.08153332655024037,0.10579207305866727,0.08423677415072488,0.08594189597120167,0.07839586070661377,0.050702066002672665,0.08629864358860381,0.06478025836502899,0.05701123430357143,0.09756625894010051,0.07210269480998216,0.08083866812538157,0.09375946335999688,0.12287607997481008,0.08309412760918125,0.0763095696547645,0.07414431158663107,0.10651652560310891
MAXPERM,pm_cutoff_65,0.351382529391,0.0466211128063,0.3850016423611111,0.41360676811594205,0.3111218021582734,0.3452419247311828,0.3640607940199336,0.3520414609375,0.2692875222222222,0.3132682508143323,0.319239,0.3312381033210332,0.3538565730337078,0.3885258322580645,0.3917318068965517,0.3474389597069597,0.3496717637540453,0.3817782218430034,0.3350122,0.30196865034965037,0.41559490234375,0.3836299482758621,0.4041118576271186,0.39549405172413793,0.35239950694444444,0.32492072999999994,0.412948391891892,0.3187485704467354,0.3281692787456446,0.3717077849829353,0.3327841655629139,0.41097655244755243,0.35481384374999997,0.3854414949152542,0.3154855130111524,0.40106684918032787,0.36017563066202085,0.37203028620689654,0.37497021691176474,0.3075419236363636,0.420101,0.300405614334471,0.3311595051194539,0.31805704166666665,0.37915147222222223,0.44836600668896315,0.34596647826086957,0.2795869391025641,0.30097243097643095,0.24591914035087714,0.22102503103448273,0.4013130340136054
RBSE,pm_cutoff_65,0.0724965379791,0.0230666713136,0.0798611111111111,0.08333333333333333,0.0539568345323741,0.0967741935483871,0.04318936877076412,0.1171875,0.08888888888888889,0.05211726384364821,0.07612456747404844,0.1033210332103321,0.0599250936329588,0.06451612903225806,0.08620689655172414,0.06227106227106227,0.08414239482200647,0.07849829351535836,0.08421052631578947,0.10139860139860139,0.0625,0.05517241379310345,0.06779661016949153,0.04827586206896552,0.0798611111111111,0.08,0.037162162162162164,0.08247422680412371,0.027874564459930314,0.05802047781569966,0.11920529801324503,0.06993006993006994,0.06944444444444445,0.061016949152542375,0.08921933085501858,0.04590163934426229,0.0627177700348432,0.05862068965517241,0.0661764705882353,0.06909090909090909,0.04081632653061224,0.10580204778156997,0.08191126279863481,0.05303030303030303,0.06944444444444445,0.03678929765886288,0.05434782608695652,0.0673076923076923,0.10101010101010101,0.14385964912280702,0.09310344827586207,0.05102040816326531
NMI,pm_cutoff_65,0.81304341037,0.0575954310775,0.704111181839,0.887473744034,0.83826946844,0.768768328925,0.814651333993,0.716221518228,0.836701168402,0.85648909771,0.775756519573,0.68046977568,0.857801328061,0.878418968391,0.848817785203,0.78579911419,0.798424875469,0.817999433372,0.779800763988,0.764689788753,0.827699017285,0.831978299897,0.832332689577,0.837469381301,0.838137533861,0.768943001905,0.87175589815,0.752469394676,0.859767311209,0.829756553816,0.789905665056,0.841237812358,0.799402239142,0.795650382954,0.791931687522,0.867703604251,0.83154136398,0.871299303434,0.819928673048,0.895444812752,0.938409719504,0.774334813762,0.751216725187,0.90638667293,0.885951956454,0.878394249487,0.782007864598,0.771341779735,0.706126706336,0.685366418596,0.761237215789,0.846377575712
FSCORE,pm_cutoff_65,0.936536066441,0.0217779913359,0.894104648456,0.96074813032,0.947491521906,0.924396244066,0.932813855562,0.886422128742,0.93691894417,0.956061302236,0.924341657594,0.895418676464,0.95170376275,0.959323028575,0.938731251279,0.931000024168,0.927813069312,0.936364673678,0.92295455039,0.919770538239,0.942900669085,0.945577348275,0.941027169311,0.948226045264,0.952073812491,0.919945634838,0.959803361377,0.919853485848,0.950249877741,0.944047927704,0.923225979658,0.951524895322,0.934958592617,0.931888198727,0.929735683039,0.960952991175,0.937463887512,0.962269841751,0.936476712685,0.962897728423,0.98305331762,0.930784818356,0.910541538313,0.973630808767,0.968833046039,0.958034622138,0.931704980843,0.920441678576,0.907891735565,0.883252667978,0.907617487918,0.94953876918
FSCORE_IMPROVE,pm_cutoff_65,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.7000000000000001
Mode 0.7000000000000001 Iteration 0
Mode 0.7000000000000001 Iteration 20
Mode 0.7000000000000001 Iteration 40
Average Elapsed Time = 3.87260021687
WASTE,pm_cutoff_70,45.5524928647,21.5893778214,74.8541666667,38.0688405797,15.8561151079,87.7885304659,34.976744186,65.72265625,22.8925925926,37.7426710098,62.8685121107,90.8118081181,10.8876404494,13.4483870968,60.1965517241,49.4285714286,51.5242718447,39.2116040956,26.5719298246,57.9825174825,35.609375,37.6103448276,40.7762711864,6.47931034483,78.4270833333,33.7766666667,15.9797297297,64.7079037801,28.8710801394,27.0682593857,57.9668874172,21.5909090909,55.1076388889,40.2813559322,36.7843866171,43.6983606557,48.8606271777,51.2862068966,53.6654411765,39.2072727273,12.7857142857,50.8122866894,59.0853242321,34.5909090909,38.9375,30.9163879599,41.6992753623,75.0416666667,93.8653198653,90.298245614,60.9551724138,30.0476190476
CUT_RATIO,pm_cutoff_70,0.114966005822,0.0246333702753,0.0978077571669,0.150090415913,0.107876712329,0.132302405498,0.134199134199,0.165338645418,0.105751391466,0.101351351351,0.110260336907,0.1336996337,0.108658743633,0.118881118881,0.131498470948,0.125240847784,0.129793510324,0.145645645646,0.125,0.0890756302521,0.129798903108,0.0973312401884,0.0902140672783,0.109546165884,0.119601328904,0.0980683506686,0.0655021834061,0.121835443038,0.0704697986577,0.0987841945289,0.12996941896,0.133870967742,0.122807017544,0.101796407186,0.104536489152,0.0837563451777,0.0920436817473,0.111450381679,0.0779014308426,0.0761750405186,0.151799687011,0.119379844961,0.117647058824,0.0990291262136,0.148148148148,0.0845921450151,0.147313691508,0.0790464240903,0.177531206657,0.116535433071,0.147909967846,0.111436950147
EC,pm_cutoff_70,71.96,15.8227178449,58,83,63,77,93,83,57,75,72,73,64,85,86,65,88,97,83,53,71,62,59,70,72,66,45,77,42,65,85,83,70,68,53,66,59,73,49,47,97,77,74,51,88,56,85,63,128,74,92,76
TCV,pm_cutoff_70,95.94,16.8587188125,85,111,85,97,107,112,83,106,100,92,85,116,111,82,111,122,103,79,103,85,88,98,98,99,71,106,63,95,113,105,86,92,73,82,79,106,67,67,129,107,100,65,116,78,107,90,144,92,108,98
LONELINESS,pm_cutoff_70,0.764738564649,0.0177763560499,0.759985989948,0.751181675934,0.766492756222,0.752048515151,0.789730855142,0.727257800659,0.740462408689,0.775663748775,0.774112472274,0.741107281353,0.756408876176,0.780854329875,0.774706085349,0.747521557662,0.775083761245,0.762042340788,0.765127944322,0.748687341095,0.755694003827,0.784780719756,0.763721904208,0.773418033994,0.761036783629,0.770636548129,0.803685324457,0.755248805422,0.768745192772,0.775513128595,0.757508882176,0.770446658042,0.761748074331,0.775454828214,0.743489112664,0.79864089699,0.788030017322,0.782730958987,0.764062829063,0.761174020519,0.783620927847,0.73084732771,0.752305998194,0.750895402802,0.765760811025,0.793472631563,0.756747637617,0.787279873329,0.751892792442,0.737219280328,0.732029465902,0.790613619939
QDS,pm_cutoff_70,0.434426943573,0.029804481458,0.41731601864188966,0.49137078225016445,0.480936714243534,0.41715670435743823,0.4100768040543971,0.47248687960712826,0.4472100368034437,0.39507959470696596,0.4218593201122412,0.44106731838100804,0.4122082572555036,0.429754352559351,0.44174007681554267,0.42973992576602077,0.45988366172817574,0.4507087655463063,0.39377383535794847,0.3756744046847562,0.47062300546719016,0.42750012696098333,0.4357601486853055,0.4293344055701327,0.4161151094617961,0.4615370403734918,0.46325319268831794,0.3823234290148018,0.4591569479296677,0.46701096739865705,0.4469311054425142,0.47035629951972896,0.4535036403828653,0.4322782339411888,0.45167518210551855,0.4216066000569111,0.43784721940469085,0.4061852024808648,0.4566518061100409,0.3897739226335463,0.43133089273647385,0.44167546760461945,0.43639784966480355,0.4417083743902905,0.47826516457639084,0.48740098418442623,0.4254136174987101,0.3431013007745173,0.42099235610600066,0.40696991190066756,0.4215971697194879,0.4190270509900992
CONDUCTANCE,pm_cutoff_70,0.0861726777276,0.0181319455137,0.09761153668533076,0.07758428111412849,0.07017134692252026,0.07478909985553275,0.1148485698671978,0.05620559944215689,0.09316256474395257,0.10916617064140761,0.0933787979691001,0.059158196801476624,0.07001987186771509,0.10445706818088757,0.10620627180826045,0.06696127615129138,0.06864886074094981,0.08111716882951928,0.09948119165067476,0.0661213695361281,0.0788921913559615,0.07512818376366667,0.07759336002880615,0.07297956608482231,0.10267889121138253,0.10540330852242163,0.13171450866733966,0.10010064737902073,0.09580079838025032,0.11018501567024683,0.10795998138901966,0.07434530647953576,0.09446786632216292,0.07937264662588117,0.0862533839314335,0.09970669462333212,0.09189483868019598,0.08550764359310785,0.07152547810513316,0.049373120001277034,0.0850740197577528,0.06102990725473402,0.055636858166117034,0.10450558900671271,0.08476860476615161,0.08005540468006704,0.09225958894693773,0.12109090471001147,0.08153506671686267,0.0841279488291973,0.0611781751662743,0.09739914475363903
MAXPERM,pm_cutoff_70,0.353554760938,0.0433873726205,0.37449604166666667,0.4020740398550725,0.3258461654676259,0.3426102903225806,0.36977836877076414,0.360179328125,0.28918501111111106,0.32867380456026063,0.3246186539792388,0.32137433579335795,0.34526934831460676,0.36127319032258065,0.3942002206896552,0.33840390476190474,0.3717669158576052,0.3950662491467577,0.33473175789473686,0.3118740454545455,0.38769822656249997,0.4158135655172413,0.4011263627118644,0.3939962310344828,0.35239950694444444,0.33876583333333327,0.40587252027027027,0.3182787663230241,0.34181203484320555,0.3717077849829353,0.35327181125827817,0.4247131328671329,0.34352089583333334,0.3854414949152542,0.3489960669144981,0.3952745967213115,0.3727996724738676,0.3685820793103448,0.38140396691176465,0.3098449127272727,0.4201008945578231,0.2716098361774744,0.34109509897610923,0.3052377310606061,0.37303644444444445,0.4439066555183947,0.3437925942028986,0.27921508333333334,0.297527494949495,0.2829141754385965,0.22927567241379307,0.3872852312925171
RBSE,pm_cutoff_70,0.0676130140885,0.0187295278789,0.059027777777777776,0.08695652173913043,0.04316546762589928,0.08960573476702509,0.03986710963455149,0.08984375,0.08148148148148149,0.06188925081433225,0.07958477508650519,0.08856088560885608,0.06367041198501873,0.06774193548387097,0.07586206896551724,0.07692307692307693,0.06796116504854369,0.06825938566552901,0.07719298245614035,0.09090909090909091,0.0703125,0.041379310344827586,0.05423728813559322,0.04827586206896552,0.0798611111111111,0.06666666666666667,0.037162162162162164,0.07216494845360824,0.024390243902439025,0.05802047781569966,0.09602649006622517,0.06643356643356643,0.07291666666666667,0.061016949152542375,0.06319702602230483,0.05245901639344262,0.04529616724738676,0.05862068965517241,0.05514705882352941,0.06181818181818182,0.04081632653061224,0.11604095563139932,0.07508532423208192,0.05303030303030303,0.07291666666666667,0.046822742474916385,0.057971014492753624,0.07051282051282051,0.10437710437710437,0.09824561403508772,0.09310344827586207,0.05782312925170068
NMI,pm_cutoff_70,0.83856132551,0.049584529996,0.780561494325,0.897802801183,0.864742919417,0.831140377302,0.85258619479,0.720609235475,0.892865235496,0.871584976471,0.832139155357,0.756534480134,0.857049936296,0.867376637016,0.861507768957,0.778427522032,0.848457559051,0.842076312327,0.834138361456,0.796442393856,0.843951623504,0.862739646279,0.861535246747,0.861539218848,0.842580359801,0.772685392403,0.901805335417,0.748117321566,0.87122946152,0.829756553816,0.819579097187,0.865522758833,0.83184081854,0.795650382954,0.830814932988,0.876117895398,0.882607125181,0.871503128801,0.868983328344,0.907655220599,0.941685198025,0.786403946266,0.800785309086,0.937102589196,0.880906635964,0.885238073719,0.81017427859,0.771952140684,0.737456178319,0.77024391565,0.804839097891,0.869020702432
FSCORE,pm_cutoff_70,0.947496527908,0.017145139204,0.928381095422,0.964368359287,0.957516176469,0.950010267106,0.956866835463,0.897588691994,0.956766059224,0.962001613669,0.942994487263,0.922683815133,0.951840631176,0.954017836425,0.947798889671,0.92785414212,0.952418452051,0.946348311299,0.940558698979,0.935892907354,0.950300039723,0.958790688247,0.955354100903,0.95865788814,0.955426302913,0.926440982311,0.969709620701,0.919303023923,0.956648234075,0.944047927704,0.943091067613,0.958465340032,0.947283173871,0.931888198727,0.950722372423,0.964148815039,0.956417229523,0.962282933092,0.957509187972,0.969336528681,0.983008528345,0.931487667917,0.926412097567,0.981371187112,0.965390727905,0.961106396391,0.942522204772,0.920262602051,0.921079043683,0.923341140501,0.930860756646,0.95625311681
FSCORE_IMPROVE,pm_cutoff_70,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.75
Mode 0.75 Iteration 0
Mode 0.75 Iteration 20
Mode 0.75 Iteration 40
Average Elapsed Time = 3.67309676647
WASTE,pm_cutoff_75,46.7350653908,22.3347577256,78.2291666667,38.9963768116,15.8561151079,88.4336917563,35.0697674419,69.05078125,24.3296296296,37.8599348534,63.3252595156,92.1992619926,13.5543071161,15.164516129,61.7551724138,49.7655677656,50.9158576052,40.7406143345,26.5719298246,59.2832167832,35.609375,38.1896551724,40.4915254237,6.47931034483,79.0520833333,32.27,15.9797297297,59.2920962199,28.8710801394,27.5051194539,55.6887417219,20.5,57.6493055556,41.6237288136,41.3345724907,43.5409836066,51.6202090592,52.1137931034,55.2095588235,41.0981818182,12.7857142857,52.5733788396,62.5529010239,34.5909090909,41.5208333333,30.9163879599,45.25,76.5032051282,99.4410774411,98.2561403509,64.224137931,32.9183673469
CUT_RATIO,pm_cutoff_75,0.115641264756,0.024823165587,0.0994940978078,0.150090415913,0.107876712329,0.135738831615,0.147186147186,0.163346613546,0.107606679035,0.1,0.119448698315,0.120879120879,0.106960950764,0.116083916084,0.128440366972,0.115606936416,0.138643067847,0.151651651652,0.125,0.0857142857143,0.129798903108,0.0989010989011,0.0902140672783,0.109546165884,0.117940199336,0.0995542347697,0.0655021834061,0.132911392405,0.0721476510067,0.103343465046,0.155963302752,0.135483870968,0.115789473684,0.100299401198,0.122287968442,0.0989847715736,0.0858034321373,0.111450381679,0.0810810810811,0.0729335494327,0.151799687011,0.113178294574,0.116057233704,0.100970873786,0.141414141414,0.0876132930514,0.140381282496,0.0790464240903,0.173370319001,0.100787401575,0.146302250804,0.111436950147
EC,pm_cutoff_75,72.48,16.461154273,59,83,63,79,102,82,58,74,78,66,63,83,84,60,94,101,83,51,71,63,59,70,71,67,45,84,43,68,102,84,66,67,62,78,55,73,51,45,97,73,73,52,84,58,81,63,125,64,91,76
TCV,pm_cutoff_75,96.12,17.6642463751,85,112,85,99,117,112,84,105,107,84,83,113,111,74,115,128,103,76,103,87,88,98,96,96,71,113,65,98,128,105,81,91,84,94,74,106,69,63,129,100,97,67,108,81,104,88,141,80,110,98
LONELINESS,pm_cutoff_75,0.765768400083,0.0170214780609,0.758821442996,0.749743161596,0.766492756222,0.74886338476,0.783084549413,0.728785473673,0.741795896135,0.776695268558,0.770211637324,0.749560147893,0.759026150213,0.78508489927,0.775805248375,0.756134953131,0.773947465178,0.759601929404,0.765127944322,0.754239876346,0.755694003827,0.783864196113,0.764355699998,0.773418033994,0.765206095341,0.774575706539,0.803685324457,0.752674160956,0.766193208524,0.772635876597,0.752883388757,0.767708871859,0.769704265702,0.778051529201,0.738225070121,0.798679185765,0.79042457967,0.784063338974,0.760736817038,0.764731221211,0.783620927847,0.73696789648,0.757214302395,0.748681787856,0.770756363536,0.790200958685,0.764247185512,0.787459269161,0.757404895978,0.748767094989,0.729481268374,0.793085293869
QDS,pm_cutoff_75,0.434901554967,0.0308271906453,0.4140288357786739,0.4945452318427424,0.48119146851801814,0.4144397584812131,0.39814288275403303,0.47453093792090595,0.45060867898766205,0.401294590373661,0.42431073877373654,0.4411173849092691,0.4094339895632708,0.425114149697564,0.4408546417211599,0.4349780234107504,0.4624205131749722,0.4489167365116219,0.3940180056324703,0.37999003799253356,0.47062300546719016,0.42383310867225443,0.4384023310765521,0.43013907713756666,0.41830190229305825,0.4558198296653995,0.46320613364014956,0.39348599150543584,0.45877519065547834,0.4670398574100354,0.4411725281556945,0.4795403169467481,0.45887870259564967,0.4379160457348929,0.4615969400251318,0.4335584932498781,0.4362068932218906,0.3987337878272374,0.4476506428247125,0.3872083827230335,0.43133089273647385,0.4393243595439798,0.4336056928704318,0.4442915963502563,0.47768286605642923,0.48656872087351455,0.42934890958048294,0.33743995513185043,0.42741880674023697,0.38628488249580484,0.4378667277464943,0.42188857133264285
CONDUCTANCE,pm_cutoff_75,0.085893407771,0.0170677707867,0.09625819479671824,0.08525108986110634,0.07077278099965215,0.07304694643625713,0.09589537199301372,0.05793270129726361,0.09253232843184396,0.1143138492905759,0.07918977110759665,0.06037657062862696,0.07070881332130474,0.1009696943298975,0.10500856067047916,0.07825308417178235,0.0676035214663115,0.07236041092158917,0.09723159481822517,0.0659254691718024,0.0788921913559615,0.07599672767886724,0.07654070421841287,0.07457390415447217,0.10742328322644795,0.10146593804226962,0.13106768304304675,0.08666786689005612,0.09361883330241087,0.10848965287630781,0.09010981721945212,0.08457141637299904,0.11362092579715033,0.0795922093464478,0.08860522632950879,0.10484762840958317,0.09665468563148615,0.08239239007814624,0.07142953546630165,0.05683168350839764,0.0850740197577528,0.05891811544376341,0.05961285586073288,0.10336173828931222,0.07675107230084499,0.07705590900895608,0.09757134530403061,0.12098615932948543,0.07838120591476883,0.07568949417498341,0.0763130559891519,0.09793236051620229
MAXPERM,pm_cutoff_75,0.357281760181,0.0419615687823,0.36350083680555556,0.39838533695652173,0.32604933812949644,0.3291054265232975,0.3638985149501661,0.35220717578125,0.2897958222222222,0.3340722964169381,0.3228175640138408,0.34074698523985236,0.34845313108614234,0.3759426935483871,0.39899547241379313,0.34865902197802207,0.3713146504854369,0.3778480955631399,0.33486224210526316,0.33291043356643363,0.38769822656249997,0.41335652068965517,0.41032294576271183,0.3939963103448276,0.3628176979166666,0.34532025666666666,0.4058724290540541,0.31477365292096215,0.3419384390243903,0.3640856177474403,0.3560871225165563,0.4092297937062937,0.36312772569444446,0.3994086338983051,0.35362370260223047,0.40123593770491806,0.37797068641114984,0.3656043793103448,0.3689649080882353,0.31045088727272724,0.4201008945578231,0.2976433924914676,0.35779003754266214,0.30321739393939395,0.3842828125,0.4442409966555184,0.37830894565217393,0.28133172435897436,0.3103036632996633,0.29582727719298246,0.22346799999999997,0.41212195918367345
RBSE,pm_cutoff_75,0.0659806893908,0.0178100278109,0.059027777777777776,0.08695652173913043,0.04316546762589928,0.0967741935483871,0.046511627906976744,0.08984375,0.07407407407407407,0.05863192182410423,0.08304498269896193,0.06642066420664207,0.056179775280898875,0.06451612903225806,0.06896551724137931,0.06593406593406594,0.06472491909385113,0.07508532423208192,0.07719298245614035,0.08391608391608392,0.0703125,0.04482758620689655,0.05423728813559322,0.04827586206896552,0.0763888888888889,0.06333333333333334,0.037162162162162164,0.0859106529209622,0.027874564459930314,0.06484641638225255,0.10927152317880795,0.07342657342657342,0.06944444444444445,0.061016949152542375,0.07063197026022305,0.04918032786885246,0.041811846689895474,0.05517241379310345,0.0625,0.05454545454545454,0.04081632653061224,0.10921501706484642,0.05802047781569966,0.056818181818181816,0.06597222222222222,0.046822742474916385,0.04710144927536232,0.07051282051282051,0.08754208754208755,0.08070175438596491,0.09655172413793103,0.05782312925170068
NMI,pm_cutoff_75,0.865434792785,0.0413958116907,0.815756936908,0.918471165166,0.89599497892,0.820224098576,0.901565691622,0.768667968535,0.903375982707,0.881505987039,0.874499399429,0.796492727374,0.873702539792,0.915786268871,0.870942872077,0.856748055783,0.863069664501,0.902412931998,0.841965223868,0.822987870776,0.843951623504,0.870990891529,0.874066964747,0.890110727795,0.863434322343,0.800572947733,0.909944522248,0.788962829496,0.894843530344,0.837192527001,0.817923481654,0.854591515184,0.850915257633,0.843746344006,0.866321571161,0.894191935078,0.898957771691,0.893723246693,0.859891294566,0.926292102024,0.928761626722,0.839188905883,0.901807128567,0.951180941058,0.918707590297,0.885238073719,0.883805283873,0.789312818236,0.802172085899,0.82812680506,0.844794374833,0.893848234708
FSCORE,pm_cutoff_75,0.957318516229,0.0143518509945,0.941869387056,0.971494246607,0.967821683733,0.952215172987,0.970092120991,0.915459280303,0.96378304089,0.965297246977,0.952775546352,0.937934561317,0.959004647349,0.974670944721,0.953935082079,0.956032707956,0.958736255475,0.9664371968,0.943215686275,0.944998653153,0.950300039723,0.962270700738,0.958202504149,0.96905954362,0.962172427083,0.934843738185,0.973026987744,0.92921569036,0.966304535038,0.947149481027,0.940005531655,0.954623895778,0.956419731989,0.948681323412,0.956886455718,0.970724808066,0.966118426507,0.969076069604,0.957131732873,0.975782025167,0.979677540778,0.947920087966,0.970445056538,0.985021447261,0.979178555922,0.961106396391,0.96744272967,0.929337201696,0.940971665091,0.949297638721,0.945140540872,0.966617841063
FSCORE_IMPROVE,pm_cutoff_75,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.8
Mode 0.8 Iteration 0
Mode 0.8 Iteration 20
Mode 0.8 Iteration 40
Average Elapsed Time = 3.57770252705
WASTE,pm_cutoff_80,47.7560770588,22.4736244212,76.2430555556,39.865942029,17.1366906475,89.4659498208,37.5016611296,72.69140625,26.2407407407,39.0716612378,66.8823529412,94.9741697417,12.1460674157,16.1967741935,66.4586206897,51.8168498168,52.857605178,42.4880546075,29.4350877193,55.2972027972,34.578125,38.4931034483,40.4915254237,8.56206896552,75.0659722222,33.99,15.5202702703,62.2199312715,28.8710801394,27.5051194539,58.1125827815,24.1083916084,58.3020833333,41.0813559322,40.4572490706,44.6950819672,53.2648083624,54.6103448276,55.8713235294,41.0981818182,14.8673469388,53.542662116,63.7133105802,35.5757575758,42.4652777778,31.2508361204,44.0760869565,79.233974359,100.208754209,100.543859649,65.575862069,33.0816326531
CUT_RATIO,pm_cutoff_80,0.116550465896,0.0252553872926,0.101180438449,0.150090415913,0.111301369863,0.135738831615,0.145743145743,0.153386454183,0.107606679035,0.0972972972973,0.110260336907,0.117216117216,0.118845500849,0.111888111888,0.122324159021,0.113680154143,0.150442477876,0.148648648649,0.128012048193,0.10756302521,0.146252285192,0.102040816327,0.0902140672783,0.114241001565,0.147840531561,0.0965824665676,0.0713245997089,0.123417721519,0.0704697986577,0.100303951368,0.151376146789,0.133870967742,0.115789473684,0.115269461078,0.114398422091,0.0989847715736,0.0826833073323,0.109923664122,0.0779014308426,0.0713128038898,0.164319248826,0.117829457364,0.112877583466,0.0990291262136,0.143097643098,0.0891238670695,0.140381282496,0.077791718946,0.176144244105,0.096062992126,0.139871382637,0.105571847507
EC,pm_cutoff_80,73.04,16.7176074843,60,83,65,79,101,77,58,72,72,64,70,80,80,59,102,99,85,64,80,65,59,73,89,65,49,78,42,66,99,83,66,77,58,78,53,72,49,44,105,76,71,51,85,59,81,62,127,61,87,72
TCV,pm_cutoff_80,96.46,18.5075227948,84,112,87,98,117,108,84,103,98,81,89,108,108,74,125,124,107,91,111,89,88,103,116,92,77,106,63,95,124,105,82,102,77,93,70,104,67,61,142,104,93,65,110,82,104,87,143,75,104,91
LONELINESS,pm_cutoff_80,0.767168782492,0.0166417702028,0.760685186739,0.749743161596,0.766228711582,0.74886338476,0.783147433829,0.732911396437,0.740325414812,0.779220469015,0.782562241036,0.754985384444,0.754718371086,0.789033418306,0.776576700327,0.75712984649,0.767090412543,0.76548131132,0.768000121416,0.750883319354,0.748901909184,0.782038985612,0.764355699998,0.772452815843,0.759814377846,0.771425986714,0.798659673151,0.761549472371,0.767049691837,0.777632063605,0.754244173431,0.772265595385,0.774908001845,0.774397229281,0.744832143571,0.801364100274,0.792761788883,0.783869190276,0.762150269944,0.766836883149,0.782027944715,0.736386949632,0.763568803815,0.748448301359,0.76758257213,0.790582307152,0.764856754828,0.789519655918,0.758602905513,0.756044541709,0.740390144734,0.801331905784
QDS,pm_cutoff_80,0.435319741549,0.0302636690962,0.4141967632315054,0.4942414796668723,0.479581212062407,0.4145198139856195,0.4075667147186597,0.47061502655876447,0.44744375794986213,0.39341817272636254,0.42667287924504493,0.45153934438950233,0.4021907791563678,0.4247547274464224,0.4406583401671028,0.4322238573597829,0.46218722309150934,0.44863667213355407,0.3931102718135764,0.4056361507115859,0.4755342733274066,0.42567603142349614,0.4384023310765521,0.4341730668627298,0.4298574751335083,0.43502636264392125,0.46590912953861063,0.3861666512290262,0.45749883676562564,0.4683075612033646,0.4409900824833715,0.4715743345788606,0.45829425524437956,0.43983552759442246,0.44967044718931787,0.4328329131298825,0.43382451805039285,0.4075640440081268,0.45123231936920166,0.38990507075357755,0.43122936844054444,0.44863055512005096,0.4337585058639827,0.4438472887518547,0.4794917490439095,0.4896620630738513,0.42195887990303654,0.3295822900541964,0.4235293933483526,0.3927488877048558,0.4403955606083246,0.4296841175415761
CONDUCTANCE,pm_cutoff_80,0.0869548285837,0.0178766694152,0.09328380511954186,0.08426785255312369,0.06513756081185118,0.07223269858589015,0.10671578489809466,0.060110091595851046,0.09390658892302575,0.10951527765441976,0.08413375908507267,0.06597763500435504,0.06611040412733228,0.10431766195972188,0.10159309493457616,0.07652482047466946,0.058646053359599395,0.07434014904206952,0.09457154835113668,0.07531737612158194,0.06413252271759462,0.07864076213290895,0.07654070421841287,0.0648055541796045,0.10530098277960326,0.10522077046150645,0.1279633902659269,0.08444291043611998,0.1022173624055449,0.11136838973068898,0.09876290926157842,0.07411800109440743,0.1162544349654919,0.07877326560509597,0.08743562426470569,0.10746970950078077,0.100607268885697,0.09383413696614841,0.07143913586876555,0.06467703461750043,0.085436672996816,0.06187997106657819,0.060200282280541244,0.10390521034960494,0.08018159897175106,0.08705908117139945,0.09318608260577564,0.12148936916397264,0.07764273944309248,0.087941463689429,0.07391177722938908,0.11420014725877656
MAXPERM,pm_cutoff_80,0.361295719866,0.0393901225328,0.3721094513888889,0.3984776449275362,0.33736206834532373,0.32970286379928315,0.36710016943521595,0.36932987500000003,0.2824357777777778,0.3344853908794788,0.3498335778546713,0.36488809963099633,0.3348182846441947,0.386695635483871,0.41724641379310345,0.3470425604395605,0.3608507540453074,0.38717666552901026,0.3551839122807018,0.3105898601398601,0.37687825781249995,0.40858778620689656,0.41032294576271183,0.39412276896551723,0.35872971527777775,0.3207466633333333,0.4017728716216216,0.33289157731958763,0.339078606271777,0.37680308532423207,0.3496295529801325,0.4299576363636364,0.38675951388888885,0.3962634610169491,0.36483808178438665,0.4088858524590164,0.37448637979094074,0.3612924413793104,0.37527631985294113,0.3143456581818182,0.41882760544217684,0.30568887030716724,0.36802860409556315,0.31079314015151516,0.3765087395833333,0.43172593645484947,0.37166625,0.28485348397435895,0.3133596161616161,0.3272311929824562,0.25716592758620693,0.4119384455782313
RBSE,pm_cutoff_80,0.0633672197524,0.0176884335462,0.059027777777777776,0.08695652173913043,0.04316546762589928,0.0967741935483871,0.046511627906976744,0.078125,0.07777777777777778,0.05537459283387622,0.06228373702422145,0.06273062730627306,0.06367041198501873,0.05806451612903226,0.05862068965517241,0.05860805860805861,0.07119741100323625,0.06484641638225255,0.05964912280701754,0.0979020979020979,0.08984375,0.05172413793103448,0.05423728813559322,0.04827586206896552,0.09027777777777778,0.07,0.0472972972972973,0.07216494845360824,0.024390243902439025,0.05460750853242321,0.09933774834437085,0.06293706293706294,0.059027777777777776,0.0711864406779661,0.06691449814126393,0.04918032786885246,0.03484320557491289,0.05172413793103448,0.05514705882352941,0.05090909090909091,0.04081632653061224,0.10580204778156997,0.04778156996587031,0.056818181818181816,0.06944444444444445,0.05016722408026756,0.04710144927536232,0.0673076923076923,0.09090909090909091,0.07017543859649122,0.07931034482758621,0.03741496598639456
NMI,pm_cutoff_80,0.891681865814,0.0407365864051,0.814084145408,0.925415241513,0.931302567831,0.822139905976,0.935534945984,0.810537490406,0.921839531597,0.901971020824,0.910930023256,0.808198966496,0.912433576517,0.932370082316,0.892947857587,0.87606702335,0.886878416009,0.923087478417,0.88456293168,0.880899702205,0.898512404592,0.887309688104,0.874066964747,0.963925895847,0.873815571627,0.837700241288,0.920589220933,0.853585507216,0.909141767114,0.865347940071,0.860155469091,0.89386197302,0.903949723558,0.865377669393,0.899946990739,0.921061494589,0.91166904103,0.922802527476,0.882808667283,0.933131189637,0.977280904032,0.882860684043,0.918653146344,0.960523782108,0.916087995586,0.925974459927,0.879456160833,0.808577967145,0.817225526735,0.845738338205,0.873822827473,0.927930643566
FSCORE,pm_cutoff_80,0.967045502383,0.0127221460464,0.944938308425,0.97499374862,0.978568723968,0.952200650115,0.980061465729,0.938199186697,0.97442644353,0.971596672671,0.970755156282,0.942256059693,0.970198739003,0.98077519838,0.966485922882,0.963252489103,0.96779493383,0.976335546707,0.964108808469,0.962015407184,0.969151650782,0.969096600539,0.958202504149,0.989702396385,0.962396994414,0.948566716598,0.976351999837,0.955757944444,0.972858165684,0.959746671319,0.953053181254,0.968650592018,0.96996812509,0.955525230968,0.969474891601,0.977232012327,0.972685406906,0.979380061925,0.964270932625,0.979127182769,0.993200346517,0.959351249032,0.976786577214,0.988738901329,0.979199480339,0.977083236784,0.967440116439,0.938597908126,0.947400680041,0.957360593155,0.957364787479,0.979588519769
FSCORE_IMPROVE,pm_cutoff_80,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.8500000000000001
Mode 0.8500000000000001 Iteration 0
Mode 0.8500000000000001 Iteration 20
Mode 0.8500000000000001 Iteration 40
Average Elapsed Time = 2.52785227299
WASTE,pm_cutoff_85,48.9211553081,23.3467124035,82.1736111111,40.3586956522,19.0935251799,93.0071684588,38.1661129568,75.12890625,26.8333333333,40.0228013029,68.2664359862,97.9852398524,12.1460674157,15.8612903226,68.1827586207,54.63003663,54.1779935275,43.7986348123,29.8140350877,56.9755244755,35.859375,36.7827586207,40.8576271186,8.56206896552,75.3159722222,32.8166666667,15.6418918919,64.116838488,30.3902439024,27.5051194539,58.5761589404,26.6258741259,58.3020833333,42.7491525424,40.4572490706,45.1672131148,53.2648083624,55.6724137931,57.5183823529,41.7236363636,14.8673469388,54.4027303754,64.6279863481,36.4848484848,43.3402777778,31.8528428094,44.0760869565,82.9903846154,104.599326599,103.364912281,66.1137931034,34.8095238095
CUT_RATIO,pm_cutoff_85,0.115813384437,0.0253105664327,0.0876897133221,0.150090415913,0.123287671233,0.123711340206,0.1443001443,0.159362549801,0.111317254174,0.1,0.105666156202,0.124542124542,0.118845500849,0.116083916084,0.11620795107,0.115606936416,0.147492625369,0.144144144144,0.125,0.102521008403,0.140767824497,0.117739403454,0.0917431192661,0.114241001565,0.151162790698,0.0965824665676,0.0684133915575,0.128164556962,0.0687919463087,0.100303951368,0.14373088685,0.133870967742,0.117543859649,0.12125748503,0.114398422091,0.0977157360406,0.0826833073323,0.111450381679,0.0763116057234,0.0713128038898,0.164319248826,0.105426356589,0.109697933227,0.0970873786408,0.141414141414,0.0921450151057,0.140381282496,0.0702634880803,0.170596393897,0.0929133858268,0.138263665595,0.104105571848
EC,pm_cutoff_85,72.52,16.4489999696,52,83,72,72,100,80,60,74,69,68,70,83,76,60,100,96,83,61,77,75,60,73,91,65,47,81,41,66,94,83,67,81,58,77,53,73,48,44,105,68,69,50,84,61,81,56,123,59,86,71
TCV,pm_cutoff_85,95.4,18.3084679862,71,112,97,92,115,106,87,105,95,81,88,112,104,76,123,120,104,87,108,101,90,103,114,92,73,109,61,95,119,106,83,106,77,91,70,104,65,61,142,94,90,64,109,85,104,81,136,71,102,89
LONELINESS,pm_cutoff_85,0.768571472568,0.0163608835711,0.76962287298,0.749743161596,0.764908254296,0.755723287529,0.785580721136,0.740252247373,0.733761377386,0.777671291393,0.786681388405,0.753538504661,0.758180157812,0.786525741724,0.782409658958,0.756894761269,0.767671623159,0.763857361305,0.771746819667,0.751782329292,0.755355335002,0.775895028462,0.75989326205,0.772452815843,0.760064832288,0.771638598831,0.804647139721,0.756791951822,0.769172456145,0.777632063605,0.757604203537,0.774620765059,0.773648067433,0.771785439759,0.744832143571,0.805067213181,0.792761788883,0.781823640398,0.764842988619,0.766836883149,0.782027944715,0.744789909799,0.766689781818,0.752726518922,0.768747119082,0.79026594774,0.764856754828,0.793010944393,0.767231063609,0.762088958907,0.740224628921,0.801995878372
QDS,pm_cutoff_85,0.435702383815,0.0302124319323,0.4141650509638944,0.49393772749100223,0.4762154314295906,0.41474543525732377,0.4067987402622272,0.47733935759359164,0.4468688741223253,0.3938885216455727,0.4271413296533734,0.4436276178868948,0.40705346818160676,0.43133800528018634,0.4432244347908915,0.42543591132166464,0.45759879140975906,0.44538419582482613,0.39504797189295193,0.40427241831031224,0.4935646002315143,0.42784141443530765,0.43571768012393514,0.434601204241253,0.4400310812009006,0.4361396470106502,0.46469543917159883,0.3825005974784356,0.4569172622005379,0.468034562138338,0.43945709708804126,0.47653241391351175,0.46268610953001893,0.4346587222058041,0.4500939016476168,0.43334473284572755,0.43382451805039285,0.4079244939368509,0.45477873277218755,0.38914377136177475,0.431221679642043,0.43142120391378236,0.43176288557589665,0.4441070606860905,0.47822922370158405,0.4851058071715554,0.42195887990303654,0.3369717309852482,0.4363229898644347,0.39132083968684034,0.4422174810500647,0.42790814365174684
CONDUCTANCE,pm_cutoff_85,0.087610890579,0.0176364383788,0.10207983434583129,0.08336655168747292,0.06602756678690665,0.08400550291087205,0.10588625395147934,0.06084599016750392,0.09193130741873033,0.10849350638012226,0.08894065758953708,0.06611246186537799,0.0730130602518995,0.10389065702860825,0.10721315737327375,0.07949421424514307,0.05566795843143911,0.07608593673743565,0.09374207236915606,0.06893525817410052,0.07565640867651445,0.0748083562410191,0.07508249598418891,0.06473715217262284,0.11455898957003027,0.10387340485980083,0.1311806763989434,0.07830738545622226,0.09662936984507463,0.10903714960011425,0.0947829702917786,0.07784302249357072,0.11272928739626525,0.07774358743286364,0.08518595469853169,0.10952005089532385,0.100607268885697,0.09587530871539567,0.07524882211820738,0.06164088776150722,0.0869605840613866,0.06885567190955036,0.060382980809645756,0.10457708996209363,0.08024467435126208,0.07352994953239392,0.09318608260577564,0.12141118933040869,0.09081086837922721,0.08826995636924209,0.07284248168376511,0.1086925027477731
MAXPERM,pm_cutoff_85,0.362557062744,0.0401936679757,0.3786358506944445,0.39857392391304347,0.33163121942446044,0.3361674014336918,0.36519175415282396,0.37490080859374997,0.27125451481481483,0.3290117654723127,0.35957453979238757,0.3604337011070111,0.34343272659176033,0.3752436838709677,0.42991131034482755,0.32599530769230767,0.3576684142394822,0.37983883617747444,0.3699239403508771,0.3179050524475524,0.40118337890625005,0.4016030034482759,0.3943148644067796,0.3941227931034483,0.3637802638888889,0.32151924666666665,0.4096560067567568,0.3287303951890035,0.34368593379790946,0.37680317064846414,0.3560345264900662,0.44510079370629374,0.3886916458333333,0.38298685084745765,0.36483841635687725,0.4154436262295082,0.37448637979094074,0.3557175724137931,0.37895287499999997,0.3143458181818182,0.4188276598639456,0.29826960409556313,0.3818838873720136,0.31836908333333336,0.3765088333333333,0.42815827759197317,0.37166625,0.29708471153846155,0.316925367003367,0.3327664,0.2575343965517241,0.41256635374149664
RBSE,pm_cutoff_85,0.0606690603203,0.0166799697718,0.04513888888888889,0.08695652173913043,0.046762589928057555,0.08602150537634409,0.04318936877076412,0.07421875,0.08518518518518518,0.05863192182410423,0.05536332179930796,0.07380073800738007,0.056179775280898875,0.06451612903225806,0.05172413793103448,0.05860805860805861,0.06472491909385113,0.06484641638225255,0.056140350877192984,0.08741258741258741,0.078125,0.06206896551724138,0.0576271186440678,0.04827586206896552,0.09375,0.07,0.037162162162162164,0.08247422680412371,0.020905923344947737,0.05460750853242321,0.09271523178807947,0.05944055944055944,0.05555555555555555,0.07457627118644068,0.06691449814126393,0.04262295081967213,0.03484320557491289,0.05862068965517241,0.051470588235294115,0.05090909090909091,0.04081632653061224,0.08873720136518772,0.04436860068259386,0.04924242424242424,0.06597222222222222,0.043478260869565216,0.04710144927536232,0.05448717948717949,0.06734006734006734,0.05964912280701754,0.08275862068965517,0.03741496598639456
NMI,pm_cutoff_85,0.917712420017,0.0363024705573,0.924977541325,0.93291732585,0.976322639572,0.871921512907,0.905934175338,0.875678376206,0.928981013799,0.934849996789,0.925317587922,0.837877997584,0.961858255337,0.936622689385,0.906138453241,0.930402290008,0.905505308208,0.950285788183,0.900380932301,0.931721584378,0.964817976624,0.93733058278,0.879696038299,0.950855577699,0.908577128867,0.845476412635,0.941706380096,0.90311932163,0.958816912717,0.878116038266,0.883972720346,0.925672956989,0.922472937315,0.890539344649,0.915529100665,0.930859465723,0.91166904103,0.972650115214,0.899555120951,0.954565024419,1.0,0.927476973125,0.926670873883,0.97132948763,0.928971654478,0.925570874619,0.879456160833,0.844149848918,0.840490370525,0.882235301933,0.895630008463,0.949947781172
FSCORE,pm_cutoff_85,0.976070253727,0.0108769630859,0.979338645071,0.978512076407,0.992865504893,0.968783643927,0.973597600235,0.96134023723,0.978012787466,0.981176237184,0.97696981754,0.952170242556,0.988843185484,0.981033788291,0.972931350582,0.981570817195,0.974182680437,0.986356008415,0.970109225191,0.980321614797,0.988433209382,0.982707780083,0.961211219826,0.986226408758,0.972629901741,0.951132969833,0.983051954599,0.972711760789,0.989603327119,0.962922256883,0.96436984638,0.97894368224,0.976656670861,0.965844618669,0.975566439759,0.980427755397,0.972685406906,0.993109303183,0.971134128177,0.98587003387,1.0,0.978294522894,0.979998562727,0.992469221954,0.982605436801,0.977095467691,0.967440116439,0.953731369212,0.957460089906,0.967861514729,0.966797460225,0.98640478642
FSCORE_IMPROVE,pm_cutoff_85,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.9
Mode 0.9 Iteration 0
Mode 0.9 Iteration 20
Mode 0.9 Iteration 40
Average Elapsed Time = 2.51304834366
WASTE,pm_cutoff_90,49.8063773238,23.5405415178,81.0208333333,40.7934782609,19.0935251799,91.0573476703,39.1362126246,78.12890625,27.2777777778,40.3876221498,68.6262975779,99.2398523985,12.1460674157,16.0032258065,69.4655172414,53.8681318681,56.1974110032,44.3174061433,33.2807017544,58.3321678322,35.859375,39.0448275862,42.8101694915,8.56206896552,77.6631944444,33.95,17.1418918919,64.116838488,31.1149825784,30.4266211604,60.2317880795,26.6258741259,59.0381944444,47.1152542373,40.4572490706,45.4295081967,54.3101045296,56.9965517241,59.0330882353,41.7236363636,14.8673469388,55.2218430034,65.6518771331,36.4848484848,42.3541666667,34.0468227425,42.8297101449,84.8108974359,107.037037037,104.90877193,68.2655172414,33.8163265306
CUT_RATIO,pm_cutoff_90,0.116254361295,0.0253621923153,0.0978077571669,0.148282097649,0.123287671233,0.142611683849,0.1443001443,0.161354581673,0.109461966605,0.0972972972973,0.110260336907,0.113553113553,0.118845500849,0.117482517483,0.114678899083,0.123314065511,0.147492625369,0.147147147147,0.118975903614,0.0974789915966,0.138939670932,0.114599686028,0.0871559633028,0.114241001565,0.147840531561,0.0936106983655,0.0771470160116,0.128164556962,0.0687919463087,0.100303951368,0.140672782875,0.132258064516,0.117543859649,0.12125748503,0.112426035503,0.0977157360406,0.0780031201248,0.117557251908,0.0826709062003,0.0713128038898,0.164319248826,0.102325581395,0.108108108108,0.0970873786408,0.149831649832,0.0906344410876,0.149046793761,0.0727728983689,0.167822468793,0.0897637795276,0.136655948553,0.108504398827
EC,pm_cutoff_90,72.78,16.3074093589,58,82,72,83,100,81,59,72,72,62,70,84,75,64,100,98,79,58,76,73,57,73,89,63,53,81,41,66,92,82,67,81,57,77,50,77,52,44,105,66,68,50,89,60,86,58,121,57,85,74
TCV,pm_cutoff_90,94.88,18.3713254829,76,110,97,102,115,106,85,101,98,74,88,114,102,81,123,122,98,83,106,98,84,103,112,88,78,109,61,94,116,104,83,107,74,91,67,108,64,61,142,91,88,64,114,82,107,81,133,71,99,89
LONELINESS,pm_cutoff_90,0.770045394285,0.0159786313031,0.768159170136,0.754525341306,0.764908254296,0.747127736932,0.785617817571,0.741227115962,0.735925800889,0.77985623942,0.7820197032,0.759743277635,0.758180157812,0.78445206215,0.784849591609,0.75196192065,0.769108608865,0.764856410735,0.781720873513,0.759465051104,0.757576598511,0.778208059649,0.768383803013,0.772452815843,0.762606005705,0.77533686601,0.802185615931,0.756791951822,0.769172456145,0.777374052677,0.761667895636,0.77718167233,0.773959104973,0.768738838664,0.746984771946,0.805067213181,0.794729087859,0.781650614582,0.775653878658,0.766836883149,0.782027944715,0.747822849659,0.769189507004,0.752726518922,0.76996289235,0.793830047411,0.760860688015,0.798127472442,0.769292789945,0.76348171403,0.746958851532,0.801725118179
QDS,pm_cutoff_90,0.435118706779,0.0299988702514,0.4069704284030186,0.49340003231710733,0.4762154314295906,0.40420415211809313,0.4067737897915693,0.47635587670943885,0.44535887301143234,0.3935071077162287,0.41891957455310197,0.44448178022988966,0.40705346818160676,0.43147625560198777,0.4406177279393161,0.4244341493263195,0.46035110892775777,0.45018287805809304,0.40120908082979906,0.4080183426701694,0.48942201300569127,0.4241685254982483,0.434942209171708,0.434601204241253,0.42961162576900835,0.422955659767258,0.46726572673530753,0.3825005974784356,0.4568222384101724,0.46675437142044307,0.4495201345697819,0.4763317052904004,0.4635583120865068,0.43297870183751436,0.44808765169840525,0.43354674487589545,0.43649519228482164,0.4091286721032653,0.45464212360865824,0.38883420978511885,0.431221679642043,0.4310433316501836,0.43018732269610926,0.4427205067891816,0.4837350310994095,0.4830101289669232,0.4232094999051312,0.34811680799981576,0.44384573962482504,0.39080005804333373,0.4447311664720444,0.4116163885866697
CONDUCTANCE,pm_cutoff_90,0.0873425927725,0.0178793631533,0.09020197154487053,0.08414453695098477,0.06602756678690665,0.06807005035558804,0.10867747960809464,0.06316460583198087,0.09240386846610893,0.09615667800054584,0.08385948595385478,0.06494300449069762,0.0730130602518995,0.10347564926154243,0.10914386591945888,0.07838323912543253,0.06062593284481129,0.0742145452814985,0.11245570998264716,0.07332422316432789,0.0761759737419468,0.07611136318175235,0.07634310539722329,0.06473715217262284,0.10836370913039657,0.09475080000794679,0.12628961137955103,0.07830738545622226,0.09649856244404645,0.10661451218737024,0.10339970241645742,0.07885537517300668,0.11275059797858877,0.0710132644443684,0.08536952823205197,0.10937641507403023,0.1040004160080086,0.09494573436938958,0.07776555965772065,0.060677039586188086,0.0869605840613866,0.06837634572291038,0.05949585601377115,0.10502440290339057,0.08034875713443113,0.07372917387790691,0.09435455399590766,0.13040825265161457,0.09010366604111843,0.08419741461782365,0.07562008059702763,0.1138792691470947
MAXPERM,pm_cutoff_90,0.365416897013,0.0405221710836,0.3812101597222222,0.4101996014492754,0.33163121942446044,0.3359583225806452,0.3649398139534884,0.3774671171875,0.2830982333333333,0.32483123778501627,0.34547653287197233,0.38103659778597787,0.34343272659176033,0.37201777419354837,0.42740819310344824,0.3165325824175824,0.36306233656957926,0.38409288395904434,0.38010078596491226,0.3243152027972028,0.40356709765625004,0.41237890689655177,0.40289407118644066,0.3941227931034483,0.3748630034722222,0.3144565666666667,0.4123304189189189,0.3287303951890035,0.3438102613240418,0.3859854129692833,0.3602998145695364,0.44859741258741254,0.39052953125,0.3592228508474577,0.36696272490706316,0.4154432950819672,0.3777384320557491,0.35596555862068974,0.39520005882352943,0.3143459527272727,0.4188276598639456,0.307771156996587,0.38188401023890783,0.31836899242424244,0.3640809861111111,0.43167218729096984,0.36587593478260866,0.30052251282051284,0.33593410437710436,0.3514801263157895,0.26266246896551726,0.4275088299319728
RBSE,pm_cutoff_90,0.0578723761115,0.015700112723,0.052083333333333336,0.08333333333333333,0.046762589928057555,0.08960573476702509,0.046511627906976744,0.0703125,0.08148148148148149,0.05537459283387622,0.0726643598615917,0.055350553505535055,0.056179775280898875,0.06774193548387097,0.04482758620689655,0.06593406593406594,0.061488673139158574,0.06143344709897611,0.042105263157894736,0.06993006993006994,0.07421875,0.05517241379310345,0.04406779661016949,0.04827586206896552,0.08333333333333333,0.07333333333333333,0.0472972972972973,0.08247422680412371,0.020905923344947737,0.051194539249146756,0.08278145695364239,0.055944055944055944,0.05555555555555555,0.0711864406779661,0.06691449814126393,0.04262295081967213,0.0313588850174216,0.06206896551724138,0.04044117647058824,0.05090909090909091,0.04081632653061224,0.08532423208191127,0.040955631399317405,0.04924242424242424,0.06944444444444445,0.033444816053511704,0.050724637681159424,0.04807692307692308,0.06397306397306397,0.042105263157894736,0.06551724137931035,0.04081632653061224
NMI,pm_cutoff_90,0.940667281443,0.0306572967109,0.940114639629,0.951380199983,0.976322639572,0.934599457597,0.941130638364,0.913388444477,0.945600480761,0.965071743102,0.941944041518,0.888042487517,0.961858255337,0.936622689385,0.927716374302,0.945856219928,0.950034670141,0.97724991096,0.958233635149,0.951176411473,0.974094116928,0.974972209643,0.900214491463,0.950855577699,0.918421442196,0.865246058246,0.97389419837,0.90311932163,0.972524682392,0.904936631795,0.896625592038,0.949435170805,0.930155638134,0.939306573694,0.92277136674,0.944079825434,0.926556294571,1.0,0.957601803501,0.963034144523,1.0,0.944693913781,0.948523863558,0.985329828689,0.957500533549,0.955469865949,0.900034366564,0.886973412913,0.877952214346,0.896990513411,0.943579846043,0.962127634353
FSCORE,pm_cutoff_90,0.98362733849,0.0084488460505,0.982824318133,0.985635197002,0.992865504893,0.982512608538,0.983482692042,0.976687287817,0.985254752778,0.990406836048,0.983332301769,0.971321794955,0.988843185484,0.981033788291,0.979606950365,0.985323109243,0.987018452175,0.993188266356,0.989627239188,0.986601626315,0.992256968194,0.993121767508,0.970383965246,0.986226408758,0.979309356582,0.959271333018,0.993230077262,0.972711760789,0.993033632616,0.972925487781,0.970577261048,0.986006923507,0.979839662176,0.98303190636,0.978741667051,0.983638103825,0.979347651274,1.0,0.989018559864,0.989333789052,1.0,0.984109021776,0.986503590463,0.996220137887,0.989584680026,0.986873909936,0.974635462428,0.968954092618,0.970158615464,0.973807241622,0.983162288022,0.989785690937
FSCORE_IMPROVE,pm_cutoff_90,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 0.9500000000000001
Mode 0.9500000000000001 Iteration 0
Mode 0.9500000000000001 Iteration 20
Mode 0.9500000000000001 Iteration 40
Average Elapsed Time = 2.50240821362
WASTE,pm_cutoff_95,50.7805842574,23.955999802,83.8958333333,41.2427536232,20.2158273381,92.3906810036,40.877076412,81.30078125,25.4407407407,40.3876221498,69.1937716263,100.760147601,13.2097378277,16.9322580645,70.3482758621,53.8681318681,55.5113268608,44.3174061433,34.3894736842,58.9755244755,35.859375,41.0586206897,47.6644067797,8.56206896552,80.2048611111,38.11,17.6013513514,66.2749140893,31.1149825784,31.6552901024,62.9867549669,26.8776223776,59.0381944444,47.7389830508,41.6022304833,45.4295081967,55.2160278746,56.9965517241,59.0330882353,41.7236363636,14.8673469388,55.9180887372,65.6518771331,36.4848484848,43.4097222222,34.0468227425,43.5398550725,88.3621794872,106.511784512,107.98245614,69.5068965517,34.7414965986
CUT_RATIO,pm_cutoff_95,0.115592604786,0.0261869384991,0.0927487352445,0.146473779385,0.123287671233,0.137457044674,0.1443001443,0.161354581673,0.124304267161,0.0959459459459,0.108728943338,0.106227106227,0.120543293718,0.116083916084,0.122324159021,0.121387283237,0.15191740413,0.147147147147,0.117469879518,0.0957983193277,0.138939670932,0.116169544741,0.0795107033639,0.114241001565,0.146179401993,0.0936106983655,0.075691411936,0.126582278481,0.0671140939597,0.0927051671733,0.134556574924,0.132258064516,0.115789473684,0.119760479042,0.114398422091,0.10152284264,0.0842433697348,0.117557251908,0.0810810810811,0.0713128038898,0.164319248826,0.0992248062016,0.109697933227,0.0970873786408,0.146464646465,0.0906344410876,0.152512998267,0.0702634880803,0.171983356449,0.0771653543307,0.135048231511,0.108504398827
EC,pm_cutoff_95,72.36,16.8792890846,55,81,72,80,100,81,67,71,71,58,71,83,80,63,103,98,78,57,76,74,52,73,88,63,52,80,40,61,88,82,66,80,58,80,54,77,51,44,105,64,69,50,87,60,88,56,124,49,84,74
TCV,pm_cutoff_95,93.72,19.0378990437,72,108,97,97,114,105,91,99,97,69,90,111,103,80,127,122,96,81,106,98,77,103,107,87,76,106,59,86,111,107,81,106,78,93,72,108,62,61,142,87,90,64,112,82,105,75,138,61,98,89
LONELINESS,pm_cutoff_95,0.771731922435,0.0166340801561,0.771436675697,0.75673270854,0.764908254296,0.752817570433,0.788405918891,0.736224503918,0.73289309305,0.783535227813,0.784041828964,0.76291691867,0.755958399517,0.787797991336,0.786261767338,0.752862326184,0.766105251417,0.764856410735,0.783976454805,0.763414175008,0.757576598511,0.776052000173,0.779506992393,0.772452815843,0.763935043002,0.782261699957,0.804159921153,0.758885537239,0.769825293735,0.786138393022,0.764513308157,0.778765593508,0.77661892022,0.771221616561,0.746232352995,0.806667740808,0.793344131048,0.781650614582,0.779806266293,0.766836883149,0.782027944715,0.750656314016,0.767110212272,0.752726518922,0.771069851013,0.793830047411,0.763394532065,0.80275887963,0.766531142763,0.774128694505,0.749175543492,0.801589241962
QDS,pm_cutoff_95,0.435849447436,0.02927291092,0.4158093198817171,0.4894317259389923,0.47623711340663183,0.4103224258680238,0.4083176796385224,0.46937888421636653,0.4555084184283819,0.39376410232811504,0.42699836309097805,0.44518248709139396,0.40911550045483697,0.4297811373018133,0.43979076735583883,0.42216960193066727,0.4602351609658691,0.45018287805809304,0.3999461300809189,0.40880381477380595,0.4884615952434289,0.42818593732297733,0.43111578167355974,0.4341730668627298,0.4280478215847757,0.4324413720840286,0.46588192297921766,0.38023043558114566,0.46378584341665274,0.45357839293834534,0.4446882965985738,0.48020690187733694,0.46710973553647517,0.42922031637337976,0.44901355025252465,0.43786494136953463,0.4318892496034794,0.4091286721032653,0.4549755910297738,0.38883420978511885,0.431221679642043,0.4294528607763996,0.4313430071245641,0.4427205067891816,0.47953603023996877,0.4826961363056544,0.4377145112983036,0.348384542034275,0.45207496695025035,0.3913839834517246,0.443825676760747,0.4123093253774667
CONDUCTANCE,pm_cutoff_95,0.0892979426829,0.0189197033435,0.0964294205172936,0.0843942811794587,0.06714480613548995,0.0751098411732643,0.10682173136384862,0.07297263121782456,0.10070747698498635,0.09654933310733359,0.09929307177266135,0.06526248896586458,0.0716842464736598,0.10688045321726823,0.10542092992140922,0.07449640393844806,0.060587885888462735,0.0742145452814985,0.11183173695957087,0.07283022904585965,0.07445036753869533,0.0676589490608265,0.0750558659961009,0.0648055541796045,0.11206606218871035,0.10724473507925966,0.12822627426424146,0.07788743282459552,0.09366771156385262,0.10830618342059503,0.11308102481788802,0.08266207689658785,0.11720811115019873,0.07336194008519116,0.08648429573409999,0.1099510729395775,0.11815579471761924,0.09494573436938958,0.07896025939483396,0.060677039586188086,0.0869605840613866,0.07405076698637338,0.05917219440571867,0.10502440290339057,0.07957045594665547,0.07352381485711429,0.09448321701805687,0.13650520446774853,0.09460453771774836,0.09000855539719724,0.07579032801097406,0.10771507342215643
MAXPERM,pm_cutoff_95,0.369014889615,0.0406325654876,0.3939270034722222,0.4121170289855072,0.3317819208633093,0.3526576021505376,0.3628080863787375,0.36399356640624997,0.28690074074074073,0.33134600000000003,0.3496192491349481,0.3807287859778598,0.3418095505617978,0.3775018193548387,0.4209359172413793,0.32701546886446886,0.3699430097087379,0.38409288395904434,0.3797737087719298,0.3313079755244755,0.40356724609375005,0.4008653413793103,0.43331378305084745,0.39412276896551723,0.38768121527777777,0.33388423,0.4137675574324325,0.3195196907216495,0.34662649825783975,0.4121018532423208,0.35530201986754967,0.4466745314685314,0.40087644791666666,0.36261255593220343,0.35645169144981403,0.4237453245901639,0.37749601742160277,0.35596555862068974,0.40255293382352936,0.3143459527272727,0.4188276598639456,0.309367614334471,0.38017752218430034,0.31836899242424244,0.3646727465277778,0.43167227759197324,0.36813629710144924,0.31132395512820515,0.3364250303030302,0.37282518947368426,0.2639947206896552,0.43521893877551027
RBSE,pm_cutoff_95,0.0542822290083,0.0156188914843,0.04513888888888889,0.07971014492753623,0.046762589928057555,0.07885304659498207,0.053156146179401995,0.0703125,0.07777777777777778,0.048859934853420196,0.06228373702422145,0.04797047970479705,0.0599250936329588,0.06451612903225806,0.041379310344827586,0.06593406593406594,0.06472491909385113,0.06143344709897611,0.03859649122807018,0.06293706293706294,0.07421875,0.05517241379310345,0.030508474576271188,0.04827586206896552,0.08333333333333333,0.05333333333333334,0.04391891891891892,0.07560137457044673,0.017421602787456445,0.03754266211604096,0.0728476821192053,0.04895104895104895,0.052083333333333336,0.06440677966101695,0.06319702602230483,0.04262295081967213,0.03484320557491289,0.06206896551724138,0.03308823529411765,0.05090909090909091,0.04081632653061224,0.08191126279863481,0.04436860068259386,0.04924242424242424,0.0625,0.033444816053511704,0.05434782608695652,0.041666666666666664,0.0707070707070707,0.021052631578947368,0.05862068965517241,0.04081632653061224
NMI,pm_cutoff_95,0.968086262257,0.017439737285,0.973601523311,0.960560111612,0.986286864485,0.954936630733,0.973713240642,0.959980616982,0.986108669877,0.974313896526,0.974816463496,0.936915343085,1.0,0.966587657587,0.96541360217,0.970685961824,0.960053607065,0.97724991096,0.971589641422,0.97381593204,0.984949295385,1.0,0.959486953002,0.963925895847,0.956288403094,0.948570406731,0.986869723683,0.948695530447,0.985875506888,0.957975066928,0.929754907542,0.98595702902,0.967364038783,0.949225883206,0.962406185224,0.965234938208,0.971420512754,1.0,0.971464939666,0.963034144523,1.0,0.975393071797,0.962290115297,0.985329828689,0.985058300614,0.964616647075,0.956459644428,0.948416029773,0.912950034882,0.950699457852,0.965280531862,0.972690415842
FSCORE,pm_cutoff_95,0.991648601011,0.00448457909959,0.993112522566,0.98919592671,0.996418196552,0.989347686538,0.993384917118,0.988478263885,0.99630919242,0.993568814219,0.993177906629,0.985393695099,1.0,0.990477144914,0.989854722178,0.992691859895,0.99028752544,0.993188266356,0.993023387074,0.993157165983,0.99611161138,1.0,0.989935200124,0.989702396385,0.989637577174,0.986797589464,0.996624121552,0.983104506646,0.99650765139,0.989775015533,0.980434167696,0.996503141829,0.989826954878,0.986431195923,0.989466484285,0.990138501497,0.993040578147,1.0,0.992676456676,0.989333789052,1.0,0.993373845001,0.989939485224,0.996220137887,0.99652621828,0.990111423832,0.989091299544,0.987394225391,0.980052761109,0.989618548889,0.989791125942,0.993196846221
FSCORE_IMPROVE,pm_cutoff_95,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Mode 1.0
Mode 1.0 Iteration 0
Mode 1.0 Iteration 20
Mode 1.0 Iteration 40
Average Elapsed Time = 2.49266708374
WASTE,pm_cutoff_100,51.6478922313,24.5232083595,85.6875,42.4311594203,20.6330935252,95.1577060932,41.7674418605,82.48828125,25.4407407407,41.1042345277,70.5916955017,102.221402214,13.2097378277,19.1129032258,72.4310344828,54.9963369963,55.0194174757,44.3174061433,35.7649122807,58.9755244755,35.859375,41.0586206897,48.206779661,5.8724137931,82.6354166667,40.0966666667,17.8986486486,70.8109965636,29.9721254355,33.7849829352,67.2781456954,25.8426573427,61.8298611111,49.013559322,41.6022304833,45.4295081967,57.4599303136,56.9965517241,60.4889705882,41.7236363636,14.8673469388,55.9180887372,67.2764505119,37.0454545455,42.7708333333,35.0635451505,42.2934782609,90.6057692308,105.663299663,108.852631579,70.9689655172,35.8571428571
CUT_RATIO,pm_cutoff_100,0.115196381647,0.0259584162156,0.0876897133221,0.144665461121,0.121575342466,0.13058419244,0.142857142857,0.145418326693,0.122448979592,0.0932432432432,0.105666156202,0.106227106227,0.120543293718,0.114685314685,0.11620795107,0.123314065511,0.153392330383,0.147147147147,0.117469879518,0.0941176470588,0.137111517367,0.116169544741,0.0795107033639,0.1220657277,0.139534883721,0.0950965824666,0.0771470160116,0.120253164557,0.0738255033557,0.0927051671733,0.140672782875,0.135483870968,0.114035087719,0.133233532934,0.110453648915,0.10152284264,0.0842433697348,0.117557251908,0.0826709062003,0.0680713128039,0.164319248826,0.0945736434109,0.106518282989,0.095145631068,0.148148148148,0.0845921450151,0.161178509532,0.0702634880803,0.176144244105,0.0929133858268,0.131832797428,0.105571847507
EC,pm_cutoff_100,72.18,17.1402333706,52,80,71,76,99,73,66,69,69,58,71,82,76,64,104,98,78,56,75,74,52,78,84,64,53,76,44,61,92,84,65,89,56,80,54,77,52,42,105,61,67,49,88,56,93,56,127,59,82,72
TCV,pm_cutoff_100,93.2,19.2592834758,67,106,95,94,113,94,90,95,93,72,90,109,97,82,127,123,97,79,104,98,78,110,102,89,78,100,62,84,117,110,81,116,75,93,71,108,64,57,142,82,86,62,113,77,112,75,138,72,95,86
LONELINESS,pm_cutoff_100,0.773620873216,0.0160350820647,0.778327278141,0.759061841395,0.768971022054,0.757764784772,0.789172371096,0.746849063573,0.737076239112,0.78701343303,0.788288316901,0.760666753018,0.755958399517,0.789972098294,0.793634936868,0.750689397742,0.766151162968,0.764904593559,0.785052682499,0.767363298913,0.761988510373,0.776052000173,0.779176747092,0.769553426774,0.76942776663,0.78303497642,0.801988162139,0.766260484092,0.768537470296,0.78791398175,0.766269411261,0.777650893874,0.772762540144,0.768290328059,0.749410955476,0.806667740808,0.793517062071,0.781650614582,0.777501792851,0.771363553876,0.782027944715,0.756800438525,0.773464713693,0.755500835132,0.770847009814,0.798799530701,0.762624872158,0.80487172624,0.770900603391,0.771895445495,0.750754902491,0.806619546242
QDS,pm_cutoff_100,0.435934451243,0.0299249901765,0.416429373698355,0.48906258408520786,0.47681962281514084,0.40635508414758686,0.41652123463816765,0.4676278517726571,0.4560036651791663,0.39401657537280954,0.4242407162410803,0.4401605256170637,0.40911550045483697,0.4270914924182788,0.4356458098132931,0.4247520157379736,0.4601904563685125,0.4513782614432305,0.4007714496591898,0.4097812369517666,0.4878153269434755,0.42818593732297733,0.42594232420850137,0.42330810707491817,0.4245627283759761,0.4286783580305838,0.46614647032019246,0.38548091934856676,0.4640957382269197,0.46847914163533827,0.42435660004587145,0.49026339739299635,0.46256556519298186,0.44972497445276144,0.44823736692467603,0.4392793226330248,0.43775523807255745,0.4091286721032653,0.4439227584495523,0.38440757381917867,0.431221679642043,0.4343553481900537,0.4346179971078554,0.4420908385514124,0.48112333495592075,0.4869015657134336,0.44769488866317636,0.34186503700112225,0.44361699186450926,0.39474161665438884,0.4352341449725012,0.4249591418431852
CONDUCTANCE,pm_cutoff_100,0.0900320353481,0.0185580759142,0.1030086292887562,0.08564152177213256,0.06690594203728568,0.08137002494372406,0.11357000144882032,0.07422441847652879,0.10190293402979846,0.0972695985104405,0.09962741284778232,0.06574842169712988,0.0716842464736598,0.10553371367216051,0.1153495619180532,0.07230355137048276,0.060005171907538506,0.07300629479197521,0.10390337999454254,0.07415701377902213,0.07502183522449166,0.0676589490608265,0.0646552030225012,0.07588502722765204,0.1142859721406213,0.10038608576146163,0.12874392124580028,0.07846183667535865,0.09253919776875291,0.11820932351701148,0.10035186429110404,0.08526449652541909,0.10927048584237276,0.08000348586362618,0.08333356482378061,0.11346675500983901,0.12538652153599414,0.09494573436938958,0.06500100648797008,0.06125644500513577,0.0869605840613866,0.07934108690728138,0.07104691317808842,0.10570288784263832,0.07809378935532209,0.08543501951153541,0.09370888281274932,0.12479676531822283,0.09617808776722589,0.09205269444419494,0.07500658739410122,0.1139389184533808
MAXPERM,pm_cutoff_100,0.370915543867,0.0398372885343,0.4017397569444444,0.41179440942028983,0.33339897122302153,0.3575159139784946,0.3741756943521594,0.37962566015625,0.29444424444444445,0.3443751921824104,0.34943153633217994,0.3725947638376384,0.3418095505617978,0.38750196774193546,0.4235751103448276,0.3195814945054945,0.36487605501618126,0.37968584300341296,0.38349297543859645,0.34337481468531467,0.41137955859375,0.4008653413793103,0.4216765050847458,0.3909823965517241,0.372676375,0.3383598400000001,0.417410054054054,0.31159258075601376,0.34473322648083626,0.41687880887372014,0.35059711258278153,0.4488307517482518,0.3686710729166667,0.3591092677966101,0.3652412899628253,0.4237455049180327,0.3853522369337979,0.35596555862068974,0.3974852830882353,0.3201351127272727,0.4188276598639456,0.32208652218430034,0.3949154675767918,0.32215693939393936,0.3703151145833334,0.4435448327759198,0.375517884057971,0.30987859294871795,0.35218540404040405,0.3842764842105263,0.2612680206896552,0.42612243877551026
RBSE,pm_cutoff_100,0.049671223232,0.0142765322921,0.034722222222222224,0.06884057971014493,0.039568345323741004,0.06093189964157706,0.04318936877076412,0.05859375,0.07407407407407407,0.04234527687296417,0.05536332179930796,0.04059040590405904,0.0599250936329588,0.06451612903225806,0.03103448275862069,0.0695970695970696,0.06796116504854369,0.06825938566552901,0.031578947368421054,0.055944055944055944,0.0703125,0.05517241379310345,0.02711864406779661,0.05517241379310345,0.07291666666666667,0.056666666666666664,0.0472972972972973,0.05154639175257732,0.020905923344947737,0.040955631399317405,0.059602649006622516,0.05244755244755245,0.04513888888888889,0.0576271186440678,0.05947955390334572,0.04262295081967213,0.03484320557491289,0.06206896551724138,0.03308823529411765,0.04,0.04081632653061224,0.06825938566552901,0.03754266211604096,0.045454545454545456,0.06597222222222222,0.030100334448160536,0.050724637681159424,0.035256410256410256,0.05387205387205387,0.02456140350877193,0.05517241379310345,0.023809523809523808
NMI,pm_cutoff_100,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE,pm_cutoff_100,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,pm_cutoff_100,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
Content source: sbarakat/graph-partitioning
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