In [2]:
import os
import csv
import platform
import pandas as pd
import networkx as nx
from graph_partitioning import GraphPartitioning, utils
run_metrics = True
cols = ["WASTE", "CUT RATIO", "EDGES CUT", "TOTAL COMM VOLUME", "Qds", "CONDUCTANCE", "MAXPERM", "RBSE", "NMI", "FSCORE", "FSCORE RELABEL IMPROVEMENT", "LONELINESS"]
#cols = ["WASTE", "CUT RATIO", "EDGES CUT", "TOTAL COMM VOLUME", "Q", "Qds", "CONDUCTANCE", "LONELINESS", "NETWORK PERMANENCE", "NORM. MUTUAL INFO", "EDGE CUT WEIGHT", "FSCORE", "FSCORE RELABEL IMPROVEMENT"]
#cols = ["WASTE", "CUT RATIO", "EDGES CUT", "TOTAL COMM VOLUME", "MODULARITY", "LONELINESS", "NETWORK PERMANENCE", "NORM. MUTUAL INFO", "EDGE CUT WEIGHT", "FSCORE", "FSCORE RELABEL IMPROVEMENT"]
pwd = %pwd
config = {
"DATA_FILENAME": os.path.join(pwd, "data", "predition_model_tests", "network", "network_$$.txt"),
"OUTPUT_DIRECTORY": os.path.join(pwd, "output"),
# Set which algorithm is run for the PREDICTION MODEL.
# Either: 'FENNEL' or 'SCOTCH'
"PREDICTION_MODEL_ALGORITHM": "FENNEL",
# Alternativly, read input file for prediction model.
# Set to empty to generate prediction model using algorithm value above.
"PREDICTION_MODEL": "",
"PARTITIONER_ALGORITHM": "FENNEL",
# File containing simulated arrivals. This is used in simulating nodes
# arriving at the shelter. Nodes represented by line number; value of
# 1 represents a node as arrived; value of 0 represents the node as not
# arrived or needing a shelter.
"SIMULATED_ARRIVAL_FILE": os.path.join(pwd,
"data",
"predition_model_tests",
"dataset_1_shift_rotate",
"simulated_arrival_list",
"percentage_of_prediction_correct_100",
"arrival_100_$$.txt"
),
# File containing the prediction of a node arriving. This is different to the
# simulated arrivals, the values in this file are known before the disaster.
"PREDICTION_LIST_FILE": os.path.join(pwd,
"data",
"predition_model_tests",
"dataset_1_shift_rotate",
"prediction_list",
"prediction_$$.txt"
),
# File containing the geographic location of each node, in "x,y" format.
"POPULATION_LOCATION_FILE": os.path.join(pwd,
"data",
"predition_model_tests",
"coordinates",
"coordinates_$$.txt"
),
# Number of shelters
"num_partitions": 4,
# The number of iterations when making prediction model
"num_iterations": 1,
# Percentage of prediction model to use before discarding
# When set to 0, prediction model is discarded, useful for one-shot
"prediction_model_cut_off": .0,
# Alpha value used in one-shot (when restream_batches set to 1)
"one_shot_alpha": 0.5,
"use_one_shot_alpha" : False,
# Number of arrivals to batch before recalculating alpha and restreaming.
"restream_batches": 20,
# 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 [3]:
import scipy
from copy import deepcopy
import time
iterations = 100
batch_sizes = [1]
for i in range(1, 21):
batch_sizes.append(i * 25)
for mode in batch_sizes:
metricsDataPrediction = []
metricsDataAssign = []
dataQdsOv = []
dataCondOv = []
if mode <= 25:
config['num_iterations'] = 6
else:
config['num_iterations'] = 15
config['restream_batches'] = mode
config['sliding_window'] = True
print('Mode', mode)
elapsed_times = []
for i in range(0, iterations):
# how many networks
if (i % 20) == 0:
print('Mode', mode, 'Iteration', str(i))
conf = deepcopy(config)
conf["DATA_FILENAME"] = conf["DATA_FILENAME"].replace('$$', str(i + 1))
conf["SIMULATED_ARRIVAL_FILE"] = conf["SIMULATED_ARRIVAL_FILE"].replace('$$', str(i + 1))
conf["PREDICTION_LIST_FILE"] = conf["PREDICTION_LIST_FILE"].replace('$$', str(i + 1))
conf["POPULATION_LOCATION_FILE"] = conf["POPULATION_LOCATION_FILE"].replace('$$', str(i + 1))
with GraphPartitioning(conf) as gp:
gp.verbose = 0
start_time = time.time()
gp.load_network()
gp.init_partitioner()
m = gp.prediction_model()
m = gp.assign_cut_off()
m = gp.batch_arrival()
elapsed_time = time.time() - start_time
elapsed_times.append(elapsed_time)
totalM = len(m)
metricsDataPrediction.append(m[totalM - 1])
print('Average Elapsed Time =', scipy.mean(elapsed_times))
waste = ''
cutratio = ''
ec = ''
tcv = ''
qds = ''
conductance = ''
maxperm = ''
rbse = ''
nmi = ''
lonliness = ''
fscore = ''
fscoreimprove = ''
qdsOv = ''
condOv = ''
dataWaste = []
dataCutRatio = []
dataEC = []
dataTCV = []
dataQDS = []
dataCOND = []
dataMAXPERM = []
dataRBSE = []
dataNMI = []
dataLonliness = []
dataFscore = []
dataFscoreImprove = []
for i in range(0, iterations):
dataWaste.append(metricsDataPrediction[i][0])
dataCutRatio.append(metricsDataPrediction[i][1])
dataEC.append(metricsDataPrediction[i][2])
dataTCV.append(metricsDataPrediction[i][3])
dataQDS.append(metricsDataPrediction[i][4])
dataCOND.append(metricsDataPrediction[i][5])
dataMAXPERM.append(metricsDataPrediction[i][6])
dataRBSE.append(metricsDataPrediction[i][7])
dataNMI.append(metricsDataPrediction[i][8])
dataFscore.append(metricsDataPrediction[i][9])
dataFscoreImprove.append(metricsDataPrediction[i][10])
dataLonliness.append(metricsDataPrediction[i][11])
if(len(waste)):
waste = waste + ','
waste = waste + str(metricsDataPrediction[i][0])
if(len(cutratio)):
cutratio = cutratio + ','
cutratio = cutratio + str(metricsDataPrediction[i][1])
if(len(ec)):
ec = ec + ','
ec = ec + str(metricsDataPrediction[i][2])
if(len(tcv)):
tcv = tcv + ','
tcv = tcv + str(metricsDataPrediction[i][3])
if(len(qds)):
qds = qds + ','
qds = qds + str(metricsDataPrediction[i][4])
if(len(conductance)):
conductance = conductance + ','
conductance = conductance + str(metricsDataPrediction[i][5])
if(len(maxperm)):
maxperm = maxperm + ','
maxperm = maxperm + str(metricsDataPrediction[i][6])
if(len(rbse)):
rbse = rbse + ','
rbse = rbse + str(metricsDataPrediction[i][7])
if(len(nmi)):
nmi = nmi + ','
nmi = nmi + str(metricsDataPrediction[i][8])
if(len(fscore)):
fscore = fscore + ','
fscore = fscore + str(metricsDataPrediction[i][9])
if(len(fscoreimprove)):
fscoreimprove = fscoreimprove + ','
fscoreimprove = fscoreimprove + str(metricsDataPrediction[i][10])
if(len(lonliness)):
lonliness = lonliness + ','
lonliness = lonliness + str(dataLonliness[i])
waste = 'WASTE,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataWaste)) + ',' + str(scipy.std(dataWaste)) + ',' + waste
cutratio = 'CUT_RATIO,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataCutRatio)) + ',' + str(scipy.std(dataCutRatio)) + ',' + cutratio
ec = 'EC,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataEC)) + ',' + str(scipy.std(dataEC)) + ',' + ec
tcv = 'TCV,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataTCV)) + ',' + str(scipy.std(dataTCV)) + ',' + tcv
lonliness = "LONELINESS," + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataLonliness)) + ',' + str(scipy.std(dataLonliness)) + ',' + lonliness
qds = 'QDS,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataQDS)) + ',' + str(scipy.std(dataQDS)) + ',' + qds
conductance = 'CONDUCTANCE,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataCOND)) + ',' + str(scipy.std(dataCOND)) + ',' + conductance
maxperm = 'MAXPERM,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataMAXPERM)) + ',' + str(scipy.std(dataMAXPERM)) + ',' + maxperm
rbse = 'RBSE,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataRBSE)) + ',' + str(scipy.std(dataRBSE)) + ',' + rbse
nmi = 'NMI,' + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataNMI)) + ',' + str(scipy.std(dataNMI)) + ',' + nmi
fscore = "FSCORE," + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataFscore)) + ',' + str(scipy.std(dataFscore)) + ',' + fscore
fscoreimprove = "FSCORE_IMPROVE," + 'batch_size_' + str(config['restream_batches']) + ',' + str(scipy.mean(dataFscoreImprove)) + ',' + str(scipy.std(dataFscoreImprove)) + ',' + fscoreimprove
print(cutratio)
print(ec)
print(tcv)
print(lonliness)
print(qds)
print(conductance)
print(maxperm)
print(rbse)
print(nmi)
print(fscore)
print(fscoreimprove)
Mode 1
Mode 1 Iteration 0
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
Mode 1 Iteration 20
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
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/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1113: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.
'precision', 'predicted', average, warn_for)
/usr/local/lib/python3.6/site-packages/sklearn/metrics/classification.py:1115: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no true samples.
'recall', 'true', average, warn_for)
Average Elapsed Time = 8.96526815176
CUT_RATIO,batch_size_1,0.10274617396,0.0209159788654,0.135,0.111267605634,0.123745819398,0.124481327801,0.105185185185,0.0899795501022,0.109418282548,0.104704097117,0.117001828154,0.0583468395462,0.109510086455,0.115606936416,0.113475177305,0.0951008645533,0.0901639344262,0.070780399274,0.108196721311,0.127551020408,0.110824742268,0.0944625407166,0.0993377483444,0.0950570342205,0.0931174089069,0.0648734177215,0.0786885245902,0.122282608696,0.0632478632479,0.0970266040689,0.107744107744,0.0945945945946,0.111801242236,0.106782106782,0.130360205832,0.105180533752,0.062656641604,0.108061749571,0.119487908962,0.108108108108,0.137521222411,0.0880733944954,0.08984375,0.107235142119,0.125203252033,0.148211243612,0.0831556503198,0.103806228374,0.127627627628,0.106109324759,0.11,0.0882825040128,0.107255520505,0.0490998363339,0.0901213171577,0.0963665086888,0.0916030534351,0.110497237569,0.0702614379085,0.127829560586,0.0794392523364,0.0573152337858,0.107438016529,0.076802507837,0.122291021672,0.118518518519,0.133247089263,0.1168,0.129720853859,0.140378548896,0.0683506686478,0.113314447592,0.113233287858,0.0956399437412,0.107648725212,0.106498194946,0.11161387632,0.0914285714286,0.0684474123539,0.104132231405,0.129657228018,0.0904605263158,0.0742049469965,0.105678233438,0.124629080119,0.101899827288,0.084375,0.121510673235,0.0949008498584,0.113793103448,0.145945945946,0.116322701689,0.1044045677,0.0824587706147,0.103011093502,0.0952380952381,0.144262295082,0.0883458646617,0.0901060070671,0.0634920634921,0.0887772194305,0.107569721116
EC,batch_size_1,64.57,15.4862874828,81,79,74,90,71,44,79,69,64,36,76,80,64,66,55,39,66,75,86,58,60,50,46,41,48,90,37,62,64,49,72,74,76,67,50,63,84,64,81,48,69,83,77,87,39,60,85,66,55,55,68,30,52,61,60,60,43,96,51,38,65,49,79,80,103,73,79,89,46,80,83,68,76,59,74,64,41,63,87,55,42,67,84,59,54,74,67,66,81,62,64,55,65,62,88,47,51,36,53,54
TCV,batch_size_1,90.18,18.4669326094,110,98,101,102,96,71,96,107,87,51,105,108,91,95,75,60,95,110,123,79,86,78,72,64,67,118,57,82,91,74,100,102,108,89,77,95,114,94,113,65,97,107,110,114,59,77,108,87,90,74,92,46,83,87,86,86,65,123,73,64,90,76,100,98,132,98,103,126,61,109,117,106,108,83,103,102,62,87,118,80,54,102,98,80,81,102,99,93,101,99,86,78,80,85,121,73,72,53,80,88
LONELINESS,batch_size_1,0.784792988448,0.0133806631569,0.78597324271,0.797740352267,0.78288154924,0.79015083922,0.788216792921,0.771648136266,0.809580779623,0.793428318539,0.785678491057,0.789590383812,0.799036698539,0.785742543004,0.767324927223,0.79909581643,0.797627426453,0.773623608321,0.784857336782,0.789391303335,0.807435421356,0.802818358617,0.792755589509,0.770877857113,0.74492002546,0.778784686782,0.783757311251,0.807861955433,0.780879189662,0.77747897482,0.774339016704,0.752924919208,0.792058363219,0.800403651229,0.769817250459,0.786767902726,0.799618982866,0.777073052303,0.791144140298,0.784487818737,0.761621569681,0.793043874027,0.798525582741,0.797140622266,0.776768963637,0.776081435217,0.765192976343,0.783949962777,0.785923761614,0.76997292152,0.753202459056,0.77958165127,0.791632569839,0.788158256328,0.786328713947,0.784194329931,0.788257576709,0.762343823812,0.788802312805,0.791024476435,0.786178325426,0.785741093834,0.765154540528,0.791086165625,0.784278440223,0.791065069546,0.810885229302,0.790070879371,0.78846825132,0.780099644907,0.795592852365,0.804844320247,0.79538564614,0.799565814141,0.791601615131,0.771335541794,0.78235866321,0.805115703328,0.777926680717,0.780974416941,0.799965265239,0.788379574188,0.775728603535,0.783254678397,0.776367159471,0.784792012852,0.787483571691,0.794546359216,0.796786712388,0.760662011126,0.764019724472,0.774075692933,0.795925790411,0.797140065126,0.788768370508,0.795221202916,0.787740473466,0.762743106289,0.790199871993,0.771386268731,0.790295704161,0.746546878154
QDS,batch_size_1,0.466085061654,0.0292895060329,0.4655548325219536,0.4348124104834885,0.5273225782651537,0.3789864629985395,0.4672838652242587,0.5002141337549691,0.4739530974954798,0.4484108840083321,0.4531564138205181,0.4766847163507691,0.43845330319379333,0.48059057144188294,0.4472740409424545,0.4804440321601863,0.4871638877770601,0.4655798614915613,0.5053394456894831,0.47072353623504887,0.47175664714823784,0.44241110540494355,0.43828210658942396,0.4659896081241382,0.43105816625964544,0.43107288120065307,0.4687556636388202,0.48181749151189407,0.44290596687408923,0.4450391076543267,0.5143641100362172,0.4643805058928376,0.4482198219997426,0.49650890282925764,0.49616709510059065,0.4837997463459562,0.39842919846680935,0.5036994548524023,0.4695235206633598,0.45833755572145807,0.5063433189135745,0.514790171812373,0.43742194536727075,0.45597454702012197,0.45104822641963804,0.5079840661833359,0.5340067647163452,0.45768761790409673,0.4498839823158697,0.5104026969365933,0.4917486510167481,0.5025381446367836,0.4365134314842728,0.41919662631690596,0.43302619318579033,0.4894510523180331,0.39430189480401856,0.5216145587558423,0.4287932708560772,0.46596381548540894,0.4288829875658932,0.45681348071449157,0.45061016516970176,0.4572174607778439,0.460372866776082,0.43644672825203645,0.4637657503928193,0.4469843348131237,0.4518323105000099,0.46767241934699616,0.4568916795364908,0.47442163575424356,0.44844200853427907,0.4425194004516649,0.4754489178427583,0.4834163955928549,0.4818961219753236,0.46353953497336237,0.4058780686640578,0.5323674776454622,0.4504223568614656,0.45188203766735063,0.45251360220732006,0.48540078389711877,0.48011918941480375,0.45790508242589606,0.4395327698599943,0.4824757924750269,0.45392571425360745,0.4594642422929567,0.5037114252537029,0.49782904023900704,0.49172032334341736,0.45149644470757316,0.4594001872764652,0.45073976201558574,0.49760583285828586,0.47300217802412237,0.47651038059639017,0.45562888043065464,0.4833001916083054,0.5053424957765316
CONDUCTANCE,batch_size_1,0.0749138841633,0.0153138744149,0.0859226496016247,0.08174408107032802,0.0595995266313992,0.07905242407196868,0.09409055191086406,0.07133523992021328,0.07321838973781795,0.06721201489028072,0.06608187854691713,0.07860639801051443,0.06681042625768274,0.08910803398656525,0.09128469205981264,0.06080978093496502,0.05125557062956206,0.06642250976586979,0.06272925689558934,0.06370673608089242,0.08513438440516502,0.05610897525599251,0.08615219498396512,0.06206260644653342,0.08751550389869914,0.07449711931665262,0.0779262179007545,0.08901831888663207,0.0761413809959253,0.06844340891476595,0.08050186511921129,0.061595135910295785,0.08276880385240995,0.054819132827705994,0.06972356916497427,0.08423541767460907,0.10115716620434374,0.055250821424163245,0.07050205979376539,0.04030736634867969,0.051501896300543054,0.06895474726002122,0.09367719398453243,0.08453073886257001,0.08248847045065716,0.06390116489167687,0.053697460754808767,0.0916291332020439,0.062299806753240976,0.06891577765363509,0.05619738210365208,0.04966130613359763,0.08262521659392068,0.09214736210857685,0.08532757790421523,0.059497362976468494,0.10811579403112179,0.043772440781621985,0.08291805652095016,0.07470047384409147,0.0963375417473661,0.07350177033457769,0.08432412772293664,0.09525863499030511,0.10170548835213929,0.09848993629868277,0.07771147090428468,0.07740450509207346,0.08572992465969015,0.08930963616994096,0.08125618185001211,0.06335658682707546,0.08949586805304204,0.08146459799160748,0.05249999127116466,0.08231492616927473,0.05225133990247192,0.07702496806916696,0.09294121777192144,0.07962552210953015,0.10413732134929772,0.06899313832286258,0.08222250620775604,0.06902114214951897,0.07580238470438781,0.1117442769252833,0.0932842815006348,0.07956130460734351,0.09214646944229468,0.04830838787491261,0.05761181538175973,0.058353842512779364,0.04915030127935038,0.09513200640804695,0.06992567201373734,0.06037209800296216,0.07458970260117345,0.06329854556575218,0.06243603242620399,0.06173735980653787,0.08566873879404326,0.0664758787281408
MAXPERM,batch_size_1,0.414069123226,0.0404548707913,0.4569228007117438,0.3938762475884244,0.4594388626760563,0.3868362861952862,0.36698168512110735,0.4142869485294117,0.394516,0.4603135993377483,0.4415761764705882,0.4193861808510639,0.4464260137931035,0.43018512956810634,0.37184234035087715,0.461561306930693,0.4288531378091873,0.42564180427046266,0.4626894193548387,0.4330559892473118,0.5008431242236024,0.4216546480836237,0.3542904028776978,0.39829329779411765,0.3053219293680297,0.32301870877192984,0.39806263799283154,0.4810440705128205,0.39178107291666664,0.4145145704467354,0.4268832650176678,0.39511526855123674,0.38812369932432433,0.4837958459016393,0.40432313780918727,0.38728056727272725,0.3880541511254019,0.40445333333333333,0.4337459533333333,0.3694382155477032,0.38834619512195123,0.5262011461538462,0.41631206774193547,0.380361607028754,0.34558889655172415,0.45395597163120566,0.43799494166666675,0.44390181318681315,0.36294139716312057,0.39746682078853046,0.40729304411764705,0.4562113745583039,0.40395488356164383,0.34957996466431096,0.4124875,0.4345358784722222,0.36658493379790946,0.4433752947761194,0.4134684285714286,0.4041889898648648,0.3237345535714286,0.39924008275862066,0.38418147017543863,0.413323231292517,0.42084663214285717,0.37185091039426516,0.389264099009901,0.41069149823321555,0.41239991785714286,0.42154219322033903,0.35867447142857145,0.42738953420195436,0.4263467993527508,0.46287035643564356,0.4171236940063091,0.40047109854014595,0.4228034686468647,0.44407194462540717,0.34456475088967975,0.45270261956521735,0.42755886411149824,0.43387969285714284,0.3699773321428571,0.47474299663299663,0.3546063333333334,0.4518620652173913,0.3212537073170732,0.4483860985915492,0.42469429523809527,0.43267027368421057,0.4620200836363636,0.4318102095588236,0.44475247970479703,0.42637379391891894,0.4796140175438597,0.3959960952380952,0.46546677738515907,0.4154472321428572,0.4266404204545454,0.3867015274725275,0.47608721799307957,0.38309850362318837
RBSE,batch_size_1,0.00114987682384,0.00215696142723,0.0,0.0,0.0,0.003367003367003367,0.0034602076124567475,0.003676470588235294,0.006600660066006601,0.0,0.0,0.0035460992907801418,0.0,0.0,0.0035087719298245615,0.0,0.0,0.0,0.0,0.0,0.006211180124223602,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.006872852233676976,0.0035335689045936395,0.0035335689045936395,0.0,0.0,0.0035335689045936395,0.0,0.003215434083601286,0.0036231884057971015,0.0033333333333333335,0.0,0.006968641114982578,0.0,0.0,0.0,0.0,0.0,0.004166666666666667,0.0,0.0035460992907801418,0.0,0.0,0.0035335689045936395,0.0,0.0,0.011111111111111112,0.0,0.003484320557491289,0.0,0.0,0.0033783783783783786,0.0,0.0,0.0,0.003401360544217687,0.0,0.0035842293906810036,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003257328990228013,0.0,0.0,0.006968641114982578,0.0,0.0035714285714285713,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_1,0.120386562032,0.0562721800841,0.130988117274,0.326162486993,0.0813663605862,0.127855125794,0.0976456852118,0.0294597700032,0.102720151996,0.0669346080911,0.0623954346151,0.157518712313,0.0574205796578,0.025619968418,0.05142584242,0.118109401414,0.0255001506398,0.155506348454,0.166540594989,0.1156655743,0.0578447591344,0.106199196451,0.161290096627,0.123479054594,0.0824119878341,0.114456670009,0.237681963005,0.102819743714,0.124125228352,0.129562449299,0.138483973672,0.0410496627597,0.106287016131,0.127414685474,0.0633428411724,0.161197364546,0.220329347676,0.0489708605913,0.165457025059,0.111485558552,0.132228032466,0.123600416929,0.0492027940643,0.146864882075,0.0879341950479,0.0451089681822,0.164141793095,0.124875523566,0.177016032048,0.0997021564787,0.11020980631,0.174032410314,0.0773308366409,0.189343681413,0.19983839635,0.21482370001,0.142744163897,0.205427251728,0.134398823625,0.126561724091,0.198967454296,0.167625076901,0.100346940994,0.0648959961138,0.084014579179,0.134170157595,0.178296375917,0.107798948538,0.0977085295151,0.0394865298837,0.165959717225,0.0718334940323,0.0927185166887,0.117608602591,0.0764445679023,0.0745021793095,0.264336991205,0.153413581805,0.145435391316,0.0605580989346,0.188909878856,0.159252072056,0.124822969717,0.0411317125491,0.139205272047,0.0529011268267,0.265353248445,0.0762219291499,0.0545097422263,0.141326254921,0.110469138052,0.100345226279,0.134441561687,0.0871790314786,0.156217631363,0.167374172693,0.141966608026,0.0608026305639,0.0405461486375,0.0636360733594,0.142395867745,0.14541619038
FSCORE,batch_size_1,0.268386165888,0.0810493934665,0.307355802406,0.482989444886,0.257497285851,0.329430627027,0.24777209678,0.296832313634,0.238023209912,0.26663142446,0.356847913714,0.350503400424,0.182181784188,0.297224355468,0.292660358225,0.236274141251,0.300874618494,0.217357154487,0.212979939776,0.306965895302,0.325414107031,0.276684775998,0.200490714069,0.233523649696,0.298783079067,0.210002062022,0.107151106823,0.265415210807,0.276678538529,0.251174980615,0.179669332189,0.2805414916,0.375918122909,0.188907899319,0.304055808811,0.10647124435,0.216618172136,0.175556617937,0.179767240725,0.229252814953,0.461520631904,0.306414376572,0.168984747932,0.396793594981,0.397263547642,0.307711039917,0.215399632832,0.241421254738,0.350245288318,0.402274013964,0.289699068588,0.254405823327,0.298812415681,0.246624962085,0.372657712658,0.149348241089,0.324698284928,0.180534269614,0.349981730385,0.29677919991,0.162058328463,0.329630648086,0.160798304025,0.151783575909,0.242354487446,0.178754458581,0.310717338353,0.395286506764,0.27316360713,0.331188544451,0.500825153374,0.24108577633,0.157766420073,0.289317436166,0.234522239952,0.285029983936,0.102849500636,0.165891304371,0.362881128362,0.217502615943,0.395486928946,0.280635103432,0.240279584834,0.32964437284,0.292219439956,0.232430887189,0.373724564478,0.22191092016,0.251939262236,0.130480409747,0.381273084012,0.276310600921,0.219789030828,0.275617900509,0.203000009157,0.174378902246,0.15421712407,0.346389180299,0.248990358973,0.224216761476,0.343810970959,0.274415260251
FSCORE_IMPROVE,batch_size_1,0.126336918068,0.0883447644075,0.0263692922661,0.0,0.110347383322,0.0328074564277,0.132197428421,0.0685183547103,0.148436674537,0.103621336925,0.0,0.0134183190211,0.160790899864,0.0171549531865,0.0682743498162,0.197521764914,0.0174158795987,0.158115633276,0.145290681759,0.057460301933,0.0,0.176042002644,0.168023971165,0.0959477158716,0.0802859402472,0.196450600712,0.29501228984,0.16840752579,0.0974664269766,0.19266531308,0.156920448924,0.0252977973668,0.00304514004019,0.25382744141,0.031776097632,0.251051940054,0.289305062037,0.159003355252,0.238944757543,0.18875412515,0.0,0.0656399925833,0.17351108994,0.0242588317393,0.0,0.0893220254922,0.235188663249,0.182231000545,0.0293464156846,5.20026371316e-05,0.138912397443,0.0902315582718,0.0742233603659,0.141843971631,0.110075657234,0.393732671729,0.0680663455499,0.258210500428,0.077438470158,0.114795937225,0.305959026856,0.207077476299,0.155153097961,0.17443695828,0.119388464143,0.222521019483,0.172301936303,0.00110221388232,0.146878186706,0.00934959443525,0.0,0.136922568261,0.23753589972,0.0809985205119,0.089276235792,0.129664649982,0.317158550853,0.203923843934,0.0541247792884,0.125866951071,0.0832956729318,0.0628338583293,0.215624431745,0.00343676988747,0.112368713359,0.165889890382,0.196191947764,0.226416981374,0.0911632092407,0.358186378042,0.0582351975286,0.0901071256366,0.209743707527,0.123230211817,0.157856898087,0.205676059349,0.21265103203,0.0730432803304,0.0923583939951,0.0170836349601,0.104940233756,0.0906686513392
Mode 25
Mode 25 Iteration 0
Mode 25 Iteration 20
Mode 25 Iteration 40
Mode 25 Iteration 60
Mode 25 Iteration 80
Average Elapsed Time = 9.11169734478
CUT_RATIO,batch_size_25,0.103061505974,0.02157115885,0.126666666667,0.0760563380282,0.127090301003,0.121715076072,0.111111111111,0.100204498978,0.103878116343,0.121396054628,0.102376599634,0.0745542949757,0.0936599423631,0.0881502890173,0.120567375887,0.0792507204611,0.0868852459016,0.110707803993,0.0950819672131,0.0969387755102,0.0914948453608,0.0781758957655,0.119205298013,0.115969581749,0.0668016194332,0.0854430379747,0.0967213114754,0.142663043478,0.0632478632479,0.10641627543,0.0942760942761,0.0965250965251,0.110248447205,0.108225108225,0.125214408233,0.0973312401884,0.0914786967419,0.0840480274443,0.146514935989,0.0878378378378,0.103565365025,0.0678899082569,0.119791666667,0.117571059432,0.10406504065,0.0936967632027,0.0938166311301,0.122837370242,0.130630630631,0.0900321543408,0.104,0.107544141252,0.096214511041,0.0671031096563,0.0727902946274,0.0837282780411,0.102290076336,0.106813996317,0.0882352941176,0.0878828229028,0.13707165109,0.129713423831,0.119008264463,0.103448275862,0.153250773994,0.10962962963,0.120310478655,0.1296,0.118226600985,0.165615141956,0.0772659732541,0.134560906516,0.111869031378,0.106891701828,0.0623229461756,0.106498194946,0.0739064856712,0.0971428571429,0.16694490818,0.0876033057851,0.102831594635,0.0789473684211,0.106007067138,0.115141955836,0.0845697329377,0.107081174439,0.08125,0.0853858784893,0.0807365439093,0.131034482759,0.0792792792793,0.0956848030019,0.0717781402936,0.100449775112,0.117274167987,0.121351766513,0.1,0.131578947368,0.100706713781,0.0970017636684,0.0770519262982,0.125498007968
EC,batch_size_25,64.75,15.8854493169,76,54,76,88,75,49,75,80,56,46,65,61,68,55,53,61,58,57,71,48,72,61,33,54,59,105,37,68,56,50,71,75,73,62,73,49,103,52,61,37,92,91,64,55,44,71,87,56,52,67,61,41,42,53,67,58,54,66,88,86,72,66,99,74,93,81,72,105,52,95,82,76,44,59,49,68,100,53,69,48,60,73,57,62,52,52,57,76,44,51,44,67,74,79,61,70,57,55,46,63
TCV,batch_size_25,90.67,18.6960182927,103,82,112,117,107,75,95,113,77,70,89,93,97,83,75,85,88,82,96,71,94,93,56,78,86,133,62,88,75,74,104,111,97,77,89,72,147,80,85,52,113,122,94,77,67,95,110,75,82,86,88,65,67,78,96,77,76,96,112,108,100,101,125,99,118,113,106,141,69,127,106,111,66,82,73,103,125,73,101,69,79,104,73,92,80,75,80,109,70,84,63,95,95,102,84,103,83,70,74,97
LONELINESS,batch_size_25,0.784996453702,0.0138566954308,0.787514063394,0.797099598679,0.782149948877,0.791685102234,0.787178907212,0.772869731302,0.809165078366,0.792415517594,0.784767465749,0.787317467032,0.804131663645,0.78581094927,0.76824047682,0.799068127474,0.796741451661,0.769154330982,0.787006006642,0.795106888667,0.817552617454,0.803634309753,0.791332519079,0.76869606018,0.7463418538,0.776834947679,0.779140171653,0.806924766939,0.780323314077,0.779017530517,0.779378377438,0.754776294535,0.789469081576,0.79925043004,0.775708780306,0.78655852371,0.800858596689,0.782569644014,0.786976718052,0.786945531756,0.769471958672,0.794372202708,0.796571728309,0.791790761903,0.777451132648,0.784365913216,0.763454376824,0.779731757088,0.785539309377,0.773851539564,0.754866149086,0.781268323038,0.792829626147,0.785107248069,0.796102763289,0.788673884497,0.791219023814,0.768993034938,0.788037553445,0.796377886474,0.780520090975,0.77951781976,0.766412337818,0.787880254329,0.779348514122,0.78954196588,0.812368254307,0.787293422816,0.78786938263,0.776906093822,0.795128818224,0.803658320944,0.79550542597,0.798736211396,0.798020988421,0.774056628496,0.787264058833,0.802760951924,0.764089891977,0.786137253737,0.804816174194,0.790427684778,0.773811704226,0.781686875711,0.777962979822,0.782681540268,0.785229132658,0.794202505653,0.800347175214,0.756044023769,0.767621612625,0.777154187898,0.798751028337,0.793653045596,0.784573038692,0.789871680086,0.795811770712,0.75248019433,0.788478634432,0.768815699544,0.78958215624,0.742836821116
QDS,batch_size_25,0.465696267795,0.0274483587266,0.4520958194040274,0.43265189400079845,0.524186018601529,0.3969889324649234,0.4533821347498533,0.5093115739823375,0.4600395506854413,0.48447571024845365,0.4550062460434376,0.4720523593961842,0.439217704574035,0.46761851598966353,0.44380579156728406,0.4803475988147611,0.49253702610502165,0.4844060697126169,0.4777293084938008,0.4596791562689141,0.46113296389647485,0.4499732804425581,0.4286827914390068,0.49845798310773615,0.42121035596810497,0.45766789504823063,0.468843370112616,0.4919901071277605,0.44334544817469174,0.49003345994639885,0.4868544735894338,0.46304859118011804,0.4530778514845011,0.4961912186257756,0.45429555555958306,0.48250551229207295,0.4179518051971889,0.47566501070252903,0.4890963362808079,0.43602799540619974,0.4769409663092113,0.5120449289806045,0.42835709745946565,0.4640435313466328,0.4362751081424485,0.46084929479287157,0.52746411171081,0.47512725913561293,0.449078226062244,0.47297628460532887,0.47658916976279475,0.5225326892946824,0.43479680881343374,0.42998840310022896,0.4225748365458986,0.4473802580698512,0.4318096431728574,0.4686878594047555,0.4581183078369318,0.4549950821965875,0.47327368259455976,0.5135266424788659,0.4735054817335494,0.4697266307491336,0.49069315919283857,0.4402850076518664,0.4525209839383751,0.4492510143910308,0.43124191822290125,0.4844300996316725,0.43607041205045505,0.4835408629643465,0.47216510977232096,0.49243543500674863,0.4477503498981796,0.4800101688143108,0.46099652061223845,0.4489469378521307,0.48354496737613206,0.47330671580710226,0.4103042026047195,0.46489885039436285,0.4485948729274647,0.4857209869876492,0.43851069135067605,0.4500015722471544,0.42415132183853893,0.4253805712171858,0.4571777973045423,0.49993964355913934,0.46183354873896537,0.48419385489211053,0.4659022879611312,0.4755935511522217,0.46652627659320334,0.5012410447018384,0.43933566027437637,0.5295250894449879,0.4780556133039662,0.5058953743893105,0.4682344916735656,0.529174091798369
CONDUCTANCE,batch_size_25,0.0733506257351,0.0181399487035,0.09196501271583492,0.11049655489388097,0.04737614054791784,0.06783100820834591,0.09871296264289861,0.06448911793018795,0.06436168853717505,0.0642261466470981,0.11197825583827088,0.07576295257390823,0.08532632953325951,0.08027489211378334,0.08697452602362972,0.08135003384537494,0.06275140637481506,0.04292139988226841,0.07699002735514396,0.09484900927682575,0.09891297627104427,0.09381395755901167,0.10709527239987514,0.053121049770674195,0.07920338667068536,0.05849377748801823,0.0712857930079813,0.0678700542632827,0.08263925527281507,0.0751042735613713,0.09283056318264955,0.05156122256365105,0.09059889304824567,0.0647219701076031,0.07586418516338189,0.09516128635034356,0.07866684011729962,0.0761229332911973,0.04189769370217256,0.0747574048430542,0.06509894658921432,0.10668914215684507,0.059852776876825185,0.04867772149178539,0.07942274869330425,0.08496335013285167,0.026057610442484173,0.07423650872011223,0.06313641782406358,0.0726587859218557,0.06795037001997738,0.0527662833867257,0.08098065973893256,0.0530493873540543,0.07331458725803434,0.03961972323397764,0.09996479065607215,0.04973673110639123,0.07588731232796167,0.061720381793755566,0.06961949374749858,0.03854571492962672,0.06577704033251389,0.10333817172606502,0.07573204961154875,0.08641060555040729,0.10904182610750097,0.061009245325398545,0.0721563939840526,0.07916450845316687,0.03554343287442583,0.04820863669092724,0.10048763045331352,0.0922443264883017,0.09648743294179994,0.06462604870074924,0.07086043785765041,0.05698036501822728,0.062016574405639374,0.06489632699660045,0.1055340476254247,0.08080810933732117,0.07489357365804,0.07118362521502872,0.08752202538431161,0.08110973961248616,0.07877080896584551,0.08691847994711537,0.08903993918009735,0.05321723589336931,0.06068566261370527,0.05960247779987632,0.07337529321417016,0.077840126897024,0.0625593815650435,0.07232393497564417,0.08040858755187623,0.060874298606583464,0.05199134992506059,0.05480162104034824,0.09043802310543567,0.05387347990099466
MAXPERM,batch_size_25,0.413820986498,0.0402043464832,0.41101894661921706,0.39436758520900317,0.44802585563380276,0.3745328821548822,0.37989898615916956,0.42418834191176463,0.4071209834983498,0.46851931788079476,0.39376374999999997,0.47948120567375885,0.4227653931034483,0.41484335215946844,0.3979065192982456,0.4436869735973597,0.4585645017667844,0.44871829893238435,0.4427518602150538,0.40155680286738354,0.48089774844720506,0.41512695470383276,0.34299149280575536,0.4145264705882353,0.32536644237918216,0.3247675894736842,0.37713863082437277,0.49231904807692306,0.37860230208333334,0.42445695189003435,0.38380622261484104,0.42713104240282684,0.3977642162162162,0.5171365803278688,0.42429328621908124,0.39133270909090917,0.3954067524115756,0.39215987681159425,0.4636083633333333,0.390646,0.3927454808362369,0.5018535846153847,0.4272608516129033,0.39871222364217257,0.31351551379310344,0.39470067021276595,0.43197614999999995,0.4390975824175824,0.382152670212766,0.3927895949820788,0.37949600000000006,0.47865476325088335,0.38599773287671235,0.3407312968197879,0.4113745074074074,0.4000096875,0.3853658397212544,0.3980405,0.43818610714285716,0.41587598310810814,0.388721825,0.4842526896551724,0.39500321052631576,0.4524555170068027,0.42484095714285713,0.37799465232974905,0.3789854389438944,0.44229148763250886,0.4171545285714286,0.42688765762711867,0.37113317142857144,0.4591948859934853,0.4374507022653722,0.48672065016501653,0.3666701451104101,0.37819487591240875,0.40748601980198024,0.4616836156351792,0.3898177615658363,0.42194247463768114,0.38756861672473863,0.4279586214285714,0.37184022857142857,0.4617549494949495,0.3444580927835052,0.43181025,0.326372393728223,0.37859025704225346,0.4030682603174603,0.42770913684210526,0.43025164,0.44401173161764707,0.43089604059040587,0.43993850000000007,0.48028053684210525,0.4359280952380952,0.4136238586572438,0.45129175000000005,0.41342246969696966,0.4169355677655677,0.45046603114186856,0.3653123768115942
RBSE,batch_size_25,0.00114570709553,0.00218978078415,0.0,0.003215434083601286,0.0,0.0,0.0,0.0,0.0033003300330033004,0.0,0.003676470588235294,0.0035460992907801418,0.0,0.0033222591362126247,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035971223021582736,0.0,0.0037174721189591076,0.0,0.0,0.0,0.0,0.0,0.0035335689045936395,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003194888178913738,0.0034482758620689655,0.0035460992907801418,0.0,0.0,0.0035460992907801418,0.0,0.0,0.007067137809187279,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.007017543859649123,0.0,0.0,0.0035842293906810036,0.0033003300330033004,0.0035335689045936395,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.009900990099009901,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003484320557491289,0.01056338028169014,0.0,0.0035087719298245615,0.0,0.0,0.0,0.0,0.0035087719298245615,0.006802721088435374,0.0,0.0035714285714285713,0.0,0.0,0.0034602076124567475,0.0036231884057971015
NMI,batch_size_25,0.127075549954,0.0544649804901,0.133422806994,0.131056703873,0.0658049637959,0.138068912023,0.135582502995,0.0685963918041,0.131530405366,0.112897307882,0.0920727166849,0.216581376169,0.0865687611771,0.0994269978127,0.0560312392823,0.167409719819,0.145669194993,0.162710498678,0.085790752079,0.104684475109,0.165119080617,0.138209435573,0.24535761943,0.0727348043317,0.239651586842,0.157780671673,0.0777527965928,0.0996998489315,0.129179339055,0.0750039309414,0.122207359228,0.124709661704,0.268107541112,0.0587021584815,0.0830042627591,0.171348911591,0.126950096663,0.222656344922,0.186106588339,0.162985968627,0.13625616392,0.185042405716,0.0840009447433,0.156639770302,0.265507442368,0.116757635853,0.156507973453,0.0919633007548,0.100892467301,0.14809631347,0.153880916414,0.144027824472,0.125726876539,0.084609536746,0.0933467212631,0.16529626734,0.136368047395,0.0732993031695,0.0783237531615,0.183205692439,0.0637324991818,0.0777373963856,0.0541002795781,0.111702127703,0.0921306109502,0.113730798677,0.11804998519,0.110700336264,0.087802432311,0.128115990249,0.099651305554,0.0996031366351,0.0772140309122,0.187708244,0.310264492415,0.226028291836,0.133971677298,0.103738447663,0.0297852266691,0.0893632033163,0.0903431900971,0.128642456444,0.0523422193743,0.0730483249995,0.201046419193,0.0587284572564,0.241236607193,0.173581422484,0.113157738039,0.0913226624836,0.0777448454923,0.118822060508,0.251530540529,0.147224424387,0.11599212102,0.0845257802499,0.0708386431087,0.116227148725,0.0999168535392,0.125348835428,0.157041656965,0.0628389842956
FSCORE,batch_size_25,0.239799285832,0.0744679717416,0.21347123286,0.228523522648,0.2203960142,0.286380230752,0.378262387824,0.283620753312,0.3296570284,0.315382479599,0.262217916542,0.276350162821,0.323979282663,0.300117813074,0.267576165323,0.260422192638,0.179006556648,0.260836076909,0.237924560505,0.196375098503,0.373071146665,0.112678708509,0.423393483621,0.182114617308,0.21972248963,0.306324637008,0.168328731124,0.13096194301,0.130641915039,0.311610554875,0.354193328901,0.244279002372,0.203014219801,0.23708230691,0.230823574416,0.172161992975,0.201063645302,0.174342316471,0.0978585454216,0.242893848147,0.352406673436,0.0647126053743,0.283640975417,0.358257934217,0.255100933446,0.217328390837,0.191009582161,0.4152451468,0.181364874271,0.263278092263,0.11447491025,0.173358387226,0.287871937698,0.273128832552,0.196936983754,0.302881297447,0.297845753663,0.242608456624,0.205074503296,0.138290267111,0.264973719135,0.208886502446,0.169983327863,0.239757475371,0.277865981557,0.160534828474,0.0900706487789,0.20258314586,0.155130721259,0.183573871531,0.327069720295,0.213668050059,0.212735038258,0.303211323704,0.435963442755,0.167178276016,0.329083204932,0.205411681933,0.243356512635,0.271105238206,0.100430999237,0.213800563447,0.303189565783,0.237614516856,0.218550857935,0.254825426974,0.353325345226,0.342128436907,0.268354979535,0.25086039988,0.291075552172,0.199887671908,0.203727504101,0.182790524914,0.166830748159,0.268027992316,0.259526819564,0.254627828449,0.290554959899,0.144575609923,0.151434206272,0.209768342092
FSCORE_IMPROVE,batch_size_25,0.142653077649,0.0872718355098,0.142402075656,0.241835336931,0.124270156232,0.123312220834,0.0713481733241,0.0879379635516,0.0740526265876,0.0332324605421,0.147817831861,0.19085678018,0.0334616417386,0.0750774769875,0.0700141589638,0.114088882602,0.184164912735,0.130416579443,0.106789323948,0.185195541132,0.0420588740697,0.259051448753,0.0833354533035,0.136541409182,0.3529823009,0.0775333684822,0.161668183051,0.231519455433,0.217853648753,0.0418741662272,0.0711457591617,0.12104844346,0.208735521882,0.094787719491,0.155194650799,0.24321907685,0.272709915627,0.143223268524,0.35671450902,0.232170984947,0.0807355007099,0.402845806264,0.0468487985935,0.0216217757961,0.177011753253,0.199996985956,0.0477761227296,0.0,0.18140243859,0.155303801409,0.282123770534,0.146406222367,0.087487167257,0.0319184114821,0.154510752073,0.0720979189201,0.0716174060262,0.0708939668571,0.0181426277222,0.296736526734,0.0662032960958,0.145341058911,0.182430979798,0.0812628312672,0.114128026606,0.179505030847,0.297311188233,0.170369874175,0.208763259737,0.188759384541,0.0104683047435,0.140733082676,0.121845313677,0.13482386643,0.0731617138557,0.351851808518,0.0599690516007,0.203877201935,0.0859776381212,0.0582221412295,0.281062204523,0.124907323998,0.00266113423997,0.103904046836,0.139120248377,0.0076306975683,0.160520603185,0.0524203121961,0.217045719691,0.101177942189,0.0756558367123,0.243474764708,0.290852415006,0.168061024342,0.210035192991,0.099439322491,0.112616620485,0.0765374722869,0.0653336433388,0.216627161407,0.256919250727,0.199179720118
Mode 50
Mode 50 Iteration 0
Mode 50 Iteration 20
Mode 50 Iteration 40
Mode 50 Iteration 60
Mode 50 Iteration 80
Average Elapsed Time = 15.8358503532
CUT_RATIO,batch_size_50,0.099414345649,0.0192317363189,0.116666666667,0.0985915492958,0.0819397993311,0.10235131397,0.12,0.0961145194274,0.0914127423823,0.119878603945,0.146252285192,0.0599675850891,0.0792507204611,0.099710982659,0.117021276596,0.113832853026,0.0885245901639,0.0816696914701,0.0819672131148,0.103741496599,0.0992268041237,0.0912052117264,0.0894039735099,0.11216730038,0.105263157895,0.102848101266,0.0819672131148,0.115489130435,0.0837606837607,0.0876369327074,0.111111111111,0.106177606178,0.111801242236,0.0952380952381,0.116638078902,0.10989010989,0.0977443609023,0.11320754717,0.110953058321,0.0777027027027,0.100169779287,0.0862385321101,0.12109375,0.0852713178295,0.125203252033,0.103918228279,0.0533049040512,0.076124567474,0.0990990990991,0.0836012861736,0.102,0.099518459069,0.104100946372,0.0654664484452,0.0953206239168,0.086887835703,0.128244274809,0.0865561694291,0.0866013071895,0.0838881491345,0.11214953271,0.0844645550528,0.0727272727273,0.112852664577,0.140866873065,0.0992592592593,0.104786545925,0.1136,0.106732348112,0.167192429022,0.0965824665676,0.117563739377,0.0845839017735,0.0942334739803,0.0878186968839,0.110108303249,0.0769230769231,0.0971428571429,0.0901502504174,0.0644628099174,0.101341281669,0.0805921052632,0.104240282686,0.123028391167,0.111275964392,0.0984455958549,0.1015625,0.118226600985,0.124645892351,0.122413793103,0.124324324324,0.0956848030019,0.117455138662,0.0974512743628,0.0760697305864,0.10291858679,0.119672131148,0.0639097744361,0.0936395759717,0.0405643738977,0.107202680067,0.0916334661355
EC,batch_size_50,62.5,14.1897850583,70,70,49,74,81,47,66,79,80,37,55,69,66,79,54,45,50,61,77,56,54,59,52,65,50,85,49,56,66,55,72,66,68,70,78,66,78,46,59,47,93,66,77,61,25,44,66,52,51,62,66,40,55,55,84,47,53,63,72,56,44,72,91,67,81,71,65,106,65,83,62,67,62,61,51,68,54,39,68,49,59,78,75,57,65,72,88,71,69,51,72,65,48,67,73,34,53,23,64,46
TCV,batch_size_50,88.0,17.5242688863,92,95,73,102,105,76,90,113,106,50,80,98,95,111,73,76,73,92,103,83,74,87,71,88,74,113,79,79,90,84,101,102,88,90,105,90,106,68,80,60,116,89,115,92,38,62,87,74,73,86,97,60,83,79,107,69,70,93,88,80,65,108,119,90,106,99,87,144,84,105,84,97,90,85,82,109,72,59,100,74,85,111,86,86,103,99,126,93,108,82,96,91,74,90,97,56,76,39,97,73
LONELINESS,batch_size_50,0.785642579709,0.0136671958891,0.784777461362,0.798481499097,0.789861712527,0.79389358598,0.78597822461,0.771384083476,0.812060873783,0.791819205166,0.78061899636,0.792517680688,0.804579752682,0.785641708004,0.769696812919,0.794665439547,0.797598385191,0.770273827938,0.789661960644,0.792674228243,0.817070831633,0.801442922923,0.797002881799,0.76821488726,0.742563460232,0.773927392317,0.782143119744,0.809119412262,0.776734605113,0.776916676628,0.777246465933,0.753007400437,0.7903262135,0.801451173271,0.775894846877,0.786483722037,0.798171637156,0.775070408853,0.792961436187,0.788026416843,0.76955948151,0.793217931898,0.798164138634,0.799831210019,0.775791622354,0.781075952757,0.77190860239,0.786846781323,0.790983666723,0.772977488907,0.753026650753,0.778176707529,0.790180028925,0.785116822953,0.790370388902,0.788096312775,0.791157649901,0.766666756221,0.789876767096,0.796558377169,0.782580284794,0.784265788581,0.771000859427,0.784514120362,0.780327758801,0.796139219508,0.815630712324,0.791511846526,0.791918838362,0.779531907902,0.79273757582,0.806906713677,0.799438922957,0.803925546698,0.79367215551,0.774848843145,0.785006258167,0.802703673326,0.773387346968,0.786585946589,0.803083522617,0.788771580529,0.771691566094,0.783466848944,0.775596380899,0.785515706294,0.782626746228,0.794246585796,0.793112003905,0.761122727785,0.763017113895,0.77845945999,0.79197432405,0.793357571839,0.789824370392,0.79513749241,0.791453576507,0.763198838886,0.790525487684,0.775103714915,0.788109143201,0.748684200669
QDS,batch_size_50,0.464099324977,0.0294738756592,0.45807581310586415,0.41606443111733366,0.4851182798329705,0.3856948651548923,0.425240832032685,0.524748135257881,0.4492230131502286,0.4799264237419938,0.4450756429798168,0.4836851147315614,0.4271014665828893,0.47449160594417583,0.4529818699925243,0.4966009457524619,0.48623176060907153,0.4634637291158331,0.47195391599852127,0.4503646943664132,0.4780934091792279,0.4511806902737991,0.3942380491174504,0.5128446146140253,0.42304262382142876,0.48894633596322384,0.4589062678396769,0.4686034894333605,0.46035139252146373,0.46255859358684287,0.5080136872090224,0.48946101349365395,0.4758550761806716,0.5009561699505486,0.4556491645501427,0.4935180973753743,0.4175970671996701,0.5280775949070468,0.4940971404481697,0.4349367786531053,0.43622992952774586,0.5135710657708926,0.4303335793547538,0.45146586724832094,0.4891822630192913,0.46408076164241835,0.5125718355573545,0.4139874969200203,0.41539735416025,0.4718327885354264,0.46970768092554516,0.5267534438230699,0.44942532772163507,0.4396317804213307,0.44190849528584786,0.4979960414375795,0.4180945680064523,0.4774478392761253,0.47350036212547736,0.4311642165908586,0.45969848175201705,0.47826429813574317,0.44018281089480965,0.47904037135677396,0.46645618304161474,0.42097598050125956,0.41305066164945403,0.4444212097248646,0.4145270873653759,0.48245653933795324,0.44709243893978096,0.48989647794717145,0.44018451331992803,0.4807086946542833,0.47608890337240833,0.45816135822861426,0.46740164689827723,0.46331997695583516,0.4350420056142176,0.4671397191238642,0.4267422043073579,0.4677288117262971,0.4837621008255487,0.5024733036837509,0.4494626980246914,0.453679724771846,0.43323868766378165,0.4470525070976363,0.4790745629286318,0.4903465724538806,0.48866795336195495,0.48485577218963577,0.5118568465194953,0.47944430416450545,0.4514417527052714,0.4871891590680248,0.46477689194467803,0.4690414700484752,0.4792334438428571,0.46634650432491076,0.4796843449522259,0.49247102910793783
CONDUCTANCE,batch_size_50,0.0758265682315,0.0159636196313,0.10039883130174213,0.09717972451205033,0.09009576497931386,0.06931017587508682,0.0764364492119033,0.0754717633832058,0.07223823481258146,0.08303164468130339,0.0520767249167607,0.10110395386312092,0.10250292336078522,0.09359886143402664,0.06447161453929304,0.04719923038294592,0.05486118267852528,0.05859085596016583,0.07296950909950818,0.08043115975446169,0.09609597146929044,0.06596543755321722,0.09605729108451107,0.05926111062583625,0.0707510009101046,0.05462600484948202,0.07014654735663595,0.0685632735588473,0.07705098435091724,0.07258647392215639,0.07060930063300858,0.05872978850891162,0.09828342702999594,0.07519614069610794,0.08177887495008572,0.07216681351860332,0.07741455314219522,0.07247603007440347,0.0706923601176232,0.07511260097303109,0.07269803375973288,0.06899610429618024,0.06567148476381061,0.09081047039243044,0.0926857836524372,0.04944180108142814,0.07654738796611159,0.08898259166900578,0.06142739769527919,0.07625903016999529,0.06868603838838995,0.05075988321301522,0.08446318247589389,0.0742841028350932,0.08176741237424198,0.07756473682090415,0.0746544404758747,0.05341174194355199,0.07204820982075878,0.06327007660622637,0.09329057190002052,0.06189626722566091,0.08767191787771896,0.060831250259457056,0.07769733203611447,0.07223413107101684,0.10144562982810167,0.0852550375767368,0.0957888504111281,0.07895550762736551,0.05918977550614875,0.08003373879423155,0.11331990817797805,0.10914459229584458,0.09615996392864594,0.07967667007874228,0.06373172920295708,0.05946694359952561,0.07442764927405233,0.0733289064745792,0.10866761305423327,0.08488394993184195,0.07027638735652317,0.07145503961588821,0.05658931298538626,0.11283421890334723,0.07601259357227536,0.06578506917825656,0.06654007344293274,0.06063038891848633,0.03525932486812173,0.0708852264288441,0.03936566258163177,0.09895116709828207,0.08933003533555957,0.09464163509043078,0.08792265903186822,0.07885471952580131,0.07962378622003514,0.08212182140592245,0.05374473317471137,0.05477253181402577
MAXPERM,batch_size_50,0.413602772847,0.0406910260452,0.405083024911032,0.4053357974276527,0.4308703873239436,0.36404455218855214,0.3476468650519032,0.4293615735294118,0.41910351485148517,0.4693922549668874,0.4513596139705883,0.4414246879432624,0.41460062068965514,0.43240778073089703,0.39995965614035084,0.4810986699669967,0.4527753180212014,0.444895103202847,0.43163191756272407,0.42333420071684585,0.4600438260869566,0.40233451916376306,0.3548205431654676,0.4253306838235295,0.2760457211895911,0.33581330526315795,0.36661045161290323,0.4752684326923077,0.3816135625,0.4206651821305842,0.4463337738515901,0.4298633851590106,0.4040516013513514,0.4825980196721312,0.4072810918727915,0.39398653818181817,0.41068590996784565,0.41359164492753625,0.47385074999999993,0.3466413462897527,0.3945032229965157,0.5217087923076923,0.42505068387096767,0.3908267667731629,0.34693737241379313,0.4201509432624113,0.4366279416666667,0.4241931025641026,0.3614969716312057,0.37624483512544804,0.37218976470588233,0.4874271378091873,0.4359534554794521,0.3384060247349823,0.40709337037037036,0.4085903923611111,0.4232479616724738,0.41375938059701495,0.39670135357142855,0.3817296216216216,0.395640825,0.416312575862069,0.3629652596491228,0.4346771870748299,0.384787,0.3851572688172043,0.3558814059405941,0.42808166784452295,0.39765152499999995,0.4523794779661017,0.3912143035714286,0.4494409348534202,0.42669448543689326,0.437909201320132,0.4062537697160883,0.4062839306569343,0.42237249504950497,0.45747028664495115,0.33414330960854094,0.43037760507246375,0.42018781184668996,0.4361131214285714,0.3905593214285714,0.4812902525252524,0.3505585738831615,0.4259507355072464,0.3510856097560976,0.41532035211267604,0.43490166666666663,0.4394177824561403,0.45177071999999996,0.429632143382353,0.46013913284132835,0.44201970608108104,0.44259907719298247,0.42970259523809523,0.45083829328621905,0.42649715000000005,0.4016607424242424,0.3420452051282051,0.4793293564013841,0.36836849637681157
RBSE,batch_size_50,0.000493579925193,0.0012245628959,0.0035587188612099642,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003436426116838488,0.0035335689045936395,0.0,0.0,0.0,0.0035335689045936395,0.0,0.0,0.0036231884057971015,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003676470588235294,0.0,0.0,0.0,0.003703703703703704,0.0,0.0,0.0037313432835820895,0.0,0.0,0.0,0.0,0.0,0.003401360544217687,0.0,0.0,0.0,0.0035335689045936395,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0033003300330033004,0.003257328990228013,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0036900369003690036,0.0033783783783783786,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_50,0.122233802836,0.0486972959437,0.164559810602,0.0961744005371,0.0900441548862,0.176837664026,0.0900357672211,0.0674235351923,0.138251089495,0.108987617864,0.068851570625,0.224043032613,0.104317993546,0.113649546036,0.0953156978261,0.0454572983296,0.103080907915,0.128485504678,0.073824803367,0.132290130023,0.0924538178133,0.160770524786,0.233693663447,0.112601934871,0.0586180082775,0.109140841911,0.115989655988,0.123412867064,0.184859091377,0.109340529923,0.111745714473,0.138117877479,0.124859491519,0.0769578180728,0.0933273031314,0.0765069712206,0.255717347314,0.126672026013,0.0997297570665,0.138612398268,0.0924869802843,0.0554811379491,0.0644084499599,0.203134751701,0.183248579086,0.0476957828923,0.134148927994,0.162380353942,0.0888161725664,0.140709775608,0.0856446572495,0.0846557959904,0.136797612441,0.0747385531339,0.151878369667,0.186972593767,0.0941634388463,0.119080001919,0.178655625989,0.0851532749826,0.155233332747,0.126956392286,0.074034984573,0.120174656563,0.116057878137,0.254158932211,0.105975988922,0.146308134543,0.146609823248,0.101901816177,0.0899826005471,0.0759233398449,0.220803561745,0.13882697052,0.214820074418,0.133517013277,0.105693645324,0.0651881174212,0.0915374984147,0.144641420382,0.142336516752,0.0810228518921,0.157831543069,0.129905060179,0.299369924993,0.153710007716,0.0561462160255,0.102054663551,0.116777474497,0.138840245842,0.0423688349086,0.047540240885,0.122457276894,0.190411066515,0.140722652973,0.129547063139,0.141696669537,0.100611254351,0.0790580833224,0.0835183194927,0.107623236321,0.0964758986642
FSCORE,batch_size_50,0.248292313996,0.0729157397104,0.202411305145,0.359353746872,0.217138967841,0.233521279818,0.181111856507,0.155110944786,0.262297799645,0.333211983403,0.315781470274,0.242659311673,0.352084326937,0.202221611291,0.187519178717,0.238686171105,0.104877775044,0.378004230943,0.293225165431,0.286058187558,0.242903209824,0.356086962297,0.165285726881,0.131395273357,0.250622501858,0.142125188813,0.273001031486,0.257447508,0.0839305944059,0.142969819093,0.229292314863,0.316505251971,0.283060583594,0.25758665601,0.269828854039,0.142071507281,0.27446675369,0.107675824205,0.291219274498,0.188916461539,0.316368582798,0.167467356771,0.305601007863,0.164755567038,0.294672908202,0.37266549368,0.256470603592,0.219999378892,0.267431999732,0.229931351655,0.200236137089,0.265239190598,0.303264880561,0.202047307378,0.291233647651,0.17183595946,0.232000472905,0.240719779843,0.277864616098,0.324101573214,0.248406846422,0.33316166592,0.306871613409,0.389028019442,0.276462723711,0.112250262914,0.265737197921,0.268462056048,0.272925170068,0.153570214423,0.27341985829,0.239664358474,0.177648684372,0.203713262554,0.185293550892,0.164262316962,0.372177777228,0.172336704955,0.122880655438,0.34217680073,0.353602670814,0.228294565631,0.209997623115,0.31583680836,0.174666351377,0.315039696824,0.220391868531,0.146989452084,0.218083725679,0.239281022534,0.236492309859,0.175883678454,0.224901159726,0.376340348829,0.307276252962,0.342680478965,0.242791819857,0.386699068725,0.326425661227,0.259039146489,0.207922563033,0.384570960624
FSCORE_IMPROVE,batch_size_50,0.140135736809,0.0815189230365,0.307926503957,0.0497113311403,0.119221979267,0.188954017264,0.139139180152,0.212609498361,0.173542881334,0.044082769748,0.069094218475,0.155494311045,0.101265570596,0.162742110903,0.148048139963,0.118994177899,0.232492348023,0.010935189421,0.0968446281662,0.0931808887663,0.0824194896246,0.146747719381,0.271897166119,0.211860490415,0.0797958082575,0.227144321786,0.0992061781604,0.102144022297,0.381336122129,0.267117462615,0.127408513356,0.0908720587006,0.1827484931,0.101882815381,0.119474039861,0.219651916885,0.226046291203,0.240315561472,0.118773577135,0.215977461561,0.0940652967686,0.240564005806,0.0052927405035,0.224961582237,0.111967545639,0.0,0.0520833333333,0.186744031864,0.0797362637458,0.142538049971,0.172213410912,0.122072417542,0.1204659843,0.1513759037,0.117079899365,0.252632375002,0.112098848252,0.173953484035,0.0706247239531,0.0291500488376,0.194155230493,0.0766052477447,0.134082391117,0.0,0.101503759398,0.248732840004,0.0552472735696,0.164285608273,0.147798066595,0.215950055355,0.121155759553,0.10435821154,0.289380548923,0.134771835873,0.331458268618,0.185571086036,0.0,0.133026236315,0.208709794354,0.0589895581825,0.0849173183634,0.149949352521,0.145917740543,0.0560792528585,0.418241282365,0.12997414686,0.174995619086,0.171204302946,0.186369665993,0.143053965495,0.108949124027,0.130350321066,0.234430303487,0.0643584269637,0.0465985106652,0.0554468362688,0.0898204612356,0.0,0.0323322081935,0.0827864241236,0.155351279178,0.0499461670257
Mode 75
Mode 75 Iteration 0
Mode 75 Iteration 20
Mode 75 Iteration 40
Mode 75 Iteration 60
Mode 75 Iteration 80
Average Elapsed Time = 15.9538222027
CUT_RATIO,batch_size_75,0.0984470236625,0.0213751508367,0.115,0.112676056338,0.0919732441472,0.088520055325,0.106666666667,0.0858895705521,0.109418282548,0.122913505311,0.106032906764,0.0599675850891,0.100864553314,0.106936416185,0.145390070922,0.0706051873199,0.0950819672131,0.107078039927,0.0868852459016,0.125850340136,0.119845360825,0.0912052117264,0.0794701986755,0.0874524714829,0.0931174089069,0.0727848101266,0.0754098360656,0.0964673913043,0.104273504274,0.123630672926,0.106060606061,0.0694980694981,0.111801242236,0.103896103896,0.101200686106,0.139717425432,0.0802005012531,0.0909090909091,0.110953058321,0.0692567567568,0.112054329372,0.0825688073394,0.08984375,0.130490956072,0.10081300813,0.0902896081772,0.0724946695096,0.145328719723,0.10960960961,0.102893890675,0.072,0.0658105939005,0.119873817035,0.0818330605565,0.0797227036395,0.0647709320695,0.143511450382,0.0939226519337,0.0849673202614,0.0639147802929,0.0685358255452,0.126696832579,0.123966942149,0.123824451411,0.103715170279,0.0725925925926,0.121604139715,0.1216,0.0952380952381,0.115141955836,0.0713224368499,0.110481586402,0.0914051841746,0.105485232068,0.0934844192635,0.0884476534296,0.0814479638009,0.0628571428571,0.125208681135,0.0925619834711,0.102831594635,0.128289473684,0.10777385159,0.0914826498423,0.108308605341,0.0967184801382,0.059375,0.0804597701149,0.118980169972,0.143103448276,0.118918918919,0.144465290807,0.10766721044,0.0974512743628,0.0665610142631,0.0890937019969,0.0852459016393,0.0751879699248,0.0989399293286,0.0723104056437,0.0787269681742,0.105577689243
EC,batch_size_75,61.84,15.3653636469,69,80,55,64,72,42,79,81,58,37,70,74,82,49,58,59,53,74,93,56,48,46,46,46,46,71,61,79,63,36,72,72,59,89,64,53,78,41,66,45,69,101,62,53,34,84,73,64,36,41,76,50,46,41,94,51,52,48,44,84,75,79,67,49,94,76,58,73,48,78,67,75,66,49,54,44,75,56,69,78,61,58,73,56,38,49,84,83,66,77,66,65,42,58,52,40,56,41,47,53
TCV,batch_size_75,87.48,18.2441661909,94,98,81,87,97,67,107,117,86,55,92,110,123,71,76,85,80,112,123,83,72,70,73,72,70,97,96,102,85,61,100,103,86,113,88,77,103,63,94,60,86,133,85,76,54,102,92,87,57,67,105,73,75,64,127,72,76,75,62,113,107,116,92,68,106,110,81,102,73,105,98,112,90,71,83,74,107,82,105,106,84,89,75,82,64,71,117,110,96,115,91,89,65,79,79,64,69,58,71,82
LONELINESS,batch_size_75,0.785463403408,0.0140307546344,0.786839410017,0.797880025429,0.78873830218,0.792392848191,0.787225275246,0.771248481654,0.80941773631,0.792525316957,0.785214493552,0.789943775998,0.802776048987,0.785557291341,0.760182251935,0.79984388668,0.794067565706,0.765464590557,0.786819025126,0.789020381964,0.812684794254,0.800291565001,0.798360729302,0.773097472506,0.74274017245,0.777401977388,0.781271685005,0.811272968028,0.770886475938,0.774205767269,0.77903517003,0.76000518628,0.791217244437,0.801424495431,0.777301397634,0.781547603013,0.798885648485,0.780380309669,0.792337417571,0.788586206697,0.76446475861,0.793745457964,0.8024658805,0.795124722037,0.781795309287,0.784269771251,0.768496492303,0.780127163932,0.789620234323,0.77197408887,0.759799947476,0.783212291632,0.783395795648,0.782064582364,0.793211056713,0.790375328532,0.787154637563,0.76775425255,0.788458272654,0.800936691611,0.788322901488,0.780048399072,0.762728240074,0.781629084783,0.785341042675,0.798374858571,0.814195345306,0.786273859678,0.790511883627,0.783630457102,0.793248867634,0.807927869085,0.796745753451,0.800172435057,0.796032362548,0.774968134647,0.785101064418,0.808434455338,0.765698688687,0.782404553161,0.802242230074,0.785617939032,0.771675003987,0.789220317341,0.777303242571,0.78474506813,0.790385516355,0.801782200267,0.794431678054,0.760310222345,0.763062010885,0.767763329358,0.792779659509,0.794635213333,0.78969351372,0.794085099925,0.794899367121,0.764014192212,0.790290945999,0.769876052261,0.793600963065,0.745598588789
QDS,batch_size_75,0.46280955044,0.0302634041694,0.46631623600997474,0.40980510353956284,0.492748850138638,0.3852184066401833,0.44380464534771863,0.5087824099387995,0.4719073839929497,0.4618578594569124,0.4473929433900364,0.4835949671993801,0.41885883057378454,0.47161559913901274,0.4634347827155503,0.46926480442744983,0.49523530166954444,0.4741082798823099,0.4775920653272566,0.48576906890240423,0.49531380418284693,0.4473775104822392,0.39354813048614185,0.49780174922904136,0.4469835200325453,0.45150525055118457,0.47591445066703436,0.452144163520809,0.4668630562443243,0.47771910836199905,0.49997573060086403,0.4484692792984874,0.46818111949119184,0.5172129735692296,0.4753306158837294,0.5200471330997958,0.39403518031689083,0.47792413183453397,0.47582806810921036,0.4169282166179863,0.4694154310233747,0.5064540874706971,0.41405831640532126,0.4612993526955771,0.4565755771150863,0.48068277473407783,0.49304149668881414,0.47011570061576363,0.4374571207522333,0.49719646404383405,0.4571575300212384,0.4929562765457557,0.4452999633708244,0.46237714001269786,0.42793294537687465,0.46781427961266037,0.43746771053990835,0.4879527161969968,0.46077272564617555,0.4176077788731741,0.4203256353575435,0.5176934305103095,0.4770561144403956,0.4753205122793736,0.4437944877370472,0.40477699178718396,0.45085899005212987,0.4497712075780723,0.4202813013814037,0.448401601617843,0.4431498265234716,0.4712159998066776,0.4532868404892242,0.4712505008334707,0.45860884798888124,0.44474944447292153,0.4681246563170667,0.42769715188488167,0.447286282763945,0.48701044750184763,0.4024353222877447,0.48309598014118904,0.48068424847856944,0.47867612720785746,0.43746228607355137,0.45809592869965843,0.4168127145397837,0.41294461248120284,0.488638675833413,0.5036122203349819,0.5231513509658267,0.5250339800348169,0.49688570008338623,0.45303276322069985,0.4465876959985359,0.45846158580050356,0.4626202424575321,0.492836721365592,0.46912160230405514,0.482371877615657,0.46314504603223,0.4945419721337362
CONDUCTANCE,batch_size_75,0.0786771212918,0.019146856843,0.10572833699829043,0.08276471583653804,0.09718370661095228,0.08670262457271707,0.09822273463520695,0.07142043632248184,0.06564090959231747,0.06784289065195394,0.07141093676637313,0.08369385291398011,0.06445337550654573,0.07411357753319614,0.05571109979574928,0.09142993028078032,0.047077699942960544,0.04166337926105823,0.07894983535955709,0.05767659220833577,0.07848824419678288,0.06529832823009825,0.10780612687431763,0.08421946713294615,0.09269010899368063,0.07543621643854817,0.0805870199597736,0.09117843836656246,0.06268063243500192,0.0688046069268235,0.0773551156856947,0.06367919424333501,0.0751247687253324,0.07970713361313925,0.09420285153334143,0.07713639966749437,0.0719478229163844,0.06465053622918018,0.060043634339531964,0.08611776660879167,0.07373464611445356,0.06717690105544345,0.09515391896123677,0.10160480043496004,0.10392248595587612,0.10324371696961364,0.034803884572670314,0.07857196843763618,0.09767933187462642,0.056520573168960746,0.08225417282787897,0.06969739052111426,0.0744957200178563,0.07561215998434569,0.08200686200279007,0.06800664872223523,0.058707286666338246,0.08135037254857812,0.06298044987489658,0.08976801357792198,0.08454634009343012,0.076897104802124,0.06694055825213693,0.05469891296672958,0.09144926184225999,0.0961413799759957,0.12399488045143492,0.06212692565710726,0.09902508495635186,0.12769609017814393,0.0650481247373386,0.06875009414267437,0.11015471071300734,0.08264824029314301,0.1100199064006392,0.06476871915983151,0.06906566977742902,0.08241671372215412,0.044880976853973645,0.06831198756514438,0.10222436481960563,0.04984025717587664,0.06622122570431413,0.07359337200625607,0.08543510691692723,0.10334512885084997,0.11309150457590735,0.10543809652885888,0.10798474813111113,0.04781145257352345,0.06820823958171378,0.02919179695691709,0.04054077165888623,0.08620771874618403,0.110984407280296,0.09596925749473566,0.09605331787909156,0.08432922310779485,0.08035211368751832,0.07562155034902956,0.06490991958937914,0.07464452082687507
MAXPERM,batch_size_75,0.409662593506,0.0411790772017,0.4384946654804271,0.37501278456591636,0.44290327112676053,0.34542850505050504,0.34856655017301036,0.43801274999999995,0.42333452145214523,0.46891758609271517,0.41171416176470593,0.4416958829787235,0.42044295172413787,0.42631462458471764,0.4261104561403509,0.43464080858085813,0.44729344169611307,0.42471783629893234,0.444486458781362,0.41202775627240146,0.4959286583850932,0.43109289547038326,0.3458772769784173,0.381466544117647,0.2924023234200744,0.3422787403508772,0.3807452473118279,0.449312875,0.4133663402777778,0.4324253195876288,0.4412462685512368,0.42198301413427564,0.3724755608108108,0.4707358524590164,0.40912723321554767,0.41863526545454544,0.40197752411575566,0.41910037681159423,0.43091192000000006,0.3439809681978798,0.38832697909407665,0.5211810538461538,0.4168280258064516,0.38869285942492016,0.31172424827586204,0.3726412659574468,0.45236154999999995,0.45726013919413916,0.3655475638297872,0.38822089605734766,0.3581665661764706,0.4723522084805654,0.39048400000000005,0.3665413604240283,0.41953667037037035,0.4084052048611111,0.4207906271777003,0.4004059402985075,0.4152740035714286,0.3846121858108108,0.3316269357142857,0.4568737551724138,0.38644098245614034,0.45379984013605434,0.3821233392857143,0.38225798566308244,0.36710739933993397,0.3837894982332155,0.4020355357142857,0.38131053220338984,0.36768251428571436,0.43853050814332245,0.41601102265372175,0.44080192079207925,0.4078811261829653,0.3669410802919708,0.41560092409240923,0.4723618208469055,0.39681017081850534,0.42349731521739126,0.3668717177700348,0.4655363321428571,0.4286770464285714,0.46827768350168353,0.32915293127147766,0.4367504275362319,0.3221047526132404,0.37557896830985915,0.44852787301587294,0.4347575298245614,0.4331123927272727,0.47111825000000007,0.43745860147601473,0.4264988074324324,0.4156274035087719,0.4116001700680273,0.4028639540636042,0.4240220428571429,0.4080405946969697,0.36722060805860807,0.46315475086505187,0.3912837391304348
RBSE,batch_size_75,0.000662402069218,0.00136877579567,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035087719298245615,0.0,0.0035335689045936395,0.0035587188612099642,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003472222222222222,0.0,0.0,0.0,0.0,0.0,0.0035335689045936395,0.0,0.0,0.0,0.0033333333333333335,0.0,0.003484320557491289,0.0,0.0,0.003194888178913738,0.0,0.0,0.0,0.0,0.0035460992907801418,0.0,0.0,0.0,0.003424657534246575,0.0,0.003703703703703704,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003401360544217687,0.0,0.0,0.0033003300330033004,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003484320557491289,0.0,0.0,0.0,0.003436426116838488,0.0036231884057971015,0.0,0.0,0.0,0.0,0.0036363636363636364,0.0,0.0,0.0,0.0,0.003401360544217687,0.0,0.0,0.0,0.003663003663003663,0.0,0.0
NMI,batch_size_75,0.133140378422,0.0504164171488,0.243496292778,0.180421107081,0.0647790716795,0.20170135226,0.151828852052,0.179481565219,0.219355717714,0.075900407945,0.104639783198,0.173384806903,0.160268561739,0.072629023814,0.128424488012,0.0959115214175,0.125630415364,0.0495095184266,0.0962199212177,0.095652368864,0.102066199144,0.170321300155,0.215723933963,0.117743045542,0.247769853572,0.133907270298,0.152685297686,0.0974714657212,0.0287949534051,0.0857398929376,0.0867743948508,0.0730914451495,0.147943025222,0.0753228668123,0.182085521947,0.0438970851306,0.155217092933,0.123378279179,0.0716116339597,0.137923355632,0.121565514391,0.100420646192,0.131551379339,0.0671300842225,0.113910021446,0.19575679707,0.237549463961,0.16720025348,0.210986162836,0.0978913611858,0.138334135984,0.173225987553,0.0966767329192,0.0986042258259,0.2283738553,0.136790940626,0.0998524129625,0.175941512517,0.208147233712,0.133723140104,0.125327645557,0.0730062205242,0.113118593649,0.146495504882,0.180525099405,0.119583397277,0.129589731081,0.130979377656,0.152555053835,0.214843646196,0.142246990591,0.0978015459523,0.166317130286,0.0935297442917,0.145548022386,0.064094670861,0.17139916089,0.118879109811,0.105977949034,0.132322426903,0.186080751704,0.106632149873,0.15637665448,0.0940500143894,0.178568054754,0.100342837809,0.214198307051,0.165513657831,0.0585532806244,0.0764290385997,0.106648408783,0.0582208882147,0.0375659512651,0.0879234039334,0.207442943209,0.124037714739,0.162647127238,0.115581273753,0.129954676334,0.239734677414,0.121155480567,0.15990497806
FSCORE,batch_size_75,0.256252838236,0.0807667734283,0.229289529497,0.282924057541,0.248637074975,0.397034775349,0.220797575639,0.148043128615,0.313534142112,0.217476165159,0.297305441189,0.319211106617,0.384042510642,0.27775006242,0.200508558479,0.187214036506,0.241386374123,0.206384522212,0.264468030407,0.193172285657,0.312190136327,0.407491196665,0.121784211667,0.252333504229,0.335098125822,0.283350582128,0.29296879872,0.325447320918,0.309159762833,0.270345123498,0.212407396385,0.332235785416,0.218136110041,0.281429108366,0.412458532745,0.176913995096,0.199549890415,0.311027186237,0.193182138011,0.315370195215,0.213284515191,0.160403259909,0.220707112668,0.149286598705,0.233670511052,0.442465785637,0.0912855948183,0.400071285223,0.151092035527,0.426957300656,0.238257548906,0.332491402133,0.299766309381,0.305424354172,0.365248832849,0.141625606664,0.265455410875,0.210996148959,0.325276005489,0.138910504096,0.188042308001,0.193656806939,0.233488949248,0.241323786531,0.421659246373,0.33710346574,0.266383260029,0.265616596207,0.288243963066,0.202282416819,0.176710534425,0.325948632055,0.327604596623,0.295017927428,0.185023899909,0.182589708272,0.190129399879,0.306841390937,0.201793609838,0.250079973677,0.167188662893,0.191255615154,0.231584926461,0.280159824475,0.166234015682,0.24011481352,0.246522100181,0.474315044642,0.274447116091,0.296064406807,0.182329014606,0.353464633459,0.225380864766,0.155118754195,0.136631965027,0.244257434301,0.131761738303,0.109953211539,0.320619617225,0.160442798781,0.301977383706,0.351184809055
FSCORE_IMPROVE,batch_size_75,0.14578060636,0.0851490666397,0.309373211605,0.101948174768,0.125976134585,0.128141920708,0.151625134187,0.24891862008,0.219771140994,0.0754447281708,0.0892784831611,0.144214130323,0.00682033646448,0.104681874414,0.154638249477,0.188496138076,0.120675947491,0.179063597587,0.0462813378875,0.176927949667,0.114790371992,0.116317106535,0.357671948126,0.242120467049,0.238064950097,0.205362585155,0.198425792186,0.0627699840845,0.0163641909615,0.0971275986889,0.126250969843,0.0374639755555,0.248773609461,0.11540655483,0.133108422954,0.125885001722,0.257192894737,0.0363344248243,0.133714453576,0.130779734552,0.209593131189,0.17134286636,0.131259920436,0.165691689241,0.117095484397,0.0180922125953,0.315873177782,0.0644474270428,0.265854062565,0.0,0.0802975938985,0.154085238336,0.0753981091594,0.0450084824399,0.114438073427,0.185523099,0.104622382975,0.218634357015,0.190780141844,0.334903466305,0.188360636136,0.145481051794,0.0984638089268,0.200545993013,0.0,0.0870179432318,0.0775969567984,0.115973560399,0.10889434581,0.139493894319,0.235771064391,0.0447375726843,0.156177922513,0.0866622696551,0.166527783986,0.14231676356,0.232797082037,0.0806124635693,0.176920317527,0.0969108628421,0.339523182495,0.163369269305,0.138943302446,0.0539218622623,0.246113821968,0.123336226533,0.205484411059,0.0,0.0719658119658,0.0661940238725,0.243872214287,0.0261667508533,0.0600896914321,0.217451858125,0.32149345782,0.137269193392,0.23578832059,0.298602215375,0.124168605187,0.330372806172,0.0165832024756,0.0469450526535
Mode 100
Mode 100 Iteration 0
Mode 100 Iteration 20
Mode 100 Iteration 40
Mode 100 Iteration 60
Mode 100 Iteration 80
Average Elapsed Time = 15.8167132163
CUT_RATIO,batch_size_100,0.0948137078484,0.0207036781205,0.11,0.123943661972,0.11872909699,0.123098201936,0.077037037037,0.0940695296524,0.113573407202,0.104704097117,0.120658135283,0.0486223662885,0.108069164265,0.102601156069,0.0992907801418,0.0835734870317,0.0852459016393,0.0671506352087,0.0885245901639,0.0867346938776,0.106958762887,0.099348534202,0.0943708609272,0.0988593155894,0.0931174089069,0.0664556962025,0.0737704918033,0.0815217391304,0.0547008547009,0.10641627543,0.104377104377,0.0714285714286,0.13198757764,0.0981240981241,0.0943396226415,0.0847723704867,0.0751879699248,0.082332761578,0.113798008535,0.114864864865,0.0831918505942,0.0660550458716,0.078125,0.078811369509,0.0861788617886,0.0971039182283,0.0554371002132,0.0951557093426,0.0945945945946,0.104501607717,0.086,0.0609951845907,0.108832807571,0.0572831423895,0.100519930676,0.0742496050553,0.123664122137,0.097605893186,0.0816993464052,0.0852197070573,0.11214953271,0.0618401206637,0.104132231405,0.114420062696,0.111455108359,0.136296296296,0.0776196636481,0.1216,0.0985221674877,0.160883280757,0.0995542347697,0.110481586402,0.100954979536,0.126582278481,0.0920679886686,0.110108303249,0.0723981900452,0.11,0.123539232053,0.0892561983471,0.119225037258,0.0953947368421,0.0918727915194,0.0914826498423,0.0593471810089,0.0967184801382,0.1203125,0.0673234811166,0.104815864023,0.115517241379,0.0900900900901,0.0863039399625,0.0587275693312,0.0944527736132,0.0570522979398,0.113671274962,0.122950819672,0.0996240601504,0.0883392226148,0.0740740740741,0.0770519262982,0.105577689243
EC,batch_size_100,59.65,15.2750613747,66,88,71,89,52,46,82,69,66,30,75,71,56,58,52,37,54,51,83,61,57,52,46,42,45,60,32,68,62,37,85,68,55,54,60,48,80,68,49,36,60,61,53,57,26,55,63,65,43,38,69,35,58,47,81,53,50,64,72,41,63,73,72,92,60,76,60,102,67,78,74,90,65,61,48,77,74,54,80,58,52,58,40,56,77,41,74,67,50,46,36,63,36,74,75,53,50,42,46,53
TCV,batch_size_100,84.51,18.47457442,91,114,99,110,75,71,109,107,103,46,104,104,84,78,67,58,71,79,123,81,88,79,68,65,66,85,59,98,94,56,116,87,70,73,77,73,107,98,71,54,86,91,81,85,44,75,80,92,64,55,95,54,90,75,101,69,71,91,95,64,90,108,96,96,88,109,83,131,78,110,92,124,96,90,75,116,102,76,111,78,75,90,56,83,108,63,105,87,73,71,56,87,58,100,105,79,71,65,71,83
LONELINESS,batch_size_100,0.786317947675,0.0133198472354,0.788152849184,0.794634388862,0.781885419183,0.79316444993,0.7912107853,0.771819418919,0.808433052216,0.796013085251,0.779922961951,0.790985401592,0.797525976514,0.785380771996,0.770939140568,0.801507919295,0.798740187879,0.772514923966,0.788955955238,0.793211568326,0.812499667378,0.800754854959,0.794457271988,0.767904896722,0.745706539761,0.780299529097,0.784196436735,0.814222419563,0.78045333539,0.77756279035,0.776286443724,0.761154761659,0.787964902308,0.80420972882,0.777968447869,0.788166321422,0.80384205153,0.780396638803,0.79369537661,0.783772227357,0.771771426554,0.79374840791,0.801893389442,0.798744942519,0.782559537437,0.780393228637,0.771128799142,0.782850253265,0.795092269884,0.768237975388,0.758120711824,0.784210469547,0.791811365778,0.785432982448,0.791658848891,0.78896493604,0.791075836144,0.76694648733,0.790568648771,0.796106209349,0.785887636609,0.786600907133,0.767823428722,0.786960665291,0.783318471557,0.795686949853,0.816882256361,0.787083579225,0.791383572461,0.77975614276,0.792758707569,0.804925684615,0.798413745696,0.798893794929,0.795423564356,0.771479328156,0.787013764288,0.801024509086,0.764775151405,0.7829904572,0.802464425854,0.787479841178,0.773290212769,0.786484320774,0.779832762612,0.783903075974,0.783249125408,0.800612471302,0.796531919912,0.763066321837,0.771156073281,0.782266558083,0.798908892031,0.794603828837,0.793155725922,0.793809818045,0.790477153466,0.758297932644,0.788619745006,0.770750260608,0.793476696467,0.748445663704
QDS,batch_size_100,0.45919315208,0.02908733693,0.4527293486167535,0.44293362843177,0.5289812957014297,0.38216294691698344,0.4226382014628303,0.5164705573413456,0.46289895661755365,0.4387958732369609,0.48211620960190943,0.4802093994988711,0.42334621338911915,0.5014118350631599,0.44834709955473384,0.4635896558743015,0.4745040246303002,0.47942569407072183,0.4860229669668072,0.45007372962921344,0.5024772891938633,0.45490532129404515,0.41611536972410945,0.49898815560262927,0.43171713929861805,0.4279519580626512,0.46920239045535234,0.455359210483665,0.4361278975108552,0.49506163666799075,0.49585898866738093,0.4606784999268951,0.451385710682642,0.5185732454224931,0.44888039068622115,0.48747519279483187,0.4070657988103818,0.49590430983413814,0.4766979398168843,0.46546680442281035,0.4567018748680108,0.4960522338301572,0.41024705633544134,0.4194262521030128,0.42282858332723783,0.4665128788599816,0.5102343508026068,0.4434825735729475,0.4304555994204918,0.49565420744723215,0.4604633108737971,0.4751359450413541,0.44440209320987123,0.40820264828591274,0.43841949046222234,0.4713959088888458,0.43515698974615824,0.45608970520656217,0.4261643972763614,0.42293408156244305,0.44451811420334214,0.46536338286340495,0.4477173525511421,0.4891137985294776,0.437405748477562,0.42451509803276455,0.4409645907234302,0.44745018269743636,0.3849206337642056,0.4862260825618333,0.43924227751089406,0.47574554408480424,0.4555745936271134,0.4709343460466471,0.4691182548097221,0.4702116645261766,0.46601266877780934,0.48357074778711523,0.4319826546089383,0.4569988262072363,0.4537318882914754,0.45579899960719045,0.4496850955953299,0.47980284475361495,0.45467011570022875,0.4508420138371174,0.44789319399421423,0.41616270369295366,0.46790155144418905,0.463832934823865,0.4989141266988214,0.45387136550726126,0.44115535720922916,0.4780470601937211,0.4232340520492061,0.470970421527407,0.49892821997263365,0.5012030268840919,0.45576556128096346,0.502402010874991,0.44868808271833815,0.49571695183921843
CONDUCTANCE,batch_size_100,0.0790716554309,0.0186378067155,0.09321062554128182,0.06705260289631886,0.06562434739063615,0.05278945892923094,0.10369037698741695,0.06612369255040218,0.0489669899113032,0.08114502630456417,0.07084520863589025,0.11257027308928558,0.05428790076007626,0.08741708812916038,0.0998976848954039,0.08175096945175163,0.06759801173559317,0.08423243500561896,0.09732830011885064,0.09773889630949664,0.08431719789398716,0.06175476413932022,0.07465849647697975,0.06599044256554634,0.05958145277033795,0.08650528478951655,0.08617499923127561,0.0932825552454712,0.08098888520708508,0.06527110103749678,0.05590636765655594,0.06475837955636903,0.06950364702828085,0.10098033567486023,0.09191048721245618,0.0997618070724094,0.08937484165217038,0.07463500707106953,0.0816364138808447,0.06784062177898902,0.09598276685974981,0.08581425915336083,0.08289545213743721,0.09775481238201007,0.1159659938489453,0.07737676956070341,0.06186380277497409,0.07607975330181938,0.07747675678521806,0.08226548011312604,0.0736526405333087,0.05260694437794838,0.09029411009092131,0.09324546592543241,0.06305180325561005,0.0574316100387556,0.11344338952465982,0.05864066161485237,0.07123527558893673,0.07881260695064699,0.06803013723018331,0.06981638156023438,0.062281089396628166,0.06415086159419563,0.07691496136627334,0.05863563652688195,0.13526455271280732,0.09208518674391929,0.06867231198853967,0.09874293942627617,0.04096754618886409,0.06110381517494325,0.12766707443760789,0.0646694618321701,0.0961937904325807,0.060815934349320075,0.09137604131752772,0.08114099194866328,0.05952832304127519,0.08332190644769426,0.13164405295749085,0.06248609019675693,0.07026999188312207,0.08112990037790653,0.09590311172757114,0.08887662639242129,0.061130868469787415,0.09925414840799951,0.09576431138182859,0.059727572007294366,0.09181181639654168,0.06360168822041892,0.054873637466250035,0.08118571909864523,0.11641900464231009,0.06828504402185649,0.09026251076413862,0.071005429381649,0.060650552933656836,0.06460653342569678,0.08914720568753394,0.05475745213139816
MAXPERM,batch_size_100,0.408373819959,0.0373250698987,0.407355743772242,0.4004145434083601,0.47743277816901414,0.3505405589225589,0.3313419965397924,0.4363603235294118,0.4068041122112211,0.43279055960264906,0.419437625,0.4199789255319149,0.39528455172413796,0.44287400996677734,0.3843935684210526,0.4356971353135314,0.4468644310954064,0.4384072206405694,0.43336470609319,0.4009766379928315,0.4980715434782609,0.4017332961672474,0.37129668705035973,0.43749734558823533,0.3155021301115241,0.32312791578947364,0.37963563082437274,0.4395972083333334,0.3995887847222222,0.4526714742268041,0.4276462508833922,0.4124019222614841,0.38818175000000005,0.47675208852459017,0.38034557597173146,0.3918527963636364,0.3977432765273312,0.39733082971014494,0.4298929566666667,0.39861557950530035,0.39014558536585364,0.5025763346153846,0.41658298387096776,0.361435875399361,0.31901250344827586,0.4151970354609929,0.43510747916666664,0.4253805641025641,0.384596670212766,0.41785195340501796,0.3820948125,0.44657570318021206,0.40253153082191784,0.3440485901060071,0.4159582444444444,0.41307405208333337,0.380668243902439,0.39110860074626863,0.4226857392857143,0.39928789527027025,0.3829840285714286,0.4041360034482758,0.3436302105263158,0.4540464761904762,0.3921498821428572,0.40746913978494625,0.3680282508250825,0.4202073568904594,0.37155075,0.4257509762711864,0.37594426785714286,0.4479645407166124,0.4409117313915858,0.4400601254125413,0.3831127287066246,0.3898302262773723,0.41024669966996696,0.4488295798045603,0.3485093985765125,0.41780430797101453,0.426961299651568,0.42645377500000003,0.39083638571428575,0.47843433333333324,0.3437761305841925,0.44475285507246376,0.3357801324041812,0.3949323591549296,0.4549036603174604,0.4110205368421052,0.42198704727272723,0.4078593676470588,0.39344144649446494,0.42973806081081084,0.4691332105263158,0.43535647278911566,0.44262274204947,0.40045374999999994,0.4018928863636363,0.369362358974359,0.4553638858131488,0.38342775
RBSE,batch_size_100,0.000429780086433,0.00116453415211,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003676470588235294,0.0035460992907801418,0.0034482758620689655,0.0,0.0,0.0,0.0035335689045936395,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003484320557491289,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035842293906810036,0.0,0.0,0.0,0.0,0.003703703703703704,0.0,0.0,0.0037313432835820895,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035335689045936395,0.0,0.003389830508474576,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035587188612099642,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003787878787878788,0.0,0.0,0.0
NMI,batch_size_100,0.129031916324,0.0470932532353,0.161461056367,0.0944689611655,0.0934353887779,0.0745315090638,0.157780060161,0.117755155396,0.0986939720959,0.102911537054,0.125208725113,0.246620948093,0.114019510216,0.0764680373178,0.0891040674717,0.119117226148,0.104639905271,0.106568519524,0.0973112971357,0.137229351942,0.143193429416,0.0865813465639,0.163776057677,0.0931687722225,0.0749888678068,0.143990060713,0.140808160352,0.176676283774,0.186381961129,0.129923335545,0.179617609016,0.0922860953135,0.210920387081,0.0718232911155,0.159046829101,0.253761852493,0.110134164443,0.236475775844,0.119562494858,0.114355706974,0.149963082185,0.121420656606,0.0681869281937,0.145379507815,0.189174191546,0.097006667672,0.210937556182,0.167382486666,0.189100181653,0.172846568809,0.0547183522409,0.0928143042083,0.197172523066,0.119992283849,0.169782396977,0.0813439728939,0.141142545538,0.109380305953,0.145893941133,0.195012770486,0.112921816921,0.175437782726,0.109714417466,0.120670218834,0.114811452066,0.0958013118168,0.201273490452,0.113704429286,0.0731026243557,0.0949904392272,0.115681590348,0.0899704923023,0.149293255654,0.0556193020855,0.100538511177,0.0774019258086,0.0665615077313,0.0403247205121,0.087552287625,0.111875219906,0.087636339117,0.14993393714,0.136287201262,0.233478187682,0.26235292896,0.151287811112,0.143606600022,0.169451920427,0.115506006142,0.0589270650278,0.0924458799442,0.0708442336221,0.0871710493976,0.126819195137,0.203746950974,0.135267421031,0.146819613945,0.0811077296806,0.114719930075,0.147441861501,0.143208282057,0.11443575839
FSCORE,batch_size_100,0.248730063888,0.0858601591395,0.08220906962,0.270545858699,0.372387526039,0.24445638791,0.259142567904,0.346916380868,0.318765308587,0.277018505482,0.186580758966,0.305336329673,0.392676569831,0.167314800554,0.215066989276,0.0906672667545,0.17231171117,0.259501831484,0.198083337981,0.199040345792,0.15226055356,0.191270265163,0.230678327606,0.330034408445,0.161497101916,0.302295842242,0.108962803441,0.304119188808,0.411905280028,0.291121092453,0.361518150863,0.240281579082,0.253046563399,0.184535827779,0.3246655255,0.182781654777,0.258585231403,0.479178819093,0.127306575858,0.252591152163,0.286345524394,0.256648929592,0.179319540716,0.294600024606,0.512792818277,0.287324445518,0.302862648395,0.196690305361,0.124882649428,0.189909285854,0.192272639185,0.215875170356,0.130447890952,0.284032759375,0.181394570254,0.21294924983,0.147078976694,0.237202557756,0.159795184148,0.220690851262,0.105277966322,0.31692455804,0.263801214266,0.119225054268,0.251699434687,0.336556965562,0.161519625738,0.272474351057,0.140557974714,0.370550271096,0.331654876107,0.22761646766,0.379124506589,0.244737770057,0.306951192284,0.303711484199,0.313560643689,0.296466083776,0.162218048265,0.126435329853,0.334227391606,0.202328359655,0.291770802524,0.380366255656,0.190209626207,0.230755046584,0.289697826713,0.257650325381,0.407601380107,0.276270458924,0.335760790933,0.318192091897,0.191387611543,0.137401138509,0.300063910931,0.290068174456,0.132085514406,0.268586515031,0.092377534938,0.207686059498,0.31621290624,0.271469336749
FSCORE_IMPROVE,batch_size_100,0.142623002581,0.0894224877599,0.290676606605,0.0446730239341,0.033293345855,0.116826234875,0.144061179106,0.0640913177118,0.0525804565318,0.0636573978298,0.218433303351,0.12910653987,0.0437101344771,0.18747645151,0.122902873782,0.28862233362,0.236511843464,0.132666151034,0.212135644172,0.121159286465,0.20256385167,0.14175080976,0.180357406153,0.0520406389056,0.190771558911,0.0862885297332,0.222259403265,0.150050596291,0.0,0.0223192669944,0.172084699307,0.107080274715,0.12364223614,0.154087193253,0.0866132323812,0.304970974761,0.141570041248,0.0205453500023,0.227022956835,0.0924748069624,0.14233451243,0.134247640206,0.163092355631,0.119343101703,0.0,0.0,0.17790497555,0.0308388580369,0.349738277839,0.186751593661,0.184406184518,0.164611576758,0.267350053607,0.114559787636,0.268208940339,0.138225041994,0.294372090758,0.136685385347,0.313423130893,0.181764442496,0.273520602505,0.139521757736,0.0732714138287,0.246430481613,0.20151955897,0.0336744132151,0.246972651304,0.111052318022,0.2684208735,0.0132406037083,0.0774826789163,0.151708297988,0.0,0.0388992118805,0.0843369051115,0.0552874993714,0.00616061606161,0.0169012597475,0.171966479164,0.307203726531,0.00745593207913,0.165138569821,0.112691214452,0.205909654565,0.33807476888,0.1794978103,0.0819336505317,0.169862302836,0.0119026589615,0.0614186296096,0.0447689823238,0.0702977912476,0.144600786667,0.235706860707,0.136206129766,0.0905359063306,0.282584468173,0.12648437306,0.332222238745,0.156701344605,0.136387611271,0.105411323115
Mode 125
Mode 125 Iteration 0
Mode 125 Iteration 20
Mode 125 Iteration 40
Mode 125 Iteration 60
Mode 125 Iteration 80
Average Elapsed Time = 15.3109144807
CUT_RATIO,batch_size_125,0.0949623493065,0.0172079215683,0.121666666667,0.0957746478873,0.102006688963,0.0940525587828,0.0992592592593,0.0756646216769,0.105263157895,0.0910470409712,0.0987202925046,0.0761750405186,0.0878962536023,0.132947976879,0.117021276596,0.0965417867435,0.0934426229508,0.0980036297641,0.0885245901639,0.0697278911565,0.0953608247423,0.0684039087948,0.112582781457,0.108365019011,0.087044534413,0.0775316455696,0.0688524590164,0.0978260869565,0.0888888888889,0.10172143975,0.0875420875421,0.0888030888031,0.116459627329,0.0880230880231,0.102915951973,0.0879120879121,0.0726817042607,0.109777015437,0.0924608819346,0.0929054054054,0.118845500849,0.0880733944954,0.0768229166667,0.102067183463,0.105691056911,0.076660988075,0.0618336886994,0.110726643599,0.0810810810811,0.0836012861736,0.106,0.0754414125201,0.127760252366,0.0736497545008,0.105719237435,0.0916271721959,0.135877862595,0.103130755064,0.102941176471,0.0972037283622,0.11214953271,0.079939668175,0.0892561983471,0.0862068965517,0.133126934985,0.108148148148,0.0827943078913,0.1024,0.0804597701149,0.1261829653,0.0549777117385,0.101983002833,0.0954979536153,0.101265822785,0.0849858356941,0.0956678700361,0.0723981900452,0.0857142857143,0.0984974958264,0.100826446281,0.110283159463,0.0986842105263,0.0706713780919,0.111987381703,0.093471810089,0.0846286701209,0.071875,0.11658456486,0.0963172804533,0.0948275862069,0.0882882882883,0.108818011257,0.101141924959,0.12143928036,0.053882725832,0.0890937019969,0.140983606557,0.0864661654135,0.0865724381625,0.0634920634921,0.0921273031826,0.107569721116
EC,batch_size_125,59.57,12.5524937761,73,68,61,68,67,37,76,60,54,47,61,92,66,67,57,54,54,41,74,42,68,57,43,49,42,72,52,65,52,46,75,61,60,56,58,64,65,55,70,48,59,79,65,45,29,64,54,52,53,47,81,45,61,58,89,56,63,73,72,53,54,55,86,73,64,64,49,80,37,72,70,72,60,53,48,60,59,61,74,60,40,71,63,49,46,71,68,55,49,58,62,81,34,58,86,46,49,36,55,54
TCV,batch_size_125,84.18,15.7951764789,102,101,86,97,94,61,101,93,71,61,87,115,94,96,74,82,79,64,105,64,81,83,66,79,62,101,81,88,71,68,105,84,78,70,82,97,90,79,94,63,85,103,95,67,46,89,70,66,79,72,106,68,87,78,117,73,90,94,93,74,75,85,107,93,84,89,71,119,50,101,96,112,87,79,75,97,78,90,102,88,63,107,76,78,80,100,90,76,72,88,85,113,53,75,122,67,68,54,81,91
LONELINESS,batch_size_125,0.786562496107,0.0137719075965,0.788069274654,0.79762031015,0.784279795336,0.794073769354,0.788519374495,0.774909779712,0.812659145591,0.795838444082,0.789235665819,0.791018878691,0.803955769964,0.78458789039,0.769471069331,0.796654057071,0.798164555383,0.770158934016,0.788161824224,0.795665208277,0.817028808229,0.803379799464,0.796422011585,0.771423369511,0.74590390172,0.775393924875,0.78311870792,0.810897888032,0.777286493595,0.778940978155,0.78017238439,0.756065117258,0.789420781,0.806061217619,0.776634829014,0.789366533868,0.800637781359,0.777843014323,0.796182622012,0.788259580185,0.766991813568,0.793455461168,0.799476526687,0.79886214367,0.775519809474,0.785227721797,0.769051134691,0.782899023494,0.795150953963,0.774867945127,0.755206323932,0.782600880568,0.790172561167,0.785328066944,0.793449084969,0.788015131834,0.787041881944,0.768914836849,0.785817969044,0.799693791124,0.78412394059,0.786397467519,0.769396129329,0.791605208702,0.782562234263,0.794723491697,0.81664228406,0.792647957959,0.792904253827,0.780841644862,0.798851941227,0.807849998621,0.797539120299,0.798468241916,0.796032374014,0.774403640967,0.786663711037,0.805808604868,0.772109805595,0.775155745084,0.802397716663,0.786979796352,0.77598999739,0.783517613953,0.775212484393,0.784515024464,0.787871571995,0.796550749476,0.799450447004,0.76642575747,0.770209024093,0.7759694691,0.795484018037,0.791497757513,0.794488025875,0.798691897903,0.788340488295,0.763137673834,0.789737585262,0.771584561387,0.789332963237,0.742910637892
QDS,batch_size_125,0.457640491842,0.028018766326,0.4576476385820312,0.4263519435970755,0.4968172674909386,0.38401139086320285,0.4617924974327642,0.491250449395755,0.45781763783259866,0.44569818742152967,0.4223334168865417,0.4760762724645942,0.4399198039498516,0.5078738514697451,0.44647379784518865,0.49522541224727545,0.4676909979621726,0.4793731846955781,0.4833223501641428,0.44560864887232826,0.4597479546576977,0.4436472825761608,0.39922575167619145,0.4981479628068554,0.4280613489807796,0.43134708110690967,0.4647293966356562,0.4670740084529213,0.45324062183810565,0.47536550417770057,0.49748909727264234,0.4842431941201486,0.48578397121502265,0.49735771093440323,0.446273293085334,0.4565455944965757,0.41177849286621,0.49730854028019617,0.4494918813856891,0.4396379745673965,0.46357007015309076,0.5111023762557705,0.4130261165926478,0.43800499553397465,0.44093831973476194,0.45780975572641036,0.5024279245924975,0.45650224659652555,0.4254845384926729,0.48170460163288525,0.4654638670396996,0.5037600658421844,0.4432355262173122,0.4349593635900308,0.4233705966909755,0.4622115937351581,0.4450094814150442,0.47650944942082407,0.47657018943881035,0.43087258066896866,0.4462202927290316,0.48168242869928896,0.43375066530608736,0.45270428943815083,0.4580916312124069,0.4399415810445518,0.41062611749011135,0.43968102630155204,0.4121314045142737,0.4430729445090511,0.42430380017246366,0.47395555079434487,0.44373729952741386,0.46340593452370243,0.4555550782248779,0.4449609753434712,0.4562489559567079,0.4595811793005184,0.4269931926223723,0.4787763857242312,0.4342262892160795,0.4771548408001706,0.44382153495313476,0.4794695941240044,0.45945264045892736,0.44459600470877414,0.39421527515483207,0.44695176803837,0.4563397473831371,0.4456184606576214,0.45188184319171953,0.5057011091390929,0.48410964982645294,0.4654172472889054,0.4189969225914435,0.4521914268006439,0.5267045090680079,0.4934235337470255,0.47872556944413414,0.4361194251840408,0.4904141608318382,0.5087818264750309
CONDUCTANCE,batch_size_125,0.0777778206214,0.016545420039,0.11843274996461761,0.07525392876972482,0.06476992140166163,0.09376945115325303,0.0971897141416475,0.06933042002090675,0.04594107813068891,0.08677594650466158,0.08622118413019692,0.0895117586763367,0.07834882065113195,0.07287965914286808,0.08292465062442166,0.0679654454882432,0.061798512548010415,0.06580754204149364,0.0674816934742493,0.10289298690209234,0.08974086767926892,0.07530720632297018,0.09192798765467243,0.09777792956022546,0.07299079697842245,0.05539321282362349,0.09044270105389005,0.0919100719229894,0.06630592186304034,0.08002399898563974,0.08454877859067442,0.07439877529405502,0.08593881161642503,0.08900267444079528,0.06932280992490567,0.10323680552557471,0.0872158413580972,0.03619777756981475,0.05254144367886132,0.06388306276440381,0.07326907893129042,0.08541995792940799,0.09415375037467877,0.07472568416812168,0.09438648420964392,0.08431451231423275,0.060695123201648396,0.07986199663465392,0.10857887120671485,0.08881344358569296,0.06379806157796264,0.05515736654400543,0.0656344672474507,0.06799771556075097,0.10745317383896968,0.04673855580115644,0.09042395092736541,0.04031183534672608,0.08355544017244965,0.0711308551523441,0.07489754221027839,0.06029686753317644,0.08248447434471379,0.06888462704900443,0.09510573445516253,0.08284095478216608,0.1283015404609785,0.08130299879471485,0.09017973338882337,0.09761636589098116,0.07147524371916418,0.0725431718696968,0.09787546925477629,0.06569288233363062,0.08638896090649995,0.06721128271796431,0.07044025334878871,0.06735982521115676,0.07978671470787947,0.04755100078291975,0.10688369808855308,0.07012593938051054,0.08605275646097127,0.07392868063776337,0.07836210439439921,0.08829827145199323,0.07384895054352474,0.07095577451454825,0.10078056020385688,0.05800487977820698,0.07098749377166363,0.06582894340839172,0.06532269774298155,0.04547946156515757,0.09006514756912111,0.09339781357848106,0.08123826331233568,0.055689584752274035,0.06448849745513487,0.07686988775129382,0.0827810214234957,0.06833272649693346
MAXPERM,batch_size_125,0.409836388602,0.0403493031666,0.4187009110320285,0.3966614051446945,0.47357470070422536,0.35904316498316496,0.35760616262975775,0.4125006617647059,0.4113776798679868,0.42929151986754965,0.40273580147058824,0.4545095035460993,0.410167751724138,0.4662717607973422,0.4007893157894737,0.4510633498349835,0.44629071731448766,0.46070282918149463,0.42654380286738347,0.3952841433691756,0.47557738198757765,0.4048845087108014,0.33809139208633093,0.41906814338235293,0.303840312267658,0.34550078596491224,0.3584409641577061,0.46148987820512827,0.3889551631944445,0.4266856082474227,0.39761360777385163,0.41212823674911664,0.3867090675675676,0.49429351803278687,0.3800208268551236,0.3646143636363636,0.3917141125401929,0.39529029347826083,0.44342571999999997,0.35942326855123674,0.3942788327526133,0.5175513884615385,0.3755703161290323,0.38599207667731633,0.31762864482758624,0.3901981631205674,0.4558514125,0.4581042014652015,0.3418408617021277,0.39671917921146954,0.3951502499999999,0.4711042402826855,0.4262783835616438,0.38020144522968197,0.40523511111111116,0.42293235763888887,0.41859864111498263,0.41989431716417913,0.4382020178571428,0.40784092905405406,0.3808729357142857,0.40857783448275864,0.37130859649122805,0.4421175238095238,0.4130299321428571,0.3642112007168459,0.3396431881188119,0.40286537455830385,0.38970255,0.4196820237288136,0.37264974999999995,0.4452595374592833,0.4396083333333333,0.4461719042904291,0.39069772239747635,0.38576311678832115,0.3987736138613861,0.44385648208469053,0.3390556192170818,0.39779050000000005,0.3859370348432055,0.4485815,0.37769384642857146,0.4801397239057239,0.3500835704467354,0.45228425,0.3456533693379791,0.38438271830985915,0.4552192063492063,0.4131813543859649,0.4246467018181818,0.4554294705882353,0.4107980147601476,0.43060334459459465,0.45920589824561403,0.4219824761904762,0.47271965724381637,0.402268025,0.42227824621212123,0.39879586446886445,0.4722976920415225,0.3877640507246377
RBSE,batch_size_125,0.000350725078227,0.00105252656135,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035587188612099642,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035335689045936395,0.0,0.0,0.0035335689045936395,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0034482758620689655,0.0,0.0,0.0,0.0035460992907801418,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035842293906810036,0.0033003300330033004,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0036231884057971015,0.0,0.0,0.0,0.0,0.0,0.0,0.003484320557491289,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0034602076124567475,0.0
NMI,batch_size_125,0.129301662349,0.0536950633248,0.0827073009961,0.0969101597919,0.128995142664,0.109399640423,0.135906405631,0.0432761769323,0.103784367217,0.152361285604,0.0785141341639,0.188134087861,0.198013088564,0.10308090833,0.184796111932,0.104523278709,0.0619114322904,0.0946472059217,0.172137666849,0.283546666878,0.13064353896,0.220933117,0.173729624401,0.174115367287,0.123548273144,0.139168645491,0.134339199171,0.102872781283,0.052490956463,0.0400812700827,0.153886748717,0.0410410610755,0.171838212954,0.157547026118,0.24893444645,0.138982485766,0.262948878755,0.0442278098116,0.20453158454,0.155040726173,0.105424292657,0.112516475556,0.155867488111,0.160651063197,0.228434934756,0.0769428742546,0.0816028475194,0.161284334901,0.143117395281,0.0816467158286,0.131664518539,0.107949758314,0.0531909901787,0.121750599017,0.108236854442,0.144955886655,0.100340844599,0.0984873076577,0.140284685761,0.0639653240408,0.106963204149,0.212436915313,0.0944691823141,0.115953494615,0.131804712471,0.0751731463966,0.081976591786,0.0929111937676,0.178988196718,0.0308125849634,0.152565280493,0.106240681478,0.189671442616,0.193075529005,0.206744775285,0.138146891562,0.133789398856,0.106074799428,0.140596358722,0.0502314493412,0.199009792271,0.154269634499,0.149685831528,0.0782275259508,0.212202002353,0.108760258233,0.0801531458867,0.136956182089,0.224905585813,0.0730835413097,0.086879773706,0.128484090523,0.107664274381,0.0472326296202,0.144746065273,0.246426731038,0.137712011734,0.0517334581688,0.0879145706412,0.141990593047,0.11916100442,0.102479697495
FSCORE,batch_size_125,0.238411184641,0.0834283444501,0.332369752802,0.170087015579,0.278829548037,0.214476673438,0.286544648819,0.237418381906,0.283440908453,0.180351848894,0.222886770661,0.373749589737,0.183343650809,0.137108776691,0.3603439647,0.181284423895,0.242938240882,0.144864693663,0.391884789632,0.135640681004,0.379431141438,0.124965662457,0.232011533148,0.146396379287,0.271606637452,0.125012165373,0.448259029318,0.227813653671,0.238569890163,0.204004881263,0.230547374352,0.328138678289,0.221920991775,0.0707603903169,0.083494804909,0.302552280461,0.4192594152,0.167711443678,0.383569780999,0.233835925947,0.185516870972,0.333285895294,0.212485673446,0.202539432426,0.225498100517,0.2672227928,0.192592358255,0.183517422637,0.435137750456,0.154615451999,0.13616631035,0.26690165351,0.291026967855,0.301592276764,0.221096928862,0.203078532984,0.147146330481,0.139270493825,0.145837756947,0.245786768435,0.311810920495,0.390488086532,0.17722552094,0.23509005202,0.277226755019,0.334357806919,0.289903776364,0.396696401629,0.224109331474,0.221525791288,0.386240696398,0.193114629397,0.272444893968,0.141651792382,0.191990539083,0.254709026895,0.151777006968,0.143972748974,0.108152910114,0.232462625957,0.207343676731,0.154780407948,0.322396516014,0.288208883769,0.404968804074,0.222380576621,0.22056127543,0.192239165174,0.135113377802,0.218139606368,0.264845871804,0.306895769766,0.274155079406,0.219899096327,0.134328915281,0.272519864465,0.174337387365,0.195724514168,0.2743608498,0.332235748087,0.254433601365,0.148555975635
FSCORE_IMPROVE,batch_size_125,0.147987319552,0.0867866910714,0.0953471202582,0.153550225075,0.0864190685814,0.134567035318,0.113227371158,0.0664074609315,0.140265754521,0.146580768076,0.111801934807,0.1216507277,0.217742570508,0.332689913883,0.0286556352911,0.273497996501,0.0933848178091,0.201825088838,0.0109964756854,0.259201221146,0.117063234189,0.260072486034,0.171116930638,0.352957901964,0.0604158101509,0.24021685426,0.0,0.055254956026,0.102486199096,0.138046455159,0.117610925305,0.0,0.20431770478,0.372050526817,0.340444600722,0.0788541541165,0.12367062315,0.143933326711,0.105399380944,0.0154801494188,0.160199132432,0.0944581213489,0.0956969462595,0.235804649142,0.226591336968,0.0667834739964,0.153729666193,0.234026129247,0.0,0.181306758785,0.318430284218,0.112359681695,0.0752289018989,0.101746735834,0.112900432933,0.149687173793,0.184862763751,0.180009589113,0.24676547328,0.130307165936,0.0602536033571,0.136528872622,0.141508095643,0.181649694933,0.178246482663,0.0666866696759,0.0391969791976,0.0,0.226540955249,0.108223468287,0.0360878010344,0.178934867255,0.138426999556,0.276671437808,0.297489315952,0.0309559405505,0.232105263224,0.193144424041,0.282502628033,0.113905546331,0.25640306033,0.248002387643,0.0875980888809,0.0161370715571,0.0991619075873,0.217922115393,0.130194768992,0.221978844088,0.33392493022,0.0692761650389,0.100676089741,0.12153750389,0.137764212646,0.0787593050694,0.208899975784,0.165706015629,0.146474975142,0.109093870849,0.0698048792051,0.0774440860465,0.117069968979,0.21774486473
Mode 150
Mode 150 Iteration 0
Mode 150 Iteration 20
Mode 150 Iteration 40
Mode 150 Iteration 60
Mode 150 Iteration 80
Average Elapsed Time = 15.6350155044
CUT_RATIO,batch_size_150,0.0943590471193,0.0235680763575,0.153333333333,0.0830985915493,0.0836120401338,0.11479944675,0.0903703703704,0.0940695296524,0.103878116343,0.133535660091,0.107861060329,0.0777957860616,0.0893371757925,0.099710982659,0.143617021277,0.0979827089337,0.072131147541,0.0907441016334,0.0672131147541,0.093537414966,0.0992268041237,0.0732899022801,0.0927152317881,0.0665399239544,0.0587044534413,0.0775316455696,0.0803278688525,0.0896739130435,0.0632478632479,0.0579029733959,0.0740740740741,0.0926640926641,0.0916149068323,0.102453102453,0.137221269297,0.111459968603,0.0952380952381,0.121783876501,0.076813655761,0.10472972973,0.0967741935484,0.0752293577982,0.08203125,0.102067183463,0.134959349593,0.115843270869,0.0405117270789,0.112456747405,0.108108108108,0.0852090032154,0.082,0.0465489566613,0.107255520505,0.0720130932897,0.0797227036395,0.0758293838863,0.129770992366,0.128913443831,0.0686274509804,0.098535286285,0.147975077882,0.0542986425339,0.0859504132231,0.0862068965517,0.0804953560372,0.0488888888889,0.137128072445,0.088,0.113300492611,0.124605678233,0.11441307578,0.0637393767705,0.130968622101,0.0759493670886,0.100566572238,0.0920577617329,0.0844645550528,0.12,0.0918196994992,0.0892561983471,0.125186289121,0.0888157894737,0.100706713781,0.107255520505,0.0905044510386,0.0690846286701,0.084375,0.128078817734,0.107648725212,0.0896551724138,0.113513513514,0.118198874296,0.0880913539967,0.112443778111,0.0427892234548,0.113671274962,0.104918032787,0.0751879699248,0.0865724381625,0.0564373897707,0.0988274706868,0.097609561753
EC,batch_size_150,59.42,16.8565595541,92,59,50,83,61,46,75,88,59,48,62,69,81,68,44,50,41,55,77,45,56,35,29,49,49,66,37,37,44,48,59,71,80,71,76,71,54,62,57,41,63,79,83,68,19,65,72,53,41,29,68,44,46,48,85,70,42,74,95,36,52,55,52,33,106,55,69,79,77,45,96,54,71,51,56,84,55,54,84,54,57,68,61,40,54,78,76,52,63,63,54,75,27,74,64,40,49,32,59,49
TCV,batch_size_150,83.64,20.2160925997,123,81,70,110,89,74,91,119,83,65,85,95,122,92,58,77,60,84,110,72,81,57,50,71,71,102,61,53,64,72,87,100,113,99,103,98,80,91,84,59,87,101,117,96,29,81,78,71,64,46,100,62,73,67,113,93,57,97,106,62,78,89,74,49,126,80,99,113,86,65,121,85,96,70,81,126,69,81,115,70,78,97,81,69,92,103,111,82,80,96,76,95,42,98,92,65,66,51,83,78
LONELINESS,batch_size_150,0.786759101985,0.0135046813627,0.782797503905,0.801324986741,0.788758425416,0.789767298692,0.788665031509,0.772898212732,0.813983815162,0.790619372188,0.788096762278,0.789347970251,0.803152093271,0.788263462652,0.761679084611,0.795773181001,0.802571714612,0.770124687294,0.793102774294,0.792082310215,0.815826127584,0.803011963186,0.796027238061,0.775969997937,0.749270894685,0.778845543528,0.781631206956,0.810378727551,0.776082809832,0.784523971201,0.781880379406,0.756735829029,0.793732787398,0.80261746154,0.770539259503,0.784069482631,0.798172780009,0.777159533316,0.798971322126,0.78560008673,0.770315442666,0.792874961162,0.800911839353,0.794912886163,0.777254314298,0.779703204505,0.773080948456,0.781621987209,0.793466752723,0.774063469795,0.758497881007,0.786465988906,0.790345906984,0.785978817263,0.796266759989,0.790450966417,0.78812195569,0.76373897319,0.793446667897,0.795661409607,0.78202124506,0.787579457792,0.770274743258,0.788772184185,0.7883153096,0.802837322182,0.81637288482,0.792997798012,0.790299738552,0.780572461176,0.790884978572,0.812429021994,0.795880286806,0.803600291519,0.795908662407,0.776897129882,0.786678486024,0.800726588418,0.777308555428,0.782886458565,0.803036132736,0.790518233384,0.773400925314,0.785594593759,0.772472683685,0.78699523203,0.784813124042,0.793325517164,0.795556281143,0.764835492028,0.768579989064,0.771939516794,0.796548028656,0.794473817329,0.797064585024,0.791787584553,0.795492289593,0.760880793455,0.789584366091,0.773472393742,0.790409233028,0.750648559354
QDS,batch_size_150,0.459174124403,0.0269742523449,0.44368180320132167,0.43188092831064184,0.4783772547929671,0.41357913113436373,0.44653441675959693,0.4962287289237655,0.4697825233548702,0.4817447908364956,0.445879874273421,0.490918091530375,0.43963180237936733,0.4608432222865925,0.47153040956391573,0.49666273986827636,0.48527746893646495,0.4821774815848674,0.44794556600360774,0.4576525312271937,0.4827548875571375,0.45057509993275047,0.4065971292889236,0.45152550483454945,0.40981332427633715,0.4346643603409206,0.4728137927576738,0.44247194413887964,0.411695824493459,0.45217176910559687,0.46541444173839114,0.4611583143613385,0.45009815773651507,0.5078807975384665,0.48876732576965554,0.47822548314482716,0.40940993241249046,0.5121389364499511,0.45158779952747913,0.45503692403041196,0.4647871192639395,0.5053424711006241,0.41374337841100295,0.44229230038240946,0.4774826144289247,0.49069009862617485,0.4976524495385016,0.4703585852350975,0.42907433833849684,0.4707563131798131,0.4383982434347228,0.47397635008041955,0.45340043335653035,0.4286452743725409,0.4402804704171754,0.46963549084727596,0.42640865797456284,0.4982754659040537,0.4219309421057453,0.4579945987229075,0.4691152849698212,0.45305448484269895,0.4708345440238081,0.46247705440809644,0.42267651328975353,0.38004151799767705,0.44216744948836084,0.4398797503833203,0.41827852309082103,0.4522514647214295,0.46002929082930016,0.4340716963695947,0.46920969871551027,0.4719378434525622,0.48723981799820554,0.46490680414251406,0.47212077914957673,0.5033447838311188,0.44375027390987254,0.49609894527763443,0.43502339333781104,0.45909583045348057,0.4359066391173342,0.48794022221192745,0.47186827096319095,0.42754687993415763,0.42414068753810097,0.4710170494428102,0.4644617770257851,0.4643283476575192,0.47204896966921206,0.5181548917336366,0.4970253043928918,0.4911988855725687,0.4150279130974522,0.47841555234654626,0.4556288342650042,0.4655718273605213,0.45401481532604404,0.4528739841437559,0.46589830579018154,0.4904814279514464
CONDUCTANCE,batch_size_150,0.0792885248352,0.0163688704642,0.055440506049411,0.09965104101831915,0.07106123029243193,0.07089272153747782,0.0864538496874178,0.07509172273970295,0.0808700165527174,0.06503199766809532,0.1015625239195562,0.06887542259602637,0.09792274455620203,0.07254146661792085,0.06610473447908964,0.06424288720983551,0.08704263794275813,0.048774083908518576,0.06953747760720136,0.10443516671578675,0.08217179190700816,0.09209118863770524,0.08512089713869928,0.0775456632239215,0.09457946879983047,0.06774326541464698,0.06688248494828568,0.07619551045228304,0.08688435315741998,0.09003691503580705,0.08436146848603515,0.055200931341387385,0.1096498762234105,0.07038185486682565,0.05927421857753329,0.05944442010752172,0.06979938464870201,0.05630384345858715,0.06131710765474975,0.05728505960985774,0.06523859645290869,0.06475343637931733,0.10803993655329941,0.07502357545951192,0.08273255901278453,0.0819753830538411,0.07558511609248866,0.0879529372186615,0.08018271223978293,0.09733326546121547,0.07074967307426076,0.0651829928239345,0.08462974540618408,0.05044056942134596,0.08435662903609642,0.07623027884813591,0.0872901882036063,0.07149909563197128,0.07229910177774891,0.06774453690605546,0.0491885009020275,0.06332146069157853,0.08930994526781362,0.08809389058176992,0.11271320209661684,0.10365016544121505,0.09585535012078111,0.09946726213793979,0.104494050541658,0.09489103935868311,0.05662490011684925,0.09554268105428014,0.0648784146483937,0.09980365576456726,0.10420226507687559,0.08125870516500272,0.06816266837995216,0.0618022178310877,0.10514960840225475,0.061688571313242895,0.09202165659041185,0.08056623393056624,0.07098787036569942,0.08251027605288873,0.0641913002775957,0.1150566259844811,0.07657944562834068,0.0803597355004516,0.08523755586677681,0.08320316455827412,0.07992877324223245,0.057162098295632124,0.0703920926809645,0.11767173695493827,0.10856668321787749,0.07955685537456916,0.09583727262520174,0.0656111824584704,0.09514363337773968,0.053635869424203966,0.07251085544629164,0.06498074693025441
MAXPERM,batch_size_150,0.410165262584,0.0410099601543,0.4061382669039146,0.40179627974276527,0.4353036830985915,0.3781460841750841,0.3409675017301038,0.42745960294117646,0.42069083498349835,0.473098559602649,0.4052898198529412,0.4497483404255319,0.3800397689655173,0.44319825581395356,0.4142799438596491,0.4597534785478548,0.4551290459363958,0.4649360391459075,0.4180456093189964,0.3852775161290322,0.5085064161490683,0.3800949512195122,0.3526499316546763,0.37219850000000004,0.31065328624535316,0.33684418596491233,0.39224169892473126,0.4643558782051282,0.3567947222222222,0.41689807216494845,0.41556601766784457,0.4233037879858657,0.3763475,0.5117391278688525,0.40268569257950526,0.36666944363636367,0.3769554951768489,0.42862000724637683,0.44227659999999996,0.38882453356890456,0.3871546515679442,0.5058579153846154,0.3760620580645161,0.3970680830670927,0.3186108793103448,0.4279724361702127,0.4348908875,0.438916054945055,0.3695684042553191,0.3960535376344086,0.37623444485294116,0.44207351236749115,0.4353130719178082,0.3316233957597174,0.4134882259259259,0.4294558506944444,0.41822807317073174,0.442869947761194,0.40911649999999994,0.3961072567567568,0.40079944285714286,0.40808134482758623,0.37144683157894737,0.4224403809523809,0.36436235000000006,0.3599596200716846,0.3912574818481848,0.39524890106007066,0.42467275,0.4028743796610169,0.3986975,0.4078221954397394,0.46232159546925566,0.4336284785478548,0.38098825236593065,0.36515098905109494,0.42119068316831687,0.5112128599348534,0.35531810320284696,0.4184749384057971,0.43063572473867595,0.4254343321428572,0.36698006071428574,0.4752386296296296,0.37069828865979376,0.4274839275362319,0.343092031358885,0.42879701056338027,0.44755870476190474,0.4028763789473684,0.39796976363636366,0.46480950000000004,0.42406498523985237,0.4476968175675676,0.4403335614035088,0.4323063197278912,0.43585973851590104,0.39545424999999995,0.41294293181818187,0.34709335164835164,0.48304850173010383,0.3900127028985507
RBSE,batch_size_150,0.000345653042667,0.00103793307805,0.0,0.0,0.0,0.0,0.0034602076124567475,0.0,0.0,0.0033112582781456954,0.003676470588235294,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003472222222222222,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003194888178913738,0.0,0.0035460992907801418,0.0,0.003663003663003663,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003389830508474576,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003484320557491289,0.0,0.0,0.003367003367003367,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_150,0.123049621575,0.0533441979926,0.0726657443254,0.162155956699,0.0933665844834,0.0566635745393,0.0270641201066,0.0922940508391,0.0987021544778,0.0372985262336,0.0532365174795,0.129438707353,0.286108611675,0.0845887060228,0.0777788475127,0.156468349782,0.260146108588,0.0831926944361,0.119480075281,0.0797691164919,0.194831021107,0.166435345605,0.190782995287,0.162761412934,0.142242691152,0.108285899714,0.21081019258,0.0696865560065,0.106438804744,0.223334650562,0.12228493343,0.156737663107,0.116017276116,0.0764863286638,0.0814465871673,0.0903611732311,0.148416272101,0.0712246864014,0.0941439304964,0.115299457515,0.0696304902166,0.11082981879,0.0572424553278,0.194542926132,0.148291776505,0.0962595962934,0.136046029645,0.130217075223,0.109868094743,0.120090234238,0.210669720126,0.119436756459,0.0903873834427,0.0914094657845,0.202273087432,0.0827089419327,0.124957911416,0.0762360260278,0.108979812868,0.0915610885255,0.122440821488,0.270703339392,0.186981437256,0.164290812235,0.240281440838,0.138472115549,0.131950565519,0.205656996165,0.166320160673,0.117348342896,0.103216528551,0.167372435016,0.0395322632809,0.155178824679,0.161112880104,0.0974578572466,0.140452708573,0.0726485009802,0.0834190551227,0.0496971152483,0.104196249226,0.139136046169,0.0720097244777,0.220223002218,0.149049494096,0.172415244007,0.125602818436,0.074584739351,0.0875691050386,0.0717725754685,0.0441143753473,0.112379959527,0.0635656388988,0.0547640536695,0.188072169788,0.146224535573,0.117302625531,0.146840897908,0.1394323926,0.0870369278348,0.0792908837078,0.104759482461
FSCORE,batch_size_150,0.252252257826,0.080001521788,0.148591363565,0.250093593331,0.357135428468,0.287678614282,0.290908940284,0.380932388371,0.241016197219,0.180786910201,0.258218832258,0.120352737866,0.193464909385,0.146467443912,0.257129541906,0.274481871728,0.399409700028,0.267750728979,0.338590035878,0.280449381026,0.138931963648,0.250399680256,0.45995797165,0.209969154711,0.247078389115,0.274247500217,0.283132754773,0.117681378902,0.357167474609,0.285922388052,0.151311759885,0.227371845767,0.092316510424,0.243710999185,0.273937038079,0.318050789295,0.38130397221,0.325638884117,0.224847836632,0.35296684864,0.255307933833,0.156444034894,0.208621749218,0.398262554236,0.229937069823,0.258129339409,0.283689843511,0.125194614511,0.301104570558,0.221595951482,0.376848637924,0.345297203766,0.277623901701,0.176429217292,0.296759714185,0.330357443017,0.304427209996,0.346866445454,0.256358703408,0.193375239531,0.235377502316,0.195201115001,0.156073389581,0.24225936754,0.421533977227,0.213623390992,0.156499749674,0.12182486669,0.368125168924,0.275118885767,0.289488114204,0.296121053206,0.227524873557,0.224219352192,0.126003480909,0.231556577144,0.259300577725,0.242054261734,0.210292793449,0.293513690226,0.227139404623,0.255652066404,0.157058724458,0.122767943286,0.329690234626,0.388361595874,0.357055901571,0.382446841628,0.151546638355,0.293331404387,0.240458010918,0.290063892778,0.317263203592,0.190217994007,0.200050851767,0.11698469568,0.133854901251,0.206785113221,0.188836144653,0.214341222685,0.160919966135,0.282651706082
FSCORE_IMPROVE,batch_size_150,0.133028379338,0.0901424833676,0.163615738885,0.171052386271,0.024354338286,0.0193995878309,0.0239010726611,0.0,0.0791480953169,0.151240644753,0.0450013542749,0.199660928954,0.349338524133,0.223251508315,0.0941771790027,0.118677396026,0.0653712291057,0.068102066139,0.0699242984184,0.0988945657876,0.229216334084,0.146168646382,0.000525158510027,0.142835447012,0.114679100735,0.0859209894164,0.210406743897,0.203194352153,0.081868547715,0.194133110956,0.230302154972,0.2277080541,0.242948757867,0.120001624518,0.11827089169,0.0663099182472,0.0232640287774,0.0443750918658,0.131112378192,0.0835830922667,0.0928511079662,0.217639966005,0.103343366682,0.0292431057771,0.00856651997359,0.166490619184,0.118016815369,0.294856393912,0.0606627115119,0.156190166818,0.016290726817,0.0595663995388,0.109144334079,0.134102379892,0.208504163078,0.0290766405688,0.00528574532128,0.0,0.174443413729,0.154578047909,0.140378928836,0.199269181169,0.247845498549,0.17419376285,0.0968910976978,0.218703646097,0.219054317197,0.305062715355,0.0649893390192,0.0470189431705,0.0772871389032,0.151136455839,0.162231895174,0.0477702454737,0.296896671029,0.104022635955,0.0713207682319,0.0711000480926,0.174046824431,0.0178777830374,0.0811796452575,0.244627739568,0.269267471135,0.416816673469,0.152957008627,0.0239744523978,0.0354317885765,0.0,0.244872927114,0.086477623151,0.123785123388,0.150042852962,0.00341626260137,0.0992883398353,0.305226120858,0.201743270216,0.269454827266,0.194108337047,0.285017807287,0.191391948405,0.203051588168,0.0328202686978
Mode 175
Mode 175 Iteration 0
Mode 175 Iteration 20
Mode 175 Iteration 40
Mode 175 Iteration 60
Mode 175 Iteration 80
Average Elapsed Time = 15.4654491591
CUT_RATIO,batch_size_175,0.0954749912241,0.0195783027377,0.123333333333,0.13661971831,0.0819397993311,0.0968188105118,0.112592592593,0.0593047034765,0.1108033241,0.0789074355083,0.117001828154,0.097244732577,0.0821325648415,0.106936416185,0.0957446808511,0.0965417867435,0.101639344262,0.0925589836661,0.0770491803279,0.12074829932,0.0992268041237,0.0879478827362,0.117549668874,0.0988593155894,0.080971659919,0.0537974683544,0.104918032787,0.101902173913,0.11452991453,0.0829420970266,0.0892255892256,0.0714285714286,0.124223602484,0.0952380952381,0.133790737564,0.094191522763,0.110275689223,0.104631217839,0.0938833570413,0.101351351351,0.0933786078098,0.0862385321101,0.123697916667,0.124031007752,0.108943089431,0.0971039182283,0.0852878464819,0.107266435986,0.0720720720721,0.0948553054662,0.116,0.0802568218299,0.0820189274448,0.0916530278232,0.0710571923744,0.0995260663507,0.140458015267,0.0939226519337,0.0915032679739,0.0639147802929,0.0778816199377,0.0889894419306,0.0793388429752,0.101880877743,0.0789473684211,0.111111111111,0.115135834411,0.088,0.121510673235,0.134069400631,0.035661218425,0.101983002833,0.110504774898,0.0970464135021,0.0878186968839,0.0920577617329,0.0648567119155,0.0928571428571,0.0601001669449,0.0677685950413,0.0745156482861,0.0674342105263,0.100706713781,0.0820189274448,0.115727002967,0.0949913644214,0.084375,0.108374384236,0.106232294618,0.101724137931,0.111711711712,0.0844277673546,0.0799347471452,0.130434782609,0.0665610142631,0.1044546851,0.12131147541,0.0657894736842,0.0918727915194,0.0811287477954,0.0787269681742,0.115537848606
EC,batch_size_175,60.1,15.1112540843,74,97,49,70,76,29,80,52,64,60,57,74,54,67,62,51,47,71,77,54,71,52,40,34,64,75,67,53,53,37,80,66,78,60,88,61,66,60,55,47,95,96,67,57,40,62,48,59,58,50,52,56,41,63,92,51,56,48,50,59,48,65,51,75,89,55,74,85,24,72,81,69,62,51,43,65,36,41,50,41,57,52,78,55,54,66,75,59,62,45,49,87,42,68,74,35,52,46,47,58
TCV,batch_size_175,84.31,17.7992668388,99,124,71,93,108,46,100,75,88,78,75,102,83,81,86,69,72,107,104,79,98,78,61,58,94,103,94,76,71,58,119,91,102,82,114,82,92,89,73,66,114,114,93,86,62,87,69,82,83,72,72,75,62,88,119,72,79,73,71,83,71,100,70,93,111,78,103,120,41,99,101,104,93,73,66,99,50,60,79,53,84,82,101,84,74,95,102,86,94,68,66,109,70,102,105,53,75,60,69,91
LONELINESS,batch_size_175,0.78640292904,0.0133102242347,0.787765354062,0.793753026392,0.788936201955,0.794978778504,0.78585151716,0.777098978375,0.811443466462,0.799492588709,0.787176377057,0.787832026879,0.804667854087,0.784592904899,0.771193201298,0.800426246802,0.792207621353,0.772487151101,0.78856005506,0.790462161296,0.814599344197,0.800728216677,0.790515766812,0.772597323574,0.747021767191,0.77944415457,0.777934996206,0.809231093005,0.772869842434,0.782746318217,0.780820699449,0.760286767428,0.786036424878,0.805068733796,0.773869116959,0.784860391407,0.797257461151,0.779181541859,0.795375753099,0.786731008717,0.770206824394,0.791798231153,0.795862461451,0.796599845248,0.78052799821,0.782577204303,0.764243135497,0.78266259003,0.792216500556,0.770714350084,0.754783512098,0.780683719426,0.795676780786,0.7831358024,0.799482285205,0.786990682697,0.787582856,0.769867472837,0.786865858763,0.799716906986,0.786999614573,0.783245782009,0.770211113323,0.789275025022,0.790447749705,0.793915019552,0.814543604912,0.793653042183,0.787750508883,0.779831441446,0.798326410784,0.80743897599,0.797378011894,0.801032725163,0.792041829087,0.775403956681,0.789834539616,0.804175624273,0.77885067788,0.785043503897,0.808815664861,0.792270944023,0.768973222265,0.78806955684,0.774035107194,0.782080630796,0.791414048885,0.793441403253,0.797765698674,0.764149045834,0.766928658677,0.779099806923,0.796596759546,0.792253309063,0.789918786457,0.79153004994,0.792125076548,0.764964813591,0.787612806081,0.769142623601,0.795499143924,0.74590933896
QDS,batch_size_175,0.462112872521,0.0285001838155,0.4471423895634595,0.45009255570219,0.47979301350343484,0.3944204249210468,0.4724361387990031,0.44031276374737544,0.47690373552545634,0.4234217837768659,0.47364943115073976,0.5145869347091268,0.4372436969550771,0.4876782506408534,0.434650588842938,0.48795638691435833,0.4941075820543308,0.48930726770332994,0.47362839219506647,0.4750185150931583,0.47439999122663307,0.44495112389317837,0.41133431665570436,0.5014756523526491,0.4300908000762753,0.42865649066815303,0.48480429019428917,0.43532803559482647,0.47654782546901764,0.47434602970587675,0.4834915404760636,0.4552241971748147,0.4683799063718707,0.5012608321633991,0.4720044420882461,0.4601829578308091,0.437998804937428,0.5077963782332888,0.4699134317742924,0.45926256289007694,0.4314753300159449,0.5092976671823091,0.4452033359005151,0.4556587007473076,0.43972143836378846,0.47408106390976146,0.5373162250883063,0.471216645957042,0.420713384161943,0.4989050749074328,0.47423374269766244,0.518397622213502,0.4270121000577483,0.46497357100840164,0.4328704773377934,0.4726566365061837,0.4094509298644563,0.4851175183578579,0.4702454738855789,0.40854887365728965,0.4300600574252312,0.48784292573715693,0.46368944995248695,0.45799392208323364,0.42379093205240576,0.4636844899075612,0.446227019252787,0.43011330782887597,0.4223261169075456,0.46214334596570744,0.4222317009968417,0.46749016121106896,0.4680045082530525,0.47136449679422016,0.46147502446390165,0.4631926711143549,0.45579143011039447,0.46058911194835445,0.4111626096480858,0.46317664438148676,0.40044580284782916,0.4498979362932709,0.47786826090557183,0.44638481446844497,0.47262131013888087,0.4725737152813871,0.40833102804924937,0.46336569796061794,0.4683147884426578,0.49717978681657266,0.4911185755214286,0.4851413392355402,0.45863256108661044,0.4886627755273195,0.4463727461365479,0.488142767119621,0.4815779355349767,0.4544810863251805,0.46479781950948224,0.49140360113493475,0.465390812461873,0.5293368918816542
CONDUCTANCE,batch_size_175,0.0814387766887,0.0164732581012,0.09077452200513886,0.0658477535365993,0.07162006426235822,0.10837091805839862,0.07678557774828486,0.07446898945468072,0.07254728385555004,0.11628336901087327,0.08374416465528911,0.08993215815418978,0.09668565317892812,0.09212893313112616,0.08071201294971624,0.06831312972925355,0.04908733765712049,0.07853038622142389,0.0770456038395928,0.06972007141884287,0.08225690824378816,0.06705745550237718,0.07804536324523667,0.07151261603261658,0.07968903655565776,0.0798669511498951,0.06777063871102747,0.07627525388925836,0.06000352521719218,0.08580784751868534,0.08295128287826503,0.06524749094212033,0.06813944208495491,0.0744871842663647,0.06694848392781425,0.07627983956802646,0.07937913622180828,0.07125284164438907,0.07604530961263414,0.07285262047978769,0.049163182230517105,0.08487362322473137,0.07148890824840717,0.053037935844488376,0.08431809967005037,0.08476875699899428,0.042091724008880824,0.0937378794399159,0.11050217884866305,0.07599333026788094,0.07476683274561431,0.07033552831631952,0.11477163271327331,0.06635048043404435,0.09961794963652185,0.05805205746041986,0.05175215667211351,0.08018025826740302,0.06753492299496838,0.09241286712751214,0.08240685524917803,0.06875544311007117,0.08285172679513055,0.08345709259808513,0.11343691466832745,0.10235137096157734,0.11135228761216705,0.08258382195097254,0.07097906502583817,0.09719325317138021,0.09963167209524526,0.08301210461913826,0.11512398096930812,0.0902160666337427,0.07797045814522457,0.08450977145429311,0.08457464834626315,0.09114778438552996,0.12742138804278716,0.08007124942978938,0.11322490653845566,0.11475064654438177,0.07589783271968437,0.0624394761598189,0.0630418342619718,0.09834058578762091,0.10531750855579133,0.07711900538440462,0.10005251991599493,0.08579431940671454,0.06356688238237077,0.07310835839228462,0.05791939224968303,0.07414864030665017,0.09641295199030847,0.08834200718688681,0.09515570401316638,0.08399986355417825,0.09325271524733546,0.06343681702636456,0.08388414031128856,0.07540714395740297
MAXPERM,batch_size_175,0.410545825163,0.0398320008251,0.4373558683274021,0.41245390996784564,0.4680254929577465,0.36020390235690236,0.3706160761245675,0.4151274264705882,0.40822030033003304,0.41321900331125827,0.4256725367647059,0.45140787234042556,0.3927157448275862,0.41209533887043187,0.3709561122807017,0.4481827524752475,0.43101719787985865,0.4481793451957295,0.43280314336917564,0.4185151182795699,0.4687660310559006,0.42420284320557494,0.3892907230215828,0.4252126066176471,0.32230805204460966,0.32889355087719296,0.40091592114695335,0.45649599999999996,0.3853809236111111,0.41237859793814435,0.40446809893992935,0.4165837561837456,0.4066071283783784,0.5026012983606557,0.4305421696113074,0.36292410545454545,0.4123009035369775,0.4095900144927536,0.4686314000000001,0.38090106713780925,0.3857545888501742,0.5274081384615384,0.4239019419354839,0.39337582428115014,0.3156048724137931,0.40859253191489364,0.45201728750000003,0.4335827875457876,0.3726905070921986,0.35752962724014337,0.37631675,0.47033849116607773,0.38682252054794525,0.34319827915194345,0.4021022185185185,0.4322681979166667,0.43974757839721257,0.42495902238805966,0.4194207071428572,0.41611011486486493,0.339982,0.40518255517241375,0.35109030526315793,0.43188048299319726,0.37354833214285715,0.4027329784946237,0.37739040924092404,0.3958012614840989,0.40042424285714284,0.4130654949152542,0.3586647357142857,0.44711165798045605,0.4519651974110032,0.4644661320132013,0.3722460378548896,0.38852676642335765,0.40340790759075906,0.46848234853420195,0.3238014555160143,0.4076264855072464,0.38396547735191644,0.42333266785714285,0.4125100464285714,0.4569078552188553,0.34718625773195877,0.42817009057971017,0.34869764111498264,0.40480561971830986,0.46521808571428563,0.4279894,0.4356038072727273,0.42375297794117645,0.4056146789667896,0.4742262263513514,0.4722478105263158,0.41403961224489794,0.45017744169611307,0.3570904678571429,0.4246762840909091,0.38028906227106224,0.44674664359861593,0.38643325362318837
RBSE,batch_size_175,0.000106640750125,0.000606401591055,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035842293906810036,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035587188612099642,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035211267605633804,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_175,0.121715922992,0.0495827214933,0.160448691937,0.146735397947,0.158977491211,0.0532834316689,0.131414617392,0.162581631421,0.13411131803,0.102491493925,0.127713126991,0.12065057358,0.226991326243,0.0392330213213,0.167592264281,0.0900099481141,0.11571002904,0.0826293870753,0.116782739079,0.0801269894991,0.0530859906647,0.151191686577,0.171066121176,0.0966913569851,0.137109482063,0.0892722772714,0.190196377484,0.111192253431,0.0419460956266,0.131917914445,0.0626787478938,0.088360191125,0.0732780585765,0.0956373209878,0.150477884589,0.127754850036,0.111023502867,0.0674263795558,0.115407519267,0.124487525668,0.0590281152417,0.124566754765,0.0791850193581,0.0661651652441,0.0676441695435,0.180725403764,0.0626828023419,0.0750089503499,0.18618958876,0.0732706627877,0.108693542256,0.101215409224,0.193559944728,0.0792129516358,0.159108173021,0.0786400833002,0.0966482585093,0.125306542959,0.100884334065,0.255024751658,0.180503387722,0.171528478044,0.118512826984,0.0613622012362,0.235001050604,0.130109218632,0.145092590073,0.214015527765,0.110589312235,0.09131084116,0.156560880148,0.182844792501,0.114044142019,0.126617056846,0.0304413978961,0.0926037639317,0.165970996796,0.134291818079,0.1472760323,0.129922521325,0.25193603408,0.0827394399821,0.0985575780655,0.259003231083,0.0783205377917,0.165497608713,0.126350838326,0.100785334995,0.0621686482073,0.121412807545,0.107121039016,0.161599837256,0.143623891437,0.0518450559511,0.0584031000199,0.222020983507,0.107222065549,0.156890751838,0.118190308301,0.105665018996,0.0723911866944,0.100802526959
FSCORE,batch_size_175,0.25519189515,0.0809908319661,0.31177485127,0.143520397669,0.242212312973,0.284635760249,0.270619755404,0.244207751691,0.408826618217,0.273501834591,0.466268476577,0.465743849282,0.235312241502,0.32662190042,0.348342289881,0.177912373634,0.162340178429,0.124722805897,0.353231930621,0.179346980839,0.210945972046,0.205072968568,0.337730487879,0.193161322594,0.30263172817,0.244331017993,0.267790429247,0.249254034325,0.22405221333,0.246377143616,0.317789580505,0.147339133197,0.227895457177,0.182150926697,0.227207933469,0.150419818624,0.223818333454,0.284815110506,0.23574509648,0.161517087003,0.276006566881,0.331440867483,0.315364201508,0.14398491387,0.152829919821,0.398608131425,0.261028549309,0.277507853877,0.118634595663,0.304837461362,0.310273233127,0.351696524645,0.414086130173,0.13785545332,0.180192508612,0.224978381531,0.189420690877,0.113757176533,0.276518292086,0.319843015054,0.374190958988,0.225683626718,0.294423709387,0.329742480236,0.097791049252,0.458908301076,0.237513730825,0.144768215827,0.238104403276,0.198065250649,0.299577787313,0.29355980341,0.146678339448,0.199529004889,0.268382891182,0.169259006806,0.268179135794,0.252856591805,0.36025599119,0.343291573878,0.267734524613,0.197441619479,0.240233259971,0.363721069811,0.284883998242,0.161739078113,0.376023909805,0.242298972381,0.280088712027,0.144151658817,0.189398028965,0.193276292147,0.222055776563,0.280098888215,0.253557925949,0.365455655716,0.173485171897,0.254153255897,0.193982017836,0.31949061224,0.286913838243,0.270190824897
FSCORE_IMPROVE,batch_size_175,0.140365271813,0.0854357280138,0.0957517007888,0.332605608665,0.16858220903,0.0534630189338,0.159990026309,0.194829187113,0.0182397147903,0.102213573884,0.0,0.0,0.103508077491,0.00629579248469,0.115209821954,0.183419412658,0.195398842192,0.219845698425,0.0258361137219,0.134053446756,0.0805738993356,0.15481588516,0.0924209770988,0.188430892483,0.162167986639,0.0792184951507,0.240298374722,0.139957804502,0.157542327639,0.182765837252,0.0361988509158,0.257846922877,0.100248961013,0.222159920241,0.204199842806,0.225586781151,0.138514551668,0.110129487106,0.172782328635,0.315033362077,0.0478111748562,0.166424250335,0.0472161199721,0.222094633843,0.196309736361,0.0778415825019,0.044201778038,0.0780752549293,0.360031169386,0.118403228912,0.0551711114292,0.0205220633008,0.102870310199,0.212135175363,0.303316504982,0.122530503456,0.1934572823,0.27429715861,0.0930660605972,0.195074895634,0.042351214614,0.204657059482,0.061118807709,0.0407431500812,0.370882489363,0.0,0.10165064733,0.239437565822,0.154663311047,0.121219518002,0.0599150608984,0.100329807215,0.263811547422,0.242247891831,0.0601469935535,0.21479104796,0.177365418661,0.166333790502,0.136158738516,0.096218816316,0.244148203729,0.158429281176,0.102975734624,0.113137996325,0.124590797202,0.317562928984,0.0163442458646,0.128645541907,0.0421767884855,0.238795616426,0.187862855578,0.215395911092,0.213823916157,0.0150546017625,0.0876452193097,0.0792532123306,0.152567895778,0.124167018795,0.126107165995,0.0454610489706,0.0232093369688,0.124143258806
Mode 200
Mode 200 Iteration 0
Mode 200 Iteration 20
Mode 200 Iteration 40
Mode 200 Iteration 60
Mode 200 Iteration 80
Average Elapsed Time = 18.4880613327
CUT_RATIO,batch_size_200,0.0965745225879,0.0199712742525,0.09,0.107042253521,0.100334448161,0.0912863070539,0.114074074074,0.0940695296524,0.090027700831,0.113808801214,0.0987202925046,0.102106969206,0.119596541787,0.117052023121,0.113475177305,0.0619596541787,0.0688524590164,0.0816696914701,0.0688524590164,0.105442176871,0.117268041237,0.0651465798046,0.0960264900662,0.131178707224,0.105263157895,0.0965189873418,0.0590163934426,0.110054347826,0.0940170940171,0.128325508607,0.0976430976431,0.0926640926641,0.0962732919255,0.0764790764791,0.0943396226415,0.0989010989011,0.0864661654135,0.0840480274443,0.0896159317212,0.123310810811,0.108658743633,0.097247706422,0.0794270833333,0.0813953488372,0.0731707317073,0.132879045997,0.0831556503198,0.128027681661,0.114114114114,0.104501607717,0.108,0.0690208667737,0.0867507886435,0.0752864157119,0.0849220103986,0.0995260663507,0.0885496183206,0.0920810313076,0.0849673202614,0.0772303595206,0.088785046729,0.0663650075415,0.0743801652893,0.111285266458,0.123839009288,0.105185185185,0.130659767141,0.1024,0.101806239737,0.1261829653,0.109955423477,0.118980169972,0.115961800819,0.0998593530239,0.106232294618,0.119133574007,0.0558069381599,0.0957142857143,0.105175292154,0.0760330578512,0.134128166915,0.0723684210526,0.127208480565,0.0867507886435,0.0682492581602,0.0915371329879,0.0671875,0.100164203612,0.0991501416431,0.112068965517,0.0918918918919,0.093808630394,0.0701468189233,0.103448275862,0.0618066561014,0.099846390169,0.106557377049,0.0996240601504,0.116607773852,0.0388007054674,0.0871021775544,0.145418326693
EC,batch_size_200,60.52,14.0921822299,54,76,60,66,77,46,65,75,54,63,83,81,64,43,42,45,42,62,91,40,58,69,52,61,36,81,55,82,58,48,62,53,55,63,69,49,63,73,64,53,61,63,45,78,39,74,76,65,54,43,55,46,49,63,58,50,52,58,57,44,45,71,80,71,101,64,62,80,74,84,85,71,75,66,37,67,63,46,90,44,72,55,46,53,43,61,70,65,51,50,43,69,39,65,65,53,66,22,52,73
TCV,batch_size_200,84.81,17.5867535378,76,102,92,82,103,75,87,111,76,80,105,101,102,56,68,64,67,90,122,61,76,105,80,88,55,118,79,103,76,71,93,81,82,86,93,73,86,100,89,69,87,83,70,103,60,101,90,92,75,64,85,68,69,91,75,66,69,79,80,57,64,112,103,84,128,92,92,118,89,110,111,103,107,92,56,108,87,68,123,62,95,83,64,80,68,84,96,91,77,77,59,89,56,85,92,72,96,36,77,108
LONELINESS,batch_size_200,0.78623943578,0.0140016770509,0.791940594774,0.798826228783,0.785112161544,0.793857786513,0.785227185345,0.771713354029,0.81571692191,0.793980474624,0.790110304594,0.78810228508,0.798865270367,0.78415932645,0.765680958169,0.804252013098,0.799183366831,0.772319886716,0.792062570663,0.792464139836,0.813202061002,0.80468756407,0.797511779015,0.76447595498,0.744748876546,0.774257439519,0.784885480929,0.805512672253,0.778020113401,0.776618268995,0.780408100354,0.75666353976,0.791060065777,0.806444358327,0.77778830729,0.786120713026,0.799258144534,0.782568261681,0.798100567221,0.780927087411,0.767930699396,0.791725026002,0.80135991323,0.799394659175,0.784599555425,0.779940544061,0.767511436562,0.776113170019,0.789142910832,0.765234033606,0.756788577929,0.780847634107,0.791422125977,0.782857848177,0.796492788307,0.786023108735,0.796491919579,0.769176454107,0.789358066061,0.797167287162,0.784864755971,0.78981542488,0.772624943857,0.783463188492,0.783038549647,0.796071486349,0.812746196974,0.791100942331,0.789774447714,0.781319871567,0.79305232126,0.806308849549,0.79328202482,0.802192306361,0.787947411987,0.769963653953,0.792651585558,0.802840671785,0.775229466812,0.785661596335,0.79995392915,0.792462436833,0.764794860639,0.789152855445,0.776898061247,0.783159964757,0.790990166202,0.797761105586,0.797916689677,0.762729404836,0.769380228337,0.775103785071,0.800059287153,0.793293194095,0.792119057127,0.796151808115,0.795188346661,0.761507056851,0.785745577587,0.774761164952,0.792135176526,0.742317781048
QDS,batch_size_200,0.462052281753,0.0313690058528,0.4347597721884119,0.41214856735968197,0.5195814561245541,0.39023386832447854,0.45814497959510414,0.49793431059106047,0.45782807604659653,0.4720864004622269,0.42256446213276194,0.5012152402998933,0.4418843129296165,0.49436779130846226,0.43601291198816344,0.4848337048160009,0.4801067073787446,0.4790850989047917,0.4519958843850747,0.44694737634421705,0.4894863543303332,0.45029969121555835,0.390199279846955,0.528398415905902,0.4292487148369984,0.46090985843291327,0.4549325250983204,0.48064905857582646,0.45128069395782955,0.48780156833329774,0.4806727164964505,0.4469519040741454,0.4371834853649969,0.454054687887222,0.46480165989892447,0.47946504346987645,0.434668959301888,0.49126848544627905,0.464768549469257,0.4578634025641814,0.46574287362017114,0.5272445313883019,0.4194934790517392,0.44059241692335566,0.43339287844554264,0.5144940631309625,0.5301634608161038,0.4806271679486742,0.4222411890092528,0.5004056687240654,0.5059584696428289,0.48293276152778314,0.43712954457265607,0.4476086068326697,0.4278748578622158,0.49109334965056917,0.3950095019676687,0.48421553095144126,0.45928222767555166,0.4119602342683914,0.4301638724933189,0.478317848316136,0.4591804618648166,0.49977392967314577,0.4701253371377539,0.4310290995280305,0.4401413987924635,0.42216268722116873,0.40772654963578947,0.4415542992995231,0.4574404667723847,0.4841335234624797,0.47498331625016765,0.46169229352665486,0.4648327133827848,0.46827041708634204,0.4541259423216043,0.4674109922160896,0.42902187677741976,0.4628311362771324,0.42685909334137556,0.44433863562761927,0.4653263124274389,0.456310041889271,0.4726740774674841,0.452338534232495,0.42701788618831854,0.44799531224372074,0.4688609096535862,0.5075271478395442,0.45913360243173307,0.49434189547759644,0.4588881501667056,0.4764684073660756,0.4072109686849429,0.48409998810509913,0.4795998865208147,0.502847527510157,0.5045783063715266,0.4472943701822968,0.48126428376915353,0.5412358860665897
CONDUCTANCE,batch_size_200,0.0774939064885,0.0163631126153,0.1209017764153661,0.08925187009953432,0.08622258946787242,0.10659382114912437,0.08108877049698861,0.05436250124611623,0.07713186031598508,0.08481054981347465,0.08339805438856873,0.06382699716850379,0.06333882787478601,0.07482734737404988,0.07517607807150636,0.08378321870713058,0.06281004793288927,0.08124941679723767,0.07295994161699645,0.0705670872203421,0.0733524573102809,0.10395353177242515,0.10327155636778976,0.06724724092414744,0.074702210395885,0.04809487835932217,0.09519245561222829,0.07498200442319908,0.06553573998669657,0.052238494768861214,0.057037374859879184,0.05257299826302236,0.08300075014453084,0.07380632543112084,0.08184181081665945,0.0824397562926687,0.08565760073759204,0.07237997160038911,0.06344421934907361,0.08214768835070523,0.06804390352006383,0.058773312473920786,0.09047228164519015,0.08712293875724478,0.11506980030440965,0.06494360884311319,0.04120930765507304,0.07684070663387935,0.0818823639805787,0.07461921144271488,0.07493213618111692,0.05606663630364901,0.09481450266588057,0.07092054659188941,0.07203150438960142,0.0655871605915164,0.08781387744757216,0.07183735551631906,0.07647012374750102,0.05950397786167362,0.0768862538686863,0.09158387065643879,0.09962022275540898,0.07496195563244604,0.08745500801623624,0.06410329964507526,0.07417516968616238,0.0854308260353066,0.09601383799501931,0.08693102800149295,0.04985072961440034,0.08888432680027215,0.07834714613022875,0.08522829497294777,0.06636190603436143,0.039418281380022444,0.08195192996063502,0.0778772664280527,0.08852030177497153,0.0568831190907725,0.06693883562336292,0.08491495524158368,0.06186986712135949,0.0736733882030791,0.10577272623764501,0.090362315599261,0.12308197923655402,0.09485659292738859,0.09636575543013708,0.0818750560270612,0.07430905742205922,0.07957009516815344,0.07907929545742283,0.10243128183988749,0.08557250009107419,0.09256112810554216,0.09356879858848044,0.0780591154383912,0.04639160411235891,0.0707105072141885,0.061735981600667345,0.04104995920493585
MAXPERM,batch_size_200,0.41129981066,0.0400596694729,0.40812372953736653,0.395005845659164,0.4807900316901409,0.337303696969697,0.34694075432525945,0.433420481617647,0.40926055445544557,0.46017391059602647,0.3982301213235294,0.45346129078014186,0.3989701724137931,0.42531556478405314,0.37872699298245616,0.4267116105610561,0.44687710247349827,0.43202928113879,0.42244964157706094,0.41517121863799283,0.5084475931677018,0.38914879094076654,0.3591879316546762,0.427656,0.31476450185873606,0.3460117859649122,0.4054886989247312,0.4616572243589744,0.40918633680555555,0.4443390584192439,0.4143269045936396,0.410651964664311,0.3693385,0.485093068852459,0.3784528303886926,0.39382272,0.4145949581993569,0.3974968333333333,0.44804992333333343,0.38194115547703184,0.394156425087108,0.5269985884615385,0.4001356612903226,0.37025662939297127,0.30203498620689656,0.3967703723404255,0.45053333333333334,0.465420945054945,0.3635708865248226,0.3770014659498208,0.38482491544117653,0.45057448763250885,0.37024828767123286,0.36646149823321555,0.42436019999999997,0.4294374965277778,0.3825567038327526,0.40483897761194026,0.41978340714285717,0.39274330067567564,0.3489518214285714,0.42719559310344823,0.36105904561403507,0.4865233333333334,0.40059601428571434,0.3771463225806451,0.3946675907590759,0.40588955830388695,0.40997973571428575,0.3922053762711864,0.40216665357142856,0.45214942996742674,0.44868236893203883,0.45692295709570957,0.36418801577287063,0.40181025182481755,0.4063820660066007,0.4628784788273616,0.37820714946619216,0.4381703115942029,0.41348948780487804,0.4215964428571428,0.38966975,0.46278840404040406,0.35539047422680414,0.428975134057971,0.33830133101045295,0.4037357147887324,0.45077536507936505,0.4433307894736842,0.3891925272727273,0.4665005,0.41071735055350556,0.4317468952702702,0.45192060701754383,0.4234738673469387,0.4321541236749116,0.39864924999999996,0.44396775378787884,0.36825086813186814,0.46153375432525956,0.42672124999999994
RBSE,batch_size_200,0.000207436457132,0.00082166719596,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003205128205128205,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0035842293906810036,0.0,0.0035335689045936395,0.0,0.0035335689045936395,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0033783783783783786,0.0035087719298245615,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_200,0.123228017222,0.058472012906,0.146140883566,0.120597302244,0.117518606528,0.137987405156,0.078830646713,0.0731326902885,0.181508736966,0.112087895677,0.0871758330612,0.204287679968,0.0434910627113,0.133050367473,0.122844484338,0.155945505348,0.134412713193,0.077295953536,0.186314327263,0.112492969957,0.144198706937,0.182748563438,0.153719892254,0.0461332730906,0.10015138575,0.0825814323583,0.264449007824,0.0607300926249,0.0859209354938,0.104936107411,0.0484692869357,0.098813648296,0.231694825952,0.128422456878,0.113995431287,0.152347310296,0.126672727725,0.0695772157552,0.0769291725562,0.0864537713744,0.0923937956776,0.101513595575,0.0929978549834,0.29520845455,0.258408317512,0.134865148411,0.139535705924,0.0647568633581,0.097592489112,0.15584195737,0.213747301489,0.189517303214,0.115396198946,0.135514376243,0.123986773984,0.0270003917453,0.0710308602518,0.0645574183447,0.143587495273,0.12766196332,0.10108704946,0.115954447331,0.143330466934,0.110570420958,0.202103766136,0.0835978173495,0.0365956168141,0.1308671547,0.042572947696,0.142132138156,0.0942414265788,0.139400987577,0.0731610901164,0.140226895709,0.0887618328529,0.100442839805,0.112152582045,0.0711308660018,0.155658935712,0.188076696237,0.179670281502,0.15384081084,0.0858494553966,0.200805615257,0.275773573672,0.0915563206779,0.243831246996,0.0561770294364,0.0340887111348,0.0651648559057,0.0844669953058,0.141930282188,0.303328687227,0.163857438179,0.107257154718,0.189974216885,0.0655380105583,0.0585586118361,0.0626496964436,0.0735253350115,0.0492871548935,0.134429686507
FSCORE,batch_size_200,0.24980493362,0.0686769123414,0.177122274131,0.188558853318,0.20571727282,0.280110538141,0.211409908484,0.353455349002,0.170553812617,0.176542874667,0.203293276522,0.261050807832,0.250943049755,0.206699889258,0.151715887504,0.249383872899,0.205939305019,0.169258636047,0.178861869765,0.376346857028,0.242820721068,0.2610582422,0.169699975106,0.289310727022,0.233109103385,0.250371867768,0.213721680144,0.247337315804,0.256625130599,0.383163053643,0.286847757751,0.333210026652,0.234068834223,0.305206114328,0.171541110791,0.34089175653,0.180539227998,0.262692276913,0.218696840447,0.117377490354,0.288301921602,0.397678716328,0.175352753781,0.0997362277751,0.154490152953,0.284746392143,0.257466525836,0.216284788718,0.186693798724,0.132040635657,0.256339218938,0.156059052224,0.362314706628,0.192483626527,0.374508749753,0.230927937448,0.258242183418,0.3892730655,0.291065868849,0.250645771031,0.239309996029,0.253822030966,0.283440664414,0.301228773955,0.257126294758,0.40018315567,0.219974014385,0.256587245324,0.321940733793,0.369371156718,0.242372476021,0.222442111704,0.21698201184,0.334568697284,0.281768775314,0.317285083312,0.325984119041,0.292526696703,0.194869902742,0.134325552133,0.305831067624,0.282886498093,0.250837273444,0.294856033812,0.148301308423,0.19303481371,0.282977151624,0.249796925193,0.187150946978,0.305341790367,0.336563545576,0.149747929875,0.205425077243,0.150831507778,0.259481934825,0.301443041363,0.246030186213,0.221857585516,0.244565033716,0.28917832672,0.231687874391,0.406652336018
FSCORE_IMPROVE,batch_size_200,0.139866636878,0.0835286668858,0.219510258942,0.13634508325,0.250006096894,0.164759103035,0.178793839692,0.0123799202621,0.185715791008,0.169953602618,0.150300155027,0.193811495335,0.104288909921,0.234262124424,0.288982889721,0.154638000229,0.231965321786,0.17980192507,0.201465461363,0.0,0.0853334284679,0.137743218174,0.208794977676,0.0559021473523,0.117312659461,0.0911665455618,0.248271714296,0.158243307139,0.172155253919,0.0,0.101324697836,0.0391373217985,0.185465185465,0.106258156741,0.191043379952,0.104791208791,0.210784935203,0.062533002698,0.115974419225,0.300024002561,0.0538219442976,0.0,0.179160738139,0.497095593756,0.263034872734,0.0977131810406,0.0971950525281,0.134176848317,0.177241921495,0.287426940145,0.192951659831,0.179415650456,0.0946570876135,0.169360244357,0.0852543209877,0.0706774279623,0.125820262393,0.0,0.0590597669851,0.113203220494,0.175501676131,0.0965139584697,0.184266184901,0.0335475607245,0.210962635034,0.0,0.0905395201535,0.225204385317,0.0168815964328,0.0682301208699,0.114407881268,0.192421393569,0.170204597726,0.0914423592803,0.0477611904851,0.0320689242551,0.0897192084588,0.0914927846879,0.158847309818,0.226224744009,0.0453558591968,0.17301150061,0.0993857649443,0.151812147259,0.276110342502,0.148716289543,0.215018650212,0.0826397497597,0.153590108066,0.0323732653844,0.082138528469,0.232644550357,0.221990174964,0.280552592787,0.0512533302797,0.253029623887,0.14247855825,0.0885099933045,0.0999291578247,0.0936352101519,0.0945667916354,0.0251771924257
Mode 225
Mode 225 Iteration 0
Mode 225 Iteration 20
Mode 225 Iteration 40
Mode 225 Iteration 60
Mode 225 Iteration 80
Average Elapsed Time = 15.2479454947
CUT_RATIO,batch_size_225,0.0919610149784,0.0170416356522,0.103333333333,0.121126760563,0.0919732441472,0.105117565698,0.102222222222,0.0613496932515,0.1108033241,0.0986342943854,0.109689213894,0.0875202593193,0.0965417867435,0.0780346820809,0.102836879433,0.0821325648415,0.072131147541,0.0780399274047,0.0950819672131,0.0986394557823,0.0734536082474,0.0830618892508,0.0811258278146,0.102661596958,0.103238866397,0.0791139240506,0.0967213114754,0.10597826087,0.104273504274,0.075117370892,0.0858585858586,0.0868725868726,0.114906832298,0.0981240981241,0.104631217839,0.106750392465,0.0726817042607,0.0960548885077,0.122332859175,0.089527027027,0.0865874363328,0.097247706422,0.0963541666667,0.078811369509,0.0975609756098,0.115843270869,0.119402985075,0.103806228374,0.0930930930931,0.0787781350482,0.108,0.0609951845907,0.0883280757098,0.121112929624,0.0623916811092,0.0742496050553,0.116030534351,0.0718232044199,0.0915032679739,0.0625832223702,0.0685358255452,0.0904977375566,0.0842975206612,0.0862068965517,0.077399380805,0.082962962963,0.119016817594,0.0576,0.12315270936,0.124605678233,0.0683506686478,0.104815864023,0.0832196452933,0.0689170182841,0.0991501416431,0.0938628158845,0.0950226244344,0.0928571428571,0.118530884808,0.0760330578512,0.113263785395,0.0756578947368,0.0865724381625,0.083596214511,0.0860534124629,0.108808290155,0.06875,0.105090311987,0.101983002833,0.127586206897,0.104504504505,0.0825515947467,0.0831973898858,0.0614692653673,0.0966719492868,0.0614439324117,0.0967213114754,0.114661654135,0.0865724381625,0.0670194003527,0.0770519262982,0.0896414342629
EC,batch_size_225,57.58,12.1261535534,62,86,55,76,69,30,80,65,60,54,67,54,58,57,44,43,58,58,57,51,49,54,51,50,59,78,61,48,51,45,74,68,61,68,58,56,86,53,51,53,74,61,60,68,56,60,62,49,54,38,56,74,36,47,76,39,56,47,44,60,51,55,50,56,92,36,75,79,46,74,61,49,70,52,63,65,71,46,76,46,49,53,58,63,44,64,72,74,58,44,51,41,61,40,59,61,49,38,46,45
TCV,batch_size_225,82.2,14.9853261559,94,122,87,107,95,49,106,96,87,72,98,78,85,77,65,60,82,89,79,74,67,76,80,79,85,109,92,73,68,63,102,95,86,93,85,74,119,79,76,77,86,88,93,96,84,81,80,67,77,56,76,101,59,73,107,51,76,69,63,87,75,86,72,84,107,57,97,111,70,90,95,75,99,76,88,98,93,68,110,66,68,79,74,93,70,94,99,99,87,74,70,59,81,61,85,87,70,59,73,71
LONELINESS,batch_size_225,0.786816142937,0.0139268184043,0.790892740182,0.792348223108,0.78459376387,0.791035283818,0.7883703371,0.776141328629,0.808640874797,0.794797794386,0.786850047886,0.788993214009,0.803210113904,0.787999719057,0.770246965494,0.801085446818,0.798647366836,0.773895984758,0.78843022446,0.792158222237,0.818595863378,0.803187107924,0.800834271317,0.771248574852,0.739948779563,0.776464326279,0.779786688811,0.809163489262,0.77435782741,0.779128628147,0.780844095947,0.75956265496,0.791844533973,0.803303677139,0.777932991278,0.784160154146,0.79967251986,0.782631564935,0.790708474361,0.788042641489,0.767911052392,0.790175249814,0.801438699133,0.800183452565,0.779039224933,0.778124342746,0.759438066448,0.78410969421,0.792839337099,0.774154002878,0.755559032003,0.78423914113,0.794515804122,0.778914141942,0.797177344491,0.790076687765,0.790664705384,0.772930493018,0.788326001121,0.801743046728,0.788514842049,0.783378839607,0.76911166308,0.79022782321,0.787286482574,0.796940669963,0.815023389995,0.796917167499,0.789244175724,0.782935220973,0.792799214416,0.809346256289,0.79733185057,0.807054558866,0.794788083254,0.773633403756,0.784218673583,0.804651078578,0.771750188977,0.785570695161,0.803131305881,0.790314694813,0.771131330949,0.787790908934,0.778186055502,0.781055133515,0.791281197619,0.790900764217,0.79763068309,0.76200303979,0.767337708925,0.779465775057,0.798309735229,0.799720965501,0.788954736413,0.798877680399,0.79667828765,0.756847862133,0.791443758946,0.771995105296,0.793542119869,0.752975129548
QDS,batch_size_225,0.455739281418,0.0299613044918,0.4418576503080663,0.46717111132658934,0.4994866612531497,0.3918616332600869,0.46842188699514087,0.4554877092802032,0.4541305009756561,0.4542560409458565,0.4493635873872052,0.501853599308888,0.415550512484727,0.4520960244424523,0.4260821238120591,0.479965758104981,0.4915918118236404,0.4635595162717754,0.472514470826707,0.4828174185319962,0.4453934954872632,0.44879449636049723,0.41014609109294686,0.4934159454815462,0.4640063474907167,0.40991869285611493,0.4799008235007992,0.4547201446868108,0.4553711837111596,0.47688534916802466,0.48432447111125587,0.47629683619395674,0.4143666608613956,0.49311824461961035,0.43150282359884945,0.45709996843625106,0.40923884752365247,0.476801374200071,0.494031710737154,0.4334267227678623,0.4580902399639983,0.5375484353848969,0.42387106750177767,0.4123775579401486,0.41735659929455127,0.49637042312271523,0.561143743184454,0.4480417980081735,0.41408286324974997,0.48052390462208566,0.46906055566803656,0.4757989825753789,0.42701019443623606,0.47502478982993607,0.4307327372903983,0.45670640764745163,0.42017834760761397,0.4519602535917045,0.4605746226073947,0.42767946103214,0.4238937995213904,0.46102998698843156,0.4564366049209526,0.44364332197847084,0.42449315801258675,0.4200286667060847,0.4326209594055705,0.4028782318885844,0.405236191008751,0.42905070204458784,0.4376778355524344,0.4629082410900583,0.4695591286198446,0.4178336139561556,0.4662978908785685,0.4486685028263437,0.5042132684655588,0.4699834017034373,0.44723998211448185,0.4573574133637548,0.429449637086149,0.45728963275090684,0.44256753970678886,0.48104516707532485,0.4530134135306817,0.46549795636192864,0.41069096431347263,0.4380306563417607,0.4820750143786468,0.4865614459218177,0.45180559350174504,0.46728209861886993,0.4672605257865848,0.46012059360397367,0.46108508561738903,0.44092015824211805,0.45980775662687834,0.5251377810861529,0.4872205230511102,0.4629419288599599,0.4460250756682609,0.4960874608861228
CONDUCTANCE,batch_size_225,0.0801585705616,0.0155947033506,0.09166463956598106,0.07700654749452818,0.0786269567774379,0.10624360967316782,0.09611232425958936,0.07845364497112493,0.07122347131965334,0.0835860015389899,0.08205295042962713,0.0814660639748664,0.06277648993337084,0.08875115781719191,0.09179665659285825,0.08519655393440796,0.08607221082969357,0.07628414682308571,0.06099143838013685,0.09306402323129992,0.10219741458977306,0.09184617926024444,0.11251341800955252,0.0749882497996796,0.07041644111456971,0.06190940216660934,0.08955909303329442,0.09415414281623234,0.0687981263416399,0.08740423318359122,0.08749700383949116,0.08562510700561755,0.07920276894929787,0.06880936745638246,0.06871684161725224,0.06983720239380728,0.08535250060450437,0.06733074799194425,0.05724827468598195,0.05819056710864987,0.07698353823269091,0.05769066032694375,0.08979647076293903,0.07774044842716586,0.08971399168029534,0.08018404134781655,0.0303939428877919,0.10079934007106546,0.07669194865050688,0.07067100534259563,0.06272964798571097,0.054120018191047906,0.09149622266893738,0.05400022202863721,0.10641481661753364,0.0704183331305487,0.08080887950587809,0.05971225609294116,0.08508211345374292,0.07938647099251639,0.07182977328451644,0.08138718241096406,0.08710639212395456,0.05875417352211022,0.10229666804923579,0.07148349224208535,0.09675247644396626,0.11841711611402367,0.06967174593478147,0.09956798065009971,0.053473399144537456,0.07719948280377044,0.10717842199204171,0.09984352687076371,0.06002301040761784,0.06321067614081509,0.08045496739626479,0.09226117824693958,0.07479799936397581,0.059030735194843725,0.09530257216053147,0.07852195256020422,0.0890659195122177,0.08724110537260324,0.08977570560754818,0.09096437625182938,0.10432754053107873,0.09877888177329011,0.08187780222198962,0.06400605677344794,0.07186412738281078,0.07781901206769089,0.07398723631464346,0.10834257619962853,0.0748091497717116,0.0856997328156112,0.09186721197984582,0.06356322817394867,0.07214950915971625,0.05905432857575315,0.061346582974608335,0.10295171172734446
MAXPERM,batch_size_225,0.407525178935,0.0395291314497,0.4307611316725978,0.4190108102893891,0.44736298239436617,0.37676814814814813,0.35672140484429066,0.390906268382353,0.3914047788778878,0.4488338112582782,0.41393275,0.45374392907801414,0.38358138275862064,0.4107256013289037,0.3812136807017543,0.42725996699669966,0.4616393886925795,0.4211237971530249,0.4558609856630825,0.38575160215053766,0.4480640745341615,0.40212200696864114,0.3447541870503597,0.41017290441176474,0.32181046840148697,0.3343459614035088,0.4037958422939068,0.47743409294871786,0.39727891666666676,0.4276082714776633,0.4301290459363957,0.432421925795053,0.3873554695945946,0.5046399344262296,0.3992773427561837,0.38470426181818185,0.3824500996784566,0.3935668260869566,0.45352381999999997,0.3694418374558304,0.38409804878048776,0.5506736076923077,0.40955263548387105,0.3578263003194888,0.3228632310344827,0.4148293014184397,0.49323975000000003,0.43897097802197804,0.3762506666666667,0.3935056523297491,0.39628469485294116,0.4447813780918728,0.3569678390410959,0.3642042367491166,0.39876796296296296,0.4240297048611111,0.4362208153310104,0.3873200074626866,0.42037536785714286,0.3990408614864865,0.33917673928571423,0.43096355172413797,0.35292883859649127,0.42133038095238096,0.3738760892857143,0.37359328673835124,0.39317173597359734,0.37271726148409895,0.4100714785714285,0.38939403389830507,0.38511464285714286,0.4523057980456026,0.43824697087378645,0.42590077887788774,0.39531063091482654,0.38431794160583943,0.4194427128712871,0.466017325732899,0.377400975088968,0.4132792971014493,0.38396159581881534,0.4298964857142857,0.3624538285714285,0.47194233670033675,0.35030947422680414,0.425473365942029,0.3518575574912892,0.3876405,0.4503104793650794,0.42856846666666665,0.4173731527272728,0.40707568382352943,0.39190179335793357,0.3949164155405405,0.4775074526315789,0.40165649659863945,0.4037916360424028,0.3976904214285714,0.43347437878787876,0.36860287912087913,0.47699676470588237,0.3932535072463768
RBSE,batch_size_225,9.91525521423e-05,0.000564234357003,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003205128205128205,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.003484320557491289,0.0,0.0032258064516129032,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_225,0.12184507592,0.0573238057089,0.158125001126,0.115517006893,0.042512019121,0.120141845134,0.245100386681,0.0934185887283,0.111261953561,0.124721674078,0.0930650959246,0.224696443559,0.0720878088089,0.049005893042,0.103550127489,0.0832568322861,0.111389297641,0.113831369383,0.0357665878998,0.0841653402403,0.16512163608,0.12405556189,0.0996263171531,0.144939546507,0.0914143969503,0.114301954102,0.0664994562962,0.0699814378663,0.0764685642824,0.087014890257,0.0767233964714,0.0898420552095,0.0655840719814,0.0514788852437,0.24193624502,0.0953293398704,0.166988575937,0.18053660338,0.0261577579203,0.0937892051624,0.219417224844,0.0832406894054,0.26484184111,0.106473538678,0.0634560878822,0.0769586725352,0.161365760231,0.112832152043,0.0893951423682,0.126454936802,0.159927408151,0.07917145665,0.270832953718,0.0879182778295,0.232024320666,0.226940060336,0.157223711932,0.119848280013,0.235084166588,0.202093925422,0.1444582996,0.09941212631,0.133528141233,0.12129166798,0.304867846228,0.166608757707,0.125532172063,0.127891915918,0.129556759977,0.135077127445,0.0951456717521,0.126785106669,0.204099842574,0.155806776863,0.174233543135,0.0874582379735,0.0832381634451,0.125770901094,0.0600175865546,0.202854522383,0.0811182461124,0.0484602065611,0.152866856383,0.0424337308139,0.22510134016,0.0979226615778,0.072358304443,0.0652748554738,0.101108025589,0.0691474115408,0.0825968235502,0.148862709859,0.0851932534687,0.096571373179,0.125926194721,0.139855689999,0.0896518694188,0.0603272078854,0.0815909940097,0.102600944786,0.149937716011,0.0770622331389
FSCORE,batch_size_225,0.264009475671,0.0866560521886,0.382013583987,0.234401447949,0.283832514008,0.334497788972,0.155554578787,0.276052036199,0.200301709394,0.333346898839,0.178644769487,0.21152129302,0.280817196726,0.266592964488,0.349191645523,0.253557759972,0.283066445188,0.277655166456,0.253126428727,0.318016358863,0.302404475696,0.178444618252,0.358900953562,0.146567482101,0.284953641396,0.136031670664,0.307084102454,0.328229114217,0.295067772291,0.16556061609,0.296925455428,0.204445675382,0.328693631035,0.159638534813,0.0486704538891,0.304411980815,0.497487795014,0.220538389012,0.172466112121,0.160388890507,0.148212734185,0.301734539511,0.348854300525,0.407198890406,0.235653946698,0.20928828505,0.100020939414,0.390102484421,0.239196521185,0.30926502079,0.319518565691,0.294289244625,0.074335076737,0.260987760661,0.321635940574,0.283150150304,0.190834544371,0.396733099862,0.355822097524,0.306613208732,0.200080449318,0.210312002161,0.254375053746,0.196666544215,0.140444893832,0.120087818821,0.247070466272,0.279905276638,0.328199730829,0.402134620236,0.178768932588,0.219807639082,0.305660824058,0.189549750559,0.244839550268,0.336672082178,0.439187161412,0.299098543398,0.27250647041,0.469791581626,0.245433807263,0.346296218487,0.306536569288,0.165439056023,0.17825222969,0.330920789762,0.282422263757,0.35713349651,0.139975130117,0.297809867216,0.164396181964,0.432507395219,0.207388979248,0.241468461849,0.189176922064,0.198223426486,0.215427258534,0.339143707496,0.257393538404,0.245186655141,0.427573863622,0.235133054687
FSCORE_IMPROVE,batch_size_225,0.129249467205,0.095742114788,0.105079015278,0.173368872428,0.0598837781936,0.0,0.405301327336,0.0470536090856,0.156326699867,0.132902821038,0.00234271045166,0.340101271029,0.0619168587673,0.0682040391684,0.0111779448622,0.119526866216,0.0940410370046,0.0669198733256,0.0484660537115,0.0510701262648,0.102296666866,0.211424190738,0.0219235383919,0.350336280965,0.119744325293,0.257648126789,0.0592659902065,0.0221598375477,0.0704575661217,0.247165805097,0.105170949753,0.197319072761,0.0162386548343,0.163013963419,0.447071392731,0.113110019151,0.0,0.223344990601,0.115977626878,0.147507688103,0.280896504616,0.103981380219,0.106012603851,0.0197543258326,0.0204035000919,0.135482136224,0.259672523878,0.0,0.194254960361,0.109111634905,0.0489300392416,0.0978669751069,0.304907361129,0.117900492026,0.248644405619,0.231994329217,0.227511499829,0.0646121928407,0.0529377140927,0.138427318586,0.248140346634,0.170821759016,0.111685216469,0.177943095375,0.225914947931,0.2690870108,0.0812525332856,0.109154387732,0.119125009871,0.0539978771695,0.258126382272,0.148934582371,0.128538041894,0.186759671067,0.151008681631,0.00115159688723,0.0,0.0393502831034,0.0460872192936,0.0,0.109415391502,0.0222261296258,0.0989713919753,0.182338577042,0.275793888982,0.0433620868894,0.11764304643,0.0564313574407,0.235787789642,0.0438448082411,0.144045365325,0.00983737326952,0.149371001886,0.0802346737636,0.162211430282,0.236874966469,0.205422958414,0.0378783573733,0.166512577456,0.175421791913,0.00131276938575,0.144768856448
Mode 250
Mode 250 Iteration 0
Mode 250 Iteration 20
Mode 250 Iteration 40
Mode 250 Iteration 60
Mode 250 Iteration 80
Average Elapsed Time = 16.5758094621
CUT_RATIO,batch_size_250,0.0945199989046,0.0205909816535,0.108333333333,0.087323943662,0.0819397993311,0.112033195021,0.131851851852,0.0879345603272,0.0803324099723,0.0880121396055,0.0822669104205,0.0988654781199,0.0936599423631,0.114161849711,0.101063829787,0.0850144092219,0.0819672131148,0.070780399274,0.0901639344262,0.112244897959,0.100515463918,0.0814332247557,0.0927152317881,0.0893536121673,0.0991902834008,0.0901898734177,0.109836065574,0.0828804347826,0.0735042735043,0.10641627543,0.124579124579,0.0849420849421,0.0962732919255,0.0721500721501,0.111492281304,0.113029827316,0.106516290727,0.0943396226415,0.072546230441,0.101351351351,0.0865874363328,0.0623853211009,0.09765625,0.077519379845,0.117073170732,0.105621805792,0.0874200426439,0.103806228374,0.0930930930931,0.0819935691318,0.096,0.0593900481541,0.107255520505,0.0801963993453,0.0849220103986,0.121642969984,0.10534351145,0.0699815837937,0.0849673202614,0.08655126498,0.0919003115265,0.0497737556561,0.0628099173554,0.0783699059561,0.137770897833,0.108148148148,0.124191461837,0.1024,0.108374384236,0.145110410095,0.0460624071322,0.100566572238,0.0791268758527,0.0675105485232,0.0949008498584,0.0703971119134,0.0648567119155,0.0971428571429,0.121869782972,0.110743801653,0.108792846498,0.105263157895,0.113074204947,0.110410094637,0.13056379822,0.120898100173,0.08125,0.124794745484,0.131728045326,0.0931034482759,0.0558558558559,0.129455909944,0.0815660685155,0.0794602698651,0.0760697305864,0.10291858679,0.126229508197,0.062030075188,0.109540636042,0.0458553791887,0.0988274706868,0.0816733067729
EC,batch_size_250,59.4,14.9378713343,65,62,49,81,89,43,58,58,45,61,65,79,57,59,50,39,55,66,78,50,56,47,49,57,67,61,43,68,74,44,62,50,65,72,85,55,51,60,51,34,75,60,72,62,41,60,62,51,48,37,68,49,49,77,69,38,52,65,59,33,38,50,89,73,96,64,66,92,31,71,58,48,67,39,43,68,73,67,73,64,64,70,88,70,52,76,93,54,31,69,50,53,48,67,77,33,62,26,59,41
TCV,batch_size_250,84.1,18.1991758055,94,93,73,108,114,73,82,90,67,84,96,106,82,84,69,56,79,102,108,82,81,66,73,81,97,87,70,94,98,65,93,76,91,86,119,75,79,93,75,51,101,81,101,83,62,80,75,72,68,55,98,71,74,105,92,59,76,82,79,55,60,82,115,93,122,94,85,128,49,95,81,78,100,57,65,111,89,95,106,86,84,107,108,100,79,107,118,78,46,105,73,81,59,89,103,50,81,40,91,59
LONELINESS,batch_size_250,0.786788373435,0.0132754618178,0.788795963512,0.797276865517,0.787836863136,0.791514116561,0.786527707718,0.773047563336,0.813157708545,0.797254591244,0.788357357287,0.78771682094,0.800620498004,0.782436903066,0.770717639263,0.798744748943,0.798189943486,0.77348751023,0.787893031851,0.788952559604,0.815388735242,0.800737199185,0.796468958705,0.774428182148,0.742528922786,0.777126014129,0.777992469406,0.812543180937,0.776483768924,0.779626722778,0.77656209534,0.757260183747,0.788963816322,0.805580259774,0.776882873151,0.783971428379,0.796446409376,0.78038819862,0.797470097715,0.78469226605,0.770192288246,0.795106768699,0.801339679383,0.801526791006,0.776820108072,0.783093747539,0.765145148969,0.785000978065,0.79451967213,0.774364750224,0.758331499466,0.786347846258,0.789474712834,0.784857349896,0.795775329691,0.78549279808,0.791704420054,0.770759608903,0.7873557995,0.800981485572,0.785962576765,0.78744576999,0.771874098898,0.79124299692,0.779510171285,0.794624802395,0.814240940299,0.793066726739,0.79203991754,0.77997020775,0.79780492171,0.809930964803,0.802758320436,0.804730903754,0.793987351712,0.777810516013,0.789629008186,0.804287103051,0.773531375006,0.778830051586,0.804202698461,0.78748154308,0.772822909806,0.784291558058,0.773233996914,0.782900055182,0.787906913048,0.791690536193,0.794198329476,0.766728608349,0.773966654082,0.772482170137,0.797775834445,0.79297456204,0.795221461943,0.794355270689,0.794432035759,0.766355425533,0.790312049757,0.775156201204,0.790827767735,0.753981079196
QDS,batch_size_250,0.458923369424,0.0283028439305,0.43648331936254825,0.42282091938974997,0.4794294509690674,0.3934759875580261,0.4723061402354565,0.49818688392463484,0.4559224975060339,0.4083418488575577,0.4199078298466679,0.515899722333534,0.49119686220511793,0.4814349961085095,0.4215170927168401,0.4558361658177092,0.523082094568255,0.46214325176954985,0.46242398782907734,0.47916651866578575,0.4718858431655449,0.4509781300756145,0.44042083237220037,0.4857064396210576,0.4582419474640015,0.44611804275345973,0.47786441233359994,0.4521102470603141,0.43717819841505373,0.47136994196510523,0.4963312827672942,0.4596643758417909,0.423512334848119,0.4580439759692158,0.4549923340609217,0.4814495752098812,0.4291454600251315,0.49654224998214963,0.48460818520110915,0.4314012053050541,0.4567641504182513,0.49614066199638407,0.4259113467795734,0.42199648096847187,0.4354342984730254,0.4927485735289841,0.530248385179105,0.4397321914803033,0.42056745438177134,0.4915019913215078,0.45588677151118373,0.4846017505905905,0.4344135963375926,0.4462057315946913,0.4360825313524658,0.529483410190764,0.41052277101743156,0.47464240122426654,0.4409540987417033,0.435905370533191,0.44463878574885823,0.4403055284208656,0.436073669414243,0.4430816177560976,0.4610830501998322,0.44254386199571505,0.43583412759103346,0.42728416847023853,0.4134481989054909,0.46642566374747346,0.41499774006505524,0.46157604558469795,0.44944687095172786,0.4407914595787718,0.45212669198675626,0.4476668620243187,0.472159319265585,0.4670482922044005,0.4448026628941519,0.4931080229691547,0.41441179460349775,0.4806235577383658,0.46893259917170393,0.5036130979862936,0.48127906679597954,0.46447905560451386,0.4210375700480136,0.4519324018994068,0.474972214411288,0.4725121566139002,0.44118427514107916,0.5014556789326621,0.476395989903205,0.47162752806933567,0.4232416878724646,0.4716331058873046,0.5054424585392235,0.472957285044491,0.4702341768053917,0.46670655796689947,0.4821428478614846,0.4741946439775887
CONDUCTANCE,batch_size_250,0.080518435605,0.0178290619649,0.08202048676486377,0.09493123763133418,0.08252843998588413,0.06981929584824151,0.0884479143715946,0.05251548932151944,0.09275797705827728,0.08272293510117645,0.09601476888531761,0.06264501962056411,0.08980035814005398,0.09268720549404796,0.08894752030711527,0.08969971559724393,0.07583089015495476,0.0707799657469194,0.06690814868662635,0.07324481882395611,0.08060641352930782,0.06247822308560547,0.1290626711625353,0.08069966652929113,0.08834535194243212,0.0515313819352299,0.07478754775925425,0.10681669909416033,0.08144897824351122,0.06406892542136337,0.04605151684954495,0.06667144381959836,0.07254533823314711,0.08323951791435638,0.07003650055312889,0.0771272121698736,0.05704962534996948,0.0702057705901146,0.10040294017976642,0.050497226538634296,0.05313393647032601,0.0767927862316641,0.09448401400265624,0.09959549214860798,0.07057466015466721,0.10839661796898636,0.04208605338997621,0.08732250209113086,0.09616021487009789,0.077565971544873,0.08303517076935733,0.08356769799732887,0.07787396964235184,0.06397336810747907,0.08389670306254145,0.04463099051711272,0.10707519102956617,0.06741528977976367,0.060261157520425296,0.09048761684457605,0.08642331703005705,0.09201115161885044,0.09645051257905349,0.07887274701099885,0.07168944766106204,0.06774740137615894,0.09542772952835263,0.08291533143348978,0.08849297017017699,0.08711737725948167,0.09905688770708307,0.08596867364742518,0.1368118310507531,0.10922954128049897,0.05537440317793437,0.10569512448203634,0.09461411815914383,0.06474343094023816,0.08394997956402002,0.05547220733426829,0.11509746631679929,0.08595950200153817,0.06765520849504318,0.07699122925852464,0.07541879174779362,0.07589807561804646,0.10200843596657272,0.06280042878284223,0.07562040002517181,0.08872970319300126,0.10054811345482845,0.050279142255565616,0.07169907345148702,0.10311723269505535,0.10928742818717681,0.07720821366619984,0.09276373984997832,0.08419268601592665,0.05615201694666648,0.07095947432558379,0.05918606337012427,0.07790240928307042
MAXPERM,batch_size_250,0.413145625733,0.0394419391131,0.43949185053380785,0.3967352636655948,0.44845598591549296,0.35327326936026937,0.3802409619377163,0.42849548161764706,0.4108486072607261,0.4406465993377483,0.4017449705882353,0.47602019858156036,0.41173882068965517,0.4217774750830565,0.39074481403508776,0.4567113300330033,0.4756546219081272,0.4146303629893239,0.44584843369175625,0.42257195340501796,0.5020173881987579,0.4251100627177701,0.38377918705035974,0.4143852904411765,0.32604448327137553,0.334092301754386,0.3975580322580646,0.45236852564102564,0.3767364027777778,0.4577895910652921,0.437261371024735,0.4108095265017668,0.3636439493243243,0.480106462295082,0.39435569611307414,0.38411694545454544,0.40103579421221863,0.3863372282608696,0.46285452,0.3941088939929329,0.3882523658536585,0.5065447192307693,0.42108500645161295,0.3590008306709265,0.3106480896551724,0.4072868226950354,0.4626838458333333,0.43781417948717954,0.34422155673758864,0.37994524372759864,0.40520649999999997,0.45107060070671373,0.3865639760273972,0.34304349823321556,0.4225047333333334,0.45825275,0.39085676306620204,0.41827648507462684,0.41756249999999995,0.397930125,0.35928630714285714,0.3933576172413793,0.3695939192982456,0.4274907857142857,0.37694167142857143,0.408967394265233,0.3947671320132013,0.41333689752650177,0.4111132857142857,0.45754792203389827,0.36271898214285714,0.449200667752443,0.4306373139158576,0.4453077359735974,0.3986051261829653,0.3738856751824817,0.4111315643564356,0.46237282410423447,0.38477104626334524,0.4180024492753623,0.39533697212543556,0.4515900785714286,0.3969706,0.4810708888888889,0.36591881099656354,0.45993672826086957,0.35213215679442506,0.39699287323943655,0.4724637365079365,0.40935685964912283,0.4157109890909091,0.44093475,0.41824955719557194,0.42176863851351354,0.450058645614035,0.4172430816326531,0.4650806572438163,0.40721667142857143,0.42854317045454543,0.3650792857142857,0.4874773771626298,0.357500481884058
RBSE,batch_size_250,0.00010079015893,0.000573135421078,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0033222591362126247,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0033783783783783786,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0033783783783783786,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_250,0.125640369863,0.0546964569458,0.197392539825,0.0750427284255,0.165657609773,0.167889225093,0.0769592210621,0.0444260458344,0.162151178986,0.153289929809,0.0893150332055,0.139628685643,0.0934814949601,0.0489278799482,0.210787519277,0.123481006382,0.180469924406,0.0739798914865,0.101791194132,0.0324498621572,0.148622656653,0.133038941808,0.203968327536,0.110803336195,0.109265530854,0.136904023962,0.180699987906,0.116648639359,0.08279685801,0.114373158347,0.0205344829422,0.0604856877388,0.155655631198,0.161406583725,0.136222810057,0.104325426464,0.184970392593,0.101391096037,0.223749237925,0.0905848332381,0.258860783804,0.043583227252,0.107174353021,0.255160569188,0.160797903512,0.0909175539169,0.211520219074,0.169741825324,0.058948704037,0.133166037267,0.125409688361,0.239480364466,0.0665788002294,0.117049377682,0.139350694302,0.149014791566,0.111095055498,0.191285788614,0.18706129506,0.0401062818827,0.0865368874442,0.163634876377,0.103007414888,0.111460267458,0.147654111323,0.0637822581796,0.181850792154,0.0560318368746,0.255379502148,0.132051698897,0.160776645198,0.12208978806,0.124912048722,0.0862570564569,0.125144712199,0.168621950611,0.136172216401,0.0702403085786,0.0739650742056,0.0973570538282,0.151970148773,0.186045288068,0.0482121350203,0.037417861467,0.132376664174,0.10777756854,0.224703404936,0.057675814061,0.141912304149,0.0197419844374,0.108999887459,0.0797030923068,0.0958720640749,0.103443595183,0.16831454399,0.148361597684,0.130543818083,0.133495458917,0.126040531215,0.0744348385383,0.0448624766765,0.20533348154
FSCORE,batch_size_250,0.241029503686,0.0828713871883,0.269939612261,0.204070216813,0.211946274464,0.118461218947,0.269701784927,0.337732665326,0.279788791651,0.135131910033,0.14095052789,0.294617601705,0.327215178091,0.205800136967,0.327309702211,0.215542718475,0.419054112104,0.107840840128,0.310951636293,0.198654817229,0.311027756637,0.186687788444,0.245635645398,0.294540427407,0.234982712674,0.393491313754,0.172280154244,0.132164103753,0.254388747929,0.240134271678,0.221393333724,0.337907730929,0.331669400709,0.1082645708,0.38681331121,0.266687958623,0.337560240716,0.326572968955,0.217811660092,0.248164178012,0.068946646306,0.182611116795,0.367827462613,0.0711139153065,0.440802868655,0.177089083438,0.247318855213,0.274842296973,0.187557322998,0.233872453501,0.342736013708,0.0595399294869,0.226188456637,0.229945436519,0.104848833737,0.364692678158,0.235177848831,0.223225307427,0.351318040138,0.330265464616,0.241718977748,0.122010526405,0.247379749805,0.283643016124,0.0802559737591,0.23289453704,0.316130574465,0.330808780235,0.137516140521,0.259381554584,0.214455039492,0.261048668607,0.234732645705,0.372942975543,0.245229197212,0.392201328949,0.31399989314,0.214222645522,0.294093094879,0.140832378239,0.129892641563,0.194944830244,0.230611114309,0.187964824763,0.230894275894,0.280787301827,0.15287851982,0.222456704801,0.381623261752,0.243897243515,0.179399422987,0.174003815701,0.258808881047,0.173553064195,0.239330727199,0.181853545581,0.266121800349,0.115311811911,0.201500019671,0.259912330242,0.239078858445,0.279819622563
FSCORE_IMPROVE,batch_size_250,0.148940015729,0.0994969492111,0.207110801417,0.177183576872,0.146887251716,0.365695562904,0.176048340959,0.0485824446738,0.191275649304,0.265461120024,0.22567129159,0.157255338603,0.00748739580775,0.154219135012,0.056422280164,0.118540583215,0.00234815892737,0.236826108674,0.0690505246863,0.158907745047,0.220360386048,0.191050776663,0.0230402603846,0.0988416189938,0.0945921992796,0.0240913176244,0.314138211727,0.230272056619,0.120737547643,0.108422320113,0.109202011199,0.01559023688,0.0,0.228361895192,0.053076189145,0.145148185148,0.131876980807,0.027096964956,0.214824143367,0.186860346011,0.382821389585,0.139511023603,0.00999479473117,0.390025709631,0.0,0.222752361209,0.228432052646,0.135333253556,0.134257927468,0.16856786229,0.0228686608463,0.455934066489,0.0689520898962,0.190071412686,0.282893712963,0.065130823283,0.163388647875,0.189812578186,0.0594774273346,0.00992065250504,0.0782900297538,0.278237225003,0.166887861086,0.0517149644077,0.29358580436,0.0945883190919,0.118765722726,0.0147371189244,0.282221847242,0.100568370078,0.16520695388,0.178125080837,0.115041179682,0.0,0.136159277383,0.00623025787486,0.126425159323,0.103248158818,0.0677677276231,0.168746071355,0.326343279334,0.320248758015,0.148110405044,0.154439193962,0.250566708952,0.125088784587,0.241648334169,0.0978726470667,0.0,0.0851278523105,0.182974600935,0.171418556095,0.0886548528511,0.205468074513,0.125542045867,0.290215533286,0.0745952937352,0.33015876019,0.163256795656,0.0694069527611,0.0604450143781,0.213168595558
Mode 275
Mode 275 Iteration 0
Mode 275 Iteration 20
Mode 275 Iteration 40
Mode 275 Iteration 60
Mode 275 Iteration 80
Average Elapsed Time = 15.9019165182
CUT_RATIO,batch_size_275,0.0989673767823,0.0204568423716,0.118333333333,0.1,0.0886287625418,0.0968188105118,0.131851851852,0.0858895705521,0.109418282548,0.092564491654,0.118829981718,0.0988654781199,0.0965417867435,0.158959537572,0.0939716312057,0.131123919308,0.0770491803279,0.0780399274047,0.0967213114754,0.110544217687,0.127577319588,0.0700325732899,0.10761589404,0.100760456274,0.101214574899,0.115506329114,0.103278688525,0.101902173913,0.0957264957265,0.093896713615,0.0925925925926,0.121621621622,0.0931677018634,0.0865800865801,0.114922813036,0.103610675039,0.0902255639098,0.101200686106,0.103840682788,0.0743243243243,0.0848896434635,0.122935779817,0.111979166667,0.0981912144703,0.10081300813,0.143100511073,0.0874200426439,0.100346020761,0.0720720720721,0.0948553054662,0.108,0.0866773675762,0.0883280757098,0.0785597381342,0.0866551126516,0.118483412322,0.0824427480916,0.0791896869245,0.0751633986928,0.0798934753662,0.088785046729,0.0693815987934,0.0909090909091,0.0783699059561,0.111455108359,0.0888888888889,0.137128072445,0.0896,0.129720853859,0.152996845426,0.0638930163447,0.0963172804533,0.12687585266,0.0857946554149,0.100566572238,0.113718411552,0.078431372549,0.0957142857143,0.0651085141903,0.102479338843,0.0983606557377,0.0953947368421,0.0901060070671,0.132492113565,0.080118694362,0.0967184801382,0.071875,0.111658456486,0.0764872521246,0.101724137931,0.147747747748,0.125703564728,0.140293637847,0.0989505247376,0.0729001584786,0.0752688172043,0.118032786885,0.0770676691729,0.0795053003534,0.0564373897707,0.0904522613065,0.109561752988
EC,batch_size_275,62.12,15.0095169809,71,71,53,70,89,42,79,61,65,61,67,110,53,91,47,43,59,65,99,43,65,53,50,73,63,75,56,60,55,63,60,60,67,66,72,59,73,44,50,67,86,76,62,84,41,58,48,59,54,54,56,48,50,75,54,43,46,60,57,46,55,50,72,60,106,56,79,97,43,68,93,61,71,63,52,67,39,62,66,58,51,84,54,56,46,68,54,59,82,67,86,66,46,49,72,41,45,32,54,55
TCV,batch_size_275,87.76,17.2887940586,100,98,80,94,118,69,101,94,89,81,93,140,76,108,66,68,86,93,129,66,89,83,81,97,90,101,81,81,82,89,85,84,95,90,98,87,98,69,78,86,113,104,87,115,62,75,72,84,84,74,85,72,80,98,75,65,67,86,80,70,78,79,93,70,137,79,107,141,69,85,117,92,102,83,84,100,53,95,92,81,75,116,77,81,73,99,79,86,102,108,113,98,65,69,102,63,70,49,84,89
LONELINESS,batch_size_275,0.786027146817,0.0139584668734,0.788989378594,0.798504697958,0.788790586595,0.7936534396,0.785289452612,0.771816911136,0.813828554803,0.796236637414,0.784719228895,0.786973896168,0.803358486492,0.781102080839,0.772672591188,0.794273480987,0.799980649006,0.772218326116,0.788287454592,0.791594877027,0.812497190504,0.803118090957,0.795243569162,0.770307453804,0.741659154489,0.774802724417,0.779801394394,0.809780665452,0.776612500081,0.77970668965,0.776076562969,0.754660985534,0.7924280567,0.805051811168,0.77481515043,0.786224259222,0.799279407204,0.77973339765,0.793741197488,0.787736999329,0.769677410297,0.787854456801,0.799636201,0.797792145453,0.780350992416,0.775389946196,0.765145148969,0.784420189633,0.79397261352,0.772485562119,0.754735989988,0.784249293109,0.791978359143,0.783092818284,0.791573212229,0.784869702191,0.794126767693,0.766836459561,0.789127366223,0.799429179069,0.785069993689,0.785681230757,0.769141761871,0.792142641159,0.78464634868,0.799509804509,0.81063735053,0.795040785706,0.787956228621,0.776595171949,0.794589536515,0.810381846852,0.795451978651,0.80545921807,0.79102190414,0.771121408347,0.78560181145,0.80622533194,0.781498214179,0.780573471345,0.804030059034,0.78681493228,0.773572715353,0.78296325469,0.776449260377,0.784155617472,0.788994950323,0.794076227145,0.801675256953,0.763811822714,0.763573816879,0.772777460917,0.789660728145,0.793560135233,0.79181249056,0.800237972945,0.793801309554,0.761486869736,0.790485828948,0.771893830171,0.790488473819,0.745733824936
QDS,batch_size_275,0.464350849283,0.0327225583902,0.4465072381276048,0.4344408912809116,0.48700010650235653,0.3966925090617262,0.4809965559942266,0.5130840422110028,0.47279225848996237,0.4397200955260989,0.45085640882826467,0.5235004564964788,0.4454968035157047,0.5210333196021335,0.42312924210515684,0.5130083872824307,0.47534596254807077,0.46809355653876933,0.4830750276425738,0.48979503250423323,0.5062113171293167,0.4403157232434589,0.4185443683352853,0.46911958314104213,0.4410420111161173,0.4717650985445913,0.4668136305855406,0.46073707958521826,0.46126486624486973,0.4641528122550409,0.4899523028406965,0.5075249423658497,0.426624528590869,0.49861166708419863,0.4557243215004584,0.4871055304019387,0.42226804388300704,0.49624071483561744,0.49172499394734065,0.42311593091147687,0.44749616587230623,0.5331195753799792,0.4391311055218305,0.45182768015520386,0.4275328299389811,0.5154440448585333,0.530248385179105,0.44943185116790013,0.40685304911805165,0.4891738144282669,0.5036742737132092,0.5106190063088955,0.4406431237154073,0.45126857112409596,0.42622523972623944,0.49710397790223976,0.3921547346802802,0.4638234433219176,0.4596898503203763,0.4189788871030402,0.435933302897937,0.45619610847733194,0.4419074358054179,0.4427500967722547,0.4453870619122396,0.42359169577918876,0.454479276872627,0.40824760348451516,0.4253364640266751,0.45469850784660204,0.44262817251061387,0.4665492489911488,0.47236812119349186,0.43942509108614236,0.49012057114185487,0.47026919371268033,0.43355874474617223,0.46514806395806946,0.4142974106154014,0.5178944694529408,0.4396619258497812,0.46491499360577504,0.45540022064557684,0.5067786218466613,0.4553091389161195,0.45606170081119746,0.4298271334759838,0.4711965907327412,0.43218851828028704,0.4614897367528553,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.45711498650038646,0.45382864454016075,0.46009317418885615,0.49056418021272363,0.5024079250076069,0.48105587312833925,0.45108503104679626,0.4787843360783458,0.5101042267500663
CONDUCTANCE,batch_size_275,0.0788385025936,0.0177206165571,0.1197463903129315,0.10161468479578686,0.05729382573888231,0.08475685448346637,0.08323212619101128,0.07613722231432488,0.07013343553341758,0.07195644340294861,0.06064272094453371,0.06852888862119728,0.09089567843869253,0.051126450030874494,0.10453612003577646,0.06035148768210791,0.06172647205229463,0.06100329893935409,0.07628890777452924,0.08114577222542506,0.07352773093780401,0.09283535296492489,0.08097642398341247,0.06313077338795448,0.06914497621231495,0.05822843320011075,0.04928218720256412,0.07302486967506774,0.07400491940671514,0.07141963575279366,0.08129986997641293,0.06857694400458829,0.07284929161744866,0.0880007905444874,0.05572146915631598,0.09012680655420144,0.0746691497692995,0.06315717140934589,0.08041901433014458,0.06619376081363165,0.06314825803894289,0.0633761813021634,0.07821198905832318,0.08176393435087448,0.10239026072689598,0.039683384217922606,0.04208605338997621,0.08964549108392587,0.08743240622037803,0.07459543551058335,0.0599314954034085,0.06755001530847977,0.08798949906762084,0.07881728012412226,0.07799019166679311,0.042040431689127,0.1251794311189737,0.06194460382273566,0.09051751671764525,0.07388237017396025,0.07779890874097367,0.09962139089429461,0.09564580781220662,0.09642294330157891,0.0971944315028936,0.09889358399399546,0.07563801588286391,0.10380783113667647,0.05055581165035864,0.08369960617245674,0.09919503689866375,0.1009038440025807,0.0742958717735389,0.08004185665819347,0.07370911716759725,0.0799329454179345,0.07673630835684661,0.07530867160664473,0.12598938352294203,0.06382727858274975,0.09960302913667252,0.08462150291605712,0.07132670296829506,0.08403923722107473,0.10428904406851046,0.10811901377550166,0.10068872758686366,0.09703614214161776,0.09672995019449183,0.07697247364308037,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.0908148496481617,0.11279544276292629,0.0988085096968059,0.08778760299596908,0.07413274604996878,0.07600692232134967,0.06096941501353591,0.07887573372443792,0.061647619173425885
MAXPERM,batch_size_275,0.413316754019,0.0431998545263,0.4254419501779359,0.4193289807073955,0.4575865809859155,0.3652275555555555,0.3748131730103806,0.4165185,0.4191067227722772,0.4436394304635761,0.4384511213235295,0.46036485815602834,0.3945970172413793,0.46728084053156144,0.37363463157894733,0.4649027524752474,0.4281745759717315,0.4339857330960854,0.4434731254480287,0.404490247311828,0.5085278012422361,0.4149517526132404,0.3787308345323741,0.39050253676470587,0.3064518996282528,0.3434929438596491,0.41305532258064515,0.4808567884615384,0.3964731805555556,0.437590439862543,0.43408772438162546,0.4565985477031802,0.366968,0.4614918229508197,0.39034534628975265,0.3849604690909091,0.3988948263665595,0.37954088768115946,0.45728825,0.372471886925795,0.37199047735191637,0.55924675,0.42176739677419356,0.36706070926517576,0.3006927931034483,0.4430203475177305,0.4626838458333333,0.43648184981684984,0.36183736524822696,0.4096976164874552,0.33314940441176466,0.4522636890459364,0.3953407157534246,0.35339597879858653,0.43594687407407406,0.45736546875000006,0.3812012787456446,0.42220526492537314,0.4174563250000001,0.39429890202702705,0.33892374999999997,0.4176576482758621,0.3743655368421053,0.42493162585034017,0.3715419214285714,0.36071941218637993,0.3867771782178218,0.4024823144876325,0.42073147499999997,0.4550156271186441,0.37536917857142854,0.4219855244299674,0.4537768964401295,0.43912029042904294,0.41494358675078863,0.40393930291970803,0.4204408415841584,0.44107900651465803,0.34700581850533807,0.4546403768115942,0.41478148780487806,0.4344569714285714,0.3967333571428571,0.4812819259259259,0.33500216151202744,0.4527513550724638,0.3292005540069686,0.40820974647887326,0.4149241904761905,0.42694233684210525,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.43815391216216215,0.45607637894736835,0.4011133673469388,0.4484564310954063,0.39193440714285716,0.40437172348484846,0.38218993406593404,0.48646442906574394,0.371814981884058
RBSE,batch_size_275,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_275,0.115530269412,0.0460175725501,0.169984645519,0.0630792479204,0.15914708613,0.135323811576,0.114979637713,0.0347383109983,0.190032715646,0.11611206255,0.0602613118314,0.0913333966393,0.073222550048,0.0920309972624,0.0920406724138,0.0732818117586,0.0864130828367,0.15411075689,0.120028059676,0.0415587692829,0.109060181655,0.11390860859,0.185153782477,0.109053551068,0.100542826931,0.0519021994074,0.0733528869544,0.0726490223056,0.0525136661013,0.0877925146925,0.0917004602585,0.0866443199802,0.1710218068,0.112886504909,0.0806482751929,0.165984364285,0.116480050239,0.105756070458,0.0692389200046,0.165295968042,0.104536228597,0.0970595975896,0.0968488117235,0.169809766179,0.0931340849472,0.0783246999319,0.211520219074,0.137323008207,0.101238843832,0.110057049003,0.110069291521,0.122255593478,0.182036980354,0.0592317245927,0.171930703205,0.0790304086113,0.179748206821,0.230705988258,0.138563955514,0.209657869497,0.156995270179,0.118603781486,0.113448110145,0.0777758618829,0.0654883093744,0.153526290715,0.194996687971,0.0516936511068,0.0939826121944,0.122493947177,0.148429784545,0.145089242736,0.11886843278,0.122908079817,0.0649990327948,0.0793000645736,0.137719599138,0.11364005084,0.0595852054585,0.0874470787887,0.269660267275,0.0867808828003,0.127145127012,0.0893151055087,0.252023481515,0.0705953875817,0.172308935868,0.139107946458,0.121478705845,0.0801482217394,0.109758396044,0.0660077728957,0.0856773338859,0.0957952078726,0.144540707222,0.143178565954,0.116735242063,0.068219147677,0.083328358132,0.10991853603,0.0769890965009,0.144975483656
FSCORE,batch_size_275,0.258588190283,0.081420440102,0.400880058031,0.232671572293,0.406401486258,0.129311818031,0.301872854069,0.249101114501,0.201123031506,0.325237834126,0.186239402064,0.219351755374,0.210217325726,0.169851165811,0.123105966853,0.295497617787,0.253292844456,0.207619251121,0.144285444795,0.285049674554,0.336865559741,0.223963815887,0.219482896702,0.212799493581,0.284573928072,0.236147008436,0.275010258222,0.207937941251,0.308279450669,0.190511423827,0.330501023815,0.280643339349,0.303790046076,0.214131930276,0.234401684088,0.153419100856,0.235445834433,0.347402721997,0.245452382198,0.182726174035,0.149735766002,0.162106422989,0.143788109418,0.216882758202,0.220619282196,0.233642995831,0.247318855213,0.256358072658,0.393251322809,0.188333815683,0.298435504518,0.328930301418,0.422265595928,0.260728518962,0.228848188848,0.248716176963,0.141623459353,0.510010217507,0.177263088724,0.270410923971,0.18072276513,0.183045691118,0.184604685663,0.279605992635,0.198878954379,0.214062083666,0.276152312831,0.145803320995,0.382176764841,0.369895853565,0.129549477563,0.256997084022,0.179428938465,0.379095509171,0.207779421392,0.206645891824,0.292651057098,0.187290863903,0.239647312129,0.336919364845,0.249266766661,0.358961308441,0.235824400166,0.325169821402,0.126034557863,0.239361767439,0.350252596886,0.485999556171,0.374342967461,0.223005328256,0.240357894323,0.225509161998,0.327682129063,0.262114001485,0.391206759911,0.422953845967,0.265217252557,0.203479607167,0.324135302319,0.28637010134,0.256234770767,0.390520177352
FSCORE_IMPROVE,batch_size_275,0.132313201498,0.0817976718808,0.0839268926887,0.153798705455,0.0148487340472,0.280255449154,0.077167926563,0.0850471486304,0.185559383187,0.0518727288845,0.148518846411,0.166828965969,0.122483647096,0.295999831734,0.249552461944,0.0785523537748,0.0866820749428,0.156330361117,0.297489956163,0.0589282672279,0.055436820088,0.0757869850676,0.0464848636298,0.115975958697,0.145649450356,0.0834696153102,0.100182712745,0.143181741968,0.0125571623733,0.214835538497,0.0841330407345,0.12358503812,0.107219107219,0.160986688325,0.14815366457,0.223033638702,0.170712537215,0.0258470764618,0.137267021259,0.196664951704,0.198406044992,0.192770348955,0.233418609693,0.282983650725,0.12352809617,0.152919506091,0.228432052646,0.181534288115,0.0294795362781,0.285388931636,0.137223693825,0.0464846156549,0.0,0.0858035453793,0.23169431577,0.118848534114,0.265347924589,0.0,0.297550049611,0.187793625163,0.295704231445,0.180462191385,0.218012904126,0.00746734561705,0.129473780427,0.175248283695,0.144034901516,0.213226556859,0.0414715658824,0.0263609172483,0.243766690141,0.196645955225,0.180850841489,0.0697394091279,0.169426366018,0.123591898001,0.115320661646,0.222334228849,0.121565836299,0.0871013776433,0.15920748845,0.0380043199154,0.188639932805,0.0581328764511,0.325419695773,0.0957857541856,0.134233798509,0.0,0.0,0.122923259343,0.121791044776,0.136511602102,0.0610372506685,0.119684898034,0.0767577887779,0.0,0.0884794671982,0.154954471091,0.0111206257616,0.0532766196109,0.0676519734342,0.0112866228756
Mode 300
Mode 300 Iteration 0
Mode 300 Iteration 20
Mode 300 Iteration 40
Mode 300 Iteration 60
Mode 300 Iteration 80
Average Elapsed Time = 15.3285256314
CUT_RATIO,batch_size_300,0.101995272236,0.0196501007519,0.115,0.107042253521,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.105263157895,0.112291350531,0.118829981718,0.0875202593193,0.103746397695,0.0953757225434,0.120567375887,0.0778097982709,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.113402061856,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.100543478261,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0664160401003,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0989583333333,0.0994832041344,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.117723156533,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.118980169972,0.0886766712142,0.0928270042194,0.107648725212,0.113718411552,0.102564102564,0.115714285714,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.111898016997,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_300,64.02,14.4492075907,69,76,58,96,67,42,76,74,65,54,72,66,68,54,56,53,57,75,88,58,54,53,50,52,48,74,46,83,56,51,67,67,59,66,53,52,87,58,61,67,76,77,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,91,76,70,94,46,84,65,66,76,63,68,81,31,67,82,55,56,77,84,56,49,71,79,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_300,90.14,17.3919636614,99,103,83,107,90,69,88,115,89,78,100,98,100,84,78,79,75,111,124,79,72,83,81,69,68,105,72,103,86,79,89,97,87,90,76,78,114,84,91,86,106,104,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,116,103,91,136,61,114,100,105,103,83,96,120,49,93,116,80,82,113,98,75,74,101,108,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_300,0.785420481448,0.0138101738375,0.790060473826,0.797028744648,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.813511802019,0.792335098995,0.784719228895,0.787632552734,0.800411238213,0.78736336042,0.767265576152,0.79997038291,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.813091101807,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.809652309815,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.802362127041,0.77620997394,0.786224259222,0.803323403698,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.797249565067,0.797107677427,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.81464731163,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.806168437792,0.797557002989,0.799823648335,0.792921260126,0.771121408347,0.7856130235,0.803033906521,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.796290254375,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_300,0.465891045909,0.0312696153893,0.445543282832326,0.4279866208700383,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4660505907949135,0.4677268848310793,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.4918955078918293,0.4538762592315847,0.4662237985338076,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4768653584458199,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.4938783459955023,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4814893848080156,0.4666614742338728,0.4871055304019387,0.38744928513691507,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.440232379422667,0.4618787800647479,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4275310339000886,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4941336872857254,0.43914682068825084,0.43558779861242186,0.4760618748040659,0.47026919371268033,0.4592985600783469,0.4694517994631611,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4582536481880383,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_300,0.07345006664,0.0161839534948,0.08626303739780666,0.07885311546326962,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.08499604237706125,0.040695529620481376,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0931232243214493,0.07171135739898614,0.06664213700764159,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.07395275128588859,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.08622996369734355,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.06307918198843909,0.08989042516423686,0.09012680655420144,0.11364333481907932,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.07241875111152588,0.06757708118482428,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.0826757628340231,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.06851981361211967,0.10073760968962533,0.08561002142107055,0.08009106574729001,0.0799329454179345,0.053751695450177835,0.060178194028742554,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.07791926929117815,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_300,0.414943407394,0.0442528161605,0.4367770391459075,0.39454675241157555,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4094564389438944,0.46615960927152317,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43417375083056475,0.39611792631578946,0.45196885148514854,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.4994532763975156,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.48490303525641026,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.4795755213114754,0.40631801413427565,0.3849604690909091,0.3833842218649518,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.42074712903225797,0.38910826198083065,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3607449537953795,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.4539952638436482,0.40600198058252424,0.46893551815181517,0.4098541167192429,0.40393930291970803,0.4233266468646865,0.47898357328990226,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4534413968253968,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_300,3.22580645161e-05,0.000320963689389,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0032258064516129032,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_300,0.122509127254,0.0546759630542,0.182539932152,0.0752953367269,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0801954523325,0.037749190015,0.0602613118314,0.112125519461,0.0524814685559,0.0724923395874,0.0563596470774,0.136428248112,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.184236494119,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.0535791669827,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.124450641706,0.0677230354089,0.165984364285,0.096034382372,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.14930700214,0.106461985732,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.145260426433,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0514646511536,0.179801442625,0.189995932486,0.144063806077,0.0793000645736,0.116151722813,0.156384532522,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.153446624174,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_300,0.253899377528,0.0843098314545,0.119793414888,0.275189064558,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.243370381167,0.215540007432,0.186239402064,0.167015564272,0.242021429862,0.257952638635,0.291885820865,0.267185051431,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.349714808274,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.303555749894,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.219729873611,0.288652577596,0.153419100856,0.301708529466,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.467414058486,0.328600009647,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.241203186002,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.254734697986,0.252997150368,0.182362963611,0.162789169295,0.206645891824,0.208245433815,0.210886250758,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.2268140438,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_300,0.136362524409,0.0898950124765,0.318375500987,0.0700592338213,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.134144546943,0.0839963876935,0.148518846411,0.151459967089,0.0822168368822,0.105602076122,0.0602233861428,0.17574171584,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.0856808982585,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.0467616677314,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.139703388063,0.09226066839,0.223033638702,0.0399140045883,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0,0.0224926820017,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.153012714863,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.113107888274,0.138224039578,0.273906819001,0.17952086146,0.123591898001,0.137295574909,0.177647554707,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.125189695627,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
Mode 325
Mode 325 Iteration 0
Mode 325 Iteration 20
Mode 325 Iteration 40
Mode 325 Iteration 60
Mode 325 Iteration 80
Average Elapsed Time = 14.8661785221
CUT_RATIO,batch_size_325,0.102258420865,0.0199809850012,0.115,0.101408450704,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.114958448753,0.107738998483,0.118829981718,0.0875202593193,0.103746397695,0.122832369942,0.120567375887,0.0994236311239,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.115979381443,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.103260869565,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0601503759398,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0859375,0.105943152455,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.116429495472,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.113314447592,0.103683492497,0.0956399437412,0.113314447592,0.113718411552,0.128205128205,0.0871428571429,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.0835694050992,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_325,64.19,14.7076136746,69,72,58,96,67,42,83,71,65,54,72,85,68,69,56,53,57,75,90,58,54,53,50,52,48,76,46,83,56,51,67,67,59,66,48,52,87,58,61,67,66,82,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,90,76,70,94,46,80,76,68,80,63,85,61,31,67,82,55,56,77,84,56,49,71,59,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_325,90.15,17.401364889,99,98,83,107,90,69,98,109,89,78,100,116,100,96,78,79,75,111,123,79,72,83,81,69,68,104,72,103,86,79,89,99,87,90,75,78,114,84,91,86,93,105,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,117,103,91,136,61,103,104,107,120,83,114,99,49,93,116,80,82,113,98,75,74,101,83,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_325,0.785365195632,0.0138206541912,0.790060473826,0.797187021342,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.812285183402,0.793506059612,0.784719228895,0.787632552734,0.800411238213,0.784132546468,0.767265576152,0.796979485699,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.810247211958,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.810520633858,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.80303903214,0.77620997394,0.786224259222,0.802049047957,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.799869420394,0.798426997865,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.813981141011,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.807916622661,0.796095963442,0.799454795235,0.789883687105,0.771121408347,0.781691132374,0.805549397993,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.800706457022,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_325,0.466253401603,0.030869289298,0.445543282832326,0.4475660720795077,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4909157019628866,0.4532339507943165,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.49207591672687134,0.4538762592315847,0.4809962724744219,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4791165885259441,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.47736939840954495,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4810969493779508,0.4666614742338728,0.4871055304019387,0.4129566340738566,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.43545903103688394,0.4553889391450608,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4361585156903601,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4669021199406804,0.4392199604332933,0.44511296016263036,0.47844585145049645,0.47026919371268033,0.5042211352741642,0.4544933886120928,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4266483430545305,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_325,0.0745287372723,0.0167296391784,0.08626303739780666,0.10708257613240163,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.07008424228243829,0.06737614739569364,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0946097872176076,0.07171135739898614,0.06335495069791473,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.09229971335804406,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.09225994118439272,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.05905586209295475,0.08989042516423686,0.09012680655420144,0.10125501286093899,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.09842725281731343,0.08972311225304329,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.09714617146954545,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.08889917221843772,0.08965009007700864,0.0916790598098229,0.03815448219376518,0.0799329454179345,0.06541595393809993,0.06870715010237531,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.08338093007861969,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_325,0.414606344477,0.0443454495646,0.4367770391459075,0.4045001093247589,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4224623168316831,0.4564014139072847,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43574402325581396,0.39611792631578946,0.45975169306930685,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.5147739037267082,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.4796556891025641,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.49956357049180333,0.40631801413427565,0.3849604690909091,0.38494609324758844,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.4173335677419355,0.3796864504792333,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3610783168316832,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.44257690553745926,0.4148173786407766,0.46739896699669964,0.38944098107255515,0.40393930291970803,0.44829576567656765,0.4418227850162866,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4148040761904762,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_325,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_325,0.12329334489,0.0581305443697,0.182539932152,0.323297664455,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0950457525523,0.0648549344226,0.0602613118314,0.112125519461,0.0524814685559,0.0373021609524,0.0563596470774,0.135248743212,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.0743535503967,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.115068890833,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.145618373774,0.0677230354089,0.165984364285,0.224321653791,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.0456950562758,0.144154515686,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.155153371708,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0744453593611,0.115962878163,0.110623740209,0.0728309993695,0.0793000645736,0.113036705567,0.16258316932,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.121623621588,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_325,0.254541857673,0.0867325657303,0.119793414888,0.124094573902,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.259262705719,0.214449281778,0.186239402064,0.167015564272,0.242021429862,0.211784912977,0.291885820865,0.211868320359,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.310641571976,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.207461588754,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.271460495838,0.288652577596,0.153419100856,0.320781360329,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.299540330918,0.211460244588,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.39676791855,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.213288145622,0.419880603328,0.312361352961,0.28533323482,0.206645891824,0.410170586679,0.146080800485,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.20755305321,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_325,0.137129868568,0.0913140395189,0.318375500987,0.256995247742,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.126898186864,0.0392359199663,0.148518846411,0.151459967089,0.0822168368822,0.132065620594,0.0602233861428,0.174721822172,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.00978820032149,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.157653026155,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.062473438096,0.09226066839,0.223033638702,0.178564134156,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0239354556873,0.2282799439,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.0862422414403,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.135808057248,0.0,0.128159116346,0.0937369685373,0.123591898001,0.045757434098,0.219802632303,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.178618719689,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
Mode 350
Mode 350 Iteration 0
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Mode 350 Iteration 40
Mode 350 Iteration 60
Mode 350 Iteration 80
Average Elapsed Time = 14.5928044629
CUT_RATIO,batch_size_350,0.102258420865,0.0199809850012,0.115,0.101408450704,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.114958448753,0.107738998483,0.118829981718,0.0875202593193,0.103746397695,0.122832369942,0.120567375887,0.0994236311239,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.115979381443,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.103260869565,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0601503759398,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0859375,0.105943152455,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.116429495472,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.113314447592,0.103683492497,0.0956399437412,0.113314447592,0.113718411552,0.128205128205,0.0871428571429,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.0835694050992,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_350,64.19,14.7076136746,69,72,58,96,67,42,83,71,65,54,72,85,68,69,56,53,57,75,90,58,54,53,50,52,48,76,46,83,56,51,67,67,59,66,48,52,87,58,61,67,66,82,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,90,76,70,94,46,80,76,68,80,63,85,61,31,67,82,55,56,77,84,56,49,71,59,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_350,90.15,17.401364889,99,98,83,107,90,69,98,109,89,78,100,116,100,96,78,79,75,111,123,79,72,83,81,69,68,104,72,103,86,79,89,99,87,90,75,78,114,84,91,86,93,105,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,117,103,91,136,61,103,104,107,120,83,114,99,49,93,116,80,82,113,98,75,74,101,83,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_350,0.785365195632,0.0138206541912,0.790060473826,0.797187021342,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.812285183402,0.793506059612,0.784719228895,0.787632552734,0.800411238213,0.784132546468,0.767265576152,0.796979485699,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.810247211958,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.810520633858,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.80303903214,0.77620997394,0.786224259222,0.802049047957,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.799869420394,0.798426997865,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.813981141011,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.807916622661,0.796095963442,0.799454795235,0.789883687105,0.771121408347,0.781691132374,0.805549397993,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.800706457022,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_350,0.466253401603,0.030869289298,0.445543282832326,0.4475660720795077,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4909157019628866,0.4532339507943165,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.49207591672687134,0.4538762592315847,0.4809962724744219,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4791165885259441,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.47736939840954495,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4810969493779508,0.4666614742338728,0.4871055304019387,0.4129566340738566,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.43545903103688394,0.4553889391450608,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4361585156903601,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4669021199406804,0.4392199604332933,0.44511296016263036,0.47844585145049645,0.47026919371268033,0.5042211352741642,0.4544933886120928,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4266483430545305,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_350,0.0745287372723,0.0167296391784,0.08626303739780666,0.10708257613240163,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.07008424228243829,0.06737614739569364,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0946097872176076,0.07171135739898614,0.06335495069791473,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.09229971335804406,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.09225994118439272,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.05905586209295475,0.08989042516423686,0.09012680655420144,0.10125501286093899,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.09842725281731343,0.08972311225304329,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.09714617146954545,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.08889917221843772,0.08965009007700864,0.0916790598098229,0.03815448219376518,0.0799329454179345,0.06541595393809993,0.06870715010237531,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.08338093007861969,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_350,0.414606344477,0.0443454495646,0.4367770391459075,0.4045001093247589,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4224623168316831,0.4564014139072847,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43574402325581396,0.39611792631578946,0.45975169306930685,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.5147739037267082,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.4796556891025641,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.49956357049180333,0.40631801413427565,0.3849604690909091,0.38494609324758844,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.4173335677419355,0.3796864504792333,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3610783168316832,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.44257690553745926,0.4148173786407766,0.46739896699669964,0.38944098107255515,0.40393930291970803,0.44829576567656765,0.4418227850162866,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4148040761904762,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_350,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_350,0.12329334489,0.0581305443697,0.182539932152,0.323297664455,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0950457525523,0.0648549344226,0.0602613118314,0.112125519461,0.0524814685559,0.0373021609524,0.0563596470774,0.135248743212,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.0743535503967,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.115068890833,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.145618373774,0.0677230354089,0.165984364285,0.224321653791,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.0456950562758,0.144154515686,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.155153371708,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0744453593611,0.115962878163,0.110623740209,0.0728309993695,0.0793000645736,0.113036705567,0.16258316932,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.121623621588,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_350,0.254541857673,0.0867325657303,0.119793414888,0.124094573902,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.259262705719,0.214449281778,0.186239402064,0.167015564272,0.242021429862,0.211784912977,0.291885820865,0.211868320359,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.310641571976,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.207461588754,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.271460495838,0.288652577596,0.153419100856,0.320781360329,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.299540330918,0.211460244588,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.39676791855,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.213288145622,0.419880603328,0.312361352961,0.28533323482,0.206645891824,0.410170586679,0.146080800485,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.20755305321,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_350,0.137129868568,0.0913140395189,0.318375500987,0.256995247742,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.126898186864,0.0392359199663,0.148518846411,0.151459967089,0.0822168368822,0.132065620594,0.0602233861428,0.174721822172,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.00978820032149,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.157653026155,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.062473438096,0.09226066839,0.223033638702,0.178564134156,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0239354556873,0.2282799439,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.0862422414403,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.135808057248,0.0,0.128159116346,0.0937369685373,0.123591898001,0.045757434098,0.219802632303,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.178618719689,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
Mode 375
Mode 375 Iteration 0
Mode 375 Iteration 20
Mode 375 Iteration 40
Mode 375 Iteration 60
Mode 375 Iteration 80
Average Elapsed Time = 14.5826121664
CUT_RATIO,batch_size_375,0.102258420865,0.0199809850012,0.115,0.101408450704,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.114958448753,0.107738998483,0.118829981718,0.0875202593193,0.103746397695,0.122832369942,0.120567375887,0.0994236311239,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.115979381443,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.103260869565,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0601503759398,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0859375,0.105943152455,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.116429495472,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.113314447592,0.103683492497,0.0956399437412,0.113314447592,0.113718411552,0.128205128205,0.0871428571429,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.0835694050992,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_375,64.19,14.7076136746,69,72,58,96,67,42,83,71,65,54,72,85,68,69,56,53,57,75,90,58,54,53,50,52,48,76,46,83,56,51,67,67,59,66,48,52,87,58,61,67,66,82,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,90,76,70,94,46,80,76,68,80,63,85,61,31,67,82,55,56,77,84,56,49,71,59,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_375,90.15,17.401364889,99,98,83,107,90,69,98,109,89,78,100,116,100,96,78,79,75,111,123,79,72,83,81,69,68,104,72,103,86,79,89,99,87,90,75,78,114,84,91,86,93,105,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,117,103,91,136,61,103,104,107,120,83,114,99,49,93,116,80,82,113,98,75,74,101,83,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_375,0.785365195632,0.0138206541912,0.790060473826,0.797187021342,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.812285183402,0.793506059612,0.784719228895,0.787632552734,0.800411238213,0.784132546468,0.767265576152,0.796979485699,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.810247211958,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.810520633858,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.80303903214,0.77620997394,0.786224259222,0.802049047957,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.799869420394,0.798426997865,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.813981141011,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.807916622661,0.796095963442,0.799454795235,0.789883687105,0.771121408347,0.781691132374,0.805549397993,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.800706457022,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_375,0.466253401603,0.030869289298,0.445543282832326,0.4475660720795077,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4909157019628866,0.4532339507943165,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.49207591672687134,0.4538762592315847,0.4809962724744219,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4791165885259441,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.47736939840954495,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4810969493779508,0.4666614742338728,0.4871055304019387,0.4129566340738566,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.43545903103688394,0.4553889391450608,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4361585156903601,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4669021199406804,0.4392199604332933,0.44511296016263036,0.47844585145049645,0.47026919371268033,0.5042211352741642,0.4544933886120928,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4266483430545305,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_375,0.0745287372723,0.0167296391784,0.08626303739780666,0.10708257613240163,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.07008424228243829,0.06737614739569364,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0946097872176076,0.07171135739898614,0.06335495069791473,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.09229971335804406,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.09225994118439272,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.05905586209295475,0.08989042516423686,0.09012680655420144,0.10125501286093899,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.09842725281731343,0.08972311225304329,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.09714617146954545,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.08889917221843772,0.08965009007700864,0.0916790598098229,0.03815448219376518,0.0799329454179345,0.06541595393809993,0.06870715010237531,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.08338093007861969,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_375,0.414606344477,0.0443454495646,0.4367770391459075,0.4045001093247589,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4224623168316831,0.4564014139072847,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43574402325581396,0.39611792631578946,0.45975169306930685,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.5147739037267082,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.4796556891025641,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.49956357049180333,0.40631801413427565,0.3849604690909091,0.38494609324758844,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.4173335677419355,0.3796864504792333,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3610783168316832,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.44257690553745926,0.4148173786407766,0.46739896699669964,0.38944098107255515,0.40393930291970803,0.44829576567656765,0.4418227850162866,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4148040761904762,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_375,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_375,0.12329334489,0.0581305443697,0.182539932152,0.323297664455,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0950457525523,0.0648549344226,0.0602613118314,0.112125519461,0.0524814685559,0.0373021609524,0.0563596470774,0.135248743212,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.0743535503967,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.115068890833,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.145618373774,0.0677230354089,0.165984364285,0.224321653791,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.0456950562758,0.144154515686,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.155153371708,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0744453593611,0.115962878163,0.110623740209,0.0728309993695,0.0793000645736,0.113036705567,0.16258316932,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.121623621588,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_375,0.254541857673,0.0867325657303,0.119793414888,0.124094573902,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.259262705719,0.214449281778,0.186239402064,0.167015564272,0.242021429862,0.211784912977,0.291885820865,0.211868320359,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.310641571976,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.207461588754,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.271460495838,0.288652577596,0.153419100856,0.320781360329,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.299540330918,0.211460244588,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.39676791855,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.213288145622,0.419880603328,0.312361352961,0.28533323482,0.206645891824,0.410170586679,0.146080800485,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.20755305321,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_375,0.137129868568,0.0913140395189,0.318375500987,0.256995247742,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.126898186864,0.0392359199663,0.148518846411,0.151459967089,0.0822168368822,0.132065620594,0.0602233861428,0.174721822172,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.00978820032149,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.157653026155,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.062473438096,0.09226066839,0.223033638702,0.178564134156,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0239354556873,0.2282799439,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.0862422414403,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.135808057248,0.0,0.128159116346,0.0937369685373,0.123591898001,0.045757434098,0.219802632303,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.178618719689,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
Mode 400
Mode 400 Iteration 0
Mode 400 Iteration 20
Mode 400 Iteration 40
Mode 400 Iteration 60
Mode 400 Iteration 80
Average Elapsed Time = 14.4258979821
CUT_RATIO,batch_size_400,0.102258420865,0.0199809850012,0.115,0.101408450704,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.114958448753,0.107738998483,0.118829981718,0.0875202593193,0.103746397695,0.122832369942,0.120567375887,0.0994236311239,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.115979381443,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.103260869565,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0601503759398,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0859375,0.105943152455,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.116429495472,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.113314447592,0.103683492497,0.0956399437412,0.113314447592,0.113718411552,0.128205128205,0.0871428571429,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.0835694050992,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_400,64.19,14.7076136746,69,72,58,96,67,42,83,71,65,54,72,85,68,69,56,53,57,75,90,58,54,53,50,52,48,76,46,83,56,51,67,67,59,66,48,52,87,58,61,67,66,82,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,90,76,70,94,46,80,76,68,80,63,85,61,31,67,82,55,56,77,84,56,49,71,59,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_400,90.15,17.401364889,99,98,83,107,90,69,98,109,89,78,100,116,100,96,78,79,75,111,123,79,72,83,81,69,68,104,72,103,86,79,89,99,87,90,75,78,114,84,91,86,93,105,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,117,103,91,136,61,103,104,107,120,83,114,99,49,93,116,80,82,113,98,75,74,101,83,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_400,0.785365195632,0.0138206541912,0.790060473826,0.797187021342,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.812285183402,0.793506059612,0.784719228895,0.787632552734,0.800411238213,0.784132546468,0.767265576152,0.796979485699,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.810247211958,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.810520633858,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.80303903214,0.77620997394,0.786224259222,0.802049047957,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.799869420394,0.798426997865,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.813981141011,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.807916622661,0.796095963442,0.799454795235,0.789883687105,0.771121408347,0.781691132374,0.805549397993,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.800706457022,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_400,0.466253401603,0.030869289298,0.445543282832326,0.4475660720795077,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4909157019628866,0.4532339507943165,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.49207591672687134,0.4538762592315847,0.4809962724744219,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4791165885259441,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.47736939840954495,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4810969493779508,0.4666614742338728,0.4871055304019387,0.4129566340738566,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.43545903103688394,0.4553889391450608,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4361585156903601,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4669021199406804,0.4392199604332933,0.44511296016263036,0.47844585145049645,0.47026919371268033,0.5042211352741642,0.4544933886120928,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4266483430545305,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_400,0.0745287372723,0.0167296391784,0.08626303739780666,0.10708257613240163,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.07008424228243829,0.06737614739569364,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0946097872176076,0.07171135739898614,0.06335495069791473,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.09229971335804406,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.09225994118439272,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.05905586209295475,0.08989042516423686,0.09012680655420144,0.10125501286093899,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.09842725281731343,0.08972311225304329,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.09714617146954545,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.08889917221843772,0.08965009007700864,0.0916790598098229,0.03815448219376518,0.0799329454179345,0.06541595393809993,0.06870715010237531,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.08338093007861969,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_400,0.414606344477,0.0443454495646,0.4367770391459075,0.4045001093247589,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4224623168316831,0.4564014139072847,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43574402325581396,0.39611792631578946,0.45975169306930685,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.5147739037267082,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.4796556891025641,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.49956357049180333,0.40631801413427565,0.3849604690909091,0.38494609324758844,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.4173335677419355,0.3796864504792333,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3610783168316832,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.44257690553745926,0.4148173786407766,0.46739896699669964,0.38944098107255515,0.40393930291970803,0.44829576567656765,0.4418227850162866,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4148040761904762,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_400,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_400,0.12329334489,0.0581305443697,0.182539932152,0.323297664455,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0950457525523,0.0648549344226,0.0602613118314,0.112125519461,0.0524814685559,0.0373021609524,0.0563596470774,0.135248743212,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.0743535503967,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.115068890833,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.145618373774,0.0677230354089,0.165984364285,0.224321653791,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.0456950562758,0.144154515686,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.155153371708,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0744453593611,0.115962878163,0.110623740209,0.0728309993695,0.0793000645736,0.113036705567,0.16258316932,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.121623621588,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_400,0.254541857673,0.0867325657303,0.119793414888,0.124094573902,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.259262705719,0.214449281778,0.186239402064,0.167015564272,0.242021429862,0.211784912977,0.291885820865,0.211868320359,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.310641571976,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.207461588754,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.271460495838,0.288652577596,0.153419100856,0.320781360329,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.299540330918,0.211460244588,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.39676791855,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.213288145622,0.419880603328,0.312361352961,0.28533323482,0.206645891824,0.410170586679,0.146080800485,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.20755305321,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_400,0.137129868568,0.0913140395189,0.318375500987,0.256995247742,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.126898186864,0.0392359199663,0.148518846411,0.151459967089,0.0822168368822,0.132065620594,0.0602233861428,0.174721822172,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.00978820032149,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.157653026155,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.062473438096,0.09226066839,0.223033638702,0.178564134156,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0239354556873,0.2282799439,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.0862422414403,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.135808057248,0.0,0.128159116346,0.0937369685373,0.123591898001,0.045757434098,0.219802632303,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.178618719689,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
Mode 425
Mode 425 Iteration 0
Mode 425 Iteration 20
Mode 425 Iteration 40
Mode 425 Iteration 60
Mode 425 Iteration 80
Average Elapsed Time = 14.6883625364
CUT_RATIO,batch_size_425,0.102258420865,0.0199809850012,0.115,0.101408450704,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.114958448753,0.107738998483,0.118829981718,0.0875202593193,0.103746397695,0.122832369942,0.120567375887,0.0994236311239,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.115979381443,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.103260869565,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0601503759398,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0859375,0.105943152455,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.116429495472,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.113314447592,0.103683492497,0.0956399437412,0.113314447592,0.113718411552,0.128205128205,0.0871428571429,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.0835694050992,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_425,64.19,14.7076136746,69,72,58,96,67,42,83,71,65,54,72,85,68,69,56,53,57,75,90,58,54,53,50,52,48,76,46,83,56,51,67,67,59,66,48,52,87,58,61,67,66,82,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,90,76,70,94,46,80,76,68,80,63,85,61,31,67,82,55,56,77,84,56,49,71,59,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_425,90.15,17.401364889,99,98,83,107,90,69,98,109,89,78,100,116,100,96,78,79,75,111,123,79,72,83,81,69,68,104,72,103,86,79,89,99,87,90,75,78,114,84,91,86,93,105,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,117,103,91,136,61,103,104,107,120,83,114,99,49,93,116,80,82,113,98,75,74,101,83,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_425,0.785365195632,0.0138206541912,0.790060473826,0.797187021342,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.812285183402,0.793506059612,0.784719228895,0.787632552734,0.800411238213,0.784132546468,0.767265576152,0.796979485699,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.810247211958,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.810520633858,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.80303903214,0.77620997394,0.786224259222,0.802049047957,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.799869420394,0.798426997865,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.813981141011,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.807916622661,0.796095963442,0.799454795235,0.789883687105,0.771121408347,0.781691132374,0.805549397993,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.800706457022,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_425,0.466253401603,0.030869289298,0.445543282832326,0.4475660720795077,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4909157019628866,0.4532339507943165,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.49207591672687134,0.4538762592315847,0.4809962724744219,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4791165885259441,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.47736939840954495,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4810969493779508,0.4666614742338728,0.4871055304019387,0.4129566340738566,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.43545903103688394,0.4553889391450608,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4361585156903601,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4669021199406804,0.4392199604332933,0.44511296016263036,0.47844585145049645,0.47026919371268033,0.5042211352741642,0.4544933886120928,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4266483430545305,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_425,0.0745287372723,0.0167296391784,0.08626303739780666,0.10708257613240163,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.07008424228243829,0.06737614739569364,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0946097872176076,0.07171135739898614,0.06335495069791473,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.09229971335804406,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.09225994118439272,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.05905586209295475,0.08989042516423686,0.09012680655420144,0.10125501286093899,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.09842725281731343,0.08972311225304329,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.09714617146954545,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.08889917221843772,0.08965009007700864,0.0916790598098229,0.03815448219376518,0.0799329454179345,0.06541595393809993,0.06870715010237531,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.08338093007861969,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_425,0.414606344477,0.0443454495646,0.4367770391459075,0.4045001093247589,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4224623168316831,0.4564014139072847,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43574402325581396,0.39611792631578946,0.45975169306930685,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.5147739037267082,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.4796556891025641,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.49956357049180333,0.40631801413427565,0.3849604690909091,0.38494609324758844,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.4173335677419355,0.3796864504792333,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3610783168316832,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.44257690553745926,0.4148173786407766,0.46739896699669964,0.38944098107255515,0.40393930291970803,0.44829576567656765,0.4418227850162866,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4148040761904762,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_425,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_425,0.12329334489,0.0581305443697,0.182539932152,0.323297664455,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0950457525523,0.0648549344226,0.0602613118314,0.112125519461,0.0524814685559,0.0373021609524,0.0563596470774,0.135248743212,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.0743535503967,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.115068890833,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.145618373774,0.0677230354089,0.165984364285,0.224321653791,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.0456950562758,0.144154515686,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.155153371708,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0744453593611,0.115962878163,0.110623740209,0.0728309993695,0.0793000645736,0.113036705567,0.16258316932,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.121623621588,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_425,0.254541857673,0.0867325657303,0.119793414888,0.124094573902,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.259262705719,0.214449281778,0.186239402064,0.167015564272,0.242021429862,0.211784912977,0.291885820865,0.211868320359,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.310641571976,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.207461588754,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.271460495838,0.288652577596,0.153419100856,0.320781360329,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.299540330918,0.211460244588,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.39676791855,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.213288145622,0.419880603328,0.312361352961,0.28533323482,0.206645891824,0.410170586679,0.146080800485,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.20755305321,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_425,0.137129868568,0.0913140395189,0.318375500987,0.256995247742,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.126898186864,0.0392359199663,0.148518846411,0.151459967089,0.0822168368822,0.132065620594,0.0602233861428,0.174721822172,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.00978820032149,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.157653026155,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.062473438096,0.09226066839,0.223033638702,0.178564134156,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0239354556873,0.2282799439,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.0862422414403,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.135808057248,0.0,0.128159116346,0.0937369685373,0.123591898001,0.045757434098,0.219802632303,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.178618719689,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
Mode 450
Mode 450 Iteration 0
Mode 450 Iteration 20
Mode 450 Iteration 40
Mode 450 Iteration 60
Mode 450 Iteration 80
Average Elapsed Time = 14.8742173815
CUT_RATIO,batch_size_450,0.102258420865,0.0199809850012,0.115,0.101408450704,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.114958448753,0.107738998483,0.118829981718,0.0875202593193,0.103746397695,0.122832369942,0.120567375887,0.0994236311239,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.115979381443,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.103260869565,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0601503759398,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0859375,0.105943152455,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.116429495472,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.113314447592,0.103683492497,0.0956399437412,0.113314447592,0.113718411552,0.128205128205,0.0871428571429,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.0835694050992,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_450,64.19,14.7076136746,69,72,58,96,67,42,83,71,65,54,72,85,68,69,56,53,57,75,90,58,54,53,50,52,48,76,46,83,56,51,67,67,59,66,48,52,87,58,61,67,66,82,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,90,76,70,94,46,80,76,68,80,63,85,61,31,67,82,55,56,77,84,56,49,71,59,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_450,90.15,17.401364889,99,98,83,107,90,69,98,109,89,78,100,116,100,96,78,79,75,111,123,79,72,83,81,69,68,104,72,103,86,79,89,99,87,90,75,78,114,84,91,86,93,105,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,117,103,91,136,61,103,104,107,120,83,114,99,49,93,116,80,82,113,98,75,74,101,83,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_450,0.785365195632,0.0138206541912,0.790060473826,0.797187021342,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.812285183402,0.793506059612,0.784719228895,0.787632552734,0.800411238213,0.784132546468,0.767265576152,0.796979485699,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.810247211958,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.810520633858,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.80303903214,0.77620997394,0.786224259222,0.802049047957,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.799869420394,0.798426997865,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.813981141011,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.807916622661,0.796095963442,0.799454795235,0.789883687105,0.771121408347,0.781691132374,0.805549397993,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.800706457022,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_450,0.466253401603,0.030869289298,0.445543282832326,0.4475660720795077,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4909157019628866,0.4532339507943165,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.49207591672687134,0.4538762592315847,0.4809962724744219,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4791165885259441,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.47736939840954495,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4810969493779508,0.4666614742338728,0.4871055304019387,0.4129566340738566,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.43545903103688394,0.4553889391450608,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4361585156903601,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4669021199406804,0.4392199604332933,0.44511296016263036,0.47844585145049645,0.47026919371268033,0.5042211352741642,0.4544933886120928,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4266483430545305,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_450,0.0745287372723,0.0167296391784,0.08626303739780666,0.10708257613240163,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.07008424228243829,0.06737614739569364,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0946097872176076,0.07171135739898614,0.06335495069791473,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.09229971335804406,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.09225994118439272,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.05905586209295475,0.08989042516423686,0.09012680655420144,0.10125501286093899,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.09842725281731343,0.08972311225304329,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.09714617146954545,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.08889917221843772,0.08965009007700864,0.0916790598098229,0.03815448219376518,0.0799329454179345,0.06541595393809993,0.06870715010237531,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.08338093007861969,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_450,0.414606344477,0.0443454495646,0.4367770391459075,0.4045001093247589,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4224623168316831,0.4564014139072847,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43574402325581396,0.39611792631578946,0.45975169306930685,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.5147739037267082,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.4796556891025641,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.49956357049180333,0.40631801413427565,0.3849604690909091,0.38494609324758844,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.4173335677419355,0.3796864504792333,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3610783168316832,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.44257690553745926,0.4148173786407766,0.46739896699669964,0.38944098107255515,0.40393930291970803,0.44829576567656765,0.4418227850162866,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4148040761904762,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_450,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_450,0.12329334489,0.0581305443697,0.182539932152,0.323297664455,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0950457525523,0.0648549344226,0.0602613118314,0.112125519461,0.0524814685559,0.0373021609524,0.0563596470774,0.135248743212,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.0743535503967,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.115068890833,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.145618373774,0.0677230354089,0.165984364285,0.224321653791,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.0456950562758,0.144154515686,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.155153371708,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0744453593611,0.115962878163,0.110623740209,0.0728309993695,0.0793000645736,0.113036705567,0.16258316932,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.121623621588,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_450,0.254541857673,0.0867325657303,0.119793414888,0.124094573902,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.259262705719,0.214449281778,0.186239402064,0.167015564272,0.242021429862,0.211784912977,0.291885820865,0.211868320359,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.310641571976,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.207461588754,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.271460495838,0.288652577596,0.153419100856,0.320781360329,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.299540330918,0.211460244588,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.39676791855,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.213288145622,0.419880603328,0.312361352961,0.28533323482,0.206645891824,0.410170586679,0.146080800485,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.20755305321,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_450,0.137129868568,0.0913140395189,0.318375500987,0.256995247742,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.126898186864,0.0392359199663,0.148518846411,0.151459967089,0.0822168368822,0.132065620594,0.0602233861428,0.174721822172,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.00978820032149,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.157653026155,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.062473438096,0.09226066839,0.223033638702,0.178564134156,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0239354556873,0.2282799439,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.0862422414403,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.135808057248,0.0,0.128159116346,0.0937369685373,0.123591898001,0.045757434098,0.219802632303,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.178618719689,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
Mode 475
Mode 475 Iteration 0
Mode 475 Iteration 20
Mode 475 Iteration 40
Mode 475 Iteration 60
Mode 475 Iteration 80
Average Elapsed Time = 14.9464207006
CUT_RATIO,batch_size_475,0.102258420865,0.0199809850012,0.115,0.101408450704,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.114958448753,0.107738998483,0.118829981718,0.0875202593193,0.103746397695,0.122832369942,0.120567375887,0.0994236311239,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.115979381443,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.103260869565,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0601503759398,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0859375,0.105943152455,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.116429495472,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.113314447592,0.103683492497,0.0956399437412,0.113314447592,0.113718411552,0.128205128205,0.0871428571429,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.0835694050992,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_475,64.19,14.7076136746,69,72,58,96,67,42,83,71,65,54,72,85,68,69,56,53,57,75,90,58,54,53,50,52,48,76,46,83,56,51,67,67,59,66,48,52,87,58,61,67,66,82,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,90,76,70,94,46,80,76,68,80,63,85,61,31,67,82,55,56,77,84,56,49,71,59,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_475,90.15,17.401364889,99,98,83,107,90,69,98,109,89,78,100,116,100,96,78,79,75,111,123,79,72,83,81,69,68,104,72,103,86,79,89,99,87,90,75,78,114,84,91,86,93,105,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,117,103,91,136,61,103,104,107,120,83,114,99,49,93,116,80,82,113,98,75,74,101,83,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_475,0.785365195632,0.0138206541912,0.790060473826,0.797187021342,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.812285183402,0.793506059612,0.784719228895,0.787632552734,0.800411238213,0.784132546468,0.767265576152,0.796979485699,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.810247211958,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.810520633858,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.80303903214,0.77620997394,0.786224259222,0.802049047957,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.799869420394,0.798426997865,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.813981141011,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.807916622661,0.796095963442,0.799454795235,0.789883687105,0.771121408347,0.781691132374,0.805549397993,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.800706457022,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_475,0.466253401603,0.030869289298,0.445543282832326,0.4475660720795077,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4909157019628866,0.4532339507943165,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.49207591672687134,0.4538762592315847,0.4809962724744219,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4791165885259441,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.47736939840954495,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4810969493779508,0.4666614742338728,0.4871055304019387,0.4129566340738566,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.43545903103688394,0.4553889391450608,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4361585156903601,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4669021199406804,0.4392199604332933,0.44511296016263036,0.47844585145049645,0.47026919371268033,0.5042211352741642,0.4544933886120928,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4266483430545305,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_475,0.0745287372723,0.0167296391784,0.08626303739780666,0.10708257613240163,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.07008424228243829,0.06737614739569364,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0946097872176076,0.07171135739898614,0.06335495069791473,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.09229971335804406,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.09225994118439272,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.05905586209295475,0.08989042516423686,0.09012680655420144,0.10125501286093899,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.09842725281731343,0.08972311225304329,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.09714617146954545,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.08889917221843772,0.08965009007700864,0.0916790598098229,0.03815448219376518,0.0799329454179345,0.06541595393809993,0.06870715010237531,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.08338093007861969,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_475,0.414606344477,0.0443454495646,0.4367770391459075,0.4045001093247589,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4224623168316831,0.4564014139072847,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43574402325581396,0.39611792631578946,0.45975169306930685,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.5147739037267082,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.4796556891025641,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.49956357049180333,0.40631801413427565,0.3849604690909091,0.38494609324758844,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.4173335677419355,0.3796864504792333,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3610783168316832,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.44257690553745926,0.4148173786407766,0.46739896699669964,0.38944098107255515,0.40393930291970803,0.44829576567656765,0.4418227850162866,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4148040761904762,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_475,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_475,0.12329334489,0.0581305443697,0.182539932152,0.323297664455,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0950457525523,0.0648549344226,0.0602613118314,0.112125519461,0.0524814685559,0.0373021609524,0.0563596470774,0.135248743212,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.0743535503967,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.115068890833,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.145618373774,0.0677230354089,0.165984364285,0.224321653791,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.0456950562758,0.144154515686,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.155153371708,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0744453593611,0.115962878163,0.110623740209,0.0728309993695,0.0793000645736,0.113036705567,0.16258316932,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.121623621588,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_475,0.254541857673,0.0867325657303,0.119793414888,0.124094573902,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.259262705719,0.214449281778,0.186239402064,0.167015564272,0.242021429862,0.211784912977,0.291885820865,0.211868320359,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.310641571976,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.207461588754,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.271460495838,0.288652577596,0.153419100856,0.320781360329,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.299540330918,0.211460244588,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.39676791855,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.213288145622,0.419880603328,0.312361352961,0.28533323482,0.206645891824,0.410170586679,0.146080800485,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.20755305321,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_475,0.137129868568,0.0913140395189,0.318375500987,0.256995247742,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.126898186864,0.0392359199663,0.148518846411,0.151459967089,0.0822168368822,0.132065620594,0.0602233861428,0.174721822172,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.00978820032149,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.157653026155,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.062473438096,0.09226066839,0.223033638702,0.178564134156,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0239354556873,0.2282799439,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.0862422414403,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.135808057248,0.0,0.128159116346,0.0937369685373,0.123591898001,0.045757434098,0.219802632303,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.178618719689,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
Mode 500
Mode 500 Iteration 0
Mode 500 Iteration 20
Mode 500 Iteration 40
Mode 500 Iteration 60
Mode 500 Iteration 80
Average Elapsed Time = 14.2780335069
CUT_RATIO,batch_size_500,0.102258420865,0.0199809850012,0.115,0.101408450704,0.0969899665552,0.132780082988,0.0992592592593,0.0858895705521,0.114958448753,0.107738998483,0.118829981718,0.0875202593193,0.103746397695,0.122832369942,0.120567375887,0.0994236311239,0.0918032786885,0.0961887477314,0.0934426229508,0.127551020408,0.115979381443,0.0944625407166,0.0894039735099,0.100760456274,0.101214574899,0.0822784810127,0.0786885245902,0.103260869565,0.0786324786325,0.129890453834,0.0942760942761,0.0984555984556,0.104037267081,0.0966810966811,0.101200686106,0.103610675039,0.0601503759398,0.0891938250429,0.123755334282,0.097972972973,0.103565365025,0.122935779817,0.0859375,0.105943152455,0.130081300813,0.115843270869,0.0874200426439,0.100346020761,0.127627627628,0.106109324759,0.108,0.101123595506,0.107255520505,0.0556464811784,0.0866551126516,0.0774091627172,0.114503816794,0.0791896869245,0.0702614379085,0.122503328895,0.0794392523364,0.0633484162896,0.107438016529,0.0924764890282,0.130030959752,0.08,0.116429495472,0.1216,0.114942528736,0.148264984227,0.0683506686478,0.113314447592,0.103683492497,0.0956399437412,0.113314447592,0.113718411552,0.128205128205,0.0871428571429,0.0517529215359,0.110743801653,0.122205663189,0.0904605263158,0.0989399293286,0.121451104101,0.124629080119,0.0967184801382,0.0765625,0.11658456486,0.0835694050992,0.112068965517,0.147747747748,0.125703564728,0.140293637847,0.0974512743628,0.0855784469097,0.0967741935484,0.145901639344,0.0958646616541,0.0795053003534,0.0564373897707,0.0938023450586,0.109561752988
EC,batch_size_500,64.19,14.7076136746,69,72,58,96,67,42,83,71,65,54,72,85,68,69,56,53,57,75,90,58,54,53,50,52,48,76,46,83,56,51,67,67,59,66,48,52,87,58,61,67,66,82,80,68,41,58,85,66,54,63,68,34,50,49,75,43,43,92,51,42,65,59,84,54,90,76,70,94,46,80,76,68,80,63,85,61,31,67,82,55,56,77,84,56,49,71,59,65,82,67,86,65,54,63,89,51,45,32,56,55
TCV,batch_size_500,90.15,17.401364889,99,98,83,107,90,69,98,109,89,78,100,116,100,96,78,79,75,111,123,79,72,83,81,69,68,104,72,103,86,79,89,99,87,90,75,78,114,84,91,86,93,105,114,97,62,75,104,89,84,88,93,49,80,71,111,65,65,116,75,69,90,92,114,73,117,103,91,136,61,103,104,107,120,83,114,99,49,93,116,80,82,113,98,75,74,101,83,92,102,108,113,89,73,89,119,80,70,49,82,86
LONELINESS,batch_size_500,0.785365195632,0.0138206541912,0.790060473826,0.797187021342,0.786365851529,0.791793466709,0.789077096158,0.771816911136,0.812285183402,0.793506059612,0.784719228895,0.787632552734,0.800411238213,0.784132546468,0.767265576152,0.796979485699,0.797084115227,0.76827944416,0.791763381725,0.789391303335,0.810247211958,0.802818358617,0.798681668981,0.770307453804,0.741659154489,0.778296742458,0.78370658569,0.810520633858,0.776784480776,0.774971837747,0.77530650253,0.755596353228,0.793842183479,0.80303903214,0.77620997394,0.786224259222,0.802049047957,0.779821678144,0.792650718044,0.786824797542,0.767781442808,0.787854456801,0.799869420394,0.798426997865,0.776574318189,0.780832219017,0.765145148969,0.784420189633,0.789085737949,0.770158731775,0.754735989988,0.778639218849,0.790419778067,0.788113863342,0.791573212229,0.788807931648,0.787759579547,0.766836459561,0.788961550179,0.794346761547,0.785558298415,0.784526565954,0.765154540528,0.788135888173,0.781449800181,0.797934496134,0.813981141011,0.787714667611,0.79206023903,0.778381914106,0.795592852365,0.807916622661,0.796095963442,0.799454795235,0.789883687105,0.771121408347,0.781691132374,0.805549397993,0.77845120113,0.782211563154,0.801084432168,0.788379574188,0.770745061369,0.783699176861,0.776367159471,0.786016491403,0.789240122628,0.79467355327,0.800706457022,0.761358773348,0.763573816879,0.772777460917,0.789660728145,0.794781075911,0.788430274015,0.793015265393,0.788413699886,0.760149257524,0.790485828948,0.771893830171,0.792282215572,0.746266513886
QDS,batch_size_500,0.466253401603,0.030869289298,0.445543282832326,0.4475660720795077,0.4813106734224097,0.39610823546623736,0.4547840248432769,0.5130840422110028,0.4909157019628866,0.4532339507943165,0.45085640882826467,0.5068084540047119,0.4367600962618876,0.49207591672687134,0.4538762592315847,0.4809962724744219,0.49834697671823674,0.49928431645763227,0.46817930352483494,0.46921465929429695,0.4791165885259441,0.44360909381274405,0.4145090647854695,0.46911958314104213,0.4410420111161173,0.4622286648609259,0.46653220271895557,0.47736939840954495,0.4181952568240222,0.4751974265038158,0.5073021342506839,0.47687223668399387,0.43971032939151367,0.4810969493779508,0.4666614742338728,0.4871055304019387,0.4129566340738566,0.49827262758039803,0.48769140921402065,0.43831713229087116,0.46941276083739936,0.5331195753799792,0.43545903103688394,0.4553889391450608,0.4617292820080522,0.4651408592712496,0.530248385179105,0.44943185116790013,0.4529065575217065,0.4988290066739036,0.5036742737132092,0.5362318964042259,0.42943540814679737,0.4157369487860586,0.42622523972623944,0.4681409745234538,0.43057306610653295,0.4638234433219176,0.437155541209335,0.46801749488455996,0.4262450988107912,0.46795982320576696,0.45061016516970165,0.4681243218308835,0.45576396095857136,0.4193126763334436,0.4361585156903601,0.44707491796891563,0.4365519205050576,0.4679953925403353,0.4568916795364908,0.4669021199406804,0.4392199604332933,0.44511296016263036,0.47844585145049645,0.47026919371268033,0.5042211352741642,0.4544933886120928,0.389751851834206,0.5334181769527208,0.4464950371587761,0.4518820376673507,0.46093905015336795,0.508099594231259,0.4801191894148037,0.4563787938655709,0.43692238376370107,0.46144967276772153,0.4266483430545305,0.455674616331638,0.5033618696576545,0.5228787923754775,0.5323236962411088,0.47290593374042933,0.46581995011229244,0.489624856484274,0.5132969686257277,0.4691726094048093,0.48105587312833925,0.45108503104679626,0.4985609043438706,0.5135909154300173
CONDUCTANCE,batch_size_500,0.0745287372723,0.0167296391784,0.08626303739780666,0.10708257613240163,0.07115608535253912,0.08284836955823069,0.09960681448134859,0.07613722231432488,0.07008424228243829,0.06737614739569364,0.06064272094453371,0.07181415725068725,0.05488306010057473,0.0946097872176076,0.07171135739898614,0.06335495069791473,0.04811767231993076,0.0580186526243126,0.06517427832375075,0.06348933051545759,0.09229971335804406,0.056187034942337545,0.109751592447533,0.06313077338795448,0.06914497621231495,0.07754241313687804,0.07764124197912743,0.09225994118439272,0.07327948856676098,0.06401293424244363,0.08967562563598826,0.04598247987218881,0.10136689366419493,0.05905586209295475,0.08989042516423686,0.09012680655420144,0.10125501286093899,0.07796441618942312,0.04843384365851083,0.05090296601761649,0.05439465689798864,0.0633761813021634,0.09842725281731343,0.08972311225304329,0.07944335776504557,0.048286853304646285,0.04208605338997621,0.08964549108392587,0.07092153482765955,0.05762310214363126,0.0599314954034085,0.045755718442193734,0.058328559764390456,0.09528828980777455,0.07799019166679311,0.05598204393796745,0.08440258973843077,0.06194460382273566,0.08673587763748795,0.08284473398463177,0.08602201719299447,0.07284794567930494,0.08432412772293664,0.09002781125692184,0.059722336437535224,0.09848963644570424,0.09714617146954545,0.0746650655742625,0.09002679895315423,0.068737395193296,0.08125618185001213,0.08889917221843772,0.08965009007700864,0.0916790598098229,0.03815448219376518,0.0799329454179345,0.06541595393809993,0.06870715010237531,0.09494593795135572,0.06695267736907415,0.08553585220531029,0.06899313832286258,0.0552144754556382,0.08556882275275154,0.07580238470438781,0.11417683589982568,0.10363410603808983,0.07059298320334116,0.08338093007861969,0.047748726313979875,0.05789938135114387,0.0522914576529415,0.06329353083141875,0.09347380606578633,0.07765577531204333,0.07381141744492666,0.06420288723971604,0.060184141085460524,0.07600692232134967,0.06096941501353591,0.08366823655329779,0.06575894106203384
MAXPERM,batch_size_500,0.414606344477,0.0443454495646,0.4367770391459075,0.4045001093247589,0.4658541901408451,0.38387366666666667,0.36724751557093427,0.4165185,0.4224623168316831,0.4564014139072847,0.4384511213235295,0.4610595921985815,0.4277731482758621,0.43574402325581396,0.39611792631578946,0.45975169306930685,0.4418769081272085,0.44314841992882564,0.4667226487455197,0.432458605734767,0.5147739037267082,0.42165483275261323,0.33013955395683453,0.39050253676470587,0.3064518996282528,0.3397091859649123,0.3984724480286739,0.4796556891025641,0.41463109027777784,0.43009242268041237,0.43965720494699645,0.41758707420494695,0.37086725000000004,0.49956357049180333,0.40631801413427565,0.3849604690909091,0.38494609324758844,0.3857371304347826,0.44684599333333336,0.386988628975265,0.37014194773519166,0.55924675,0.4173335677419355,0.3796864504792333,0.3425512620689655,0.43477339007092203,0.4626838458333333,0.43648184981684984,0.3758016241134752,0.3959376845878136,0.33314940441176466,0.47158495406360434,0.3839118493150685,0.3579872014134275,0.43594687407407406,0.41220259722222224,0.4323930592334495,0.42220526492537314,0.4083321,0.42006795608108105,0.2982815642857143,0.40430973103448276,0.38418147017543863,0.43711044897959184,0.37159975,0.3944140537634408,0.3610783168316832,0.38697932508833927,0.402189,0.41878790169491525,0.35867447142857145,0.44257690553745926,0.4148173786407766,0.46739896699669964,0.38944098107255515,0.40393930291970803,0.44829576567656765,0.4418227850162866,0.3293939822064057,0.45885168115942027,0.4022303902439024,0.43387969285714284,0.40453075,0.477156872053872,0.35460633333333336,0.4476320434782609,0.32102168989547036,0.4330714964788732,0.4148040761904762,0.4338300491228071,0.4532668545454545,0.45029611029411765,0.44640336162361627,0.4168526790540541,0.46442711228070177,0.4037058197278912,0.4724822685512367,0.42838125,0.40437172348484846,0.38218993406593404,0.47234879584775086,0.3702878985507246
RBSE,batch_size_500,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
NMI,batch_size_500,0.12329334489,0.0581305443697,0.182539932152,0.323297664455,0.0655115621612,0.142546329781,0.0835973049231,0.0347383109983,0.0950457525523,0.0648549344226,0.0602613118314,0.112125519461,0.0524814685559,0.0373021609524,0.0563596470774,0.135248743212,0.0180420666806,0.1085887706,0.0739393510734,0.118070687455,0.0743535503967,0.102286390141,0.173781374256,0.109053551068,0.100542826931,0.10728887616,0.219990192841,0.115068890833,0.162410604345,0.109629744112,0.139365191495,0.0813403389543,0.185168413947,0.145618373774,0.0677230354089,0.165984364285,0.224321653791,0.089914388594,0.140048499957,0.126997340087,0.22763771028,0.0970595975896,0.0456950562758,0.144154515686,0.0982766114275,0.0716844885133,0.211520219074,0.137323008207,0.179601933831,0.0859426118432,0.110069291521,0.187473510746,0.182686050896,0.239397691722,0.171930703205,0.218321716716,0.0751195771183,0.230705988258,0.134398823625,0.164457040043,0.244588729052,0.162445713748,0.100346940994,0.0778978765265,0.0363566435089,0.0924138848031,0.155153371708,0.107189079128,0.0814778203393,0.0851913189677,0.165959717225,0.0744453593611,0.115962878163,0.110623740209,0.0728309993695,0.0793000645736,0.113036705567,0.16258316932,0.180588666941,0.0651030780194,0.198412951272,0.161667051702,0.125632951512,0.0153829216667,0.136375715449,0.0802343345881,0.277102566951,0.0604413215866,0.121623621588,0.130135670363,0.109758396044,0.0660077728957,0.0856773338859,0.130356720611,0.194193280476,0.13419894531,0.0313117363874,0.143390211784,0.083328358132,0.10991853603,0.0908545128325,0.140938554075
FSCORE,batch_size_500,0.254541857673,0.0867325657303,0.119793414888,0.124094573902,0.190980519413,0.384342747542,0.24001442933,0.249101114501,0.259262705719,0.214449281778,0.186239402064,0.167015564272,0.242021429862,0.211784912977,0.291885820865,0.211868320359,0.196928048244,0.239731702282,0.204872755365,0.316433237057,0.310641571976,0.262192135707,0.25328813872,0.212799493581,0.284573928072,0.104780958244,0.372395956958,0.207461588754,0.0656485208159,0.252830152299,0.404555706171,0.291871029769,0.118882129446,0.271460495838,0.288652577596,0.153419100856,0.320781360329,0.275839609263,0.236055840988,0.240521727099,0.167341715395,0.162106422989,0.299540330918,0.211460244588,0.209328364179,0.350295039702,0.247318855213,0.256358072658,0.130222634093,0.182238834876,0.298435504518,0.382045961649,0.274592291893,0.116831619846,0.228848188848,0.499255142024,0.32054067176,0.510010217507,0.202247356064,0.22642437212,0.370723009385,0.171720261567,0.367929080667,0.292612016352,0.323468442232,0.265672645231,0.39676791855,0.161410522064,0.19878634994,0.18466964724,0.145682095682,0.213288145622,0.419880603328,0.312361352961,0.28533323482,0.206645891824,0.410170586679,0.146080800485,0.25648337226,0.232134792184,0.171663893633,0.42077128157,0.350040808285,0.232815517905,0.232789181651,0.301216500112,0.296265690258,0.302007813471,0.20755305321,0.451140583288,0.240357894323,0.225509161998,0.327682129063,0.269857258501,0.173053446186,0.255366548699,0.289536100198,0.122245978944,0.324135302319,0.28637010134,0.216702849584,0.140370059978
FSCORE_IMPROVE,batch_size_500,0.137129868568,0.0913140395189,0.318375500987,0.256995247742,0.126564642319,0.0645465301845,0.129943811605,0.0850471486304,0.126898186864,0.0392359199663,0.148518846411,0.151459967089,0.0822168368822,0.132065620594,0.0602233861428,0.174721822172,0.0684631218024,0.0774883882708,0.173112646612,0.0435983405348,0.00978820032149,0.0790701672317,0.180085318208,0.115975958697,0.145649450356,0.295203749633,0.046487094946,0.157653026155,0.338786730859,0.175578719874,0.062070417696,0.0573223400079,0.326246676514,0.062473438096,0.09226066839,0.223033638702,0.178564134156,0.049521032753,0.104184652278,0.184534951652,0.317367601492,0.192770348955,0.0239354556873,0.2282799439,0.135198315427,0.0,0.228432052646,0.181534288115,0.256732666424,0.152084775835,0.137223693825,0.0612807977153,0.138666188158,0.378845941112,0.23169431577,0.0691787577183,0.0738063334907,0.0,0.225172844479,0.205810867181,0.107533928544,0.355552374514,0.00139686721404,0.062235526496,0.0,0.104148425879,0.0862422414403,0.234528519,0.183015706177,0.175029782609,0.205125200549,0.135808057248,0.0,0.128159116346,0.0937369685373,0.123591898001,0.045757434098,0.219802632303,0.263424952667,0.065821989759,0.214986945297,0.0,0.0761904761905,0.0425616003446,0.167205029109,0.0856607496425,0.234746363686,0.0586949171198,0.178618719689,0.0141351546432,0.121791044776,0.136511602102,0.0610372506685,0.194740818112,0.279266498444,0.11914514352,0.000914718277945,0.271850124388,0.0111206257616,0.0532766196109,0.138424043991,0.279215270759
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Content source: sbarakat/graph-partitioning
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