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"]
#cols = ["WASTE", "CUT RATIO", "EDGES CUT", "TOTAL COMM VOLUME", "Q", "Qds", "CONDUCTANCE", "LONELINESS", "NETWORK PERMANENCE", "NORM. MUTUAL INFO", "EDGE CUT WEIGHT", "FSCORE", "FSCORE RELABEL IMPROVEMENT"]
#cols = ["WASTE", "CUT RATIO", "EDGES CUT", "TOTAL COMM VOLUME", "MODULARITY", "LONELINESS", "NETWORK PERMANENCE", "NORM. MUTUAL INFO", "EDGE CUT WEIGHT", "FSCORE", "FSCORE RELABEL IMPROVEMENT"]

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_100",
                                           "arrival_100_$$.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,


    ####
    # 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 = 100

num_partitions = [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]

for mode in num_partitions:

    metricsDataPrediction = []
    metricsDataAssign = []
    
    dataQdsOv = []
    dataCondOv = []
        
    config['num_partitions'] = 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)

        conf["DATA_FILENAME"] = conf["DATA_FILENAME"].replace('$$', str(i + 1))
        conf["SIMULATED_ARRIVAL_FILE"] = conf["SIMULATED_ARRIVAL_FILE"].replace('$$', str(i + 1))
        conf["PREDICTION_LIST_FILE"] = conf["PREDICTION_LIST_FILE"].replace('$$', str(i + 1))
        conf["POPULATION_LOCATION_FILE"] = conf["POPULATION_LOCATION_FILE"].replace('$$', str(i + 1))


        with GraphPartitioning(conf) as gp:
            gp.verbose = 0
            
            start_time = time.time()
            
            gp.load_network()
            gp.init_partitioner()

            m = gp.prediction_model()
            m = gp.assign_cut_off()
            m = gp.batch_arrival()

            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,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataWaste)) + ',' + str(scipy.std(dataWaste)) + ',' + waste

    cutratio = 'CUT_RATIO,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataCutRatio)) + ',' + str(scipy.std(dataCutRatio)) + ',' + cutratio
    ec = 'EC,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataEC)) + ',' + str(scipy.std(dataEC)) + ',' + ec
    tcv = 'TCV,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataTCV)) + ',' + str(scipy.std(dataTCV)) + ',' + tcv

    lonliness = "LONELINESS," + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataLonliness)) + ',' + str(scipy.std(dataLonliness)) + ',' + lonliness
    
    qds = 'QDS,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataQDS)) + ',' + str(scipy.std(dataQDS)) + ',' + qds
    conductance = 'CONDUCTANCE,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataCOND)) + ',' + str(scipy.std(dataCOND)) + ',' + conductance
    maxperm = 'MAXPERM,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataMAXPERM)) + ',' + str(scipy.std(dataMAXPERM)) + ',' + maxperm
    rbse = 'RBSE,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataRBSE)) + ',' + str(scipy.std(dataRBSE)) + ',' + rbse

    nmi = 'NMI,' + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataNMI)) + ',' + str(scipy.std(dataNMI)) + ',' + nmi

    fscore = "FSCORE," + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataFscore)) + ',' + str(scipy.std(dataFscore)) + ',' + fscore
    fscoreimprove = "FSCORE_IMPROVE," + 'num_partitions_' + str(config['num_partitions']) + ',' + str(scipy.mean(dataFscoreImprove)) + ',' + str(scipy.std(dataFscoreImprove)) + ',' + fscoreimprove

    print(cutratio)
    print(ec)
    print(tcv)
    print(lonliness)
    print(qds)
    print(conductance)
    print(maxperm)
    print(rbse)
    print(nmi)
    print(fscore)
    print(fscoreimprove)


    

    




Mode 2
Mode 2 Iteration 0
Mode 2 Iteration 20
Mode 2 Iteration 40
Mode 2 Iteration 60
Mode 2 Iteration 80
Average Elapsed Time = 4.29238665819
CUT_RATIO,num_partitions_2,0.128856866361,0.0246361966576,0.136666666667,0.166197183099,0.115384615385,0.172890733057,0.139259259259,0.104294478528,0.146814404432,0.139605462822,0.113345521024,0.0842787682334,0.129682997118,0.0780346820809,0.177304964539,0.178674351585,0.13606557377,0.110707803993,0.113114754098,0.122448979592,0.123711340206,0.14657980456,0.0877483443709,0.1463878327,0.133603238866,0.112341772152,0.0950819672131,0.123641304348,0.128205128205,0.109546165884,0.149831649832,0.106177606178,0.189440993789,0.128427128427,0.14922813036,0.111459968603,0.127819548872,0.137221269297,0.100995732575,0.157094594595,0.144312393888,0.157798165138,0.1328125,0.139534883721,0.154471544715,0.129471890971,0.091684434968,0.112456747405,0.138138138138,0.133440514469,0.124,0.0979133226324,0.190851735016,0.114566284779,0.123050259965,0.109004739336,0.128244274809,0.149171270718,0.109477124183,0.127829560586,0.0934579439252,0.110105580694,0.16694214876,0.0971786833856,0.134674922601,0.111111111111,0.173350582147,0.1344,0.164203612479,0.148264984227,0.133729569094,0.127478753541,0.100954979536,0.098452883263,0.0991501416431,0.146209386282,0.114630467572,0.12,0.12020033389,0.104132231405,0.171385991058,0.118421052632,0.137809187279,0.116719242902,0.0979228486647,0.136442141623,0.1453125,0.162561576355,0.137393767705,0.15,0.124324324324,0.106941838649,0.140293637847,0.175412293853,0.11410459588,0.129032258065,0.131147540984,0.0845864661654,0.148409893993,0.0864197530864,0.12730318258,0.107569721116
EC,num_partitions_2,81.0,18.7429986928,82,118,69,125,94,51,106,92,62,52,90,54,100,124,83,61,69,72,96,90,53,77,66,71,58,91,75,70,89,55,122,89,87,71,102,80,71,93,85,86,102,108,95,76,43,65,92,83,62,61,121,70,71,69,84,81,67,96,60,73,101,62,87,75,134,84,100,94,90,90,74,70,70,81,76,84,72,63,115,72,78,74,66,79,93,99,97,87,69,57,86,117,72,84,80,45,84,49,76,54
TCV,num_partitions_2,95.45,16.7435808595,95,127,93,122,110,77,109,118,77,63,94,63,123,125,103,67,87,93,107,105,76,91,82,99,79,118,88,96,104,73,133,105,95,82,114,91,85,116,105,88,106,101,112,92,57,77,107,94,85,78,122,81,86,90,100,93,79,110,77,88,115,80,94,89,136,87,111,121,90,100,90,94,87,96,102,108,87,71,124,92,92,90,73,97,104,116,113,91,91,75,94,131,90,101,102,68,97,64,91,78
LONELINESS,num_partitions_2,0.767418523157,0.0150513148773,0.773978312953,0.767555044392,0.760087449017,0.769709144242,0.767203929831,0.756834489572,0.791832805886,0.766764499686,0.771146818262,0.780607297255,0.787977069228,0.777914999402,0.737597649731,0.773560511812,0.772148328331,0.754248587665,0.772795997686,0.778886662064,0.808947984046,0.774721775992,0.780810603658,0.754858907946,0.71352660958,0.758594904081,0.758080847083,0.791391829514,0.753000591533,0.762235524808,0.755115995388,0.740481512133,0.768745238784,0.782808026221,0.767166009382,0.780739306754,0.782067862351,0.761506370074,0.783606045218,0.760641657075,0.740841006188,0.7736580994,0.774700581297,0.78544540697,0.758927169429,0.765366965445,0.747456120578,0.776619424157,0.760368458335,0.754590783591,0.741243836678,0.769665287307,0.766803375299,0.761873997224,0.778514058993,0.75956405039,0.774895627951,0.749386261999,0.768341701801,0.778676645032,0.762310639717,0.769558208896,0.741289765716,0.786733388262,0.774680491056,0.779717163829,0.785012636772,0.784981957146,0.768639552142,0.754044053703,0.780408178924,0.78794494045,0.785404768329,0.784987954986,0.785659463528,0.757122890185,0.765977283468,0.787051116126,0.749213589075,0.767708097666,0.781480036522,0.768204523365,0.743717265855,0.775557370289,0.763065152784,0.760217949369,0.765015947548,0.766756238012,0.783411631704,0.746837182965,0.746784479346,0.770447621771,0.771044248465,0.760861445887,0.765064574971,0.772043582512,0.780987728594,0.749806223365,0.764015932721,0.767520985662,0.766396964955,0.727333032404
QDS,num_partitions_2,0.466442051056,0.031275951638,0.42581897258608176,0.4294120321545926,0.50015767987825,0.4232615406883725,0.4471850285892036,0.5048187941504229,0.47740004118328044,0.4205833251704144,0.42149477473255553,0.48448656596774214,0.43018465165209085,0.46635732492038534,0.47344946852654735,0.5240887373523275,0.5460367660674832,0.4452173461095855,0.47972664562743145,0.47910905739481185,0.4913736713404971,0.4710902045541777,0.3999836100488398,0.49031438018828455,0.46498375319174484,0.49727046660157076,0.4934149711618778,0.45609287470578025,0.4216994151414408,0.4647686509594152,0.5101598792835829,0.49683689667121267,0.4651089812430083,0.4824111621112472,0.4654379744032735,0.4870542942722477,0.42542790164370686,0.5539797353453387,0.47217200966864986,0.49034551642087026,0.4473111342343249,0.5407670680888153,0.45613510985321754,0.4409639890957071,0.4530371929325363,0.48077532508231424,0.5058934845057135,0.44777715505107607,0.41120566169981027,0.506342533157269,0.48441942110988334,0.4980340086422734,0.4524665502851801,0.4735666325391793,0.45335344371546127,0.48308846859212257,0.37500376754770054,0.4901381372756768,0.47323549292589157,0.43501675135100476,0.45457442861356684,0.4826451297193759,0.4772808437938593,0.46241919308479756,0.436964844185616,0.4219485038462061,0.43464403795117806,0.4529434104819828,0.44589656734096195,0.41581218425759003,0.46296825696174293,0.4451094330844093,0.4365260364965142,0.450946676385245,0.48668585516601126,0.49528601321608334,0.4854907741350455,0.4623505453866229,0.4065141646196678,0.4760522508149406,0.43186931820643254,0.4650586121386488,0.476896819647912,0.47545773105813843,0.4459404722157475,0.459779352064237,0.45611283893057447,0.44190062596707524,0.4591239957443775,0.46963974455186797,0.4640162577988696,0.4652139216380118,0.5182154738709323,0.48850984310123496,0.4535627384474314,0.46411741053800754,0.46589938922910745,0.48672324108398834,0.5110320977869598,0.4875851612764656,0.46788003456472727,0.5093644468216328
CONDUCTANCE,num_partitions_2,0.0625002565386,0.0130446904255,0.07828800519864458,0.048835921896062034,0.04879483143013042,0.07834234923173564,0.06835364664998812,0.05588742222045807,0.05815878657248603,0.044457577254604155,0.08865620578617654,0.06469934583067041,0.09228958889509904,0.07637461848382937,0.05243398017441995,0.0499144379754534,0.05169765328598593,0.06209585792015123,0.060585909259792015,0.06859197797204435,0.08309900359211347,0.07098380567349223,0.08809878180930861,0.06625588645828238,0.06165674260745613,0.054263247590246706,0.05691939764628714,0.06234137418691018,0.08484191628471763,0.05839636258385277,0.06158360232643969,0.054280310971509406,0.056787951960546874,0.05288437810453762,0.0684969102167804,0.06175339269014387,0.09377323546346877,0.0654370184750227,0.07762056938601467,0.05462417653876429,0.058154978178189556,0.038607085711081665,0.07101192543326419,0.06250015265831234,0.061852507319896555,0.06192567093414002,0.04809162743039408,0.06092410192784411,0.0570842788166067,0.05464977110235986,0.05848300567222495,0.03576732419924111,0.06893718203900565,0.04696514297212449,0.0739721746295197,0.04628326397698393,0.05284041520664412,0.04495982222737872,0.04778996302302494,0.05975090728385429,0.05782332932941966,0.05310023591544827,0.04539826421115128,0.08749033908997553,0.07832631098296718,0.06330356321635132,0.05647760136899833,0.06609088877099835,0.06796052405812733,0.06079569462911341,0.06446001591097415,0.07002052231092819,0.08520114501977906,0.058553747121981345,0.06727670992064119,0.045987644523123566,0.05841225447130783,0.05230295774750776,0.06810385774835952,0.06533675815946483,0.07798977918206787,0.0670904929480162,0.05789126618946106,0.07845124939966568,0.08324586288122399,0.08465345835369102,0.0935516268506906,0.05824750743041615,0.059797297085630474,0.06013200394799393,0.04402482147904029,0.05538703827193662,0.054453556038381305,0.04496928499445091,0.0675795170617292,0.04266308099439248,0.07858338379512218,0.06759388097215961,0.03881794515299344,0.04502905752272357,0.05703365172608278,0.06731004573143241
MAXPERM,num_partitions_2,0.379105412926,0.0404201486272,0.39282922064056935,0.3531500321543409,0.40309049999999996,0.3610388282828283,0.31106513840830446,0.40333176838235296,0.41903422442244226,0.38861400000000007,0.3755918676470588,0.41703818085106387,0.36654862758620693,0.38301448172757474,0.35831949824561404,0.4414851023102311,0.4471570035335689,0.36653701423487545,0.4232574193548387,0.36738145161290325,0.48859692546583855,0.3887511602787457,0.3291969352517986,0.3427614963235294,0.2533636133828996,0.3421638596491228,0.359999899641577,0.43275251282051275,0.3191794166666667,0.391614295532646,0.40178280212014134,0.3730362402826855,0.35880530405405403,0.43359716393442627,0.3861822332155477,0.4109070909090909,0.379724575562701,0.4011373369565217,0.39206885,0.3549700777385159,0.2774961672473868,0.48079021153846146,0.36805249999999995,0.36100229392971245,0.3129358137931034,0.37238276595744685,0.38721099999999997,0.40868368498168495,0.28810829787234044,0.3639607204301075,0.36154084191176467,0.4258965901060071,0.4108407945205479,0.37869714134275617,0.3714265185185185,0.37711337847222226,0.3291770557491289,0.40328134701492546,0.3643085,0.34913975337837844,0.29545248571428573,0.39292873793103444,0.3170452947368421,0.4106425816326531,0.36794852142857143,0.3562227777777778,0.338474293729373,0.41200241342756183,0.37231800000000004,0.38397232203389825,0.3831235,0.4407997068403909,0.4068913268608414,0.3758486633663366,0.38554909779179813,0.38297586861313865,0.3535780198019802,0.4091870228013029,0.3131467473309609,0.38721139130434784,0.3690366620209059,0.40350850000000005,0.33631635,0.43735965319865316,0.34728035395189005,0.4252963768115942,0.33792530313588853,0.36693634154929583,0.4004000317460317,0.38101099298245616,0.3601248618181818,0.37808029411764704,0.42522343911439114,0.375197,0.4387147403508772,0.379913,0.4188052791519435,0.4095348892857143,0.432388856060606,0.3453100073260073,0.409902553633218,0.33583550724637684
RBSE,num_partitions_2,0.0433820415523,0.0132520631188,0.03558718861209965,0.06752411575562701,0.04929577464788732,0.06734006734006734,0.05190311418685121,0.025735294117647058,0.039603960396039604,0.056291390728476824,0.04411764705882353,0.014184397163120567,0.04482758620689655,0.023255813953488372,0.05263157894736842,0.052805280528052806,0.045936395759717315,0.03914590747330961,0.035842293906810034,0.03225806451612903,0.034161490683229816,0.041811846689895474,0.03597122302158273,0.03676470588235294,0.055762081784386616,0.042105263157894736,0.03942652329749104,0.035256410256410256,0.05555555555555555,0.037800687285223365,0.04946996466431095,0.03180212014134275,0.05067567567567568,0.04918032786885246,0.024734982332155476,0.02181818181818182,0.04823151125401929,0.043478260869565216,0.02666666666666667,0.06713780918727916,0.059233449477351915,0.05,0.04838709677419355,0.04153354632587859,0.041379310344827586,0.024822695035460994,0.04583333333333333,0.018315018315018316,0.06028368794326241,0.03225806451612903,0.03308823529411765,0.024734982332155476,0.06164383561643835,0.04946996466431095,0.040740740740740744,0.06597222222222222,0.03484320557491289,0.029850746268656716,0.03571428571428571,0.05067567567567568,0.04285714285714286,0.041379310344827586,0.06666666666666667,0.023809523809523808,0.03571428571428571,0.035842293906810034,0.0594059405940594,0.028268551236749116,0.05714285714285714,0.0576271186440678,0.02857142857142857,0.048859934853420196,0.042071197411003236,0.039603960396039604,0.01892744479495268,0.04744525547445255,0.0462046204620462,0.04234527687296417,0.03558718861209965,0.03985507246376811,0.05226480836236934,0.03571428571428571,0.06785714285714285,0.030303030303030304,0.041237113402061855,0.06884057971014493,0.059233449477351915,0.07394366197183098,0.03492063492063492,0.04912280701754386,0.05090909090909091,0.029411764705882353,0.06273062730627306,0.060810810810810814,0.04912280701754386,0.03741496598639456,0.038869257950530034,0.025,0.056818181818181816,0.018315018315018316,0.058823529411764705,0.043478260869565216
NMI,num_partitions_2,0.0136106612686,0.0184667629007,0.0154617839585,0.0278044420605,0.0393851349104,0.0100367086041,0.0147570687354,0.0207026577951,0.000948423217887,0.0391482844653,0.0282500131503,0.0501565019256,6.52939667285e-09,0.00424269691551,8.01189591532e-05,0.00347455323142,8.81839324424e-06,0.00664742311631,0.00278029975935,0.0172169373978,0.0596531054516,0.00747150310822,0.0165468108297,0.00389835206197,0.108610580676,0.0135531944854,0.00496859739248,0.0347536628982,0.00124482296137,0.0173704267818,0.000442793175285,0.000442793175285,0.00124804687073,0.000374859440148,0.0388488642261,0.0082930078299,0.0279308718149,0.011904111327,0.00742518544166,0.00154167384071,0.00460111103236,0.000128624572412,0.00149919967889,0.00212356557246,0.00879231147293,0.00935291864509,0.00245621185187,0.00212621331252,0.00445165728037,8.32077423562e-05,0.0207655319312,0.00260571470016,0.00566116467852,0.016711779019,0.0142222076842,0.0184827188183,0.00252606420457,0.0102875698323,0.00829727173125,0.0175461544856,0.00306131875151,0.00436162934129,0.000428926990133,0.00738401440846,0.00521765887617,0.00112770524254,0.0352531904333,9.33204261577e-06,0.0482513019591,0.00137738314904,0.0404615033427,0.00827720022,0.0580187479741,0.00095036853314,0.0187783362422,0.00132832074995,0.00223140016275,0.0305895579902,0.00666343437278,0.056171340021,0.00549587504528,0.00235735991558,0.000328221807202,0.0231173284237,0.0538350915774,0.00318502451092,0.000200572355867,0.00351289755871,0.0647564199691,0.0214268322603,0.000238830821128,0.00998672141322,0.000457611078792,0.00339778812689,0.00393253050696,0.00030113975806,9.33204261577e-06,3.68063131121e-05,2.37638406572e-09,1.26008717123e-05,0.0175196925247,0.016668441644
FSCORE,num_partitions_2,0.504149442485,0.0682214942953,0.572932103105,0.402238513542,0.616316182868,0.441090113909,0.429011015473,0.584643081262,0.518183308527,0.615961435614,0.599617585299,0.369048370885,0.500017836122,0.538420139497,0.494736842105,0.534683878496,0.501754341842,0.548065604483,0.469534050179,0.576832586557,0.35717385823,0.550446248121,0.424341253818,0.536764705882,0.30860752636,0.431578947368,0.459407925563,0.612568015841,0.520787108496,0.423294582145,0.487645304426,0.487619713242,0.520796289711,0.511454400059,0.614927558197,0.552987559201,0.402003468913,0.434782608696,0.549414473026,0.523027763567,0.459746690027,0.492487948763,0.524195703954,0.527359362275,0.445772937487,0.556821207293,0.529174840998,0.527320232309,0.539007092199,0.505376344086,0.584575669609,0.469964664311,0.544761166089,0.424071420582,0.435674510508,0.579856045718,0.529788120148,0.440236162546,0.446435632379,0.421974031313,0.468162897892,0.537799165486,0.512304724673,0.551124415667,0.457808123249,0.480206602673,0.389438943894,0.501804112283,0.628590379976,0.522000930957,0.61786201719,0.446113049778,0.640889609072,0.481848184818,0.580441640379,0.4782899053,0.528608854994,0.39743250102,0.547974005056,0.362151197391,0.543554006969,0.471455540735,0.489266171398,0.589421284839,0.364306215245,0.533807812896,0.508663048358,0.535118992694,0.64798862456,0.414035087719,0.509090909091,0.441116040901,0.512915129151,0.536373517161,0.536910538758,0.490008503401,0.498195620634,0.496422148242,0.5,0.503884836428,0.577905230029,0.576337644306
FSCORE_IMPROVE,num_partitions_2,0.0504076130465,0.0822863434916,0.0,0.196040218711,0.0,0.117842446203,0.141882142331,0.0,0.0,0.0,0.0,0.262305823116,1.69684022389e-09,0.0,0.0105263157895,0.0,0.0,0.0,0.0609318996416,0.0,0.285700511441,0.0,0.151110420873,0.0,0.38286787342,0.136842105263,0.0823417093763,0.0,0.0,0.154474766507,0.0247343641578,0.0247356005066,0.0,0.0,0.0,0.0,0.196117145526,0.130434782609,0.0,0.0,0.0801665575023,0.0153795158402,0.0,0.0,0.110157364867,0.0,0.0,0.0,0.0,0.0,0.0,0.0600706713781,0.0,0.151932081216,0.132773606526,0.0,0.0,0.119416277128,0.107141490507,0.155492365846,0.0642485853616,0.0,0.0,0.0,0.0856098164066,0.0394326092163,0.221122112211,0.0,0.0,0.0,0.0,0.107519165149,0.0,0.036303630363,0.0,0.0437800331823,0.0,0.205198663157,0.0,0.275434830264,0.0,0.0571399415422,0.0214293894992,0.0,0.271458428528,0.0,0.0,0.0,0.0,0.171929824561,0.0,0.117659773123,0.0,0.0,0.0,0.0203996598639,0.00353383598817,0.00714294825189,0.0,0.0,0.0,0.0
Mode 3
Mode 3 Iteration 0
Mode 3 Iteration 20
Mode 3 Iteration 40
Mode 3 Iteration 60
Mode 3 Iteration 80
Average Elapsed Time = 5.53827991009
CUT_RATIO,num_partitions_3,0.172768654435,0.028052089725,0.211666666667,0.167605633803,0.170568561873,0.203319502075,0.168888888889,0.188139059305,0.202216066482,0.192716236722,0.17915904936,0.118314424635,0.242074927954,0.14161849711,0.210992907801,0.174351585014,0.186885245902,0.192377495463,0.190163934426,0.170068027211,0.184278350515,0.21661237785,0.137417218543,0.165399239544,0.202429149798,0.150316455696,0.145901639344,0.211956521739,0.14358974359,0.125195618153,0.183501683502,0.162162162162,0.215838509317,0.148629148629,0.14922813036,0.125588697017,0.151629072682,0.154373927959,0.182076813656,0.214527027027,0.178268251273,0.181651376147,0.141927083333,0.170542635659,0.172357723577,0.189097103918,0.0980810234542,0.190311418685,0.189189189189,0.133440514469,0.17,0.128410914928,0.15141955836,0.189852700491,0.213171577123,0.181674565561,0.0992366412214,0.171270718232,0.166666666667,0.130492676431,0.200934579439,0.15987933635,0.143801652893,0.167711598746,0.202786377709,0.176296296296,0.219922380336,0.2144,0.221674876847,0.200315457413,0.154531946508,0.175637393768,0.166439290587,0.184247538678,0.160056657224,0.173285198556,0.140271493213,0.161428571429,0.178631051753,0.186776859504,0.214605067064,0.128289473684,0.162544169611,0.187697160883,0.152818991098,0.158894645941,0.196875,0.210180623974,0.192634560907,0.163793103448,0.198198198198,0.18574108818,0.145187601958,0.178410794603,0.158478605388,0.172043010753,0.17868852459,0.122180451128,0.173144876325,0.149911816578,0.147403685092,0.181274900398
EC,num_partitions_3,108.44,21.7330715731,127,119,102,147,114,92,146,127,98,73,168,98,119,121,114,106,116,100,143,133,83,87,100,95,89,156,84,80,109,84,139,103,87,80,121,90,128,127,105,99,109,132,106,111,46,110,126,83,85,80,96,116,123,115,65,93,102,98,129,106,87,107,131,119,170,134,135,127,104,124,122,131,113,96,93,113,107,113,144,78,92,119,103,92,126,128,136,95,110,99,89,119,100,112,109,65,98,85,88,91
TCV,num_partitions_3,136.58,22.7038234665,154,162,134,155,141,120,173,163,128,91,195,129,169,142,131,132,151,128,170,165,120,119,131,123,115,185,112,111,141,113,161,135,109,101,152,117,155,155,140,120,137,147,134,135,67,135,143,107,119,102,130,137,156,135,93,118,124,126,155,141,122,149,155,135,197,163,168,165,129,157,137,161,157,121,129,159,130,139,175,111,117,156,116,122,156,159,168,114,134,133,119,153,126,131,134,103,121,110,112,126
LONELINESS,num_partitions_3,0.754950210615,0.0144329041461,0.756733683118,0.759849983114,0.747222408441,0.766129127138,0.763736206374,0.742862212262,0.777099534662,0.758865123914,0.75722767494,0.768031938516,0.767692800532,0.758430859094,0.72758732074,0.767109199404,0.767328922371,0.740182973316,0.755271569863,0.756118833512,0.774809671183,0.75479372904,0.759696537198,0.747662946948,0.696131043993,0.755052005092,0.756527826166,0.774010262772,0.753686918512,0.757135606927,0.74092076224,0.725476870919,0.757058710554,0.774782094908,0.74696956239,0.762859588379,0.773059029566,0.751407687589,0.768459941589,0.75480140965,0.73378125939,0.762430551235,0.775069243434,0.767294302018,0.760824483416,0.742684956439,0.743935292272,0.749880935597,0.751438404204,0.743941831626,0.721861978062,0.767479753096,0.77171816324,0.744370480644,0.75151456055,0.754130354036,0.766461363579,0.739792448942,0.761839865068,0.768199444572,0.730324729774,0.751201707562,0.73779221844,0.762138994339,0.751675804541,0.773487804364,0.777284280926,0.762682294145,0.754102628207,0.743238280159,0.763104996456,0.782778959904,0.768437166353,0.770071769494,0.765318323908,0.746075163686,0.754351790568,0.768094780522,0.750059728863,0.749042434638,0.767474431312,0.762101550743,0.739417367899,0.758988907619,0.754355448088,0.750211314035,0.740430854481,0.762224134558,0.773075054515,0.74830116257,0.72824850325,0.736536548478,0.754550313375,0.753746845403,0.751379819997,0.764329956505,0.770122281658,0.739247549632,0.75675205318,0.747060626288,0.758385575537,0.715384657185
QDS,num_partitions_3,0.495937837056,0.0304628021564,0.48979783199742755,0.44097190112912177,0.5339783338020604,0.46229800660185205,0.4549299616690794,0.566040952486975,0.5216958820190674,0.4835057215145387,0.497501282548116,0.4900890385544978,0.5083949679979537,0.47394964771114684,0.5004106742192056,0.518619846769971,0.5561576980883834,0.5452736633974808,0.5120920611895222,0.47437923972985013,0.5072036390824498,0.5218502775970894,0.4442699552743222,0.5086392638021922,0.48746212688172924,0.4915823527627447,0.50556423027817,0.483616458601186,0.4654975503990064,0.49591492915079355,0.5453061986995756,0.5115529231713574,0.5085502449736375,0.5189206029349149,0.4813944629405603,0.47298845988651794,0.46605342110951475,0.5493827235246317,0.5116890537011451,0.505348717637496,0.49169778900366057,0.5488216280088024,0.4611096218352896,0.45619561179059687,0.46280255829856015,0.5312804357282382,0.5536908759496683,0.4575143472077289,0.46245136036327816,0.5081200847288531,0.4959103818854298,0.5372455701720306,0.4789324980061344,0.5399619386005292,0.5121612888419701,0.5371999985265066,0.4067426079205286,0.5154835577966295,0.5112015084081662,0.4402632614291987,0.45774964157167153,0.5362774450505616,0.4645787395831193,0.49436271474021937,0.4743360769947502,0.4823279543279294,0.461688469697936,0.5044781914332513,0.4762027746751989,0.4646628274744592,0.4803459966084551,0.49181742907431714,0.4761628145722002,0.5394040394551255,0.4987441956645267,0.4910859125343882,0.500402746186345,0.475905436696794,0.47180826021751127,0.5083707007194727,0.4723578072026354,0.4951345700623481,0.4939833251865883,0.5348619802944762,0.4490076751477819,0.45716760240121024,0.4741011582613882,0.4614861496779848,0.5196200015618168,0.5027702485779183,0.5200507671295548,0.5264384989097746,0.48779235949575983,0.48631790672682484,0.4707263736084165,0.49032926802307186,0.4963924874072748,0.5112377145668472,0.5023582361343317,0.5260826870783591,0.48220646532578837,0.5609868271957248
CONDUCTANCE,num_partitions_3,0.0526961706698,0.0119647119801,0.060831146574752255,0.04482572942214162,0.05412697022461595,0.08214285600001138,0.08065621763869897,0.032057333004020486,0.054702298935748316,0.04224454573627337,0.06114188441441917,0.059875889825351795,0.03533612956900939,0.06237531111908239,0.048322437427140284,0.06305410308642104,0.04554890850452977,0.042848067758401276,0.03726764101551512,0.054274504342088026,0.051296289878315846,0.045804618747983965,0.05676708162770634,0.04819517760071235,0.03394037412680606,0.07522577284346588,0.04445615457534287,0.06173942208061213,0.04556949862438989,0.06001328969822807,0.03669157078098139,0.038707391858473245,0.056887789567384384,0.04886508167886266,0.05744969966454671,0.0721372369917021,0.053020037314500425,0.0658898301911413,0.053746888432391365,0.051522899547767564,0.051188666874863155,0.035617372962943206,0.07231068570536381,0.06826714831944757,0.05181183884183778,0.07175472967789386,0.04858950036949015,0.055501592883171455,0.03430761890896365,0.08219678552562044,0.03781833538640407,0.059360924333687816,0.056968546184795556,0.037337728552417376,0.047873453155374224,0.05439232645595579,0.08735158748592718,0.052079052671754854,0.042246280305948423,0.05647994660926567,0.04478682291186529,0.03355884045078913,0.06075204303177991,0.03789280842527447,0.04445729034977038,0.04209408171404931,0.049054815780968555,0.0532806488518085,0.053956302417755134,0.06080214862530191,0.06822435841889866,0.04383321100720077,0.07294719621268861,0.040461392699558486,0.043303011300961605,0.054864619333560974,0.05865535283519971,0.055076617545784086,0.053967789093734675,0.04100437480369224,0.049966577605787266,0.06848220405358574,0.04459323704937324,0.04862375077413485,0.04479285762345265,0.06733522248398945,0.05014184828432046,0.05013125831641077,0.0506236251123725,0.06480167619041173,0.04536433046065652,0.05585211708100484,0.03652582133280943,0.05824700020448544,0.05009807176206288,0.05208539813785442,0.0679871658539945,0.04900661829148332,0.04964727789047547,0.042793983088358495,0.05927709342634658,0.027254004500500348
MAXPERM,num_partitions_3,0.388066743217,0.0412599071278,0.3948070854092527,0.3673490932475884,0.4367163521126761,0.374963861952862,0.32096930103806226,0.4174594926470588,0.41780263366336634,0.40517356291390727,0.4174207830882353,0.409092890070922,0.43645361034482755,0.33552558471760796,0.3713206982456141,0.43037172607260726,0.4326751342756184,0.42390968683274016,0.4089140537634408,0.3608310788530466,0.47714811801242235,0.42374940418118473,0.32161475539568346,0.3902901213235294,0.28185975464684015,0.3371703929824561,0.3874454444444445,0.4634490192307692,0.3597294166666667,0.42175610309278344,0.4239369434628975,0.3830061342756184,0.36492689189189187,0.4554658360655738,0.367371632508834,0.3316916545454545,0.39811102572347273,0.34069519927536235,0.4435717033333333,0.38081745583038873,0.3358368466898955,0.4748800076923077,0.4288216903225806,0.34476901597444093,0.29890393103448276,0.38226066666666664,0.38469166666666665,0.38794323443223444,0.33865195744680854,0.3439116523297492,0.33132407720588236,0.4826961024734983,0.39107982534246577,0.3921100565371025,0.42705784074074077,0.38870697916666663,0.31238189547038325,0.39526814179104475,0.4080710535714286,0.3480984628378378,0.3220735571428572,0.4234606793103448,0.33795601403508774,0.42501838435374156,0.37586321071428574,0.3902096666666666,0.36802233333333334,0.4098771943462897,0.3982383535714286,0.34986528813559326,0.3517131785714286,0.4567199315960912,0.40482323948220067,0.4411984224422442,0.37227792429022083,0.3464740474452555,0.3543225544554456,0.37879596091205214,0.3704378932384341,0.3895596956521739,0.38927385017421606,0.40124070714285714,0.3677998,0.4762933535353535,0.3550395635738831,0.3734745326086956,0.3373751358885017,0.37238927816901407,0.4624697904761905,0.3857757754385965,0.3888431636363637,0.35909635661764705,0.36138565313653137,0.39500394256756755,0.39617188771929823,0.40627223129251694,0.43626537809187277,0.3960665,0.40041554545454544,0.36381046886446883,0.4260783979238754,0.3761967391304348
RBSE,num_partitions_3,0.058084510269,0.0143046750678,0.0498220640569395,0.06430868167202572,0.08450704225352113,0.05723905723905724,0.058823529411764705,0.04779411764705882,0.066006600660066,0.09271523178807947,0.05514705882352941,0.0425531914893617,0.05172413793103448,0.04318936877076412,0.056140350877192984,0.07260726072607261,0.0636042402826855,0.05338078291814947,0.06093189964157706,0.06810035842293907,0.07453416149068323,0.09059233449477352,0.0539568345323741,0.04779411764705882,0.06691449814126393,0.042105263157894736,0.03942652329749104,0.0673076923076923,0.041666666666666664,0.048109965635738834,0.053003533568904596,0.05653710247349823,0.06756756756756757,0.04590163934426229,0.0636042402826855,0.04363636363636364,0.05144694533762058,0.043478260869565216,0.06333333333333334,0.06713780918727916,0.04878048780487805,0.05384615384615385,0.05161290322580645,0.06070287539936102,0.041379310344827586,0.07092198581560284,0.041666666666666664,0.07326007326007326,0.07092198581560284,0.04659498207885305,0.058823529411764705,0.02120141342756184,0.03424657534246575,0.07773851590106007,0.08148148148148149,0.07291666666666667,0.05574912891986063,0.05223880597014925,0.04285714285714286,0.05405405405405406,0.1,0.05172413793103448,0.0456140350877193,0.047619047619047616,0.05357142857142857,0.035842293906810034,0.07920792079207921,0.05653710247349823,0.05714285714285714,0.06779661016949153,0.07142857142857142,0.04560260586319218,0.06472491909385113,0.066006600660066,0.050473186119873815,0.06934306569343066,0.06930693069306931,0.06188925081433225,0.03914590747330961,0.05434782608695652,0.07665505226480836,0.039285714285714285,0.06428571428571428,0.037037037037037035,0.048109965635738834,0.06884057971014493,0.08710801393728224,0.06690140845070422,0.047619047619047616,0.03508771929824561,0.06909090909090909,0.08088235294117647,0.06642066420664207,0.06418918918918919,0.06666666666666667,0.05442176870748299,0.045936395759717315,0.03571428571428571,0.06818181818181818,0.05128205128205128,0.0726643598615917,0.04710144927536232
NMI,num_partitions_3,0.0467725119497,0.0337774038154,0.0628317842108,0.0153016182378,0.0162184889684,0.110109842915,0.0190166686599,0.0598344100126,0.0198486090627,0.0103929991697,0.0304728495709,0.0660300441394,0.0625674318702,0.0478049908128,0.13981303233,0.0088089107428,0.0174470792695,0.0506920126595,0.0568010141189,0.0349034236515,0.00615304709166,0.0608141097901,0.0586600484853,0.00666224221746,0.0186855418693,0.0033547718998,0.00861526831013,0.0410987766872,0.0492015084611,0.0842735012759,0.0327505087803,0.0602287962582,0.109173400709,0.00778775058987,0.0364269501486,0.00748485805801,0.0393702325161,0.0648921443844,0.00941006209586,0.0498288924658,0.0956759824637,0.081118388291,0.0325328393008,0.0941197364838,0.0203058223245,0.0315347423354,0.0348336383445,0.159129681804,0.0768215039472,0.04671454171,0.0232498769141,0.0479642608306,0.0554177268425,0.00992623223067,0.00975341365726,0.102694271181,0.111283526346,0.0397947017805,0.0634365816483,0.150876643101,0.0340911908189,0.0153608021554,0.0359219854039,0.0277200148893,0.0213321471548,0.0899785418277,0.0303749889387,0.0802911667627,0.0265683039254,0.0144537689623,0.0278792718942,0.0437560036176,0.0463547489264,0.0345690704352,0.0827007360567,0.0489460389398,0.0174394721013,0.0443998244657,0.049991154539,0.0964466604502,0.0148842611444,0.0478296819178,0.0343153718329,0.0208942450758,0.0405894177089,0.0498637886787,0.0321453155707,0.00551188709212,0.0431760963818,0.0380342406069,0.0266917593104,0.0463828923945,0.133057565711,0.121027512765,0.0410437733437,0.0321645026155,0.00623057990673,0.0381769248371,0.0589303750753,0.0345426880237,0.0295011645821,0.0427295241006
FSCORE,num_partitions_3,0.325205635972,0.0655952463336,0.264235817663,0.285343742,0.301098200895,0.18731479437,0.311331857304,0.215644617638,0.271390404347,0.330150615153,0.272188369495,0.256508273137,0.455991748569,0.411214927752,0.286356738528,0.346636366585,0.286497206807,0.331710773718,0.346747138588,0.225622924319,0.331520234132,0.304146421786,0.229239572405,0.29348155929,0.360063728093,0.371840285983,0.348516208914,0.403232335313,0.370778599203,0.365046639472,0.226081819524,0.389166241245,0.461468175662,0.298218766527,0.407042586054,0.323859372229,0.430719176891,0.300694444444,0.277190948809,0.350829777294,0.505455804602,0.228324287455,0.285209715722,0.343100686446,0.336682103432,0.393567402078,0.302136141006,0.343192701087,0.215503848206,0.337350024755,0.277591052275,0.268766985832,0.355985283693,0.314393283811,0.340680993849,0.26660735964,0.362693989081,0.387441246805,0.374193548387,0.362263262052,0.27470892089,0.29368738984,0.329307053597,0.303508713796,0.283225620611,0.212930007495,0.32255303198,0.173982716698,0.425066317288,0.383172721052,0.387253261961,0.313019667569,0.367473461877,0.277388678113,0.485283120419,0.295620437956,0.284676710578,0.435625776554,0.344570420348,0.257707901391,0.258155395806,0.279879419975,0.339687753527,0.267992801672,0.263186250845,0.279396952994,0.279312520205,0.355778294962,0.363191196774,0.378461747939,0.381589883228,0.436562450174,0.254601291596,0.286263502951,0.430995707353,0.253561423574,0.286548673676,0.388469201993,0.359938934244,0.410807316901,0.33314714144,0.352012675039
FSCORE_IMPROVE,num_partitions_3,0.0978371819098,0.0775545033745,0.121148025302,0.102854073732,0.0994218466187,0.291065864882,0.101950929111,0.209479816011,0.11063388566,0.0638306859768,0.165290330362,0.192911916902,0.0,0.0448343323343,0.134447338667,0.033099607012,0.11204034312,0.0377241883591,0.115668326132,0.218983894005,0.0358441933294,0.171591467819,0.157708890802,0.0750285790954,0.0551989533995,0.0,0.0146054280505,0.0455868754057,0.0648344176603,0.170584854326,0.166835259468,0.0660285568009,0.0,0.0795693698787,0.00237270592192,0.0587998396839,0.0,0.181053475836,0.0992977844459,0.0309236893737,0.0,0.244729679694,0.156175000288,0.0922214207464,0.0557733637497,0.0,0.134755188625,0.275555980105,0.0368080165259,0.117365508666,0.113375841729,0.152119309126,0.104286176782,0.0633270043271,0.037105275685,0.129471123022,0.154073126127,0.0453945740909,0.0873655913978,0.161289883475,0.164464787687,0.127335355727,0.0775991006777,0.0979734570178,0.0829911040909,0.268369352979,0.0756879405203,0.291929715141,0.0,0.0,0.0143319022147,0.114443855606,0.0397096587852,0.153601887157,0.0,0.137908340314,0.0909763135584,0.0,0.0573168870284,0.258172325422,0.138239647747,0.107852586041,0.0305108599576,0.106713876085,0.196554208831,0.0841206616748,0.152847441128,0.0,0.0528955425173,0.0,0.0285836134347,0.0,0.299913564303,0.268963208443,0.0,0.133108303538,0.0875450700024,0.0318859859677,0.0,0.02594884513,0.099646714657,0.0931342679461
Mode 4
Mode 4 Iteration 0
Mode 4 Iteration 20
Mode 4 Iteration 40
Mode 4 Iteration 60
Mode 4 Iteration 80
Average Elapsed Time = 7.04813723803
CUT_RATIO,num_partitions_4,0.198640852226,0.030327284615,0.201666666667,0.187323943662,0.175585284281,0.253112033195,0.226666666667,0.169734151329,0.210526315789,0.242792109256,0.204753199269,0.171799027553,0.195965417867,0.170520231214,0.255319148936,0.243515850144,0.185245901639,0.199637023593,0.172131147541,0.209183673469,0.192010309278,0.200325732899,0.220198675497,0.216730038023,0.234817813765,0.178797468354,0.190163934426,0.21875,0.201709401709,0.151799687011,0.217171717172,0.19305019305,0.25,0.135642135642,0.186963979417,0.174254317111,0.134085213033,0.19897084048,0.23613086771,0.222972972973,0.207130730051,0.212844036697,0.184895833333,0.258397932817,0.237398373984,0.197614991482,0.168443496802,0.200692041522,0.186186186186,0.197749196141,0.18,0.128410914928,0.200315457413,0.175122749591,0.227036395147,0.216429699842,0.186259541985,0.178637200737,0.183006535948,0.161118508655,0.218068535826,0.164404223228,0.190082644628,0.211598746082,0.229102167183,0.237037037037,0.248382923674,0.216,0.215106732348,0.242902208202,0.191679049034,0.220963172805,0.18826739427,0.164556962025,0.160056657224,0.185920577617,0.176470588235,0.17,0.238731218698,0.15041322314,0.238450074516,0.166118421053,0.190812720848,0.242902208202,0.182492581602,0.183074265976,0.2265625,0.226600985222,0.21388101983,0.224137931034,0.165765765766,0.200750469043,0.190864600326,0.227886056972,0.150554675119,0.227342549923,0.231147540984,0.12969924812,0.206713780919,0.144620811287,0.149078726968,0.207171314741
EC,num_partitions_4,124.73,24.6616524183,121,133,105,183,153,83,152,160,112,106,136,118,144,169,113,110,105,123,149,123,133,114,116,113,116,161,118,97,129,100,161,94,109,111,107,116,166,132,122,116,142,200,146,116,79,116,124,123,90,80,127,107,131,137,122,97,112,121,140,109,115,135,148,160,192,135,131,154,129,156,138,117,113,103,117,119,143,91,160,101,108,154,123,106,145,138,151,130,92,107,117,152,95,148,141,69,117,82,89,104
TCV,num_partitions_4,161.0,27.1679958775,160,180,141,226,203,119,176,210,155,137,156,148,198,200,142,143,136,165,195,163,181,156,163,137,149,212,158,136,163,146,197,121,138,144,145,151,192,179,151,143,172,217,199,151,96,149,158,155,139,113,165,136,169,175,150,128,137,155,160,144,153,182,185,182,219,164,170,214,145,201,158,158,155,144,164,167,184,116,198,143,157,203,134,143,190,174,190,163,128,149,150,187,129,191,187,107,158,105,129,141
LONELINESS,num_partitions_4,0.746853461989,0.0157975087513,0.747417246103,0.753012153298,0.744209775022,0.742418897362,0.736676985638,0.744697879302,0.77461592097,0.745122266154,0.74723690247,0.744730203474,0.767136398267,0.766133130104,0.720051081144,0.748190144398,0.765065788676,0.734673055062,0.753411345608,0.751028333014,0.781252082292,0.757522336295,0.741121402763,0.73965480071,0.68612008902,0.741981239267,0.737306696631,0.764767926024,0.73817012563,0.747324854422,0.730593150005,0.709257336032,0.749804867292,0.780191484683,0.747185300662,0.756501216887,0.766659440531,0.74126900749,0.756385390335,0.738104920923,0.735206450725,0.756037898216,0.765578338909,0.751160360744,0.742580047013,0.738342843884,0.730729506017,0.751319570374,0.746752474636,0.729984171425,0.719428502802,0.762462245646,0.745617955805,0.750683427434,0.747883653451,0.743272511539,0.764589035189,0.732810386047,0.7546488914,0.764811953718,0.743155321829,0.746649196657,0.734104185151,0.747090849294,0.746013272521,0.750383667183,0.769234857383,0.758591694582,0.758591118581,0.726577647941,0.758895653988,0.761120864361,0.769791425978,0.775323172017,0.760412643707,0.728730661588,0.740474270951,0.765932867968,0.720728471248,0.7557770857,0.758214710168,0.747242921333,0.719429790533,0.742526223606,0.751710997482,0.749181205789,0.729249751906,0.756757297351,0.764136389816,0.724126920023,0.737049887429,0.740225681536,0.751464570706,0.751457959446,0.748022076027,0.743547037438,0.754880736887,0.73576907784,0.734587767055,0.742557716656,0.754998999914,0.699728152363
QDS,num_partitions_4,0.510798461492,0.0291936758957,0.48301978277535584,0.4383073887325761,0.5336906970697091,0.4794664094231453,0.5072199262766312,0.5344842830517517,0.5156386951225973,0.542519492265959,0.499681456919166,0.5257033140551922,0.47921799715923946,0.5030216762173576,0.5337813190476918,0.5382023509061451,0.5635623509101121,0.5383283334270053,0.5245736715181774,0.5172178792146429,0.5228286446029345,0.5034662069003879,0.4672782937414241,0.5718805790380683,0.5222532150386004,0.491826030961295,0.5305759067873012,0.5059289248891201,0.50967100004407,0.5083611990420459,0.5489774269176442,0.5620557096193669,0.49826421348395866,0.4976434883318213,0.4843393976585696,0.5192560686535093,0.4467087305408854,0.5640693937663993,0.5529338257548679,0.5185729918511819,0.501601414168741,0.5942495161402804,0.4851726565617718,0.48302422493186337,0.5300533912055122,0.525900634097958,0.5290487360852594,0.5082157912840688,0.4471327743067127,0.5152219488003517,0.5369493163038934,0.5452892882890186,0.4674440186540038,0.48469977404392256,0.520509436421064,0.5527009432469223,0.4437821752343415,0.48772301175055927,0.49428641747354457,0.4420454567831595,0.47474103189265043,0.5110881999288632,0.5220701853638127,0.4964495071658563,0.5225903634012667,0.4948248275464486,0.5118488757442856,0.4838432774100424,0.49526202787508417,0.5019414809312489,0.5043790188914528,0.49320516171297074,0.49821325324666144,0.5158501262835061,0.5150034260062218,0.4816206144910401,0.49966243526177523,0.4980176066914862,0.5170158207731788,0.5368262075896647,0.48283904150147694,0.5027342898793563,0.5060603005755163,0.5588822727048047,0.48201703368125065,0.4950726842975451,0.47051879902179145,0.5202900822433973,0.5277158326393869,0.49616128323447206,0.5100192545051717,0.5457470806349024,0.515752177425678,0.5410713808711686,0.47544794435129634,0.526880952672519,0.5335197415895457,0.5390813779428175,0.5302804268213938,0.5072961877965151,0.5054873719873427,0.5529379871075074
CONDUCTANCE,num_partitions_4,0.0477975176636,0.0110384647406,0.04982240824712943,0.07062869969524935,0.041672732757626244,0.04541120066414666,0.03859764645938374,0.05172475884993495,0.0661906785418478,0.039448109132577444,0.0350723696105298,0.04972815277916989,0.059029983130076846,0.0602606344816591,0.06112287243494503,0.024933872591917813,0.04393767927727095,0.020731055818885964,0.06256506382590483,0.05166783806484504,0.04905843560328954,0.04677417583639209,0.043311252551320664,0.042442236382952185,0.04770729874863859,0.03959450148961027,0.05198862166917477,0.06750680009802609,0.04308822111224592,0.05325693251310023,0.04345043087946523,0.04454064402483459,0.0272794480115815,0.04917295384659304,0.05198736261018948,0.04820968469991383,0.06283973863447555,0.03302688505279196,0.05422069759918298,0.04849415319678585,0.0368913719956535,0.0352087651023396,0.04348899834225064,0.04059291581570051,0.03445935371106215,0.04879228215149756,0.05554209908734952,0.05539663273421893,0.03898635260604441,0.042051029825186104,0.039640671048219805,0.04043856325615151,0.05425818271509825,0.044904837892894206,0.04812254191545263,0.03643988190573336,0.06396823095017003,0.03426771739549497,0.039590358890939224,0.05397088122277115,0.042870526448847396,0.0386007260942164,0.05245047754424609,0.043925403969316795,0.0651418622624643,0.03468840098234,0.05283901584152234,0.045066173216442296,0.06704765640063233,0.0733301095189682,0.04536285346214298,0.03634764921090626,0.07648207573994649,0.04884285832822999,0.05343074965373652,0.03656009189812249,0.038591117622437145,0.061791828491629515,0.05460236299388249,0.0556081830386448,0.05772099520499116,0.05283380342027226,0.0414083741963975,0.0318298433731984,0.07109506576837336,0.06463235294337363,0.025535735365007094,0.043034826129007185,0.04619110868750221,0.0460497258307882,0.040163531498607574,0.04050399704255397,0.04157516713126214,0.04045491586539493,0.056287399622569984,0.034681725163410636,0.05324697940493527,0.06296149987337492,0.051995870154487235,0.058431277352950735,0.0475295188144608,0.04050003131431339
MAXPERM,num_partitions_4,0.395248149533,0.0428813574101,0.3567746761565836,0.35052477170418006,0.4067762007042253,0.3549134208754209,0.3233789792387543,0.41884510294117644,0.4219264158415842,0.467334619205298,0.4009232426470588,0.422732159574468,0.4051009827586207,0.4296101196013289,0.3597940245614036,0.46481619801980195,0.46559034982332154,0.45311181138790035,0.4109857240143369,0.3880752974910394,0.48044508385093176,0.4062949407665505,0.3552593525179856,0.41730389705882354,0.26763414869888474,0.3591566771929825,0.3755324193548387,0.48018009615384627,0.34610617708333336,0.43759618900343644,0.4058676077738516,0.39529641342756183,0.37388223986486485,0.4103562262295082,0.40664387985865724,0.38501721818181817,0.3544935498392283,0.36073223550724637,0.41730457666666665,0.36392031802120145,0.3409224982578397,0.5361564038461538,0.3882875129032258,0.37059080830670926,0.3605020620689655,0.39850142553191487,0.3966547875,0.44405658974358975,0.3169358404255319,0.36681303942652327,0.3513339117647059,0.44100034628975265,0.3733713424657534,0.3947755406360424,0.4286600037037037,0.41054322916666663,0.4149428292682927,0.3663673432835821,0.41530467857142855,0.3816579527027027,0.36528503928571426,0.3821822137931034,0.3631368245614035,0.3937742925170068,0.4028889642857143,0.39045852329749103,0.39737178547854785,0.38577822261484096,0.3989732357142857,0.37661682372881355,0.38798274999999993,0.4502105830618892,0.45338579288025893,0.44284500330033005,0.37113593690851737,0.3689939124087591,0.35166517161716176,0.4103622084690554,0.3377857402135231,0.4029300036231884,0.36989346341463414,0.4095663785714285,0.3503784107142857,0.4587627845117845,0.35721097594501716,0.39445899999999995,0.2718230696864112,0.42020998943661975,0.4417977333333334,0.37941045614035085,0.3863848654545455,0.41084261029411767,0.42943982287822874,0.44347332094594594,0.4029815754385965,0.4138941292517007,0.4595950106007067,0.39431808214285713,0.40724326893939394,0.37629303663003655,0.4207860242214533,0.29467242753623185
RBSE,num_partitions_4,0.0660346801427,0.0139675504911,0.0711743772241993,0.08038585209003216,0.07042253521126761,0.0707070707070707,0.08304498269896193,0.04411764705882353,0.07260726072607261,0.08940397350993377,0.0625,0.0673758865248227,0.06551724137931035,0.023255813953488372,0.07368421052631578,0.07260726072607261,0.06007067137809187,0.06405693950177936,0.06451612903225806,0.06451612903225806,0.046583850931677016,0.08362369337979095,0.08633093525179857,0.04044117647058824,0.07434944237918216,0.06666666666666667,0.07885304659498207,0.07051282051282051,0.06597222222222222,0.054982817869415807,0.07773851590106007,0.07773851590106007,0.08108108108108109,0.05573770491803279,0.05653710247349823,0.04363636363636364,0.04501607717041801,0.06884057971014493,0.07333333333333333,0.07420494699646643,0.06620209059233449,0.06923076923076923,0.07419354838709677,0.09584664536741214,0.05862068965517241,0.06382978723404255,0.06666666666666667,0.06593406593406594,0.07446808510638298,0.06810035842293907,0.05514705882352941,0.03180212014134275,0.0684931506849315,0.053003533568904596,0.09259259259259259,0.0763888888888889,0.06620209059233449,0.055970149253731345,0.05357142857142857,0.07094594594594594,0.075,0.06206896551724138,0.07719298245614035,0.07142857142857142,0.060714285714285714,0.06810035842293907,0.08250825082508251,0.04240282685512368,0.05714285714285714,0.09830508474576272,0.060714285714285714,0.0781758957654723,0.061488673139158574,0.039603960396039604,0.0473186119873817,0.06204379562043796,0.0858085808580858,0.05211726384364821,0.08896797153024912,0.04710144927536232,0.08362369337979095,0.05,0.06428571428571428,0.05387205387205387,0.06529209621993128,0.050724637681159424,0.09407665505226481,0.05985915492957746,0.05714285714285714,0.05964912280701754,0.05454545454545454,0.0661764705882353,0.07749077490774908,0.06756756756756757,0.06666666666666667,0.07482993197278912,0.06713780918727916,0.04285714285714286,0.08712121212121213,0.054945054945054944,0.06920415224913495,0.06884057971014493
NMI,num_partitions_4,0.0771508355346,0.0333628010893,0.0750109980762,0.113257305088,0.0713939490326,0.129735987158,0.0841047570936,0.0907775179413,0.0264712181882,0.0574545696662,0.104334347808,0.119531647296,0.112139911855,0.10203426303,0.0463074657082,0.0364236634195,0.096567442902,0.0976518560604,0.0404633717259,0.0629718842695,0.0648778630325,0.0995959596245,0.102798935014,0.049572221377,0.0381909897393,0.110758030308,0.0796086507337,0.0510649534594,0.0418502913066,0.0534240589965,0.0777552209013,0.0871243271879,0.0763043560428,0.114476888281,0.0634802350705,0.0751879393252,0.151093764633,0.0540640456694,0.067633218027,0.0701974003998,0.0967883161481,0.0786547029954,0.0214405539309,0.036425191822,0.0574475021066,0.0279004944142,0.109536357311,0.0913066008094,0.0528246322693,0.0587551458995,0.0578749613377,0.035068004443,0.0301968015251,0.102044084564,0.0398200525082,0.0533856678095,0.0881363285428,0.0590457897764,0.139962015583,0.147519213611,0.0711805375911,0.0285977507624,0.045734741469,0.0834024479915,0.074293191948,0.0527414187262,0.0450964223224,0.0767542199824,0.0483644204864,0.059309100781,0.0951544104202,0.0856815220078,0.162213067988,0.112765528982,0.0841709875672,0.0696002118121,0.110906858234,0.0709881410723,0.0512283085735,0.126411534538,0.0924891469347,0.0259573274353,0.0791241055563,0.0569061306724,0.198648874878,0.0897565032691,0.0495715110567,0.0666803573669,0.0187312627191,0.122756702225,0.095211404773,0.0623117872447,0.074995819832,0.0692936227038,0.11685807786,0.0657994937942,0.0709723762139,0.0671016109028,0.0351793804702,0.114397292417,0.136716159001,0.0712058600256
FSCORE,num_partitions_4,0.247411328988,0.0600634191598,0.17913014641,0.301010250429,0.199703247489,0.245682032123,0.262146909822,0.124261695081,0.270712791062,0.34036550106,0.241965734307,0.208859986675,0.336810176254,0.210837251888,0.158152319844,0.252057905561,0.15640446025,0.393812044483,0.293953706651,0.270034140818,0.164814935025,0.299600841115,0.240614907539,0.191647299766,0.291031168037,0.164616055896,0.218556677969,0.228640512985,0.246677075663,0.218962561677,0.164613446869,0.366628432163,0.192670225958,0.199892891925,0.282941019893,0.232664688477,0.224200156935,0.156712688719,0.293299028173,0.265781682743,0.289061582872,0.139743962233,0.301517403286,0.264611963912,0.270263830548,0.255557826038,0.292917194922,0.276483355832,0.216894815393,0.19415417713,0.254373326788,0.301880325644,0.276741195735,0.213674595555,0.265860038189,0.253664415856,0.223841397148,0.298196711205,0.177926609731,0.342365805876,0.233133859093,0.297724921952,0.299138219881,0.381008337762,0.275082216841,0.202647345293,0.284380169583,0.260273364287,0.28507750467,0.205787742455,0.318940017737,0.215358010806,0.11785243774,0.224744440902,0.234784591597,0.202663270671,0.377924356051,0.171976239648,0.145192511092,0.261706161606,0.180710008012,0.236227276628,0.327796360647,0.254372174946,0.164320313561,0.260567472611,0.290929607174,0.214923027643,0.24167856673,0.247758231804,0.186210072349,0.155113295182,0.256784016939,0.250259777276,0.344171421047,0.35921106504,0.277511204184,0.254243556892,0.231946075759,0.209738692274,0.219361694435,0.38170613642
FSCORE_IMPROVE,num_partitions_4,0.110202893176,0.0674940481273,0.132872718887,0.146138650903,0.159389942411,0.191591950323,0.184437729855,0.216977497975,0.0578484249496,0.0130203353121,0.148419421743,0.174811368342,0.124246368063,0.135448107125,0.164125007059,0.036765041189,0.172184068951,0.0,0.0233217324715,0.0993990403717,0.180801246629,0.103975884742,0.0820016246669,0.160332958391,0.0414337555972,0.182143051989,0.140375638243,0.0227221003109,0.100427900247,0.0835922480755,0.201122886515,0.00357624355397,0.17466962128,0.107283293221,0.056246457891,0.196047883144,0.249750792026,0.147279025755,0.0205302893255,0.098069551537,0.114867943342,0.248348664737,0.0240299132211,0.0341646215002,0.0738916256158,0.0250927790468,0.0638853230638,0.130711828619,0.119664324392,0.157447169314,0.10173144917,0.0442790105453,0.0444250628693,0.163640021137,0.0419864017047,0.0689565997222,0.0639791549814,0.111797095326,0.172708546845,0.0471584216165,0.144602284075,0.0344964761973,0.0624527875104,0.0,0.0867325959085,0.0972110354466,0.0520611662825,0.0642498358399,0.0503484752458,0.154558663255,0.107054755297,0.137736311394,0.328129427234,0.119597556965,0.177236460608,0.0370031156488,0.0,0.168254423717,0.172132438237,0.0655254991378,0.199543648465,0.0773360449283,0.0349644612091,0.122262078361,0.19355316742,0.156959982333,0.0606883617159,0.136297706891,0.0588791347469,0.189370612679,0.12274245931,0.185131984482,0.1663204332,0.086605202801,0.0486320696847,0.00397241889953,0.0972913449553,0.119201288988,0.0932698744038,0.138295421383,0.276203754695,0.00723874219807
Mode 5
Mode 5 Iteration 0
Mode 5 Iteration 20
Mode 5 Iteration 40
Mode 5 Iteration 60
Mode 5 Iteration 80
Average Elapsed Time = 8.56898145199
CUT_RATIO,num_partitions_5,0.212585119821,0.0266303840932,0.22,0.229577464789,0.225752508361,0.27939142462,0.251851851852,0.21881390593,0.231301939058,0.185128983308,0.228519195612,0.179902755267,0.260806916427,0.195086705202,0.230496453901,0.255043227666,0.206557377049,0.197822141561,0.181967213115,0.212585034014,0.188144329897,0.206840390879,0.243377483444,0.235741444867,0.220647773279,0.205696202532,0.191803278689,0.235054347826,0.201709401709,0.217527386541,0.245791245791,0.204633204633,0.239130434783,0.186147186147,0.231560891938,0.149136577708,0.169172932331,0.19897084048,0.241820768137,0.228040540541,0.195246179966,0.240366972477,0.221354166667,0.231266149871,0.213008130081,0.24531516184,0.189765458422,0.235294117647,0.196696696697,0.199356913183,0.194,0.15088282504,0.222397476341,0.178396072013,0.221837088388,0.203791469194,0.225954198473,0.20073664825,0.192810457516,0.19707057257,0.246105919003,0.212669683258,0.204958677686,0.177115987461,0.221362229102,0.217777777778,0.266494178525,0.1952,0.23973727422,0.247634069401,0.221396731055,0.237960339943,0.218281036835,0.229254571027,0.189801699717,0.209386281588,0.16742081448,0.214285714286,0.176961602671,0.21652892562,0.201192250373,0.190789473684,0.197879858657,0.208201892744,0.210682492582,0.208981001727,0.2140625,0.23645320197,0.21954674221,0.203448275862,0.218018018018,0.18574108818,0.202283849918,0.247376311844,0.175911251981,0.2089093702,0.260655737705,0.137218045113,0.23851590106,0.149911816578,0.194304857621,0.250996015936
EC,num_partitions_5,133.57,23.9775957927,132,163,135,202,170,107,167,122,125,111,181,135,130,177,126,109,111,125,146,127,147,124,109,130,117,173,118,139,146,106,154,129,135,95,135,116,170,135,115,131,170,179,131,144,89,136,131,124,97,94,141,109,128,129,148,109,118,148,158,141,124,113,143,147,206,122,146,157,149,168,160,163,134,116,111,150,106,131,135,116,112,132,142,121,137,144,155,118,121,99,124,165,111,136,159,73,135,85,116,126
TCV,num_partitions_5,176.39,26.4412159327,181,210,175,246,206,160,207,175,157,148,219,180,187,220,164,139,158,173,202,177,189,174,156,167,158,226,157,187,189,155,194,163,173,129,188,159,211,173,157,168,208,218,181,186,105,176,169,170,146,121,193,143,160,174,195,139,155,190,192,184,167,177,178,186,242,161,184,226,184,211,181,216,183,164,159,203,142,167,174,162,165,185,172,182,188,190,203,149,164,150,166,224,148,179,211,111,171,114,162,176
LONELINESS,num_partitions_5,0.741916059251,0.0151465992481,0.739506095687,0.749458081303,0.736636187061,0.736517358763,0.74526042706,0.729576225411,0.772762457286,0.752309583817,0.740246842158,0.740232414643,0.754137424265,0.742621090726,0.713439495769,0.740876324854,0.752640279777,0.729967431717,0.752794595409,0.749914394062,0.771061272385,0.750396132431,0.738603916763,0.724786956226,0.68777636701,0.74020883191,0.741039793871,0.760428463173,0.740414686146,0.728450528163,0.722065460727,0.707182610013,0.745092756108,0.768479189999,0.745827073582,0.760859536019,0.761722910233,0.731096839674,0.75551962185,0.741183067295,0.726031931033,0.741329407688,0.753854678105,0.755321065771,0.738424817187,0.73533089117,0.732469604169,0.75173737166,0.744150328461,0.725767874938,0.715857148268,0.754923024237,0.749035026431,0.749297009096,0.753053169761,0.729909330836,0.739258811797,0.731486729614,0.75377244442,0.752127064181,0.740208202243,0.745503268301,0.730885849362,0.749974374376,0.752601915419,0.749433902698,0.767951749783,0.75586483864,0.749302267277,0.714287275824,0.752561640071,0.754938924986,0.761762452453,0.756200080697,0.756873898252,0.720201629263,0.742840113432,0.759032327902,0.734897112682,0.738350003828,0.765641932703,0.735207688457,0.71743745902,0.747558249379,0.737171787561,0.733878394732,0.728685721083,0.750546740107,0.762093919021,0.736737857678,0.723834561526,0.727232105655,0.741118697404,0.746726999359,0.746772784504,0.748480684772,0.73168108679,0.726843297798,0.739259127249,0.742478632183,0.742181181701,0.692134736803
QDS,num_partitions_5,0.518377529703,0.0321715622568,0.5164214713022097,0.48515487632537396,0.5851450068091372,0.4653173554589844,0.5307266687791439,0.561642962175627,0.5406553681706867,0.4853659379293699,0.4795491005822188,0.5006735383572777,0.5196467508643553,0.5191448372554921,0.46255815684312906,0.5623316155228735,0.561852703192909,0.5223978443795665,0.517853974022741,0.523599909457154,0.5441366717729179,0.524953593186306,0.4929137661871502,0.5618738293289398,0.49488459613783486,0.4858969964200785,0.518997449938981,0.5285468184702466,0.49925246776581567,0.5556738522150944,0.5644297724881974,0.5626511044956787,0.4852492386874325,0.5442482620746024,0.5382284361971528,0.49465993746326076,0.4692246535018329,0.5541100527870328,0.5751378037554121,0.4989916048309871,0.4704961152058946,0.6170517863825712,0.5011190142572969,0.5001012411819616,0.5023423865778179,0.5898188266458869,0.56887063540814,0.5355345783311762,0.4855797599960787,0.5463313505398274,0.5474152038176279,0.53950732137708,0.5133273309207854,0.5013735411007996,0.5032913866816694,0.5148653557614683,0.4696288334198996,0.535897185904757,0.501213564706576,0.44542329844837436,0.5044146909069881,0.5480821942633838,0.516010201658364,0.510353575816741,0.5188820457248083,0.49586181488961567,0.4782175685872598,0.47840460662047385,0.49975125248192803,0.4839381638204403,0.5010811844968666,0.5115756492176009,0.5047606754333018,0.5281839409089221,0.4957349867344893,0.5085180443221267,0.5117363172182846,0.5194128364962434,0.45324494996122766,0.5412014353146124,0.4785579276874854,0.5301796218589374,0.5143805744512134,0.5464350769982048,0.4825832630980637,0.5475304707424059,0.4856438034573599,0.4809501231634267,0.5219429993677477,0.570935694298758,0.5289339101223626,0.5236138672385114,0.5129396217967696,0.5572484393813928,0.5140648896316558,0.5068040410751691,0.5308883622080202,0.5147949389108024,0.5520092120012622,0.5197443595389595,0.5079355154617865,0.5769824211305563
CONDUCTANCE,num_partitions_5,0.0471197563774,0.0119692905218,0.055982624198736175,0.04823814811438144,0.03539734190177737,0.06291789499547437,0.07201431150737449,0.034555866087007954,0.03759639458592143,0.06022383050892855,0.040590590891437926,0.058744536856661145,0.022965869101220487,0.05856615074886525,0.07218615289309599,0.042182072464207854,0.04033610283596133,0.06311954159005684,0.046917374004798035,0.052902360719029144,0.06389279474626497,0.0454179090150599,0.06153226036938323,0.029858765221445562,0.030671156325732914,0.05400976393548186,0.03066869848157231,0.05112351590529208,0.052114625410131614,0.03800914369137932,0.034229445639483824,0.04859300029826398,0.05383826419390617,0.051513236733098385,0.04290423026059036,0.07670891258725311,0.04322239079038285,0.025865406027725465,0.05127565861714179,0.03805713134723347,0.042717878988687105,0.03660475675052001,0.03240437689187516,0.04142306352977781,0.04804264233276683,0.0604778404062609,0.0535873264120463,0.04774495110681392,0.04456646287847936,0.03017065275342023,0.039102918916778286,0.039391927826035525,0.05222696689817879,0.05699032025223467,0.06079823263850695,0.03586884315168161,0.04823071327314151,0.05624115843813966,0.03339875762670541,0.04671898204974782,0.04850522483775367,0.030970033099710095,0.04724993743795309,0.043695003200219136,0.06475757497703032,0.04635251169918713,0.058085396194130695,0.06008543440911971,0.06089692219447174,0.048985908097452104,0.05456504661718634,0.050552033147444504,0.06967456162982041,0.03706475791248507,0.04626460057176704,0.03181757023181605,0.051083954164931285,0.04400618268327287,0.04914626514193577,0.03126216859363813,0.06194399383337831,0.05002654382686803,0.028113417064712504,0.054078695562822604,0.04149342252177456,0.04965202262041304,0.030667765491890632,0.040725874902554166,0.036668067841386626,0.05869514822837743,0.0275312207388685,0.059581641730066776,0.03509194678704908,0.03079712395220417,0.07795234883006365,0.039895878474773445,0.0415731113280067,0.0626612500282864,0.04732854079654188,0.047376211354088885,0.04946575672786033,0.0299823215340995
MAXPERM,num_partitions_5,0.400463217576,0.0433514790928,0.38171955516014233,0.3630806302250804,0.4816404154929577,0.36513777441077444,0.3936176782006921,0.40224738235294116,0.4721802772277228,0.417484976821192,0.41158733088235294,0.40188772340425527,0.42354171034482757,0.42249026245847177,0.324473350877193,0.41760182178217825,0.444702961130742,0.3968056192170819,0.4055837419354839,0.3737650788530466,0.4904503416149068,0.3896131951219512,0.34920828417266186,0.41407426102941175,0.27467100371747205,0.35924288070175436,0.3799663476702509,0.4665340801282051,0.34964377430555554,0.4282997594501718,0.42891429681978804,0.3937718056537102,0.3494750304054054,0.4603923180327869,0.41099291166077734,0.3442570072727273,0.379175575562701,0.36431869565217395,0.48306843999999993,0.35982782685512366,0.3236327038327526,0.5136349961538461,0.40656431935483867,0.3893104504792332,0.3437549344827586,0.4125800531914894,0.4138771875,0.47389231135531135,0.3148413865248227,0.40648725806451613,0.3905816911764706,0.4571201625441696,0.3914031130136986,0.35387997173144875,0.4153723074074074,0.39944721527777777,0.367500574912892,0.4113048619402986,0.44382220000000006,0.3767941216216216,0.39382254642857145,0.45468279655172417,0.3624022666666667,0.4013265986394558,0.4396794285714286,0.38944764157706097,0.41017224092409243,0.41799586572438163,0.41724550357142853,0.33250457288135593,0.40193372142857137,0.453327687296417,0.4311348964401295,0.4443351155115512,0.36984752681388017,0.364495602189781,0.3705429900990099,0.44613417263843647,0.3082463914590747,0.42337635869565216,0.3821583414634146,0.41714555,0.3583128857142857,0.4722023232323233,0.3646336701030928,0.4280228043478261,0.3459868013937282,0.3991882218309859,0.4651713587301587,0.41961771929824565,0.39783844363636367,0.3851460735294117,0.43104712177121773,0.4351126148648648,0.40233506666666663,0.4384307448979592,0.4137509081272085,0.39388715357142856,0.36217620075757573,0.3462861098901099,0.43109759861591695,0.3428721739130435
RBSE,num_partitions_5,0.0714870973603,0.0143658082899,0.06761565836298933,0.07395498392282958,0.07746478873239436,0.09764309764309764,0.07958477508650519,0.058823529411764705,0.0627062706270627,0.0695364238410596,0.08088235294117647,0.07092198581560284,0.06896551724137931,0.059800664451827246,0.07719298245614035,0.0858085808580858,0.06713780918727916,0.08185053380782918,0.08243727598566308,0.06810035842293907,0.06832298136645963,0.08710801393728224,0.08992805755395683,0.0661764705882353,0.07063197026022305,0.04912280701754386,0.06810035842293907,0.07371794871794872,0.06944444444444445,0.08934707903780069,0.08833922261484099,0.0812720848056537,0.0777027027027027,0.06229508196721312,0.053003533568904596,0.03272727272727273,0.04823151125401929,0.07608695652173914,0.08666666666666667,0.0812720848056537,0.06968641114982578,0.08461538461538462,0.08064516129032258,0.07667731629392971,0.06206896551724138,0.05673758865248227,0.0625,0.06593406593406594,0.06028368794326241,0.04659498207885305,0.058823529411764705,0.04946996466431095,0.06506849315068493,0.06007067137809187,0.08148148148148149,0.08680555555555555,0.09407665505226481,0.0708955223880597,0.04285714285714286,0.08445945945945946,0.08928571428571429,0.05517241379310345,0.07368421052631578,0.05782312925170068,0.03571428571428571,0.08243727598566308,0.0858085808580858,0.07773851590106007,0.060714285714285714,0.11864406779661017,0.075,0.08143322475570032,0.061488673139158574,0.06930693069306931,0.05993690851735016,0.09124087591240876,0.066006600660066,0.08143322475570032,0.06761565836298933,0.08695652173913043,0.06968641114982578,0.06428571428571428,0.075,0.05723905723905724,0.06529209621993128,0.06884057971014493,0.09407665505226481,0.0880281690140845,0.050793650793650794,0.0456140350877193,0.07272727272727272,0.0625,0.08487084870848709,0.09121621621621621,0.07368421052631578,0.05102040816326531,0.08480565371024736,0.060714285714285714,0.08333333333333333,0.054945054945054944,0.07958477508650519,0.08333333333333333
NMI,num_partitions_5,0.122297518292,0.0361329998392,0.146467406042,0.115945827864,0.149918567972,0.160678934735,0.149938143993,0.0760004759371,0.0598099235032,0.121201272187,0.110271961439,0.179788731162,0.0612494592341,0.112487682276,0.119661177214,0.0767438568706,0.0847109798796,0.0953558664962,0.130296619822,0.172014368705,0.123426298824,0.14297981041,0.159551707938,0.0791172705526,0.0760895661569,0.111353330928,0.16201587483,0.0754473672657,0.0804167570492,0.130457083044,0.0951302731726,0.112010144431,0.186478577343,0.157426198292,0.120835682394,0.137355064027,0.215670126398,0.112084871449,0.153605419731,0.117593623243,0.122305621418,0.124282587781,0.0514930980733,0.166358753197,0.108877942355,0.120585637368,0.152460686125,0.120474881695,0.17055461839,0.117358552149,0.135091721248,0.108289503807,0.0531612603696,0.0960618932074,0.144558872067,0.100356078342,0.126633673162,0.127909382745,0.115526287933,0.166505487105,0.102336087565,0.0945809142639,0.0991122412675,0.12316350212,0.0670577881634,0.11171418092,0.0887887412037,0.155654087607,0.163651965134,0.0528423179021,0.147186587681,0.092873420542,0.140846351718,0.178421056786,0.127527207337,0.206418688467,0.135335651185,0.196023069044,0.123503344566,0.140196209333,0.172078637386,0.144758677116,0.0730646418024,0.0563347064354,0.115103836855,0.136130246318,0.103390847352,0.158812875805,0.0855946638962,0.115847015802,0.0845561929046,0.144107147191,0.158885250704,0.0878158661541,0.185234165266,0.115786705429,0.0812833955882,0.14502078031,0.100808133733,0.150389225083,0.0935152845499,0.0735672793738
FSCORE,num_partitions_5,0.205295805274,0.0592115208763,0.218563620951,0.142930846292,0.189813946739,0.326984060075,0.235071100961,0.151441599833,0.126809737581,0.249995058535,0.307897360777,0.119179727916,0.179906789123,0.203775515809,0.125946279683,0.168057773519,0.228769035093,0.305798280052,0.189862414811,0.260917016526,0.279219312777,0.290196350574,0.145761596701,0.24512613863,0.201315692904,0.134879520172,0.113777434701,0.138374897781,0.194967547909,0.176248859068,0.137591432597,0.249962333588,0.304803729178,0.196125917714,0.209031091273,0.131593008567,0.0932367659829,0.215501699468,0.252405950455,0.246147050815,0.144110259978,0.315341362101,0.2409602992,0.224066677643,0.377097282634,0.142302518953,0.212844456952,0.181999542366,0.206598914232,0.155345304931,0.150550627591,0.237452915585,0.157288869409,0.294190784078,0.1671460027,0.193447912198,0.13928356514,0.231170598413,0.157426038676,0.229123850237,0.271778331332,0.236312749088,0.205005397516,0.218847062635,0.187957444777,0.267102927121,0.139782963179,0.0829345922376,0.220613942139,0.228625715834,0.181710427126,0.244157057564,0.126514043771,0.269648203449,0.185804556094,0.208837701827,0.233363133332,0.253829318052,0.174310901033,0.153355373209,0.250010469411,0.300375440556,0.162948467045,0.205564854668,0.110340982937,0.131166766255,0.229802974979,0.234954771775,0.263069023964,0.244292960152,0.261814463863,0.285127716709,0.139122670538,0.264136600384,0.110391363023,0.196641208376,0.16644734834,0.158321581533,0.129847801164,0.239723843861,0.2282378272,0.281015271205
FSCORE_IMPROVE,num_partitions_5,0.122724039449,0.0707899642701,0.0989769488375,0.163020480991,0.0845435877249,0.0799871560105,0.0335457056868,0.118776890943,0.0567815623921,0.0736733526014,0.0573900215253,0.249732760744,0.122332658117,0.123430880596,0.132299749099,0.113232879769,0.0653419307752,0.0,0.209364669922,0.0219232312662,0.0778511952667,0.0563329398082,0.212858443804,0.0496920091265,0.115577179548,0.108678702282,0.283032140573,0.179043722052,0.124415246235,0.178263946041,0.142695529771,0.0334459646473,0.0668376777989,0.159412296114,0.0787527428603,0.197844409268,0.352974215393,0.0203273658307,0.140823273329,0.0514182385518,0.0893124599083,0.022913914974,0.040958893419,0.0865779282062,0.0,0.15813796188,0.122892326929,0.106846344817,0.184583977827,0.170159535053,0.191349698533,0.056407904164,0.132214678074,0.00755181729464,0.155329838357,0.106987334602,0.194638795082,0.0930956711538,0.122965540255,0.140138768016,0.0245579218625,0.126576485298,0.146950872642,0.149160851029,0.0855098097647,0.0765851369617,0.12696992904,0.273479104813,0.139635508997,0.0558656985381,0.149825974733,0.0548100624408,0.26739923401,0.123384017839,0.250435663362,0.186109846531,0.150908554498,0.195029968795,0.223716082613,0.190112466193,0.077686643656,0.115619168907,0.141999145676,0.0755413163588,0.227114849382,0.185642005975,0.0803824220193,0.13916463435,0.0391266757833,0.0745668435202,0.0440701938818,0.166718996437,0.285575150625,0.0598212435579,0.23862699098,0.165367167421,0.102044370678,0.174239721529,0.0435649247723,0.0778549073894,0.0852812435198,0.0576770446515
Mode 6
Mode 6 Iteration 0
Mode 6 Iteration 20
Mode 6 Iteration 40
Mode 6 Iteration 60
Mode 6 Iteration 80
Average Elapsed Time = 10.3337176943
CUT_RATIO,num_partitions_6,0.223194213628,0.0313400291886,0.276666666667,0.243661971831,0.247491638796,0.301521438451,0.245925925926,0.204498977505,0.227146814404,0.233687405159,0.208409506399,0.173419773096,0.272334293948,0.218208092486,0.281914893617,0.263688760807,0.203278688525,0.225045372051,0.209836065574,0.222789115646,0.202319587629,0.200325732899,0.205298013245,0.250950570342,0.269230769231,0.208860759494,0.216393442623,0.21875,0.186324786325,0.201877934272,0.237373737374,0.223938223938,0.253105590062,0.177489177489,0.233276157804,0.180533751962,0.147869674185,0.17667238422,0.23186344239,0.246621621622,0.217317487267,0.238532110092,0.20703125,0.279069767442,0.217886178862,0.248722316865,0.196162046908,0.233564013841,0.226726726727,0.22347266881,0.222,0.157303370787,0.276025236593,0.204582651391,0.239168110919,0.206951026856,0.192366412214,0.226519337017,0.225490196078,0.179760319574,0.207165109034,0.209653092006,0.22479338843,0.24921630094,0.22600619195,0.237037037037,0.29107373868,0.272,0.244663382594,0.274447949527,0.22882615156,0.247875354108,0.208731241473,0.229254571027,0.21954674221,0.218411552347,0.179487179487,0.191428571429,0.238731218698,0.190082644628,0.266766020864,0.182565789474,0.208480565371,0.250788643533,0.194362017804,0.214162348877,0.2421875,0.23973727422,0.239376770538,0.236206896552,0.268468468468,0.208255159475,0.176182707993,0.229385307346,0.202852614897,0.230414746544,0.245901639344,0.146616541353,0.213780918728,0.148148148148,0.206030150754,0.233067729084
EC,num_partitions_6,140.09,26.0994616803,166,173,148,218,166,100,164,154,114,107,189,151,159,183,124,124,128,131,157,123,124,132,133,132,132,161,109,129,141,116,163,123,136,115,118,103,163,146,128,130,159,216,134,146,92,135,151,139,111,98,175,125,138,131,126,123,138,135,133,139,136,159,146,160,225,170,149,174,154,175,153,163,155,121,119,134,143,115,179,111,118,159,131,124,155,146,169,137,149,111,108,153,128,150,150,78,121,84,123,117
TCV,num_partitions_6,187.5,29.2128396429,212,231,198,265,217,148,200,222,170,145,231,188,217,216,162,174,169,190,219,174,174,185,183,174,177,211,156,179,189,171,208,166,186,155,171,151,216,193,180,177,209,253,184,186,121,175,191,180,164,126,225,156,191,172,166,160,181,181,179,174,185,230,184,197,274,218,198,256,187,228,185,215,205,170,178,190,188,155,235,155,176,218,159,177,218,201,215,176,211,165,143,205,177,190,205,121,168,121,177,170
LONELINESS,num_partitions_6,0.73916651546,0.0157285298655,0.735626765082,0.73574766169,0.729759358012,0.733278986025,0.734714803041,0.721903337034,0.764878798379,0.74145888209,0.741665257037,0.745926168327,0.762197829454,0.746306915127,0.705512862448,0.750063560888,0.75354528264,0.730034968732,0.740356679258,0.74613653908,0.775239167741,0.7517156892,0.739541215899,0.710930411504,0.689857176935,0.731693872796,0.732285627776,0.763561687584,0.733768761567,0.736450263718,0.722279346068,0.714415720527,0.746730233729,0.768847937549,0.732813670518,0.755195577179,0.7604972023,0.74049348897,0.755880294685,0.733074556419,0.723854828413,0.733557436244,0.755106694809,0.753530137715,0.730556049538,0.734328320437,0.732774966412,0.733333821303,0.74207712171,0.733434543895,0.706068055873,0.759127437604,0.740330573078,0.737244733823,0.733028586426,0.735378551641,0.758745680132,0.719754236301,0.738892403066,0.752714113226,0.735157285412,0.748145149394,0.724638233196,0.730545406624,0.749936116901,0.750859372812,0.758303218476,0.747461491948,0.744012263846,0.717541006413,0.744163551887,0.758351725489,0.771289233775,0.763233347725,0.7500595091,0.728699339825,0.735695210185,0.756094460303,0.736808494855,0.740841642698,0.752543027285,0.740144882799,0.71740740625,0.738933479132,0.737083946476,0.728324567268,0.730682920092,0.740083242547,0.752538408196,0.719677363367,0.697813112542,0.729398337475,0.759397454053,0.742212353666,0.731466972165,0.749358848998,0.744706011522,0.728273525991,0.733264455438,0.737306730601,0.745493219927,0.700480370663
QDS,num_partitions_6,0.519247358459,0.0287795513712,0.5140572089135409,0.4683470583079714,0.5712667259531645,0.4919728466124255,0.5254295974586334,0.5569846622467158,0.5230733527903365,0.5235349998233685,0.5014968076456343,0.4972311659701924,0.5116888784006552,0.509931824212168,0.4903489599235208,0.5375665047315696,0.5505713403511391,0.5650941780431156,0.5360115063087341,0.5205959396122856,0.5437378928984656,0.49966192326361186,0.4650777283743278,0.5593539143364815,0.5500177115416448,0.5122081095890008,0.5136704147974425,0.49605677702881695,0.47752677383763614,0.5493779785698222,0.5734757189747929,0.5651408119981731,0.526523637074347,0.5078793628043152,0.5233258986701127,0.4929349373199038,0.45011618522930086,0.5235123238480204,0.559104619711759,0.5022235075421103,0.5196982888690005,0.6012958756922498,0.4803383834813492,0.512608837935361,0.4990769031065439,0.5760974608915366,0.5779137674544936,0.5124946843664432,0.4873624390296611,0.5583510344429863,0.5244051597213206,0.5329816059786834,0.5279220812528311,0.5142725874908965,0.5026599240251871,0.5151072468319488,0.464908851639312,0.5365905781970486,0.5279933681093786,0.44612252404516733,0.47739992911130136,0.5218899776162726,0.5098178239697347,0.5253235859624001,0.4889730769200351,0.5054521112053776,0.5225946909768283,0.5288206651315899,0.5055998174780587,0.5140294203169854,0.4994042768252925,0.5171908542219141,0.5075273904153456,0.5508644959905252,0.5212443873232263,0.5127399020476758,0.49272914890165453,0.5084534627580299,0.517699490069484,0.4998676166021936,0.4923125657050498,0.48453720332790146,0.5068450384659678,0.5596765209286654,0.4944161173646022,0.5150783566223212,0.5197324843101877,0.49834069535534414,0.5269438883646231,0.5123360711029522,0.53689259384626,0.534413337000065,0.5155431753167715,0.543671847900638,0.5189304129802749,0.5224036131496317,0.5333226133954375,0.5265367085295739,0.5273670711756573,0.48799255828609456,0.5358115077789554,0.5996779538780593
CONDUCTANCE,num_partitions_6,0.0464065591916,0.0135997434631,0.06293958216346057,0.03113620581680542,0.036627029966551934,0.04635615592431847,0.05897221024058894,0.038503891277992024,0.054434606005853786,0.04428753244909612,0.042626306128378096,0.04682858739389504,0.03713123933302322,0.05962602319379299,0.026076536119540934,0.04016910123965894,0.050207080122473664,0.016566139025303923,0.03802486112695491,0.04741175993282334,0.05919618323978305,0.03727160318319963,0.05917162345160053,0.04407915578616235,0.06286903470233542,0.050353388467474725,0.059676995597870756,0.061648170116553706,0.06429714059476627,0.033579470983333415,0.03877665779094119,0.03316862182004016,0.05065491426396162,0.04305878393150845,0.038661482540481136,0.05379166512598689,0.06260026485221552,0.050827403722423184,0.037353145719465575,0.05632835236694052,0.03612163781610221,0.024636388049494744,0.07669043086129167,0.04846220725759195,0.06773750860548403,0.04188531249386832,0.022287182682818357,0.06325267404138366,0.051563842399197604,0.03139234285591007,0.03648992363525235,0.030386696347383228,0.03916002757559251,0.042117600849667806,0.0388773763164717,0.04688999955718506,0.051374223116836315,0.03382113993722561,0.04664017501700089,0.04730352149869413,0.04890423128758627,0.0414660234136867,0.0381083828977131,0.028922518263105577,0.0859911745980389,0.04466413585288183,0.03052372959897171,0.07876283457478953,0.05487868431540015,0.033747297139283323,0.057742103671620575,0.031490247825670295,0.06846889081442284,0.04754022202294093,0.04397136311809376,0.03140370604654885,0.05003796701241703,0.06470568742896016,0.052914191647241544,0.03418590070589808,0.060070350617281845,0.060284935569565636,0.022091268087397316,0.0290443425985032,0.04781849285173582,0.065919889969221,0.026289790379231542,0.04993434340514891,0.05613868899349925,0.046885320937744994,0.027228528167877727,0.02336495855766249,0.0475830288304038,0.052769460378078836,0.05553407814534203,0.05337378588437432,0.050159211456988075,0.06999778876459943,0.06589441280512905,0.04459213740720507,0.03409789834629227,0.030774798135420802
MAXPERM,num_partitions_6,0.406857872041,0.0445987614742,0.37042222775800715,0.3290044565916399,0.48398495422535215,0.39303786531986534,0.3483286955017301,0.3861380588235295,0.4174313597359736,0.4625123509933775,0.4222715,0.3967573687943262,0.4360214275862069,0.3806118338870432,0.33088338947368423,0.4644356303630363,0.4317316254416961,0.48430552669039145,0.4497962437275986,0.43850955197132613,0.4964335527950311,0.4046096167247387,0.3352545215827338,0.37504182352941173,0.3232708959107807,0.34607262105263165,0.39179248745519707,0.4738505480769231,0.3626526701388889,0.439727587628866,0.4111076537102474,0.45087836749116617,0.37995098648648645,0.4607870032786885,0.42159963250883387,0.3947018363636364,0.3581488810289389,0.3588018840579711,0.4932309199999999,0.34153771378091874,0.3563276933797909,0.5188266461538461,0.39681330000000004,0.3871898306709265,0.3016178551724138,0.43142708510638295,0.47244210833333333,0.42356986446886447,0.3695675673758866,0.4363272652329749,0.33225715441176473,0.45752039929328625,0.43967189041095883,0.4005222720848057,0.4246750851851852,0.37867101736111114,0.3614799233449478,0.4012305597014925,0.41235763571428574,0.37250073986486487,0.3207023892857143,0.42124161724137926,0.3640141473684211,0.41767084013605443,0.38177975000000003,0.44548085304659496,0.41025859075907584,0.44189844169611314,0.39471017499999994,0.43225273898305083,0.37354209285714285,0.47650500977198695,0.45077781877022655,0.43948899999999996,0.4065070283911672,0.39576970437956205,0.3856936105610561,0.42831043322475565,0.4287721316725978,0.39402528623188404,0.39186181533101044,0.3700618821428572,0.37125337142857145,0.49501092592592594,0.37040784192439863,0.39918228260869565,0.4043881254355401,0.35370711267605637,0.46142418730158735,0.39018916842105256,0.36586425818181817,0.4191389338235294,0.40349474169741695,0.4287450236486487,0.4262814491228071,0.4288503299319728,0.4594808551236748,0.3789574321428572,0.4015730606060606,0.3666574981684982,0.4719737266435986,0.3972503586956522
RBSE,num_partitions_6,0.0734273033379,0.0142751754082,0.09252669039145907,0.10289389067524116,0.09154929577464789,0.10437710437710437,0.09342560553633218,0.07720588235294118,0.07260726072607261,0.09933774834437085,0.058823529411764705,0.07446808510638298,0.07586206896551724,0.05647840531561462,0.0912280701754386,0.0858085808580858,0.07773851590106007,0.05338078291814947,0.08960573476702509,0.06810035842293907,0.052795031055900624,0.08013937282229965,0.09352517985611511,0.09191176470588236,0.08178438661710037,0.06666666666666667,0.07885304659498207,0.0641025641025641,0.06944444444444445,0.061855670103092786,0.08480565371024736,0.05653710247349823,0.0777027027027027,0.05573770491803279,0.0812720848056537,0.04363636363636364,0.04501607717041801,0.05434782608695652,0.07,0.08480565371024736,0.06968641114982578,0.06923076923076923,0.08064516129032258,0.08306709265175719,0.06551724137931035,0.06382978723404255,0.05,0.07692307692307693,0.07801418439716312,0.05017921146953405,0.07352941176470588,0.03180212014134275,0.07191780821917808,0.0812720848056537,0.1,0.0798611111111111,0.05574912891986063,0.07462686567164178,0.07857142857142857,0.08445945945945946,0.08928571428571429,0.07931034482758621,0.06666666666666667,0.07142857142857142,0.05714285714285714,0.06451612903225806,0.09900990099009901,0.07773851590106007,0.07142857142857142,0.09830508474576272,0.09285714285714286,0.0749185667752443,0.05825242718446602,0.06930693069306931,0.06624605678233439,0.07664233576642336,0.07260726072607261,0.07166123778501629,0.05338078291814947,0.06884057971014493,0.06968641114982578,0.060714285714285714,0.075,0.06060606060606061,0.08247422680412371,0.07971014492753623,0.07317073170731707,0.07746478873239436,0.06666666666666667,0.07368421052631578,0.10181818181818182,0.0625,0.05904059040590406,0.06756756756756757,0.08421052631578947,0.08163265306122448,0.0706713780918728,0.060714285714285714,0.09090909090909091,0.05128205128205128,0.06920415224913495,0.06521739130434782
NMI,num_partitions_6,0.161866740277,0.0382002132864,0.197421008807,0.128768653908,0.131250784636,0.170091722567,0.181707894554,0.0918519915373,0.147473303289,0.194010895444,0.153548024644,0.200818861149,0.179662949306,0.167426924779,0.115316462379,0.17668739946,0.153717986712,0.146020375254,0.128236478071,0.0958608955755,0.121295016381,0.207498729274,0.212592551525,0.0824027017328,0.124449575002,0.170806051051,0.197009480409,0.143549582007,0.174787915943,0.173935468407,0.15335289511,0.134110971339,0.145195125186,0.217688969391,0.186836389708,0.23096181054,0.243222965132,0.220601849501,0.192503020965,0.139390673846,0.163151575215,0.172556798678,0.158367260211,0.137811179171,0.198168966321,0.162495140446,0.165705035038,0.18469915056,0.165753010437,0.142346748703,0.140681051948,0.221129859431,0.126915228823,0.272085597873,0.188768931822,0.213423042447,0.21968546323,0.103840970805,0.177599100985,0.227621016632,0.172343662275,0.113639930126,0.11537803059,0.115178761473,0.186203532563,0.158435009247,0.094161247241,0.140524148254,0.163200516543,0.163598671486,0.143200395707,0.120324162661,0.163299280325,0.131205338476,0.168178793789,0.107671084622,0.127858748198,0.168231050498,0.188133070406,0.225622140229,0.186795745585,0.225272387061,0.124752189115,0.0980041809568,0.192629834068,0.159579806254,0.133304495256,0.130458780803,0.100820962785,0.178256068739,0.103375944162,0.173521302471,0.189727636213,0.183640750885,0.146865485381,0.115435693092,0.126635961439,0.161213356483,0.159442429545,0.22614667454,0.161548150887,0.167989133988
FSCORE,num_partitions_6,0.167535273223,0.0575297629529,0.112425926727,0.151273069435,0.143038949031,0.155640745222,0.0538537774535,0.188971007352,0.179775725127,0.211111605001,0.0885541691653,0.269081763035,0.248029491291,0.136909531908,0.179107552419,0.128732634099,0.166766034034,0.275030283262,0.118856899563,0.145358680865,0.170147553062,0.109215699367,0.149679973182,0.206851940239,0.132067284278,0.138748936562,0.121807887203,0.162007631374,0.114398934198,0.220537599256,0.101739871069,0.277749587461,0.126633892479,0.236603217908,0.1129987803,0.0809261709767,0.22135320447,0.192935030148,0.098275492013,0.155875938116,0.198921827341,0.107256044514,0.0915897763655,0.20082832022,0.385689720242,0.173513172957,0.184583614827,0.116611130644,0.240631480588,0.0396167899165,0.218458780377,0.192567511707,0.159565830612,0.186369535966,0.244588750594,0.178500566893,0.205734792828,0.124554740713,0.145255551321,0.249401687619,0.291318101563,0.181129792596,0.173993760486,0.166706949265,0.18352252191,0.255638464463,0.16563423537,0.230369045901,0.192547473469,0.0945063131688,0.204110965319,0.126973009855,0.188042764405,0.195723560252,0.173892272183,0.166849558255,0.150618295955,0.104053699845,0.128735646468,0.193368620062,0.213479250216,0.102384278986,0.127799531247,0.19494869452,0.279633668989,0.11472919159,0.230407128194,0.181041161855,0.201223102771,0.0977503941957,0.152342186458,0.157146593357,0.0716571736157,0.135037641881,0.200089101557,0.105353682798,0.0724747189699,0.0983918384508,0.157735173769,0.179085622107,0.16698531746,0.218784723577
FSCORE_IMPROVE,num_partitions_6,0.135535275425,0.0625855354185,0.203925808236,0.115878677594,0.103985739622,0.203159926976,0.244596916977,0.0830503224017,0.0765338839857,0.0432303070515,0.204748700567,0.003265770885,0.0558394957729,0.176799931585,0.0833661573288,0.191014755724,0.135189964106,0.0542144997493,0.159299660764,0.0730357686265,0.0774336665215,0.297434080891,0.170094222018,0.0693504500341,0.112751774191,0.136730480291,0.130963578343,0.122273698006,0.170973198535,0.0662975803202,0.175309598896,0.0647590234316,0.216350057111,0.0834625676924,0.201246718243,0.250692901144,0.0630928248451,0.171254583801,0.238532995749,0.160575039928,0.105219692931,0.184448480993,0.155643865869,0.0801242526612,0.00436174544532,0.138013775287,0.111306701015,0.179543108187,0.054850147115,0.236653945092,0.0983726994634,0.222235877062,0.11236678416,0.130976468111,0.0551262763121,0.18035650528,0.0707940936271,0.167789325655,0.206947201703,0.0842464806462,0.0469218089785,0.155300175364,0.12041143974,0.0853404527453,0.170925665142,0.0496252960958,0.0716194843641,0.0829936998688,0.117727976513,0.221072904359,0.0926920618883,0.108032102222,0.134336656939,0.0924169433639,0.180749408911,0.151021582026,0.126582818488,0.222768626932,0.165286934289,0.16355886228,0.101065441585,0.280124117357,0.112507542991,0.0629847247414,0.088880218712,0.184883005573,0.0910442327552,0.0850170906445,0.0624014033035,0.16664061024,0.119429242405,0.217525133264,0.2330064362,0.222798300299,0.0932216859421,0.17361058385,0.212068335788,0.165289090061,0.17229897638,0.210858851011,0.0867425586404,0.0816523057153
Mode 7
Mode 7 Iteration 0
Mode 7 Iteration 20
Mode 7 Iteration 40
Mode 7 Iteration 60
Mode 7 Iteration 80
Average Elapsed Time = 11.4078313923
CUT_RATIO,num_partitions_7,0.231260527975,0.0274240115664,0.218333333333,0.230985915493,0.240802675585,0.261410788382,0.265185185185,0.231083844581,0.239612188366,0.238239757208,0.239488117002,0.186385737439,0.280979827089,0.229768786127,0.267730496454,0.273775216138,0.208196721311,0.259528130672,0.224590163934,0.253401360544,0.235824742268,0.231270358306,0.248344370861,0.252851711027,0.257085020243,0.208860759494,0.226229508197,0.224184782609,0.206837606838,0.20813771518,0.276094276094,0.227799227799,0.276397515528,0.196248196248,0.238421955403,0.1852433281,0.181704260652,0.233276157804,0.251778093883,0.251689189189,0.207130730051,0.266055045872,0.235677083333,0.255813953488,0.242276422764,0.228279386712,0.213219616205,0.221453287197,0.207207207207,0.218649517685,0.2,0.157303370787,0.249211356467,0.201309328969,0.270363951473,0.238546603476,0.219847328244,0.206261510129,0.227124183007,0.193075898802,0.258566978193,0.20060331825,0.223140495868,0.200626959248,0.244582043344,0.217777777778,0.272962483829,0.2608,0.262725779967,0.279179810726,0.237741456166,0.262039660057,0.233287858117,0.239099859353,0.21104815864,0.231046931408,0.197586726998,0.175714285714,0.25041736227,0.246280991736,0.235469448584,0.185855263158,0.240282685512,0.283911671924,0.241839762611,0.243523316062,0.23125,0.244663382594,0.245042492918,0.210344827586,0.248648648649,0.238273921201,0.197389885808,0.235382308846,0.215530903328,0.231950844854,0.255737704918,0.171052631579,0.21554770318,0.162257495591,0.19932998325,0.260956175299
EC,num_partitions_7,145.06,23.7780655227,131,164,144,189,179,113,173,157,131,115,195,159,151,190,127,143,137,149,183,142,150,133,127,132,138,165,121,133,164,118,178,136,139,118,145,136,177,149,122,145,181,198,149,134,100,128,138,136,100,98,158,123,156,151,144,112,139,145,166,133,135,128,158,147,211,163,160,177,160,185,171,170,149,128,131,123,150,149,158,113,136,180,163,141,148,149,173,122,138,127,121,157,136,151,156,91,122,92,119,131
TCV,num_partitions_7,195.69,26.8043634508,193,218,203,247,222,169,219,217,189,156,234,208,210,234,169,193,190,212,248,201,213,183,173,172,195,234,174,184,213,184,234,186,193,158,199,186,224,203,172,188,230,240,207,186,130,176,180,178,158,140,217,168,207,202,200,149,183,189,199,178,197,198,199,174,260,211,227,254,191,233,221,228,207,177,187,179,197,189,206,157,193,230,199,201,206,205,235,157,193,183,161,211,181,196,217,140,172,120,169,191
LONELINESS,num_partitions_7,0.736355911149,0.0150328682373,0.747038829238,0.747137534167,0.733386571567,0.740572273101,0.742302258091,0.732256868385,0.764050341079,0.740745070068,0.74279262456,0.741926593562,0.75492728132,0.736016905292,0.721591795322,0.734638142364,0.751416378121,0.718635744961,0.742830485717,0.737047616407,0.762818222742,0.738585113575,0.733731264368,0.716514574087,0.686205539482,0.739938436689,0.729584959535,0.754734895873,0.729305390409,0.727103245923,0.722142965298,0.701092838069,0.739849819217,0.753171447699,0.730712625577,0.746827060373,0.761568769722,0.719600750932,0.749512025584,0.730272298915,0.725996437851,0.728519168648,0.742845786778,0.744806758925,0.735049937298,0.740138880181,0.724060225449,0.744372741959,0.742102645047,0.73385794363,0.703538429211,0.750935345525,0.741080043879,0.734927958935,0.738488342981,0.733177152405,0.74844801342,0.716533453824,0.742719020963,0.751596858524,0.728278927131,0.739439929139,0.715959077968,0.744400938112,0.734247769799,0.750937648163,0.753229132645,0.746058572725,0.721229399157,0.706163080147,0.75021432932,0.753805343573,0.750252861983,0.751954520738,0.743776470051,0.727271898069,0.730690374325,0.761268759333,0.726775430421,0.739156457109,0.750835247329,0.746233490901,0.708101949394,0.744579749194,0.733133077188,0.724245579754,0.742815630365,0.745872080616,0.7539097823,0.730535655316,0.702687120351,0.725798894546,0.746711875522,0.739966880901,0.737636127215,0.742273903456,0.730822683244,0.716408710737,0.741997210431,0.744813417612,0.73959573298,0.685724692807
QDS,num_partitions_7,0.515699984807,0.0320039993588,0.521424681366156,0.48658189389415096,0.555505423559298,0.4786327051066868,0.5040176501203194,0.5930458330368154,0.5161907000286744,0.5296159211591417,0.501484916742991,0.507251089993335,0.5207519975118093,0.4797378091345344,0.5108909686606103,0.5446826475294306,0.5393345154329354,0.568617526199496,0.5398553433675835,0.5346002265738186,0.5385702215850154,0.4874621098553064,0.48387965525430215,0.5442065931486114,0.5147275080478314,0.4899251292319788,0.5285428574081413,0.4884519355025723,0.4782120799481495,0.5276453984628638,0.5860215507186836,0.5572621405142054,0.5034092338594516,0.5279203102696077,0.5131909533914233,0.49197833576436223,0.4614677281933538,0.5498127871556898,0.5272061044810706,0.5149603194987598,0.5050468278458519,0.5961919166268294,0.4900710978508212,0.4691079443980639,0.5034024397191977,0.559364439981119,0.57846213116084,0.5194908491521013,0.4525287012766995,0.5165862013501832,0.5058428938853545,0.5270270966976224,0.5098175807791997,0.5316717415090614,0.5387854926772379,0.5372298384307848,0.46137176950948566,0.4800484755336291,0.509401111250702,0.4838700718026643,0.4789211986027103,0.494927088955597,0.5129153125112434,0.5057905899877208,0.470232639005001,0.47797247348923094,0.4905533986201476,0.49142157301535433,0.4887459118597427,0.5712239993422986,0.49054829921894266,0.522182770599379,0.5121104766450527,0.5045468179949486,0.48227413532895375,0.5010886062996066,0.4887531259096021,0.4804190871393743,0.5086156325284996,0.541840019361708,0.44291479584360977,0.5142244959954139,0.5657273154000287,0.5950529846604373,0.4986433452087313,0.5418406630527939,0.531866686649417,0.5079533048340257,0.5378958926545795,0.5002139996847695,0.5107612977256627,0.5742973715172578,0.49338788729422023,0.5143254505421472,0.5338857237220971,0.5116576313873674,0.530118211780733,0.5210167041850993,0.5354201934475429,0.4796613741838623,0.5155607567624507,0.5760958146517134
CONDUCTANCE,num_partitions_7,0.0460012762072,0.0112384116485,0.051762767520110706,0.05981157733015513,0.05145394935268871,0.03542165488088043,0.054449954643766986,0.029034943789086932,0.051840409432624364,0.04683473367784298,0.03514795411556214,0.0388718003596329,0.05941881287742399,0.03737132366172629,0.04175911580297545,0.044187756877009675,0.0408351601267224,0.0351338858189392,0.04357669288088159,0.05241825783796021,0.03701313682986835,0.04892401798641737,0.0458078285536407,0.04137060633020527,0.035918148515976724,0.02726420196051539,0.03100864684353192,0.05529780393599431,0.050223957363028995,0.03990547350958205,0.037957952681081465,0.02687928013519774,0.048943655528510925,0.04544884271938027,0.06777896233508342,0.05899575849386681,0.041071563321982495,0.02485813783092022,0.030704210400220835,0.029270360035016152,0.04372317553505298,0.033951495912124166,0.03584557273299304,0.04811196799266555,0.05593011212644486,0.0536842547728957,0.02989403168674877,0.07306593468344204,0.06516547570832024,0.058066355251239904,0.037944510322369444,0.026006853754070174,0.05539368356522487,0.04082904986096575,0.032377731693103776,0.045269296612229004,0.04912605588372077,0.04775163533233373,0.02121926093373531,0.05916060480493492,0.05341148403628754,0.037702972659552,0.05688212099484759,0.05248418695945758,0.05512138679634153,0.05651540558063065,0.062060239649325756,0.04077291407473733,0.05332792355505288,0.04695386114988655,0.046702727631858225,0.03213684343842364,0.05873548086975958,0.03460014826176567,0.03218909551717122,0.03129089483268248,0.044598229362056575,0.062121465321206826,0.05410458983179512,0.04846747488931179,0.061572687217108825,0.0749327861595924,0.046147833379166274,0.040863523012870474,0.04571326567518511,0.050161433675496366,0.05043562035885929,0.060967503582249775,0.03726163231511112,0.05653312739492828,0.02743011682042681,0.04400396039889698,0.03595135027868875,0.04389904054963896,0.05714437563902028,0.0566069623344461,0.05074576032898462,0.05821908933285078,0.05227125142011424,0.053119430236057134,0.054665267793707145,0.034811801947663194
MAXPERM,num_partitions_7,0.407981398646,0.0457025600786,0.3931355017793594,0.36347675562700965,0.44286378873239435,0.39940148484848487,0.3790489584775086,0.4337025330882353,0.44747340264026403,0.4172640264900662,0.4372316544117647,0.45145021631205673,0.4543582724137931,0.4195956843853821,0.37229325614035086,0.4785857095709571,0.4455493780918728,0.4553266405693951,0.46151623297491046,0.4066862401433692,0.4714861956521739,0.4177551045296167,0.37510791366906476,0.3775204595588235,0.3013245501858737,0.3971808140350877,0.3569752114695341,0.4436167435897437,0.36062198263888895,0.4118404914089347,0.45037571024734985,0.40415067844522967,0.3681339628378379,0.42073518688524586,0.39194731095406365,0.35088337454545454,0.39528752733118977,0.36707466304347824,0.49123316000000006,0.3688092932862191,0.382398,0.5155552346153845,0.44070461290322577,0.3467391884984025,0.35787829310344826,0.428835035460993,0.5133046374999999,0.4528350183150183,0.33191303900709224,0.4279400860215054,0.35766348897058825,0.4718455512367491,0.4183824863013698,0.4148077173144876,0.4703835925925926,0.39971395486111105,0.397660181184669,0.3362719328358209,0.4114385785714285,0.38841687162162164,0.3477498357142857,0.37326213793103447,0.3826811614035087,0.444106343537415,0.34147483928571426,0.382583064516129,0.3761612178217822,0.4086967632508834,0.35297426785714286,0.40099176949152543,0.397670725,0.4707910553745928,0.4237781197411004,0.43517303960396037,0.3900234889589905,0.3766423138686131,0.37134406600660064,0.468086996742671,0.35997343416370103,0.43380909782608695,0.3181542613240418,0.39880602500000006,0.38446909642857147,0.5695365084175085,0.37625370446735396,0.41592589855072465,0.401044362369338,0.40855709154929576,0.49330497142857144,0.41778675087719297,0.34913064000000005,0.40564734558823523,0.4343477232472324,0.41086782770270264,0.4457869122807017,0.42423712244897965,0.4269792438162544,0.3600975392857143,0.38294310227272726,0.39601305860805863,0.4452913979238754,0.3492779710144927
RBSE,num_partitions_7,0.0754970282449,0.0136950454164,0.05338078291814947,0.07395498392282958,0.08450704225352113,0.08417508417508418,0.07612456747404844,0.05514705882352941,0.07590759075907591,0.0728476821192053,0.0625,0.0673758865248227,0.08620689655172414,0.0664451827242525,0.07719298245614035,0.0891089108910891,0.07420494699646643,0.08185053380782918,0.07168458781362007,0.0931899641577061,0.07453416149068323,0.11846689895470383,0.08633093525179857,0.08088235294117647,0.07063197026022305,0.04912280701754386,0.07885304659498207,0.08012820512820513,0.08333333333333333,0.061855670103092786,0.08480565371024736,0.06007067137809187,0.0777027027027027,0.06885245901639345,0.07773851590106007,0.05454545454545454,0.05144694533762058,0.07246376811594203,0.08,0.08833922261484099,0.07665505226480836,0.08846153846153847,0.08387096774193549,0.07987220447284345,0.06206896551724138,0.05319148936170213,0.06666666666666667,0.07692307692307693,0.07801418439716312,0.06451612903225806,0.08455882352941177,0.04946996466431095,0.07876712328767123,0.06713780918727916,0.09259259259259259,0.09375,0.05226480836236934,0.0708955223880597,0.07142857142857142,0.08108108108108109,0.10714285714285714,0.06551724137931035,0.06315789473684211,0.061224489795918366,0.07142857142857142,0.06810035842293907,0.10231023102310231,0.0706713780918728,0.08928571428571429,0.10847457627118644,0.08214285714285714,0.08794788273615635,0.08090614886731391,0.07590759075907591,0.06624605678233439,0.09124087591240876,0.08250825082508251,0.06840390879478828,0.08185053380782918,0.07246376811594203,0.06968641114982578,0.05357142857142857,0.09642857142857143,0.06060606060606061,0.06872852233676977,0.10507246376811594,0.059233449477351915,0.07394366197183098,0.06984126984126984,0.056140350877192984,0.09454545454545454,0.08088235294117647,0.08118081180811808,0.0777027027027027,0.08070175438596491,0.07482993197278912,0.07420494699646643,0.07857142857142857,0.07196969696969698,0.040293040293040296,0.07958477508650519,0.08695652173913043
NMI,num_partitions_7,0.205163579572,0.0367152245862,0.272985884979,0.157890157644,0.142151988874,0.179273990135,0.135555829932,0.191755398552,0.231329357599,0.201122617253,0.183282777004,0.232850333066,0.231759415481,0.252971705737,0.206536201572,0.169931459984,0.223542463368,0.18934409062,0.2489771678,0.155540788272,0.12225150917,0.198529193337,0.214771928928,0.170193988908,0.1744889751,0.204302168055,0.178464218356,0.236049396707,0.244010768975,0.180431565657,0.179074794292,0.179318921886,0.212218062756,0.19132741991,0.169439616751,0.241228745555,0.27600820441,0.218836300932,0.245377124288,0.178947304876,0.181287774905,0.183046110837,0.254129602399,0.210212706325,0.209990899707,0.187127094287,0.23836281621,0.263484490597,0.285969711266,0.192089515412,0.179850110377,0.215750666519,0.189835883954,0.173636462412,0.220456025426,0.211097676186,0.223922804771,0.211161081469,0.199392818847,0.302657452031,0.224354005847,0.186009005175,0.195093098332,0.227740287506,0.253941189104,0.241922852715,0.222110909801,0.129323197576,0.157524218894,0.159259330936,0.25307726571,0.224181719189,0.167385068397,0.150788302819,0.298901350649,0.219248169572,0.197131408962,0.238133147163,0.174574562073,0.270679694521,0.224045590457,0.277815757753,0.187669154109,0.209087329994,0.191409607254,0.173157593253,0.209280997781,0.201888372274,0.136930820513,0.213900492873,0.22210139049,0.180940996037,0.163268676516,0.185492797529,0.207427148854,0.22139352307,0.187934783571,0.182304956408,0.199262977968,0.214527957964,0.209419641998,0.170185064956
FSCORE,num_partitions_7,0.139245619516,0.0521711238789,0.106926264579,0.116338881524,0.0818653399875,0.138343574242,0.118579043802,0.151816705073,0.254734845004,0.186529491257,0.159383776059,0.102766805324,0.246684468096,0.120527150539,0.244987429761,0.117698078239,0.131003782051,0.14331918003,0.068417608315,0.142381085751,0.0661016166259,0.180096687287,0.104234662701,0.118269951283,0.142776397764,0.115122023726,0.137358895926,0.114474120451,0.2874237011,0.142083908565,0.132069438282,0.0592767906466,0.123479782146,0.122467199007,0.133773742069,0.108325569324,0.119657434825,0.16186351474,0.137405859025,0.100033185885,0.210594800862,0.163511427117,0.0932695845464,0.139734434632,0.182150187711,0.0747760480618,0.109522929151,0.147423679035,0.156894632092,0.0645602631362,0.21854072712,0.145910592114,0.0661950682333,0.213582556842,0.12160471245,0.0907412691982,0.0336404720014,0.182835223994,0.0640343243774,0.199310020678,0.151560120522,0.106205344989,0.158123947334,0.122495723362,0.0670846491255,0.0503913814979,0.116565305352,0.156993968637,0.118682042784,0.103349536598,0.19393144631,0.181955688497,0.121324652388,0.172741827365,0.0673709709556,0.0996507580808,0.177532214332,0.0915847120665,0.152066668084,0.135628760611,0.144871946769,0.107173954471,0.201911744683,0.141929763651,0.215878111559,0.204768942487,0.174561710058,0.205304262904,0.0792974050018,0.0645403140579,0.200404541208,0.155896171523,0.287868644123,0.0757301971957,0.184518759714,0.070157733423,0.163822068625,0.131801915911,0.108369562523,0.247256363967,0.126223616942,0.16960355756
FSCORE_IMPROVE,num_partitions_7,0.156443937097,0.0600442206819,0.172215365903,0.169064237604,0.138557301919,0.145607516461,0.123677913441,0.192489272967,0.0367275136093,0.115851013189,0.0887240920769,0.222553366733,0.0387985957827,0.199919004185,0.0778129367094,0.162435179987,0.166139649081,0.0506823825206,0.252546839674,0.156655608076,0.157128272776,0.185569703235,0.201267416322,0.137435610414,0.126277152504,0.16384362566,0.125834504418,0.252543585467,0.0854963653346,0.163643624717,0.0829145797557,0.229062007637,0.150856410995,0.194472948821,0.145912482466,0.223238616556,0.229989255946,0.106262346706,0.223794505185,0.194727703475,0.0900517267527,0.146138052036,0.248199275137,0.166652801941,0.155366161689,0.138454424904,0.213603682643,0.200072218014,0.194884038466,0.25167538118,0.0753086288497,0.154973045916,0.195837802095,0.100314939538,0.152510915622,0.210864969169,0.257210382805,0.102671062219,0.159745472337,0.231990756048,0.124936624007,0.157419245221,0.140151260089,0.239507590491,0.206179196505,0.303060129295,0.210006209013,0.0694288283685,0.174389218016,0.13012042485,0.118966744719,0.150449202909,0.153408110272,0.106559081539,0.273313265645,0.185657212084,0.188455352287,0.165576264118,0.154452045929,0.15714790278,0.053352993055,0.299564889306,0.0762915978877,0.148020209543,0.092212911182,0.0447788794065,0.087947921166,0.066525463251,0.168175605125,0.140547481057,0.0896569706204,0.0943431491963,0.0166256256622,0.224835230317,0.139798185258,0.204428999033,0.121539442722,0.195509189819,0.155599680794,0.103029238451,0.235163839505,0.14000805351
Mode 8
Mode 8 Iteration 0
Mode 8 Iteration 20
Mode 8 Iteration 40
Mode 8 Iteration 60
Mode 8 Iteration 80
Average Elapsed Time = 12.661964016
CUT_RATIO,num_partitions_8,0.236102040804,0.0303829581037,0.261666666667,0.238028169014,0.260869565217,0.30428769018,0.265185185185,0.21472392638,0.250692520776,0.238239757208,0.237659963437,0.183144246353,0.262247838617,0.244219653179,0.274822695035,0.293948126801,0.219672131148,0.261343012704,0.239344262295,0.25,0.242268041237,0.236156351792,0.228476821192,0.266159695817,0.253036437247,0.232594936709,0.23606557377,0.23777173913,0.239316239316,0.225352112676,0.291245791246,0.247104247104,0.313664596273,0.191919191919,0.260720411664,0.174254317111,0.160401002506,0.236706689537,0.246088193457,0.260135135135,0.219015280136,0.269724770642,0.231770833333,0.272609819121,0.239024390244,0.243611584327,0.18763326226,0.214532871972,0.219219219219,0.215434083601,0.208,0.16532905297,0.236593059937,0.227495908347,0.26863084922,0.260663507109,0.242748091603,0.235727440147,0.240196078431,0.21171770972,0.247663551402,0.221719457014,0.218181818182,0.241379310345,0.247678018576,0.225185185185,0.253557567917,0.264,0.292282430213,0.293375394322,0.227340267459,0.256373937677,0.231923601637,0.244725738397,0.188385269122,0.236462093863,0.187028657617,0.214285714286,0.217028380634,0.229752066116,0.265275707899,0.215460526316,0.220848056537,0.244479495268,0.221068249258,0.222797927461,0.2171875,0.262725779967,0.237960339943,0.23275862069,0.268468468468,0.223264540338,0.218597063622,0.241379310345,0.228209191759,0.239631336406,0.265573770492,0.15037593985,0.233215547703,0.153439153439,0.180904522613,0.239043824701
EC,num_partitions_8,148.17,25.5871276231,157,169,156,220,179,105,181,157,130,113,182,169,155,204,134,144,146,147,188,145,138,140,125,147,144,175,140,144,173,128,202,133,152,111,128,138,173,154,129,147,178,211,147,143,88,124,146,134,104,103,150,139,155,165,159,128,147,159,159,147,132,154,160,152,196,165,178,186,153,181,170,174,133,131,124,150,130,139,178,131,125,155,149,129,139,160,168,135,149,119,134,161,144,156,162,80,132,87,108,120
TCV,num_partitions_8,200.94,30.1266725677,211,228,223,289,243,161,228,215,188,160,227,218,226,239,177,202,200,203,259,205,194,200,181,189,202,235,202,198,231,184,268,187,208,149,188,195,221,210,175,197,227,252,210,195,111,168,189,177,166,143,206,189,208,215,212,175,185,205,198,204,178,229,196,188,247,223,238,271,195,240,211,240,186,189,175,214,184,170,237,177,179,219,188,188,193,218,222,182,207,172,177,225,202,212,217,128,179,127,151,169
LONELINESS,num_partitions_8,0.735172330136,0.0150159128602,0.737821505863,0.748457136676,0.723890742372,0.723802264071,0.730491637553,0.726534953372,0.762755209228,0.750064915406,0.736139799656,0.7363413886,0.755374270151,0.735306162538,0.714767101954,0.742579182956,0.744154069167,0.713947692797,0.731501114124,0.74645029484,0.754892583739,0.741217978333,0.73240176508,0.722385056293,0.686485131609,0.729268152381,0.725409846393,0.758183486282,0.727908357813,0.72900270819,0.704942466676,0.694802951661,0.734801923909,0.763361434419,0.729315789506,0.747672296829,0.757895894621,0.724813212154,0.751211299762,0.733538119228,0.717496497766,0.723559765212,0.756784656312,0.756381501321,0.731663368323,0.73375624089,0.727905480622,0.735031641104,0.738877986582,0.737877484148,0.708124495654,0.752109535192,0.743499872692,0.733809153149,0.736233351165,0.727058013127,0.737086502454,0.72083801113,0.74334253499,0.747724276581,0.733195406515,0.73530712099,0.719599812572,0.733284471743,0.740443723992,0.74815564721,0.760582041599,0.742767601241,0.726645975478,0.700903221946,0.746997112973,0.752958363535,0.757188349797,0.753927858554,0.747390998687,0.714767238077,0.731104350715,0.761249728966,0.726335956212,0.739892988093,0.743294970354,0.745854022235,0.71297112009,0.737068862266,0.737207059974,0.722390881778,0.734010798144,0.737034886538,0.754303199936,0.728186257794,0.708839787406,0.725491085049,0.742842658781,0.741104181331,0.73432544868,0.730857758922,0.731654397271,0.725590455095,0.731563904882,0.741633520903,0.750438731953,0.708820790715
QDS,num_partitions_8,0.511003787435,0.0286750292728,0.5142305627194454,0.5034996803674978,0.5626972938066169,0.46962373896273907,0.5101931332753933,0.5544752437484841,0.4983234842745499,0.5319038822874994,0.490302632805293,0.49513795844763386,0.4940432635713974,0.5083392257517747,0.5371922625154345,0.5621516472406621,0.5197278793277581,0.5444579618207501,0.5275426307120461,0.5119722720806783,0.5434019183861913,0.4989195296913483,0.4508996498483995,0.5544785502243338,0.4971557437578476,0.49990253672101564,0.5212736275082984,0.49578021342069745,0.519495205283993,0.5429053934779213,0.559991568443015,0.542509092931209,0.5586672016216024,0.5257530339252519,0.5278831023164329,0.4713664477834984,0.44477775377547935,0.5546348222065052,0.5387069478548733,0.5095220376727655,0.518488007694443,0.5657660548309162,0.5026878509176,0.47031445773542196,0.47307198541302414,0.5478700665489311,0.5171214996995976,0.476463781176324,0.46946779697534124,0.5354631032215282,0.5212581877622707,0.5300700877935801,0.49491298269791756,0.5149953813598959,0.5068280462336667,0.5450244346913887,0.4606119853920394,0.5427136061890583,0.5026709929785383,0.4572052333748935,0.4716770444440744,0.5158124289541897,0.5013427609547825,0.4938601892707921,0.4706854804788558,0.4838077558084935,0.45947817646645084,0.5130031700687577,0.47289711563080505,0.5136241965759994,0.49199122397259704,0.5118121741118629,0.49426008785809306,0.5427896060370336,0.4837611139271847,0.48647955770894025,0.49509519140520275,0.5201878755394215,0.480668866262344,0.5272098954802936,0.46458753353026333,0.526167311899083,0.5326778869231297,0.5402664963477882,0.5046233913358245,0.514692891588395,0.4614139819954346,0.5046533017710765,0.5257124638372254,0.547557751386176,0.5421063410060951,0.5355534037641299,0.49578587529804014,0.5280347188140637,0.5293560775327518,0.49406218461157986,0.5250799929278164,0.5245735789689223,0.4966733555811276,0.47426690942316285,0.508060406633499,0.5471843040778317
CONDUCTANCE,num_partitions_8,0.0458589091895,0.0152940972664,0.07192909689538991,0.035365265260687034,0.033608813552214525,0.03963464935475991,0.05089925527030669,0.02579920949162849,0.05305394530667088,0.03781241412720071,0.04655761701313766,0.05177578605922273,0.028479024242943508,0.03153972358058461,0.04269761393398643,0.026844717956311596,0.03911613202369536,0.014893675083134083,0.028059710320105853,0.04724123357287827,0.04856342270103789,0.03815120416511778,0.05881356598212593,0.056051454273648445,0.024943821786830078,0.03285755485788829,0.034703422536479143,0.07123022369205927,0.039879029309357474,0.05872257106192373,0.02333693217929863,0.02809555988829294,0.03941615396096193,0.035870022616270925,0.045607630046468235,0.06090863442343229,0.0735950291445779,0.025877687758903103,0.041290215949245875,0.048165555495501694,0.03626815416384206,0.032069265553083565,0.0293289810273768,0.05981111300106182,0.06497527442452038,0.05159193775826962,0.027741294223492363,0.08443734309399983,0.04059176132270835,0.05569952844991276,0.04129355130825719,0.048844802410405515,0.041867588228190276,0.010309556952666494,0.0328917676487295,0.04994884529401132,0.03774677889154679,0.022938315819467463,0.042018776940515624,0.03687304886349296,0.03629066456739766,0.018405424040004895,0.07642976681638748,0.048215314374415834,0.06789436004592474,0.06785076090042134,0.08257152636695386,0.04151210801785147,0.0413075762070972,0.041011069466914477,0.06301194962197942,0.0359871207089015,0.06529725903651214,0.03797636986740774,0.05897264962355462,0.0368992744468997,0.05179950680680342,0.03319101078016308,0.061002229799777,0.04880423987438241,0.0468235426108323,0.06028591604761234,0.03545741327790901,0.06067482057554821,0.0639773261186919,0.05661957316592387,0.03730151948317263,0.05403815169901397,0.07874664172475508,0.05398835302638326,0.051449383629953625,0.054534592831527125,0.046647350634442905,0.03517814966957123,0.05878669972056963,0.040479072309559556,0.046909085794862096,0.0788254276883008,0.04238559499679099,0.046322020744033965,0.05838377145983152,0.025011070117726523
MAXPERM,num_partitions_8,0.410888334449,0.0431456730119,0.3684991672597865,0.3755496977491962,0.4509627781690141,0.38558743097643094,0.3790299134948097,0.4098865735294117,0.4069532739273927,0.49977467549668875,0.42584347426470587,0.43215221276595744,0.4164320620689655,0.407480146179402,0.39662774385964916,0.5161437062706272,0.46346966431095404,0.4378981494661921,0.4745548243727599,0.4553266559139784,0.4772290776397516,0.4045621324041812,0.3304017877697842,0.40886916176470595,0.29516145353159845,0.37799906315789467,0.3618989749103943,0.47293883012820503,0.38316106944444445,0.4329451030927835,0.42005091519434634,0.39566413780918724,0.43151213513513514,0.43735706885245906,0.404614703180212,0.3643655709090909,0.3915407588424437,0.4122850869565217,0.5057765666666667,0.37843683038869264,0.387880606271777,0.48436309615384615,0.4398476806451613,0.39044178913738026,0.33439872758620687,0.4566834078014184,0.46684715416666667,0.3971585457875457,0.37602100354609924,0.4337720860215054,0.3937172977941176,0.4843039929328622,0.43968835273972595,0.42745439222614845,0.44307651851851854,0.3858030833333334,0.36033191986062724,0.43881772388059703,0.40715562499999997,0.3651848716216216,0.37588547142857137,0.4676314,0.3642601052631579,0.3967175,0.38490821071428577,0.41911912903225806,0.3911557656765676,0.4292576254416961,0.37804845714285706,0.3707448576271186,0.40516873214285715,0.4444639478827361,0.45446844336569586,0.45295458415841583,0.33188158675078866,0.3840763321167883,0.3423748052805281,0.4894147785016287,0.362759512455516,0.4648621050724638,0.3915522160278746,0.4519368571428571,0.3771043214285715,0.45944700336700334,0.37589009621993125,0.4060498333333333,0.3534296794425087,0.3903937112676056,0.4396563142857143,0.4490816561403509,0.37197098181818183,0.395735625,0.41848951291512915,0.4597824493243243,0.44199731228070177,0.4004842857142857,0.40767,0.37124688214285717,0.3519779128787879,0.3416657216117216,0.44636042906574397,0.37486684057971015
RBSE,num_partitions_8,0.0781307598369,0.0142734696201,0.08185053380782918,0.07395498392282958,0.10211267605633803,0.09764309764309764,0.07612456747404844,0.06985294117647059,0.07920792079207921,0.0695364238410596,0.08455882352941177,0.07801418439716312,0.08620689655172414,0.0664451827242525,0.07368421052631578,0.07920792079207921,0.07420494699646643,0.08896797153024912,0.1039426523297491,0.06093189964157706,0.08695652173913043,0.08362369337979095,0.09352517985611511,0.08088235294117647,0.08178438661710037,0.06666666666666667,0.07885304659498207,0.08974358974358974,0.07291666666666667,0.07560137457044673,0.10247349823321555,0.07773851590106007,0.06418918918918919,0.05573770491803279,0.0706713780918728,0.05818181818181818,0.05787781350482315,0.07246376811594203,0.07666666666666666,0.07773851590106007,0.07317073170731707,0.10384615384615385,0.07419354838709677,0.07667731629392971,0.06551724137931035,0.0673758865248227,0.058333333333333334,0.09157509157509157,0.07801418439716312,0.05017921146953405,0.07720588235294118,0.06007067137809187,0.0684931506849315,0.06713780918727916,0.08888888888888889,0.1076388888888889,0.09059233449477352,0.07462686567164178,0.075,0.10135135135135136,0.11071428571428571,0.07241379310344828,0.07017543859649122,0.08503401360544217,0.08571428571428572,0.07168458781362007,0.08250825082508251,0.0812720848056537,0.08214285714285714,0.12203389830508475,0.10357142857142858,0.08794788273615635,0.05501618122977346,0.056105610561056105,0.05993690851735016,0.0948905109489051,0.07920792079207921,0.0749185667752443,0.060498220640569395,0.07246376811594203,0.09407665505226481,0.05357142857142857,0.08214285714285714,0.07407407407407407,0.07903780068728522,0.08333333333333333,0.08710801393728224,0.07746478873239436,0.08253968253968254,0.04912280701754386,0.09454545454545454,0.0661764705882353,0.0996309963099631,0.07094594594594594,0.08771929824561403,0.08503401360544217,0.09187279151943463,0.060714285714285714,0.07954545454545454,0.05128205128205128,0.0726643598615917,0.06159420289855073
NMI,num_partitions_8,0.25589907395,0.0401430596123,0.313745495115,0.22760198417,0.220190129491,0.263820060026,0.197105142261,0.226729717529,0.294632692371,0.257414851252,0.294253177154,0.306810580138,0.304291185716,0.279660369033,0.201738324602,0.22087461471,0.287621668293,0.20153989677,0.259750233439,0.232683490579,0.251084724088,0.278007238074,0.285460764893,0.212242237598,0.224825295963,0.325372398721,0.246668741035,0.28500116598,0.229550326708,0.254390632084,0.250092162599,0.224752579867,0.184765583317,0.251058841627,0.159327546251,0.327794861695,0.347434814686,0.198465541913,0.329571518664,0.240452492381,0.221561118016,0.235929732257,0.248362483159,0.237970332262,0.271365370002,0.251246534263,0.295468144208,0.351591761426,0.279909344934,0.193152291495,0.241013324438,0.253808899045,0.236966129295,0.246035079827,0.30079954635,0.214563400333,0.280956813683,0.275174875407,0.191340350622,0.322913177111,0.257106524339,0.213278024708,0.288597408281,0.176676121491,0.292125429718,0.262325935471,0.277038986365,0.252657925625,0.188632754621,0.242073352923,0.275843868953,0.293306785743,0.328178291638,0.237483574961,0.28051161696,0.249292607963,0.226048691639,0.218651580753,0.270471411724,0.317114659177,0.257627953448,0.257538265869,0.272118915808,0.196413049927,0.284429703849,0.254641597209,0.246450116385,0.207061283644,0.197006982903,0.239784752352,0.304840429162,0.23536187451,0.301129030376,0.271618422311,0.237654752298,0.224686128402,0.285259788969,0.261132465996,0.250333028377,0.317510092314,0.277926245448,0.215055173506
FSCORE,num_partitions_8,0.130121675904,0.0511310605464,0.0974245246402,0.240139476631,0.167177574739,0.0579921688816,0.0634402388079,0.146148922001,0.113260859704,0.113443162968,0.069324858209,0.0691558883519,0.0983062283753,0.138555103391,0.105733757788,0.062536162568,0.126226009197,0.188436739281,0.0591675501035,0.176081098912,0.115304296062,0.149307503312,0.135888803225,0.0631159897186,0.0930164979522,0.205998682194,0.190836222221,0.0379555629556,0.122086144148,0.0872755604156,0.091123883638,0.131555698386,0.0586383442725,0.0827562429358,0.164140082736,0.157181623657,0.13541263265,0.081181140017,0.186790474533,0.113056735425,0.202046969913,0.130225940082,0.235911678374,0.105877880449,0.152846787112,0.0839142716611,0.17043563433,0.199102322995,0.133109831043,0.0890602421148,0.187546379098,0.144478710354,0.0773965657633,0.145683085125,0.127536999602,0.152545117348,0.191021897206,0.199101740425,0.151838753559,0.156216131508,0.147803314266,0.0866564572562,0.128077141382,0.0773471221027,0.0780258279569,0.15942532122,0.0604836154307,0.0502282995559,0.156917030932,0.0747324740662,0.163000838516,0.0884190079223,0.0992401223,0.092784752675,0.0832952350187,0.142340986939,0.154480846911,0.14096175225,0.245029801947,0.200668636132,0.135088186421,0.0267380952381,0.20925436004,0.0547877318321,0.244685807795,0.0503536675337,0.116286675792,0.0720782545286,0.172282496093,0.203324984043,0.1315131313,0.129761842337,0.118589305303,0.0823490479585,0.234552582199,0.126809841717,0.159735638334,0.147001243075,0.203076525125,0.137826679139,0.119753885475,0.17532964127
FSCORE_IMPROVE,num_partitions_8,0.159905930704,0.0601106645071,0.308468306854,0.0390861831799,0.0765746317889,0.189072326816,0.218818074452,0.119654402995,0.209542903593,0.173326729949,0.278938272677,0.273123542253,0.187598405945,0.176677464995,0.111378613523,0.15767885464,0.15908711901,0.104732625037,0.181456724742,0.069079475207,0.051609852022,0.142428135662,0.205673114513,0.172306954064,0.207479799864,0.130321034094,0.150558002346,0.290471451175,0.141953815064,0.153190146994,0.20535441034,0.0526656226012,0.168202517385,0.196599072106,0.0803843849214,0.24582318971,0.148672637587,0.199467218789,0.201893509613,0.140996867039,0.109651760944,0.197665711286,0.0650873080673,0.217061799531,0.124664870311,0.187561483637,0.130521180984,0.191726974821,0.170974685482,0.154512239759,0.114578940907,0.150892378881,0.186545723678,0.15222974866,0.217611599953,0.14810706798,0.100847154964,0.107046895725,0.0825397241289,0.23151969066,0.132578011427,0.188067593597,0.22772439933,0.0895625895183,0.234742314753,0.130953331369,0.234943185801,0.251878466656,0.111978570976,0.230737410478,0.124905285191,0.135364399727,0.257132476636,0.122724013135,0.201925946824,0.123893823549,0.178470226333,0.1143720838,0.0695886414775,0.132013141911,0.0875668525956,0.247336619155,0.131457341069,0.161136332463,0.0633571959278,0.216130031095,0.206451498101,0.146072169176,0.100450984362,0.0711901334088,0.242138437042,0.214881933315,0.170678191938,0.199899252253,0.0604353685905,0.1172216766,0.121610461128,0.143688025885,0.0920074821202,0.273903785073,0.187221389623,0.0805086630453
Mode 9
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Mode 9 Iteration 80






    




/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
  'recall', 'true', average, warn_for)






    




Average Elapsed Time = 14.7964232588
CUT_RATIO,num_partitions_9,0.241441144733,0.0303667424214,0.28,0.250704225352,0.260869565217,0.295988934993,0.271111111111,0.220858895706,0.265927977839,0.247344461305,0.235831809872,0.176661264182,0.268011527378,0.239884393064,0.29609929078,0.278097982709,0.204918032787,0.239564428312,0.216393442623,0.267006802721,0.247422680412,0.224755700326,0.281456953642,0.269961977186,0.281376518219,0.238924050633,0.232786885246,0.254076086957,0.215384615385,0.219092331768,0.291245791246,0.222007722008,0.30900621118,0.215007215007,0.265866209262,0.183673469388,0.160401002506,0.214408233276,0.233285917496,0.282094594595,0.227504244482,0.266055045872,0.252604166667,0.280361757106,0.265040650407,0.248722316865,0.191897654584,0.237024221453,0.226726726727,0.229903536977,0.226,0.179775280899,0.260252365931,0.230769230769,0.253032928943,0.251184834123,0.232061068702,0.220994475138,0.230392156863,0.237017310253,0.253894080997,0.191553544495,0.231404958678,0.258620689655,0.24613003096,0.256296296296,0.30659767141,0.2656,0.251231527094,0.282334384858,0.246656760773,0.246458923513,0.245566166439,0.261603375527,0.242209631728,0.252707581227,0.22322775264,0.201428571429,0.273789649416,0.22479338843,0.281669150522,0.199013157895,0.210247349823,0.263406940063,0.23590504451,0.233160621762,0.2203125,0.269293924466,0.250708215297,0.236206896552,0.228828828829,0.249530956848,0.228384991843,0.262368815592,0.210776545166,0.216589861751,0.262295081967,0.157894736842,0.236749116608,0.178130511464,0.202680067002,0.243027888446
EC,num_partitions_9,151.72,27.2257525149,168,178,156,214,183,108,192,163,129,109,186,166,167,193,125,132,132,157,192,138,170,142,139,151,142,187,126,140,173,115,199,149,155,117,128,125,164,167,134,145,194,217,163,146,90,137,151,143,113,112,165,141,146,159,152,120,141,178,163,127,140,165,159,173,237,166,153,179,166,174,180,186,171,140,148,141,164,136,189,121,119,167,159,135,141,164,177,137,127,133,140,175,133,141,160,84,134,101,121,122
TCV,num_partitions_9,205.64,31.8843284389,221,243,219,264,236,165,243,233,188,148,234,222,241,246,173,182,190,220,265,202,229,198,192,203,195,243,187,197,232,169,263,200,204,158,184,184,211,225,186,196,242,265,220,200,121,181,188,191,175,147,226,195,200,220,199,153,186,221,207,166,194,239,202,218,304,219,217,271,206,218,224,247,226,190,202,208,225,183,252,169,174,237,200,191,207,228,238,188,178,191,179,240,178,201,217,128,185,144,174,178
LONELINESS,num_partitions_9,0.733734965412,0.0150898761793,0.733884066695,0.740851283757,0.719990012902,0.733877051475,0.731595394296,0.72443199315,0.760326629971,0.733396927724,0.741849947012,0.746940729903,0.755391673629,0.740813312475,0.711264660866,0.738805498739,0.748201712617,0.717961637038,0.731663494806,0.731259605254,0.752828163479,0.74039063681,0.734714797169,0.704602134951,0.685186615845,0.726631741925,0.727405976787,0.755288979065,0.725541507693,0.730930741842,0.709854123966,0.703377250203,0.722736623729,0.754503688875,0.724825441321,0.752547393086,0.759605696983,0.727785796005,0.751329783486,0.724442124414,0.720291469878,0.740813307581,0.750833247435,0.745347070645,0.724120809164,0.727610282848,0.724912145835,0.73413135615,0.746132710961,0.716776181032,0.703380302722,0.752685591493,0.744396372453,0.728670979053,0.741969262195,0.725072304197,0.751420052016,0.72391726971,0.735339200773,0.748972933509,0.73680667769,0.739563447629,0.719647905131,0.735275953273,0.732848494954,0.747413232952,0.755128283257,0.745806527004,0.731381805823,0.713537071241,0.735019630639,0.751841989859,0.758404751711,0.746009044296,0.745601415968,0.718392092169,0.729269616672,0.763626171549,0.723440163175,0.736771387397,0.742528881425,0.740626518602,0.713272626029,0.736208444774,0.733326658825,0.726039273521,0.735902598016,0.743324448664,0.754943474929,0.713553002604,0.72060780454,0.709805491649,0.748498002049,0.730778249114,0.734888813195,0.738672190416,0.73428786216,0.721768793336,0.726458300534,0.729485356394,0.738698013142,0.690208375343
QDS,num_partitions_9,0.504214543932,0.0236122584233,0.4982310406641808,0.46137427282901156,0.5138582177984399,0.45857037168459003,0.506779814408379,0.5440052748884315,0.5079813289156718,0.518360230620229,0.5046612808769315,0.5078901927059678,0.48894917351571654,0.4994196891818475,0.5310194760568053,0.5332070231182103,0.5243353056821588,0.4956915160002623,0.47651209623361307,0.5132653735687035,0.5334704406937384,0.5016000572146591,0.4857773981880895,0.5327843429151012,0.5161689147597616,0.5012637037687395,0.49623113171570793,0.5154045269440791,0.5030199051947921,0.5222850393133883,0.5663907085128632,0.5129968924630148,0.5561006670537596,0.5137209167462449,0.5164506442137078,0.48471311800176897,0.43448692749087775,0.5118074312579224,0.5134144693444674,0.5136879267838307,0.514233755333434,0.5802880651956978,0.495598501230145,0.4842605867408043,0.4674744790064595,0.5388992355745004,0.5217275489150279,0.5022938414789581,0.4650253786978264,0.4944462873260848,0.5033189061957535,0.5247873975418335,0.5029186000468849,0.4905453302189036,0.5144555272363996,0.514293892398239,0.4683794226644185,0.4839595134602028,0.47652931399274123,0.45323531457046,0.49434496828705904,0.49325762430939657,0.5067323219154958,0.5221006335851486,0.45802206542401463,0.5004603206096442,0.49613818479844574,0.5088737712521681,0.46784863238581786,0.5107861712405969,0.48500753169855343,0.4908568148926682,0.5093519652793614,0.5239052306502393,0.5048001257359709,0.4942533393361444,0.4950665799551968,0.5020164892882919,0.515705475807479,0.5165992267922802,0.47840560152300177,0.47824119297964224,0.4900869359500899,0.5303743584775495,0.4883938502779368,0.5427078614904528,0.4708989879598274,0.5321068087458817,0.5234579052876552,0.5033723404309058,0.48519002926389215,0.5319319409985052,0.4936761191103154,0.5063722075953657,0.5009535545488084,0.4970851794131585,0.5129771440252561,0.5255789177827446,0.5113505545185195,0.4874969427091827,0.48964193467099926,0.5324688129971651
CONDUCTANCE,num_partitions_9,0.0463091808621,0.0141128855358,0.06338275969439201,0.04769589475760491,0.03946810237934478,0.0326009768838495,0.045835148397243744,0.03035527979185835,0.017558722094783045,0.03172463952340113,0.030272361998830745,0.05071791571982375,0.032779882908444455,0.04824433168143417,0.03434132489637035,0.0435613342822441,0.049489054596209,0.031996136561534966,0.03753606228232043,0.055895581691772694,0.04965648453222047,0.04244846157186358,0.061940505194858074,0.04555058018944968,0.046434679495162126,0.05887772568033032,0.031537531485291856,0.09150337054959194,0.030792089515427334,0.03910591018992861,0.03230031029271373,0.04111696811690795,0.03977758560717865,0.05544598480429068,0.05314674901352091,0.057437252812292165,0.06472053388662462,0.03980188256297634,0.024927942660025185,0.03948223821507723,0.04695962314867083,0.010442473585989856,0.043317221722495955,0.04972288612477679,0.055452936505433814,0.02260026610075047,0.041128639300761376,0.07976119318972721,0.05637584227615972,0.06970847729273538,0.04318995893163406,0.037176579578604485,0.04183950173996989,0.0257142260424213,0.026337903610290644,0.03503626955474721,0.05175405052480942,0.0572302954028004,0.04389149374762884,0.054021711241393176,0.05791142476579242,0.04582317615124051,0.05441073634586314,0.0345434806715994,0.06708847367541322,0.045824063114603124,0.03354278856811222,0.0594167826877288,0.07066827638652981,0.05061942054988308,0.05599019091230214,0.05154878146943161,0.057550868892795294,0.02982537478232694,0.047432578526333695,0.030849863393677807,0.026854466315694943,0.054496638386336824,0.04505310413330502,0.025121408794592365,0.056898385195077686,0.05696113798624774,0.05012495478149004,0.05431886998539064,0.04811785993595106,0.06951432246292119,0.031748536263937074,0.03792628221843577,0.04443949318705998,0.05425474413929281,0.03157070240848929,0.0564890156454268,0.06407474804179875,0.025919916193087093,0.07267835055285073,0.06842003034219439,0.04710770831918724,0.06811536800173276,0.05883722944440961,0.05397470997951209,0.034678141711162826,0.03905383474766177
MAXPERM,num_partitions_9,0.407511900924,0.0411576914315,0.3551673380782918,0.35210074276527337,0.4401477605633803,0.37943513131313134,0.35137550865051903,0.40288653308823524,0.46622956105610563,0.4800264072847682,0.4325739007352941,0.4344564503546099,0.4303359758620689,0.41444659136212625,0.40812595438596494,0.48633908250825086,0.47101760777385165,0.395386256227758,0.4040654623655913,0.4074656559139785,0.4790984689440994,0.4040873972125435,0.38840287050359706,0.3533744558823529,0.3151442416356877,0.38194147719298244,0.3724016344086022,0.47213297756410255,0.4069693784722222,0.4453714982817869,0.4272295229681979,0.3910341625441696,0.38582663513513515,0.43245144590163925,0.40278323321554776,0.3771749345454546,0.34880255948553057,0.36883975724637674,0.44671221000000005,0.3820305512367491,0.3841487595818815,0.5664539769230769,0.4327045741935484,0.391869696485623,0.3343878965517242,0.4553797978723404,0.440279175,0.4300925201465201,0.36130390070921986,0.39118230465949827,0.3555001727941176,0.48337299646643106,0.4403839794520549,0.3814026219081273,0.437384937037037,0.41313398958333336,0.37364245993031353,0.38892991044776126,0.3790295535714286,0.4181143141891892,0.38505429999999996,0.41265902758620693,0.38084606666666665,0.43577090136054425,0.3458356,0.3722913727598567,0.3858979240924092,0.4421710388692579,0.39463929999999997,0.4257234813559322,0.4101326678571428,0.4195097785016287,0.43199779288025897,0.4272027227722773,0.3936131041009464,0.4030615839416058,0.37286454455445545,0.43004908469055375,0.40431133807829184,0.41336575,0.42054812891986065,0.42180437142857147,0.3557335928571429,0.4734817171717172,0.385027323024055,0.4237775326086957,0.3747704111498258,0.44651242957746484,0.48645560952380945,0.38040192631578945,0.38552611999999997,0.3664406911764706,0.45048541328413283,0.4026233648648649,0.4312992140350877,0.39423274149659865,0.4673860777385158,0.39906097142857144,0.3549641742424242,0.33580529670329673,0.4177310968858131,0.3380356376811594
RBSE,num_partitions_9,0.0809299963435,0.0141559033459,0.099644128113879,0.08681672025723473,0.09859154929577464,0.10774410774410774,0.08304498269896193,0.07352941176470588,0.06930693069306931,0.08940397350993377,0.05514705882352941,0.06382978723404255,0.08620689655172414,0.059800664451827246,0.08421052631578947,0.0924092409240924,0.07420494699646643,0.07473309608540925,0.08960573476702509,0.0931899641577061,0.08695652173913043,0.09407665505226481,0.09712230215827339,0.09558823529411764,0.07806691449814127,0.05964912280701754,0.06810035842293907,0.08333333333333333,0.08333333333333333,0.07560137457044673,0.10600706713780919,0.07773851590106007,0.10472972972972973,0.07540983606557378,0.0812720848056537,0.04727272727272727,0.04501607717041801,0.07971014492753623,0.07,0.10247349823321555,0.07665505226480836,0.09230769230769231,0.09032258064516129,0.09904153354632587,0.09310344827586207,0.07092198581560284,0.06666666666666667,0.08791208791208792,0.09219858156028368,0.08960573476702509,0.08823529411764706,0.04946996466431095,0.06506849315068493,0.07420494699646643,0.1,0.10069444444444445,0.07665505226480836,0.0708955223880597,0.07142857142857142,0.10135135135135136,0.1,0.07586206896551724,0.06666666666666667,0.0782312925170068,0.07142857142857142,0.07168458781362007,0.10231023102310231,0.06713780918727916,0.06785714285714285,0.09830508474576272,0.08928571428571429,0.10097719869706841,0.07766990291262135,0.07260726072607261,0.07255520504731862,0.08394160583941605,0.09900990099009901,0.06514657980456026,0.06405693950177936,0.06884057971014493,0.09407665505226481,0.05714285714285714,0.08928571428571429,0.06734006734006734,0.07560137457044673,0.07971014492753623,0.07665505226480836,0.08450704225352113,0.07301587301587302,0.06315789473684211,0.08,0.09191176470588236,0.08118081180811808,0.09797297297297297,0.08771929824561403,0.08163265306122448,0.06713780918727916,0.06428571428571428,0.09848484848484848,0.05860805860805861,0.09342560553633218,0.08695652173913043
NMI,num_partitions_9,0.301354370414,0.0378868479853,0.321438314673,0.30105848228,0.237525554057,0.345660298907,0.311822014576,0.266427749632,0.329860188901,0.259067833617,0.298789595386,0.334548496373,0.303358458944,0.301447629921,0.239079830183,0.310849448216,0.305761732253,0.308392396333,0.318285925278,0.295906642628,0.26232437193,0.361123246044,0.321892911839,0.306591323785,0.284661815403,0.316517960159,0.302141907915,0.284121818989,0.286281821515,0.25151524206,0.270156957153,0.300931184837,0.253502710955,0.283915115718,0.238492576266,0.357449696409,0.376528118977,0.252282449719,0.31129439736,0.253823728544,0.272092262985,0.274240518091,0.260796177294,0.324059361888,0.256649510284,0.314503139038,0.336591248095,0.40982362893,0.350332070166,0.282758881595,0.272600992695,0.380250977315,0.320024128681,0.281409940456,0.296433572582,0.341529975161,0.332154061585,0.302679264692,0.342226972441,0.392874557926,0.305409749268,0.325279987699,0.309614470247,0.221686035223,0.339551296326,0.283572221045,0.299648869817,0.300444387456,0.34316180874,0.307000993639,0.336029326568,0.328212796809,0.295552048829,0.242210058008,0.321972130049,0.25225868614,0.276068154886,0.332661090759,0.273510444362,0.311781636388,0.316769873946,0.355372228226,0.265980539648,0.223423276712,0.315729368006,0.257250356945,0.270361866791,0.326363757186,0.262724472339,0.33292269797,0.276527264491,0.264347658763,0.286286184924,0.308355663378,0.35651947404,0.307592467625,0.257493126934,0.340763562662,0.325243132383,0.310076205931,0.339767507011,0.221078973563
FSCORE,num_partitions_9,0.113040919883,0.046484155659,0.0740489044246,0.165914120801,0.0936605904165,0.0560887950656,0.0930224554109,0.118619401466,0.181360737587,0.12788697133,0.0410258552468,0.0425925952858,0.122023611225,0.154962649761,0.0998876916839,0.0759540569442,0.167274622646,0.0925811263008,0.0747258046807,0.185490641526,0.132907735115,0.0671999245686,0.055113427835,0.0878755275301,0.0913164048447,0.0522231809031,0.0560311175388,0.196509723758,0.151679021689,0.0918100276914,0.0839827069944,0.172393806206,0.149993694858,0.0842428949486,0.143838990768,0.16127803915,0.107467905891,0.171931280742,0.0360421874843,0.11189291385,0.0474358378811,0.144197470634,0.116675334804,0.0917177035814,0.120149456639,0.11890088853,0.0825831224945,0.0866593930114,0.125391058528,0.142640635986,0.10041952475,0.0404924222126,0.164819987052,0.165958042793,0.140149002759,0.0966391474751,0.130632922026,0.0601814497179,0.104049706907,0.10310387626,0.216943539563,0.152454845986,0.0462258293778,0.108476591718,0.0913633411498,0.151897461073,0.0645992332175,0.0391932045556,0.117749328282,0.0927195262697,0.180334831531,0.0877395951314,0.0395117268303,0.0827778043854,0.0910064622096,0.127753182776,0.0982034154269,0.0429580028881,0.176938828052,0.165426168495,0.179242500889,0.203942817834,0.0579646258349,0.0952424984729,0.207491920169,0.0925124824514,0.125630158111,0.16281211587,0.14919174754,0.0890652743268,0.194148752153,0.162693040681,0.0694617141736,0.121466668875,0.0931110249561,0.185828112246,0.104082059872,0.122667644532,0.0347556071709,0.0354877886861,0.116337925934,0.171034460425
FSCORE_IMPROVE,num_partitions_9,0.174758334323,0.0595945567155,0.242170293923,0.190457367179,0.149002975003,0.261694798616,0.236216445877,0.155799172192,0.146949886556,0.159523643862,0.280165087341,0.276795144208,0.211517794819,0.124118233711,0.147623289979,0.234655022518,0.129663999236,0.173382407759,0.217374578972,0.0804637624097,0.1430507394,0.345099113916,0.262452620812,0.0783479143625,0.0704169051958,0.254337620094,0.24124597791,0.112091712185,0.112939900666,0.155444237239,0.168310082571,0.098895768597,0.117208203312,0.228065379515,0.115535957612,0.20241104021,0.195487233798,0.136162101421,0.220585938696,0.177780365631,0.226543721115,0.123742639779,0.113359665503,0.17622772819,0.161935814742,0.203117865157,0.215233192003,0.230071110004,0.199325235188,0.134666997823,0.201728489969,0.31854931573,0.140525825852,0.115895524862,0.211126797349,0.21357937954,0.180069265584,0.212718463284,0.153019871446,0.316237319148,0.110929857027,0.107267416667,0.294369882369,0.190350065505,0.227302353071,0.166334745011,0.193328081171,0.247678517959,0.157562197366,0.159562919944,0.149744176091,0.168037305162,0.236738436544,0.155991675656,0.184358904836,0.0954185208592,0.174335308258,0.177224632958,0.131457673631,0.100896726351,0.181814506601,0.134599862552,0.18165906835,0.140104203488,0.0930255905857,0.162341330747,0.033434264599,0.144314687408,0.137831836588,0.190892903991,0.0880840356053,0.079412490809,0.193635330395,0.0839767695002,0.194620509987,0.133598005446,0.170620236463,0.210327022534,0.241432963409,0.252332632618,0.204922365808,0.0928464787847
Mode 10
Mode 10 Iteration 0
Mode 10 Iteration 20
Mode 10 Iteration 40
Mode 10 Iteration 60
Mode 10 Iteration 80
Average Elapsed Time = 16.5086771727
CUT_RATIO,num_partitions_10,0.245802285272,0.0283276723702,0.291666666667,0.22676056338,0.277591973244,0.276625172891,0.277037037037,0.222903885481,0.261772853186,0.273141122914,0.261425959781,0.200972447326,0.269452449568,0.241329479769,0.299645390071,0.293948126801,0.262295081967,0.248638838475,0.23606557377,0.270408163265,0.246134020619,0.252442996743,0.254966887417,0.273764258555,0.259109311741,0.226265822785,0.222950819672,0.25,0.234188034188,0.201877934272,0.296296296296,0.23166023166,0.273291925466,0.21645021645,0.229845626072,0.17896389325,0.189223057644,0.228130360206,0.22759601707,0.268581081081,0.224108658744,0.277064220183,0.244791666667,0.257105943152,0.265040650407,0.265758091993,0.204690831557,0.242214532872,0.223723723724,0.247588424437,0.226,0.174959871589,0.279179810726,0.238952536825,0.258232235702,0.268562401264,0.23358778626,0.228360957643,0.210784313725,0.241011984021,0.252336448598,0.233785822021,0.226446280992,0.244514106583,0.243034055728,0.274074074074,0.304010349288,0.2896,0.264367816092,0.291798107256,0.265973254086,0.257790368272,0.24965893588,0.251758087201,0.205382436261,0.247292418773,0.224736048265,0.224285714286,0.230383973289,0.23305785124,0.277198211624,0.213815789474,0.23851590106,0.231861198738,0.249258160237,0.248704663212,0.246875,0.284072249589,0.252124645892,0.262068965517,0.266666666667,0.242026266417,0.192495921697,0.253373313343,0.215530903328,0.271889400922,0.281967213115,0.169172932331,0.245583038869,0.185185185185,0.219430485762,0.252988047809
EC,num_partitions_10,154.3,25.3730171639,175,161,166,200,187,109,189,180,143,124,187,167,169,204,160,137,144,159,191,155,154,144,128,143,136,184,137,129,176,120,176,150,134,114,151,133,160,159,132,151,188,199,163,156,96,140,149,154,113,109,177,146,149,170,153,124,129,181,162,155,137,156,157,185,235,181,161,185,179,182,183,179,145,137,149,157,138,141,186,130,135,147,168,144,158,173,178,152,148,129,118,169,136,177,172,90,139,105,131,127
TCV,num_partitions_10,212.0,30.4699852314,240,227,232,262,249,165,243,260,206,165,238,225,243,270,205,190,210,225,271,215,220,203,190,200,192,246,200,181,239,179,234,205,188,153,211,194,229,222,183,201,244,247,237,207,126,186,202,208,174,151,245,200,214,221,217,164,177,230,209,212,206,237,214,224,296,247,216,269,220,241,217,239,210,196,207,222,199,182,251,182,194,205,213,209,236,234,246,197,203,189,161,238,184,237,235,138,193,146,190,195
LONELINESS,num_partitions_10,0.732023097713,0.0148683318172,0.730966666961,0.744905443443,0.722189493873,0.73762502561,0.730013237825,0.728045159457,0.767190747377,0.731259411869,0.731681307982,0.740373298156,0.768966802769,0.737674176003,0.713221879962,0.734440361696,0.735749833431,0.716224180339,0.735777535503,0.736206986897,0.759367924053,0.737137911277,0.726546435766,0.709417642358,0.682893897681,0.725529677466,0.718433373456,0.754198482219,0.73033916577,0.73702136759,0.709569815668,0.711164616036,0.735025158818,0.756125543814,0.730366113929,0.756382737324,0.753651955442,0.724667695061,0.742569137048,0.725547379026,0.720101974727,0.729660711721,0.747951553483,0.747850458781,0.724031754782,0.721022659752,0.724106941667,0.73995351074,0.722146554264,0.728219517668,0.711136234084,0.74781786181,0.730204181695,0.730382121745,0.72830439164,0.72139392937,0.73732273628,0.722926585986,0.73707036213,0.743868370352,0.72694889965,0.721316844736,0.723226107177,0.734043764364,0.737282145467,0.749468558988,0.754343053466,0.734050840572,0.742587567793,0.704577337921,0.73107996321,0.751555801593,0.756242758459,0.748268149628,0.745118731144,0.727087870741,0.724361055829,0.754171376452,0.724887339138,0.731554732522,0.740561715394,0.736567372884,0.714079246834,0.736632912496,0.725383585666,0.721434873719,0.720323752236,0.725580045995,0.756536912134,0.713585963045,0.705077423943,0.723613382292,0.748295593825,0.730257949838,0.737693892403,0.733005862166,0.73087317372,0.720213935057,0.730129204853,0.729932212883,0.72994904327,0.686468826154
QDS,num_partitions_10,0.502736650386,0.0265969372633,0.5300630373409423,0.44963606696745145,0.5427997168818309,0.46095985287682073,0.5018640744912776,0.551330561236688,0.4975498835317116,0.5408130290556857,0.496990236462779,0.4776407990727108,0.5064746355376962,0.49500100030403266,0.5249089256806758,0.5652380303262633,0.5317527816682532,0.5252746670263285,0.4996580762615795,0.4984502138155937,0.5347935976096959,0.5016740759273035,0.4687842584292884,0.5247857563545598,0.485761124685888,0.4926220179219914,0.48558508270599493,0.4804038695677338,0.5038762052161181,0.5005858412609846,0.5716123206150403,0.5374042274238461,0.5070500817843796,0.5221986776590108,0.4693736342210005,0.44997068222784337,0.442778604316509,0.5155584030427979,0.5226822273984588,0.5226265146191467,0.502640074108128,0.5614290453444898,0.4930853248315488,0.4756478539703368,0.5082810869438307,0.5255213624899404,0.5389125486865484,0.5094194439225599,0.42751850201007985,0.5147153651492409,0.5231201159906281,0.5133485576818468,0.49971075877713494,0.5078905483296454,0.476027840024921,0.5222526294922549,0.4593320647130645,0.5075908806009743,0.46792469601834724,0.4610773518768359,0.4548317881618628,0.4832060106416259,0.5041406470182438,0.49236972902043363,0.47339543154910796,0.5040935517830932,0.5052298927691563,0.5026103849041135,0.4929242724389003,0.504368761678201,0.47709944085479866,0.5116605920500242,0.4959992316561702,0.500593296371007,0.47517317601183645,0.5154920699278668,0.4702837421142415,0.5084518530795823,0.5147816483933907,0.49742223032451416,0.4815851953475447,0.4861299919002384,0.49816882881282754,0.5141310213440988,0.4851714171505869,0.5201961215508146,0.4866368640414781,0.47762893452596017,0.5329555439135942,0.49742650434727276,0.534082086587789,0.5359171863062218,0.48144660489804025,0.5080839027240125,0.49353622630248845,0.5444574970926925,0.5096179023545953,0.5159719869936888,0.5037767016417559,0.49482666386022495,0.5147132097466648,0.5410980539251515
CONDUCTANCE,num_partitions_10,0.0443504805289,0.0151942376649,0.0538869691397487,0.04472385820389992,0.01993072887306706,0.04846936639402752,0.04322477401044316,0.02097261117983445,0.04625233380592146,0.03655507987332214,0.0445495493392771,0.06235249699066467,0.03788491266739103,0.0529939614056902,0.036614139074045975,0.035773408755077056,0.031103539442700424,0.02473869766904846,0.02703897287152476,0.05059849521177166,0.039808310186408374,0.05353266092861674,0.030989076537637685,0.060267079888894626,0.029619773572285863,0.03253425129810171,0.04304530213835107,0.056107776361184865,0.048353727260662685,0.07638970470193268,0.03979094249853258,0.024466323446554143,0.05679611790951477,0.03816680944510148,0.04832045080834353,0.05517654283582473,0.052462895585061106,0.04302423684482437,0.028969694404932238,0.02812126416505467,0.03497241935036565,0.016774690134133893,0.012822827480827895,0.04533400780048735,0.069038922115048,0.05415112573611364,0.05324407707028576,0.07001714509830986,0.05217588664390628,0.013497791543193305,0.03519737471294565,0.03423458044061739,0.04119299175570999,0.03217798355102747,0.042572181106083996,0.05082547762300917,0.054017254145420295,0.03913696226771197,0.03929895717966498,0.05619165883083369,0.0533945154485661,0.022789756421728247,0.045521366565507086,0.041985856877179165,0.08820506284628586,0.0597433908114007,0.051120574195326896,0.03915389060507885,0.053154413028361575,0.0407966802142788,0.037175051124305636,0.02284245321159351,0.0671620929796682,0.05787928392407365,0.04431874920211105,0.03797898952181731,0.03685647486224936,0.039849244350308476,0.06622599710415414,0.03379632087361556,0.04773413485458691,0.04176137154965807,0.026475054187290722,0.047254934566703016,0.06346990744575635,0.05826624039422243,0.019271573335445356,0.057351500509269494,0.0439935127764057,0.04062526490260886,0.0361196350585698,0.04697152883427393,0.05953967547662383,0.042443171930401036,0.09402303323983408,0.03690079363427635,0.021120009348391748,0.08349512803975374,0.05757121213639521,0.052645855757745656,0.038634594334471285,0.02894860610354193
MAXPERM,num_partitions_10,0.416544893329,0.0450958467338,0.4264945871886121,0.36593822829581996,0.48807645070422534,0.40193135016835013,0.3720714948096886,0.4381498860294118,0.4704791914191419,0.4786375364238411,0.42899023529411767,0.4357894822695035,0.47787154137931026,0.4138987607973422,0.4035467438596491,0.4766411419141913,0.47320658657243814,0.44658261565836294,0.4454157670250896,0.43203973835125453,0.5010236863354037,0.4282327491289199,0.3482479028776979,0.3630678492647059,0.3043840743494423,0.36228873333333333,0.3552186989247313,0.4547257948717949,0.38635358680555565,0.43971998625429554,0.43949954063604246,0.45322630742049475,0.39228710135135125,0.45247683606557376,0.38981287985865726,0.41026812363636367,0.37916067524115754,0.3923030724637681,0.45816225666666666,0.38838228975265016,0.35772943205574914,0.557378726923077,0.44336779032258067,0.3753879872204473,0.3740549137931034,0.39326350000000004,0.4449914375,0.4306901318681319,0.295992304964539,0.46644241218638,0.40034135294117645,0.459756851590106,0.4171871301369862,0.4453734558303887,0.38877180370370373,0.38412343055555553,0.399579,0.4123764402985075,0.3689784642857143,0.4119538783783783,0.35458777857142854,0.37098925517241377,0.44329654035087723,0.4358749557823129,0.3943123857142858,0.4473670824372759,0.4437629603960396,0.4536101236749117,0.4288130142857143,0.4019991491525423,0.38246785,0.49511385667752433,0.4592236278317152,0.4414143102310231,0.376393570977918,0.45906327737226277,0.34937927062706264,0.4756097915309446,0.4023920676156584,0.40886112681159414,0.39207993728222995,0.4372861607142857,0.3878699964285714,0.4805589764309764,0.3658716701030928,0.381944865942029,0.3778491602787456,0.3328079647887324,0.5057750317460318,0.39648212982456144,0.3840454036363636,0.4185471102941177,0.44563216605166056,0.42175990540540537,0.42699403859649127,0.44262077210884354,0.48337070671378096,0.3978931571428571,0.40523139393939395,0.3553845201465201,0.4257085813148789,0.36189976086956527
RBSE,num_partitions_10,0.0808120055865,0.0157116238066,0.09608540925266904,0.08360128617363344,0.08098591549295775,0.08080808080808081,0.08304498269896193,0.058823529411764705,0.0594059405940594,0.08940397350993377,0.07720588235294118,0.07801418439716312,0.05517241379310345,0.06976744186046512,0.08771929824561403,0.10561056105610561,0.10247349823321555,0.09252669039145907,0.08243727598566308,0.07526881720430108,0.07763975155279502,0.09407665505226481,0.09352517985611511,0.10294117647058823,0.07806691449814127,0.07017543859649122,0.08602150537634409,0.07371794871794872,0.0798611111111111,0.07216494845360824,0.0989399293286219,0.053003533568904596,0.08108108108108109,0.06885245901639345,0.07420494699646643,0.04363636363636364,0.06752411575562701,0.07608695652173914,0.08,0.08480565371024736,0.07317073170731707,0.09230769230769231,0.08709677419354839,0.07667731629392971,0.07241379310344828,0.08865248226950355,0.075,0.08058608058608059,0.1099290780141844,0.053763440860215055,0.0661764705882353,0.04240282685512368,0.08561643835616438,0.0812720848056537,0.1037037037037037,0.10069444444444445,0.09407665505226481,0.07462686567164178,0.06428571428571428,0.0945945945945946,0.1,0.08620689655172414,0.04912280701754386,0.0782312925170068,0.075,0.07168458781362007,0.10561056105610561,0.0706713780918728,0.060714285714285714,0.11864406779661017,0.12142857142857143,0.07166123778501629,0.07766990291262135,0.07920792079207921,0.056782334384858045,0.07664233576642336,0.10231023102310231,0.08469055374592833,0.046263345195729534,0.07971014492753623,0.09407665505226481,0.060714285714285714,0.08928571428571429,0.0707070707070707,0.0859106529209622,0.10507246376811594,0.08710801393728224,0.11267605633802817,0.06984126984126984,0.07017543859649122,0.09818181818181818,0.06985294117647059,0.08118081180811808,0.08445945945945946,0.09473684210526316,0.09183673469387756,0.07773851590106007,0.07142857142857142,0.07575757575757576,0.06593406593406594,0.08996539792387544,0.09057971014492754
NMI,num_partitions_10,0.344608947706,0.0363322454454,0.362736834284,0.36636695676,0.319164964292,0.327479634121,0.303704351772,0.284828192578,0.389490170354,0.302112179411,0.319986574046,0.369603548333,0.325128363965,0.438957585185,0.298614625373,0.304678963801,0.354571032607,0.319301675499,0.382615238029,0.340795589146,0.302868872927,0.335657841669,0.345431787821,0.30861944666,0.295602739684,0.391095227103,0.336602397838,0.381366908488,0.356933725682,0.356301024214,0.323464703551,0.316469233486,0.372986087152,0.39051767445,0.31852920541,0.365527087382,0.406299004451,0.330617672403,0.33787784934,0.317544713969,0.336158191327,0.33796951382,0.310195267114,0.365529488075,0.369990331188,0.295797925041,0.409724895612,0.435591334911,0.403114291965,0.280973558147,0.308701381247,0.426768209608,0.317687747382,0.315385408767,0.32593928433,0.349460961144,0.361095551553,0.350420999256,0.350280023343,0.368321349271,0.345764764816,0.335744517539,0.387675680234,0.315066332124,0.429820381666,0.390109216891,0.319082709139,0.340314212006,0.334806603767,0.31022254359,0.356775727205,0.298370846315,0.371784370036,0.355568727044,0.348601403627,0.357404772774,0.334062023059,0.3510291952,0.365038461558,0.367588006726,0.377643338152,0.40743738004,0.328378260809,0.367137688813,0.328211566323,0.357370469589,0.344668193072,0.349906681261,0.296748865503,0.296132680433,0.333290450531,0.313751691073,0.390242870468,0.31655494389,0.416510311918,0.288834076436,0.288729494374,0.36760555498,0.318129360372,0.313422294617,0.331722800801,0.294079905532
FSCORE,num_partitions_10,0.103591032941,0.0444414588707,0.0359081619805,0.101775214462,0.0741408552908,0.123129046437,0.102580610801,0.115107649813,0.142100261773,0.12597227115,0.110150478369,0.0760759651245,0.143578661933,0.0643203104337,0.137979714006,0.168385776491,0.0969021738633,0.125290749103,0.0714204482128,0.113125423228,0.167158136629,0.0829257417184,0.0955806426773,0.075987339866,0.110501148384,0.137249089638,0.111150683908,0.094851691905,0.0680157905596,0.045251045251,0.0564886918,0.037117667723,0.190000381738,0.0571319873167,0.178744213253,0.0891828291179,0.150697425696,0.0539300339116,0.0568600243822,0.152456085953,0.129848500196,0.125448009314,0.0760341128155,0.11464025798,0.137582122292,0.154427080643,0.0519432471264,0.0651852914507,0.035574537959,0.121967088652,0.077799068108,0.108212368831,0.0633256320816,0.0834706714503,0.12406815436,0.0333170413816,0.0876980886163,0.0197535052013,0.0390313750315,0.127049105113,0.154828353232,0.123668201541,0.23639974672,0.107571276219,0.128382814336,0.157770750652,0.148986820718,0.131205201718,0.159539816301,0.15721870949,0.132232976293,0.0944042526569,0.0163721515947,0.111350935963,0.0567224915781,0.172525335784,0.0869573618156,0.0970026452426,0.201517090346,0.112504029363,0.0688808511463,0.098586342489,0.108782104156,0.0311116086978,0.0993222921682,0.13252930864,0.0835102017204,0.110760816157,0.126426264468,0.0618846211172,0.0599277803778,0.0689336564266,0.106398903479,0.180356375272,0.0777810760824,0.0295668440585,0.0596638863112,0.168973803384,0.0329389589677,0.0788226054397,0.0949222914499,0.176262058022
FSCORE_IMPROVE,num_partitions_10,0.189971462435,0.0558167821577,0.304992164084,0.23191876835,0.195138905767,0.139055364999,0.183384623944,0.0976458012106,0.257687018336,0.134443813682,0.159486432258,0.202310176265,0.147326105383,0.293018046214,0.125905840409,0.152782034004,0.179492352989,0.159905754632,0.259620506262,0.134288013546,0.119959545337,0.178758160672,0.193846683483,0.145043950067,0.164068050812,0.151981132638,0.165548411664,0.156717035416,0.194741083034,0.227069951237,0.294527954299,0.202746098053,0.156618907767,0.207325730536,0.127244922368,0.266556164029,0.159828513241,0.251017142014,0.22568097145,0.201974507904,0.160470834413,0.148439909852,0.188186062046,0.165244797177,0.158829731613,0.0901889446695,0.300023100424,0.343012480025,0.267421172208,0.119424672301,0.19190306794,0.234219500011,0.189975656421,0.150187101195,0.256946140077,0.243084458413,0.187457796151,0.281275447446,0.295956655032,0.194012929808,0.19113130044,0.15512970772,0.104852768225,0.152001641175,0.23844778907,0.143925704429,0.126922285231,0.193910312705,0.124073922527,0.156817327354,0.149011871635,0.158523540996,0.297183531707,0.19013472725,0.298184774519,0.119015279568,0.2597778237,0.180390217142,0.146286687761,0.207128749757,0.161670035034,0.240390287995,0.13656336417,0.273670566748,0.176016840192,0.187210027891,0.176396962227,0.249108222558,0.111024985931,0.212674864738,0.216420028676,0.172859249825,0.145168172802,0.0802119016716,0.228541789161,0.23670431191,0.225572277496,0.177481447008,0.20669074997,0.208615714993,0.182526554101,0.0828608299576
Mode 11
Mode 11 Iteration 0
Mode 11 Iteration 20
Mode 11 Iteration 40
Mode 11 Iteration 60
Mode 11 Iteration 80






    




/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
  'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
  'recall', 'true', average, warn_for)






    




Average Elapsed Time = 17.9380954337
CUT_RATIO,num_partitions_11,0.246060024213,0.0323001940822,0.275,0.223943661972,0.270903010033,0.300138312586,0.272592592593,0.255623721881,0.270083102493,0.251896813354,0.266910420475,0.173419773096,0.302593659942,0.225433526012,0.292553191489,0.293948126801,0.24262295082,0.230490018149,0.252459016393,0.284013605442,0.237113402062,0.257328990228,0.261589403974,0.287072243346,0.275303643725,0.224683544304,0.218032786885,0.263586956522,0.213675213675,0.226917057903,0.294612794613,0.235521235521,0.299689440994,0.194805194805,0.26243567753,0.182103610675,0.185463659148,0.246998284734,0.258890469417,0.256756756757,0.212224108659,0.260550458716,0.248697916667,0.257105943152,0.255284552846,0.27597955707,0.179104477612,0.273356401384,0.222222222222,0.231511254019,0.22,0.194221508828,0.288643533123,0.234042553191,0.294627383016,0.276461295419,0.251908396947,0.24861878453,0.240196078431,0.229027962716,0.247663551402,0.191553544495,0.24132231405,0.242946708464,0.236842105263,0.265185185185,0.285899094437,0.2688,0.272577996716,0.302839116719,0.240713224368,0.259206798867,0.196452933151,0.253164556962,0.21388101983,0.247292418773,0.209653092006,0.215714285714,0.293823038397,0.267768595041,0.27868852459,0.222039473684,0.236749116608,0.263406940063,0.227002967359,0.214162348877,0.246875,0.28078817734,0.256373937677,0.237931034483,0.241441441441,0.230769230769,0.234910277325,0.265367316342,0.196513470681,0.231950844854,0.286885245902,0.165413533835,0.245583038869,0.181657848325,0.184254606365,0.262948207171
EC,num_partitions_11,154.33,26.3560448474,165,159,162,217,184,125,195,166,146,107,210,156,165,204,148,127,154,167,184,158,158,151,136,142,133,194,125,145,175,122,193,135,153,116,148,144,182,152,125,142,191,199,157,162,84,158,148,144,110,121,183,143,170,175,165,135,147,172,159,127,146,155,153,179,221,168,166,192,162,183,144,180,151,137,139,151,176,162,187,135,134,167,153,124,158,171,181,138,134,123,144,177,124,151,175,88,139,103,110,132
TCV,num_partitions_11,212.85,31.7485039018,227,221,233,291,242,189,237,241,207,147,260,207,240,267,197,170,211,233,263,222,220,212,194,194,185,263,188,201,235,180,266,185,211,161,202,202,245,213,181,197,256,251,221,222,125,206,194,205,173,162,245,193,235,230,232,178,210,224,210,172,210,231,206,233,283,229,227,283,215,245,210,247,215,193,187,226,234,207,249,191,194,235,192,185,236,238,242,186,197,184,192,238,177,212,237,140,193,141,163,198
LONELINESS,num_partitions_11,0.731744063705,0.0152527210208,0.729463563904,0.747644983729,0.725463848841,0.729474760966,0.729906403488,0.718169734198,0.759016317437,0.740614206467,0.730434008708,0.739511684319,0.749050412532,0.743757169598,0.705270415928,0.732865663576,0.743562138098,0.72458001473,0.723346113824,0.736589296123,0.756351384583,0.734217648216,0.724783924495,0.711052491381,0.67781220759,0.727417334152,0.720019829232,0.757656839333,0.729776718745,0.73445891195,0.708460780365,0.703397910283,0.72921927505,0.763198712263,0.730360495846,0.748471480476,0.756395855893,0.721056971967,0.745999289827,0.728046079018,0.726274861653,0.728452744468,0.749931590953,0.748382360677,0.730638057746,0.726575061626,0.720769847651,0.72842860733,0.737911550393,0.723693723652,0.713103764169,0.746387582964,0.726920026729,0.737227430854,0.726278975507,0.714112836656,0.739687584264,0.717274242561,0.733685284071,0.749008982957,0.727858008877,0.747989346429,0.716167608241,0.735381996838,0.731432712123,0.74131885586,0.744712907062,0.742797515537,0.725282823534,0.702337003562,0.736642536135,0.748924909508,0.754780053098,0.753868687527,0.739839797868,0.716730393955,0.731646086428,0.755439364739,0.714750307878,0.731663569431,0.74679940588,0.7401957113,0.712083855778,0.733342586843,0.730430299935,0.729873376178,0.727368700847,0.732707975698,0.755454773752,0.716831158972,0.702400466518,0.718214121876,0.737865890546,0.735884780716,0.740908233763,0.737799335127,0.734422623505,0.721647638888,0.724267557986,0.730093119203,0.741272644,0.68335763457
QDS,num_partitions_11,0.492514939564,0.030379335357,0.4807728524794282,0.43906317510133813,0.530301981592118,0.46617586757657503,0.48018349083090084,0.571965277861902,0.47656693559038177,0.5192663373873507,0.4688981699474016,0.47612720097357475,0.5016681291470053,0.4771358149661017,0.5091990745530046,0.5284938662115574,0.5271952673131304,0.529933809628019,0.5049046411015164,0.5192936995055388,0.5149597525124021,0.49096450579292716,0.4487056224032692,0.5606497498205625,0.485912325063767,0.47572950626372773,0.4678996217380834,0.4781802073955799,0.47320121051798064,0.5258053376109386,0.5539897115340366,0.5185081714616653,0.5239246226800492,0.5038392984571161,0.4999772128177762,0.4426226995861373,0.42277677865112406,0.5418594105728123,0.5321345121805995,0.4922443002362465,0.4879075651987081,0.5459952442679852,0.4803677227529572,0.4700153151897317,0.46857731495201194,0.5267292788203924,0.4956214305222584,0.4911375075446634,0.4361280576301182,0.5016182115619209,0.5145274298020268,0.530303680059176,0.4741273233682791,0.4901739144764241,0.5081046290485599,0.5109810587428607,0.4630035865361593,0.5098792240373282,0.46664518431933916,0.4406787292619635,0.42702747799588503,0.4978931504449658,0.48429686830931024,0.481162574964162,0.4271596164668952,0.4884766904782642,0.45188789133013424,0.4961004186426225,0.47562536275503786,0.5237372413969094,0.4611386743429926,0.49696884131439273,0.4892536112080499,0.5373597058548292,0.45411389948057124,0.4626709328142617,0.4641443011086805,0.49903412067492814,0.4783924180219293,0.5255625679711307,0.465611931903694,0.4975665950130778,0.4884146101186347,0.5284797774278854,0.4759463680810979,0.49832181420681304,0.4520686306906811,0.47584486188173286,0.5023479071569472,0.4884168529654809,0.4716932587119033,0.5172594136517505,0.48687278692004443,0.4965176166958839,0.47910291840041197,0.4926760430514261,0.5274539444150922,0.5294397444321202,0.46990994320404444,0.4824557680624724,0.48438745502391267,0.5451467916351933
CONDUCTANCE,num_partitions_11,0.0469603907022,0.0158254097733,0.06638701034787071,0.03245476389727051,0.018611364382270786,0.025601141278020535,0.055468566954675176,0.0331379296374603,0.05296301923614535,0.044837259295577164,0.0447786553424569,0.07710662744533461,0.04604702257392209,0.05533510978966207,0.045437189283517566,0.025770162159315005,0.05953410115008264,0.035068199954969646,0.044851774166088036,0.062493967778156446,0.047038112672923516,0.03180940043309381,0.05116856923705904,0.03188718970494181,0.04115319759926626,0.035047247753767025,0.06088637360763584,0.028251878256385005,0.04598640080225458,0.05452898182388569,0.03244577041917891,0.030698766585979944,0.05766456437434218,0.05754779831525327,0.05566388302313241,0.0723473686281374,0.05372735051897018,0.03332019617007054,0.0342248966829486,0.042402183701044614,0.03239292133642874,0.01790285200861775,0.02388665400016922,0.06411222454489926,0.04497247583204053,0.040360929320461626,0.04372083912722043,0.0740356077527819,0.07389875761944069,0.023127858850251152,0.0359636031823693,0.03145465246718714,0.041658825699921596,0.038781440359620924,0.024888077353063347,0.037644858054196484,0.05360158581231767,0.05770443425694963,0.02416563926515275,0.05372140907847822,0.02381493948268404,0.07967326653238208,0.039134043551076164,0.0398300992463582,0.08212229153817498,0.030496779395908943,0.06530135487142992,0.07088762420026166,0.07362719399958009,0.058299912741408014,0.04526719901649315,0.04793340553202096,0.09000321852989021,0.07227481677952562,0.044406578795116405,0.04630115169597356,0.04508184872142997,0.03725660161661048,0.03765503462373193,0.046591001978159394,0.07363691188708871,0.04168554969997579,0.03502700713348087,0.054520764749656954,0.058731448668531916,0.05970663158042808,0.029932469609921075,0.04555373794870372,0.039637131471850585,0.05220432092177699,0.04013365422836536,0.02432865933705128,0.047287041878827055,0.034524593180604565,0.05583675183315226,0.07125759536418325,0.03307657156606405,0.07917510877193011,0.044717514869953894,0.05497596688752436,0.0473620854645359,0.0350895494163087
MAXPERM,num_partitions_11,0.415526809128,0.0438031099525,0.3533313879003559,0.38071236655948554,0.4659218204225352,0.4248502996632997,0.3885662249134948,0.4489123970588236,0.45712495709570966,0.498428857615894,0.42122732720588235,0.4120447801418439,0.45876377586206896,0.42575268438538205,0.39124234035087724,0.5034528448844885,0.4690055300353356,0.44030472597864767,0.44356658422939066,0.45212354838709673,0.508934453416149,0.42017104181184667,0.3319337482014389,0.4054575772058824,0.2968471040892193,0.3708551298245615,0.3675214551971326,0.4545298141025641,0.3904831041666667,0.4528055223367698,0.4351715265017668,0.41454883745583043,0.40640116554054057,0.4606465639344262,0.4345715512367492,0.3787788109090909,0.41370858842443736,0.39453267028985506,0.45529104666666675,0.350934593639576,0.40799776306620206,0.503419226923077,0.43862370645161297,0.39337241214057517,0.34785241034482756,0.4505720070921985,0.43972213750000005,0.4409296483516484,0.3477393156028369,0.4297673620071685,0.38149075367647056,0.46980421554770313,0.3925504349315069,0.41732154416961126,0.45546280740740747,0.40780275694444446,0.3759591254355401,0.39522722761194023,0.37596353214285716,0.39819904391891897,0.33656635357142856,0.4690743586206897,0.3588394807017544,0.45640546258503395,0.34369533571428573,0.4194918745519713,0.3810436567656766,0.44700514840989397,0.35228539285714283,0.4289740983050848,0.4057316892857143,0.4572176221498371,0.4473679417475727,0.47011964686468644,0.3546001356466877,0.37323023357664237,0.3670309537953796,0.4332320228013029,0.39927546975088973,0.43777459782608696,0.4218137421602788,0.44713405714285714,0.3680322107142857,0.4736940639730639,0.394319676975945,0.42589634420289857,0.4049591846689896,0.36951715845070426,0.4823976412698413,0.41013096491228074,0.3310854690909091,0.42733754044117644,0.438306996309963,0.45600507770270265,0.44950189473684204,0.45869207142857144,0.4706630918727915,0.40108789642857146,0.37826926893939394,0.3662111575091575,0.4405916089965398,0.34883813043478257
RBSE,num_partitions_11,0.0802607328177,0.0142778783982,0.09608540925266904,0.0707395498392283,0.10211267605633803,0.10437710437710437,0.07958477508650519,0.07352941176470588,0.07260726072607261,0.07947019867549669,0.08088235294117647,0.07092198581560284,0.07931034482758621,0.059800664451827246,0.08421052631578947,0.0891089108910891,0.0812720848056537,0.05338078291814947,0.10752688172043011,0.07526881720430108,0.07453416149068323,0.09407665505226481,0.10431654676258993,0.09926470588235294,0.08178438661710037,0.07017543859649122,0.0931899641577061,0.08333333333333333,0.06944444444444445,0.07216494845360824,0.10247349823321555,0.0812720848056537,0.09121621621621621,0.05573770491803279,0.0706713780918728,0.04363636363636364,0.06109324758842444,0.07971014492753623,0.07666666666666666,0.08480565371024736,0.059233449477351915,0.08846153846153847,0.06774193548387097,0.07987220447284345,0.07241379310344828,0.0851063829787234,0.075,0.09523809523809523,0.0851063829787234,0.06093189964157706,0.0661764705882353,0.053003533568904596,0.08561643835616438,0.0636042402826855,0.0962962962962963,0.1076388888888889,0.08362369337979095,0.07835820895522388,0.07857142857142857,0.0945945945945946,0.09285714285714286,0.05862068965517241,0.07017543859649122,0.07482993197278912,0.08571428571428572,0.07168458781362007,0.10231023102310231,0.0706713780918728,0.1,0.12542372881355932,0.08928571428571429,0.08143322475570032,0.07119741100323625,0.06930693069306931,0.07886435331230283,0.09854014598540146,0.0858085808580858,0.09120521172638436,0.07829181494661921,0.08333333333333333,0.08710801393728224,0.05357142857142857,0.09285714285714286,0.07744107744107744,0.08934707903780069,0.07608695652173914,0.07665505226480836,0.0880281690140845,0.06349206349206349,0.056140350877192984,0.08727272727272728,0.07352941176470588,0.08856088560885608,0.08108108108108109,0.056140350877192984,0.0782312925170068,0.09540636042402827,0.06785714285714285,0.09848484848484848,0.07326007326007326,0.0726643598615917,0.08695652173913043
NMI,num_partitions_11,0.377400675719,0.035207357159,0.393988604918,0.359782784247,0.349967979525,0.357716285367,0.344615534342,0.33038837798,0.38577944253,0.320861749975,0.374069116792,0.43965417602,0.291243578792,0.442132446178,0.368585295159,0.334951613464,0.38489315114,0.392591673441,0.386389003741,0.360903041947,0.363682513868,0.363318926237,0.393322783698,0.370013452102,0.336716975995,0.380405146174,0.44295686883,0.350110995763,0.373361053559,0.363000458635,0.313702195211,0.36401181488,0.328965029074,0.445551411771,0.314745705873,0.431876972137,0.40747162677,0.341299655325,0.366163933792,0.35406048185,0.386374813622,0.378173482904,0.41181683138,0.419955947263,0.372600246102,0.340700718806,0.425110677832,0.4111089557,0.440431263299,0.354171820068,0.345774667179,0.395887812296,0.374809834903,0.325122639077,0.360874518917,0.416397733841,0.40639760011,0.328771631744,0.397152556953,0.423853794896,0.393652863682,0.396253026055,0.388006415774,0.36102761812,0.428881104003,0.397096709286,0.360840104495,0.383485105243,0.351957226579,0.330498921952,0.407449636298,0.38384868091,0.493093659556,0.334928111346,0.416472943794,0.355269814406,0.413945808565,0.353900015588,0.37583159595,0.374771042215,0.408176711655,0.408270298032,0.350058244988,0.383447739518,0.37379553835,0.406181836879,0.403623911605,0.351048179993,0.358223093922,0.351067370623,0.349120386759,0.399551676256,0.411650988407,0.362320595159,0.415511499001,0.345475217102,0.346654591422,0.403030844526,0.359655608215,0.415886712614,0.377069861056,0.320296857974
FSCORE,num_partitions_11,0.0992789591714,0.0426485434241,0.23906042029,0.160601153582,0.0729389159475,0.105127265232,0.0308645966126,0.0294544279976,0.107382973538,0.1664106556,0.0830669152681,0.133007589657,0.133477787068,0.0715127428954,0.116011436511,0.1318599326,0.098762969156,0.112874283163,0.163914072033,0.0771563814716,0.0256539655996,0.0917761167285,0.13897629922,0.0244161790555,0.105631647191,0.0599749697988,0.0550924112045,0.140791686709,0.0881598783607,0.0858518638655,0.0567534984459,0.161706507213,0.107910492437,0.0736884193691,0.107797351132,0.0523154478372,0.114735336513,0.0876677134132,0.165388040556,0.0996810830989,0.160380490231,0.06045325904,0.0977436299229,0.159651619794,0.153021504832,0.109871848524,0.0600658235414,0.0639651410442,0.141392354367,0.194227974055,0.124224406799,0.0738542124206,0.128108882101,0.0613032981441,0.0743482210149,0.108144767665,0.0306598141849,0.0592480266974,0.0561842687437,0.165514942329,0.164555745634,0.133086870522,0.111252660795,0.1252290225,0.117858217466,0.0734619621716,0.0741138056861,0.0619902066438,0.0770662074161,0.0969428512912,0.164621520821,0.129901819905,0.106854651931,0.0795186086168,0.0195949151929,0.0968301691449,0.154476846487,0.0587159402306,0.104886839193,0.163617896105,0.0761806525315,0.0858214590588,0.126443340494,0.103632700219,0.0535641313419,0.0139043591535,0.15233885429,0.0656725094559,0.0679607961257,0.0766956440187,0.0631146299531,0.0831210762752,0.0685851732362,0.031558953434,0.0879655968274,0.0831187680422,0.115309445333,0.128864924244,0.0791507604963,0.0584297548905,0.083693230144,0.148374487996
FSCORE_IMPROVE,num_partitions_11,0.194129919671,0.048127129406,0.118262047653,0.11093217541,0.0579782959191,0.182361692492,0.245657051617,0.194980825566,0.1754666721,0.093059173348,0.222415478419,0.18708392868,0.117128509177,0.220228848198,0.158646482251,0.120803739192,0.211623265492,0.146757283633,0.179172192465,0.189979805999,0.261529187777,0.168359896279,0.153689922623,0.130013077607,0.199403789964,0.261661111109,0.203313480693,0.127792842062,0.168988355789,0.156486728195,0.206598780467,0.159884276316,0.231129608229,0.230445971142,0.156545238348,0.257872340334,0.213399553894,0.186604340301,0.181857598159,0.19914935944,0.159789145997,0.205300738662,0.202517192942,0.188635399654,0.129174922528,0.128756675547,0.27780404387,0.295036575372,0.22369748307,0.0958558669006,0.114192541931,0.23650944305,0.17876119001,0.170599197787,0.170705284011,0.219135041783,0.256060190894,0.197936763875,0.203714977668,0.236306266973,0.177207700508,0.205677698188,0.213604383494,0.20700333188,0.229489865808,0.213536664049,0.220670228845,0.222469150503,0.189581125856,0.145799010726,0.196707343772,0.150054381123,0.251297070086,0.220257324227,0.267398242283,0.192148835404,0.161552734132,0.236390578672,0.16222623387,0.146420776822,0.257238976074,0.234389324202,0.168437832207,0.183369905173,0.299399591857,0.292531372958,0.134303338973,0.224402275084,0.215061464732,0.171312191234,0.243452828192,0.253902052098,0.233715174458,0.224190984165,0.259037570955,0.146898738853,0.152406211496,0.262858226986,0.217036467327,0.226440057081,0.202109434179,0.123253399692
Mode 12
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/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
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/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
  'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
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/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
  'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
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Mode 12 Iteration 40
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Mode 12 Iteration 80






    




/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
  'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
  'recall', 'true', average, warn_for)






    




Average Elapsed Time = 19.2717250466
CUT_RATIO,num_partitions_12,0.251410831468,0.0309293281529,0.266666666667,0.257746478873,0.304347826087,0.273858921162,0.277037037037,0.247443762781,0.272853185596,0.248861911988,0.254113345521,0.192868719611,0.302593659942,0.25289017341,0.285460992908,0.28818443804,0.240983606557,0.257713248639,0.259016393443,0.275510204082,0.230670103093,0.257328990228,0.251655629139,0.281368821293,0.291497975709,0.251582278481,0.222950819672,0.267663043478,0.222222222222,0.22848200313,0.274410774411,0.239382239382,0.302795031056,0.20202020202,0.257289879931,0.197802197802,0.177944862155,0.236706689537,0.28307254623,0.319256756757,0.230899830221,0.264220183486,0.255208333333,0.266149870801,0.266666666667,0.24531516184,0.215351812367,0.268166089965,0.217717717718,0.239549839228,0.216,0.178170144462,0.277602523659,0.237315875614,0.279029462738,0.27804107425,0.251908396947,0.246777163904,0.253267973856,0.202396804261,0.264797507788,0.248868778281,0.251239669421,0.236677115987,0.261609907121,0.260740740741,0.301423027167,0.2816,0.297208538588,0.301261829653,0.254086181278,0.259206798867,0.218281036835,0.264416315049,0.199716713881,0.259927797834,0.22322775264,0.214285714286,0.260434056761,0.264462809917,0.301043219076,0.213815789474,0.236749116608,0.288643533123,0.241839762611,0.245250431779,0.2625,0.28078817734,0.277620396601,0.246551724138,0.218018018018,0.242026266417,0.215334420881,0.256371814093,0.218700475436,0.254992319508,0.27868852459,0.154135338346,0.263250883392,0.199294532628,0.211055276382,0.266932270916
EC,num_partitions_12,157.71,26.243968831,160,183,182,198,187,121,197,164,139,119,210,175,161,200,147,142,158,162,179,158,152,148,144,159,136,197,130,146,163,124,195,140,150,126,142,138,199,189,136,144,196,206,164,144,101,155,145,149,108,111,176,145,161,176,165,134,155,152,170,165,152,151,169,176,233,176,181,191,171,183,160,188,141,144,148,150,156,160,202,130,134,183,163,142,168,171,196,143,121,129,132,171,138,166,170,82,149,113,126,134
TCV,num_partitions_12,216.74,31.1247875495,220,258,254,253,266,185,240,230,204,170,266,225,232,259,196,191,219,227,255,221,207,209,207,217,195,257,187,198,227,184,269,197,208,173,202,199,257,252,196,195,249,258,237,199,133,202,199,209,166,151,250,195,221,230,232,179,204,210,217,213,213,233,211,221,299,234,245,290,214,249,222,260,208,199,207,224,211,200,264,189,201,253,207,205,236,229,269,197,180,193,180,236,190,227,236,129,207,159,186,200
LONELINESS,num_partitions_12,0.730703910011,0.0155360090825,0.734629376835,0.734379807343,0.721602363303,0.729720111439,0.723933641456,0.718786442232,0.763827635336,0.746539577362,0.728303355301,0.744983635579,0.754383869431,0.742174595065,0.708051872925,0.733041973044,0.747922958937,0.716065001381,0.727948814565,0.727237385736,0.7591483639,0.740444501969,0.735223968144,0.706608105057,0.672859068934,0.718663673004,0.728693403717,0.755470978018,0.729735430605,0.727503411523,0.720494537656,0.691779870812,0.727467105327,0.752301176733,0.722082785681,0.747348317991,0.753860802457,0.728799593989,0.741129035084,0.716224075822,0.717564000996,0.737701475968,0.742114576146,0.747865746797,0.727223067427,0.730455400575,0.726142534577,0.738527606507,0.73214906451,0.720505985561,0.700955026756,0.745423370754,0.733161325201,0.728698044054,0.732735686583,0.723788566667,0.743552670706,0.723367031496,0.732859882291,0.741328236781,0.718435094008,0.719577118245,0.711935934437,0.731627752109,0.736982808087,0.742372421052,0.756471935109,0.742090220375,0.729171628312,0.704895823919,0.733011288596,0.747553014277,0.754489904297,0.753314986562,0.743020735637,0.715785629604,0.725064421599,0.751874483883,0.722411669405,0.727100822144,0.740923532104,0.738277230867,0.711216888336,0.730465955316,0.722244143216,0.71916383355,0.726670876744,0.742632278991,0.750824883609,0.713182348155,0.706297372541,0.716454099835,0.736182999337,0.741398213203,0.737697408317,0.727112803116,0.732159086761,0.724568252269,0.720266123176,0.724746054868,0.745401318039,0.68982768303
QDS,num_partitions_12,0.484625868378,0.029153954506,0.4931307966939931,0.4554896841413676,0.5424463992872253,0.42044523666421174,0.48916793631996286,0.5512587561250628,0.4763404490966977,0.5205053150440614,0.46965128905371456,0.48479594442573076,0.49847151186936844,0.4826747077168255,0.48789551523081115,0.5215731964667425,0.507292314519646,0.47677182748042407,0.503949951823798,0.48002692029174726,0.4970814763157162,0.4939468065868796,0.4441688097986287,0.5154117974126344,0.4945422206119622,0.47489071886585293,0.47962894288900015,0.4769513115033124,0.4447014663146758,0.49596796732674925,0.5357411484787796,0.4920942225432642,0.5158343442816509,0.4848322483209455,0.47095026004395735,0.4416382617912207,0.4130162678923983,0.5189245522376328,0.49894772760623995,0.48971614806364894,0.46476063228400066,0.5521515382934729,0.4590963720675167,0.4691911938874197,0.472946202818711,0.4964175699714522,0.5079270346587627,0.4984148256049917,0.4151230357893734,0.4683491238276752,0.46112629132962873,0.48087778219746574,0.5034324586213879,0.47193596069131516,0.4997942576475701,0.5178358732436651,0.4537929650667942,0.538808699189189,0.45269697767156863,0.41804923354036005,0.4326283892241341,0.45929718252751844,0.4659704685196415,0.4689813271590943,0.44015579133726307,0.46107632815367067,0.48257710277247423,0.49771017643881404,0.48123416793849133,0.5133604750555701,0.47559516982886985,0.47664847803058424,0.47497411063409684,0.53842172779747,0.4605050391123726,0.47716924818976464,0.4807468337451094,0.47775682828008614,0.4732953069242744,0.503389577458446,0.47532904992380787,0.48870820255367753,0.5055056075065829,0.5498997071271015,0.4758054498389187,0.48570603064819806,0.4726847148176379,0.48300538011883426,0.534446866884974,0.5023249262269129,0.4869157748703883,0.49820107155237825,0.4307824807521715,0.4764313777658652,0.49929007592062663,0.4586621795746092,0.48486722794054565,0.4835382371880707,0.4919396020329072,0.4597361599863998,0.49589643701711633,0.5378140688533991
CONDUCTANCE,num_partitions_12,0.0441472216049,0.0161925812664,0.06542335186561637,0.023978284357738647,0.0199400130818492,0.06436888428587076,0.04396790134182312,0.027673560058173445,0.057969205564488556,0.037179499868714626,0.033044651682699,0.05742149497468646,0.043250524414055226,0.04826111063706176,0.05915970896265689,0.039694434491824006,0.024425970366801247,0.0382330121567867,0.030031207870921003,0.06116807955382095,0.04357498896135945,0.050870632928955155,0.08596981322806545,0.05051425416686796,0.013480970803366186,0.025066411298283547,0.05716993183355766,0.04886796287976717,0.05004550449049816,0.06212851341181988,0.034263169539125254,0.03892869018629561,0.0277007586793826,0.05719679181354921,0.04094420297277281,0.055512935588871416,0.060073770902906234,0.020970476011372474,0.010582178813554407,0.034846632558646694,0.027098230808169935,0.026718564514978633,0.03753097019062111,0.06673790367417766,0.040029458819597095,0.05885248317568478,0.0434669648842443,0.07531684408744276,0.07306719648743765,0.03877891847406043,0.05762696505361668,0.02472511338856994,0.029389730187186155,0.0388037000858808,0.02395571895465398,0.033051482462891954,0.0303929127608323,0.046335314863121146,0.021266193187078498,0.03496432406348194,0.034889804053540745,0.02740826633887488,0.047271487409194575,0.0280150989488383,0.10112686919531237,0.054887568768127504,0.04216064907728979,0.058853165703092965,0.05566003327288956,0.03916443823436271,0.035159916956730215,0.05550464278180934,0.058308533098155375,0.03036917410248569,0.05601704940180723,0.04462014067362776,0.025559515219783044,0.06159687353019962,0.059799673319166,0.03280759797519377,0.049298862348328434,0.06387212838745898,0.03303202485615653,0.03359728785182416,0.04483690390647209,0.04487189583317075,0.015469363012917021,0.0462132463430963,0.028327191620842414,0.05556761426780402,0.04471968286004908,0.038532997503585735,0.056228335454436666,0.04453507398381658,0.07066532299193472,0.039143707919496215,0.045747054029447655,0.07838641480341205,0.05226336212244855,0.04901982806873953,0.03352147251140228,0.0256834150240979
MAXPERM,num_partitions_12,0.415124347649,0.045517524603,0.40077967259786473,0.3951541125401929,0.4400051549295775,0.35270907070707064,0.3578362352941176,0.41100572426470583,0.44639891749174915,0.5189127317880795,0.42334987867647056,0.454337195035461,0.45764660344827585,0.41019426578073087,0.35486753684210526,0.5102640429042904,0.488267632508834,0.4143675800711744,0.45505618637992834,0.4057120752688172,0.49556695031055903,0.4290054738675958,0.37888550359712225,0.4056928235294117,0.307408468401487,0.3579151684210526,0.4087507885304659,0.45169541025641025,0.3935316111111111,0.41308661168384886,0.4396112155477032,0.3722822332155477,0.43027989189189186,0.447326062295082,0.4204414487632508,0.38487937818181817,0.38663329260450163,0.44627271739130436,0.47455240333333326,0.37967633568904596,0.3726055923344948,0.5513499346153845,0.393183629032258,0.3970818626198083,0.35184983103448275,0.41168492907801413,0.4926709291666667,0.4538379816849817,0.33920926595744677,0.4217057885304659,0.31681220220588235,0.46194356537102477,0.47420983904109587,0.4255916113074205,0.46942681111111123,0.43334868750000005,0.38886377351916374,0.4457267126865671,0.3789818392857143,0.34912169256756753,0.33904880000000004,0.3794473068965517,0.3588156385964913,0.4174985034013605,0.36962529285714285,0.3917687311827957,0.42115789768976897,0.46912767844522985,0.412873125,0.3945347016949152,0.4130024535714286,0.4571878078175895,0.4576165145631068,0.49243991749174926,0.37024015141955835,0.3981058576642336,0.3640470066006601,0.4353471335504886,0.3912402633451958,0.40998694565217386,0.431886818815331,0.4209956,0.39795489642857135,0.4823653232323233,0.35398257731958765,0.4039028333333332,0.36377439721254357,0.39892674647887316,0.4966062698412698,0.41941341403508775,0.38708019636363633,0.4286683713235295,0.40396189667896676,0.4497748277027027,0.4314763649122807,0.3858241462585034,0.4496729187279152,0.3981983178571429,0.37297837121212124,0.3878033186813187,0.47893938062283736,0.3755711666666667
RBSE,num_partitions_12,0.0834411825477,0.0156590971888,0.07473309608540925,0.0932475884244373,0.1056338028169014,0.09764309764309764,0.08650519031141868,0.06985294117647059,0.066006600660066,0.0695364238410596,0.07720588235294118,0.05673758865248227,0.08620689655172414,0.07308970099667775,0.0912280701754386,0.11221122112211221,0.0812720848056537,0.07473309608540925,0.1039426523297491,0.11469534050179211,0.06521739130434782,0.10104529616724739,0.08273381294964029,0.08455882352941177,0.10037174721189591,0.07017543859649122,0.07526881720430108,0.08974358974358974,0.0798611111111111,0.07560137457044673,0.09187279151943463,0.08480565371024736,0.08783783783783784,0.07540983606557378,0.0812720848056537,0.04363636363636364,0.06430868167202572,0.07246376811594203,0.08333333333333333,0.11307420494699646,0.07317073170731707,0.07307692307692308,0.0935483870967742,0.07987220447284345,0.07241379310344828,0.0851063829787234,0.0625,0.0695970695970696,0.09219858156028368,0.06451612903225806,0.07720588235294118,0.053003533568904596,0.06164383561643835,0.08833922261484099,0.0962962962962963,0.10069444444444445,0.08710801393728224,0.06343283582089553,0.08928571428571429,0.08445945945945946,0.125,0.09310344827586207,0.07719298245614035,0.09183673469387756,0.07142857142857142,0.06451612903225806,0.10891089108910891,0.07420494699646643,0.10714285714285714,0.11864406779661017,0.11428571428571428,0.09771986970684039,0.06796116504854369,0.07590759075907591,0.0694006309148265,0.09854014598540146,0.0924092409240924,0.08794788273615635,0.0711743772241993,0.09057971014492754,0.10104529616724739,0.05357142857142857,0.07857142857142857,0.07407407407407407,0.09621993127147767,0.09782608695652174,0.09407665505226481,0.07394366197183098,0.06984126984126984,0.05964912280701754,0.09454545454545454,0.08088235294117647,0.1033210332103321,0.08108108108108109,0.08421052631578947,0.09183673469387756,0.09187279151943463,0.05714285714285714,0.09090909090909091,0.07326007326007326,0.07958477508650519,0.09420289855072464
NMI,num_partitions_12,0.411030567359,0.0346181582357,0.441097308034,0.391176772385,0.354072650369,0.415890496216,0.368943797095,0.369546431184,0.417355995876,0.37885075519,0.43140620759,0.451743079959,0.370170153539,0.436057822393,0.358330820716,0.383946161859,0.371753798468,0.395556233477,0.44128391952,0.446343553229,0.418331886222,0.39848372616,0.451744111666,0.417784966956,0.347162221492,0.395057367728,0.43618961827,0.413831937771,0.440860815872,0.401900610503,0.338714823434,0.403230658896,0.352762746677,0.477331949903,0.407011937116,0.449717343053,0.494766416255,0.384080386493,0.361726270742,0.368036476204,0.410227489984,0.39031087594,0.427290526768,0.423203325271,0.400382219158,0.425184494831,0.480489784419,0.461783155695,0.499735001744,0.426397459634,0.432518384785,0.421820208905,0.405972931122,0.373607699867,0.40242111735,0.432460303216,0.444265751087,0.407659709508,0.393567856379,0.466475624078,0.420626980162,0.415733488713,0.386218472234,0.367140908456,0.456780781105,0.467965709474,0.371421972909,0.400567757166,0.393873967837,0.365235678974,0.444619794755,0.442909009679,0.462165656215,0.379894712973,0.423873444039,0.367478251876,0.428756875154,0.420363108652,0.404342237244,0.431854922392,0.4390283855,0.458667999851,0.376251846845,0.376490937774,0.40108677957,0.392512373798,0.404032027679,0.412794165263,0.369709665985,0.379541819555,0.421482383282,0.388973173105,0.465650505366,0.406343272787,0.45063418028,0.392757119606,0.361883016328,0.439861023773,0.412840455885,0.43422902431,0.382478924508,0.375957776549
FSCORE,num_partitions_12,0.0925621761221,0.0456967638216,0.0419042419596,0.145733481219,0.0683967658998,0.12070174833,0.0634837720243,0.0892661213591,0.177922808941,0.128214356474,0.0808486784138,0.0294004253624,0.122712999616,0.11196150786,0.0792690087595,0.077698098168,0.116961773811,0.111903212614,0.0332303222986,0.109552937189,0.066732897947,0.0675551684088,0.0733189347042,0.117641387055,0.113199404015,0.0406766917293,0.0298685782557,0.0644619269619,0.0972938875166,0.0909049255441,0.113774129269,0.0596484182148,0.077368871567,0.0649342115802,0.0875226917876,0.0773884116946,0.0503330521558,0.0510929059788,0.124409062505,0.0528561791785,0.173540317784,0.0496533730549,0.0793829610043,0.117793551629,0.113719712805,0.148262796512,0.102923116615,0.0409202115661,0.190234294581,0.0994304572616,0.0280860934931,0.0680161382302,0.138932124488,0.0346241444288,0.0488990762324,0.149147678202,0.127137463558,0.0490591561298,0.0257857991682,0.175154851705,0.231058160013,0.180768525399,0.0987530171329,0.12403647603,0.109412410294,0.0678042998086,0.120484096941,0.201145914798,0.0739390881228,0.067321239744,0.178886465074,0.0843825863185,0.0497194178341,0.0928816328712,0.0473077291603,0.051538347482,0.103864256311,0.0381493007638,0.18010791206,0.103738230267,0.0644126444991,0.0147549989013,0.129861481361,0.0879196122894,0.146211342423,0.10089060606,0.135368308712,0.0279922373113,0.0354942580076,0.074597728526,0.0695358326346,0.0737444543948,0.105761111665,0.0582553820054,0.10405869631,0.024284181427,0.0502119121214,0.0636811671732,0.0784809391067,0.0813610377652,0.169516499388,0.163676758884
FSCORE_IMPROVE,num_partitions_12,0.199678241967,0.0486901818167,0.284665012054,0.133444842695,0.173771274821,0.211417517561,0.187494970595,0.154512640878,0.161569337554,0.145184136604,0.216688092008,0.288684628486,0.136273609045,0.128901067718,0.122628405697,0.182062495491,0.178825826636,0.175838445067,0.238024386938,0.196356864034,0.199238709533,0.216270817859,0.226638787027,0.199117594502,0.0929588309046,0.228720732692,0.290164241488,0.221038872618,0.218474313287,0.196366786885,0.144017771657,0.217992137713,0.211419460783,0.27236339871,0.199216930955,0.285391080257,0.219031238354,0.174233371658,0.187097684655,0.218621119946,0.136636747031,0.203497121206,0.23946330011,0.188322387114,0.151396556487,0.199566440973,0.21058327813,0.277916088258,0.152647451015,0.192061589229,0.323302422421,0.191794485282,0.160014103048,0.196632594028,0.279358485623,0.154238902632,0.165922276651,0.31872821012,0.219899300523,0.183335193542,0.14671660078,0.130610476898,0.192730239767,0.16672755708,0.200969348168,0.23711746419,0.169686990894,0.119633818901,0.153321392525,0.167582743292,0.148636599314,0.225798003104,0.260074084639,0.176308479332,0.229543104344,0.185916075177,0.192087326376,0.271948222004,0.144956385561,0.165525462761,0.222638738225,0.319755543428,0.118832698502,0.181070065156,0.169067311305,0.156331822252,0.185532708154,0.282328923957,0.212853842833,0.193554968262,0.210152225184,0.183453181248,0.239248155932,0.208041026244,0.257846457018,0.248060468891,0.184617629484,0.25755562975,0.229134048153,0.262890748855,0.151793851575,0.127139408363

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