In [1]:

    

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", "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": 1000,

    # 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 [2]:

    

import scipy
from copy import deepcopy

iterations = 100
#modes = ['total', 'average', 'minimum', 'maximum', 'product', 'product_squared', 'sqrt_product']
#modes = ['no_expansion']
#modes = ['no_expansion', 'avg_node_weight_complete', 'total_node_weight_complete', 'smallest_node_weight_complete','largest_node_weight_complete']
#modes = ['no_expansion', 'product_node_weight_complete']

restream_iterations = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] #, 12, 14, 16, 18, 20, 25, 30]

for mode in restream_iterations:
#for mode in range(1, 51):

    metricsDataPrediction = []
    metricsDataAssign = []
    
    dataQdsOv = []
    dataCondOv = []

    #config['EDGE_EXPANSION_MODE'] = mode
    
    
    config['num_iterations'] = mode
    
    print('Mode', mode)
    for i in range(0, iterations):
        if (i % 20) == 0:
            print('Mode', mode, 'Iteration', str(i))
        
        conf = deepcopy(config)

        #if mode == 'no_expansion':
        #    config['edge_expansion_enabled'] = False
                    
        #conf["DATA_FILENAME"] =  os.path.join(pwd, "data", "predition_model_tests", "network", "network_" + str(i + 1) + ".txt")
        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))


        #print(i, conf)
        #print('config', config)
        
        with GraphPartitioning(conf) as gp:
            #gp = GraphPartitioning(config)
            gp.verbose = 0
            gp.load_network()
            gp.init_partitioner()

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

            totalM = len(m)
            metricsDataPrediction.append(m[totalM - 1])


    waste = ''
    cutratio = ''
    ec = ''
    tcv = ''
    qds = ''
    conductance = ''
    maxperm = ''
    nmi = ''
    lonliness = ''
    fscore = ''
    fscoreimprove = ''
        
    qdsOv = ''
    condOv = ''

    dataWaste = []
    dataCutRatio = []
    dataEC = []
    dataTCV = [] 
    dataQDS = []
    dataCOND = []
    dataMAXPERM = []
    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])
        dataNMI.append(metricsDataPrediction[i][7])        
        dataFscore.append(metricsDataPrediction[i][8])        
        dataFscoreImprove.append(metricsDataPrediction[i][9])        
        dataLonliness.append(metricsDataPrediction[i][10])


        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(nmi)):
            nmi = nmi + ','
        nmi = nmi + str(metricsDataPrediction[i][7])

        if(len(fscore)):
            fscore = fscore + ','
        fscore = fscore + str(metricsDataPrediction[i][8])

        if(len(fscoreimprove)):
            fscoreimprove = fscoreimprove + ','
        fscoreimprove = fscoreimprove + str(metricsDataPrediction[i][8])
        
        if(len(lonliness)):
            lonliness = lonliness + ','
        lonliness = lonliness + str(dataLonliness[i])
        

    waste = 'WASTE,' + 'restream_iter_' + str(config['num_iterations']) + ',' + str(scipy.mean(dataWaste)) + ',' + str(scipy.std(dataWaste)) + ',' + waste

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

    lonliness = "LONELINESS," + 'restream_iter_' + str(config['num_iterations']) + ',' + str(scipy.mean(dataLonliness)) + ',' + str(scipy.std(dataLonliness)) + ',' + lonliness
    
    qds = 'QDS,' + 'restream_iter_' + str(config['num_iterations']) + ',' + str(scipy.mean(dataQDS)) + ',' + str(scipy.std(dataQDS)) + ',' + qds
    conductance = 'CONDUCTANCE,' + 'restream_iter_' + str(config['num_iterations']) + ',' + str(scipy.mean(dataCOND)) + ',' + str(scipy.std(dataCOND)) + ',' + conductance
    maxperm = 'MAXPERM,' + 'restream_iter_' + str(config['num_iterations']) + ',' + str(scipy.mean(dataMAXPERM)) + ',' + str(scipy.std(dataMAXPERM)) + ',' + maxperm
    nmi = 'NMI,' + 'restream_iter_' + str(config['num_iterations']) + ',' + str(scipy.mean(dataNMI)) + ',' + str(scipy.std(dataNMI)) + ',' + nmi

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

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


    

    




Mode 1
Mode 1 Iteration 0
Mode 1 Iteration 20
Mode 1 Iteration 40
Mode 1 Iteration 60
Mode 1 Iteration 80
CUT_RATIO,restream_iter_1,0.204550543679,0.0201880780007,0.20796460177,0.224267211997,0.183856502242,0.200394866732,0.191912268677,0.167903852952,0.208132322536,0.188660141748,0.186022610483,0.208058353595,0.208049113233,0.203135650988,0.231036882394,0.204244954767,0.160282258065,0.225176708179,0.17997247075,0.185249912618,0.239002424662,0.229697587496,0.200208188758,0.24331829226,0.220491519557,0.20614640884,0.18301514154,0.210023866348,0.18514715948,0.215479031708,0.207493814069,0.236688423222,0.195378151261,0.215853259089,0.249309392265,0.134451019066,0.214498510427,0.217030114226,0.204237007613,0.204672589668,0.204088826225,0.150721718698,0.182058920887,0.203007518797,0.211444521982,0.170537261698,0.181282495667,0.201494962626,0.231122783979,0.18952285619,0.224762574745,0.203536870204,0.20452173913,0.190657439446,0.186175755471,0.218298015473,0.225183211193,0.213479415671,0.217086834734,0.187060006705,0.238335011749,0.233805668016,0.223759703004,0.184411969381,0.195418257549,0.174465240642,0.199336650083,0.228581460674,0.200544773578,0.199443090846,0.215505464481,0.192132068844,0.197881066302,0.21870604782,0.222730241672,0.201909476662,0.201309328969,0.202661207779,0.227921195652,0.193603851444,0.197985411601,0.213575591361,0.173018549747,0.218336162988,0.200267022697,0.195053988157,0.21151226158,0.19180959048,0.208155212101,0.243270868825,0.214260869565,0.203466204506,0.220420834771,0.20462931902,0.204915310528,0.162606978275,0.230414746544,0.204716336295,0.186925098555,0.214853195164,0.21248669741,0.217406027768
EC,restream_iter_1,600.12,59.8769204285,611,658,533,609,560,475,604,559,543,599,610,596,664,587,477,669,523,530,690,676,577,701,637,597,556,616,541,632,587,689,558,659,722,409,648,627,617,622,579,449,550,594,606,492,523,620,704,568,639,610,588,551,536,649,676,643,620,558,710,693,663,530,563,522,601,651,589,573,631,547,579,622,682,571,615,594,671,563,570,623,513,643,600,560,621,548,633,714,616,587,639,610,617,494,700,599,569,622,599,642
TCV,restream_iter_1,660.27,57.1434781931,680,716,600,685,616,545,664,609,654,628,677,637,725,681,547,713,594,607,767,704,656,741,718,662,635,644,599,701,670,724,646,713,795,464,665,696,688,647,640,480,574,668,685,551,608,625,744,636,711,670,657,617,594,719,679,663,657,647,763,730,675,626,611,575,645,719,672,623,689,630,653,707,714,665,673,693,733,635,638,684,548,683,684,639,677,656,684,747,680,643,696,656,654,558,773,682,620,683,688,685
LONELINESS,restream_iter_1,0.815178299313,0.00737985403498,0.813410696409,0.805780005054,0.822926254407,0.812463962049,0.823368956589,0.81388961784,0.818095320449,0.819665240656,0.818976128087,0.815266570157,0.815414888963,0.824506396352,0.811962357712,0.815613765756,0.826952660602,0.814265198539,0.826054824573,0.808576589787,0.801197795364,0.817532337361,0.815278670856,0.80200544221,0.806749000255,0.814586908344,0.823575561009,0.814318052936,0.816064637385,0.804628070404,0.809519201969,0.810741270735,0.820060896278,0.813200058234,0.808825342781,0.839192787775,0.821485132015,0.805743459201,0.812922553105,0.808270637117,0.818279969325,0.836392550144,0.820270058691,0.814055759221,0.809123252851,0.82257375995,0.81336988004,0.821319004942,0.808366798751,0.820320943226,0.80133244655,0.814891045839,0.809246655909,0.823164101532,0.826002194879,0.808877007503,0.814567579058,0.818567871428,0.809420335161,0.820348434765,0.810965459351,0.810261844433,0.817122448296,0.81692142269,0.823207713714,0.829077699765,0.815862723815,0.81166649785,0.812543675156,0.804576438943,0.804838350074,0.816993808285,0.819239963438,0.805226651123,0.810905094517,0.815239290437,0.814034178419,0.808078922842,0.802814045968,0.81994116897,0.817254801521,0.808594820509,0.833251227308,0.816832750342,0.810588943429,0.817122345111,0.806744638645,0.816365783377,0.813767880426,0.803364037741,0.815752964966,0.818935400713,0.813738957029,0.817362860909,0.823038995345,0.820645321994,0.809562397026,0.819028567836,0.830292898935,0.810697761347,0.804281871917,0.817510407686
QDS,restream_iter_1,0.383606115246,0.0201872856594,0.3794406447661136,0.34351380468589254,0.3804399245492959,0.33130566113299376,0.35966504491410806,0.3766247142487642,0.36704558184136,0.39638175325149505,0.36313647653616765,0.37658903681109024,0.3757203994993886,0.42080661070561437,0.3791881956717781,0.3982377002276688,0.39272967669443937,0.4090313871767237,0.39552569792736303,0.39425083235044533,0.4004985106386804,0.36548173580964527,0.36698205922295896,0.38400693423525134,0.3738731445907811,0.39454818247970835,0.3735428848133901,0.37375656103367805,0.38510812142540407,0.38234757047658896,0.412335912491438,0.39666211817712643,0.3759816461300929,0.4147646848169226,0.37702930587563344,0.40319724403798035,0.3799697836941466,0.38471764461080166,0.39347142312907785,0.3583933353079867,0.36009852370138373,0.3999678146009755,0.3806840892385802,0.41914241572044614,0.3727161607488995,0.40649126873194236,0.3947161793309417,0.388297993415621,0.36785700945181815,0.41784137600442517,0.363018639497918,0.3700697385977451,0.3792323133366252,0.3878185407502253,0.3462715769660531,0.39338562455457526,0.3770449889952922,0.3901721538245209,0.3643505653032113,0.3978524130947546,0.40128835994450035,0.40603489933348347,0.3843816693976441,0.3600639909217107,0.34451043588849206,0.3977133585426389,0.38474241440320783,0.34772516518086066,0.37567703180044554,0.37392720994533646,0.41681863756614274,0.364718283296486,0.36616003453248636,0.3933853801770542,0.3763688457229828,0.3804481773480103,0.3796999218543036,0.3971584632849885,0.3597046200233136,0.4122686338055125,0.3564904506249062,0.4018437798473596,0.3666541036891559,0.3909142101575589,0.35980134001573,0.3963431069106422,0.3483261524112781,0.35739587538977274,0.423144909127735,0.36951162531827936,0.40294363859885934,0.4100026663564864,0.4235923917810185,0.4153133425116894,0.36176243360048943,0.40861382354159603,0.36828806518371626,0.3674666044783483,0.4085289144692589,0.3805193522474861,0.40169571511335617,0.4053321583594394
CONDUCTANCE,restream_iter_1,0.10547233263,0.0136781267153,0.11498558186417625,0.09341511977575005,0.12110259571355052,0.0929164971492448,0.08092938529215651,0.0976124175662388,0.11099662852110408,0.1004253663108729,0.10077289551391996,0.10403336612759788,0.10568846263351779,0.10958468123942534,0.09435286026456202,0.11476672645440442,0.11229709195082913,0.11992154385920405,0.11507032260182448,0.09714635120327554,0.10665588130532297,0.09800388184319922,0.13386979981755717,0.09787734225363892,0.0938240857974144,0.10906337097062223,0.0986225410229754,0.11476964278939292,0.09794930277411434,0.08624068114853733,0.11612005305468961,0.10252024779596426,0.1353183993791159,0.1027985465613294,0.0836570280784036,0.12676603743958764,0.10518316615913399,0.09547807796213476,0.1149635989343841,0.10590463334454947,0.09992324675485349,0.1125212422527136,0.10607650441162983,0.09841043896491272,0.109296158004119,0.09767164338842059,0.12338204753797677,0.11574765794082285,0.11107390957796262,0.10499029715056557,0.10273370643554851,0.06913923540456372,0.1029122731198715,0.12248042775652385,0.1022435776656198,0.11192288632020246,0.09921907046458044,0.11188936279581502,0.12059815004412394,0.09906794816772836,0.11942639928781497,0.08841071738842844,0.12514741355780232,0.10719472760787835,0.11260030309798774,0.1449413034066239,0.1150290236172447,0.12641942367454723,0.1070460338656527,0.09678768259925656,0.10386590559024743,0.12609105064998755,0.10782857125174915,0.10256051826686277,0.09738059835795775,0.13361955729865085,0.08499143890562705,0.08179013715190743,0.1037747707568246,0.09177252720047693,0.12740305214828032,0.08343665422064067,0.11718225843759417,0.10076843076908759,0.12269871493017463,0.09652891071401663,0.09787981107208428,0.09429369712837282,0.08961832880601815,0.10554635095945468,0.12259714460495294,0.09473470650012536,0.10465218517100552,0.08363039068621603,0.09319837325817312,0.07401418017799388,0.09464158333545138,0.10089358035292509,0.11767898625534402,0.10725113488836163,0.09025287783321062,0.11874981063256122
MAXPERM,restream_iter_1,0.42280169859,0.0203333186335,0.40219422699999996,0.41198430199999997,0.43590855700000003,0.37238133100000004,0.44345939900000003,0.423187393,0.40345473800000003,0.44767048899999995,0.392404962,0.393447351,0.396379142,0.439342922,0.429857485,0.44626670299999993,0.40704454,0.459265086,0.44044091300000004,0.413428314,0.41723655200000004,0.47500252600000004,0.409203308,0.42535283199999996,0.417348687,0.42991452599999996,0.421980058,0.42791132600000004,0.41933200200000004,0.427543338,0.42180907500000003,0.440819875,0.406414466,0.421936345,0.43568167599999996,0.421067273,0.43225412300000005,0.41610742900000003,0.45553629599999995,0.36489878600000003,0.42885663799999996,0.467322889,0.39776333399999997,0.439793025,0.4042266990000001,0.41850250899999997,0.410806778,0.395249908,0.424290995,0.41434449199999995,0.38054961499999995,0.43568104399999996,0.41206387699999997,0.47115815600000005,0.44756817,0.406653498,0.4274621069999999,0.410634577,0.428242028,0.42716662399999994,0.41008025,0.397677649,0.41426703600000003,0.4356244509999999,0.43814498100000004,0.4346069,0.41430953899999995,0.448523373,0.421167561,0.386677676,0.41616890800000006,0.41123150599999997,0.43398002799999996,0.434141028,0.39280806,0.44631856300000006,0.427091747,0.41601465099999996,0.38991544600000005,0.45092904899999997,0.419037544,0.39361365700000006,0.429147946,0.452485089,0.399574951,0.43337950399999997,0.39972292300000006,0.431986933,0.42183737399999993,0.427788228,0.434834748,0.45732276400000005,0.41844081699999996,0.414775334,0.422537136,0.41112344,0.43513659800000004,0.441977597,0.426511994,0.449327654,0.42104831,0.4250756
FSCORE,restream_iter_1,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_1,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 2
Mode 2 Iteration 0
Mode 2 Iteration 20
Mode 2 Iteration 40
Mode 2 Iteration 60
Mode 2 Iteration 80
CUT_RATIO,restream_iter_2,0.170339116972,0.0188458027827,0.182777399592,0.16530334015,0.179027250776,0.148075024679,0.175119945168,0.140685754684,0.160923501034,0.151198110024,0.146625556697,0.137200416811,0.18690313779,0.179618268575,0.181628392484,0.15692414753,0.170698924731,0.192864355436,0.156228492774,0.151695211465,0.180810529962,0.186204553177,0.189451769604,0.172162443596,0.180339217722,0.178522099448,0.171823568137,0.154108421412,0.149555099247,0.175588135015,0.188759278897,0.177602198557,0.177170868347,0.139862430396,0.205110497238,0.13543721236,0.19298245614,0.173070266528,0.163190996359,0.143797301744,0.156855833627,0.125545485062,0.136378682555,0.151401230349,0.194696441033,0.150086655113,0.170883882149,0.155346116347,0.162836506894,0.141141141141,0.187126275062,0.148148148148,0.173565217391,0.181660899654,0.189996526572,0.154725866128,0.168221185876,0.202523240372,0.193277310924,0.153536708012,0.210473313192,0.201754385965,0.155248059399,0.169102296451,0.179104477612,0.170120320856,0.177114427861,0.19452247191,0.188287368063,0.146536721197,0.182035519126,0.139445029856,0.157894736842,0.178621659634,0.162312214239,0.16513437058,0.184288052373,0.15011941317,0.164402173913,0.158528198074,0.202500868357,0.207747685979,0.149409780776,0.176910016978,0.184579439252,0.157784743992,0.184945504087,0.150157507875,0.165077277211,0.182964224872,0.186086956522,0.189601386482,0.184891341842,0.151962428715,0.172700099635,0.172811059908,0.208689927584,0.165755297334,0.177069645204,0.183419689119,0.157502660518,0.189299017948
EC,restream_iter_2,499.69,55.1430312914,537,485,519,450,511,398,467,448,428,395,548,527,522,451,508,573,454,434,522,548,546,496,521,517,522,452,437,515,534,517,506,427,594,412,583,500,493,437,445,374,412,443,558,433,493,478,496,423,532,444,499,525,547,460,505,610,552,458,627,598,460,486,516,509,534,554,553,421,533,397,462,508,497,467,563,440,484,461,583,606,443,521,553,453,543,429,502,537,535,547,536,453,520,525,634,485,539,531,444,559
TCV,restream_iter_2,557.64,57.1017547891,629,564,547,515,581,495,565,459,529,444,616,584,603,537,551,613,536,494,554,599,573,546,612,568,527,478,498,549,608,594,576,441,678,455,612,542,564,422,476,431,429,534,649,529,546,524,543,517,541,514,564,621,565,496,493,648,584,558,691,654,519,578,567,570,571,618,639,486,590,498,556,598,518,541,627,535,511,539,663,633,508,584,620,520,610,514,510,564,602,642,622,513,579,581,608,564,619,559,509,614
LONELINESS,restream_iter_2,0.826548702267,0.00739869596809,0.823329307727,0.814512285067,0.821754124699,0.831972287727,0.825728220287,0.821257365198,0.823615366479,0.838522800948,0.83609112424,0.834782771961,0.813650010816,0.827010743015,0.826323455786,0.832601339224,0.825508337915,0.828928191635,0.831491051693,0.820462482333,0.82456694273,0.830582148314,0.823632690578,0.82017066383,0.821528900897,0.819904590965,0.837866266943,0.833412511381,0.833906099286,0.821148710717,0.818771291306,0.832765923041,0.824681335609,0.845692524903,0.816457216181,0.846817126665,0.820840072157,0.827266411743,0.830711154331,0.832027393019,0.832380962518,0.840422406335,0.832214413463,0.821869756716,0.815752586573,0.826813005894,0.816793821126,0.836864326543,0.8346877732,0.833380336651,0.820339604144,0.835490374782,0.82501717569,0.816857283228,0.827032351764,0.835956745519,0.83509043801,0.819696808847,0.822247376404,0.829098671528,0.821086093294,0.813022166805,0.833481877092,0.82413929182,0.830001312606,0.832849625374,0.829023385804,0.818804853894,0.816428514643,0.825352865587,0.818250153378,0.82807177009,0.82736080598,0.821425874937,0.833013438081,0.829671291474,0.819110817417,0.83301294985,0.828752517192,0.830758676338,0.810508417985,0.817569585666,0.832808390951,0.822684161966,0.815023765854,0.829908022764,0.81928125988,0.826779149815,0.837133411253,0.831468060705,0.815848401783,0.82193384684,0.825051402643,0.830983047933,0.834344073687,0.811773402253,0.82570917982,0.835592301041,0.827827399939,0.823544877224,0.821896746175,0.825285578621
QDS,restream_iter_2,0.37676310686,0.0229033354989,0.35499645430286375,0.36079790869977346,0.38805462346908726,0.3228163752584825,0.3703904540813154,0.3864721559131444,0.3369117553683176,0.37103213928152345,0.37159771360887023,0.3914112022593608,0.3765922339067527,0.4119698604232275,0.3693565453514341,0.40797282069296703,0.3901808375746715,0.39260775615940235,0.4018949642069036,0.34223043218550375,0.3795282736590075,0.3529775039709775,0.3574594901684443,0.38094582968339136,0.36625548898746346,0.4199182333030242,0.3708623457725561,0.34219676429738916,0.3880058956487571,0.3488870617486697,0.4141098870167553,0.39152570011527454,0.3703055436828221,0.3972371529228515,0.361002488669568,0.39105750183669796,0.37304608893533775,0.3688937457328078,0.3446480750046362,0.3374025126627118,0.36117666159732037,0.38718897959432014,0.35486544858703584,0.40232737560224585,0.36511453235714897,0.4039525361112557,0.4164878267159223,0.37937288722113377,0.3991091359543808,0.41183030950723487,0.3434059871244661,0.3600740061003695,0.3553970019945011,0.36858473131098846,0.3342589078035343,0.3945504907445891,0.36655989645457815,0.39787284885897317,0.3647110245087688,0.3990429756926506,0.3991866779618102,0.3650867032510908,0.3585721885805042,0.3492126994368015,0.3816539645733105,0.377326343079095,0.3950552928703678,0.3444578442462058,0.37090458542090726,0.3723698130136514,0.3933054184981147,0.37850780558834174,0.358809795202966,0.37237977318277765,0.36167059732600776,0.36248959448278467,0.38169128361400423,0.37810701608863456,0.3703604315979257,0.40138895521107026,0.36474584042496944,0.374346613588428,0.36569932525040066,0.4129453371151654,0.37202625356527574,0.3724035486529334,0.357756693989886,0.35237969024426086,0.42785770128163136,0.3681130203916831,0.38278886713549004,0.4156281112592339,0.4430883884647944,0.3874300116137665,0.34336110268557757,0.37675863331857,0.36065729343661745,0.3762343885246324,0.41668733814781,0.38423187704654027,0.36288596578561455,0.4163125204783922
CONDUCTANCE,restream_iter_2,0.12796201833,0.0166744722308,0.1020641222647535,0.1088311973587434,0.13622724512645926,0.13980225061706852,0.10366979624215912,0.13095155276158138,0.10609618232153406,0.14720468350351637,0.1389119147607024,0.1600075101718893,0.121525474961828,0.10720119733877238,0.10960457811741262,0.1352718980810766,0.1438005042512948,0.12489261685858016,0.15060119404098984,0.12300009035801245,0.11525007591030649,0.13448818208998606,0.1489798390067949,0.10493964132242144,0.11315847077732119,0.11532743662788254,0.12928382972071903,0.13559930790310876,0.11774322822147691,0.1246326565373129,0.13165842777800146,0.11496740365881271,0.15076857167311003,0.16221913406266045,0.11092386525206908,0.1485543620171583,0.12025833533916253,0.13682151372525314,0.14195322439109292,0.1554063966054069,0.13824267147233274,0.11732764404579792,0.13358542538911294,0.12618160841249051,0.1164228953941648,0.11679354984697995,0.12683907827669944,0.17101190295246038,0.1500769822134839,0.12559362514734254,0.14177931335044616,0.12280340902873843,0.11305578522807123,0.1205442701199776,0.12855397065417515,0.1520833783382016,0.15366089706043148,0.15101606686010854,0.12392336978316897,0.10237698601917146,0.1506572643558414,0.11446435620235322,0.14776528481496456,0.15483440424429382,0.14245173491968535,0.15388640113608684,0.13173300209036573,0.1363027797537526,0.11539335674469674,0.12633692310075004,0.12212369759165145,0.12708224276600794,0.1282455895476306,0.14255839457427252,0.12161229951186477,0.15800400607425713,0.09119526682350071,0.11993160046356072,0.126972754448831,0.12155020797447401,0.13522248700426365,0.09366428486698648,0.11454065274119263,0.11496373626517836,0.1218483142927834,0.12428304295082665,0.12022526660294493,0.11971044632620208,0.13017480953250382,0.11007526504910832,0.12368876433163022,0.09016650753341067,0.11459148858213751,0.12409443944013278,0.10678566530257463,0.10210534902851712,0.12140525991080793,0.13152980571609205,0.14241083932901463,0.14503361040401433,0.12405998906875615,0.1180495001871573
MAXPERM,restream_iter_2,0.41687960984,0.0237595450294,0.411075743,0.377614474,0.405795095,0.36101016700000005,0.421743565,0.397531368,0.38611066600000005,0.420476562,0.41359222999999995,0.403871583,0.388780356,0.43422007000000007,0.457029709,0.43450293399999995,0.409347186,0.443425559,0.418584384,0.39610478500000007,0.38751871899999996,0.457268816,0.4325577539999999,0.40041832800000005,0.405898029,0.389789639,0.42900441199999995,0.4021413,0.43714271799999993,0.410507108,0.452553753,0.472307609,0.420327839,0.42410778,0.427325322,0.417974186,0.40594387300000007,0.38786110599999996,0.44742968000000005,0.348212801,0.41822044199999997,0.441413598,0.38985759400000003,0.44579217400000004,0.42179959899999997,0.404100622,0.399621644,0.39113208999999993,0.44659569299999996,0.41429533300000004,0.382900445,0.458102306,0.434479521,0.42233976,0.414794055,0.44254628700000004,0.402054661,0.40480181,0.43753018,0.425223663,0.414435729,0.399203277,0.406563624,0.408734392,0.446991085,0.420141965,0.41747881000000003,0.435658882,0.408203194,0.372245509,0.41301595599999996,0.426386886,0.419663619,0.43080623799999995,0.377426682,0.44522357,0.41022394800000006,0.441267927,0.38547866099999994,0.455506295,0.397438663,0.399810318,0.422042061,0.416450387,0.373367477,0.42496005099999995,0.410460244,0.40224587500000003,0.453103815,0.43218080799999997,0.38534173299999996,0.44471808699999993,0.449337023,0.408960319,0.44321758800000005,0.38139083400000007,0.43092101799999993,0.454287871,0.406525482,0.4389222179999999,0.419247009,0.42366716899999995
FSCORE,restream_iter_2,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_2,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 3
Mode 3 Iteration 0
Mode 3 Iteration 20
Mode 3 Iteration 40
Mode 3 Iteration 60
Mode 3 Iteration 80
CUT_RATIO,restream_iter_3,0.146438531015,0.0176648247885,0.203199455412,0.133265167007,0.150396688513,0.133267522211,0.160383824537,0.15164369035,0.141626464507,0.103948700641,0.132922233642,0.122612018062,0.171555252387,0.157464212679,0.166666666667,0.145441892832,0.148185483871,0.155166610569,0.156228492774,0.124432016777,0.137512989262,0.162759089365,0.142956280361,0.140576188823,0.163724472136,0.153314917127,0.147465437788,0.135015342653,0.137919233402,0.132287759973,0.161541180629,0.132944005496,0.140756302521,0.104487389453,0.156422651934,0.161406969099,0.156901688183,0.138456213223,0.139357828534,0.112866074367,0.114557631301,0.121181604565,0.121813968884,0.127477785373,0.165387299372,0.133102253033,0.144887348354,0.129021774456,0.147078135259,0.124457791124,0.132606401688,0.121121121121,0.141565217391,0.159515570934,0.14657867315,0.141271442987,0.112591605596,0.178618857902,0.174369747899,0.138115990613,0.1795904666,0.191295546559,0.137023287209,0.148225469729,0.163137799375,0.164104278075,0.143615257048,0.154143258427,0.168198842356,0.136442742778,0.15881147541,0.129610115911,0.15003417635,0.158579465541,0.137491835402,0.141796322489,0.168576104746,0.138519276697,0.120923913043,0.140646492435,0.168808614102,0.164209804594,0.137268128162,0.146689303905,0.145861148198,0.144200626959,0.162125340599,0.139656982849,0.150937191713,0.173083475298,0.155130434783,0.172963604853,0.157985512246,0.134518617913,0.154433742943,0.133969716919,0.146807109941,0.147641831852,0.156373193167,0.145077720207,0.130897481376,0.152048763969
EC,restream_iter_3,429.59,51.9505717004,597,391,436,405,468,429,411,308,388,353,503,462,479,418,441,461,454,356,397,479,412,405,473,444,448,396,403,388,457,387,402,319,453,491,474,400,421,343,325,361,368,373,474,384,418,397,448,373,377,363,407,461,422,420,338,538,498,412,535,567,406,426,470,491,433,439,494,392,465,369,439,451,421,401,515,406,356,409,486,479,407,432,437,414,476,399,459,508,446,499,458,401,465,407,446,432,476,420,369,449
TCV,restream_iter_3,485.66,58.2773060462,664,475,453,458,528,506,487,351,473,361,547,499,556,488,468,510,536,395,448,523,451,446,543,474,468,421,473,432,526,463,452,346,538,562,527,449,487,349,375,405,359,459,526,470,434,449,498,464,401,435,482,538,455,475,357,560,546,490,616,594,469,523,521,534,490,507,565,478,519,458,525,541,447,471,583,496,402,477,540,505,466,487,500,491,532,474,499,538,506,592,523,466,526,458,478,496,544,463,436,519
LONELINESS,restream_iter_3,0.835779867045,0.00649962050155,0.821078255006,0.834448608592,0.834469606038,0.841386789547,0.835370321246,0.825695845184,0.836627791702,0.850499526719,0.841364366388,0.846722617363,0.825313680065,0.837547486408,0.831426921518,0.841501574402,0.835303031903,0.841462762465,0.824098161753,0.827545266153,0.839866006463,0.839222579302,0.836858214636,0.830262188071,0.827547505525,0.835099464809,0.847447111147,0.839700900948,0.837968989679,0.835627133483,0.827531019331,0.843069677882,0.83941471319,0.854133419786,0.837773831724,0.827923909292,0.832418178152,0.838048123607,0.841711028587,0.840421535922,0.841245869592,0.842761560339,0.840458308564,0.833733992047,0.833940133172,0.834324817847,0.828963695661,0.846377572048,0.841722180967,0.839696019548,0.836166436273,0.844079652578,0.827321953846,0.834578348427,0.839356462516,0.838986315018,0.845758486675,0.833249138836,0.821847338951,0.836853290099,0.831635376909,0.827101442053,0.838700621098,0.832563346801,0.834624324113,0.83710889481,0.841146201187,0.834004606328,0.830068263764,0.827304309281,0.833038955257,0.836113689223,0.830201514397,0.825650206469,0.84344131084,0.83861847918,0.82345607139,0.829163692954,0.842315608363,0.839978869113,0.824934299407,0.835427926902,0.840657212144,0.838733996402,0.834846679743,0.835875315931,0.822299683241,0.828472299863,0.832353334706,0.834711621902,0.834445531886,0.831075490747,0.834698987235,0.838503694513,0.840928090944,0.836212457068,0.844081564498,0.843636818205,0.840350979085,0.838599049202,0.826844700108,0.838731470223
QDS,restream_iter_3,0.372283005601,0.0257126203658,0.3625291498357568,0.3555600395596813,0.38963039835918134,0.3074120384303749,0.3863612319108197,0.3902235404543688,0.3508097402867046,0.3902404096248284,0.3472889738546271,0.3982743630817008,0.3577890332971912,0.40397894026289816,0.36640905698743415,0.4060408086948436,0.38547905481667716,0.38693972131219617,0.40214116812991296,0.33736350480953414,0.38794059274785103,0.35336710560980006,0.33757880451259575,0.3913273783790056,0.35682666703572863,0.42954756126622207,0.36547231290727655,0.3324538751282707,0.3789953936417756,0.3239511349412095,0.4014788868490527,0.3920743489400452,0.31627957391539646,0.36500829061710915,0.3630507146791293,0.3780297123462319,0.3729250441738243,0.3699609845675966,0.35374696149923973,0.33176292529607837,0.3572083248954744,0.40506785114348515,0.3514310986102013,0.40180599668337497,0.3591244467256107,0.40358719432429646,0.42431627401432376,0.3754334233417523,0.3990870027301499,0.40595272581262515,0.3159201295009833,0.34896517212407624,0.357418185483583,0.37235309692884544,0.36046518964180624,0.3936148552683468,0.3683211304622423,0.4116506731232885,0.36292507735816254,0.3953092235157959,0.39291623426303673,0.3482176155780893,0.34815952906916486,0.3487281083463139,0.3623851117578318,0.3803073920304208,0.3929546340913528,0.3283340741562771,0.37071776832397907,0.3634925145708019,0.3859273642727837,0.34120285183447796,0.35857609084784386,0.37862781586019045,0.36257882805111363,0.35802730426531315,0.3722200048358811,0.386074369365681,0.3440773182128695,0.4039093053954993,0.3357057819091143,0.3798013090502142,0.36337170401219,0.38339002600448147,0.36011147053608117,0.37505245901066303,0.3572632735365475,0.3634372109513007,0.41365399504989403,0.35751394691450145,0.38015367969163255,0.40898778740712066,0.4462487776614509,0.3937729288013868,0.3592328975236954,0.36538249050983196,0.3479472971641768,0.3650337227658641,0.4136760119282783,0.37915276665309056,0.3811438102465128,0.3746264632375968
CONDUCTANCE,restream_iter_3,0.139217351475,0.0180122419668,0.11541553804936046,0.12426764748201216,0.14708921495858468,0.13742218518066932,0.1343847685072333,0.13667163105832952,0.11851653950044204,0.15987280616460542,0.14451878329655699,0.17117294363166094,0.13228077085871273,0.1320813140688012,0.11039774713313003,0.15672628659626545,0.15565776029037592,0.1326234392707572,0.14373218788807637,0.135872098869815,0.14758748899166424,0.13789658365606505,0.18845033757452875,0.11111976079978,0.1238973970146254,0.13970750447612493,0.13139834387857383,0.12888853006409476,0.11420598783263947,0.13549341804551746,0.140649962478682,0.1236483238820859,0.1836429359664847,0.17540528301542174,0.13792483207335487,0.14654744914622878,0.14240250283549516,0.1524346737764391,0.1370496141601845,0.16770597805101636,0.1582382314574306,0.1418256376336643,0.1522307707313326,0.13986182413665885,0.14827196597450257,0.14067875738884963,0.1350600512453539,0.18523695313189156,0.15373003291008458,0.13616714622507778,0.15501300086829695,0.11562545067996433,0.12070889848166433,0.14174894305597072,0.13913260775162994,0.14145407092320836,0.1521090806211063,0.16747994927617293,0.12930773071579352,0.11929735593490311,0.14370615975246984,0.13173888188223254,0.1665305713844039,0.15046782929584623,0.14991835578289694,0.1629047899537394,0.12474136215424331,0.1393142302040576,0.1231056875038071,0.13820038658877978,0.12150643901693377,0.14524169772591994,0.12355423678674778,0.15632763638264524,0.13967734825827302,0.1663261572049377,0.10011759016608782,0.11342681200704544,0.14806130860636887,0.13788587665478177,0.13166753049462437,0.11077079873107581,0.12044749525310904,0.1420735238363033,0.15535752720408041,0.13320413127387298,0.13018609106249387,0.12637791556357153,0.12927046442706971,0.1176915954359061,0.13654547503888267,0.08574975762557392,0.14431017070943086,0.13155714726821796,0.12216791898281072,0.12319967496584357,0.12931527662345735,0.15369898752393604,0.1738490004709186,0.14582418414857679,0.14210708637285435,0.12567100750659552
MAXPERM,restream_iter_3,0.42181740009,0.0237779063426,0.416281405,0.39725657000000003,0.419883052,0.37011466700000006,0.431738441,0.414034603,0.404897171,0.42637971599999996,0.40767328599999997,0.42775066700000003,0.390102755,0.436459479,0.45593191199999994,0.451861423,0.407132034,0.445982795,0.41983383700000004,0.38572082,0.401289457,0.46494010300000005,0.427450293,0.399455564,0.386241427,0.398811623,0.434794945,0.407064723,0.435253242,0.40995114900000007,0.445271135,0.447687705,0.436320378,0.42027328399999997,0.468952248,0.414495477,0.415765892,0.40407812,0.475994789,0.350896042,0.41050095699999994,0.430867064,0.3952395640000001,0.45891582499999994,0.445590054,0.404723212,0.406719919,0.380363414,0.4462459730000001,0.420152871,0.37849810300000003,0.454976157,0.41567024399999997,0.466133548,0.40943122600000004,0.42927794399999997,0.38925002599999997,0.41851732700000005,0.41645188599999994,0.42897822,0.42136294199999996,0.40468265900000006,0.392761032,0.442138328,0.451281952,0.41392041199999996,0.429044397,0.432178492,0.42862076000000005,0.3856881119999999,0.42493512,0.42336834000000007,0.41553040599999996,0.418285866,0.390766661,0.444128019,0.42623867299999996,0.42677241200000005,0.37681626499999993,0.460469128,0.397319537,0.405546727,0.43025500499999997,0.44982343599999997,0.4122193639999999,0.423418093,0.39050621,0.40539596800000005,0.43121603199999997,0.4352610129999999,0.42886524400000003,0.47266671299999996,0.435193901,0.414314907,0.443538732,0.413387093,0.436124449,0.450539519,0.447389871,0.4358664460000001,0.427800538,0.425575472
FSCORE,restream_iter_3,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_3,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 4
Mode 4 Iteration 0
Mode 4 Iteration 20
Mode 4 Iteration 40
Mode 4 Iteration 60
Mode 4 Iteration 80
CUT_RATIO,restream_iter_4,0.136848597617,0.0160214773243,0.172226004084,0.12815269257,0.134874094515,0.135241855874,0.150788211103,0.148462354189,0.138525155065,0.0968612892339,0.131551901336,0.110455019104,0.129604365621,0.129175187457,0.168406402227,0.136743215031,0.132392473118,0.151464153484,0.140743289745,0.108703250612,0.134049186006,0.155283724091,0.122831367106,0.115584866366,0.156455520942,0.123273480663,0.141869651086,0.131946812138,0.134496919918,0.131605864303,0.145987981619,0.12504294057,0.162464985994,0.104159842778,0.152624309392,0.163708086785,0.142005958292,0.130841121495,0.137702747435,0.104310628496,0.102573140642,0.118496139644,0.125786163522,0.109364319891,0.136078157711,0.136568457539,0.118890814558,0.124471888203,0.13624425476,0.129129129129,0.121350685895,0.118118118118,0.125565217391,0.152249134948,0.12678013199,0.137907837201,0.110259826782,0.16401062417,0.153711484594,0.127388535032,0.170862705606,0.164642375169,0.131960850489,0.149965205289,0.158972578966,0.16243315508,0.136650082919,0.141151685393,0.150153217569,0.138531152106,0.145150273224,0.121882683527,0.141831852358,0.150843881857,0.128674069236,0.138613861386,0.153846153846,0.120777891505,0.119565217391,0.123796423659,0.151788815561,0.138498457319,0.124114671164,0.137181663837,0.136849132176,0.139324277255,0.136580381471,0.138256912846,0.146004603749,0.163202725724,0.14747826087,0.166377816291,0.142117971714,0.131164038913,0.157090667552,0.126728110599,0.132323897301,0.131578947368,0.142904073587,0.13506044905,0.128414331323,0.145953267863
EC,restream_iter_4,401.53,47.5769807785,506,376,391,411,440,420,402,287,384,318,380,379,484,393,394,450,409,311,387,457,354,333,452,357,431,387,393,386,413,364,464,318,442,498,429,378,416,317,291,353,380,320,390,394,343,383,415,387,345,354,361,440,365,410,331,494,439,380,509,488,391,431,458,486,412,402,441,398,425,347,415,429,394,392,470,354,352,360,437,404,368,404,410,400,401,395,444,479,424,480,412,391,473,385,402,385,435,391,362,431
TCV,restream_iter_4,457.66,54.3678618303,588,460,396,453,493,487,477,331,465,336,428,415,551,467,428,501,488,353,447,496,418,371,512,409,457,411,456,427,476,438,525,346,516,532,484,433,482,331,337,402,424,398,452,486,384,443,465,494,368,427,429,518,413,463,357,518,493,459,596,520,451,527,501,541,463,459,512,479,488,422,489,521,409,459,522,430,401,424,476,442,425,445,478,474,446,449,479,509,479,576,472,449,522,435,450,455,511,438,423,505
LONELINESS,restream_iter_4,0.839020000597,0.00569108755306,0.830307760462,0.837659732141,0.839451178555,0.843112013726,0.836689856995,0.829290635981,0.839127398585,0.852427245286,0.844007426842,0.848114030904,0.839079112882,0.845344639327,0.833706623594,0.841696888373,0.840124098158,0.84159610839,0.833475369139,0.837941889644,0.841808650941,0.843818899865,0.840720433447,0.836909073846,0.831040330083,0.839843433584,0.844640723255,0.840891758234,0.838692966972,0.835718301053,0.833890648856,0.847269857985,0.820962999133,0.854108498411,0.839296040158,0.836701804421,0.837936223181,0.83895794901,0.842830271447,0.840602547223,0.845844342394,0.844776030314,0.82139550459,0.84520009842,0.842161659351,0.835994237259,0.838541576803,0.842346200505,0.844667232186,0.833570574114,0.838108142569,0.84209389674,0.839382797643,0.837027959618,0.843668434237,0.839588378958,0.846303239412,0.83745911657,0.831400428248,0.839526362864,0.830099279411,0.834981271837,0.842866630341,0.832577004531,0.836139875749,0.836575121266,0.844445471491,0.839530104237,0.832108743945,0.825379272157,0.837335238275,0.83993171399,0.833743454349,0.830237830207,0.844254389146,0.84067628092,0.835914019286,0.839057297638,0.83975731628,0.845228503091,0.831411082892,0.840950328299,0.846323232962,0.843184718858,0.837032575935,0.837086657201,0.833767953372,0.835124508685,0.838581361105,0.837540769452,0.837303010102,0.832543524573,0.841102910813,0.841119511605,0.842793574652,0.840276674358,0.847298164251,0.847729605886,0.847939249078,0.840675181037,0.831979709475,0.840547304095
QDS,restream_iter_4,0.371780531293,0.0257744379576,0.3639466521559755,0.3528948189227429,0.38690932720585175,0.3085759778764426,0.37210197736731215,0.39662157265703596,0.3476924852279412,0.39410395609329,0.34341913052281053,0.39497808347606067,0.35358848130732984,0.41242371820667606,0.3583509139059424,0.4017166915515714,0.3666708881748823,0.386164299676559,0.3929362240451969,0.3384168156428421,0.4017267285956907,0.35193181645818983,0.3420318180933533,0.39109469062478447,0.3562964130399897,0.42663336604871205,0.3655515030430427,0.3328578075438117,0.38628052751225056,0.3508606716305536,0.3984010010480107,0.3924244851318625,0.3474002182097049,0.37106065828619045,0.35525496881570706,0.37463542810365863,0.3681919408444924,0.3758162258343469,0.353480431720589,0.32717415750136025,0.3537204167511803,0.40613298533313064,0.373318769330858,0.3865681961916278,0.3559728349995337,0.4122896330519581,0.4269812615395941,0.3718174198855127,0.39938592841924264,0.40275525172345544,0.33664028028855786,0.3493689740385548,0.3486398260057397,0.3587911331361289,0.35822961122606134,0.39144026331597015,0.3462285358397855,0.40753129139285565,0.37021314279762835,0.39682106511821796,0.39235446542648783,0.34208619280722974,0.3479971655099432,0.3478897336289963,0.3792620555097287,0.3681903490030055,0.3850042246371636,0.3295489935554824,0.3600259379227332,0.36297131063231736,0.38677447118243485,0.35026847480597173,0.347408866377403,0.3699422366140723,0.3598468843181123,0.37854106534701276,0.3810207952838108,0.3651130307200243,0.3510800683075503,0.39955426008889083,0.3468559185080986,0.3770464561567733,0.359636212497305,0.3855022103358795,0.3491464424963714,0.374131069248916,0.34508347665368294,0.3479236458136981,0.4332508932839361,0.3286419379594719,0.38110516321469606,0.42514124429842964,0.44034235271217637,0.3841953527507841,0.35882421905383605,0.36029775593177515,0.3456927816873731,0.3719392526462901,0.412107191002822,0.3693986923383488,0.37641782251160044,0.4070287640477113
CONDUCTANCE,restream_iter_4,0.143041248052,0.0172677301142,0.11981554393978554,0.12666260379379052,0.15914114724420142,0.14504592752389592,0.13182122166440105,0.1208805939154511,0.1091510528212809,0.16330588233627835,0.1571199670374557,0.17835973180465559,0.13406355112584664,0.13663644515409198,0.11055145388719231,0.15781112129410688,0.16820052536428956,0.13812627978594225,0.15290184566342366,0.14788103314050102,0.14862063438143702,0.13976552959733335,0.18499838406751892,0.10831631692392074,0.13162317943830498,0.1398461870030136,0.13030273170206078,0.129845579558825,0.12348397621837774,0.13689892419409516,0.14294405385613781,0.13497197573853806,0.16568311957360332,0.17666378906562807,0.1406478785915388,0.16248363204755242,0.1493576070129406,0.15347285233493582,0.1371393960607194,0.16724326285105967,0.16762436908718534,0.13988475575321327,0.1335675672179252,0.13598263617363407,0.1532748381308299,0.1448836835154727,0.13438852992326428,0.17105653352383013,0.1598100961365878,0.12484298794449679,0.14576136629108413,0.12474063852325191,0.1392498471443757,0.1377760542349458,0.1368068761198864,0.14322872222516753,0.1419622538150193,0.1712470095329587,0.12864634507765088,0.13649180446964443,0.1493343818964924,0.14602794187637635,0.17257798029546234,0.14270391186594825,0.165831258570136,0.15994030843191914,0.1379883490483547,0.16147161109341324,0.13074452325330962,0.13937521481092416,0.13317175520131397,0.16253838067513943,0.12813873554169763,0.15784704531661314,0.13746261212849606,0.16678662970091124,0.11378190513057151,0.12001280830446662,0.1435022147314869,0.12429584722437917,0.1385212468857605,0.11708273660940856,0.12946359451751113,0.14017468495727767,0.1452713448448392,0.12906675989640953,0.1487100328295681,0.13221388194154587,0.14380110239238936,0.12049821089026785,0.16258061154238518,0.09244068082625566,0.15944461120971587,0.1458503388164854,0.13414775718380217,0.12133775194974404,0.15490990694855836,0.15922308053480358,0.1594440569654971,0.155896485159195,0.15988307481052116,0.1276175858392913
MAXPERM,restream_iter_4,0.42163687156,0.0235730834062,0.416010227,0.404275632,0.408117356,0.369128887,0.417879037,0.433322309,0.408491622,0.434191238,0.414793003,0.43044792500000006,0.409738737,0.44078357300000004,0.444429254,0.443401219,0.40440722599999995,0.436583995,0.4079133850000001,0.3950299,0.40360028300000006,0.463161904,0.433294692,0.395187678,0.41689322900000003,0.398205088,0.423096774,0.407207812,0.42622346000000005,0.417010157,0.440833609,0.45559211200000005,0.391131618,0.41499926500000006,0.46559530000000005,0.42464775900000007,0.40574197300000003,0.39715858400000004,0.474801881,0.355561134,0.400010613,0.43533387100000004,0.373063829,0.458045332,0.442207656,0.41183017799999994,0.423842012,0.379505438,0.44583968399999996,0.408820721,0.373045513,0.44526447999999996,0.42750519099999995,0.460200154,0.41370192699999997,0.424601046,0.393201024,0.424335208,0.426809243,0.41715676199999996,0.427947372,0.40514202899999996,0.397566606,0.428891991,0.442606674,0.41082298300000003,0.423234004,0.429950144,0.42469736500000005,0.378181942,0.43360703,0.41823601600000004,0.425702493,0.42732102999999994,0.384018483,0.442152304,0.447794391,0.431188319,0.373659235,0.466221687,0.39361609699999994,0.401206965,0.44451274099999993,0.4493524969999999,0.40303883,0.436406125,0.39428879,0.40873165,0.441611623,0.43389060600000007,0.433943805,0.46658364299999994,0.443741952,0.409105603,0.444984692,0.42362049999999996,0.439006142,0.45013982900000005,0.43278702799999996,0.43139706699999997,0.42504606800000005,0.42452408599999997
FSCORE,restream_iter_4,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_4,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 5
Mode 5 Iteration 0
Mode 5 Iteration 20
Mode 5 Iteration 40
Mode 5 Iteration 60
Mode 5 Iteration 80
CUT_RATIO,restream_iter_5,0.132398853908,0.0152430369357,0.155547991831,0.125085207907,0.12797516385,0.127673576834,0.142563399589,0.134676564157,0.138525155065,0.0971987850152,0.127440904419,0.102466134074,0.12312414734,0.115201090661,0.171189979123,0.129784272791,0.125,0.149444631437,0.135925671025,0.109402306886,0.134049186006,0.149847094801,0.12213740458,0.109684137452,0.152994115611,0.124654696133,0.136273864384,0.131605864303,0.132443531828,0.130583020798,0.146341463415,0.116798351082,0.146708683473,0.103504749427,0.148825966851,0.149901380671,0.140019860973,0.12911041883,0.137371731215,0.102336294834,0.101163200564,0.116817724068,0.141343925852,0.109364319891,0.126657362177,0.132062391681,0.115771230503,0.106597335067,0.135915955351,0.122789456123,0.117481533591,0.112779446113,0.12,0.142906574394,0.122612018062,0.135553313152,0.110259826782,0.150730411687,0.146708683473,0.12872946698,0.160456529037,0.150809716599,0.131623354708,0.150313152401,0.152724748351,0.169786096257,0.132006633499,0.131320224719,0.140619679946,0.138879220327,0.143442622951,0.115208991921,0.140806561859,0.148030942335,0.128020901372,0.134724186704,0.141734860884,0.11736608666,0.132133152174,0.121389270977,0.126432789163,0.132327733973,0.125801011804,0.134125636672,0.13217623498,0.132358063393,0.135899182561,0.127406370319,0.139756658994,0.162521294719,0.144695652174,0.163258232236,0.131424629182,0.130493123113,0.155762205247,0.12409479921,0.126069782752,0.12952836637,0.141590013141,0.128151986183,0.111032280951,0.143921435828
EC,restream_iter_5,388.52,45.6108495865,457,367,371,388,416,381,402,288,372,295,361,338,492,373,372,444,395,313,387,441,352,316,442,361,414,386,387,383,414,340,419,316,431,456,423,373,415,311,287,348,427,320,363,381,334,328,414,368,334,338,345,413,353,403,331,454,419,384,478,447,390,432,440,508,398,374,413,399,420,328,412,421,392,381,433,344,389,353,364,386,373,395,396,380,399,364,425,477,416,471,381,389,469,377,383,379,431,371,313,425
TCV,restream_iter_5,443.62,51.7356318218,534,451,379,430,470,448,476,334,451,329,410,383,553,444,404,489,459,354,446,477,428,356,476,409,447,411,447,421,471,413,484,344,504,480,476,425,483,322,329,394,487,400,426,467,372,395,464,463,359,413,401,488,402,453,357,486,465,453,559,476,450,518,484,566,453,443,488,480,486,402,494,499,405,446,494,419,420,417,400,435,428,439,455,455,439,412,452,502,480,574,433,446,516,425,435,445,510,416,377,497
LONELINESS,restream_iter_5,0.840836036129,0.00542667680048,0.835913069592,0.839623168504,0.842100619142,0.846002074921,0.840410035939,0.836565874246,0.839156752538,0.852524007809,0.846313049478,0.848322738671,0.841238517359,0.846783494961,0.835506350655,0.845848535471,0.84309903128,0.841088264981,0.838812097313,0.837815415253,0.841768376528,0.846659914234,0.835257229361,0.83886568429,0.835462762318,0.839757202051,0.844842825,0.840721191232,0.840115947139,0.83672957702,0.834100990298,0.84943493548,0.830571315788,0.854184361249,0.839441844508,0.846183063809,0.837953079245,0.839966718148,0.842588158884,0.842075836074,0.846727952987,0.846773818596,0.819175710722,0.843342728935,0.842161492176,0.838452223657,0.839679291576,0.845296731845,0.843604252474,0.843644706477,0.838689092239,0.845055961052,0.844764345309,0.839760383817,0.84426962863,0.839946572661,0.846303239412,0.840121080535,0.836030156738,0.840954903295,0.836415407533,0.8397877954,0.843045195011,0.833162270695,0.840650781413,0.829500410057,0.84568476836,0.841147151766,0.836632333065,0.824260980802,0.836975364959,0.843354227269,0.829823874223,0.831193934637,0.845615593945,0.842267093162,0.840032611878,0.841918147937,0.837631028898,0.846063247817,0.838461376965,0.840852547386,0.846792585802,0.843578327564,0.83870736182,0.841178911607,0.834000642205,0.839156658099,0.842163512969,0.837862180559,0.837150660098,0.833302564309,0.847689904361,0.841987455585,0.844580250212,0.841595214899,0.848803713852,0.848826138972,0.848176761314,0.843390232191,0.840006554013,0.841619455347
QDS,restream_iter_5,0.370217995585,0.0262402641581,0.36249571451060636,0.34602243601397775,0.3921536406915894,0.30883955874445324,0.378503067138407,0.39006674780785444,0.3584348808195187,0.39578649156534057,0.3451229147821806,0.40301699215128395,0.34456081858833204,0.3869366603765076,0.35623745425093034,0.3884071927911607,0.36682866945478415,0.38370623250265035,0.38648427993820894,0.33847155755268493,0.4012317840919314,0.35139165281979756,0.32292360503111217,0.39169524599110345,0.3547716211532804,0.42658541892263135,0.35797375960946326,0.3316345457058575,0.3677089668384325,0.33313616932152623,0.3937463050283614,0.3886314442799272,0.3347053788387278,0.3702085232926697,0.36866587064443396,0.37719307163008964,0.38004081882707624,0.3759906314551523,0.35144564181221893,0.3280189839294841,0.3543536371673324,0.40611595395223593,0.36934613084074674,0.37900772547276973,0.3559341554906158,0.4010915739279209,0.42695883416917413,0.3786315990625665,0.39745781583776724,0.3983177008747713,0.34120730315106174,0.3460235689933772,0.3504310530896469,0.35524619132043117,0.36369440046506407,0.38279136139730613,0.3462285358397855,0.40472996564133495,0.3687485518065305,0.3984333575872321,0.37952020490265254,0.34842597896358757,0.3483190155797642,0.3485867666951262,0.3706039465408718,0.346191533863177,0.38003865089001543,0.33074589468390764,0.3644331720213346,0.35764076446971094,0.3898163246831686,0.3314543520609727,0.34343082262801283,0.3729544536033906,0.3475151436232543,0.37227535788457866,0.3739578312537976,0.3825690944552264,0.38656219738027403,0.39618653616910954,0.3119960154595391,0.3746997394190211,0.35954384590937777,0.39667943924124666,0.3583502033033985,0.3741109893499835,0.36038080293652625,0.3412911399285542,0.42299665060363484,0.32831371554629174,0.3820229689680002,0.4291705976988163,0.443961220512646,0.3878856552045086,0.3604088384191738,0.36455573591244095,0.352166311506138,0.38025269258734373,0.3988063388281114,0.3653186950268839,0.37967794493405255,0.41345780981603414
CONDUCTANCE,restream_iter_5,0.144266985485,0.0174158865439,0.11733863875162999,0.12373747029282714,0.16630354169465084,0.1762835019399103,0.13348169929386836,0.12995301890049207,0.12373473061625861,0.16143670156584444,0.16334453796398418,0.1692926842569534,0.13606728797160528,0.13065748240919545,0.11487829969449936,0.1543520025235237,0.1707961983281345,0.12871577977801116,0.15535044063857129,0.14307612740326092,0.14904449424781557,0.14307872657225498,0.16178591566629344,0.1115992661592566,0.13828219763462676,0.13835639148060633,0.12505702727592188,0.12991836507118104,0.12433398721450523,0.13839624063627282,0.13556576329313483,0.13821110648922688,0.16242946351462256,0.17637833536959702,0.1367431126593272,0.1639121179678089,0.13970398346295357,0.1572497351274957,0.12660179914647643,0.16723125122226049,0.1538378157472667,0.13958797016985508,0.12538473545431153,0.14675768939822223,0.15983400672117012,0.14146588193661921,0.1340542680121824,0.17241366585325182,0.1547944301861848,0.1270399737011859,0.1492916953559191,0.12646001248396452,0.1470507918327479,0.14834105418485657,0.15119581972691226,0.1448500804003291,0.1419622538150193,0.1710144338405022,0.1311713898582896,0.14789631903437844,0.14867559884343115,0.14689280942651445,0.17429275975311628,0.1550570952808858,0.17097047895503348,0.13220535121811822,0.14016704256568077,0.15972313806162683,0.127187804478804,0.13333235199221202,0.13377877349433992,0.1527919148496498,0.1291187486132442,0.16706641874243214,0.1431373401400835,0.18268673645092293,0.11759528683299889,0.12410322855376113,0.14755237337382107,0.13930850341088682,0.13745516873848043,0.1145025727267222,0.12977397413141586,0.14700296453321215,0.1564409524341469,0.1334295311189884,0.14957427125582023,0.13263800557416608,0.14373668921442256,0.11951413901159244,0.15761024767154622,0.0925661306332077,0.1704049379805661,0.15372047315767853,0.1313100766317803,0.12127931884416056,0.15635536814370535,0.17110022724988203,0.15987756479446852,0.15832670820832215,0.16148721299729976,0.12586454645398865
MAXPERM,restream_iter_5,0.42246276303,0.0240088990978,0.41698316599999996,0.41432718599999996,0.408774113,0.3741976490000001,0.42335084400000006,0.44833675400000006,0.404533343,0.437201829,0.41214813400000005,0.417958213,0.41245201000000004,0.43177652499999997,0.443937986,0.446542203,0.40733910399999995,0.43004789000000004,0.42770054700000004,0.3900864869999999,0.407989233,0.47260486700000004,0.42691634200000006,0.396093864,0.414398236,0.39510367199999996,0.42443720799999995,0.405558881,0.430686036,0.41817661100000003,0.444324959,0.449265013,0.396053674,0.41759338100000004,0.45158693499999997,0.42466341900000004,0.405926947,0.39761467300000003,0.472289223,0.352520988,0.399992477,0.43971530500000006,0.381677522,0.447287129,0.416199276,0.416841384,0.425211331,0.37361050800000006,0.444184992,0.42691476800000006,0.37517611500000003,0.45653437099999994,0.42488832299999996,0.460559681,0.408915502,0.42999265799999997,0.393201024,0.433593456,0.42796065699999997,0.428216086,0.419308285,0.391725323,0.400776132,0.430672719,0.45011780999999995,0.396626561,0.430083769,0.43609922800000006,0.42920028000000005,0.377147631,0.43179266599999994,0.429164461,0.417417871,0.44079940400000006,0.38387955700000004,0.450370666,0.445476369,0.43457809599999997,0.374720443,0.46507926000000005,0.399516088,0.40264003600000003,0.44730415900000003,0.449737469,0.39851508700000005,0.44352174099999997,0.39196510700000003,0.41331802400000006,0.45569073499999996,0.43228262400000006,0.41994674000000004,0.466203263,0.45524855000000003,0.409993804,0.44625766099999997,0.41818191900000007,0.42801552800000003,0.453698131,0.426918415,0.42926703499999996,0.4333490890000001,0.42749785700000004
FSCORE,restream_iter_5,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_5,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 6
Mode 6 Iteration 0
Mode 6 Iteration 20
Mode 6 Iteration 40
Mode 6 Iteration 60
Mode 6 Iteration 80
CUT_RATIO,restream_iter_6,0.129755318849,0.0148560596631,0.15452688904,0.12406271302,0.12797516385,0.124383020731,0.14050719671,0.135383527748,0.138525155065,0.0968612892339,0.125727989037,0.0976033344911,0.117667121419,0.112133605999,0.157272094642,0.127348643006,0.124663978495,0.142376304275,0.12078458362,0.109402306886,0.134049186006,0.149847094801,0.127342123525,0.104824713641,0.139148494289,0.124654696133,0.131994733377,0.128196385953,0.132785763176,0.129901125128,0.143160127253,0.120233596702,0.12850140056,0.104159842778,0.146754143646,0.131492439185,0.136378682555,0.128071997231,0.136047666336,0.100032905561,0.101163200564,0.116817724068,0.143992055611,0.107313738893,0.115491974878,0.128942807626,0.116117850953,0.0971725706857,0.140512147078,0.123123123123,0.114667604643,0.111111111111,0.121739130435,0.139446366782,0.12156998958,0.134207870838,0.110259826782,0.145750332005,0.146358543417,0.121689574254,0.157771064115,0.150134952767,0.131623354708,0.141962421712,0.15203054495,0.175802139037,0.132338308458,0.128862359551,0.140960163432,0.140271493213,0.140710382514,0.115208991921,0.137047163363,0.132208157525,0.128020901372,0.134724186704,0.136170212766,0.115660184237,0.127038043478,0.130674002751,0.118791246961,0.124442920809,0.124451939292,0.135144312394,0.125500667557,0.128526645768,0.12908719346,0.119705985299,0.138112463006,0.161839863714,0.142260869565,0.157365684575,0.129010003449,0.130493123113,0.155762205247,0.121132323897,0.125411454905,0.125768967874,0.141590013141,0.126424870466,0.111032280951,0.142228242465
EC,restream_iter_6,380.79,44.8072081255,454,364,371,378,410,383,402,287,367,281,345,329,452,366,371,423,351,313,387,441,367,302,402,361,401,376,388,381,405,350,367,318,425,400,412,370,411,304,287,348,435,314,331,372,335,299,428,369,326,333,350,403,350,399,331,439,418,363,470,445,390,408,438,526,399,367,414,403,412,328,401,376,392,381,416,339,374,380,342,363,369,398,376,369,379,342,420,475,409,454,374,389,469,368,381,368,431,366,313,420
TCV,restream_iter_6,436.31,49.0990213752,526,446,379,422,467,447,479,333,441,323,405,373,524,438,405,463,435,354,446,477,445,351,450,407,450,402,446,419,468,424,438,344,489,437,464,422,482,314,331,394,484,389,391,460,373,365,474,468,353,407,417,473,398,448,357,469,467,431,548,470,450,493,483,548,452,436,483,478,474,405,475,449,405,446,477,411,413,453,377,415,428,440,436,444,419,397,446,497,471,558,429,447,515,418,434,433,510,414,380,490
LONELINESS,restream_iter_6,0.841682055104,0.00482358278459,0.838324099709,0.841118578416,0.842141435226,0.84690375088,0.841330934589,0.837526727021,0.838823489365,0.852288465622,0.848172636941,0.848375326976,0.839441230105,0.848225767194,0.838156765397,0.845961962698,0.843609204385,0.844281713813,0.842233087207,0.837815415253,0.841875538759,0.846659914234,0.835816365685,0.839178329459,0.838965128536,0.839730522997,0.846137830414,0.841593850249,0.840546330236,0.836686722571,0.834418012567,0.850371127994,0.840136323878,0.854064374347,0.841399582894,0.850572945862,0.839288632237,0.839692077353,0.842138336602,0.843425895163,0.846500927296,0.846773818596,0.824513157549,0.844941007518,0.846379974275,0.840391467305,0.839846423778,0.848833902902,0.840936116896,0.841579512288,0.839221322022,0.846334844626,0.836015444362,0.840421490983,0.845132244683,0.841533474672,0.846303239412,0.842384203469,0.834359409042,0.842662207487,0.837695688638,0.83956050699,0.843291598674,0.836529111672,0.840329420088,0.833151997841,0.844663768493,0.841779565821,0.836643136882,0.828141477174,0.838825724875,0.84227054275,0.836765985829,0.836688017308,0.845770827852,0.842174083362,0.843009965452,0.842272568336,0.838279764244,0.834066333681,0.840314632126,0.8425481957,0.847237874968,0.843869820935,0.84002540718,0.842716566257,0.837024582168,0.840882900303,0.843357350384,0.838717224626,0.835395795601,0.834151500313,0.847838921926,0.842028287071,0.843997851956,0.842846717913,0.849134687952,0.850070863591,0.848249766696,0.841337298766,0.840209469766,0.841847086269
QDS,restream_iter_6,0.369294565309,0.0266964791796,0.3665029454826926,0.3485850458275703,0.39215332344429055,0.3085185327557028,0.3784187752791692,0.3875649412697518,0.34798237294488266,0.3961328596111284,0.3447419583324625,0.39732168746953483,0.3518464952747058,0.4030266091656908,0.3601304271661197,0.40068577309469716,0.3825265259939666,0.3797770512835261,0.38777288439437696,0.33847155755268493,0.40251880688424946,0.35139165281979756,0.33695136533625275,0.3920163718806626,0.3535450151777704,0.4169902788865614,0.3573128068681281,0.3326519774221715,0.3814393688529845,0.35020783286607704,0.39405847996401355,0.39764563811368575,0.3269923769104258,0.3854426676932379,0.347478153234218,0.36084729062300747,0.3707949196292002,0.36375092048784463,0.35121412652745904,0.3271582157257154,0.3546619524187854,0.40611595395223593,0.3668026463850596,0.37931225127105833,0.35781614763656283,0.4016647800144565,0.4277865101261039,0.3765559283225879,0.3856309050126113,0.4031203405722915,0.3309440418490592,0.35160583106021953,0.3467217924895914,0.3702913309181571,0.3628168149061655,0.38228135783066347,0.3462285358397855,0.4058012270621134,0.3700012881626212,0.4015978721033225,0.37743624258446257,0.34405058738805055,0.33718155075215234,0.34783371159108273,0.38052981653597956,0.35420028870407316,0.3929585007914085,0.3166773646995977,0.36300156805448025,0.35347426949490385,0.39383249585834745,0.3325992285858772,0.34292876455410276,0.36745058264000935,0.3478066571270618,0.3473687156363682,0.37932983398574693,0.3810440649386371,0.3494488008090408,0.38354545610988894,0.31900637394296677,0.36011583477746445,0.35808175142310816,0.37842040294573454,0.3542377573920212,0.37396454626492015,0.36571387693002216,0.3401279783456678,0.42253081478721516,0.32854488075224936,0.38565876118707376,0.427211371355863,0.443316494700125,0.37995100631926154,0.35968316760439495,0.3559774942875403,0.3455897929289396,0.372454000557675,0.4146892230022436,0.3623189836828393,0.3824528090801243,0.40638516757839704
CONDUCTANCE,restream_iter_6,0.145737822978,0.0172589308851,0.130996726102979,0.13232133864939358,0.16810351186593517,0.17294242531833265,0.14989501666227936,0.12805970731386046,0.10717491169590318,0.16422827731234801,0.16452461191308226,0.16416696828018168,0.1392694962220339,0.14048838708185538,0.1102895858531491,0.16149073771834024,0.16875270716004873,0.13620793310609658,0.14983424129892303,0.14307612740326092,0.15074240806066302,0.14307872657225498,0.16665314867804334,0.10800877750851609,0.13874319862634607,0.1348203580139223,0.12824918763566354,0.1313923461773035,0.1412127492040031,0.13680242806334672,0.12932297225835332,0.14465833807796522,0.16500320726396883,0.17993138337486958,0.13904353585998971,0.16014850802705716,0.1412637143533127,0.15743792259230102,0.12930915080193128,0.17193907970215283,0.1580562626711622,0.13958797016985508,0.12599702924399908,0.14051121006533948,0.15965539809449195,0.1335788693709653,0.1384621747713395,0.17280419240696981,0.14733430102459402,0.12744845360092003,0.14744682234960674,0.13499653168185904,0.14505623623487884,0.16230163904443126,0.1496402655209675,0.14708744839406332,0.1419622538150193,0.16891676352590987,0.12774628088579743,0.1519793913339662,0.15346406734929086,0.14487992728599305,0.17093182753228117,0.15395266623847975,0.17130801986185984,0.14455002867365774,0.14303384864188712,0.16574626152731156,0.1273828619431681,0.13392915342364833,0.13732296466945,0.15838503098569945,0.1273571331875854,0.1678763620947189,0.14133870428580594,0.17458258650091468,0.1154475946694681,0.12028964585196422,0.14341733099857631,0.1347256813533583,0.1552027025542999,0.11483050345333237,0.12766650900979276,0.1492523920938688,0.15807205961337648,0.13502940517440748,0.16628237640805882,0.14329539990536844,0.14564593960231872,0.1259462838225255,0.15931986694779193,0.09385358228663562,0.15740052415127767,0.15544614014198643,0.13724292674031954,0.12490647296767382,0.1553541217942369,0.17233022630695394,0.15738661616475771,0.1592976323521856,0.16858306485379562,0.13136250832511384
MAXPERM,restream_iter_6,0.42181158633,0.0231649064205,0.418342765,0.417518664,0.410793277,0.376292737,0.426644533,0.444543508,0.410707372,0.43644850100000004,0.41616858,0.42210831600000004,0.397159604,0.435409849,0.4457717610000001,0.450250749,0.408711666,0.422211159,0.421686626,0.3900864869999999,0.40644025500000003,0.47260486700000004,0.42941761700000003,0.39260586599999997,0.426448846,0.391295392,0.425668127,0.400332781,0.4332002,0.416026499,0.440856456,0.447524911,0.411569302,0.41612456800000003,0.454797504,0.42689429700000003,0.404982182,0.397174825,0.470862956,0.353751354,0.40291212099999996,0.43971530500000006,0.393736144,0.44361898099999997,0.42205124,0.423711503,0.42316086,0.38044722200000003,0.42799934900000003,0.42463772199999994,0.377189925,0.44989789699999994,0.412399482,0.45345057,0.41087664199999996,0.43304007,0.393201024,0.422866948,0.422284772,0.42474377099999994,0.42390348800000005,0.38706875100000004,0.399018771,0.43252371200000006,0.450016692,0.41836265599999994,0.427308132,0.436524992,0.4196676,0.38107719100000004,0.43547504600000003,0.424260301,0.42734319600000004,0.43446548499999993,0.38612632099999994,0.45315268100000006,0.443829834,0.429489569,0.37326378899999996,0.440540438,0.390302475,0.40719816300000006,0.448030286,0.4506880069999999,0.388013045,0.443739757,0.386962651,0.407047715,0.455126194,0.433878804,0.399161563,0.46181073300000003,0.448790479,0.411695205,0.44894228899999994,0.42044341100000004,0.433322303,0.457171292,0.440758427,0.419346275,0.43073374700000006,0.42320066
FSCORE,restream_iter_6,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_6,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 7
Mode 7 Iteration 0
Mode 7 Iteration 20
Mode 7 Iteration 40
Mode 7 Iteration 60
Mode 7 Iteration 80
CUT_RATIO,restream_iter_7,0.128442444988,0.0144008583017,0.152144315861,0.125426039536,0.128320110383,0.121750575847,0.142906100069,0.1311417462,0.138525155065,0.0965237934526,0.123672490579,0.0951719346995,0.116302864939,0.112133605999,0.163535142658,0.115866388309,0.124663978495,0.139347021205,0.116655196146,0.109402306886,0.134049186006,0.149847094801,0.124913254684,0.104824713641,0.138802353756,0.124654696133,0.128703094141,0.125468803273,0.131759069131,0.128196385953,0.143160127253,0.120233596702,0.126050420168,0.104159842778,0.14226519337,0.132807363577,0.135054617676,0.127725856698,0.134392585237,0.100032905561,0.100458230525,0.116817724068,0.131413439259,0.105263157895,0.113747383112,0.128596187175,0.112651646447,0.0955476113097,0.143138542351,0.12045378712,0.114667604643,0.113780447114,0.141217391304,0.134602076125,0.12156998958,0.133871510259,0.110259826782,0.143758300133,0.144957983193,0.119007710359,0.15609264854,0.141363022942,0.131623354708,0.141962421712,0.149600833044,0.151069518717,0.134660033167,0.125351123596,0.140960163432,0.13957535677,0.140027322404,0.113804004215,0.134996582365,0.130450070323,0.12769431744,0.134724186704,0.131587561375,0.114977823269,0.128057065217,0.126547455296,0.111844390413,0.124100102845,0.125126475548,0.133106960951,0.130173564753,0.128526645768,0.131130790191,0.115155757788,0.138441302203,0.161839863714,0.137391304348,0.156672443674,0.122456019317,0.130493123113,0.154765858519,0.120803159974,0.125411454905,0.126452494874,0.141590013141,0.124006908463,0.111032280951,0.142228242465
EC,restream_iter_7,376.93,43.3057167127,447,368,372,370,417,371,402,286,361,274,341,329,470,333,371,414,339,313,387,441,360,302,401,361,391,368,385,376,405,350,360,318,412,404,408,369,406,304,285,348,397,308,326,371,325,294,436,361,326,341,406,389,350,398,331,433,414,355,465,419,390,408,431,452,406,357,414,401,410,324,395,371,391,381,402,337,377,368,322,362,371,392,390,369,385,329,421,475,395,452,355,389,466,367,381,370,431,359,313,420
TCV,restream_iter_7,432.28,48.2022987004,518,446,381,413,476,423,476,333,435,316,399,374,546,408,405,454,422,354,446,477,432,351,447,407,440,400,445,414,465,424,434,344,490,441,456,423,477,314,325,394,443,381,387,460,363,362,476,455,353,414,463,462,398,447,357,472,463,428,541,454,450,487,474,493,459,426,474,472,471,399,470,441,398,446,466,409,413,434,368,414,429,432,448,444,424,390,447,497,453,558,412,447,511,415,432,438,509,403,380,491
LONELINESS,restream_iter_7,0.842026990108,0.0046431003995,0.839081858299,0.840548167548,0.841948749203,0.847309954311,0.837221374402,0.840182707937,0.839156752538,0.852533361038,0.847848865068,0.849074839737,0.841555955751,0.848315346005,0.830354903308,0.848625056353,0.843609204385,0.844284331339,0.843525850654,0.837815415253,0.84178381193,0.846659914234,0.836926540525,0.839178329459,0.838439511069,0.839730522997,0.845540434918,0.842285317445,0.84091076517,0.837333493692,0.834472629669,0.850371127994,0.841249587969,0.854064374347,0.84053701672,0.850409669778,0.83982245596,0.839483907364,0.843139793147,0.843425895163,0.846637630402,0.846773818596,0.833670845978,0.845853775098,0.846468041917,0.840499939461,0.840271653704,0.849155727118,0.839668246862,0.845023382361,0.839098135899,0.844730209834,0.830454176835,0.842403189912,0.845157083694,0.84165609926,0.846303239412,0.842189677812,0.834955450389,0.843189189533,0.838085807295,0.84114707738,0.843291598674,0.836493781567,0.840993467983,0.838784143889,0.839990892838,0.843126728656,0.836388374944,0.828696772874,0.839066101502,0.841995930232,0.837013386189,0.837364781665,0.845639119556,0.842123291114,0.843702761299,0.842461721482,0.839006535987,0.842348747042,0.841215677459,0.842670820287,0.847098863275,0.84475999044,0.838537117419,0.842716566257,0.836333439432,0.840295644544,0.843497566267,0.838717224626,0.838815284981,0.83491497948,0.849524949729,0.842028287071,0.84433971364,0.843166302169,0.849017890873,0.84939714268,0.848014034211,0.844635992644,0.840209469766,0.842153724616
QDS,restream_iter_7,0.369267576981,0.0268035196129,0.36557495766006354,0.35084303374306675,0.3929014261138492,0.3077551738766065,0.37416757066891787,0.40349679679446504,0.3584348808195187,0.39596506033506224,0.34600253302391876,0.3977627771761501,0.3727811089404484,0.38812760950353015,0.354513583283661,0.39877444500165476,0.3825265259939666,0.3578871403562347,0.3842729006226216,0.33847155755268493,0.4011765731550134,0.35139165281979756,0.3281024392024393,0.3920163718806626,0.35426421952211085,0.4169902788865614,0.35997743130148085,0.3337383889971989,0.37567146578172983,0.33253062700671004,0.39773040391256703,0.39764563811368575,0.33698869782635255,0.3854426676932379,0.35067727152997563,0.3604239211423535,0.38077080669967134,0.3751127187390083,0.3511642391232845,0.3271582157257154,0.35166669283696816,0.40611595395223593,0.36513257336082844,0.38775511216910724,0.35337732202055516,0.40168057462099876,0.4282846283138257,0.3749482325685865,0.3730354990178955,0.4043618077538061,0.33152137494691336,0.3503143332451572,0.35472237505164717,0.3696529934913998,0.362955055472152,0.38225405782587085,0.3462285358397855,0.4104029902675557,0.3717181937784442,0.40049729389635386,0.38138864597086525,0.3437200107536062,0.33718155075215234,0.34634575851698657,0.3713983453202983,0.3424741730997635,0.38931387549066615,0.31880561322669004,0.3480025843103125,0.36061508346879423,0.38675551535351466,0.345070947512946,0.34290423344093207,0.368819395860863,0.3471444911102212,0.37141462671410874,0.37299870537279955,0.3740564378635475,0.3472805185741236,0.38938717602130835,0.3073260820608526,0.3745006563446267,0.3582400557486135,0.380676921297728,0.3514998106132082,0.37396454626492015,0.36555100584941136,0.34111527156305205,0.42831149899786525,0.32854488075224936,0.3827234869120757,0.4286630506557221,0.442383882474982,0.37995100631926154,0.35878958701268127,0.35784120750685894,0.3470789220131338,0.3676835150884418,0.4063234787419881,0.36428339936215637,0.3824528090801243,0.40791622375568076
CONDUCTANCE,restream_iter_7,0.146744186924,0.0176198912747,0.1224250542557477,0.1311253930972245,0.16470533335960819,0.164286026825997,0.14376589157707323,0.12781167607001345,0.12373473061625861,0.16590232938403124,0.1678556960719422,0.16663183807797557,0.14622093209477505,0.1387687730966512,0.10633932019233111,0.1643212107395173,0.16875270716004873,0.1348413103065772,0.15188789778507483,0.14307612740326092,0.14913669887838887,0.14307872657225498,0.15666856494724782,0.10800877750851609,0.14188756533176733,0.1348203580139223,0.13564286582230736,0.13447169209567353,0.1257857379033222,0.14410375859514715,0.1378970665972203,0.14465833807796522,0.1596649910581615,0.17993138337486958,0.15365581475071916,0.16450164798446618,0.1417777768380929,0.1533345860263459,0.1304001360029129,0.17193907970215283,0.1660297199077477,0.13958797016985508,0.1281062853423876,0.14250985585074516,0.1669530548167316,0.13358896574471313,0.14127486177444726,0.17420240893966552,0.15049842215342268,0.13096081601043108,0.14564788415000146,0.13715863168888698,0.1424212875904134,0.16687091831601147,0.14986016702040333,0.14830732257118498,0.1419622538150193,0.1692186977108799,0.13406959722324646,0.15002349789783437,0.1573836911891855,0.1471041976905212,0.17093182753228117,0.15266169414864866,0.16986772524940522,0.14231343400229218,0.14045266980078833,0.17278189899922594,0.12514433315524204,0.1324588594502719,0.13742533693988687,0.1742348123214663,0.1321583444433129,0.16800209520688653,0.13983014765674068,0.17871455884499754,0.11502747548487122,0.12167788349888997,0.13460133221110182,0.14780949906698887,0.14021377160166185,0.11700376764946202,0.12764746571135016,0.14258211710346982,0.1661959120539323,0.13502940517440748,0.16783611034696352,0.1455583855982903,0.1487654735544745,0.1259462838225255,0.17727269771181234,0.09410084247569404,0.14835622339305674,0.15544614014198643,0.13720777595702097,0.12647155912390357,0.15483803121975248,0.1612937779238393,0.16702860177014447,0.17078599528148142,0.16858306485379562,0.13260304011156332
MAXPERM,restream_iter_7,0.42043043651,0.0236809913018,0.419831547,0.41460767800000004,0.408766075,0.36778838099999994,0.416575018,0.455122478,0.404533343,0.43674329700000003,0.415623535,0.41955273000000004,0.390844448,0.436336978,0.43331799800000004,0.439532193,0.408711666,0.41552537,0.41833954000000007,0.3900864869999999,0.406427982,0.47260486700000004,0.42463116399999995,0.39260586599999997,0.421446248,0.391295392,0.41915909500000004,0.402361425,0.43188445900000005,0.417333727,0.441563794,0.447524911,0.410642449,0.41612456800000003,0.449844963,0.431641946,0.40132619199999997,0.398040052,0.470810591,0.353751354,0.400056119,0.43971530500000006,0.406868999,0.450169231,0.42182832600000003,0.42239428900000003,0.41884333,0.3744553450000001,0.43348113800000004,0.43091945200000004,0.37668988,0.44316209,0.390795946,0.45916919399999995,0.409310047,0.432039948,0.393201024,0.41981623500000004,0.43166634699999995,0.418979613,0.416887548,0.390216656,0.399018771,0.42698525600000004,0.45184795799999994,0.408056764,0.41204326499999994,0.438514214,0.426676473,0.384675778,0.43371779800000004,0.42894147099999996,0.42489240699999997,0.43666411200000005,0.383952751,0.445548053,0.440356662,0.426655526,0.37640303199999997,0.44881928499999996,0.37964391999999997,0.407864889,0.44788737900000003,0.449495794,0.38510718299999996,0.443739757,0.38865048,0.399712007,0.456603716,0.433878804,0.40287237100000006,0.4610995139999999,0.449702174,0.411695205,0.441491464,0.41217041700000007,0.431176829,0.4569923189999999,0.42849651,0.43133470799999996,0.43073374700000006,0.425399019
FSCORE,restream_iter_7,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_7,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 8
Mode 8 Iteration 0
Mode 8 Iteration 20
Mode 8 Iteration 40
Mode 8 Iteration 60
Mode 8 Iteration 80
CUT_RATIO,restream_iter_8,0.127180730421,0.0143325853718,0.151803948264,0.122017723245,0.12797516385,0.120763409016,0.142220699109,0.124425592082,0.138525155065,0.0965237934526,0.121616992121,0.0948245918722,0.113915416098,0.113496932515,0.164578983994,0.115866388309,0.124663978495,0.136317738135,0.114934618032,0.109402306886,0.134049186006,0.149847094801,0.118320610687,0.104824713641,0.13707165109,0.124654696133,0.11685319289,0.125468803273,0.133812457221,0.128196385953,0.143160127253,0.120233596702,0.126050420168,0.104159842778,0.139848066298,0.131492439185,0.134061569017,0.127033575632,0.134392585237,0.100032905561,0.100105745506,0.116817724068,0.12975835816,0.103896103896,0.114794138172,0.128596187175,0.112651646447,0.0955476113097,0.137229152988,0.120787454121,0.114667604643,0.112779446113,0.124869565217,0.134602076125,0.12156998958,0.13353514968,0.110259826782,0.142762284197,0.143907563025,0.119007710359,0.159785162806,0.141363022942,0.131623354708,0.13987473904,0.149600833044,0.147393048128,0.130016583748,0.125351123596,0.128702757916,0.135050469892,0.140027322404,0.110642781876,0.134313055366,0.128340365682,0.121162638798,0.134724186704,0.129296235679,0.114977823269,0.128057065217,0.121389270977,0.112539076068,0.124100102845,0.125126475548,0.133106960951,0.129839786382,0.128526645768,0.12908719346,0.11200560028,0.138441302203,0.161839863714,0.133913043478,0.156672443674,0.122111072784,0.130493123113,0.154433742943,0.118169848585,0.125082290981,0.126452494874,0.141590013141,0.124006908463,0.111032280951,0.142228242465
EC,restream_iter_8,373.22,43.0222221648,446,358,371,367,415,352,402,286,355,273,334,333,473,333,371,405,334,313,387,441,341,302,396,361,355,368,391,376,405,350,360,318,405,400,405,367,406,304,284,348,392,304,329,371,325,294,418,362,326,338,359,389,350,397,331,430,411,355,476,419,390,402,431,441,392,357,378,388,410,315,393,365,371,381,395,337,377,353,324,362,371,392,389,369,379,320,421,475,385,452,354,389,465,359,380,370,431,359,313,420
TCV,restream_iter_8,428.21,47.3139081032,518,436,379,413,485,409,479,332,433,317,391,378,541,408,405,444,418,354,446,477,415,351,442,407,411,400,454,414,465,424,435,344,475,439,452,424,477,314,324,394,440,376,390,460,363,362,437,458,352,415,402,462,399,445,357,465,457,428,537,454,450,482,474,481,436,426,441,451,472,389,468,441,382,446,457,410,413,409,369,414,429,435,449,444,419,381,447,497,440,556,411,447,509,411,431,437,511,403,380,490
LONELINESS,restream_iter_8,0.84261124766,0.00436483974277,0.839451010465,0.842391885429,0.842145925937,0.847664062167,0.835645721454,0.841481332514,0.838823489365,0.852595585145,0.848353497604,0.849192080194,0.842620236492,0.846330252149,0.83341858244,0.848625056353,0.843609204385,0.845637970733,0.84417493253,0.837815415253,0.84178381193,0.846659914234,0.840053551942,0.839178329459,0.839275138809,0.839730522997,0.849528181693,0.842209891065,0.83913967487,0.837333493692,0.834472629669,0.850371127994,0.841302696979,0.854064374347,0.841812520458,0.85064800804,0.840094529722,0.839569988753,0.843139793147,0.843425895163,0.847335193831,0.846773818596,0.83434097368,0.846878050214,0.846442360129,0.840499939461,0.840271653704,0.849155727118,0.842786364589,0.844056063672,0.83918771471,0.84529363851,0.839443828598,0.842403189912,0.845173107586,0.841901909971,0.846303239412,0.843086221105,0.836843002033,0.843166237383,0.837496647191,0.84114707738,0.843291598674,0.837279201169,0.84077221871,0.839691573754,0.846750510611,0.843016268088,0.838998374264,0.830669206254,0.839082141072,0.845284220629,0.837037871735,0.838143255814,0.846610229244,0.842267093162,0.844449918505,0.842533825388,0.839006535987,0.846087518823,0.840911552061,0.842670820287,0.847098863275,0.844167892318,0.839321452598,0.842716566257,0.83699926371,0.842349416951,0.843497566267,0.838717224626,0.840012606984,0.834456151977,0.849470375843,0.842028287071,0.845056109228,0.843736428533,0.849310838501,0.848933197935,0.848249766696,0.844635992644,0.840209469766,0.841847086269
QDS,restream_iter_8,0.368868113039,0.0267403500012,0.3593304338537016,0.34768601662011134,0.38654337696588187,0.3076299473458121,0.36654134612519523,0.3864784228176619,0.34798237294488266,0.3956653822963102,0.3454854986490506,0.3978548774319471,0.3759158119296768,0.38626672857202105,0.3440473471723343,0.39877444500165476,0.3825265259939666,0.3837171864437865,0.39160459345009313,0.33847155755268493,0.4012384626198928,0.35139165281979756,0.3309674819835612,0.3920163718806626,0.3542490513644835,0.4169902788865614,0.36528312041918376,0.33225230922157784,0.381292992082041,0.33253062700671004,0.39773040391256703,0.39764563811368575,0.3373707805885459,0.3854426676932379,0.34099726460593704,0.35980380589396715,0.3716670308752133,0.36607755040132817,0.3511642391232845,0.3271582157257154,0.35521907297714866,0.40611595395223593,0.36250651159223446,0.38925968673643163,0.3537813297758406,0.40168057462099876,0.4282846283138257,0.3749482325685865,0.3693552455589233,0.4032249354422736,0.331466430594717,0.34386587362369014,0.3418795699690167,0.3696529934913998,0.36406240784678734,0.38210709525733827,0.3462285358397855,0.4035721513009709,0.3685212160593157,0.39790815104651517,0.3708266158259842,0.3437200107536062,0.33718155075215234,0.34622336356776817,0.37945560207053664,0.3410695768901734,0.3892820376520414,0.32845811923246276,0.35261728355620164,0.3521003641118275,0.3865398741071648,0.34399830063309683,0.34327916839468275,0.3594819879920446,0.34673244288337,0.3721840338490509,0.37723900678330313,0.3804397271179506,0.3472805185741236,0.3945574970329531,0.3074145436739147,0.3745006563446267,0.3582400557486135,0.38016589883052054,0.35393641947557347,0.37396454626492015,0.3659329023579466,0.3410544918294152,0.42831149899786525,0.32854488075224936,0.3834918655839768,0.42723569057798,0.44153362463653,0.37995100631926154,0.35926517734924723,0.37325510449007904,0.3525328140582862,0.37089832736670325,0.41136092846517625,0.36428339936215637,0.3824528090801243,0.40638516757839704
CONDUCTANCE,restream_iter_8,0.146669858198,0.0180238474488,0.12387013754463973,0.12518386161536035,0.16507353258656443,0.16621641180615904,0.1315955637036091,0.13078449622384333,0.10717491169590318,0.16142347363590318,0.16514364246945307,0.16695859978263727,0.1488544875256574,0.12858074088406987,0.12146129320002351,0.1643212107395173,0.16875270716004873,0.13971473268589632,0.16763563588945837,0.14307612740326092,0.1490730707680522,0.14307872657225498,0.16351408857607766,0.10800877750851609,0.1447794744257858,0.1348203580139223,0.13253207393321662,0.13290226536450034,0.13491820402850652,0.14410375859514715,0.1378970665972203,0.14465833807796522,0.16864971623627184,0.17993138337486958,0.15303715340391058,0.16116895513232085,0.14630953674678324,0.16165788423454594,0.1304001360029129,0.17193907970215283,0.1747125185011304,0.13958797016985508,0.11862411543539704,0.14282346506539642,0.15885791206653524,0.13358896574471313,0.14127486177444726,0.17420240893966552,0.1545501132769355,0.1306156367774054,0.14741565902900783,0.13251571413344382,0.14237834034750796,0.16687091831601147,0.1543661525715767,0.14747666552187091,0.1419622538150193,0.16794536267688237,0.1337572889321993,0.13724134944436697,0.1439296807597738,0.1471041976905212,0.17093182753228117,0.1535302875227229,0.1709038889181,0.13761932427308907,0.13815230172108628,0.1738001475945133,0.1363672062238896,0.12552519144304802,0.1359372084972365,0.17902807817545233,0.13330022419549786,0.16524153823411605,0.14313174170288248,0.18003486196008722,0.11732430575109556,0.12341804455800792,0.13460133221110182,0.1435883678941443,0.13999265294604424,0.11700376764946202,0.12764746571135016,0.1426981382729062,0.15800018709989577,0.13502940517440748,0.16977544328725494,0.14694441142898845,0.1487654735544745,0.1259462838225255,0.17891797681994037,0.09455258525449886,0.14799204059039917,0.15544614014198643,0.13800813344711238,0.13013021782363618,0.1611146286491707,0.15861821984604826,0.15623203652534431,0.17078599528148142,0.16858306485379562,0.13136250832511384
MAXPERM,restream_iter_8,0.42127691285,0.0233564491325,0.421688653,0.41729846699999995,0.411274327,0.370519,0.412700775,0.44912609699999995,0.410707372,0.43820281499999997,0.410800936,0.42146928300000003,0.39410599,0.43226701,0.441797523,0.439532193,0.408711666,0.42341535999999996,0.4233264360000001,0.3900864869999999,0.40651134800000005,0.47260486700000004,0.428027128,0.39260586599999997,0.42449928400000003,0.391295392,0.42598644900000004,0.40205658,0.4292580330000001,0.417333727,0.441563794,0.447524911,0.4137532830000001,0.41612456800000003,0.44442429400000005,0.42796761499999997,0.40239813500000005,0.397240741,0.470810591,0.353751354,0.401422687,0.43971530500000006,0.41480767300000004,0.449988043,0.42031164099999996,0.42239428900000003,0.41884333,0.3744553450000001,0.431302884,0.429637627,0.37789686,0.445697044,0.40772479599999994,0.45916919399999995,0.409260041,0.43312364099999995,0.393201024,0.4223044,0.43227467,0.414274809,0.41149005100000013,0.390216656,0.399018771,0.42921367499999996,0.448012784,0.403455324,0.427326189,0.438848798,0.418255987,0.388002242,0.432249545,0.42381952,0.42126486,0.43680006400000004,0.380500822,0.450370666,0.442594199,0.42799112,0.37640303199999997,0.457086085,0.378451916,0.407864889,0.44788737900000003,0.44608428999999994,0.386729812,0.443739757,0.386914824,0.403428001,0.456603716,0.433878804,0.410675117,0.46229622900000006,0.450413929,0.411695205,0.442591477,0.4242779649999999,0.43132289500000004,0.45323010599999997,0.440841816,0.43133470799999996,0.43073374700000006,0.42320066
FSCORE,restream_iter_8,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_8,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 9
Mode 9 Iteration 0
Mode 9 Iteration 20
Mode 9 Iteration 40
Mode 9 Iteration 60
Mode 9 Iteration 80
CUT_RATIO,restream_iter_9,0.126353222224,0.0139947509295,0.153165418652,0.118950238582,0.12797516385,0.120105297795,0.14050719671,0.124425592082,0.138525155065,0.0965237934526,0.118876327509,0.0948245918722,0.113915416098,0.109747784594,0.152052887961,0.115866388309,0.124663978495,0.136990912151,0.115278733655,0.109402306886,0.134049186006,0.149847094801,0.116585704372,0.104824713641,0.13707165109,0.124654696133,0.116194865043,0.125127855438,0.131759069131,0.128196385953,0.143160127253,0.120233596702,0.126050420168,0.104159842778,0.139502762431,0.130177514793,0.133068520357,0.127379716165,0.134392585237,0.100032905561,0.100105745506,0.116817724068,0.12975835816,0.102187286398,0.114096301465,0.128596187175,0.112651646447,0.0955476113097,0.116217990808,0.12012012012,0.114667604643,0.112779446113,0.121043478261,0.134602076125,0.12156998958,0.13353514968,0.110259826782,0.142762284197,0.146008403361,0.119007710359,0.146022155086,0.141363022942,0.131623354708,0.13987473904,0.149600833044,0.147393048128,0.129353233831,0.125351123596,0.120190670752,0.136442742778,0.140027322404,0.110994028802,0.134313055366,0.126230661041,0.121162638798,0.134724186704,0.129296235679,0.114977823269,0.128057065217,0.119669876204,0.111844390413,0.124100102845,0.125126475548,0.13480475382,0.125834445928,0.128526645768,0.131130790191,0.11200560028,0.138441302203,0.161839863714,0.132173913043,0.156672443674,0.12176612625,0.130493123113,0.155097974095,0.118828176432,0.125082290981,0.125427204375,0.141590013141,0.124006908463,0.111032280951,0.142228242465
EC,restream_iter_9,370.77,41.8535195653,450,349,371,365,410,352,402,286,347,273,334,322,437,333,371,407,335,313,387,441,336,302,396,361,353,367,385,376,405,350,360,318,404,396,402,368,406,304,284,348,392,299,327,371,325,294,354,360,326,338,348,389,350,397,331,430,417,355,435,419,390,402,431,441,390,357,353,392,410,316,393,359,371,381,395,337,377,348,322,362,371,397,377,369,385,320,421,475,380,452,353,389,467,361,380,367,431,359,313,420
TCV,restream_iter_9,426.03,46.5045062333,525,430,379,410,481,408,476,332,423,317,391,367,503,408,405,451,419,354,447,477,407,351,442,407,411,399,446,414,465,424,435,344,471,434,449,425,477,314,326,394,440,375,389,460,363,362,380,455,353,417,386,462,398,445,357,463,464,428,509,454,450,482,474,481,433,427,420,456,472,392,468,431,382,446,457,409,413,405,368,414,429,440,440,444,424,381,447,497,436,558,411,447,513,411,433,431,509,403,380,491
LONELINESS,restream_iter_9,0.842837579045,0.00432433399886,0.837103476381,0.841494902238,0.842145925937,0.847620535765,0.837887476237,0.841475995201,0.839156752538,0.852599016133,0.848681035194,0.849192080194,0.842620236492,0.847986120087,0.838767322824,0.848625056353,0.843609204385,0.844824550686,0.84369785817,0.837815415253,0.841808650941,0.846659914234,0.841799532327,0.839178329459,0.839275138809,0.839730522997,0.85045908205,0.842559433019,0.84091076517,0.837333493692,0.834472629669,0.850371127994,0.841302696979,0.854064374347,0.842284645338,0.850935911309,0.840574223192,0.839449204209,0.843139793147,0.843425895163,0.84737196816,0.846773818596,0.83434097368,0.847091402086,0.846350964664,0.840499939461,0.840271653704,0.849155727118,0.847450187334,0.844665691658,0.839221322022,0.843803770388,0.841289116203,0.842403189912,0.845132244683,0.841901909971,0.846303239412,0.843061866762,0.834679440869,0.843180389815,0.838672696899,0.84114707738,0.843291598674,0.837279201169,0.840993467983,0.839691573754,0.846690972297,0.843135496957,0.841892450067,0.830661291371,0.839082141072,0.845024286515,0.837037871735,0.839473372285,0.846610229244,0.842174083362,0.844449918505,0.8424062267,0.839006535987,0.847808726479,0.841219634713,0.842670820287,0.847098863275,0.843967606512,0.839174697538,0.842716566257,0.836333439432,0.842349416951,0.843497566267,0.838717224626,0.840423989841,0.83491497948,0.849651926201,0.842028287071,0.844208702251,0.84383645399,0.849258268705,0.850159880868,0.848014034211,0.844635992644,0.840209469766,0.842153724616
QDS,restream_iter_9,0.369221572913,0.0272797547214,0.3606124007880469,0.34507511828539006,0.38654337696588187,0.307680988922408,0.36613666808895146,0.39515242147469504,0.3584348808195187,0.3961627755281488,0.3462386199055006,0.39779028764616536,0.3759158119296768,0.4114531076895928,0.3512790531135059,0.39877444500165476,0.3825265259939666,0.37964959832880196,0.3876249420015631,0.33847155755268493,0.4017267285956907,0.35139165281979756,0.3252102028805019,0.3920163718806626,0.3542490513644835,0.4169902788865614,0.3626481707759396,0.3336424804759225,0.3891236071217436,0.33253062700671004,0.39773040391256703,0.39764563811368575,0.3373707805885459,0.3854426676932379,0.34355925626534706,0.35972502976642,0.3810421968067344,0.3656751741178723,0.3511642391232845,0.3271582157257154,0.351142540416418,0.40611595395223593,0.36250651159223446,0.3941525122246164,0.35496441839569565,0.40168057462099876,0.4282846283138257,0.3749482325685865,0.36671771256631064,0.3984162232336917,0.3309440418490592,0.34465378475534714,0.3504922943851557,0.3696529934913998,0.3628168149061655,0.38210709525733827,0.3462285358397855,0.41538237307022946,0.3694039927738729,0.4002708242012284,0.3873987482838931,0.3437200107536062,0.33718155075215234,0.34622336356776817,0.3713983453202983,0.3410695768901734,0.38947840540674233,0.3288127187897184,0.35239219388680154,0.3520561400664908,0.3865398741071648,0.34378907339150944,0.34327916839468275,0.37052636492845814,0.34673244288337,0.3473687156363682,0.37232811045095376,0.3678633582590594,0.3472805185741236,0.3922621233907929,0.30729381074104084,0.3745006563446267,0.3582400557486135,0.37976177540463213,0.3605034154562621,0.37396454626492015,0.36555100584941136,0.3410544918294152,0.42831149899786525,0.32854488075224936,0.38131073324887127,0.4286630506557221,0.44293157237205777,0.37995100631926154,0.3596946344966512,0.3673796603978733,0.3456057652470796,0.3677372669969277,0.4063234787419881,0.36428339936215637,0.3824528090801243,0.4079495609253773
CONDUCTANCE,restream_iter_9,0.147600868637,0.0176679566532,0.12309776215782202,0.12861988831488064,0.16507353258656443,0.16724870405664746,0.1319070697164788,0.13320771936119324,0.12373473061625861,0.164751699943162,0.16910193270595555,0.16657613400520843,0.1488544875256574,0.14386147405895436,0.12714971683043128,0.1643212107395173,0.16875270716004873,0.13912305368084876,0.16364930449291223,0.14307612740326092,0.14862063438143702,0.14307872657225498,0.16091046520556784,0.10800877750851609,0.1447794744257858,0.1348203580139223,0.1369487470776864,0.1324690668823948,0.12530028378537347,0.14410375859514715,0.1378970665972203,0.14465833807796522,0.16864971623627184,0.17993138337486958,0.15660428985317446,0.16096787086521697,0.15240044846292916,0.1569486761999782,0.1304001360029129,0.17193907970215283,0.16517047943445032,0.13958797016985508,0.11862411543539704,0.14403699757309169,0.1573808691897495,0.13358896574471313,0.14127486177444726,0.17420240893966552,0.15885615201351372,0.13054634714822907,0.14744682234960674,0.12702169771642072,0.15172478151763494,0.16687091831601147,0.1496402655209675,0.14747666552187091,0.1419622538150193,0.16791787653142218,0.13376962511971402,0.15028886541280503,0.16723202136783352,0.1471041976905212,0.17093182753228117,0.1535302875227229,0.16986772524940522,0.13761932427308907,0.14085784716389188,0.17466821397116403,0.13489461645969622,0.12554222114531338,0.1359372084972365,0.1799366379663334,0.13330022419549786,0.17586427886738004,0.14313174170288248,0.17458258650091468,0.11618403286867365,0.12226058807991945,0.13460133221110182,0.1554064998252779,0.14000017539959175,0.11700376764946202,0.12764746571135016,0.147374212850242,0.16867665987180408,0.13502940517440748,0.16783611034696352,0.14694441142898845,0.1487654735544745,0.1259462838225255,0.16477310919852936,0.09410084247569404,0.14731727866364416,0.15544614014198643,0.13771675562852156,0.12849669111821177,0.15694941766870812,0.15882704545600757,0.16702860177014447,0.17078599528148142,0.16858306485379562,0.132451050095813
MAXPERM,restream_iter_9,0.42131003177,0.0236678767558,0.41769449899999994,0.412219924,0.411274327,0.37080783700000003,0.420949392,0.45069718000000003,0.404533343,0.438809879,0.41202466099999996,0.42146928300000003,0.39410599,0.43690532899999995,0.44181399099999996,0.439532193,0.408711666,0.419443353,0.42063872500000005,0.3900864869999999,0.40360028300000006,0.47260486700000004,0.43187359,0.39260586599999997,0.42449928400000003,0.391295392,0.42154024199999995,0.403447029,0.431884346,0.417333727,0.441563794,0.447524911,0.4137532830000001,0.41612456800000003,0.4444711000000001,0.429263628,0.40277658399999994,0.395302407,0.470810591,0.353751354,0.40337995900000007,0.43971530500000006,0.41480767300000004,0.45275051599999994,0.416596675,0.42239428900000003,0.41884333,0.3744553450000001,0.43594006,0.42900273799999994,0.377189925,0.44488027799999996,0.41612519200000003,0.45916919399999995,0.41087664199999996,0.43312364099999995,0.393201024,0.42432329199999996,0.42344289100000004,0.417686011,0.39988061700000005,0.390216656,0.399018771,0.42921367499999996,0.45184795799999994,0.403455324,0.428638823,0.43586642999999997,0.42871949800000003,0.393375637,0.432249545,0.424027281,0.42126486,0.438773212,0.380500822,0.45315268100000006,0.44214421800000003,0.42824952499999996,0.37640303199999997,0.460065626,0.3797981,0.407864889,0.44788737900000003,0.44974509299999993,0.384161506,0.443739757,0.38865048,0.403428001,0.456603716,0.433878804,0.4015992,0.4610995139999999,0.450965893,0.411695205,0.44374455200000007,0.41701671200000007,0.43573614400000005,0.45471117200000005,0.42849651,0.43133470799999996,0.43073374700000006,0.425399019
FSCORE,restream_iter_9,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_9,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
Mode 10
Mode 10 Iteration 0
Mode 10 Iteration 20
Mode 10 Iteration 40
Mode 10 Iteration 60
Mode 10 Iteration 80
CUT_RATIO,restream_iter_10,0.126315914156,0.013913571226,0.15452688904,0.118268575324,0.12797516385,0.120105297795,0.139821795751,0.124425592082,0.138525155065,0.0965237934526,0.120246659815,0.0948245918722,0.113915416098,0.109747784594,0.152748782185,0.115866388309,0.124663978495,0.136317738135,0.114246386786,0.109402306886,0.134049186006,0.149847094801,0.116238723109,0.104824713641,0.13707165109,0.124654696133,0.115536537196,0.125127855438,0.132443531828,0.128196385953,0.143160127253,0.120233596702,0.126050420168,0.104159842778,0.137776243094,0.130177514793,0.133068520357,0.127033575632,0.134392585237,0.100032905561,0.100105745506,0.116817724068,0.12975835816,0.102187286398,0.1123517097,0.128596187175,0.112651646447,0.0955476113097,0.116874589626,0.120787454121,0.114667604643,0.117117117117,0.11652173913,0.134602076125,0.12156998958,0.13353514968,0.110259826782,0.142762284197,0.144957983193,0.119007710359,0.142665323934,0.141363022942,0.131623354708,0.13987473904,0.149600833044,0.147393048128,0.129021558872,0.125351123596,0.122233571672,0.136442742778,0.140027322404,0.111345275729,0.134313055366,0.126230661041,0.121162638798,0.134724186704,0.129296235679,0.117024906175,0.128057065217,0.119669876204,0.111844390413,0.124100102845,0.125126475548,0.133106960951,0.130173564753,0.128526645768,0.12908719346,0.11200560028,0.138441302203,0.161839863714,0.130434782609,0.156672443674,0.12176612625,0.130493123113,0.154765858519,0.118828176432,0.125082290981,0.126110731374,0.141590013141,0.124006908463,0.111032280951,0.142228242465
EC,restream_iter_10,370.67,41.6922186985,454,347,371,365,408,352,402,286,351,273,334,322,439,333,371,405,332,313,387,441,335,302,396,361,351,367,387,376,405,350,360,318,399,396,402,367,406,304,284,348,392,299,322,371,325,294,356,362,326,351,335,389,350,397,331,430,414,355,425,419,390,402,431,441,389,357,359,392,410,317,393,359,371,381,395,343,377,348,322,362,371,392,390,369,379,320,421,475,375,452,353,389,466,361,380,369,431,359,313,420
TCV,restream_iter_10,425.91,46.3765231556,526,426,379,410,479,408,479,333,424,317,391,367,507,408,405,445,416,354,446,477,405,351,442,407,411,399,448,414,465,424,435,344,471,434,449,424,477,314,326,394,440,375,387,460,363,362,381,458,353,431,375,462,398,445,357,468,463,428,490,454,450,482,474,481,433,426,424,454,472,390,468,435,382,446,458,417,413,405,368,414,429,432,449,444,419,381,447,497,431,556,411,447,511,411,432,437,511,403,380,490
LONELINESS,restream_iter_10,0.842835074471,0.0043539743013,0.838404863401,0.842375817657,0.842145925937,0.847620535765,0.838421421284,0.841475995201,0.838823489365,0.852533361038,0.848501529351,0.849192080194,0.842620236492,0.847986120087,0.837992898419,0.848625056353,0.843609204385,0.845621946841,0.844715474433,0.837815415253,0.841768376528,0.846659914234,0.842408765684,0.839178329459,0.839275138809,0.839730522997,0.85172325163,0.842559433019,0.840295939612,0.837333493692,0.834472629669,0.850371127994,0.841302696979,0.854064374347,0.842930156295,0.850935911309,0.840574223192,0.839632618771,0.843139793147,0.843425895163,0.847244699725,0.846773818596,0.83434097368,0.847091402086,0.846790405498,0.840499939461,0.840271653704,0.849155727118,0.847341394997,0.844056063672,0.839098135899,0.840632422659,0.842984596829,0.842403189912,0.845157083694,0.841901909971,0.846303239412,0.843137170144,0.834935995509,0.843166237383,0.839178726608,0.84114707738,0.843291598674,0.837279201169,0.84077221871,0.839691573754,0.846887151804,0.843016268088,0.839919431894,0.830686130382,0.839082141072,0.844551879516,0.837037871735,0.839559815495,0.846610229244,0.842123291114,0.844760612605,0.840167171177,0.839006535987,0.847808726479,0.841215677459,0.842670820287,0.847098863275,0.84475999044,0.838455780637,0.842716566257,0.83699926371,0.842349416951,0.843497566267,0.838717224626,0.840744940745,0.834456151977,0.849651926201,0.842028287071,0.84433971364,0.843786822787,0.849289465343,0.849658977282,0.848249766696,0.844635992644,0.840209469766,0.841847086269
QDS,restream_iter_10,0.369517793371,0.0274214874417,0.3665896850641425,0.3502493384855192,0.38654337696588187,0.307680988922408,0.3796310136118523,0.39515242147469504,0.34798237294488266,0.39596506033506224,0.3440656862725018,0.39779028764616536,0.3759158119296768,0.4114531076895928,0.33784160553188974,0.39877444500165476,0.3825265259939666,0.357935917466154,0.387117481122137,0.33847155755268493,0.4012317840919314,0.35139165281979756,0.32881287905939166,0.3920163718806626,0.3542490513644835,0.4169902788865614,0.3687809033088954,0.3336424804759225,0.38162003803845945,0.33253062700671004,0.39773040391256703,0.39764563811368575,0.3373707805885459,0.3854426676932379,0.34037812376180815,0.35972502976642,0.3810421968067344,0.37582197074300805,0.3511642391232845,0.3271582157257154,0.3554584070404849,0.40611595395223593,0.36250651159223446,0.3941525122246164,0.3549561016730995,0.40168057462099876,0.4282846283138257,0.3749482325685865,0.3665999344464257,0.4032249354422736,0.33157536952855016,0.3436430528441306,0.3447408800846072,0.3696529934913998,0.362955055472152,0.38210709525733827,0.3462285358397855,0.4104469140138855,0.3706542288919192,0.39790815104651517,0.39006811625937493,0.3437200107536062,0.33718155075215234,0.34622336356776817,0.37945560207053664,0.3410695768901734,0.38766752417001016,0.32845811923246276,0.3510428905824466,0.3520234340905522,0.3865398741071648,0.3382553935191262,0.34327916839468275,0.3687788427723187,0.34673244288337,0.37141462671410874,0.3711803868468464,0.3821753123040509,0.3472805185741236,0.3922621233907929,0.3073260820608526,0.3745006563446267,0.3582400557486135,0.380676921297728,0.3563382335666489,0.37396454626492015,0.3659329023579466,0.3410544918294152,0.42831149899786525,0.32854488075224936,0.38213820196969084,0.42723569057798,0.44293157237205777,0.37995100631926154,0.35878958701268127,0.3676149518788269,0.3472318759874245,0.37743291387872874,0.41136092846517625,0.36428339936215637,0.3824528090801243,0.40638516757839704
CONDUCTANCE,restream_iter_10,0.147568392773,0.0178255675123,0.12630024660827524,0.131828340948785,0.16507353258656443,0.16724870405664746,0.1461212985764262,0.13320771936119324,0.10717491169590318,0.16590232938403124,0.16575419332574196,0.16657613400520843,0.1488544875256574,0.14386147405895436,0.13099240220861513,0.1643212107395173,0.16875270716004873,0.13610719131975005,0.16326964845363495,0.14307612740326092,0.14904449424781557,0.14307872657225498,0.16440082571472556,0.10800877750851609,0.1447794744257858,0.1348203580139223,0.14371337227363615,0.1324690668823948,0.13815226184159776,0.14410375859514715,0.1378970665972203,0.14465833807796522,0.16864971623627184,0.17993138337486958,0.15381611100858014,0.16096787086521697,0.15240044846292916,0.15551044784120122,0.1304001360029129,0.17193907970215283,0.1654644264499699,0.13958797016985508,0.11862411543539704,0.14403699757309169,0.15738898159159448,0.13358896574471313,0.14127486177444726,0.17420240893966552,0.15736664191040922,0.1306156367774054,0.1444615262006421,0.12065353421075381,0.14824179865383247,0.16687091831601147,0.14986016702040333,0.14747666552187091,0.1419622538150193,0.16997943452505213,0.1365977396385436,0.13724134944436697,0.16225326627717054,0.1471041976905212,0.17093182753228117,0.1535302875227229,0.1709038889181,0.13761932427308907,0.14233610235435956,0.1738001475945133,0.13392448798579415,0.12532378899826396,0.1359372084972365,0.1817690840447949,0.13330022419549786,0.17913782022698058,0.14313174170288248,0.17871455884499754,0.12659508219922797,0.11529968964496447,0.13460133221110182,0.1554064998252779,0.14021377160166185,0.11700376764946202,0.12764746571135016,0.14258211710346982,0.16562653374108938,0.13502940517440748,0.16977544328725494,0.14694441142898845,0.1487654735544745,0.1259462838225255,0.1729251060674081,0.09455258525449886,0.14731727866364416,0.15544614014198643,0.13720777595702097,0.12837677089141283,0.15633711980825882,0.1578968945210188,0.15623203652534431,0.17078599528148142,0.16858306485379562,0.13136250832511384
MAXPERM,restream_iter_10,0.4214892863,0.0233250921159,0.42085930599999993,0.41297566399999996,0.411274327,0.37080783700000003,0.417912146,0.45069718000000003,0.410707372,0.43674329700000003,0.41572363600000006,0.42146928300000003,0.39410599,0.43690532899999995,0.437112247,0.439532193,0.408711666,0.421064992,0.423761099,0.3900864869999999,0.407989233,0.47260486700000004,0.43229024400000005,0.39260586599999997,0.42449928400000003,0.391295392,0.42034686200000004,0.403447029,0.430591421,0.417333727,0.441563794,0.447524911,0.4137532830000001,0.41612456800000003,0.44734589,0.429263628,0.40277658399999994,0.396133187,0.470810591,0.353751354,0.404544315,0.43971530500000006,0.41480767300000004,0.45275051599999994,0.41903733,0.42239428900000003,0.41884333,0.3744553450000001,0.435411539,0.429637627,0.37668988,0.43874886100000005,0.412846409,0.45916919399999995,0.409310047,0.43312364099999995,0.393201024,0.42226814800000007,0.430823266,0.414274809,0.40177929800000006,0.390216656,0.399018771,0.42921367499999996,0.448012784,0.403455324,0.429889227,0.438848798,0.42083740399999997,0.39454205999999997,0.432249545,0.4306265100000001,0.42126486,0.438833052,0.380500822,0.445548053,0.438541994,0.42676328,0.37640303199999997,0.460065626,0.37964391999999997,0.407864889,0.44788737900000003,0.449495794,0.389673976,0.443739757,0.386914824,0.403428001,0.456603716,0.433878804,0.41015374,0.46229622900000006,0.450965893,0.411695205,0.441491464,0.41733345200000005,0.432509805,0.45607576599999994,0.440841816,0.43133470799999996,0.43073374700000006,0.42320066
FSCORE,restream_iter_10,1.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0
FSCORE_IMPROVE,restream_iter_10,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0

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