done part 5, part 6, part 7, and 20-times CV for part 8

This commit is contained in:
Claudio Maggioni 2023-04-25 14:23:41 +02:00
parent e42e547e48
commit 379641f3b1
10 changed files with 4561 additions and 128 deletions

133
.gitignore vendored
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@ -1,129 +1,6 @@
# Byte-compiled / optimized / DLL files defects4j/
__pycache__/ sources/
*.py[cod]
*$py.class
# C extensions
*.so
# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
pip-wheel-metadata/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST
# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec
# Installer logs
pip-log.txt
pip-delete-this-directory.txt
# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/
# Translations
*.mo
*.pot
# Django stuff:
*.log
local_settings.py
db.sqlite3
db.sqlite3-journal
# Flask stuff:
instance/
.webassets-cache
# Scrapy stuff:
.scrapy
# Sphinx documentation
docs/_build/
# PyBuilder
target/
# Jupyter Notebook
.ipynb_checkpoints
# IPython
profile_default/
ipython_config.py
# pyenv
.python-version
# pipenv
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
# However, in case of collaboration, if having platform-specific dependencies or dependencies
# having no cross-platform support, pipenv may install dependencies that don't work, or not
# install all needed dependencies.
#Pipfile.lock
# PEP 582; used by e.g. github.com/David-OConnor/pyflow
__pypackages__/
# Celery stuff
celerybeat-schedule
celerybeat.pid
# SageMath parsed files
*.sage.py
# Environments
.env
.venv
env/ env/
venv/ *.iml
ENV/ .idea/
env.bak/ __pycache__/
venv.bak/
# Spyder project settings
.spyderproject
.spyproject
# Rope project settings
.ropeproject
# mkdocs documentation
/site
# mypy
.mypy_cache/
.dmypy.json
dmypy.json
# Pyre type checker
.pyre/

61
evaluate_classifiers.py Normal file → Executable file
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#!/usr/bin/env python3
import os
import pandas as pd
import glob
from train_classifiers import perform_grid_search, load_dataset
DIR: str = os.path.dirname(os.path.realpath(__file__))
OUT_DIR: str = DIR + '/models'
RANDOM_STATES: list[int] = [
0xDEADB017,
0xDEADBEEF,
4, # chosen by a fair dice roll
0xDECAFBAD,
0x000FF1CE,
8451,
42,
2056,
25,
6 // 2,
91,
7, # Where is Cherapunji?
115,
65,
76,
85,
83,
111,
110,
101,
]
def clean_output():
filelist = glob.glob(OUT_DIR + '/models.csv')
for f in filelist:
os.remove(f)
def main():
if not os.path.exists(OUT_DIR + '/evaluation.csv'):
X, y = load_dataset()
dfs: list[pd.DataFrame] = []
for i, state in enumerate(RANDOM_STATES):
print("Iteration " + str(i + 1) + " of " + str(len(RANDOM_STATES)) + "...")
dfs.append(perform_grid_search(X, y, state))
# concatenate all runs in single dataframe
df = pd.concat(dfs, ignore_index=True)
df.to_csv(OUT_DIR + '/evaluation.csv', index=False)
else:
df = pd.read_csv(OUT_DIR + '/evaluation.csv')
# TODO: statistical analysis
if __name__ == '__main__':
main()

135
extract_feature_vectors.py Normal file → Executable file
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#!/usr/bin/env python3
import javalang
import os
import pandas as pd
import glob
import re
DIR: str = os.path.dirname(os.path.realpath(__file__))
SOURCES: str = DIR + '/resources/defects4j-checkout-closure-1f/src/com/google/javascript/jscomp/'
OUT_DIR: str = DIR + '/metrics'
def clean_output():
filelist = glob.glob(OUT_DIR + '/*.csv')
for f in filelist:
os.remove(f)
def count(node: javalang.tree.Node, the_filter) -> int:
i = 0
for _, _ in node.filter(the_filter):
i += 1
return i
def metrics(clazz: javalang.tree.ClassDeclaration) -> dict[str, str]:
# Method metrics
m = {
'MTH': len(clazz.methods),
'FLD': len(clazz.fields),
'RFC': 0
}
# RFC: #Public methods + #Method invocations
for method in clazz.methods:
if 'public' in method.modifiers:
m['RFC'] += 1
m['RFC'] += count(clazz, javalang.tree.MethodInvocation)
# INT: #Implemented interfaces
m['INT'] = 0 if clazz.implements is None else len(clazz.implements)
# Method metrics (max across methods)
sz = 0
cpx = 0
ex = 0
ret = 0
sum_m_name_len = 0
for method in clazz.methods:
sum_m_name_len += len(method.name)
# SZ: #Statements
sz = max(sz, count(method, javalang.tree.Statement))
# CPX: #CONDITIONAL + #LOOP statements
cpx = max(cpx,
count(method, javalang.tree.IfStatement) +
count(method, javalang.tree.TernaryExpression) +
count(method, javalang.tree.WhileStatement) +
count(method, javalang.tree.ForStatement))
# EX: #Exceptions in throws clause
ex = max(ex, 0 if method.throws is None else len(method.throws))
# RET: #Return points
ret = max(ret, count(method, javalang.tree.ReturnStatement))
m['SZ'] = sz
m['CPX'] = cpx
m['EX'] = ex
m['RET'] = ret
# NLP metrics
# Average length of method names
l = len(clazz.methods)
m['NML'] = 0 if l == 0 else sum_m_name_len / l
m['BCM'] = 0
m['WRD'] = 0
for _, node in clazz.filter(javalang.tree.Documented):
if node.documentation is not None:
# BCM: #block comments
m['BCM'] += 1
# #Words (the longest alphanumeric substrings) in block comments
m['WRD'] += len(re.findall('\\w+', node.documentation))
# #Words in comments / #Statements
s = count(clazz, javalang.tree.Statement)
m['DCM'] = 0 if s == 0 else m['WRD'] / s
return m
def create_df(root) -> pd.DataFrame:
df = pd.DataFrame(columns=['class_name', 'MTH', 'FLD', 'RFC',
'INT', 'SZ', 'CPX', 'EX', 'RET', 'BCM', 'NML', 'WRD', 'DCM'])
i: int = 0
for path, dirs, files in os.walk(root):
for f in files:
if f.endswith('.java'):
# Get the AST of the file
with open(path + '/' + f) as file:
data = file.read()
tree = javalang.parse.parse(data)
# Fetch package name from package declaration
# if node is missing, assuming default package ('')
package_name = ''
for _, node in tree.filter(javalang.tree.PackageDeclaration):
package_name = node.name
break
# Get all classes and number of methods for each one
for _, node in tree.filter(javalang.tree.ClassDeclaration):
fqdn = package_name + '.' + node.name
df.loc[i, 'class_name'] = fqdn
m = metrics(node)
for metric in m:
df.loc[i, metric] = m[metric]
i += 1
return df
def main():
clean_output()
df = create_df(SOURCES)
df.to_csv(OUT_DIR + '/feature_vectors.csv', index=False)
if __name__ == '__main__':
main()

47
label_feature_vectors.py Normal file → Executable file
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#!/usr/bin/env python3
import glob
import os
import re
import javalang
import pandas as pd
# God class if:
# |M(C)| > E(M) + 6*V(M)
# (number of methods greater than average across all classes plus 6 times the
# standard deviation)
DIR: str = os.path.dirname(os.path.realpath(__file__))
LABEL_DIR: str = DIR + '/resources/modified_classes'
IN_DIR: str = DIR + '/metrics'
OUT_DIR: str = DIR + '/metrics'
def clean_output():
filelist = glob.glob(OUT_DIR + '/*_labeled.csv')
for f in filelist:
os.remove(f)
def get_is_buggy_set() -> set[str]:
lines: set[str] = set()
filelist = glob.glob(LABEL_DIR + '/*.src')
for f in filelist:
with open(f, 'r') as file_obj:
for line in file_obj.readlines():
lines.add(line.strip().strip('\n'))
return lines
def main():
is_buggy_set = get_is_buggy_set()
df = pd.read_csv(IN_DIR + '/feature_vectors.csv')
df['buggy'] = df['class_name'].apply(
lambda fqdn: 1 if fqdn in is_buggy_set else 0)
df.to_csv(OUT_DIR + '/feature_vectors_labeled.csv', index=False)
if __name__ == '__main__':
main()

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metrics/feature_vectors.csv Normal file
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class_name,MTH,FLD,RFC,INT,SZ,CPX,EX,RET,BCM,NML,WRD,DCM
com.google.javascript.jscomp.PeepholeSimplifyRegExp,1,0,29,0,18,8,0,2,1,15.0,12,0.6666666666666666
com.google.javascript.jscomp.MinimizeExitPoints,6,1,91,1,49,14,0,4,5,13.833333333333334,324,2.8672566371681416
com.google.javascript.jscomp.RenameLabels,1,3,51,1,1,0,0,0,8,7.0,336,6.588235294117647
com.google.javascript.jscomp.DefaultNameSupplier,1,1,2,1,1,0,0,1,0,3.0,0,0.0
com.google.javascript.jscomp.ProcessLabels,8,2,52,1,15,3,0,1,7,11.5,121,2.75
com.google.javascript.jscomp.LabelInfo,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.LabelNamespace,0,1,0,0,0,0,0,0,0,0,0,0
com.google.javascript.jscomp.JsMessageExtractor,2,3,19,0,12,3,1,1,5,15.0,149,6.7727272727272725
com.google.javascript.jscomp.ExtractMessagesVisitor,2,1,4,0,3,1,0,1,2,13.5,18,3.6
com.google.javascript.jscomp.Tracer,25,16,177,0,17,4,0,3,70,16.8,2019,7.315217391304348
com.google.javascript.jscomp.Stat,4,4,0,0,1,1,0,1,5,11.5,65,16.25
com.google.javascript.jscomp.Event,2,2,25,0,27,4,0,1,2,8.5,64,2.1333333333333333
com.google.javascript.jscomp.ThreadTrace,9,8,74,0,54,16,0,1,15,11.222222222222221,164,1.5185185185185186
com.google.javascript.jscomp.AtomicTracerStatMap,2,1,4,0,13,4,0,1,3,8.5,53,3.7857142857142856
com.google.javascript.jscomp.VerboseMessageFormatter,3,0,12,0,4,4,0,1,1,10.0,16,2.2857142857142856
com.google.javascript.jscomp.DiagnosticType,9,5,15,2,1,0,0,1,11,6.777777777777778,151,11.615384615384615
com.google.javascript.jscomp.StrictModeCheck,9,13,107,1,20,7,0,3,11,11.88888888888889,128,1.1962616822429906
com.google.javascript.jscomp.NonExternChecks,3,0,20,0,11,4,0,0,3,11.333333333333334,18,0.8181818181818182
com.google.javascript.jscomp.JSModule,26,6,87,2,8,3,1,2,28,11.884615384615385,342,4.56
com.google.javascript.jscomp.JsMessageDefinition,3,3,0,0,1,0,0,1,2,16.333333333333332,121,20.166666666666668
com.google.javascript.jscomp.LiveVariablesAnalysis,10,4,94,0,54,11,0,8,5,16.1,272,2.6930693069306932
com.google.javascript.jscomp.LiveVariableJoinOp,1,0,5,1,4,1,0,1,0,5.0,0,0.0
com.google.javascript.jscomp.LiveVariableLattice,5,1,14,1,2,0,0,1,2,6.8,46,4.6
com.google.javascript.jscomp.StatementFusion,6,0,47,0,16,4,0,7,1,23.833333333333332,69,1.4680851063829787
com.google.javascript.jscomp.VariableVisibilityAnalysis,3,2,20,1,19,5,0,1,9,15.666666666666666,234,9.75
com.google.javascript.jscomp.FunctionRewriter,3,2,92,1,19,6,0,1,22,17.333333333333332,483,3.8031496062992125
com.google.javascript.jscomp.Reduction,2,3,4,0,2,0,0,1,3,10.0,27,4.5
com.google.javascript.jscomp.ReductionGatherer,2,2,4,1,7,2,0,2,2,9.5,43,4.777777777777778
com.google.javascript.jscomp.Reducer,3,0,6,0,5,1,0,1,4,11.333333333333334,57,11.4
com.google.javascript.jscomp.EmptyFunctionReducer,2,2,4,0,5,1,0,2,1,10.5,27,4.5
com.google.javascript.jscomp.SingleReturnStatementReducer,1,0,5,0,7,2,0,3,2,26.0,28,4.0
com.google.javascript.jscomp.IdentityReducer,3,2,13,0,8,2,0,3,2,13.0,47,2.9375
com.google.javascript.jscomp.ReturnConstantReducer,3,2,7,0,8,2,0,3,2,11.0,58,4.461538461538462
com.google.javascript.jscomp.GetterReducer,3,2,13,0,11,3,0,3,2,13.0,62,3.875
com.google.javascript.jscomp.SetterReducer,3,2,26,0,15,5,0,5,2,13.0,63,2.3333333333333335
com.google.javascript.jscomp.CheckUnreachableCode,5,3,24,1,8,2,0,2,1,9.4,12,0.5714285714285714
com.google.javascript.jscomp.ReachablePredicate,1,0,5,1,9,3,0,3,0,5.0,0,0.0
com.google.javascript.jscomp.DataFlowAnalysis,13,4,153,0,29,9,0,2,21,11.461538461538462,1031,7.20979020979021
com.google.javascript.jscomp.FlowState,6,2,8,1,2,0,0,1,2,6.333333333333333,31,2.5833333333333335
com.google.javascript.jscomp.MaxIterationsExceededException,0,1,0,0,0,0,0,0,1,0,39,39.0
com.google.javascript.jscomp.BranchedForwardDataFlowAnalysis,6,0,46,0,10,3,0,2,2,12.166666666666666,80,2.6666666666666665
com.google.javascript.jscomp.BranchedFlowState,6,2,9,1,5,1,0,1,2,6.333333333333333,31,2.066666666666667
com.google.javascript.jscomp.RemoveUnusedVars,13,13,295,2,61,16,0,4,32,18.153846153846153,909,2.6045845272206303
com.google.javascript.jscomp.CallSiteOptimizer,11,4,86,0,20,6,0,4,10,20.90909090909091,202,1.9803921568627452
com.google.javascript.jscomp.Continuation,1,2,5,0,7,2,0,0,1,5.0,30,3.3333333333333335
com.google.javascript.jscomp.Assign,2,5,36,0,15,4,0,2,2,11.5,25,0.7575757575757576
com.google.javascript.jscomp.CollapseVariableDeclarations,3,3,70,1,23,5,0,1,9,12.333333333333334,221,3.112676056338028
com.google.javascript.jscomp.Collapse,0,3,0,0,0,0,0,0,4,0,37,12.333333333333334
com.google.javascript.jscomp.GatherCollapses,3,1,36,0,23,7,0,3,1,12.333333333333334,38,1.0857142857142856
com.google.javascript.jscomp.RemoveTryCatch,1,2,23,1,1,0,0,0,2,7.0,31,0.9117647058823529
com.google.javascript.jscomp.RemoveTryCatchCode,1,0,22,0,31,8,0,2,0,5.0,0,0.0
com.google.javascript.jscomp.DiagnosticGroups,7,35,44,0,2,0,0,1,4,14.714285714285714,35,3.1818181818181817
com.google.javascript.jscomp.ObjectPropertyStringPreprocess,2,6,53,1,5,1,0,0,1,13.5,47,1.3428571428571427
com.google.javascript.jscomp.Callback,1,0,41,0,27,6,0,6,0,5.0,0,0.0
com.google.javascript.jscomp.CheckSideEffects,5,6,58,1,24,8,0,4,3,10.4,75,1.3636363636363635
com.google.javascript.jscomp.StripProtection,2,1,11,1,6,2,0,0,1,6.0,5,0.625
com.google.javascript.jscomp.BinaryJoinOp,3,0,14,1,9,2,0,3,3,8.333333333333334,77,5.923076923076923
com.google.javascript.jscomp.FindExportableNodes,2,3,27,0,24,6,0,1,3,7.5,84,2.5454545454545454
com.google.javascript.jscomp.GenerateNodeContext,3,3,3,0,1,0,0,1,1,11.333333333333334,11,1.8333333333333333
com.google.javascript.jscomp.PeepholeOptimizationsPass,10,4,39,1,13,3,0,2,3,11.3,55,0.7638888888888888
com.google.javascript.jscomp.ScopeState,1,2,1,0,2,0,0,0,0,5.0,0,0.0
com.google.javascript.jscomp.StateStack,3,2,7,0,6,1,0,1,0,3.6666666666666665,0,0.0
com.google.javascript.jscomp.PeepholeChangeHandler,1,0,2,1,1,0,0,0,0,12.0,0,0.0
com.google.javascript.jscomp.JvmMetrics,10,4,137,0,30,8,0,4,1,18.3,28,0.2074074074074074
com.google.javascript.jscomp.ByPathWarningsGuard,4,5,7,0,9,3,0,2,4,8.25,177,9.833333333333334
com.google.javascript.jscomp.DefaultPassConfig,20,120,341,0,170,51,0,3,119,19.15,964,1.5777414075286416
com.google.javascript.jscomp.GlobalTypeResolver,2,1,7,1,5,1,0,0,1,10.0,10,1.4285714285714286
com.google.javascript.jscomp.ClearTypedScope,1,0,2,1,1,0,0,0,1,7.0,8,8.0
com.google.javascript.jscomp.HotSwapPassFactory,2,0,1,0,1,0,0,1,1,10.0,10,5.0
com.google.javascript.jscomp.FunctionNames,4,4,23,2,13,3,0,2,1,13.5,75,2.027027027027027
com.google.javascript.jscomp.FunctionRecord,0,4,0,1,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.FunctionListExtractor,1,2,6,0,4,1,0,0,0,5.0,0,0.0
com.google.javascript.jscomp.FunctionExpressionNamer,3,3,6,1,3,0,0,1,0,12.333333333333334,0,0.0
com.google.javascript.jscomp.AbstractCommandLineRunner,54,19,430,0,68,19,2,9,94,18.444444444444443,1965,2.6554054054054053
com.google.javascript.jscomp.FlagUsageException,0,1,0,0,0,0,0,0,1,0,10,10.0
com.google.javascript.jscomp.RunTimeStats,3,4,10,0,9,1,0,0,3,16.333333333333332,19,1.1875
com.google.javascript.jscomp.CommandLineConfig,42,42,29,0,8,2,0,1,43,18.428571428571427,730,7.525773195876289
com.google.javascript.jscomp.WarningGuardSpec,2,1,3,0,1,0,0,0,1,4.0,17,4.25
com.google.javascript.jscomp.Entry,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.ClosureCodeRemoval,1,6,51,1,22,6,0,0,15,7.0,229,4.163636363636364
com.google.javascript.jscomp.RemovableAssignment,1,4,14,0,10,2,0,0,7,6.0,53,3.1176470588235294
com.google.javascript.jscomp.FindAbstractMethods,1,0,10,0,5,2,0,0,1,5.0,10,2.0
com.google.javascript.jscomp.FindAssertionCalls,1,1,11,0,5,2,0,0,1,5.0,4,0.5
com.google.javascript.jscomp.OptimizeReturns,5,1,40,2,22,7,0,6,4,10.8,128,2.8444444444444446
com.google.javascript.jscomp.CheckRegExp,3,4,23,1,14,5,0,1,1,13.333333333333334,30,1.7647058823529411
com.google.javascript.jscomp.ControlFlowAnalysis,38,12,358,2,54,14,0,19,20,13.605263157894736,503,1.2512437810945274
com.google.javascript.jscomp.AstControlFlowGraph,2,1,7,0,7,1,0,4,3,18.0,60,5.454545454545454
com.google.javascript.jscomp.NameReferenceGraphReport,8,1,106,0,35,6,0,2,11,19.5,447,4.966666666666667
com.google.javascript.jscomp.DiGraphNodeComparator,1,0,18,1,12,3,0,4,1,7.0,24,2.0
com.google.javascript.jscomp.AnalyzePrototypeProperties,3,14,217,1,7,2,0,2,29,13.0,563,2.385593220338983
com.google.javascript.jscomp.ProcessProperties,13,1,157,1,56,21,0,5,6,18.46153846153846,151,1.1705426356589148
com.google.javascript.jscomp.ProcessExternProperties,1,0,6,0,3,1,0,0,0,5.0,0,0.0
com.google.javascript.jscomp.PropagateReferences,1,0,6,1,8,2,0,3,0,12.0,0,0.0
com.google.javascript.jscomp.GlobalFunction,4,3,19,1,6,1,0,2,1,10.0,11,0.6470588235294118
com.google.javascript.jscomp.AssignmentProperty,6,3,13,1,1,0,0,1,2,9.666666666666666,18,2.0
com.google.javascript.jscomp.LiteralProperty,5,6,7,1,1,0,0,1,1,9.0,13,1.1818181818181819
com.google.javascript.jscomp.NameContext,0,2,0,0,0,0,0,0,1,0,21,10.5
com.google.javascript.jscomp.NameInfo,6,5,2,0,15,4,0,1,7,15.666666666666666,113,5.380952380952381
com.google.javascript.jscomp.PeepholeFoldConstants,35,8,453,0,97,26,0,39,21,17.457142857142856,382,0.5744360902255639
com.google.javascript.jscomp.AbstractCompiler,51,2,10,1,1,0,0,1,52,16.764705882352942,881,176.2
com.google.javascript.jscomp.UseSite,2,3,3,0,1,0,0,1,1,7.0,29,5.8
com.google.javascript.jscomp.RescopeGlobalSymbols,2,6,91,1,7,1,0,0,5,20.0,319,3.7529411764705882
com.google.javascript.jscomp.RewriteGlobalFunctionStatementsToVarAssignmentsCallback,1,0,11,0,10,2,0,0,1,5.0,30,3.0
com.google.javascript.jscomp.RewriteScopeCallback,2,0,32,0,23,7,0,6,1,9.0,91,3.033333333333333
com.google.javascript.jscomp.RemoveGlobalVarCallback,2,0,24,0,20,6,0,1,1,8.0,64,2.56
com.google.javascript.jscomp.MakeExternsReferenceWindowExplicitly,1,0,15,0,7,2,0,1,1,5.0,32,4.571428571428571
com.google.javascript.jscomp.XtbMessageBundle,4,3,49,1,8,0,2,1,4,12.5,95,1.7592592592592593
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com.google.javascript.jscomp.CombinedLiveRangeChecker,2,2,7,0,5,1,0,2,1,10.5,21,1.9090909090909092
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com.google.javascript.jscomp.CheckPathsBetweenNodes,8,11,41,0,22,7,0,4,7,18.5,221,2.9078947368421053
com.google.javascript.jscomp.MethodCompilerPass,5,5,83,1,9,1,0,1,11,14.6,180,2.608695652173913
com.google.javascript.jscomp.GetExternMethods,1,0,29,0,24,4,0,1,1,5.0,34,1.4166666666666667
com.google.javascript.jscomp.GatherSignatures,2,0,32,0,20,4,0,0,2,13.5,39,1.56
com.google.javascript.jscomp.EmptyMessageBundle,3,0,4,1,1,0,0,1,4,11.666666666666666,35,11.666666666666666
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com.google.javascript.jscomp.NameRefInExternsCheck,1,0,18,0,16,4,0,0,1,5.0,24,1.5
com.google.javascript.jscomp.CompilerInput,28,8,111,2,15,3,1,2,15,11.821428571428571,274,2.8842105263157896
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com.google.javascript.jscomp.ConvertToDottedProperties,2,1,18,1,13,2,0,0,1,6.0,25,1.6666666666666667
com.google.javascript.jscomp.FieldCleanupPass,2,1,23,1,1,0,0,0,3,10.0,264,14.666666666666666
com.google.javascript.jscomp.QualifiedNameSearchTraversal,3,2,19,0,9,3,0,1,2,10.333333333333334,216,13.5
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com.google.javascript.jscomp.JSDocInfoCollector,2,1,20,0,11,6,0,0,1,9.0,6,0.3333333333333333
com.google.javascript.jscomp.PrepareAst,4,2,60,1,14,4,0,0,7,13.0,190,2.878787878787879
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com.google.javascript.jscomp.ControlStructureCheck,4,2,16,1,9,2,0,0,2,7.75,20,1.5384615384615385
com.google.javascript.jscomp.ClosureRewriteClass,16,7,176,1,39,10,0,6,4,16.25,56,0.3971631205673759
com.google.javascript.jscomp.MemberDefinition,0,3,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.ClassDefinition,0,6,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.ReplaceMessagesForChrome,4,0,38,0,18,5,1,2,1,19.25,53,1.65625
com.google.javascript.jscomp.ProcessDefines,6,10,129,1,24,7,0,1,21,12.333333333333334,477,3.138157894736842
com.google.javascript.jscomp.CollectDefines,8,6,76,1,41,11,0,2,9,16.75,229,2.4623655913978495
com.google.javascript.jscomp.RefInfo,0,2,0,0,0,0,0,0,1,0,14,7.0
com.google.javascript.jscomp.DefineInfo,4,5,4,0,2,0,0,1,6,17.25,82,8.2
com.google.javascript.jscomp.RecentChange,3,1,1,1,1,0,0,1,1,10.333333333333334,16,5.333333333333333
com.google.javascript.jscomp.ForbiddenChange,1,0,1,1,1,0,0,0,1,12.0,12,12.0
com.google.javascript.jscomp.PreprocessorSymbolTable,9,3,23,2,5,1,0,1,2,11.222222222222221,25,1.6666666666666667
com.google.javascript.jscomp.Reference,0,0,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.MarkNoSideEffectCalls,3,3,42,1,6,1,0,3,5,22.333333333333332,103,1.9074074074074074
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com.google.javascript.jscomp.SetNoSideEffectCallProperty,1,1,10,0,13,4,0,3,1,5.0,24,1.7142857142857142
com.google.javascript.jscomp.PrintStreamErrorManager,3,3,17,0,7,2,0,0,3,13.333333333333334,86,7.166666666666667
com.google.javascript.jscomp.CodePrinter,1,1,88,0,10,4,0,1,27,8.0,590,2.9797979797979797
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com.google.javascript.jscomp.Builder,7,5,3,0,5,3,0,1,8,12.714285714285714,111,5.55
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com.google.javascript.jscomp.PeepholeFoldWithTypes,2,0,21,0,30,9,0,2,2,14.0,145,4.393939393939394
com.google.javascript.jscomp.PassConfig,17,4,36,0,18,5,0,1,21,17.176470588235293,335,5.491803278688525
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com.google.javascript.jscomp.State,0,10,0,1,0,0,0,0,1,0,7,0.7777777777777778
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com.google.javascript.jscomp.ProcessExternedProperties,1,0,7,0,4,1,0,0,1,5.0,22,5.5
com.google.javascript.jscomp.ProcessProperties,6,0,45,0,19,5,0,1,6,20.333333333333332,166,3.5319148936170213
com.google.javascript.jscomp.RhinoErrorReporter,6,8,37,0,6,2,0,2,2,12.333333333333334,55,1.7741935483870968
com.google.javascript.jscomp.OldRhinoErrorReporter,2,0,2,1,1,0,0,0,0,6.0,0,0.0
com.google.javascript.jscomp.NewRhinoErrorReporter,5,0,11,1,5,1,0,1,0,7.2,0,0.0
com.google.javascript.jscomp.NameReferenceGraph,6,6,58,1,13,4,0,3,10,14.666666666666666,383,4.5058823529411764
com.google.javascript.jscomp.Name,21,7,45,0,6,2,0,2,6,13.666666666666666,172,4.777777777777778
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com.google.javascript.jscomp.UnreachableCodeElimination,4,3,66,2,6,1,0,0,2,7.75,231,3.08
com.google.javascript.jscomp.EliminationPass,4,1,49,0,25,6,0,5,1,20.25,153,2.3181818181818183
com.google.javascript.jscomp.ReplaceCssNames,2,10,68,1,2,0,0,1,2,12.0,240,3.75
com.google.javascript.jscomp.Traversal,2,0,59,0,31,8,0,3,1,11.0,70,1.2280701754385965
com.google.javascript.jscomp.ObjectPropertyStringPostprocess,1,1,26,1,1,0,0,0,1,7.0,52,2.3636363636363638
com.google.javascript.jscomp.Callback,1,0,25,0,20,4,0,2,0,5.0,0,0.0
com.google.javascript.jscomp.DefinitionSite,0,5,0,0,0,0,0,0,1,0,24,4.8
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com.google.javascript.jscomp.CheckRequiresForConstructors,4,4,76,1,6,2,0,2,3,13.0,72,1.0588235294117647
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com.google.javascript.jscomp.MemoizedScopeCreator,7,2,23,2,7,2,0,1,3,14.857142857142858,95,4.523809523809524
com.google.javascript.jscomp.GatherRawExports,4,3,19,1,11,4,0,3,1,13.5,25,1.25
com.google.javascript.jscomp.ExpressionDecomposer,26,6,217,0,33,11,0,4,27,19.0,974,4.407239819004525
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com.google.javascript.jscomp.JSModuleGraph,15,3,136,0,39,12,2,3,19,18.133333333333333,675,4.411764705882353
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com.google.javascript.jscomp.ModuleDependenceException,2,3,2,0,1,0,0,1,0,13.5,0,0.0
com.google.javascript.jscomp.InlineFunctions,19,9,298,1,34,11,0,4,33,20.68421052631579,549,1.5292479108635098
com.google.javascript.jscomp.FindCandidateFunctions,4,1,38,1,14,4,0,1,2,15.0,30,0.9090909090909091
com.google.javascript.jscomp.CallVisitor,1,3,17,0,22,7,0,0,1,5.0,7,0.28
com.google.javascript.jscomp.FindCandidatesReferences,5,0,35,1,17,5,0,3,2,15.0,13,0.28888888888888886
com.google.javascript.jscomp.Inline,2,2,17,1,12,4,0,0,2,13.5,13,0.8125
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com.google.javascript.jscomp.Name,25,16,38,1,29,5,0,6,7,13.4,145,1.1788617886178863
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com.google.javascript.jscomp.ExtendedTypeValidator,1,0,9,1,18,4,0,5,0,5.0,0,0.0
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com.google.javascript.jscomp.AliasCandidate,0,2,0,0,0,0,0,0,0,0,0,0.0
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com.google.javascript.jscomp.ProcessCommonJSModules,6,8,115,1,9,1,0,1,11,12.833333333333334,212,2.6835443037974684
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com.google.javascript.jscomp.SanityCheck,5,4,32,1,12,3,0,2,4,17.0,91,2.935483870967742
com.google.javascript.jscomp.SuppressDocWarningsGuard,2,2,17,0,25,10,0,2,3,8.0,31,1.0689655172413792
com.google.javascript.jscomp.PeepholeSubstituteAlternateSyntax,47,10,634,0,94,20,0,19,37,20.148936170212767,981,1.4469026548672566
com.google.javascript.jscomp.AstChangeProxy,6,1,24,0,19,4,0,1,9,13.666666666666666,74,2.642857142857143
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com.google.javascript.jscomp.JqueryCodingConvention,3,3,15,0,2,0,0,1,1,17.666666666666668,8,1.1428571428571428
com.google.javascript.jscomp.InferJSDocInfo,5,2,58,1,39,12,0,4,3,15.8,190,2.8358208955223883
com.google.javascript.jscomp.SpecializeModule,8,5,125,1,16,4,0,1,32,26.625,1470,10.425531914893616
com.google.javascript.jscomp.NodeMatcher,3,0,10,0,8,2,0,1,4,10.0,117,13.0
com.google.javascript.jscomp.OriginalFunctionInformation,4,4,22,0,8,1,0,1,5,22.75,139,7.722222222222222
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com.google.javascript.jscomp.SideEffectsAnalysis,9,4,92,1,20,6,0,9,42,17.77777777777778,1355,7.923976608187134
com.google.javascript.jscomp.AbstractMotionEnvironment,1,0,1,0,0,0,0,0,2,20.0,87,0
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com.google.javascript.jscomp.CrossModuleMotionEnvironment,1,0,1,0,1,0,0,1,2,20.0,84,84.0
com.google.javascript.jscomp.RawMotionEnvironment,1,1,1,0,1,0,0,1,1,20.0,32,16.0
com.google.javascript.jscomp.LocationSummary,2,2,2,0,1,0,0,1,0,9.0,0,0.0
com.google.javascript.jscomp.LocationAbstraction,3,0,8,0,5,1,0,1,4,21.666666666666668,83,16.6
com.google.javascript.jscomp.DegenerateLocationAbstraction,4,2,5,0,5,1,0,2,1,17.75,51,2.6842105263157894
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com.google.javascript.jscomp.VisibilityBasedEffectLocation,3,1,5,1,2,0,0,1,1,9.666666666666666,41,6.833333333333333
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com.google.javascript.jscomp.AmbiguateProperties,10,13,195,1,30,8,0,3,26,15.3,543,2.7989690721649483
com.google.javascript.jscomp.PropertyGraph,5,1,12,1,3,1,0,1,0,11.0,0,0.0
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com.google.javascript.jscomp.PropertyGraphNode,3,2,3,1,1,0,0,1,0,11.333333333333334,0,0.0
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com.google.javascript.jscomp.Property,2,5,15,0,14,4,0,2,2,11.0,15,0.5769230769230769
com.google.javascript.jscomp.JSTypeBitSet,1,1,9,0,5,1,0,1,1,8.0,5,0.7142857142857143
com.google.javascript.jscomp.Bind,1,3,3,0,4,1,0,2,1,22.0,10,1.4285714285714286
com.google.javascript.jscomp.SubclassRelationship,0,3,2,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.DelegateRelationship,0,2,0,0,0,0,0,0,3,0,60,30.0
com.google.javascript.jscomp.ObjectLiteralCast,0,3,0,0,0,0,0,0,4,0,26,8.666666666666666
com.google.javascript.jscomp.AssertionFunctionSpec,3,2,4,0,1,1,0,1,4,15.333333333333334,78,13.0
com.google.javascript.jscomp.SourceFile,30,7,90,2,29,7,1,5,22,11.133333333333333,473,3.354609929078014
com.google.javascript.jscomp.Builder,8,2,13,0,2,0,1,1,3,14.875,47,4.7
com.google.javascript.jscomp.Preloaded,0,1,0,0,0,0,0,0,1,0,9,3.0
com.google.javascript.jscomp.Generated,2,2,3,0,5,1,1,1,1,12.0,14,1.5555555555555556
com.google.javascript.jscomp.OnDisk,5,3,13,0,5,1,1,2,4,11.4,109,5.7368421052631575
com.google.javascript.jscomp.LineNumberCheck,4,3,13,2,8,3,0,1,1,10.25,26,1.5294117647058822
com.google.javascript.jscomp.OptimizeCalls,2,2,6,1,6,2,0,1,1,7.0,36,4.0
com.google.javascript.jscomp.CrossModuleMethodMotion,2,8,53,1,33,10,0,0,6,9.0,88,2.046511627906977
com.google.javascript.jscomp.IdGenerator,2,2,0,1,1,0,0,1,3,11.5,30,15.0
com.google.javascript.jscomp.Compiler,155,54,740,0,71,19,1,6,102,14.870967741935484,1625,1.9162735849056605
com.google.javascript.jscomp.CodeBuilder,7,3,15,0,11,2,0,1,8,8.857142857142858,92,5.411764705882353
com.google.javascript.jscomp.IntermediateState,0,10,0,1,0,0,0,0,1,0,82,0
com.google.javascript.jscomp.NodeNameExtractor,1,2,27,0,24,5,0,11,2,7.0,101,4.04
com.google.javascript.jscomp.TypedCodeGenerator,5,0,104,0,55,15,0,6,3,16.4,41,0.41414141414141414
com.google.javascript.jscomp.TypeInferencePass,4,6,27,1,5,0,0,1,3,10.25,54,2.4545454545454546
com.google.javascript.jscomp.FirstScopeBuildingCallback,2,0,3,0,1,0,0,0,0,7.5,0,0.0
com.google.javascript.jscomp.SecondScopeBuildingCallback,2,0,5,0,1,0,0,0,0,7.5,0,0.0
com.google.javascript.jscomp.SyntheticAst,5,4,9,1,3,0,0,1,1,10.8,13,1.3
com.google.javascript.jscomp.CombinedCompilerPass,7,2,28,2,5,1,0,1,8,9.428571428571429,288,6.0
com.google.javascript.jscomp.CallbackWrapper,5,3,8,0,6,2,0,1,5,17.0,132,6.0
com.google.javascript.jscomp.RuntimeTypeCheck,3,3,132,1,4,1,0,1,7,10.333333333333334,343,3.0353982300884956
com.google.javascript.jscomp.AddMarkers,6,1,41,0,10,3,0,3,2,17.0,125,3.90625
com.google.javascript.jscomp.AddChecks,5,0,67,0,21,5,0,5,4,13.8,152,2.4516129032258065
com.google.javascript.jscomp.VariableMap,14,3,58,0,11,3,1,2,13,11.571428571428571,160,2.711864406779661
com.google.javascript.jscomp.MustBeReachingVariableDef,12,3,124,0,53,16,0,8,8,14.833333333333334,316,2.065359477124183
com.google.javascript.jscomp.Definition,1,3,2,0,4,1,0,2,1,6.0,51,10.2
com.google.javascript.jscomp.MustDef,1,1,7,1,1,0,0,1,2,6.0,80,11.428571428571429
com.google.javascript.jscomp.MustDefJoin,1,0,16,0,21,6,0,1,0,5.0,0,0.0
com.google.javascript.jscomp.StripCode,2,8,138,1,1,0,0,0,21,13.5,950,5.900621118012422
com.google.javascript.jscomp.Strip,18,0,128,0,27,6,0,5,18,26.333333333333332,828,5.411764705882353
com.google.javascript.jscomp.TransformAMDToCJSModule,3,6,117,1,1,0,0,1,10,16.0,168,1.6153846153846154
com.google.javascript.jscomp.TransformAMDModulesCallback,6,0,93,0,36,9,0,6,6,18.5,113,1.2555555555555555
com.google.javascript.jscomp.DefineCallbackReturnCallback,1,0,12,0,4,1,0,0,1,5.0,14,3.5
com.google.javascript.jscomp.RenameCallback,1,2,6,0,4,1,0,0,1,5.0,2,0.3333333333333333
com.google.javascript.jscomp.PeepholeCollectPropertyAssignments,9,0,96,0,29,9,0,7,1,17.555555555555557,43,0.32575757575757575
com.google.javascript.jscomp.CheckProvides,2,4,36,1,1,0,0,0,1,10.0,8,0.18604651162790697
com.google.javascript.jscomp.CheckProvidesCallback,3,3,31,0,15,5,0,0,0,12.333333333333334,0,0.0
com.google.javascript.jscomp.ScopedAliases,2,11,161,1,21,6,0,0,4,10.0,82,0.5
com.google.javascript.jscomp.AliasedNode,1,2,4,1,1,0,0,0,0,10.0,0,0.0
com.google.javascript.jscomp.AliasedTypeNode,1,3,8,1,2,0,0,0,0,10.0,0,0.0
com.google.javascript.jscomp.Traversal,16,8,118,1,40,14,0,2,2,13.8125,35,0.26717557251908397
com.google.javascript.jscomp.JsMessage,14,11,76,0,7,5,0,3,37,8.285714285714286,877,4.022935779816514
com.google.javascript.jscomp.PlaceholderReference,7,1,13,1,1,0,0,1,1,7.428571428571429,9,1.125
com.google.javascript.jscomp.Builder,15,8,38,0,14,6,0,1,14,11.133333333333333,174,3.702127659574468
com.google.javascript.jscomp.Hash,6,2,12,0,70,1,0,2,8,6.166666666666667,316,2.7719298245614037
com.google.javascript.jscomp.ConcreteType,22,5,188,1,14,4,0,3,69,12.136363636363637,1130,4.934497816593886
com.google.javascript.jscomp.TypeFilter,1,1,0,0,0,0,0,0,2,6.0,41,41.0
com.google.javascript.jscomp.ConcreteNoneType,4,0,1,0,1,0,0,1,1,9.0,6,1.5
com.google.javascript.jscomp.ConcreteFunctionType,14,9,68,0,21,5,0,2,16,12.642857142857142,284,5.071428571428571
com.google.javascript.jscomp.ConcreteInstanceType,9,4,23,0,11,3,0,4,11,15.0,169,4.970588235294118
com.google.javascript.jscomp.ConcreteUnionType,8,1,39,0,22,5,0,6,2,9.125,48,0.9795918367346939
com.google.javascript.jscomp.ConcreteAll,4,0,1,0,1,0,0,1,1,8.75,7,1.75
com.google.javascript.jscomp.ConcreteUniqueType,3,1,5,0,1,0,0,1,1,7.333333333333333,60,12.0
com.google.javascript.jscomp.GatherSideEffectSubexpressionsCallback,7,3,95,1,25,7,0,7,15,17.0,374,3.8958333333333335
com.google.javascript.jscomp.GetReplacementSideEffectSubexpressions,5,2,41,1,13,4,0,1,2,26.8,48,1.2972972972972974
com.google.javascript.jscomp.NodeIterators,0,0,59,0,0,0,0,0,10,0,228,2.85
com.google.javascript.jscomp.FunctionlessLocalScope,6,1,29,1,20,5,0,4,5,8.833333333333334,70,2.121212121212121
com.google.javascript.jscomp.LocalVarMotion,6,4,36,1,32,10,0,5,4,8.0,136,2.893617021276596
com.google.javascript.jscomp.PureFunctionIdentifier,9,8,297,1,41,13,0,7,37,15.444444444444445,652,1.5523809523809524
com.google.javascript.jscomp.FunctionAnalyzer,13,1,128,1,50,15,0,4,10,17.384615384615383,153,0.9386503067484663
com.google.javascript.jscomp.SideEffectPropagationCallback,1,0,25,1,32,10,0,1,1,12.0,9,0.28125
com.google.javascript.jscomp.FunctionInformation,19,12,29,0,19,6,0,1,18,14.789473684210526,167,3.34
com.google.javascript.jscomp.Driver,1,3,7,1,14,2,0,0,1,7.0,14,0.8235294117647058
com.google.javascript.jscomp.CallGraph,21,9,117,1,23,7,0,3,43,20.666666666666668,1378,6.530805687203792
com.google.javascript.jscomp.Function,10,5,17,0,9,2,0,2,9,18.1,181,4.7631578947368425
com.google.javascript.jscomp.Callsite,6,5,8,0,9,2,0,2,4,16.166666666666668,162,8.526315789473685
com.google.javascript.jscomp.LoggerErrorManager,2,2,18,0,7,3,0,0,3,9.5,45,2.8125
com.google.javascript.jscomp.CheckAccessControls,24,20,251,2,37,14,0,5,19,19.041666666666668,488,2.076595744680851
com.google.javascript.jscomp.NameAnalyzer,25,17,534,1,63,14,0,9,88,16.8,2034,3.1534883720930234
com.google.javascript.jscomp.AliasSet,0,1,3,0,0,0,0,0,1,0,53,26.5
com.google.javascript.jscomp.ReferencePropagationCallback,1,0,1,1,6,1,0,2,1,12.0,5,0.8333333333333334
com.google.javascript.jscomp.NameInformation,0,7,0,0,0,0,0,0,8,0,81,0
com.google.javascript.jscomp.JsName,2,6,15,1,12,3,0,1,8,8.5,62,4.769230769230769
com.google.javascript.jscomp.JsNameRefNode,2,3,13,1,13,1,0,1,5,5.0,92,5.411764705882353
com.google.javascript.jscomp.PrototypeSetNode,1,0,11,0,5,1,0,0,2,6.0,32,4.571428571428571
com.google.javascript.jscomp.SpecialReferenceNode,3,2,5,1,1,1,0,1,4,7.333333333333333,28,5.6
com.google.javascript.jscomp.ClassDefiningFunctionNode,1,0,12,0,6,1,0,0,2,6.0,34,4.25
com.google.javascript.jscomp.InstanceOfCheckNode,1,0,10,0,1,0,0,0,2,6.0,26,6.5
com.google.javascript.jscomp.ProcessExternals,1,0,8,0,10,3,0,0,1,5.0,11,1.1
com.google.javascript.jscomp.FindDependencyScopes,4,0,41,0,20,7,0,1,2,12.5,150,3.1914893617021276
com.google.javascript.jscomp.HoistVariableAndFunctionDeclarations,1,0,11,0,8,2,0,0,1,5.0,32,4.0
com.google.javascript.jscomp.FindDeclarationsAndSetters,4,0,41,0,30,11,0,2,4,13.75,117,2.2941176470588234
com.google.javascript.jscomp.FindReferences,9,1,115,1,41,15,0,4,4,16.555555555555557,126,0.9064748201438849
com.google.javascript.jscomp.NodeAccumulator,4,0,15,1,7,2,0,1,1,27.0,15,1.3636363636363635
com.google.javascript.jscomp.RemoveListener,1,0,2,1,1,0,0,0,0,11.0,0,0.0
com.google.javascript.jscomp.PerformanceTracker,9,10,106,0,64,6,0,1,7,15.11111111111111,70,0.43478260869565216
com.google.javascript.jscomp.Stats,0,8,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.CmpEntries,1,0,3,1,1,0,0,1,0,7.0,0,0.0
com.google.javascript.jscomp.CodeSizeEstimatePrinter,4,5,8,0,11,2,0,2,1,9.75,15,0.5357142857142857
com.google.javascript.jscomp.SimpleFunctionAliasAnalysis,4,2,30,0,12,4,0,1,5,14.5,109,3.7586206896551726
com.google.javascript.jscomp.CheckMissingGetCssName,6,6,37,1,14,5,0,4,4,14.833333333333334,76,2.303030303030303
com.google.javascript.jscomp.ByPart,2,0,2,1,1,0,0,1,0,5.5,0,0.0
com.google.javascript.jscomp.ByWhole,2,0,2,1,1,0,0,1,0,5.5,0,0.0
com.google.javascript.jscomp.ErrorPass,1,2,3,1,1,0,0,0,1,7.0,8,2.0
com.google.javascript.jscomp.SourceInformationAnnotator,2,2,20,0,18,4,0,0,1,10.0,70,3.0434782608695654
com.google.javascript.jscomp.MoveFunctionDeclarations,3,2,22,2,12,3,0,1,1,8.666666666666666,66,3.142857142857143
com.google.javascript.jscomp.StrictWarningsGuard,2,2,5,0,4,2,0,2,1,8.0,13,2.6
com.google.javascript.jscomp.NameReferenceGraphConstruction,7,5,222,1,11,4,0,2,13,17.0,209,0.8326693227091634
com.google.javascript.jscomp.Traversal,20,1,202,1,44,12,0,6,8,19.25,130,0.6280193236714976
com.google.javascript.jscomp.NameUse,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.ExportTestFunctions,4,4,53,1,7,1,0,1,4,18.75,139,3.3095238095238093
com.google.javascript.jscomp.ExportTestFunctionsNodes,2,0,25,0,22,9,0,2,1,13.0,31,1.1923076923076923
com.google.javascript.jscomp.AstValidator,64,1,390,1,38,3,0,18,1,17.296875,18,0.04411764705882353
com.google.javascript.jscomp.ChainCalls,1,6,45,1,9,1,0,0,4,7.0,39,0.6
com.google.javascript.jscomp.GatherFunctions,4,0,17,1,7,2,0,1,1,9.5,7,0.875
com.google.javascript.jscomp.GatherCallSites,1,0,23,0,42,14,0,12,1,5.0,19,0.4523809523809524
com.google.javascript.jscomp.CallSite,0,5,0,0,0,0,0,0,1,0,6,1.2
com.google.javascript.jscomp.InlineSimpleMethods,12,2,73,0,10,3,0,4,13,17.0,313,3.7710843373493974
com.google.javascript.jscomp.InlineTrivialAccessors,1,0,24,0,26,8,0,2,1,5.0,20,0.7692307692307693
com.google.javascript.jscomp.MaybeReachingVariableUse,9,2,73,0,46,9,0,7,7,15.555555555555555,349,4.204819277108434
com.google.javascript.jscomp.ReachingUses,2,1,5,1,1,0,0,1,2,7.0,130,32.5
com.google.javascript.jscomp.ReachingUsesJoinOp,1,0,2,1,4,1,0,1,1,5.0,37,9.25
com.google.javascript.jscomp.PeepholeReplaceKnownMethods,17,2,297,0,78,18,0,13,17,19.352941176470587,195,0.4936708860759494
com.google.javascript.jscomp.DevirtualizePrototypeMethods,13,2,141,2,36,11,0,12,10,16.923076923076923,398,2.689189189189189
com.google.javascript.jscomp.TightenTypes,19,8,530,2,74,12,0,6,53,17.05263157894737,1102,2.010948905109489
com.google.javascript.jscomp.ConcreteScope,13,3,31,1,8,2,0,3,8,11.153846153846153,98,3.161290322580645
com.google.javascript.jscomp.ConcreteSlot,8,3,10,1,2,0,0,1,5,10.625,57,4.75
com.google.javascript.jscomp.Assignment,0,2,2,0,0,0,0,0,1,0,12,3.0
com.google.javascript.jscomp.VariableAssignAction,1,2,5,1,1,0,0,1,1,14.0,9,1.8
com.google.javascript.jscomp.PropertyAssignAction,1,3,11,1,4,1,0,1,2,14.0,51,5.1
com.google.javascript.jscomp.FunctionCallBuilder,4,5,2,0,5,1,0,2,3,11.25,39,2.6
com.google.javascript.jscomp.ExternFunctionCall,1,3,3,1,1,0,0,1,1,14.0,35,8.75
com.google.javascript.jscomp.FunctionCall,1,4,14,1,20,6,0,1,2,14.0,31,1.24
com.google.javascript.jscomp.NativeCallFunctionCall,1,3,13,1,7,3,0,1,1,14.0,8,0.7272727272727273
com.google.javascript.jscomp.CreateScope,11,2,227,0,87,24,0,4,5,19.454545454545453,78,0.4262295081967213
com.google.javascript.jscomp.ConcreteJSTypePair,4,3,8,0,6,2,0,2,1,10.75,22,1.375
com.google.javascript.jscomp.CreateSyntheticBlocks,5,8,53,1,8,2,0,2,8,12.4,93,1.55
com.google.javascript.jscomp.Marker,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.Callback,1,0,24,0,27,7,0,7,0,5.0,0,0.0
com.google.javascript.jscomp.NodeTraversal,36,12,167,0,17,3,0,3,49,12.805555555555555,729,3.796875
com.google.javascript.jscomp.AbstractPostOrderCallback,1,0,1,1,1,0,0,1,1,14.0,9,9.0
com.google.javascript.jscomp.AbstractScopedCallback,3,0,3,1,1,0,0,1,1,11.0,10,10.0
com.google.javascript.jscomp.AbstractShallowCallback,1,0,3,1,1,0,0,1,1,14.0,12,12.0
com.google.javascript.jscomp.AbstractShallowStatementCallback,1,0,3,1,1,0,0,1,1,14.0,17,17.0
com.google.javascript.jscomp.AbstractNodeTypePruningCallback,1,2,3,1,1,0,0,1,3,14.0,50,12.5
com.google.javascript.jscomp.PhaseOptimizer,14,17,67,1,16,4,0,1,19,11.714285714285714,304,2.235294117647059
com.google.javascript.jscomp.NamedPass,1,2,7,1,4,0,0,0,1,7.0,4,0.6666666666666666
com.google.javascript.jscomp.Loop,5,2,30,1,43,10,0,2,4,12.2,49,0.8032786885245902
com.google.javascript.jscomp.ProgressRange,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.CheckMissingReturn,8,5,45,1,13,4,0,5,6,14.125,130,2.888888888888889
com.google.javascript.jscomp.CheckDebuggerStatement,2,2,6,1,3,1,0,0,1,6.0,40,8.0
com.google.javascript.jscomp.InlineCostEstimator,2,2,11,0,2,0,0,1,5,7.0,71,4.733333333333333
com.google.javascript.jscomp.CompiledSizeEstimator,7,4,7,0,5,1,0,1,2,9.857142857142858,37,3.0833333333333335
com.google.javascript.jscomp.IgnoreCajaProperties,1,2,33,1,1,0,0,0,1,7.0,77,5.133333333333334
com.google.javascript.jscomp.Traversal,1,0,32,0,12,2,0,0,0,5.0,0,0.0
com.google.javascript.jscomp.AnonymousFunctionNamingCallback,2,1,29,0,13,5,0,0,5,14.5,97,3.730769230769231
com.google.javascript.jscomp.AliasStrings,9,11,86,1,29,8,0,3,17,18.444444444444443,451,3.608
com.google.javascript.jscomp.StringOccurrence,0,2,0,0,0,0,0,0,1,0,12,6.0
com.google.javascript.jscomp.StringInfo,2,9,19,0,26,6,0,2,3,19.5,160,4.848484848484849
com.google.javascript.jscomp.DisambiguateProperties,10,7,350,1,23,5,0,1,47,17.0,1007,2.352803738317757
com.google.javascript.jscomp.Warnings,0,1,1,0,0,0,0,0,0,0,0,0
com.google.javascript.jscomp.Property,8,6,40,0,20,7,0,2,14,11.875,264,4.47457627118644
com.google.javascript.jscomp.AbstractScopingCallback,4,1,11,1,5,1,0,1,2,10.25,18,2.25
com.google.javascript.jscomp.FindExternProperties,1,0,15,0,11,3,0,0,1,5.0,23,2.090909090909091
com.google.javascript.jscomp.FindRenameableProperties,5,0,64,0,20,7,0,4,4,13.4,85,1.2686567164179106
com.google.javascript.jscomp.JSTypeSystem,13,2,104,1,34,11,0,5,1,18.46153846153846,5,0.043859649122807015
com.google.javascript.jscomp.ConcreteTypeSystem,14,5,70,1,19,7,0,5,2,17.5,38,0.5135135135135135
com.google.javascript.jscomp.CollapseAnonymousFunctions,1,1,39,1,1,0,0,0,1,7.0,42,1.2727272727272727
com.google.javascript.jscomp.Callback,3,0,35,0,17,4,0,3,0,12.0,0,0.0
com.google.javascript.jscomp.WhitelistWarningsGuard,11,3,76,0,12,3,1,2,17,15.363636363636363,326,4.465753424657534
com.google.javascript.jscomp.WhitelistBuilder,7,4,34,1,20,6,1,1,6,13.0,65,2.1666666666666665
com.google.javascript.jscomp.AstParallelizer,6,7,43,0,18,3,0,4,6,16.666666666666668,250,4.716981132075472
com.google.javascript.jscomp.DetachPoint,1,3,10,0,9,2,0,0,1,8.0,62,5.166666666666667
com.google.javascript.jscomp.DefinitionsRemover,2,0,77,0,24,8,0,8,18,14.5,245,2.355769230769231
com.google.javascript.jscomp.Definition,5,1,5,0,5,1,0,1,5,9.0,108,15.428571428571429
com.google.javascript.jscomp.IncompleteDefinition,2,2,9,0,1,0,0,1,1,9.0,12,2.0
com.google.javascript.jscomp.UnknownDefinition,1,0,1,0,1,0,0,0,1,13.0,4,2.0
com.google.javascript.jscomp.ExternalNameOnlyDefinition,1,0,1,0,1,0,0,0,1,13.0,12,6.0
com.google.javascript.jscomp.FunctionArgumentDefinition,1,0,5,0,1,0,0,0,1,13.0,11,2.75
com.google.javascript.jscomp.FunctionDefinition,2,1,5,0,1,0,0,1,1,9.0,7,1.4
com.google.javascript.jscomp.NamedFunctionDefinition,1,0,2,0,1,0,0,0,1,13.0,12,6.0
com.google.javascript.jscomp.FunctionExpressionDefinition,1,0,6,0,1,0,0,0,1,13.0,19,6.333333333333333
com.google.javascript.jscomp.AssignmentDefinition,3,1,11,0,2,0,0,1,1,10.333333333333334,6,0.8571428571428571
com.google.javascript.jscomp.ObjectLiteralPropertyDefinition,3,3,9,0,3,0,0,1,1,10.333333333333334,12,1.3333333333333333
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com.google.javascript.jscomp.BasicErrorManager,11,4,24,1,8,3,0,1,4,11.272727272727273,127,1.9242424242424243
com.google.javascript.jscomp.LeveledJSErrorComparator,1,2,6,1,40,13,0,13,1,7.0,45,1.125
com.google.javascript.jscomp.ErrorWithLevel,0,2,0,0,0,0,0,0,0,0,0,0.0
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com.google.javascript.jscomp.StripConstantAnnotations,2,1,8,1,3,1,0,0,0,6.0,0,0.0
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com.google.javascript.jscomp.ReferenceMapWrapper,1,1,2,1,1,0,0,1,0,13.0,0,0.0
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com.google.javascript.jscomp.MappedFunctionNamer,4,1,14,1,10,3,0,2,1,13.25,44,2.588235294117647
com.google.javascript.jscomp.JsMessageVisitor,24,26,230,1,60,13,1,7,27,21.708333333333332,1017,3.619217081850534
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com.google.javascript.jscomp.CodeConsumer,34,3,67,0,25,8,0,1,11,12.205882352941176,252,2.5714285714285716
com.google.javascript.jscomp.TypedScopeCreator,8,17,749,1,26,5,0,2,48,18.5,1509,2.1965065502183405
com.google.javascript.jscomp.DeferredSetType,1,2,5,0,1,0,0,0,1,7.0,22,3.6666666666666665
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com.google.javascript.jscomp.AbstractScopeBuilder,32,7,518,1,46,20,0,9,31,19.0625,1164,2.503225806451613
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com.google.javascript.jscomp.StubDeclaration,0,3,0,0,0,0,0,0,1,0,7,2.3333333333333335
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com.google.javascript.jscomp.LocalScopeBuilder,4,0,51,0,24,11,0,2,6,11.5,79,1.5490196078431373
com.google.javascript.jscomp.FirstOrderFunctionAnalyzer,3,2,44,1,26,10,0,2,1,7.333333333333333,22,0.6111111111111112
com.google.javascript.jscomp.RenameVars,10,21,114,1,30,8,0,3,26,16.0,386,2.120879120879121
com.google.javascript.jscomp.Assignment,1,4,1,0,2,0,0,0,1,10.0,4,0.6666666666666666
com.google.javascript.jscomp.ProcessVars,4,1,40,1,40,12,0,6,1,8.0,134,2.4814814814814814
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com.google.javascript.jscomp.CollectTweaksResult,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.CollectTweaks,1,2,41,0,44,10,0,4,1,5.0,7,0.1590909090909091
com.google.javascript.jscomp.TweakFunctionCall,1,4,2,0,1,0,0,1,1,9.0,10,1.6666666666666667
com.google.javascript.jscomp.TweakInfo,8,4,25,0,12,5,0,3,4,17.75,72,2.0
com.google.javascript.jscomp.FunctionInjector,18,9,164,0,30,10,0,6,33,20.666666666666668,778,3.26890756302521
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com.google.javascript.jscomp.ControlFlowGraph,6,2,18,0,11,1,0,7,16,18.166666666666668,309,12.875
com.google.javascript.jscomp.AbstractCfgNodeTraversalCallback,1,0,2,1,4,1,0,2,1,14.0,53,13.25
com.google.javascript.jscomp.ExpandJqueryAliases,10,9,275,1,53,15,0,4,6,21.7,184,0.8518518518518519
com.google.javascript.jscomp.FindCallbackArgumentReferences,4,5,28,1,11,5,0,1,2,8.5,43,1.2285714285714286
com.google.javascript.jscomp.ProcessClosurePrimitives,21,23,422,1,53,16,0,5,30,20.19047619047619,559,1.3309523809523809
com.google.javascript.jscomp.ProvidedName,13,8,94,0,39,7,0,2,10,16.923076923076923,168,1.6470588235294117
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com.google.javascript.jscomp.CheckGlobalThis,4,3,41,1,30,11,0,6,4,13.75,222,4.269230769230769
com.google.javascript.jscomp.WarningsGuard,4,0,1,1,1,0,0,1,5,7.75,292,58.4
com.google.javascript.jscomp.FlowSensitiveInlineVariables,6,7,139,2,23,5,0,2,9,9.0,310,1.901840490797546
com.google.javascript.jscomp.GatherCandiates,1,0,19,0,18,6,0,4,1,5.0,45,2.5
com.google.javascript.jscomp.Candidate,5,6,71,0,50,15,0,17,4,14.0,45,0.5232558139534884
com.google.javascript.jscomp.NameAnonymousFunctions,1,5,11,1,2,0,0,0,3,7.0,100,9.090909090909092
com.google.javascript.jscomp.AnonymousFunctionNamer,4,1,9,1,4,0,0,1,2,16.0,60,7.5
com.google.javascript.jscomp.SimpleRegion,3,3,3,1,1,0,0,1,1,19.0,2,0.3333333333333333
com.google.javascript.jscomp.CheckGlobalNames,9,9,85,1,25,9,0,6,5,18.22222222222222,113,1.2696629213483146
com.google.javascript.jscomp.InvocationsCallback,2,0,9,0,10,3,0,3,2,5.0,56,5.6
com.google.javascript.jscomp.AbstractMessageFormatter,5,3,8,1,4,1,0,3,2,12.4,20,1.5384615384615385
com.google.javascript.jscomp.ExtractPrototypeMemberDeclarations,4,3,75,1,14,4,0,0,9,16.75,367,5.097222222222222
com.google.javascript.jscomp.GatherExtractionInfo,2,2,10,0,13,4,0,1,2,9.0,30,2.142857142857143
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com.google.javascript.jscomp.PrototypeMemberDeclaration,2,4,7,0,4,1,0,2,2,14.5,28,3.111111111111111
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com.google.javascript.jscomp.CodeGenerator,32,8,515,0,409,50,1,4,16,15.0625,291,0.42419825072886297
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com.google.javascript.jscomp.Location,0,3,0,0,0,0,0,0,1,0,8,2.6666666666666665
com.google.javascript.jscomp.ShowByPathWarningsGuard,2,2,8,0,1,0,0,1,2,8.0,33,2.75
com.google.javascript.jscomp.CollapseProperties,22,8,291,1,42,11,0,2,23,26.227272727272727,1339,4.433774834437086
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com.google.javascript.jscomp.TypeInference,49,9,557,0,69,15,0,3,21,18.897959183673468,658,1.1443478260869566
com.google.javascript.jscomp.TemplateTypeReplacer,1,3,3,0,2,1,0,1,0,16.0,0,0.0
com.google.javascript.jscomp.BooleanOutcomePair,2,5,2,0,8,2,0,2,3,18.5,65,3.823529411764706
com.google.javascript.jscomp.RemoveUnusedPrototypeProperties,4,5,18,1,22,7,0,3,4,20.0,87,1.851063829787234
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com.google.javascript.jscomp.LightweightMessageFormatter,4,2,52,0,27,8,0,1,3,10.75,56,0.8235294117647058
com.google.javascript.jscomp.LineNumberingFormatter,2,0,27,1,31,6,0,4,1,11.0,27,0.84375
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com.google.javascript.jscomp.GlobalVarReferenceMap,7,2,71,1,14,3,0,2,9,21.428571428571427,268,3.268292682926829
com.google.javascript.jscomp.SourceRefRange,2,3,6,0,1,0,0,1,2,9.5,20,4.0
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com.google.javascript.jscomp.InlineObjectLiterals,1,3,174,1,1,0,0,0,10,7.0,233,1.5533333333333332
com.google.javascript.jscomp.InliningBehavior,9,1,173,1,44,14,0,8,9,18.666666666666668,197,1.3401360544217686
com.google.javascript.jscomp.FunctionToBlockMutator,14,2,131,0,23,6,0,2,15,21.142857142857142,380,2.900763358778626
com.google.javascript.jscomp.LabelNameSupplier,1,1,2,1,1,0,0,1,0,3.0,0,0.0
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com.google.javascript.jscomp.FindExposeAnnotations,2,1,16,0,8,3,0,1,1,9.5,5,0.5555555555555556
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com.google.javascript.jscomp.VoidKeywordAliasSpecification,4,0,18,0,3,1,0,1,1,16.25,9,1.0
com.google.javascript.jscomp.NodeUtil,156,13,882,0,61,17,0,42,141,16.80128205128205,3133,3.0745829244357212
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com.google.javascript.jscomp.PropertyInfo,0,2,0,0,0,0,0,0,0,0,0,0.0
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com.google.javascript.jscomp.CompilerOptions,209,167,267,2,15,4,1,1,221,21.406698564593302,2694,6.6683168316831685
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com.google.javascript.jscomp.ReorderConstantExpression,1,0,17,0,11,3,0,1,1,15.0,31,2.8181818181818183
com.google.javascript.jscomp.GoogleJsMessageIdGenerator,1,1,15,1,9,3,0,1,6,10.0,186,2.0
com.google.javascript.jscomp.FP,3,0,4,0,73,1,0,1,3,9.333333333333334,33,0.4177215189873418
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com.google.javascript.jscomp.GenerateExports,3,4,58,1,30,8,0,1,3,10.0,55,1.4102564102564104
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com.google.javascript.jscomp.AliasExternals,16,15,205,1,29,10,0,3,36,15.6875,1005,5.87719298245614
com.google.javascript.jscomp.GetAliasableNames,1,1,12,0,4,1,0,0,1,5.0,7,1.4
com.google.javascript.jscomp.PropertyGatherer,3,0,29,0,10,3,0,1,3,15.666666666666666,139,11.583333333333334
com.google.javascript.jscomp.GetGlobals,2,0,20,0,7,4,0,0,1,9.0,7,0.5
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com.google.javascript.jscomp.Symbol,2,9,7,0,4,2,0,0,1,13.5,7,0.7
com.google.javascript.jscomp.CheckSuspiciousCode,5,2,30,0,8,1,0,0,1,12.2,32,1.6
com.google.javascript.jscomp.PeepholeRemoveDeadCode,28,0,377,0,66,15,0,12,27,16.75,448,1.0666666666666667
com.google.javascript.jscomp.InstrumentFunctions,1,10,98,1,18,4,0,1,7,7.0,376,3.547169811320755
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com.google.javascript.jscomp.InstrumentCallback,1,0,33,0,31,8,0,2,0,5.0,0,0.0
com.google.javascript.jscomp.MakeDeclaredNamesUnique,7,3,146,1,19,4,0,2,22,14.285714285714286,342,1.976878612716763
com.google.javascript.jscomp.ContextualRenameInverter,12,4,55,2,11,3,0,2,6,13.416666666666666,78,1.4444444444444444
com.google.javascript.jscomp.ContextualRenamer,7,4,15,1,12,4,0,1,5,15.428571428571429,89,4.045454545454546
com.google.javascript.jscomp.InlineRenamer,5,4,18,1,7,2,0,2,1,15.8,31,1.7222222222222223
com.google.javascript.jscomp.BoilerplateRenamer,1,2,1,0,1,0,0,1,1,13.0,14,4.666666666666667
com.google.javascript.jscomp.WhitelistedRenamer,4,2,10,1,3,1,0,1,1,16.5,10,1.25
com.google.javascript.jscomp.ReplaceIdGenerators,6,10,132,1,30,6,0,4,2,17.666666666666668,27,0.17088607594936708
com.google.javascript.jscomp.ObfuscatedNameSuppier,2,3,6,1,4,1,0,1,0,12.0,0,0.0
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com.google.javascript.jscomp.StableNameSupplier,2,0,4,1,1,0,0,1,0,12.0,0,0.0
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com.google.javascript.jscomp.CommandLineRunner,10,3,158,0,41,7,2,2,8,15.1,381,2.281437125748503
com.google.javascript.jscomp.Flags,1,54,31,0,3,0,0,1,1,10.0,138,4.3125
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com.google.javascript.jscomp.WarningGuardErrorOptionHandler,0,0,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.WarningGuardWarningOptionHandler,0,0,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.WarningGuardOffOptionHandler,0,0,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.WarningGuardSetter,3,2,7,1,2,0,1,1,0,9.333333333333334,0,0.0
com.google.javascript.jscomp.ExternExportsPass,6,10,163,1,16,5,0,3,21,14.333333333333334,329,2.1933333333333334
com.google.javascript.jscomp.Export,11,2,92,0,16,4,0,5,8,19.272727272727273,249,3.1125
com.google.javascript.jscomp.SymbolExport,1,0,2,0,1,0,0,1,1,15.0,3,0.6
com.google.javascript.jscomp.PropertyExport,1,1,12,0,9,3,0,2,1,15.0,3,0.2727272727272727
com.google.javascript.jscomp.SyntacticScopeCreator,6,7,90,1,28,5,0,5,8,15.666666666666666,127,1.4269662921348314
com.google.javascript.jscomp.DefaultRedeclarationHandler,1,0,17,1,11,5,0,1,1,15.0,6,0.5454545454545454
com.google.javascript.jscomp.ExploitAssigns,6,0,63,0,39,7,0,8,6,16.833333333333332,206,2.575
com.google.javascript.jscomp.ClosureCodingConvention,24,4,135,0,28,9,0,7,11,21.125,193,1.3310344827586207
com.google.javascript.jscomp.AssertInstanceofSpec,1,0,9,0,8,3,0,2,2,15.0,40,4.444444444444445
com.google.javascript.jscomp.DependencyOptions,9,5,7,1,3,0,0,1,6,18.22222222222222,350,25.0
com.google.javascript.jscomp.TypeValidator,33,17,246,0,30,10,0,5,27,17.424242424242426,1079,5.042056074766355
com.google.javascript.jscomp.TypeMismatch,3,3,8,0,4,1,0,2,2,7.333333333333333,55,6.111111111111111
com.google.javascript.jscomp.SimpleDefinitionFinder,13,4,138,2,20,7,0,5,10,17.846153846153847,239,1.3976608187134503
com.google.javascript.jscomp.DefinitionGatheringCallback,2,1,37,0,44,17,0,1,1,15.0,11,0.2391304347826087
com.google.javascript.jscomp.UseSiteGatheringCallback,1,0,10,0,5,1,0,1,0,5.0,0,0.0
com.google.javascript.jscomp.JsAst,6,6,30,1,12,1,0,1,1,9.833333333333334,8,0.3076923076923077
com.google.javascript.jscomp.RenameProperties,5,14,149,1,41,9,0,1,17,14.6,543,2.8134715025906734
com.google.javascript.jscomp.ProcessExterns,1,0,11,0,9,2,0,0,1,5.0,8,0.8888888888888888
com.google.javascript.jscomp.ProcessProperties,6,1,73,1,42,11,0,1,4,14.0,81,0.9
com.google.javascript.jscomp.Property,0,4,0,0,0,0,0,0,1,0,8,8.0
com.google.javascript.jscomp.PropertyAffinity,1,1,0,0,1,0,0,0,0,8.0,0,0.0
com.google.javascript.jscomp.ant.Warning,4,2,4,0,1,0,0,1,1,8.0,8,2.0
com.google.javascript.jscomp.ant.AntErrorManager,2,2,12,0,6,2,0,0,1,9.5,14,1.1666666666666667
com.google.javascript.jscomp.ant.CompileTask,35,20,141,0,24,5,0,1,29,15.114285714285714,388,1.9795918367346939
com.google.javascript.jscomp.jsonml.SecureCompiler,7,7,27,0,14,3,0,2,6,12.857142857142858,168,3.574468085106383
com.google.javascript.jscomp.jsonml.Report,3,3,3,0,1,0,0,1,0,10.666666666666666,0,0.0
com.google.javascript.jscomp.jsonml.Writer,40,0,319,0,155,4,0,2,4,13.625,90,0.21844660194174756
com.google.javascript.jscomp.jsonml.Validator,50,7,155,0,80,4,0,1,3,16.9,101,0.4410480349344978
com.google.javascript.jscomp.jsonml.JsonMLAst,9,6,26,1,17,4,0,3,3,12.11111111111111,75,1.6304347826086956
com.google.javascript.jscomp.jsonml.WalkHelper,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.jsonml.Reader,77,7,423,0,107,6,1,4,31,17.5974025974026,502,0.8916518650088809
com.google.javascript.jscomp.jsonml.ErrorReporter,4,1,5,0,4,1,1,0,3,6.0,72,9.0
com.google.javascript.jscomp.jsonml.JsonMLUtil,5,0,54,0,24,6,1,2,8,11.0,232,2.32
com.google.javascript.jscomp.jsonml.JsonMLComparator,6,5,31,0,28,8,0,6,3,12.5,27,0.38571428571428573
com.google.javascript.jscomp.jsonml.JsonML,22,3,79,0,34,7,1,1,22,11.272727272727273,349,4.308641975308642
com.google.javascript.jscomp.jsonml.JsonMLException,0,1,0,0,0,0,0,0,1,0,15,15.0
com.google.javascript.jscomp.jsonml.NodeUtil,4,0,13,0,4,0,0,2,5,16.75,94,13.428571428571429
com.google.javascript.jscomp.jsonml.JsonMLError,2,5,6,0,1,1,0,1,6,4.0,35,2.9166666666666665
com.google.javascript.jscomp.graph.LinkedDirectedGraph,35,3,149,1,11,4,0,3,9,15.771428571428572,125,0.9328358208955224
com.google.javascript.jscomp.graph.LinkedDirectedGraphNode,10,3,22,2,1,1,0,1,2,10.0,24,1.7142857142857142
com.google.javascript.jscomp.graph.NeighborIterator,3,2,11,1,1,2,0,1,0,5.666666666666667,0,0.0
com.google.javascript.jscomp.graph.AnnotatedLinkedDirectedGraphNode,2,1,2,0,1,0,0,1,2,13.0,11,3.6666666666666665
com.google.javascript.jscomp.graph.LinkedDirectedGraphEdge,14,3,17,2,1,1,0,1,2,10.0,19,1.1176470588235294
com.google.javascript.jscomp.graph.AnnotatedLinkedDirectedGraphEdge,2,1,2,0,1,0,0,1,2,13.0,19,6.333333333333333
com.google.javascript.jscomp.graph.DiGraph,15,0,19,0,1,0,0,1,9,18.2,188,94.0
com.google.javascript.jscomp.graph.GraphReachability,3,3,20,1,7,2,0,2,3,9.333333333333334,76,4.0
com.google.javascript.jscomp.graph.EdgeTuple,0,3,0,0,0,0,0,0,1,0,7,2.3333333333333335
com.google.javascript.jscomp.graph.FixedPointGraphTraversal,4,2,31,0,12,4,0,1,7,15.75,203,10.15
com.google.javascript.jscomp.graph.Graph,24,2,55,1,5,1,0,1,29,13.625,706,15.347826086956522
com.google.javascript.jscomp.graph.AnnotationState,0,2,0,0,0,0,0,0,1,0,16,8.0
com.google.javascript.jscomp.graph.GraphAnnotationState,0,1,0,0,0,0,0,0,1,0,15,15.0
com.google.javascript.jscomp.graph.SimpleSubGraph,2,2,9,1,6,2,0,2,1,11.0,15,1.875
com.google.javascript.jscomp.graph.GraphPruner,2,1,38,0,23,9,0,1,1,7.5,89,2.78125
com.google.javascript.jscomp.graph.LinkedUndirectedGraph,27,3,114,1,14,5,0,4,5,14.407407407407407,70,0.5555555555555556
com.google.javascript.jscomp.graph.LinkedUndirectedGraphNode,9,2,19,2,1,1,0,1,1,12.333333333333334,18,1.0588235294117647
com.google.javascript.jscomp.graph.NeighborIterator,3,1,9,1,5,1,0,2,0,5.666666666666667,0,0.0
com.google.javascript.jscomp.graph.AnnotatedLinkedUndirectedGraphNode,2,1,2,0,1,0,0,1,1,13.0,6,2.0
com.google.javascript.jscomp.graph.LinkedUndirectedGraphEdge,10,3,13,2,1,1,0,1,1,9.4,11,0.8461538461538461
com.google.javascript.jscomp.graph.AnnotatedLinkedUndirectedGraphEdge,2,1,2,0,1,0,0,1,1,13.0,5,1.6666666666666667
com.google.javascript.jscomp.graph.UndiGraph,4,0,1,0,0,0,0,0,4,23.25,79,0
com.google.javascript.jscomp.graph.StandardUnionFind,9,2,51,2,14,3,0,7,12,9.88888888888889,257,4.431034482758621
com.google.javascript.jscomp.graph.Node,0,4,0,0,0,0,0,0,5,0,50,25.0
com.google.javascript.jscomp.graph.GraphColoring,3,2,28,0,7,1,0,2,5,11.333333333333334,214,6.294117647058823
com.google.javascript.jscomp.graph.Color,2,1,2,1,5,1,0,2,0,7.0,0,0.0
com.google.javascript.jscomp.graph.GreedyGraphColoring,1,1,23,0,15,3,0,2,2,5.0,32,1.7777777777777777
com.google.javascript.jscomp.regex.CharRanges,18,3,47,0,48,11,0,4,5,8.61111111111111,196,0.9158878504672897
com.google.javascript.jscomp.regex.RegExpTree,16,12,445,0,241,49,0,31,24,12.8125,340,0.422360248447205
com.google.javascript.jscomp.regex.Parser,9,3,74,0,55,9,0,10,10,12.666666666666666,131,0.5458333333333333
com.google.javascript.jscomp.regex.RegExpTreeAtom,4,0,5,0,1,0,0,1,0,13.75,0,0.0
com.google.javascript.jscomp.regex.Empty,5,1,3,0,1,0,0,1,0,10.6,0,0.0
com.google.javascript.jscomp.regex.Anchor,6,1,6,0,1,0,0,1,0,11.166666666666666,0,0.0
com.google.javascript.jscomp.regex.WordBoundary,5,1,6,0,1,0,0,1,0,10.6,0,0.0
com.google.javascript.jscomp.regex.BackReference,5,1,7,0,1,0,0,1,0,10.6,0,0.0
com.google.javascript.jscomp.regex.Text,7,1,24,0,9,3,0,3,1,12.714285714285714,17,0.5483870967741935
com.google.javascript.jscomp.regex.Repetition,12,3,53,0,31,10,0,7,0,12.75,0,0.0
com.google.javascript.jscomp.regex.Alternation,9,1,50,0,60,18,0,5,0,12.0,0,0.0
com.google.javascript.jscomp.regex.LookaheadAssertion,9,2,18,0,6,2,0,2,0,12.0,0,0.0
com.google.javascript.jscomp.regex.CapturingGroup,9,1,16,0,3,0,0,1,0,12.0,0,0.0
com.google.javascript.jscomp.regex.Charset,10,2,84,0,25,6,0,4,1,13.2,27,0.38028169014084506
com.google.javascript.jscomp.regex.DecomposedCharset,6,3,38,0,35,8,0,2,0,11.5,0,0.0
com.google.javascript.jscomp.regex.Concatenation,9,1,39,0,43,12,0,7,0,12.0,0,0.0
com.google.javascript.jscomp.regex.Simplifier,2,1,10,0,21,6,0,3,0,12.0,0,0.0
com.google.javascript.jscomp.regex.CaseCanonicalize,4,4,213,0,11,5,0,3,8,16.25,502,13.210526315789474
com.google.javascript.jscomp.regex.DeltaSet,0,2,0,0,0,0,0,0,1,0,20,10.0
com.google.javascript.jscomp.testing.TestErrorReporter,5,4,9,1,5,1,0,1,3,14.4,53,3.533333333333333
com.google.javascript.jscomp.testing.SimpleSourceExcerptProvider,2,1,5,1,1,0,0,1,1,14.0,13,4.333333333333333
com.google.javascript.jscomp.webservice.common.Protocol,2,3,17,0,5,1,0,1,14,18.5,219,6.257142857142857
com.google.javascript.jscomp.webservice.common.AbstractWebServiceException,3,0,7,0,1,0,0,1,1,12.333333333333334,15,15.0
com.google.javascript.jscomp.type.ClosureReverseAbstractInterpreter,2,5,57,0,10,4,0,2,7,28.0,58,1.0175438596491229
com.google.javascript.jscomp.type.TypeRestriction,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.type.SemanticReverseAbstractInterpreter,11,5,149,0,73,15,0,22,12,18.545454545454547,253,1.1552511415525115
com.google.javascript.jscomp.type.RestrictByTrueInstanceOfResultVisitor,6,1,17,0,7,2,0,3,1,15.166666666666666,3,0.1875
com.google.javascript.jscomp.type.RestrictByFalseInstanceOfResultVisitor,3,1,14,0,10,3,0,4,1,14.333333333333334,3,0.15789473684210525
com.google.javascript.jscomp.type.ChainableReverseAbstractInterpreter,11,6,114,1,22,6,0,6,22,22.363636363636363,643,3.7823529411764705
com.google.javascript.jscomp.type.RestrictByTypeOfResultVisitor,8,0,21,1,10,3,0,2,2,14.5,46,2.3
com.google.javascript.jscomp.type.RestrictByTrueTypeOfResultVisitor,8,0,8,0,1,0,0,1,1,14.125,38,4.75
com.google.javascript.jscomp.type.RestrictByFalseTypeOfResultVisitor,9,0,14,0,1,0,0,1,1,13.777777777777779,38,4.222222222222222
com.google.javascript.jscomp.type.RestrictByOneTypeOfResultVisitor,10,2,29,0,8,4,0,3,4,14.2,71,2.9583333333333335
com.google.javascript.jscomp.deps.JsFileParser,5,8,32,0,24,7,1,2,11,11.2,245,6.805555555555555
com.google.javascript.jscomp.deps.DepsGenerator,19,12,121,0,19,7,1,3,13,18.94736842105263,337,2.982300884955752
com.google.javascript.jscomp.deps.JsFileLineParser,6,9,49,0,46,12,1,1,15,12.833333333333334,286,3.7142857142857144
com.google.javascript.jscomp.deps.ParseException,1,2,1,0,1,0,0,1,2,7.0,28,9.333333333333334
com.google.javascript.jscomp.deps.JsFunctionParser,4,5,24,0,14,4,1,1,9,9.75,117,3.774193548387097
com.google.javascript.jscomp.deps.SymbolInfo,0,2,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.deps.PathUtil,6,2,48,0,18,6,0,4,7,13.5,424,9.217391304347826
com.google.javascript.jscomp.deps.SimpleDependencyInfo,6,4,13,1,4,1,0,2,6,11.833333333333334,109,8.384615384615385
com.google.javascript.jscomp.deps.DepsFileParser,4,5,32,0,15,4,1,1,11,10.5,242,10.083333333333334
com.google.javascript.jscomp.deps.SortedDependencies,11,4,97,0,24,7,1,3,7,17.727272727272727,220,2.3655913978494625
com.google.javascript.jscomp.deps.CircularDependencyException,0,0,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.deps.MissingProvideException,0,0,0,0,0,0,0,0,0,0,0,0.0
com.google.javascript.jscomp.parsing.JsDocInfoParser,58,15,776,0,463,96,0,18,54,18.29310344827586,1087,0.98193315266486
com.google.javascript.jscomp.parsing.ErrorReporterParser,4,0,12,0,1,0,0,0,0,15.0,0,0.0
com.google.javascript.jscomp.parsing.ExtractionInfo,0,2,0,0,0,0,0,0,1,0,21,10.5
com.google.javascript.jscomp.parsing.ExtendedTypeInfo,0,3,0,0,0,0,0,0,1,0,5,1.6666666666666667
com.google.javascript.jscomp.parsing.ParserRunner,7,4,41,0,20,1,1,1,2,12.142857142857142,40,0.9090909090909091
com.google.javascript.jscomp.parsing.ParseResult,0,2,0,0,0,0,0,0,1,0,8,4.0
com.google.javascript.jscomp.parsing.JsDocTokenStream,20,19,55,0,92,13,0,23,5,11.35,59,0.24583333333333332
com.google.javascript.jscomp.parsing.TypeSafeDispatcher,44,0,57,0,67,9,0,42,1,19.204545454545453,51,0.7611940298507462
com.google.javascript.jscomp.parsing.IRFactory,29,19,541,0,88,4,0,86,8,15.586206896551724,224,0.4202626641651032
com.google.javascript.jscomp.parsing.TransformDispatcher,56,0,416,0,36,9,0,2,4,18.589285714285715,136,0.45484949832775917
com.google.javascript.jscomp.parsing.Config,1,6,6,0,7,2,0,1,9,20.0,78,6.0
com.google.javascript.jscomp.parsing.NullErrorReporter,4,0,4,0,1,0,0,1,1,8.5,11,2.2
com.google.javascript.jscomp.parsing.NewRhinoNullReporter,3,0,3,1,1,0,0,1,0,8.0,0,0.0
com.google.javascript.jscomp.parsing.OldRhinoNullReporter,0,0,0,1,0,0,0,0,0,0,0,0
1 class_name MTH FLD RFC INT SZ CPX EX RET BCM NML WRD DCM
2 com.google.javascript.jscomp.PeepholeSimplifyRegExp 1 0 29 0 18 8 0 2 1 15.0 12 0.6666666666666666
3 com.google.javascript.jscomp.MinimizeExitPoints 6 1 91 1 49 14 0 4 5 13.833333333333334 324 2.8672566371681416
4 com.google.javascript.jscomp.RenameLabels 1 3 51 1 1 0 0 0 8 7.0 336 6.588235294117647
5 com.google.javascript.jscomp.DefaultNameSupplier 1 1 2 1 1 0 0 1 0 3.0 0 0.0
6 com.google.javascript.jscomp.ProcessLabels 8 2 52 1 15 3 0 1 7 11.5 121 2.75
7 com.google.javascript.jscomp.LabelInfo 0 2 0 0 0 0 0 0 0 0 0 0.0
8 com.google.javascript.jscomp.LabelNamespace 0 1 0 0 0 0 0 0 0 0 0 0
9 com.google.javascript.jscomp.JsMessageExtractor 2 3 19 0 12 3 1 1 5 15.0 149 6.7727272727272725
10 com.google.javascript.jscomp.ExtractMessagesVisitor 2 1 4 0 3 1 0 1 2 13.5 18 3.6
11 com.google.javascript.jscomp.Tracer 25 16 177 0 17 4 0 3 70 16.8 2019 7.315217391304348
12 com.google.javascript.jscomp.Stat 4 4 0 0 1 1 0 1 5 11.5 65 16.25
13 com.google.javascript.jscomp.Event 2 2 25 0 27 4 0 1 2 8.5 64 2.1333333333333333
14 com.google.javascript.jscomp.ThreadTrace 9 8 74 0 54 16 0 1 15 11.222222222222221 164 1.5185185185185186
15 com.google.javascript.jscomp.AtomicTracerStatMap 2 1 4 0 13 4 0 1 3 8.5 53 3.7857142857142856
16 com.google.javascript.jscomp.VerboseMessageFormatter 3 0 12 0 4 4 0 1 1 10.0 16 2.2857142857142856
17 com.google.javascript.jscomp.DiagnosticType 9 5 15 2 1 0 0 1 11 6.777777777777778 151 11.615384615384615
18 com.google.javascript.jscomp.StrictModeCheck 9 13 107 1 20 7 0 3 11 11.88888888888889 128 1.1962616822429906
19 com.google.javascript.jscomp.NonExternChecks 3 0 20 0 11 4 0 0 3 11.333333333333334 18 0.8181818181818182
20 com.google.javascript.jscomp.JSModule 26 6 87 2 8 3 1 2 28 11.884615384615385 342 4.56
21 com.google.javascript.jscomp.JsMessageDefinition 3 3 0 0 1 0 0 1 2 16.333333333333332 121 20.166666666666668
22 com.google.javascript.jscomp.LiveVariablesAnalysis 10 4 94 0 54 11 0 8 5 16.1 272 2.6930693069306932
23 com.google.javascript.jscomp.LiveVariableJoinOp 1 0 5 1 4 1 0 1 0 5.0 0 0.0
24 com.google.javascript.jscomp.LiveVariableLattice 5 1 14 1 2 0 0 1 2 6.8 46 4.6
25 com.google.javascript.jscomp.StatementFusion 6 0 47 0 16 4 0 7 1 23.833333333333332 69 1.4680851063829787
26 com.google.javascript.jscomp.VariableVisibilityAnalysis 3 2 20 1 19 5 0 1 9 15.666666666666666 234 9.75
27 com.google.javascript.jscomp.FunctionRewriter 3 2 92 1 19 6 0 1 22 17.333333333333332 483 3.8031496062992125
28 com.google.javascript.jscomp.Reduction 2 3 4 0 2 0 0 1 3 10.0 27 4.5
29 com.google.javascript.jscomp.ReductionGatherer 2 2 4 1 7 2 0 2 2 9.5 43 4.777777777777778
30 com.google.javascript.jscomp.Reducer 3 0 6 0 5 1 0 1 4 11.333333333333334 57 11.4
31 com.google.javascript.jscomp.EmptyFunctionReducer 2 2 4 0 5 1 0 2 1 10.5 27 4.5
32 com.google.javascript.jscomp.SingleReturnStatementReducer 1 0 5 0 7 2 0 3 2 26.0 28 4.0
33 com.google.javascript.jscomp.IdentityReducer 3 2 13 0 8 2 0 3 2 13.0 47 2.9375
34 com.google.javascript.jscomp.ReturnConstantReducer 3 2 7 0 8 2 0 3 2 11.0 58 4.461538461538462
35 com.google.javascript.jscomp.GetterReducer 3 2 13 0 11 3 0 3 2 13.0 62 3.875
36 com.google.javascript.jscomp.SetterReducer 3 2 26 0 15 5 0 5 2 13.0 63 2.3333333333333335
37 com.google.javascript.jscomp.CheckUnreachableCode 5 3 24 1 8 2 0 2 1 9.4 12 0.5714285714285714
38 com.google.javascript.jscomp.ReachablePredicate 1 0 5 1 9 3 0 3 0 5.0 0 0.0
39 com.google.javascript.jscomp.DataFlowAnalysis 13 4 153 0 29 9 0 2 21 11.461538461538462 1031 7.20979020979021
40 com.google.javascript.jscomp.FlowState 6 2 8 1 2 0 0 1 2 6.333333333333333 31 2.5833333333333335
41 com.google.javascript.jscomp.MaxIterationsExceededException 0 1 0 0 0 0 0 0 1 0 39 39.0
42 com.google.javascript.jscomp.BranchedForwardDataFlowAnalysis 6 0 46 0 10 3 0 2 2 12.166666666666666 80 2.6666666666666665
43 com.google.javascript.jscomp.BranchedFlowState 6 2 9 1 5 1 0 1 2 6.333333333333333 31 2.066666666666667
44 com.google.javascript.jscomp.RemoveUnusedVars 13 13 295 2 61 16 0 4 32 18.153846153846153 909 2.6045845272206303
45 com.google.javascript.jscomp.CallSiteOptimizer 11 4 86 0 20 6 0 4 10 20.90909090909091 202 1.9803921568627452
46 com.google.javascript.jscomp.Continuation 1 2 5 0 7 2 0 0 1 5.0 30 3.3333333333333335
47 com.google.javascript.jscomp.Assign 2 5 36 0 15 4 0 2 2 11.5 25 0.7575757575757576
48 com.google.javascript.jscomp.CollapseVariableDeclarations 3 3 70 1 23 5 0 1 9 12.333333333333334 221 3.112676056338028
49 com.google.javascript.jscomp.Collapse 0 3 0 0 0 0 0 0 4 0 37 12.333333333333334
50 com.google.javascript.jscomp.GatherCollapses 3 1 36 0 23 7 0 3 1 12.333333333333334 38 1.0857142857142856
51 com.google.javascript.jscomp.RemoveTryCatch 1 2 23 1 1 0 0 0 2 7.0 31 0.9117647058823529
52 com.google.javascript.jscomp.RemoveTryCatchCode 1 0 22 0 31 8 0 2 0 5.0 0 0.0
53 com.google.javascript.jscomp.DiagnosticGroups 7 35 44 0 2 0 0 1 4 14.714285714285714 35 3.1818181818181817
54 com.google.javascript.jscomp.ObjectPropertyStringPreprocess 2 6 53 1 5 1 0 0 1 13.5 47 1.3428571428571427
55 com.google.javascript.jscomp.Callback 1 0 41 0 27 6 0 6 0 5.0 0 0.0
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510 com.google.javascript.jscomp.UnrecognizedRequire 0 3 0 0 0 0 0 0 1 0 8 2.6666666666666665
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512 com.google.javascript.jscomp.WarningsGuard 4 0 1 1 1 0 0 1 5 7.75 292 58.4
513 com.google.javascript.jscomp.FlowSensitiveInlineVariables 6 7 139 2 23 5 0 2 9 9.0 310 1.901840490797546
514 com.google.javascript.jscomp.GatherCandiates 1 0 19 0 18 6 0 4 1 5.0 45 2.5
515 com.google.javascript.jscomp.Candidate 5 6 71 0 50 15 0 17 4 14.0 45 0.5232558139534884
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517 com.google.javascript.jscomp.AnonymousFunctionNamer 4 1 9 1 4 0 0 1 2 16.0 60 7.5
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520 com.google.javascript.jscomp.InvocationsCallback 2 0 9 0 10 3 0 3 2 5.0 56 5.6
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522 com.google.javascript.jscomp.ExtractPrototypeMemberDeclarations 4 3 75 1 14 4 0 0 9 16.75 367 5.097222222222222
523 com.google.javascript.jscomp.GatherExtractionInfo 2 2 10 0 13 4 0 1 2 9.0 30 2.142857142857143
524 com.google.javascript.jscomp.ExtractionInstance 1 3 8 0 1 0 0 1 1 11.0 20 1.4285714285714286
525 com.google.javascript.jscomp.PrototypeMemberDeclaration 2 4 7 0 4 1 0 2 2 14.5 28 3.111111111111111
526 com.google.javascript.jscomp.Result 0 13 0 0 0 0 0 0 1 0 2 0.14285714285714285
527 com.google.javascript.jscomp.CodeGenerator 32 8 515 0 409 50 1 4 16 15.0625 291 0.42419825072886297
528 com.google.javascript.jscomp.ReplaceStrings 17 12 133 1 26 7 0 3 17 15.411764705882353 447 3.0408163265306123
529 com.google.javascript.jscomp.Config 0 3 0 0 0 0 0 0 1 0 11 5.5
530 com.google.javascript.jscomp.Result 1 3 5 0 1 0 0 0 1 11.0 5 1.6666666666666667
531 com.google.javascript.jscomp.Location 0 3 0 0 0 0 0 0 1 0 8 2.6666666666666665
532 com.google.javascript.jscomp.ShowByPathWarningsGuard 2 2 8 0 1 0 0 1 2 8.0 33 2.75
533 com.google.javascript.jscomp.CollapseProperties 22 8 291 1 42 11 0 2 23 26.227272727272727 1339 4.433774834437086
534 com.google.javascript.jscomp.FunctionArgumentInjector 11 1 129 0 32 8 0 3 14 21.727272727272727 552 3.3865030674846626
535 com.google.javascript.jscomp.ReferencedAfterSideEffect 6 5 26 2 21 8 0 2 3 9.666666666666666 161 3.3541666666666665
536 com.google.javascript.jscomp.TypeInference 49 9 557 0 69 15 0 3 21 18.897959183673468 658 1.1443478260869566
537 com.google.javascript.jscomp.TemplateTypeReplacer 1 3 3 0 2 1 0 1 0 16.0 0 0.0
538 com.google.javascript.jscomp.BooleanOutcomePair 2 5 2 0 8 2 0 2 3 18.5 65 3.823529411764706
539 com.google.javascript.jscomp.RemoveUnusedPrototypeProperties 4 5 18 1 22 7 0 3 4 20.0 87 1.851063829787234
540 com.google.javascript.jscomp.RecordFunctionInformation 4 4 41 1 10 3 0 2 5 9.5 105 3.5
541 com.google.javascript.jscomp.LightweightMessageFormatter 4 2 52 0 27 8 0 1 3 10.75 56 0.8235294117647058
542 com.google.javascript.jscomp.LineNumberingFormatter 2 0 27 1 31 6 0 4 1 11.0 27 0.84375
543 com.google.javascript.jscomp.RemoveUnusedNames 2 3 14 1 9 3 0 0 3 14.5 37 2.8461538461538463
544 com.google.javascript.jscomp.CodingConventions 1 0 65 0 1 0 0 1 4 10.0 81 0.9310344827586207
545 com.google.javascript.jscomp.Proxy 33 1 66 1 1 0 0 1 1 21.151515151515152 56 1.6470588235294117
546 com.google.javascript.jscomp.DefaultCodingConvention 34 1 64 1 20 7 0 5 1 20.764705882352942 13 0.25
547 com.google.javascript.jscomp.GlobalVarReferenceMap 7 2 71 1 14 3 0 2 9 21.428571428571427 268 3.268292682926829
548 com.google.javascript.jscomp.SourceRefRange 2 3 6 0 1 0 0 1 2 9.5 20 4.0
549 com.google.javascript.jscomp.GlobalVarRefCleanupPass 2 1 5 1 3 1 0 0 1 10.0 30 7.5
550 com.google.javascript.jscomp.InlineObjectLiterals 1 3 174 1 1 0 0 0 10 7.0 233 1.5533333333333332
551 com.google.javascript.jscomp.InliningBehavior 9 1 173 1 44 14 0 8 9 18.666666666666668 197 1.3401360544217686
552 com.google.javascript.jscomp.FunctionToBlockMutator 14 2 131 0 23 6 0 2 15 21.142857142857142 380 2.900763358778626
553 com.google.javascript.jscomp.LabelNameSupplier 1 1 2 1 1 0 0 1 0 3.0 0 0.0
554 com.google.javascript.jscomp.Normalize 5 5 257 1 13 3 0 1 20 21.0 673 2.539622641509434
555 com.google.javascript.jscomp.FindExposeAnnotations 2 1 16 0 8 3 0 1 1 9.5 5 0.5555555555555556
556 com.google.javascript.jscomp.RewriteExposedProperties 1 1 16 0 12 4 0 0 1 5.0 6 0.46153846153846156
557 com.google.javascript.jscomp.PropagateConstantAnnotationsOverVars 2 2 18 1 14 5 0 1 1 6.0 7 0.4117647058823529
558 com.google.javascript.jscomp.VerifyConstants 2 3 28 1 30 8 0 1 1 6.0 12 0.34285714285714286
559 com.google.javascript.jscomp.NormalizeStatements 12 2 118 1 25 7 0 2 10 18.916666666666668 306 2.5081967213114753
560 com.google.javascript.jscomp.DuplicateDeclarationHandler 2 1 48 1 23 7 0 1 3 19.5 161 3.926829268292683
561 com.google.javascript.jscomp.ScopeTicklingCallback 4 0 5 1 1 0 0 1 1 9.5 9 4.5
562 com.google.javascript.jscomp.JSError 16 8 38 0 25 9 0 9 21 8.0 372 6.526315789473684
563 com.google.javascript.jscomp.AliasKeywords 9 11 100 1 8 3 0 3 30 17.77777777777778 673 7.236559139784946
564 com.google.javascript.jscomp.FindAliasableNodes 3 0 11 0 6 2 0 0 3 12.0 36 3.6
565 com.google.javascript.jscomp.AliasSpecification 8 4 14 0 6 2 0 2 9 16.75 190 11.176470588235293
566 com.google.javascript.jscomp.ThrowAliasSpecification 3 0 12 0 2 0 0 1 1 20.0 7 1.4
567 com.google.javascript.jscomp.KeywordAliasSpecification 3 0 13 0 3 0 0 1 1 20.0 9 1.5
568 com.google.javascript.jscomp.VoidKeywordAliasSpecification 4 0 18 0 3 1 0 1 1 16.25 9 1.0
569 com.google.javascript.jscomp.NodeUtil 156 13 882 0 61 17 0 42 141 16.80128205128205 3133 3.0745829244357212
570 com.google.javascript.jscomp.NumbericResultPredicate 1 0 2 1 1 0 0 1 0 5.0 0 0.0
571 com.google.javascript.jscomp.BooleanResultPredicate 1 0 2 1 1 0 0 1 0 5.0 0 0.0
572 com.google.javascript.jscomp.MayBeStringResultPredicate 1 0 2 1 1 0 0 1 0 5.0 0 0.0
573 com.google.javascript.jscomp.VarCollector 1 1 8 1 7 3 0 0 0 5.0 0 0.0
574 com.google.javascript.jscomp.MatchNameNode 1 1 4 1 1 0 0 1 1 5.0 10 5.0
575 com.google.javascript.jscomp.MatchNodeType 1 1 2 1 1 0 0 1 1 5.0 9 4.5
576 com.google.javascript.jscomp.MatchDeclaration 1 0 3 1 1 0 0 1 1 5.0 8 8.0
577 com.google.javascript.jscomp.MatchNotFunction 1 0 2 1 1 0 0 1 1 5.0 8 8.0
578 com.google.javascript.jscomp.MatchShallowStatement 1 0 6 1 1 0 0 1 1 5.0 10 10.0
579 com.google.javascript.jscomp.SourceMap 8 3 42 0 17 5 1 3 4 12.75 49 1.1951219512195121
580 com.google.javascript.jscomp.LocationMapping 0 2 0 0 0 0 0 0 0 0 0 0.0
581 com.google.javascript.jscomp.InlineProperties 5 4 119 1 12 4 0 3 5 15.4 125 1.1904761904761905
582 com.google.javascript.jscomp.PropertyInfo 0 2 0 0 0 0 0 0 0 0 0 0.0
583 com.google.javascript.jscomp.GatherCandidates 6 0 49 0 29 8 0 2 1 19.833333333333332 11 0.20754716981132076
584 com.google.javascript.jscomp.ReplaceCandidates 2 0 21 0 9 3 0 2 0 9.5 0 0.0
585 com.google.javascript.jscomp.CompilerOptions 209 167 267 2 15 4 1 1 221 21.406698564593302 2694 6.6683168316831685
586 com.google.javascript.jscomp.NullAliasTransformationHandler 1 2 2 2 2 0 0 1 0 22.0 0 0.0
587 com.google.javascript.jscomp.NullAliasTransformation 1 1 1 2 0 0 0 0 0 8.0 0 0
588 com.google.javascript.jscomp.ReorderConstantExpression 1 0 17 0 11 3 0 1 1 15.0 31 2.8181818181818183
589 com.google.javascript.jscomp.GoogleJsMessageIdGenerator 1 1 15 1 9 3 0 1 6 10.0 186 2.0
590 com.google.javascript.jscomp.FP 3 0 4 0 73 1 0 1 3 9.333333333333334 33 0.4177215189873418
591 com.google.javascript.jscomp.MessageId 1 0 3 0 4 2 0 1 1 10.0 49 12.25
592 com.google.javascript.jscomp.GenerateExports 3 4 58 1 30 8 0 1 3 10.0 55 1.4102564102564104
593 com.google.javascript.jscomp.GoogleCodingConvention 7 4 27 0 10 3 0 3 8 13.285714285714286 212 10.095238095238095
594 com.google.javascript.jscomp.AliasExternals 16 15 205 1 29 10 0 3 36 15.6875 1005 5.87719298245614
595 com.google.javascript.jscomp.GetAliasableNames 1 1 12 0 4 1 0 0 1 5.0 7 1.4
596 com.google.javascript.jscomp.PropertyGatherer 3 0 29 0 10 3 0 1 3 15.666666666666666 139 11.583333333333334
597 com.google.javascript.jscomp.GetGlobals 2 0 20 0 7 4 0 0 1 9.0 7 0.5
598 com.google.javascript.jscomp.GlobalGatherer 1 0 20 0 16 5 0 1 1 5.0 17 1.0625
599 com.google.javascript.jscomp.Symbol 2 9 7 0 4 2 0 0 1 13.5 7 0.7
600 com.google.javascript.jscomp.CheckSuspiciousCode 5 2 30 0 8 1 0 0 1 12.2 32 1.6
601 com.google.javascript.jscomp.PeepholeRemoveDeadCode 28 0 377 0 66 15 0 12 27 16.75 448 1.0666666666666667
602 com.google.javascript.jscomp.InstrumentFunctions 1 10 98 1 18 4 0 1 7 7.0 376 3.547169811320755
603 com.google.javascript.jscomp.RemoveCallback 1 1 8 0 8 3 0 0 1 5.0 44 4.888888888888889
604 com.google.javascript.jscomp.InstrumentReturns 5 1 26 1 8 2 0 2 4 13.0 117 4.875
605 com.google.javascript.jscomp.InstrumentCallback 1 0 33 0 31 8 0 2 0 5.0 0 0.0
606 com.google.javascript.jscomp.MakeDeclaredNamesUnique 7 3 146 1 19 4 0 2 22 14.285714285714286 342 1.976878612716763
607 com.google.javascript.jscomp.ContextualRenameInverter 12 4 55 2 11 3 0 2 6 13.416666666666666 78 1.4444444444444444
608 com.google.javascript.jscomp.ContextualRenamer 7 4 15 1 12 4 0 1 5 15.428571428571429 89 4.045454545454546
609 com.google.javascript.jscomp.InlineRenamer 5 4 18 1 7 2 0 2 1 15.8 31 1.7222222222222223
610 com.google.javascript.jscomp.BoilerplateRenamer 1 2 1 0 1 0 0 1 1 13.0 14 4.666666666666667
611 com.google.javascript.jscomp.WhitelistedRenamer 4 2 10 1 3 1 0 1 1 16.5 10 1.25
612 com.google.javascript.jscomp.ReplaceIdGenerators 6 10 132 1 30 6 0 4 2 17.666666666666668 27 0.17088607594936708
613 com.google.javascript.jscomp.ObfuscatedNameSuppier 2 3 6 1 4 1 0 1 0 12.0 0 0.0
614 com.google.javascript.jscomp.PseudoNameSuppier 2 2 2 1 4 1 0 2 0 12.0 0 0.0
615 com.google.javascript.jscomp.StableNameSupplier 2 0 4 1 1 0 0 1 0 12.0 0 0.0
616 com.google.javascript.jscomp.GatherGenerators 1 0 32 0 31 12 0 3 0 5.0 0 0.0
617 com.google.javascript.jscomp.ReplaceGenerators 1 0 31 0 33 9 0 5 0 5.0 0 0.0
618 com.google.javascript.jscomp.CommandLineRunner 10 3 158 0 41 7 2 2 8 15.1 381 2.281437125748503
619 com.google.javascript.jscomp.Flags 1 54 31 0 3 0 0 1 1 10.0 138 4.3125
620 com.google.javascript.jscomp.BooleanOptionHandler 2 2 12 0 18 3 1 3 0 18.0 0 0.0
621 com.google.javascript.jscomp.WarningGuardErrorOptionHandler 0 0 0 0 0 0 0 0 0 0 0 0.0
622 com.google.javascript.jscomp.WarningGuardWarningOptionHandler 0 0 0 0 0 0 0 0 0 0 0 0.0
623 com.google.javascript.jscomp.WarningGuardOffOptionHandler 0 0 0 0 0 0 0 0 0 0 0 0.0
624 com.google.javascript.jscomp.WarningGuardSetter 3 2 7 1 2 0 1 1 0 9.333333333333334 0 0.0
625 com.google.javascript.jscomp.ExternExportsPass 6 10 163 1 16 5 0 3 21 14.333333333333334 329 2.1933333333333334
626 com.google.javascript.jscomp.Export 11 2 92 0 16 4 0 5 8 19.272727272727273 249 3.1125
627 com.google.javascript.jscomp.SymbolExport 1 0 2 0 1 0 0 1 1 15.0 3 0.6
628 com.google.javascript.jscomp.PropertyExport 1 1 12 0 9 3 0 2 1 15.0 3 0.2727272727272727
629 com.google.javascript.jscomp.SyntacticScopeCreator 6 7 90 1 28 5 0 5 8 15.666666666666666 127 1.4269662921348314
630 com.google.javascript.jscomp.DefaultRedeclarationHandler 1 0 17 1 11 5 0 1 1 15.0 6 0.5454545454545454
631 com.google.javascript.jscomp.ExploitAssigns 6 0 63 0 39 7 0 8 6 16.833333333333332 206 2.575
632 com.google.javascript.jscomp.ClosureCodingConvention 24 4 135 0 28 9 0 7 11 21.125 193 1.3310344827586207
633 com.google.javascript.jscomp.AssertInstanceofSpec 1 0 9 0 8 3 0 2 2 15.0 40 4.444444444444445
634 com.google.javascript.jscomp.DependencyOptions 9 5 7 1 3 0 0 1 6 18.22222222222222 350 25.0
635 com.google.javascript.jscomp.TypeValidator 33 17 246 0 30 10 0 5 27 17.424242424242426 1079 5.042056074766355
636 com.google.javascript.jscomp.TypeMismatch 3 3 8 0 4 1 0 2 2 7.333333333333333 55 6.111111111111111
637 com.google.javascript.jscomp.SimpleDefinitionFinder 13 4 138 2 20 7 0 5 10 17.846153846153847 239 1.3976608187134503
638 com.google.javascript.jscomp.DefinitionGatheringCallback 2 1 37 0 44 17 0 1 1 15.0 11 0.2391304347826087
639 com.google.javascript.jscomp.UseSiteGatheringCallback 1 0 10 0 5 1 0 1 0 5.0 0 0.0
640 com.google.javascript.jscomp.JsAst 6 6 30 1 12 1 0 1 1 9.833333333333334 8 0.3076923076923077
641 com.google.javascript.jscomp.RenameProperties 5 14 149 1 41 9 0 1 17 14.6 543 2.8134715025906734
642 com.google.javascript.jscomp.ProcessExterns 1 0 11 0 9 2 0 0 1 5.0 8 0.8888888888888888
643 com.google.javascript.jscomp.ProcessProperties 6 1 73 1 42 11 0 1 4 14.0 81 0.9
644 com.google.javascript.jscomp.Property 0 4 0 0 0 0 0 0 1 0 8 8.0
645 com.google.javascript.jscomp.PropertyAffinity 1 1 0 0 1 0 0 0 0 8.0 0 0.0
646 com.google.javascript.jscomp.ant.Warning 4 2 4 0 1 0 0 1 1 8.0 8 2.0
647 com.google.javascript.jscomp.ant.AntErrorManager 2 2 12 0 6 2 0 0 1 9.5 14 1.1666666666666667
648 com.google.javascript.jscomp.ant.CompileTask 35 20 141 0 24 5 0 1 29 15.114285714285714 388 1.9795918367346939
649 com.google.javascript.jscomp.jsonml.SecureCompiler 7 7 27 0 14 3 0 2 6 12.857142857142858 168 3.574468085106383
650 com.google.javascript.jscomp.jsonml.Report 3 3 3 0 1 0 0 1 0 10.666666666666666 0 0.0
651 com.google.javascript.jscomp.jsonml.Writer 40 0 319 0 155 4 0 2 4 13.625 90 0.21844660194174756
652 com.google.javascript.jscomp.jsonml.Validator 50 7 155 0 80 4 0 1 3 16.9 101 0.4410480349344978
653 com.google.javascript.jscomp.jsonml.JsonMLAst 9 6 26 1 17 4 0 3 3 12.11111111111111 75 1.6304347826086956
654 com.google.javascript.jscomp.jsonml.WalkHelper 0 2 0 0 0 0 0 0 0 0 0 0.0
655 com.google.javascript.jscomp.jsonml.Reader 77 7 423 0 107 6 1 4 31 17.5974025974026 502 0.8916518650088809
656 com.google.javascript.jscomp.jsonml.ErrorReporter 4 1 5 0 4 1 1 0 3 6.0 72 9.0
657 com.google.javascript.jscomp.jsonml.JsonMLUtil 5 0 54 0 24 6 1 2 8 11.0 232 2.32
658 com.google.javascript.jscomp.jsonml.JsonMLComparator 6 5 31 0 28 8 0 6 3 12.5 27 0.38571428571428573
659 com.google.javascript.jscomp.jsonml.JsonML 22 3 79 0 34 7 1 1 22 11.272727272727273 349 4.308641975308642
660 com.google.javascript.jscomp.jsonml.JsonMLException 0 1 0 0 0 0 0 0 1 0 15 15.0
661 com.google.javascript.jscomp.jsonml.NodeUtil 4 0 13 0 4 0 0 2 5 16.75 94 13.428571428571429
662 com.google.javascript.jscomp.jsonml.JsonMLError 2 5 6 0 1 1 0 1 6 4.0 35 2.9166666666666665
663 com.google.javascript.jscomp.graph.LinkedDirectedGraph 35 3 149 1 11 4 0 3 9 15.771428571428572 125 0.9328358208955224
664 com.google.javascript.jscomp.graph.LinkedDirectedGraphNode 10 3 22 2 1 1 0 1 2 10.0 24 1.7142857142857142
665 com.google.javascript.jscomp.graph.NeighborIterator 3 2 11 1 1 2 0 1 0 5.666666666666667 0 0.0
666 com.google.javascript.jscomp.graph.AnnotatedLinkedDirectedGraphNode 2 1 2 0 1 0 0 1 2 13.0 11 3.6666666666666665
667 com.google.javascript.jscomp.graph.LinkedDirectedGraphEdge 14 3 17 2 1 1 0 1 2 10.0 19 1.1176470588235294
668 com.google.javascript.jscomp.graph.AnnotatedLinkedDirectedGraphEdge 2 1 2 0 1 0 0 1 2 13.0 19 6.333333333333333
669 com.google.javascript.jscomp.graph.DiGraph 15 0 19 0 1 0 0 1 9 18.2 188 94.0
670 com.google.javascript.jscomp.graph.GraphReachability 3 3 20 1 7 2 0 2 3 9.333333333333334 76 4.0
671 com.google.javascript.jscomp.graph.EdgeTuple 0 3 0 0 0 0 0 0 1 0 7 2.3333333333333335
672 com.google.javascript.jscomp.graph.FixedPointGraphTraversal 4 2 31 0 12 4 0 1 7 15.75 203 10.15
673 com.google.javascript.jscomp.graph.Graph 24 2 55 1 5 1 0 1 29 13.625 706 15.347826086956522
674 com.google.javascript.jscomp.graph.AnnotationState 0 2 0 0 0 0 0 0 1 0 16 8.0
675 com.google.javascript.jscomp.graph.GraphAnnotationState 0 1 0 0 0 0 0 0 1 0 15 15.0
676 com.google.javascript.jscomp.graph.SimpleSubGraph 2 2 9 1 6 2 0 2 1 11.0 15 1.875
677 com.google.javascript.jscomp.graph.GraphPruner 2 1 38 0 23 9 0 1 1 7.5 89 2.78125
678 com.google.javascript.jscomp.graph.LinkedUndirectedGraph 27 3 114 1 14 5 0 4 5 14.407407407407407 70 0.5555555555555556
679 com.google.javascript.jscomp.graph.LinkedUndirectedGraphNode 9 2 19 2 1 1 0 1 1 12.333333333333334 18 1.0588235294117647
680 com.google.javascript.jscomp.graph.NeighborIterator 3 1 9 1 5 1 0 2 0 5.666666666666667 0 0.0
681 com.google.javascript.jscomp.graph.AnnotatedLinkedUndirectedGraphNode 2 1 2 0 1 0 0 1 1 13.0 6 2.0
682 com.google.javascript.jscomp.graph.LinkedUndirectedGraphEdge 10 3 13 2 1 1 0 1 1 9.4 11 0.8461538461538461
683 com.google.javascript.jscomp.graph.AnnotatedLinkedUndirectedGraphEdge 2 1 2 0 1 0 0 1 1 13.0 5 1.6666666666666667
684 com.google.javascript.jscomp.graph.UndiGraph 4 0 1 0 0 0 0 0 4 23.25 79 0
685 com.google.javascript.jscomp.graph.StandardUnionFind 9 2 51 2 14 3 0 7 12 9.88888888888889 257 4.431034482758621
686 com.google.javascript.jscomp.graph.Node 0 4 0 0 0 0 0 0 5 0 50 25.0
687 com.google.javascript.jscomp.graph.GraphColoring 3 2 28 0 7 1 0 2 5 11.333333333333334 214 6.294117647058823
688 com.google.javascript.jscomp.graph.Color 2 1 2 1 5 1 0 2 0 7.0 0 0.0
689 com.google.javascript.jscomp.graph.GreedyGraphColoring 1 1 23 0 15 3 0 2 2 5.0 32 1.7777777777777777
690 com.google.javascript.jscomp.regex.CharRanges 18 3 47 0 48 11 0 4 5 8.61111111111111 196 0.9158878504672897
691 com.google.javascript.jscomp.regex.RegExpTree 16 12 445 0 241 49 0 31 24 12.8125 340 0.422360248447205
692 com.google.javascript.jscomp.regex.Parser 9 3 74 0 55 9 0 10 10 12.666666666666666 131 0.5458333333333333
693 com.google.javascript.jscomp.regex.RegExpTreeAtom 4 0 5 0 1 0 0 1 0 13.75 0 0.0
694 com.google.javascript.jscomp.regex.Empty 5 1 3 0 1 0 0 1 0 10.6 0 0.0
695 com.google.javascript.jscomp.regex.Anchor 6 1 6 0 1 0 0 1 0 11.166666666666666 0 0.0
696 com.google.javascript.jscomp.regex.WordBoundary 5 1 6 0 1 0 0 1 0 10.6 0 0.0
697 com.google.javascript.jscomp.regex.BackReference 5 1 7 0 1 0 0 1 0 10.6 0 0.0
698 com.google.javascript.jscomp.regex.Text 7 1 24 0 9 3 0 3 1 12.714285714285714 17 0.5483870967741935
699 com.google.javascript.jscomp.regex.Repetition 12 3 53 0 31 10 0 7 0 12.75 0 0.0
700 com.google.javascript.jscomp.regex.Alternation 9 1 50 0 60 18 0 5 0 12.0 0 0.0
701 com.google.javascript.jscomp.regex.LookaheadAssertion 9 2 18 0 6 2 0 2 0 12.0 0 0.0
702 com.google.javascript.jscomp.regex.CapturingGroup 9 1 16 0 3 0 0 1 0 12.0 0 0.0
703 com.google.javascript.jscomp.regex.Charset 10 2 84 0 25 6 0 4 1 13.2 27 0.38028169014084506
704 com.google.javascript.jscomp.regex.DecomposedCharset 6 3 38 0 35 8 0 2 0 11.5 0 0.0
705 com.google.javascript.jscomp.regex.Concatenation 9 1 39 0 43 12 0 7 0 12.0 0 0.0
706 com.google.javascript.jscomp.regex.Simplifier 2 1 10 0 21 6 0 3 0 12.0 0 0.0
707 com.google.javascript.jscomp.regex.CaseCanonicalize 4 4 213 0 11 5 0 3 8 16.25 502 13.210526315789474
708 com.google.javascript.jscomp.regex.DeltaSet 0 2 0 0 0 0 0 0 1 0 20 10.0
709 com.google.javascript.jscomp.testing.TestErrorReporter 5 4 9 1 5 1 0 1 3 14.4 53 3.533333333333333
710 com.google.javascript.jscomp.testing.SimpleSourceExcerptProvider 2 1 5 1 1 0 0 1 1 14.0 13 4.333333333333333
711 com.google.javascript.jscomp.webservice.common.Protocol 2 3 17 0 5 1 0 1 14 18.5 219 6.257142857142857
712 com.google.javascript.jscomp.webservice.common.AbstractWebServiceException 3 0 7 0 1 0 0 1 1 12.333333333333334 15 15.0
713 com.google.javascript.jscomp.type.ClosureReverseAbstractInterpreter 2 5 57 0 10 4 0 2 7 28.0 58 1.0175438596491229
714 com.google.javascript.jscomp.type.TypeRestriction 0 2 0 0 0 0 0 0 0 0 0 0.0
715 com.google.javascript.jscomp.type.SemanticReverseAbstractInterpreter 11 5 149 0 73 15 0 22 12 18.545454545454547 253 1.1552511415525115
716 com.google.javascript.jscomp.type.RestrictByTrueInstanceOfResultVisitor 6 1 17 0 7 2 0 3 1 15.166666666666666 3 0.1875
717 com.google.javascript.jscomp.type.RestrictByFalseInstanceOfResultVisitor 3 1 14 0 10 3 0 4 1 14.333333333333334 3 0.15789473684210525
718 com.google.javascript.jscomp.type.ChainableReverseAbstractInterpreter 11 6 114 1 22 6 0 6 22 22.363636363636363 643 3.7823529411764705
719 com.google.javascript.jscomp.type.RestrictByTypeOfResultVisitor 8 0 21 1 10 3 0 2 2 14.5 46 2.3
720 com.google.javascript.jscomp.type.RestrictByTrueTypeOfResultVisitor 8 0 8 0 1 0 0 1 1 14.125 38 4.75
721 com.google.javascript.jscomp.type.RestrictByFalseTypeOfResultVisitor 9 0 14 0 1 0 0 1 1 13.777777777777779 38 4.222222222222222
722 com.google.javascript.jscomp.type.RestrictByOneTypeOfResultVisitor 10 2 29 0 8 4 0 3 4 14.2 71 2.9583333333333335
723 com.google.javascript.jscomp.deps.JsFileParser 5 8 32 0 24 7 1 2 11 11.2 245 6.805555555555555
724 com.google.javascript.jscomp.deps.DepsGenerator 19 12 121 0 19 7 1 3 13 18.94736842105263 337 2.982300884955752
725 com.google.javascript.jscomp.deps.JsFileLineParser 6 9 49 0 46 12 1 1 15 12.833333333333334 286 3.7142857142857144
726 com.google.javascript.jscomp.deps.ParseException 1 2 1 0 1 0 0 1 2 7.0 28 9.333333333333334
727 com.google.javascript.jscomp.deps.JsFunctionParser 4 5 24 0 14 4 1 1 9 9.75 117 3.774193548387097
728 com.google.javascript.jscomp.deps.SymbolInfo 0 2 0 0 0 0 0 0 0 0 0 0.0
729 com.google.javascript.jscomp.deps.PathUtil 6 2 48 0 18 6 0 4 7 13.5 424 9.217391304347826
730 com.google.javascript.jscomp.deps.SimpleDependencyInfo 6 4 13 1 4 1 0 2 6 11.833333333333334 109 8.384615384615385
731 com.google.javascript.jscomp.deps.DepsFileParser 4 5 32 0 15 4 1 1 11 10.5 242 10.083333333333334
732 com.google.javascript.jscomp.deps.SortedDependencies 11 4 97 0 24 7 1 3 7 17.727272727272727 220 2.3655913978494625
733 com.google.javascript.jscomp.deps.CircularDependencyException 0 0 0 0 0 0 0 0 0 0 0 0.0
734 com.google.javascript.jscomp.deps.MissingProvideException 0 0 0 0 0 0 0 0 0 0 0 0.0
735 com.google.javascript.jscomp.parsing.JsDocInfoParser 58 15 776 0 463 96 0 18 54 18.29310344827586 1087 0.98193315266486
736 com.google.javascript.jscomp.parsing.ErrorReporterParser 4 0 12 0 1 0 0 0 0 15.0 0 0.0
737 com.google.javascript.jscomp.parsing.ExtractionInfo 0 2 0 0 0 0 0 0 1 0 21 10.5
738 com.google.javascript.jscomp.parsing.ExtendedTypeInfo 0 3 0 0 0 0 0 0 1 0 5 1.6666666666666667
739 com.google.javascript.jscomp.parsing.ParserRunner 7 4 41 0 20 1 1 1 2 12.142857142857142 40 0.9090909090909091
740 com.google.javascript.jscomp.parsing.ParseResult 0 2 0 0 0 0 0 0 1 0 8 4.0
741 com.google.javascript.jscomp.parsing.JsDocTokenStream 20 19 55 0 92 13 0 23 5 11.35 59 0.24583333333333332
742 com.google.javascript.jscomp.parsing.TypeSafeDispatcher 44 0 57 0 67 9 0 42 1 19.204545454545453 51 0.7611940298507462
743 com.google.javascript.jscomp.parsing.IRFactory 29 19 541 0 88 4 0 86 8 15.586206896551724 224 0.4202626641651032
744 com.google.javascript.jscomp.parsing.TransformDispatcher 56 0 416 0 36 9 0 2 4 18.589285714285715 136 0.45484949832775917
745 com.google.javascript.jscomp.parsing.Config 1 6 6 0 7 2 0 1 9 20.0 78 6.0
746 com.google.javascript.jscomp.parsing.NullErrorReporter 4 0 4 0 1 0 0 1 1 8.5 11 2.2
747 com.google.javascript.jscomp.parsing.NewRhinoNullReporter 3 0 3 1 1 0 0 1 0 8.0 0 0.0
748 com.google.javascript.jscomp.parsing.OldRhinoNullReporter 0 0 0 1 0 0 0 0 0 0 0 0

View file

@ -0,0 +1,748 @@
class_name,MTH,FLD,RFC,INT,SZ,CPX,EX,RET,BCM,NML,WRD,DCM,buggy
com.google.javascript.jscomp.PeepholeSimplifyRegExp,1,0,29,0,18,8,0,2,1,15.0,12,0.6666666666666666,0
com.google.javascript.jscomp.MinimizeExitPoints,6,1,91,1,49,14,0,4,5,13.833333333333334,324,2.8672566371681416,1
com.google.javascript.jscomp.RenameLabels,1,3,51,1,1,0,0,0,8,7.0,336,6.588235294117647,1
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com.google.javascript.jscomp.ProcessLabels,8,2,52,1,15,3,0,1,7,11.5,121,2.75,0
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com.google.javascript.jscomp.Tracer,25,16,177,0,17,4,0,3,70,16.8,2019,7.315217391304348,0
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com.google.javascript.jscomp.CheckUnreachableCode,5,3,24,1,8,2,0,2,1,9.4,12,0.5714285714285714,0
com.google.javascript.jscomp.ReachablePredicate,1,0,5,1,9,3,0,3,0,5.0,0,0.0,0
com.google.javascript.jscomp.DataFlowAnalysis,13,4,153,0,29,9,0,2,21,11.461538461538462,1031,7.20979020979021,0
com.google.javascript.jscomp.FlowState,6,2,8,1,2,0,0,1,2,6.333333333333333,31,2.583333333333333,0
com.google.javascript.jscomp.MaxIterationsExceededException,0,1,0,0,0,0,0,0,1,0.0,39,39.0,0
com.google.javascript.jscomp.BranchedForwardDataFlowAnalysis,6,0,46,0,10,3,0,2,2,12.166666666666666,80,2.6666666666666665,0
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com.google.javascript.jscomp.RemoveUnusedVars,13,13,295,2,61,16,0,4,32,18.153846153846157,909,2.6045845272206303,1
com.google.javascript.jscomp.CallSiteOptimizer,11,4,86,0,20,6,0,4,10,20.90909090909091,202,1.9803921568627447,0
com.google.javascript.jscomp.Continuation,1,2,5,0,7,2,0,0,1,5.0,30,3.333333333333333,0
com.google.javascript.jscomp.Assign,2,5,36,0,15,4,0,2,2,11.5,25,0.7575757575757576,0
com.google.javascript.jscomp.CollapseVariableDeclarations,3,3,70,1,23,5,0,1,9,12.333333333333334,221,3.112676056338028,1
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com.google.javascript.jscomp.RemoveTryCatch,1,2,23,1,1,0,0,0,2,7.0,31,0.9117647058823528,0
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com.google.javascript.jscomp.DiagnosticGroups,7,35,44,0,2,0,0,1,4,14.714285714285714,35,3.1818181818181817,1
com.google.javascript.jscomp.ObjectPropertyStringPreprocess,2,6,53,1,5,1,0,0,1,13.5,47,1.3428571428571427,0
com.google.javascript.jscomp.Callback,1,0,41,0,27,6,0,6,0,5.0,0,0.0,0
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com.google.javascript.jscomp.FindExportableNodes,2,3,27,0,24,6,0,1,3,7.5,84,2.5454545454545454,0
com.google.javascript.jscomp.GenerateNodeContext,3,3,3,0,1,0,0,1,1,11.333333333333334,11,1.8333333333333333,0
com.google.javascript.jscomp.PeepholeOptimizationsPass,10,4,39,1,13,3,0,2,3,11.3,55,0.7638888888888888,1
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com.google.javascript.jscomp.JvmMetrics,10,4,137,0,30,8,0,4,1,18.3,28,0.2074074074074074,0
com.google.javascript.jscomp.ByPathWarningsGuard,4,5,7,0,9,3,0,2,4,8.25,177,9.833333333333334,0
com.google.javascript.jscomp.DefaultPassConfig,20,120,341,0,170,51,0,3,119,19.15,964,1.5777414075286416,0
com.google.javascript.jscomp.GlobalTypeResolver,2,1,7,1,5,1,0,0,1,10.0,10,1.4285714285714286,0
com.google.javascript.jscomp.ClearTypedScope,1,0,2,1,1,0,0,0,1,7.0,8,8.0,0
com.google.javascript.jscomp.HotSwapPassFactory,2,0,1,0,1,0,0,1,1,10.0,10,5.0,0
com.google.javascript.jscomp.FunctionNames,4,4,23,2,13,3,0,2,1,13.5,75,2.027027027027027,0
com.google.javascript.jscomp.FunctionRecord,0,4,0,1,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.FunctionListExtractor,1,2,6,0,4,1,0,0,0,5.0,0,0.0,0
com.google.javascript.jscomp.FunctionExpressionNamer,3,3,6,1,3,0,0,1,0,12.333333333333334,0,0.0,0
com.google.javascript.jscomp.AbstractCommandLineRunner,54,19,430,0,68,19,2,9,94,18.444444444444443,1965,2.6554054054054053,1
com.google.javascript.jscomp.FlagUsageException,0,1,0,0,0,0,0,0,1,0.0,10,10.0,0
com.google.javascript.jscomp.RunTimeStats,3,4,10,0,9,1,0,0,3,16.333333333333332,19,1.1875,0
com.google.javascript.jscomp.CommandLineConfig,42,42,29,0,8,2,0,1,43,18.428571428571427,730,7.525773195876289,0
com.google.javascript.jscomp.WarningGuardSpec,2,1,3,0,1,0,0,0,1,4.0,17,4.25,0
com.google.javascript.jscomp.Entry,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.ClosureCodeRemoval,1,6,51,1,22,6,0,0,15,7.0,229,4.163636363636364,0
com.google.javascript.jscomp.RemovableAssignment,1,4,14,0,10,2,0,0,7,6.0,53,3.117647058823529,0
com.google.javascript.jscomp.FindAbstractMethods,1,0,10,0,5,2,0,0,1,5.0,10,2.0,0
com.google.javascript.jscomp.FindAssertionCalls,1,1,11,0,5,2,0,0,1,5.0,4,0.5,0
com.google.javascript.jscomp.OptimizeReturns,5,1,40,2,22,7,0,6,4,10.8,128,2.844444444444445,0
com.google.javascript.jscomp.CheckRegExp,3,4,23,1,14,5,0,1,1,13.333333333333334,30,1.7647058823529411,0
com.google.javascript.jscomp.ControlFlowAnalysis,38,12,358,2,54,14,0,19,20,13.605263157894736,503,1.2512437810945274,1
com.google.javascript.jscomp.AstControlFlowGraph,2,1,7,0,7,1,0,4,3,18.0,60,5.454545454545454,0
com.google.javascript.jscomp.NameReferenceGraphReport,8,1,106,0,35,6,0,2,11,19.5,447,4.966666666666667,0
com.google.javascript.jscomp.DiGraphNodeComparator,1,0,18,1,12,3,0,4,1,7.0,24,2.0,0
com.google.javascript.jscomp.AnalyzePrototypeProperties,3,14,217,1,7,2,0,2,29,13.0,563,2.385593220338983,1
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com.google.javascript.jscomp.ProcessExternProperties,1,0,6,0,3,1,0,0,0,5.0,0,0.0,0
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com.google.javascript.jscomp.RescopeGlobalSymbols,2,6,91,1,7,1,0,0,5,20.0,319,3.752941176470588,0
com.google.javascript.jscomp.RewriteGlobalFunctionStatementsToVarAssignmentsCallback,1,0,11,0,10,2,0,0,1,5.0,30,3.0,0
com.google.javascript.jscomp.RewriteScopeCallback,2,0,32,0,23,7,0,6,1,9.0,91,3.033333333333333,0
com.google.javascript.jscomp.RemoveGlobalVarCallback,2,0,24,0,20,6,0,1,1,8.0,64,2.56,0
com.google.javascript.jscomp.MakeExternsReferenceWindowExplicitly,1,0,15,0,7,2,0,1,1,5.0,32,4.571428571428571,0
com.google.javascript.jscomp.XtbMessageBundle,4,3,49,1,8,0,2,1,4,12.5,95,1.7592592592592593,0
com.google.javascript.jscomp.Handler,11,8,37,1,15,3,0,0,1,14.636363636363637,19,0.6551724137931034,0
com.google.javascript.jscomp.SecureEntityResolver,1,0,1,1,1,0,0,1,1,13.0,32,32.0,0
com.google.javascript.jscomp.CoalesceVariableNames,7,4,159,2,40,16,0,4,5,15.285714285714286,174,1.144736842105263,1
com.google.javascript.jscomp.CombinedLiveRangeChecker,2,2,7,0,5,1,0,2,1,10.5,21,1.9090909090909087,0
com.google.javascript.jscomp.LiveRangeChecker,5,4,27,0,11,3,0,4,1,8.4,10,0.4545454545454545,0
com.google.javascript.jscomp.NameGenerator,4,7,20,0,16,4,0,2,7,13.0,152,3.4545454545454546,0
com.google.javascript.jscomp.CheckPathsBetweenNodes,8,11,41,0,22,7,0,4,7,18.5,221,2.9078947368421053,0
com.google.javascript.jscomp.MethodCompilerPass,5,5,83,1,9,1,0,1,11,14.6,180,2.608695652173913,1
com.google.javascript.jscomp.GetExternMethods,1,0,29,0,24,4,0,1,1,5.0,34,1.4166666666666667,0
com.google.javascript.jscomp.GatherSignatures,2,0,32,0,20,4,0,0,2,13.5,39,1.56,0
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com.google.javascript.jscomp.PropagateReferences,1,0,10,1,8,2,0,3,0,12.0,0,0.0,0
com.google.javascript.jscomp.NameInfo,3,2,1,1,15,4,0,1,3,16.666666666666668,56,3.294117647058824,0
com.google.javascript.jscomp.RemoveUnusedClassProperties,5,4,54,2,16,4,0,3,2,11.6,62,1.319148936170213,0
com.google.javascript.jscomp.VarCheck,6,11,87,1,44,12,0,4,5,17.0,90,1.0714285714285714,1
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com.google.javascript.jscomp.CompilerInput,28,8,111,2,15,3,1,2,15,11.821428571428571,274,2.8842105263157896,0
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com.google.javascript.jscomp.ConvertToDottedProperties,2,1,18,1,13,2,0,0,1,6.0,25,1.6666666666666667,0
com.google.javascript.jscomp.FieldCleanupPass,2,1,23,1,1,0,0,0,3,10.0,264,14.666666666666666,0
com.google.javascript.jscomp.QualifiedNameSearchTraversal,3,2,19,0,9,3,0,1,2,10.333333333333334,216,13.5,0
com.google.javascript.jscomp.DiagnosticGroup,6,4,19,1,6,2,0,2,11,7.833333333333333,127,5.08,0
com.google.javascript.jscomp.SymbolTable,48,11,506,1,39,13,0,9,45,16.895833333333332,1445,2.855731225296443,0
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com.google.javascript.jscomp.PropertyRefCollector,6,1,49,1,20,6,0,5,0,20.166666666666668,0,0.0,0
com.google.javascript.jscomp.ThisRefCollector,4,2,35,1,17,7,0,1,0,7.75,0,0.0,0
com.google.javascript.jscomp.JSDocInfoCollector,2,1,20,0,11,6,0,0,1,9.0,6,0.3333333333333333,0
com.google.javascript.jscomp.PrepareAst,4,2,60,1,14,4,0,0,7,13.0,190,2.878787878787879,1
com.google.javascript.jscomp.PrepareAnnotations,6,0,37,1,7,2,0,1,4,20.0,114,3.6774193548387095,0
com.google.javascript.jscomp.ControlStructureCheck,4,2,16,1,9,2,0,0,2,7.75,20,1.5384615384615383,0
com.google.javascript.jscomp.ClosureRewriteClass,16,7,176,1,39,10,0,6,4,16.25,56,0.3971631205673759,0
com.google.javascript.jscomp.MemberDefinition,0,3,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.ClassDefinition,0,6,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.ReplaceMessagesForChrome,4,0,38,0,18,5,1,2,1,19.25,53,1.65625,0
com.google.javascript.jscomp.ProcessDefines,6,10,129,1,24,7,0,1,21,12.333333333333334,477,3.138157894736842,0
com.google.javascript.jscomp.CollectDefines,8,6,76,1,41,11,0,2,9,16.75,229,2.462365591397849,0
com.google.javascript.jscomp.RefInfo,0,2,0,0,0,0,0,0,1,0.0,14,7.0,0
com.google.javascript.jscomp.DefineInfo,4,5,4,0,2,0,0,1,6,17.25,82,8.2,0
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com.google.javascript.jscomp.RhinoErrorReporter,6,8,37,0,6,2,0,2,2,12.333333333333334,55,1.7741935483870968,0
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com.google.javascript.jscomp.NameReferenceGraph,6,6,58,1,13,4,0,3,10,14.666666666666666,383,4.505882352941176,0
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com.google.javascript.jscomp.UnreachableCodeElimination,4,3,66,2,6,1,0,0,2,7.75,231,3.08,1
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com.google.javascript.jscomp.ReplaceCssNames,2,10,68,1,2,0,0,1,2,12.0,240,3.75,0
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com.google.javascript.jscomp.ExpressionDecomposer,26,6,217,0,33,11,0,4,27,19.0,974,4.407239819004525,0
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com.google.javascript.jscomp.InlineFunctions,19,9,298,1,34,11,0,4,33,20.68421052631579,549,1.5292479108635098,1
com.google.javascript.jscomp.FindCandidateFunctions,4,1,38,1,14,4,0,1,2,15.0,30,0.9090909090909092,0
com.google.javascript.jscomp.CallVisitor,1,3,17,0,22,7,0,0,1,5.0,7,0.28,0
com.google.javascript.jscomp.FindCandidatesReferences,5,0,35,1,17,5,0,3,2,15.0,13,0.2888888888888888,0
com.google.javascript.jscomp.Inline,2,2,17,1,12,4,0,0,2,13.5,13,0.8125,0
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com.google.javascript.jscomp.GlobalNamespace,18,9,210,2,7,1,0,1,42,12.72222222222222,1431,3.222972972972973,1
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com.google.javascript.jscomp.Name,25,16,38,1,29,5,0,6,7,13.4,145,1.1788617886178865,0
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com.google.javascript.jscomp.ClosureOptimizePrimitives,3,1,34,1,17,4,0,3,6,18.0,80,2.2222222222222223,0
com.google.javascript.jscomp.FindObjectCreateCalls,1,1,8,0,5,2,0,0,1,5.0,7,1.4,0
com.google.javascript.jscomp.FunctionTypeBuilder,20,32,228,0,45,14,0,4,27,17.2,672,2.042553191489361,1
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com.google.javascript.jscomp.UnknownFunctionContents,8,1,10,1,1,0,0,1,0,16.875,0,0.0,0
com.google.javascript.jscomp.AstFunctionContents,11,5,20,1,4,1,0,1,0,19.63636363636364,0,0.0,0
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com.google.javascript.jscomp.ProcessCommonJSModules,6,8,115,1,9,1,0,1,11,12.833333333333334,212,2.6835443037974684,1
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com.google.javascript.jscomp.SuffixVarsCallback,1,2,12,0,14,4,0,1,1,5.0,13,0.8666666666666667,0
com.google.javascript.jscomp.SanityCheck,5,4,32,1,12,3,0,2,4,17.0,91,2.935483870967742,0
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com.google.javascript.jscomp.SourceFile,30,7,90,2,29,7,1,5,22,11.133333333333333,473,3.354609929078014,1
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com.google.javascript.jscomp.Compiler,155,54,740,0,71,19,1,6,102,14.870967741935484,1625,1.9162735849056605,1
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com.google.javascript.jscomp.StripCode,2,8,138,1,1,0,0,0,21,13.5,950,5.900621118012422,0
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com.google.javascript.jscomp.TransformAMDToCJSModule,3,6,117,1,1,0,0,1,10,16.0,168,1.6153846153846154,0
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com.google.javascript.jscomp.RenameCallback,1,2,6,0,4,1,0,0,1,5.0,2,0.3333333333333333,0
com.google.javascript.jscomp.PeepholeCollectPropertyAssignments,9,0,96,0,29,9,0,7,1,17.555555555555557,43,0.3257575757575757,0
com.google.javascript.jscomp.CheckProvides,2,4,36,1,1,0,0,0,1,10.0,8,0.1860465116279069,0
com.google.javascript.jscomp.CheckProvidesCallback,3,3,31,0,15,5,0,0,0,12.333333333333334,0,0.0,0
com.google.javascript.jscomp.ScopedAliases,2,11,161,1,21,6,0,0,4,10.0,82,0.5,1
com.google.javascript.jscomp.AliasedNode,1,2,4,1,1,0,0,0,0,10.0,0,0.0,0
com.google.javascript.jscomp.AliasedTypeNode,1,3,8,1,2,0,0,0,0,10.0,0,0.0,0
com.google.javascript.jscomp.Traversal,16,8,118,1,40,14,0,2,2,13.8125,35,0.2671755725190839,0
com.google.javascript.jscomp.JsMessage,14,11,76,0,7,5,0,3,37,8.285714285714286,877,4.022935779816514,0
com.google.javascript.jscomp.PlaceholderReference,7,1,13,1,1,0,0,1,1,7.428571428571429,9,1.125,0
com.google.javascript.jscomp.Builder,15,8,38,0,14,6,0,1,14,11.133333333333333,174,3.702127659574468,0
com.google.javascript.jscomp.Hash,6,2,12,0,70,1,0,2,8,6.166666666666667,316,2.771929824561404,0
com.google.javascript.jscomp.ConcreteType,22,5,188,1,14,4,0,3,69,12.136363636363637,1130,4.934497816593886,0
com.google.javascript.jscomp.TypeFilter,1,1,0,0,0,0,0,0,2,6.0,41,41.0,0
com.google.javascript.jscomp.ConcreteNoneType,4,0,1,0,1,0,0,1,1,9.0,6,1.5,0
com.google.javascript.jscomp.ConcreteFunctionType,14,9,68,0,21,5,0,2,16,12.642857142857142,284,5.071428571428571,0
com.google.javascript.jscomp.ConcreteInstanceType,9,4,23,0,11,3,0,4,11,15.0,169,4.970588235294118,0
com.google.javascript.jscomp.ConcreteUnionType,8,1,39,0,22,5,0,6,2,9.125,48,0.979591836734694,0
com.google.javascript.jscomp.ConcreteAll,4,0,1,0,1,0,0,1,1,8.75,7,1.75,0
com.google.javascript.jscomp.ConcreteUniqueType,3,1,5,0,1,0,0,1,1,7.333333333333333,60,12.0,0
com.google.javascript.jscomp.GatherSideEffectSubexpressionsCallback,7,3,95,1,25,7,0,7,15,17.0,374,3.8958333333333335,0
com.google.javascript.jscomp.GetReplacementSideEffectSubexpressions,5,2,41,1,13,4,0,1,2,26.8,48,1.2972972972972974,0
com.google.javascript.jscomp.NodeIterators,0,0,59,0,0,0,0,0,10,0.0,228,2.85,0
com.google.javascript.jscomp.FunctionlessLocalScope,6,1,29,1,20,5,0,4,5,8.833333333333334,70,2.121212121212121,0
com.google.javascript.jscomp.LocalVarMotion,6,4,36,1,32,10,0,5,4,8.0,136,2.893617021276596,0
com.google.javascript.jscomp.PureFunctionIdentifier,9,8,297,1,41,13,0,7,37,15.444444444444445,652,1.5523809523809524,1
com.google.javascript.jscomp.FunctionAnalyzer,13,1,128,1,50,15,0,4,10,17.384615384615383,153,0.9386503067484664,0
com.google.javascript.jscomp.SideEffectPropagationCallback,1,0,25,1,32,10,0,1,1,12.0,9,0.28125,0
com.google.javascript.jscomp.FunctionInformation,19,12,29,0,19,6,0,1,18,14.789473684210526,167,3.34,0
com.google.javascript.jscomp.Driver,1,3,7,1,14,2,0,0,1,7.0,14,0.8235294117647058,0
com.google.javascript.jscomp.CallGraph,21,9,117,1,23,7,0,3,43,20.666666666666668,1378,6.530805687203792,0
com.google.javascript.jscomp.Function,10,5,17,0,9,2,0,2,9,18.1,181,4.7631578947368425,0
com.google.javascript.jscomp.Callsite,6,5,8,0,9,2,0,2,4,16.166666666666668,162,8.526315789473685,0
com.google.javascript.jscomp.LoggerErrorManager,2,2,18,0,7,3,0,0,3,9.5,45,2.8125,0
com.google.javascript.jscomp.CheckAccessControls,24,20,251,2,37,14,0,5,19,19.041666666666668,488,2.076595744680851,1
com.google.javascript.jscomp.NameAnalyzer,25,17,534,1,63,14,0,9,88,16.8,2034,3.153488372093024,1
com.google.javascript.jscomp.AliasSet,0,1,3,0,0,0,0,0,1,0.0,53,26.5,0
com.google.javascript.jscomp.ReferencePropagationCallback,1,0,1,1,6,1,0,2,1,12.0,5,0.8333333333333334,0
com.google.javascript.jscomp.NameInformation,0,7,0,0,0,0,0,0,8,0.0,81,0.0,0
com.google.javascript.jscomp.JsName,2,6,15,1,12,3,0,1,8,8.5,62,4.769230769230769,0
com.google.javascript.jscomp.JsNameRefNode,2,3,13,1,13,1,0,1,5,5.0,92,5.411764705882353,0
com.google.javascript.jscomp.PrototypeSetNode,1,0,11,0,5,1,0,0,2,6.0,32,4.571428571428571,0
com.google.javascript.jscomp.SpecialReferenceNode,3,2,5,1,1,1,0,1,4,7.333333333333333,28,5.6,0
com.google.javascript.jscomp.ClassDefiningFunctionNode,1,0,12,0,6,1,0,0,2,6.0,34,4.25,0
com.google.javascript.jscomp.InstanceOfCheckNode,1,0,10,0,1,0,0,0,2,6.0,26,6.5,0
com.google.javascript.jscomp.ProcessExternals,1,0,8,0,10,3,0,0,1,5.0,11,1.1,0
com.google.javascript.jscomp.FindDependencyScopes,4,0,41,0,20,7,0,1,2,12.5,150,3.191489361702128,0
com.google.javascript.jscomp.HoistVariableAndFunctionDeclarations,1,0,11,0,8,2,0,0,1,5.0,32,4.0,0
com.google.javascript.jscomp.FindDeclarationsAndSetters,4,0,41,0,30,11,0,2,4,13.75,117,2.294117647058824,0
com.google.javascript.jscomp.FindReferences,9,1,115,1,41,15,0,4,4,16.555555555555557,126,0.9064748201438848,0
com.google.javascript.jscomp.NodeAccumulator,4,0,15,1,7,2,0,1,1,27.0,15,1.3636363636363635,0
com.google.javascript.jscomp.RemoveListener,1,0,2,1,1,0,0,0,0,11.0,0,0.0,0
com.google.javascript.jscomp.PerformanceTracker,9,10,106,0,64,6,0,1,7,15.11111111111111,70,0.4347826086956521,0
com.google.javascript.jscomp.Stats,0,8,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.CmpEntries,1,0,3,1,1,0,0,1,0,7.0,0,0.0,0
com.google.javascript.jscomp.CodeSizeEstimatePrinter,4,5,8,0,11,2,0,2,1,9.75,15,0.5357142857142857,0
com.google.javascript.jscomp.SimpleFunctionAliasAnalysis,4,2,30,0,12,4,0,1,5,14.5,109,3.7586206896551726,0
com.google.javascript.jscomp.CheckMissingGetCssName,6,6,37,1,14,5,0,4,4,14.833333333333334,76,2.303030303030303,0
com.google.javascript.jscomp.ByPart,2,0,2,1,1,0,0,1,0,5.5,0,0.0,0
com.google.javascript.jscomp.ByWhole,2,0,2,1,1,0,0,1,0,5.5,0,0.0,0
com.google.javascript.jscomp.ErrorPass,1,2,3,1,1,0,0,0,1,7.0,8,2.0,0
com.google.javascript.jscomp.SourceInformationAnnotator,2,2,20,0,18,4,0,0,1,10.0,70,3.0434782608695654,0
com.google.javascript.jscomp.MoveFunctionDeclarations,3,2,22,2,12,3,0,1,1,8.666666666666666,66,3.142857142857143,0
com.google.javascript.jscomp.StrictWarningsGuard,2,2,5,0,4,2,0,2,1,8.0,13,2.6,0
com.google.javascript.jscomp.NameReferenceGraphConstruction,7,5,222,1,11,4,0,2,13,17.0,209,0.8326693227091634,0
com.google.javascript.jscomp.Traversal,20,1,202,1,44,12,0,6,8,19.25,130,0.6280193236714976,0
com.google.javascript.jscomp.NameUse,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.ExportTestFunctions,4,4,53,1,7,1,0,1,4,18.75,139,3.3095238095238093,0
com.google.javascript.jscomp.ExportTestFunctionsNodes,2,0,25,0,22,9,0,2,1,13.0,31,1.1923076923076923,0
com.google.javascript.jscomp.AstValidator,64,1,390,1,38,3,0,18,1,17.296875,18,0.0441176470588235,0
com.google.javascript.jscomp.ChainCalls,1,6,45,1,9,1,0,0,4,7.0,39,0.6,0
com.google.javascript.jscomp.GatherFunctions,4,0,17,1,7,2,0,1,1,9.5,7,0.875,0
com.google.javascript.jscomp.GatherCallSites,1,0,23,0,42,14,0,12,1,5.0,19,0.4523809523809524,0
com.google.javascript.jscomp.CallSite,0,5,0,0,0,0,0,0,1,0.0,6,1.2,0
com.google.javascript.jscomp.InlineSimpleMethods,12,2,73,0,10,3,0,4,13,17.0,313,3.771084337349397,0
com.google.javascript.jscomp.InlineTrivialAccessors,1,0,24,0,26,8,0,2,1,5.0,20,0.7692307692307693,0
com.google.javascript.jscomp.MaybeReachingVariableUse,9,2,73,0,46,9,0,7,7,15.555555555555555,349,4.204819277108434,1
com.google.javascript.jscomp.ReachingUses,2,1,5,1,1,0,0,1,2,7.0,130,32.5,0
com.google.javascript.jscomp.ReachingUsesJoinOp,1,0,2,1,4,1,0,1,1,5.0,37,9.25,0
com.google.javascript.jscomp.PeepholeReplaceKnownMethods,17,2,297,0,78,18,0,13,17,19.352941176470587,195,0.4936708860759494,1
com.google.javascript.jscomp.DevirtualizePrototypeMethods,13,2,141,2,36,11,0,12,10,16.923076923076923,398,2.689189189189189,1
com.google.javascript.jscomp.TightenTypes,19,8,530,2,74,12,0,6,53,17.05263157894737,1102,2.010948905109489,0
com.google.javascript.jscomp.ConcreteScope,13,3,31,1,8,2,0,3,8,11.153846153846152,98,3.161290322580645,0
com.google.javascript.jscomp.ConcreteSlot,8,3,10,1,2,0,0,1,5,10.625,57,4.75,0
com.google.javascript.jscomp.Assignment,0,2,2,0,0,0,0,0,1,0.0,12,3.0,0
com.google.javascript.jscomp.VariableAssignAction,1,2,5,1,1,0,0,1,1,14.0,9,1.8,0
com.google.javascript.jscomp.PropertyAssignAction,1,3,11,1,4,1,0,1,2,14.0,51,5.1,0
com.google.javascript.jscomp.FunctionCallBuilder,4,5,2,0,5,1,0,2,3,11.25,39,2.6,0
com.google.javascript.jscomp.ExternFunctionCall,1,3,3,1,1,0,0,1,1,14.0,35,8.75,0
com.google.javascript.jscomp.FunctionCall,1,4,14,1,20,6,0,1,2,14.0,31,1.24,0
com.google.javascript.jscomp.NativeCallFunctionCall,1,3,13,1,7,3,0,1,1,14.0,8,0.7272727272727273,0
com.google.javascript.jscomp.CreateScope,11,2,227,0,87,24,0,4,5,19.454545454545453,78,0.4262295081967213,0
com.google.javascript.jscomp.ConcreteJSTypePair,4,3,8,0,6,2,0,2,1,10.75,22,1.375,0
com.google.javascript.jscomp.CreateSyntheticBlocks,5,8,53,1,8,2,0,2,8,12.4,93,1.55,0
com.google.javascript.jscomp.Marker,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.Callback,1,0,24,0,27,7,0,7,0,5.0,0,0.0,0
com.google.javascript.jscomp.NodeTraversal,36,12,167,0,17,3,0,3,49,12.805555555555555,729,3.796875,1
com.google.javascript.jscomp.AbstractPostOrderCallback,1,0,1,1,1,0,0,1,1,14.0,9,9.0,0
com.google.javascript.jscomp.AbstractScopedCallback,3,0,3,1,1,0,0,1,1,11.0,10,10.0,0
com.google.javascript.jscomp.AbstractShallowCallback,1,0,3,1,1,0,0,1,1,14.0,12,12.0,0
com.google.javascript.jscomp.AbstractShallowStatementCallback,1,0,3,1,1,0,0,1,1,14.0,17,17.0,0
com.google.javascript.jscomp.AbstractNodeTypePruningCallback,1,2,3,1,1,0,0,1,3,14.0,50,12.5,0
com.google.javascript.jscomp.PhaseOptimizer,14,17,67,1,16,4,0,1,19,11.714285714285714,304,2.235294117647059,0
com.google.javascript.jscomp.NamedPass,1,2,7,1,4,0,0,0,1,7.0,4,0.6666666666666666,0
com.google.javascript.jscomp.Loop,5,2,30,1,43,10,0,2,4,12.2,49,0.8032786885245902,0
com.google.javascript.jscomp.ProgressRange,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.CheckMissingReturn,8,5,45,1,13,4,0,5,6,14.125,130,2.888888888888889,0
com.google.javascript.jscomp.CheckDebuggerStatement,2,2,6,1,3,1,0,0,1,6.0,40,8.0,0
com.google.javascript.jscomp.InlineCostEstimator,2,2,11,0,2,0,0,1,5,7.0,71,4.733333333333333,1
com.google.javascript.jscomp.CompiledSizeEstimator,7,4,7,0,5,1,0,1,2,9.857142857142858,37,3.083333333333333,0
com.google.javascript.jscomp.IgnoreCajaProperties,1,2,33,1,1,0,0,0,1,7.0,77,5.133333333333334,0
com.google.javascript.jscomp.Traversal,1,0,32,0,12,2,0,0,0,5.0,0,0.0,0
com.google.javascript.jscomp.AnonymousFunctionNamingCallback,2,1,29,0,13,5,0,0,5,14.5,97,3.730769230769231,0
com.google.javascript.jscomp.AliasStrings,9,11,86,1,29,8,0,3,17,18.444444444444443,451,3.608,0
com.google.javascript.jscomp.StringOccurrence,0,2,0,0,0,0,0,0,1,0.0,12,6.0,0
com.google.javascript.jscomp.StringInfo,2,9,19,0,26,6,0,2,3,19.5,160,4.848484848484849,0
com.google.javascript.jscomp.DisambiguateProperties,10,7,350,1,23,5,0,1,47,17.0,1007,2.352803738317757,1
com.google.javascript.jscomp.Warnings,0,1,1,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.Property,8,6,40,0,20,7,0,2,14,11.875,264,4.47457627118644,0
com.google.javascript.jscomp.AbstractScopingCallback,4,1,11,1,5,1,0,1,2,10.25,18,2.25,0
com.google.javascript.jscomp.FindExternProperties,1,0,15,0,11,3,0,0,1,5.0,23,2.090909090909091,0
com.google.javascript.jscomp.FindRenameableProperties,5,0,64,0,20,7,0,4,4,13.4,85,1.2686567164179106,0
com.google.javascript.jscomp.JSTypeSystem,13,2,104,1,34,11,0,5,1,18.46153846153846,5,0.043859649122807,0
com.google.javascript.jscomp.ConcreteTypeSystem,14,5,70,1,19,7,0,5,2,17.5,38,0.5135135135135135,0
com.google.javascript.jscomp.CollapseAnonymousFunctions,1,1,39,1,1,0,0,0,1,7.0,42,1.2727272727272727,0
com.google.javascript.jscomp.Callback,3,0,35,0,17,4,0,3,0,12.0,0,0.0,0
com.google.javascript.jscomp.WhitelistWarningsGuard,11,3,76,0,12,3,1,2,17,15.363636363636363,326,4.465753424657534,0
com.google.javascript.jscomp.WhitelistBuilder,7,4,34,1,20,6,1,1,6,13.0,65,2.1666666666666665,0
com.google.javascript.jscomp.AstParallelizer,6,7,43,0,18,3,0,4,6,16.666666666666668,250,4.716981132075472,0
com.google.javascript.jscomp.DetachPoint,1,3,10,0,9,2,0,0,1,8.0,62,5.166666666666667,0
com.google.javascript.jscomp.DefinitionsRemover,2,0,77,0,24,8,0,8,18,14.5,245,2.355769230769231,0
com.google.javascript.jscomp.Definition,5,1,5,0,5,1,0,1,5,9.0,108,15.428571428571429,0
com.google.javascript.jscomp.IncompleteDefinition,2,2,9,0,1,0,0,1,1,9.0,12,2.0,0
com.google.javascript.jscomp.UnknownDefinition,1,0,1,0,1,0,0,0,1,13.0,4,2.0,0
com.google.javascript.jscomp.ExternalNameOnlyDefinition,1,0,1,0,1,0,0,0,1,13.0,12,6.0,0
com.google.javascript.jscomp.FunctionArgumentDefinition,1,0,5,0,1,0,0,0,1,13.0,11,2.75,0
com.google.javascript.jscomp.FunctionDefinition,2,1,5,0,1,0,0,1,1,9.0,7,1.4,0
com.google.javascript.jscomp.NamedFunctionDefinition,1,0,2,0,1,0,0,0,1,13.0,12,6.0,0
com.google.javascript.jscomp.FunctionExpressionDefinition,1,0,6,0,1,0,0,0,1,13.0,19,6.333333333333333,0
com.google.javascript.jscomp.AssignmentDefinition,3,1,11,0,2,0,0,1,1,10.333333333333334,6,0.8571428571428571,0
com.google.javascript.jscomp.ObjectLiteralPropertyDefinition,3,3,9,0,3,0,0,1,1,10.333333333333334,12,1.3333333333333333,0
com.google.javascript.jscomp.VarDefinition,3,1,19,0,3,0,0,1,1,10.333333333333334,7,0.7777777777777778,0
com.google.javascript.jscomp.OptimizeArgumentsArray,7,7,61,2,35,10,0,4,5,10.571428571428571,127,1.8405797101449275,0
com.google.javascript.jscomp.VariableNameGenerator,1,2,3,0,3,1,0,1,1,14.0,14,2.8,0
com.google.javascript.jscomp.LinkedFlowScope,17,7,118,1,29,10,0,8,14,13.176470588235292,254,1.6282051282051282,0
com.google.javascript.jscomp.FlowScopeJoinOp,1,0,4,0,6,1,0,2,1,5.0,4,0.6666666666666666,0
com.google.javascript.jscomp.LinkedFlowSlot,0,1,0,0,0,0,0,0,1,0.0,11,5.5,0
com.google.javascript.jscomp.FlatFlowScopeCache,1,4,36,0,5,1,0,2,2,7.0,27,0.7714285714285715,0
com.google.javascript.jscomp.ConstCheck,4,3,36,1,29,8,0,1,4,8.25,46,1.3142857142857145,0
com.google.javascript.jscomp.BasicErrorManager,11,4,24,1,8,3,0,1,4,11.272727272727272,127,1.9242424242424243,0
com.google.javascript.jscomp.LeveledJSErrorComparator,1,2,6,1,40,13,0,13,1,7.0,45,1.125,0
com.google.javascript.jscomp.ErrorWithLevel,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.DeadAssignmentsElimination,10,3,139,2,61,16,0,11,5,18.1,285,1.6964285714285714,1
com.google.javascript.jscomp.Scope,26,7,85,2,9,2,0,3,52,11.692307692307692,802,6.739495798319328,1
com.google.javascript.jscomp.Var,30,9,40,2,4,1,0,2,31,11.066666666666666,371,8.244444444444444,0
com.google.javascript.jscomp.Arguments,2,0,5,0,4,1,0,2,1,7.0,13,2.1666666666666665,0
com.google.javascript.jscomp.PassFactory,4,2,0,0,1,0,0,1,6,10.0,119,23.8,0
com.google.javascript.jscomp.Denormalize,4,1,41,2,33,9,0,4,2,14.0,77,1.7906976744186047,0
com.google.javascript.jscomp.StripConstantAnnotations,2,1,8,1,3,1,0,0,0,6.0,0,0.0,0
com.google.javascript.jscomp.ReferenceCollectingCallback,11,6,151,3,13,4,0,3,41,10.818181818181818,700,3.910614525139665,1
com.google.javascript.jscomp.ReferenceMapWrapper,1,1,2,1,1,0,0,1,0,13.0,0,0.0,0
com.google.javascript.jscomp.ReferenceCollection,12,1,44,1,13,4,0,4,10,20.33333333333333,243,2.963414634146341,0
com.google.javascript.jscomp.Reference,19,6,51,1,4,1,0,2,5,14.526315789473683,62,2.2142857142857144,0
com.google.javascript.jscomp.BasicBlock,3,4,9,0,12,4,0,4,7,16.333333333333332,130,5.909090909090909,0
com.google.javascript.jscomp.NameAnonymousFunctionsMapped,2,9,22,1,5,1,0,1,3,10.5,125,4.62962962962963,0
com.google.javascript.jscomp.MappedFunctionNamer,4,1,14,1,10,3,0,2,1,13.25,44,2.588235294117647,0
com.google.javascript.jscomp.JsMessageVisitor,24,26,230,1,60,13,1,7,27,21.70833333333333,1017,3.619217081850534,0
com.google.javascript.jscomp.MalformedException,1,2,0,0,1,0,0,1,0,7.0,0,0.0,0
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com.google.javascript.jscomp.Parameter,7,4,7,0,1,0,0,1,1,14.428571428571429,15,1.6666666666666667,0
com.google.javascript.jscomp.CodeConsumer,34,3,67,0,25,8,0,1,11,12.205882352941176,252,2.571428571428572,1
com.google.javascript.jscomp.TypedScopeCreator,8,17,749,1,26,5,0,2,48,18.5,1509,2.1965065502183405,1
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com.google.javascript.jscomp.DiscoverEnumsAndTypedefs,2,1,22,0,11,4,0,0,0,10.5,0,0.0,0
com.google.javascript.jscomp.AbstractScopeBuilder,32,7,518,1,46,20,0,9,31,19.0625,1164,2.503225806451613,0
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com.google.javascript.jscomp.StubDeclaration,0,3,0,0,0,0,0,0,1,0.0,7,2.333333333333333,0
com.google.javascript.jscomp.GlobalScopeBuilder,3,0,20,0,14,4,0,2,3,15.0,66,2.869565217391304,0
com.google.javascript.jscomp.LocalScopeBuilder,4,0,51,0,24,11,0,2,6,11.5,79,1.5490196078431373,0
com.google.javascript.jscomp.FirstOrderFunctionAnalyzer,3,2,44,1,26,10,0,2,1,7.333333333333333,22,0.6111111111111112,0
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com.google.javascript.jscomp.ProcessTweaks,6,13,141,1,15,4,0,1,13,23.5,296,1.783132530120482,0
com.google.javascript.jscomp.CollectTweaksResult,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.CollectTweaks,1,2,41,0,44,10,0,4,1,5.0,7,0.1590909090909091,0
com.google.javascript.jscomp.TweakFunctionCall,1,4,2,0,1,0,0,1,1,9.0,10,1.6666666666666667,0
com.google.javascript.jscomp.TweakInfo,8,4,25,0,12,5,0,3,4,17.75,72,2.0,0
com.google.javascript.jscomp.FunctionInjector,18,9,164,0,30,10,0,6,33,20.666666666666668,778,3.26890756302521,1
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com.google.javascript.jscomp.ExpandJqueryAliases,10,9,275,1,53,15,0,4,6,21.7,184,0.8518518518518519,0
com.google.javascript.jscomp.FindCallbackArgumentReferences,4,5,28,1,11,5,0,1,2,8.5,43,1.2285714285714286,0
com.google.javascript.jscomp.ProcessClosurePrimitives,21,23,422,1,53,16,0,5,30,20.19047619047619,559,1.3309523809523809,1
com.google.javascript.jscomp.ProvidedName,13,8,94,0,39,7,0,2,10,16.923076923076923,168,1.6470588235294117,0
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com.google.javascript.jscomp.CheckGlobalThis,4,3,41,1,30,11,0,6,4,13.75,222,4.269230769230769,1
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com.google.javascript.jscomp.FlowSensitiveInlineVariables,6,7,139,2,23,5,0,2,9,9.0,310,1.901840490797546,1
com.google.javascript.jscomp.GatherCandiates,1,0,19,0,18,6,0,4,1,5.0,45,2.5,0
com.google.javascript.jscomp.Candidate,5,6,71,0,50,15,0,17,4,14.0,45,0.5232558139534884,0
com.google.javascript.jscomp.NameAnonymousFunctions,1,5,11,1,2,0,0,0,3,7.0,100,9.090909090909092,0
com.google.javascript.jscomp.AnonymousFunctionNamer,4,1,9,1,4,0,0,1,2,16.0,60,7.5,0
com.google.javascript.jscomp.SimpleRegion,3,3,3,1,1,0,0,1,1,19.0,2,0.3333333333333333,0
com.google.javascript.jscomp.CheckGlobalNames,9,9,85,1,25,9,0,6,5,18.22222222222222,113,1.2696629213483146,0
com.google.javascript.jscomp.InvocationsCallback,2,0,9,0,10,3,0,3,2,5.0,56,5.6,0
com.google.javascript.jscomp.AbstractMessageFormatter,5,3,8,1,4,1,0,3,2,12.4,20,1.5384615384615383,0
com.google.javascript.jscomp.ExtractPrototypeMemberDeclarations,4,3,75,1,14,4,0,0,9,16.75,367,5.097222222222222,0
com.google.javascript.jscomp.GatherExtractionInfo,2,2,10,0,13,4,0,1,2,9.0,30,2.142857142857143,0
com.google.javascript.jscomp.ExtractionInstance,1,3,8,0,1,0,0,1,1,11.0,20,1.4285714285714286,0
com.google.javascript.jscomp.PrototypeMemberDeclaration,2,4,7,0,4,1,0,2,2,14.5,28,3.111111111111111,0
com.google.javascript.jscomp.Result,0,13,0,0,0,0,0,0,1,0.0,2,0.1428571428571428,0
com.google.javascript.jscomp.CodeGenerator,32,8,515,0,409,50,1,4,16,15.0625,291,0.4241982507288629,1
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com.google.javascript.jscomp.Config,0,3,0,0,0,0,0,0,1,0.0,11,5.5,0
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com.google.javascript.jscomp.Location,0,3,0,0,0,0,0,0,1,0.0,8,2.6666666666666665,0
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com.google.javascript.jscomp.CollapseProperties,22,8,291,1,42,11,0,2,23,26.227272727272727,1339,4.433774834437086,1
com.google.javascript.jscomp.FunctionArgumentInjector,11,1,129,0,32,8,0,3,14,21.727272727272727,552,3.3865030674846626,0
com.google.javascript.jscomp.ReferencedAfterSideEffect,6,5,26,2,21,8,0,2,3,9.666666666666666,161,3.3541666666666665,0
com.google.javascript.jscomp.TypeInference,49,9,557,0,69,15,0,3,21,18.897959183673468,658,1.1443478260869566,1
com.google.javascript.jscomp.TemplateTypeReplacer,1,3,3,0,2,1,0,1,0,16.0,0,0.0,0
com.google.javascript.jscomp.BooleanOutcomePair,2,5,2,0,8,2,0,2,3,18.5,65,3.823529411764706,0
com.google.javascript.jscomp.RemoveUnusedPrototypeProperties,4,5,18,1,22,7,0,3,4,20.0,87,1.851063829787234,0
com.google.javascript.jscomp.RecordFunctionInformation,4,4,41,1,10,3,0,2,5,9.5,105,3.5,0
com.google.javascript.jscomp.LightweightMessageFormatter,4,2,52,0,27,8,0,1,3,10.75,56,0.8235294117647058,1
com.google.javascript.jscomp.LineNumberingFormatter,2,0,27,1,31,6,0,4,1,11.0,27,0.84375,0
com.google.javascript.jscomp.RemoveUnusedNames,2,3,14,1,9,3,0,0,3,14.5,37,2.8461538461538463,0
com.google.javascript.jscomp.CodingConventions,1,0,65,0,1,0,0,1,4,10.0,81,0.9310344827586208,0
com.google.javascript.jscomp.Proxy,33,1,66,1,1,0,0,1,1,21.151515151515152,56,1.6470588235294117,0
com.google.javascript.jscomp.DefaultCodingConvention,34,1,64,1,20,7,0,5,1,20.764705882352946,13,0.25,0
com.google.javascript.jscomp.GlobalVarReferenceMap,7,2,71,1,14,3,0,2,9,21.428571428571427,268,3.268292682926829,0
com.google.javascript.jscomp.SourceRefRange,2,3,6,0,1,0,0,1,2,9.5,20,4.0,0
com.google.javascript.jscomp.GlobalVarRefCleanupPass,2,1,5,1,3,1,0,0,1,10.0,30,7.5,0
com.google.javascript.jscomp.InlineObjectLiterals,1,3,174,1,1,0,0,0,10,7.0,233,1.5533333333333332,1
com.google.javascript.jscomp.InliningBehavior,9,1,173,1,44,14,0,8,9,18.666666666666668,197,1.3401360544217686,0
com.google.javascript.jscomp.FunctionToBlockMutator,14,2,131,0,23,6,0,2,15,21.142857142857142,380,2.900763358778626,1
com.google.javascript.jscomp.LabelNameSupplier,1,1,2,1,1,0,0,1,0,3.0,0,0.0,0
com.google.javascript.jscomp.Normalize,5,5,257,1,13,3,0,1,20,21.0,673,2.539622641509434,1
com.google.javascript.jscomp.FindExposeAnnotations,2,1,16,0,8,3,0,1,1,9.5,5,0.5555555555555556,0
com.google.javascript.jscomp.RewriteExposedProperties,1,1,16,0,12,4,0,0,1,5.0,6,0.4615384615384615,0
com.google.javascript.jscomp.PropagateConstantAnnotationsOverVars,2,2,18,1,14,5,0,1,1,6.0,7,0.4117647058823529,0
com.google.javascript.jscomp.VerifyConstants,2,3,28,1,30,8,0,1,1,6.0,12,0.3428571428571428,0
com.google.javascript.jscomp.NormalizeStatements,12,2,118,1,25,7,0,2,10,18.916666666666668,306,2.5081967213114758,0
com.google.javascript.jscomp.DuplicateDeclarationHandler,2,1,48,1,23,7,0,1,3,19.5,161,3.926829268292683,0
com.google.javascript.jscomp.ScopeTicklingCallback,4,0,5,1,1,0,0,1,1,9.5,9,4.5,0
com.google.javascript.jscomp.JSError,16,8,38,0,25,9,0,9,21,8.0,372,6.526315789473684,0
com.google.javascript.jscomp.AliasKeywords,9,11,100,1,8,3,0,3,30,17.77777777777778,673,7.236559139784946,0
com.google.javascript.jscomp.FindAliasableNodes,3,0,11,0,6,2,0,0,3,12.0,36,3.6,0
com.google.javascript.jscomp.AliasSpecification,8,4,14,0,6,2,0,2,9,16.75,190,11.176470588235292,0
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com.google.javascript.jscomp.KeywordAliasSpecification,3,0,13,0,3,0,0,1,1,20.0,9,1.5,0
com.google.javascript.jscomp.VoidKeywordAliasSpecification,4,0,18,0,3,1,0,1,1,16.25,9,1.0,0
com.google.javascript.jscomp.NodeUtil,156,13,882,0,61,17,0,42,141,16.80128205128205,3133,3.074582924435721,1
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com.google.javascript.jscomp.MayBeStringResultPredicate,1,0,2,1,1,0,0,1,0,5.0,0,0.0,0
com.google.javascript.jscomp.VarCollector,1,1,8,1,7,3,0,0,0,5.0,0,0.0,0
com.google.javascript.jscomp.MatchNameNode,1,1,4,1,1,0,0,1,1,5.0,10,5.0,0
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com.google.javascript.jscomp.SourceMap,8,3,42,0,17,5,1,3,4,12.75,49,1.195121951219512,1
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com.google.javascript.jscomp.PropertyInfo,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
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com.google.javascript.jscomp.CompilerOptions,209,167,267,2,15,4,1,1,221,21.406698564593302,2694,6.6683168316831685,1
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com.google.javascript.jscomp.GoogleJsMessageIdGenerator,1,1,15,1,9,3,0,1,6,10.0,186,2.0,0
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com.google.javascript.jscomp.PropertyGatherer,3,0,29,0,10,3,0,1,3,15.666666666666666,139,11.583333333333334,0
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com.google.javascript.jscomp.Symbol,2,9,7,0,4,2,0,0,1,13.5,7,0.7,0
com.google.javascript.jscomp.CheckSuspiciousCode,5,2,30,0,8,1,0,0,1,12.2,32,1.6,0
com.google.javascript.jscomp.PeepholeRemoveDeadCode,28,0,377,0,66,15,0,12,27,16.75,448,1.0666666666666669,0
com.google.javascript.jscomp.InstrumentFunctions,1,10,98,1,18,4,0,1,7,7.0,376,3.547169811320755,0
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com.google.javascript.jscomp.MakeDeclaredNamesUnique,7,3,146,1,19,4,0,2,22,14.285714285714286,342,1.976878612716763,1
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com.google.javascript.jscomp.InlineRenamer,5,4,18,1,7,2,0,2,1,15.8,31,1.7222222222222223,0
com.google.javascript.jscomp.BoilerplateRenamer,1,2,1,0,1,0,0,1,1,13.0,14,4.666666666666667,0
com.google.javascript.jscomp.WhitelistedRenamer,4,2,10,1,3,1,0,1,1,16.5,10,1.25,0
com.google.javascript.jscomp.ReplaceIdGenerators,6,10,132,1,30,6,0,4,2,17.666666666666668,27,0.170886075949367,0
com.google.javascript.jscomp.ObfuscatedNameSuppier,2,3,6,1,4,1,0,1,0,12.0,0,0.0,0
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com.google.javascript.jscomp.StableNameSupplier,2,0,4,1,1,0,0,1,0,12.0,0,0.0,0
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com.google.javascript.jscomp.CommandLineRunner,10,3,158,0,41,7,2,2,8,15.1,381,2.281437125748503,1
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com.google.javascript.jscomp.WarningGuardErrorOptionHandler,0,0,0,0,0,0,0,0,0,0.0,0,0.0,0
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com.google.javascript.jscomp.WarningGuardOffOptionHandler,0,0,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.WarningGuardSetter,3,2,7,1,2,0,1,1,0,9.333333333333334,0,0.0,0
com.google.javascript.jscomp.ExternExportsPass,6,10,163,1,16,5,0,3,21,14.333333333333334,329,2.1933333333333334,0
com.google.javascript.jscomp.Export,11,2,92,0,16,4,0,5,8,19.272727272727277,249,3.1125,0
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com.google.javascript.jscomp.SyntacticScopeCreator,6,7,90,1,28,5,0,5,8,15.666666666666666,127,1.4269662921348314,1
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com.google.javascript.jscomp.ExploitAssigns,6,0,63,0,39,7,0,8,6,16.833333333333332,206,2.575,1
com.google.javascript.jscomp.ClosureCodingConvention,24,4,135,0,28,9,0,7,11,21.125,193,1.331034482758621,1
com.google.javascript.jscomp.AssertInstanceofSpec,1,0,9,0,8,3,0,2,2,15.0,40,4.444444444444445,0
com.google.javascript.jscomp.DependencyOptions,9,5,7,1,3,0,0,1,6,18.22222222222222,350,25.0,0
com.google.javascript.jscomp.TypeValidator,33,17,246,0,30,10,0,5,27,17.424242424242426,1079,5.042056074766355,1
com.google.javascript.jscomp.TypeMismatch,3,3,8,0,4,1,0,2,2,7.333333333333333,55,6.111111111111111,0
com.google.javascript.jscomp.SimpleDefinitionFinder,13,4,138,2,20,7,0,5,10,17.846153846153847,239,1.3976608187134505,0
com.google.javascript.jscomp.DefinitionGatheringCallback,2,1,37,0,44,17,0,1,1,15.0,11,0.2391304347826087,0
com.google.javascript.jscomp.UseSiteGatheringCallback,1,0,10,0,5,1,0,1,0,5.0,0,0.0,0
com.google.javascript.jscomp.JsAst,6,6,30,1,12,1,0,1,1,9.833333333333334,8,0.3076923076923077,1
com.google.javascript.jscomp.RenameProperties,5,14,149,1,41,9,0,1,17,14.6,543,2.8134715025906734,0
com.google.javascript.jscomp.ProcessExterns,1,0,11,0,9,2,0,0,1,5.0,8,0.8888888888888888,0
com.google.javascript.jscomp.ProcessProperties,6,1,73,1,42,11,0,1,4,14.0,81,0.9,0
com.google.javascript.jscomp.Property,0,4,0,0,0,0,0,0,1,0.0,8,8.0,0
com.google.javascript.jscomp.PropertyAffinity,1,1,0,0,1,0,0,0,0,8.0,0,0.0,0
com.google.javascript.jscomp.ant.Warning,4,2,4,0,1,0,0,1,1,8.0,8,2.0,0
com.google.javascript.jscomp.ant.AntErrorManager,2,2,12,0,6,2,0,0,1,9.5,14,1.1666666666666667,0
com.google.javascript.jscomp.ant.CompileTask,35,20,141,0,24,5,0,1,29,15.114285714285714,388,1.9795918367346936,0
com.google.javascript.jscomp.jsonml.SecureCompiler,7,7,27,0,14,3,0,2,6,12.857142857142858,168,3.574468085106383,0
com.google.javascript.jscomp.jsonml.Report,3,3,3,0,1,0,0,1,0,10.666666666666666,0,0.0,0
com.google.javascript.jscomp.jsonml.Writer,40,0,319,0,155,4,0,2,4,13.625,90,0.2184466019417475,0
com.google.javascript.jscomp.jsonml.Validator,50,7,155,0,80,4,0,1,3,16.9,101,0.4410480349344978,0
com.google.javascript.jscomp.jsonml.JsonMLAst,9,6,26,1,17,4,0,3,3,12.11111111111111,75,1.6304347826086956,0
com.google.javascript.jscomp.jsonml.WalkHelper,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.jsonml.Reader,77,7,423,0,107,6,1,4,31,17.5974025974026,502,0.8916518650088809,0
com.google.javascript.jscomp.jsonml.ErrorReporter,4,1,5,0,4,1,1,0,3,6.0,72,9.0,0
com.google.javascript.jscomp.jsonml.JsonMLUtil,5,0,54,0,24,6,1,2,8,11.0,232,2.32,0
com.google.javascript.jscomp.jsonml.JsonMLComparator,6,5,31,0,28,8,0,6,3,12.5,27,0.3857142857142857,0
com.google.javascript.jscomp.jsonml.JsonML,22,3,79,0,34,7,1,1,22,11.272727272727272,349,4.308641975308642,0
com.google.javascript.jscomp.jsonml.JsonMLException,0,1,0,0,0,0,0,0,1,0.0,15,15.0,0
com.google.javascript.jscomp.jsonml.NodeUtil,4,0,13,0,4,0,0,2,5,16.75,94,13.428571428571429,0
com.google.javascript.jscomp.jsonml.JsonMLError,2,5,6,0,1,1,0,1,6,4.0,35,2.9166666666666665,0
com.google.javascript.jscomp.graph.LinkedDirectedGraph,35,3,149,1,11,4,0,3,9,15.771428571428572,125,0.9328358208955224,0
com.google.javascript.jscomp.graph.LinkedDirectedGraphNode,10,3,22,2,1,1,0,1,2,10.0,24,1.7142857142857142,0
com.google.javascript.jscomp.graph.NeighborIterator,3,2,11,1,1,2,0,1,0,5.666666666666667,0,0.0,0
com.google.javascript.jscomp.graph.AnnotatedLinkedDirectedGraphNode,2,1,2,0,1,0,0,1,2,13.0,11,3.6666666666666665,0
com.google.javascript.jscomp.graph.LinkedDirectedGraphEdge,14,3,17,2,1,1,0,1,2,10.0,19,1.1176470588235294,0
com.google.javascript.jscomp.graph.AnnotatedLinkedDirectedGraphEdge,2,1,2,0,1,0,0,1,2,13.0,19,6.333333333333333,0
com.google.javascript.jscomp.graph.DiGraph,15,0,19,0,1,0,0,1,9,18.2,188,94.0,0
com.google.javascript.jscomp.graph.GraphReachability,3,3,20,1,7,2,0,2,3,9.333333333333334,76,4.0,0
com.google.javascript.jscomp.graph.EdgeTuple,0,3,0,0,0,0,0,0,1,0.0,7,2.333333333333333,0
com.google.javascript.jscomp.graph.FixedPointGraphTraversal,4,2,31,0,12,4,0,1,7,15.75,203,10.15,0
com.google.javascript.jscomp.graph.Graph,24,2,55,1,5,1,0,1,29,13.625,706,15.347826086956522,0
com.google.javascript.jscomp.graph.AnnotationState,0,2,0,0,0,0,0,0,1,0.0,16,8.0,0
com.google.javascript.jscomp.graph.GraphAnnotationState,0,1,0,0,0,0,0,0,1,0.0,15,15.0,0
com.google.javascript.jscomp.graph.SimpleSubGraph,2,2,9,1,6,2,0,2,1,11.0,15,1.875,0
com.google.javascript.jscomp.graph.GraphPruner,2,1,38,0,23,9,0,1,1,7.5,89,2.78125,0
com.google.javascript.jscomp.graph.LinkedUndirectedGraph,27,3,114,1,14,5,0,4,5,14.407407407407408,70,0.5555555555555556,0
com.google.javascript.jscomp.graph.LinkedUndirectedGraphNode,9,2,19,2,1,1,0,1,1,12.333333333333334,18,1.0588235294117647,0
com.google.javascript.jscomp.graph.NeighborIterator,3,1,9,1,5,1,0,2,0,5.666666666666667,0,0.0,0
com.google.javascript.jscomp.graph.AnnotatedLinkedUndirectedGraphNode,2,1,2,0,1,0,0,1,1,13.0,6,2.0,0
com.google.javascript.jscomp.graph.LinkedUndirectedGraphEdge,10,3,13,2,1,1,0,1,1,9.4,11,0.8461538461538461,0
com.google.javascript.jscomp.graph.AnnotatedLinkedUndirectedGraphEdge,2,1,2,0,1,0,0,1,1,13.0,5,1.6666666666666667,0
com.google.javascript.jscomp.graph.UndiGraph,4,0,1,0,0,0,0,0,4,23.25,79,0.0,0
com.google.javascript.jscomp.graph.StandardUnionFind,9,2,51,2,14,3,0,7,12,9.88888888888889,257,4.431034482758621,0
com.google.javascript.jscomp.graph.Node,0,4,0,0,0,0,0,0,5,0.0,50,25.0,0
com.google.javascript.jscomp.graph.GraphColoring,3,2,28,0,7,1,0,2,5,11.333333333333334,214,6.294117647058823,0
com.google.javascript.jscomp.graph.Color,2,1,2,1,5,1,0,2,0,7.0,0,0.0,0
com.google.javascript.jscomp.graph.GreedyGraphColoring,1,1,23,0,15,3,0,2,2,5.0,32,1.7777777777777777,0
com.google.javascript.jscomp.regex.CharRanges,18,3,47,0,48,11,0,4,5,8.61111111111111,196,0.9158878504672896,0
com.google.javascript.jscomp.regex.RegExpTree,16,12,445,0,241,49,0,31,24,12.8125,340,0.422360248447205,0
com.google.javascript.jscomp.regex.Parser,9,3,74,0,55,9,0,10,10,12.666666666666666,131,0.5458333333333333,0
com.google.javascript.jscomp.regex.RegExpTreeAtom,4,0,5,0,1,0,0,1,0,13.75,0,0.0,0
com.google.javascript.jscomp.regex.Empty,5,1,3,0,1,0,0,1,0,10.6,0,0.0,0
com.google.javascript.jscomp.regex.Anchor,6,1,6,0,1,0,0,1,0,11.166666666666666,0,0.0,0
com.google.javascript.jscomp.regex.WordBoundary,5,1,6,0,1,0,0,1,0,10.6,0,0.0,0
com.google.javascript.jscomp.regex.BackReference,5,1,7,0,1,0,0,1,0,10.6,0,0.0,0
com.google.javascript.jscomp.regex.Text,7,1,24,0,9,3,0,3,1,12.714285714285714,17,0.5483870967741935,0
com.google.javascript.jscomp.regex.Repetition,12,3,53,0,31,10,0,7,0,12.75,0,0.0,0
com.google.javascript.jscomp.regex.Alternation,9,1,50,0,60,18,0,5,0,12.0,0,0.0,0
com.google.javascript.jscomp.regex.LookaheadAssertion,9,2,18,0,6,2,0,2,0,12.0,0,0.0,0
com.google.javascript.jscomp.regex.CapturingGroup,9,1,16,0,3,0,0,1,0,12.0,0,0.0,0
com.google.javascript.jscomp.regex.Charset,10,2,84,0,25,6,0,4,1,13.2,27,0.380281690140845,0
com.google.javascript.jscomp.regex.DecomposedCharset,6,3,38,0,35,8,0,2,0,11.5,0,0.0,0
com.google.javascript.jscomp.regex.Concatenation,9,1,39,0,43,12,0,7,0,12.0,0,0.0,0
com.google.javascript.jscomp.regex.Simplifier,2,1,10,0,21,6,0,3,0,12.0,0,0.0,0
com.google.javascript.jscomp.regex.CaseCanonicalize,4,4,213,0,11,5,0,3,8,16.25,502,13.210526315789474,0
com.google.javascript.jscomp.regex.DeltaSet,0,2,0,0,0,0,0,0,1,0.0,20,10.0,0
com.google.javascript.jscomp.testing.TestErrorReporter,5,4,9,1,5,1,0,1,3,14.4,53,3.533333333333333,0
com.google.javascript.jscomp.testing.SimpleSourceExcerptProvider,2,1,5,1,1,0,0,1,1,14.0,13,4.333333333333333,0
com.google.javascript.jscomp.webservice.common.Protocol,2,3,17,0,5,1,0,1,14,18.5,219,6.257142857142857,0
com.google.javascript.jscomp.webservice.common.AbstractWebServiceException,3,0,7,0,1,0,0,1,1,12.333333333333334,15,15.0,0
com.google.javascript.jscomp.type.ClosureReverseAbstractInterpreter,2,5,57,0,10,4,0,2,7,28.0,58,1.0175438596491229,1
com.google.javascript.jscomp.type.TypeRestriction,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.type.SemanticReverseAbstractInterpreter,11,5,149,0,73,15,0,22,12,18.545454545454547,253,1.1552511415525115,1
com.google.javascript.jscomp.type.RestrictByTrueInstanceOfResultVisitor,6,1,17,0,7,2,0,3,1,15.166666666666666,3,0.1875,0
com.google.javascript.jscomp.type.RestrictByFalseInstanceOfResultVisitor,3,1,14,0,10,3,0,4,1,14.333333333333334,3,0.1578947368421052,0
com.google.javascript.jscomp.type.ChainableReverseAbstractInterpreter,11,6,114,1,22,6,0,6,22,22.363636363636363,643,3.7823529411764714,1
com.google.javascript.jscomp.type.RestrictByTypeOfResultVisitor,8,0,21,1,10,3,0,2,2,14.5,46,2.3,0
com.google.javascript.jscomp.type.RestrictByTrueTypeOfResultVisitor,8,0,8,0,1,0,0,1,1,14.125,38,4.75,0
com.google.javascript.jscomp.type.RestrictByFalseTypeOfResultVisitor,9,0,14,0,1,0,0,1,1,13.77777777777778,38,4.222222222222222,0
com.google.javascript.jscomp.type.RestrictByOneTypeOfResultVisitor,10,2,29,0,8,4,0,3,4,14.2,71,2.958333333333333,0
com.google.javascript.jscomp.deps.JsFileParser,5,8,32,0,24,7,1,2,11,11.2,245,6.805555555555555,0
com.google.javascript.jscomp.deps.DepsGenerator,19,12,121,0,19,7,1,3,13,18.94736842105263,337,2.982300884955752,0
com.google.javascript.jscomp.deps.JsFileLineParser,6,9,49,0,46,12,1,1,15,12.833333333333334,286,3.7142857142857135,0
com.google.javascript.jscomp.deps.ParseException,1,2,1,0,1,0,0,1,2,7.0,28,9.333333333333334,0
com.google.javascript.jscomp.deps.JsFunctionParser,4,5,24,0,14,4,1,1,9,9.75,117,3.774193548387097,0
com.google.javascript.jscomp.deps.SymbolInfo,0,2,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.deps.PathUtil,6,2,48,0,18,6,0,4,7,13.5,424,9.217391304347826,0
com.google.javascript.jscomp.deps.SimpleDependencyInfo,6,4,13,1,4,1,0,2,6,11.833333333333334,109,8.384615384615385,0
com.google.javascript.jscomp.deps.DepsFileParser,4,5,32,0,15,4,1,1,11,10.5,242,10.083333333333334,0
com.google.javascript.jscomp.deps.SortedDependencies,11,4,97,0,24,7,1,3,7,17.727272727272727,220,2.3655913978494625,0
com.google.javascript.jscomp.deps.CircularDependencyException,0,0,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.deps.MissingProvideException,0,0,0,0,0,0,0,0,0,0.0,0,0.0,0
com.google.javascript.jscomp.parsing.JsDocInfoParser,58,15,776,0,463,96,0,18,54,18.29310344827586,1087,0.98193315266486,1
com.google.javascript.jscomp.parsing.ErrorReporterParser,4,0,12,0,1,0,0,0,0,15.0,0,0.0,0
com.google.javascript.jscomp.parsing.ExtractionInfo,0,2,0,0,0,0,0,0,1,0.0,21,10.5,0
com.google.javascript.jscomp.parsing.ExtendedTypeInfo,0,3,0,0,0,0,0,0,1,0.0,5,1.6666666666666667,0
com.google.javascript.jscomp.parsing.ParserRunner,7,4,41,0,20,1,1,1,2,12.142857142857142,40,0.9090909090909092,0
com.google.javascript.jscomp.parsing.ParseResult,0,2,0,0,0,0,0,0,1,0.0,8,4.0,0
com.google.javascript.jscomp.parsing.JsDocTokenStream,20,19,55,0,92,13,0,23,5,11.35,59,0.2458333333333333,0
com.google.javascript.jscomp.parsing.TypeSafeDispatcher,44,0,57,0,67,9,0,42,1,19.204545454545453,51,0.7611940298507462,0
com.google.javascript.jscomp.parsing.IRFactory,29,19,541,0,88,4,0,86,8,15.586206896551724,224,0.4202626641651032,1
com.google.javascript.jscomp.parsing.TransformDispatcher,56,0,416,0,36,9,0,2,4,18.589285714285715,136,0.4548494983277591,0
com.google.javascript.jscomp.parsing.Config,1,6,6,0,7,2,0,1,9,20.0,78,6.0,0
com.google.javascript.jscomp.parsing.NullErrorReporter,4,0,4,0,1,0,0,1,1,8.5,11,2.2,0
com.google.javascript.jscomp.parsing.NewRhinoNullReporter,3,0,3,1,1,0,0,1,0,8.0,0,0.0,0
com.google.javascript.jscomp.parsing.OldRhinoNullReporter,0,0,0,1,0,0,0,0,0,0.0,0,0.0,0
1 class_name MTH FLD RFC INT SZ CPX EX RET BCM NML WRD DCM buggy
2 com.google.javascript.jscomp.PeepholeSimplifyRegExp 1 0 29 0 18 8 0 2 1 15.0 12 0.6666666666666666 0
3 com.google.javascript.jscomp.MinimizeExitPoints 6 1 91 1 49 14 0 4 5 13.833333333333334 324 2.8672566371681416 1
4 com.google.javascript.jscomp.RenameLabels 1 3 51 1 1 0 0 0 8 7.0 336 6.588235294117647 1
5 com.google.javascript.jscomp.DefaultNameSupplier 1 1 2 1 1 0 0 1 0 3.0 0 0.0 0
6 com.google.javascript.jscomp.ProcessLabels 8 2 52 1 15 3 0 1 7 11.5 121 2.75 0
7 com.google.javascript.jscomp.LabelInfo 0 2 0 0 0 0 0 0 0 0.0 0 0.0 0
8 com.google.javascript.jscomp.LabelNamespace 0 1 0 0 0 0 0 0 0 0.0 0 0.0 0
9 com.google.javascript.jscomp.JsMessageExtractor 2 3 19 0 12 3 1 1 5 15.0 149 6.7727272727272725 0
10 com.google.javascript.jscomp.ExtractMessagesVisitor 2 1 4 0 3 1 0 1 2 13.5 18 3.6 0
11 com.google.javascript.jscomp.Tracer 25 16 177 0 17 4 0 3 70 16.8 2019 7.315217391304348 0
12 com.google.javascript.jscomp.Stat 4 4 0 0 1 1 0 1 5 11.5 65 16.25 0
13 com.google.javascript.jscomp.Event 2 2 25 0 27 4 0 1 2 8.5 64 2.1333333333333333 0
14 com.google.javascript.jscomp.ThreadTrace 9 8 74 0 54 16 0 1 15 11.22222222222222 164 1.5185185185185186 0
15 com.google.javascript.jscomp.AtomicTracerStatMap 2 1 4 0 13 4 0 1 3 8.5 53 3.7857142857142856 0
16 com.google.javascript.jscomp.VerboseMessageFormatter 3 0 12 0 4 4 0 1 1 10.0 16 2.2857142857142856 0
17 com.google.javascript.jscomp.DiagnosticType 9 5 15 2 1 0 0 1 11 6.777777777777778 151 11.615384615384617 0
18 com.google.javascript.jscomp.StrictModeCheck 9 13 107 1 20 7 0 3 11 11.88888888888889 128 1.1962616822429906 0
19 com.google.javascript.jscomp.NonExternChecks 3 0 20 0 11 4 0 0 3 11.333333333333334 18 0.8181818181818182 0
20 com.google.javascript.jscomp.JSModule 26 6 87 2 8 3 1 2 28 11.884615384615383 342 4.56 0
21 com.google.javascript.jscomp.JsMessageDefinition 3 3 0 0 1 0 0 1 2 16.333333333333332 121 20.166666666666668 0
22 com.google.javascript.jscomp.LiveVariablesAnalysis 10 4 94 0 54 11 0 8 5 16.1 272 2.693069306930693 1
23 com.google.javascript.jscomp.LiveVariableJoinOp 1 0 5 1 4 1 0 1 0 5.0 0 0.0 0
24 com.google.javascript.jscomp.LiveVariableLattice 5 1 14 1 2 0 0 1 2 6.8 46 4.6 0
25 com.google.javascript.jscomp.StatementFusion 6 0 47 0 16 4 0 7 1 23.83333333333333 69 1.4680851063829787 0
26 com.google.javascript.jscomp.VariableVisibilityAnalysis 3 2 20 1 19 5 0 1 9 15.666666666666666 234 9.75 0
27 com.google.javascript.jscomp.FunctionRewriter 3 2 92 1 19 6 0 1 22 17.333333333333332 483 3.803149606299213 1
28 com.google.javascript.jscomp.Reduction 2 3 4 0 2 0 0 1 3 10.0 27 4.5 0
29 com.google.javascript.jscomp.ReductionGatherer 2 2 4 1 7 2 0 2 2 9.5 43 4.777777777777778 0
30 com.google.javascript.jscomp.Reducer 3 0 6 0 5 1 0 1 4 11.333333333333334 57 11.4 0
31 com.google.javascript.jscomp.EmptyFunctionReducer 2 2 4 0 5 1 0 2 1 10.5 27 4.5 0
32 com.google.javascript.jscomp.SingleReturnStatementReducer 1 0 5 0 7 2 0 3 2 26.0 28 4.0 0
33 com.google.javascript.jscomp.IdentityReducer 3 2 13 0 8 2 0 3 2 13.0 47 2.9375 0
34 com.google.javascript.jscomp.ReturnConstantReducer 3 2 7 0 8 2 0 3 2 11.0 58 4.461538461538462 0
35 com.google.javascript.jscomp.GetterReducer 3 2 13 0 11 3 0 3 2 13.0 62 3.875 0
36 com.google.javascript.jscomp.SetterReducer 3 2 26 0 15 5 0 5 2 13.0 63 2.333333333333333 0
37 com.google.javascript.jscomp.CheckUnreachableCode 5 3 24 1 8 2 0 2 1 9.4 12 0.5714285714285714 0
38 com.google.javascript.jscomp.ReachablePredicate 1 0 5 1 9 3 0 3 0 5.0 0 0.0 0
39 com.google.javascript.jscomp.DataFlowAnalysis 13 4 153 0 29 9 0 2 21 11.461538461538462 1031 7.20979020979021 0
40 com.google.javascript.jscomp.FlowState 6 2 8 1 2 0 0 1 2 6.333333333333333 31 2.583333333333333 0
41 com.google.javascript.jscomp.MaxIterationsExceededException 0 1 0 0 0 0 0 0 1 0.0 39 39.0 0
42 com.google.javascript.jscomp.BranchedForwardDataFlowAnalysis 6 0 46 0 10 3 0 2 2 12.166666666666666 80 2.6666666666666665 0
43 com.google.javascript.jscomp.BranchedFlowState 6 2 9 1 5 1 0 1 2 6.333333333333333 31 2.066666666666667 0
44 com.google.javascript.jscomp.RemoveUnusedVars 13 13 295 2 61 16 0 4 32 18.153846153846157 909 2.6045845272206303 1
45 com.google.javascript.jscomp.CallSiteOptimizer 11 4 86 0 20 6 0 4 10 20.90909090909091 202 1.9803921568627447 0
46 com.google.javascript.jscomp.Continuation 1 2 5 0 7 2 0 0 1 5.0 30 3.333333333333333 0
47 com.google.javascript.jscomp.Assign 2 5 36 0 15 4 0 2 2 11.5 25 0.7575757575757576 0
48 com.google.javascript.jscomp.CollapseVariableDeclarations 3 3 70 1 23 5 0 1 9 12.333333333333334 221 3.112676056338028 1
49 com.google.javascript.jscomp.Collapse 0 3 0 0 0 0 0 0 4 0.0 37 12.333333333333334 0
50 com.google.javascript.jscomp.GatherCollapses 3 1 36 0 23 7 0 3 1 12.333333333333334 38 1.0857142857142856 0
51 com.google.javascript.jscomp.RemoveTryCatch 1 2 23 1 1 0 0 0 2 7.0 31 0.9117647058823528 0
52 com.google.javascript.jscomp.RemoveTryCatchCode 1 0 22 0 31 8 0 2 0 5.0 0 0.0 0
53 com.google.javascript.jscomp.DiagnosticGroups 7 35 44 0 2 0 0 1 4 14.714285714285714 35 3.1818181818181817 1
54 com.google.javascript.jscomp.ObjectPropertyStringPreprocess 2 6 53 1 5 1 0 0 1 13.5 47 1.3428571428571427 0
55 com.google.javascript.jscomp.Callback 1 0 41 0 27 6 0 6 0 5.0 0 0.0 0
56 com.google.javascript.jscomp.CheckSideEffects 5 6 58 1 24 8 0 4 3 10.4 75 1.3636363636363635 1
57 com.google.javascript.jscomp.StripProtection 2 1 11 1 6 2 0 0 1 6.0 5 0.625 0
58 com.google.javascript.jscomp.BinaryJoinOp 3 0 14 1 9 2 0 3 3 8.333333333333334 77 5.923076923076923 0
59 com.google.javascript.jscomp.FindExportableNodes 2 3 27 0 24 6 0 1 3 7.5 84 2.5454545454545454 0
60 com.google.javascript.jscomp.GenerateNodeContext 3 3 3 0 1 0 0 1 1 11.333333333333334 11 1.8333333333333333 0
61 com.google.javascript.jscomp.PeepholeOptimizationsPass 10 4 39 1 13 3 0 2 3 11.3 55 0.7638888888888888 1
62 com.google.javascript.jscomp.ScopeState 1 2 1 0 2 0 0 0 0 5.0 0 0.0 0
63 com.google.javascript.jscomp.StateStack 3 2 7 0 6 1 0 1 0 3.6666666666666665 0 0.0 0
64 com.google.javascript.jscomp.PeepholeChangeHandler 1 0 2 1 1 0 0 0 0 12.0 0 0.0 0
65 com.google.javascript.jscomp.JvmMetrics 10 4 137 0 30 8 0 4 1 18.3 28 0.2074074074074074 0
66 com.google.javascript.jscomp.ByPathWarningsGuard 4 5 7 0 9 3 0 2 4 8.25 177 9.833333333333334 0
67 com.google.javascript.jscomp.DefaultPassConfig 20 120 341 0 170 51 0 3 119 19.15 964 1.5777414075286416 0
68 com.google.javascript.jscomp.GlobalTypeResolver 2 1 7 1 5 1 0 0 1 10.0 10 1.4285714285714286 0
69 com.google.javascript.jscomp.ClearTypedScope 1 0 2 1 1 0 0 0 1 7.0 8 8.0 0
70 com.google.javascript.jscomp.HotSwapPassFactory 2 0 1 0 1 0 0 1 1 10.0 10 5.0 0
71 com.google.javascript.jscomp.FunctionNames 4 4 23 2 13 3 0 2 1 13.5 75 2.027027027027027 0
72 com.google.javascript.jscomp.FunctionRecord 0 4 0 1 0 0 0 0 0 0.0 0 0.0 0
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725 com.google.javascript.jscomp.deps.JsFileLineParser 6 9 49 0 46 12 1 1 15 12.833333333333334 286 3.7142857142857135 0
726 com.google.javascript.jscomp.deps.ParseException 1 2 1 0 1 0 0 1 2 7.0 28 9.333333333333334 0
727 com.google.javascript.jscomp.deps.JsFunctionParser 4 5 24 0 14 4 1 1 9 9.75 117 3.774193548387097 0
728 com.google.javascript.jscomp.deps.SymbolInfo 0 2 0 0 0 0 0 0 0 0.0 0 0.0 0
729 com.google.javascript.jscomp.deps.PathUtil 6 2 48 0 18 6 0 4 7 13.5 424 9.217391304347826 0
730 com.google.javascript.jscomp.deps.SimpleDependencyInfo 6 4 13 1 4 1 0 2 6 11.833333333333334 109 8.384615384615385 0
731 com.google.javascript.jscomp.deps.DepsFileParser 4 5 32 0 15 4 1 1 11 10.5 242 10.083333333333334 0
732 com.google.javascript.jscomp.deps.SortedDependencies 11 4 97 0 24 7 1 3 7 17.727272727272727 220 2.3655913978494625 0
733 com.google.javascript.jscomp.deps.CircularDependencyException 0 0 0 0 0 0 0 0 0 0.0 0 0.0 0
734 com.google.javascript.jscomp.deps.MissingProvideException 0 0 0 0 0 0 0 0 0 0.0 0 0.0 0
735 com.google.javascript.jscomp.parsing.JsDocInfoParser 58 15 776 0 463 96 0 18 54 18.29310344827586 1087 0.98193315266486 1
736 com.google.javascript.jscomp.parsing.ErrorReporterParser 4 0 12 0 1 0 0 0 0 15.0 0 0.0 0
737 com.google.javascript.jscomp.parsing.ExtractionInfo 0 2 0 0 0 0 0 0 1 0.0 21 10.5 0
738 com.google.javascript.jscomp.parsing.ExtendedTypeInfo 0 3 0 0 0 0 0 0 1 0.0 5 1.6666666666666667 0
739 com.google.javascript.jscomp.parsing.ParserRunner 7 4 41 0 20 1 1 1 2 12.142857142857142 40 0.9090909090909092 0
740 com.google.javascript.jscomp.parsing.ParseResult 0 2 0 0 0 0 0 0 1 0.0 8 4.0 0
741 com.google.javascript.jscomp.parsing.JsDocTokenStream 20 19 55 0 92 13 0 23 5 11.35 59 0.2458333333333333 0
742 com.google.javascript.jscomp.parsing.TypeSafeDispatcher 44 0 57 0 67 9 0 42 1 19.204545454545453 51 0.7611940298507462 0
743 com.google.javascript.jscomp.parsing.IRFactory 29 19 541 0 88 4 0 86 8 15.586206896551724 224 0.4202626641651032 1
744 com.google.javascript.jscomp.parsing.TransformDispatcher 56 0 416 0 36 9 0 2 4 18.589285714285715 136 0.4548494983277591 0
745 com.google.javascript.jscomp.parsing.Config 1 6 6 0 7 2 0 1 9 20.0 78 6.0 0
746 com.google.javascript.jscomp.parsing.NullErrorReporter 4 0 4 0 1 0 0 1 1 8.5 11 2.2 0
747 com.google.javascript.jscomp.parsing.NewRhinoNullReporter 3 0 3 1 1 0 0 1 0 8.0 0 0.0 0
748 com.google.javascript.jscomp.parsing.OldRhinoNullReporter 0 0 0 1 0 0 0 0 0 0.0 0 0.0 0

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mean_fit_time,std_fit_time,mean_score_time,std_score_time,params,split0_test_precision,split1_test_precision,split2_test_precision,split3_test_precision,split4_test_precision,mean_test_precision,std_test_precision,rank_test_precision,split0_test_recall,split1_test_recall,split2_test_recall,split3_test_recall,split4_test_recall,mean_test_recall,std_test_recall,rank_test_recall,split0_test_f1,split1_test_f1,split2_test_f1,split3_test_f1,split4_test_f1,mean_test_f1,std_test_f1,rank_test_f1,classifier,param_gamma,param_kernel,param_criterion,param_splitter,param_class_weight,param_max_features,param_activation,param_hidden_layer_sizes,param_learning_rate,param_max_iter,param_solver
0.0014309406280517579,8.771385502315066e-05,0.003767251968383789,0.0002374627982662787,{},0.42857142857142855,0.4375,0.75,0.35,0.6923076923076923,0.5316758241758242,0.15872854195194258,1,0.4,0.4666666666666667,0.6,0.4666666666666667,0.6,0.5066666666666667,0.07999999999999999,1,0.4137931034482759,0.45161290322580644,0.6666666666666665,0.4,0.6428571428571429,0.5149859632395783,0.11561659545178514,1,GaussianNB,,,,,,,,,,,
0.013410377502441406,0.0038895336347533663,0.006577539443969727,0.0046554010772050045,"{'gamma': 'scale', 'kernel': 'linear'}",0.5,0.7142857142857143,1.0,0.75,0.7142857142857143,0.7357142857142858,0.1590789817951435,1,0.13333333333333333,0.3333333333333333,0.2,0.2,0.3333333333333333,0.24,0.07999999999999999,3,0.2105263157894737,0.4545454545454545,0.33333333333333337,0.31578947368421056,0.4545454545454545,0.35374800637958537,0.09240163726792185,1,SVC,scale,linear,,,,,,,,,
0.007567024230957032,0.00201509035866784,0.005216360092163086,0.0012099094702360562,"{'gamma': 'scale', 'kernel': 'poly'}",0.3333333333333333,0.6,1.0,0.3333333333333333,0.5714285714285714,0.5676190476190476,0.24404750290357283,3,0.13333333333333333,0.2,0.13333333333333333,0.2,0.26666666666666666,0.18666666666666668,0.049888765156985884,5,0.19047619047619044,0.3,0.23529411764705882,0.25,0.36363636363636365,0.2678813343519225,0.059285511595118995,5,SVC,scale,poly,,,,,,,,,
0.009118747711181641,0.003415319818458478,0.01780810356140137,0.005878203761039946,"{'gamma': 'scale', 'kernel': 'rbf'}",0.3333333333333333,0.75,1.0,0.0,0.5,0.5166666666666666,0.34318767136623335,6,0.06666666666666667,0.2,0.13333333333333333,0.0,0.13333333333333333,0.10666666666666666,0.0679869268479038,7,0.1111111111111111,0.31578947368421056,0.23529411764705882,0.0,0.2105263157894737,0.17454420364637083,0.10901828012637575,8,SVC,scale,rbf,,,,,,,,,
0.005979728698730469,0.002864937402763699,0.009497642517089844,0.006080379058094698,"{'gamma': 'scale', 'kernel': 'sigmoid'}",0.4,0.26666666666666666,1.0,0.3333333333333333,0.5454545454545454,0.509090909090909,0.26224992460788454,7,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.4,0.29333333333333333,0.053333333333333344,1,0.32,0.26666666666666666,0.4210526315789474,0.2962962962962963,0.4615384615384615,0.35311081121607435,0.07505924508078918,3,SVC,scale,sigmoid,,,,,,,,,
0.014951944351196289,0.010049275379925579,0.010760307312011719,0.005930325113236969,"{'gamma': 'auto', 'kernel': 'linear'}",0.5,0.7142857142857143,1.0,0.75,0.7142857142857143,0.7357142857142858,0.1590789817951435,1,0.13333333333333333,0.3333333333333333,0.2,0.2,0.3333333333333333,0.24,0.07999999999999999,3,0.2105263157894737,0.4545454545454545,0.33333333333333337,0.31578947368421056,0.4545454545454545,0.35374800637958537,0.09240163726792185,1,SVC,auto,linear,,,,,,,,,
0.005137157440185547,0.000312547657671865,0.015316009521484375,0.0018488860569328789,"{'gamma': 'auto', 'kernel': 'poly'}",0.3333333333333333,0.6,1.0,0.3333333333333333,0.5714285714285714,0.5676190476190476,0.24404750290357283,3,0.13333333333333333,0.2,0.13333333333333333,0.2,0.26666666666666666,0.18666666666666668,0.049888765156985884,5,0.19047619047619044,0.3,0.23529411764705882,0.25,0.36363636363636365,0.2678813343519225,0.059285511595118995,5,SVC,auto,poly,,,,,,,,,
0.005347394943237304,7.932879423658477e-05,0.01772475242614746,0.0033416905903552244,"{'gamma': 'auto', 'kernel': 'rbf'}",0.5,0.75,1.0,0.0,0.5,0.55,0.33166247903554,5,0.06666666666666667,0.2,0.13333333333333333,0.0,0.13333333333333333,0.10666666666666666,0.0679869268479038,7,0.11764705882352941,0.31578947368421056,0.23529411764705882,0.0,0.2105263157894737,0.17585139318885448,0.10828657455702378,7,SVC,auto,rbf,,,,,,,,,
0.003673839569091797,0.00014327440324428154,0.0039015293121337892,7.484025657166712e-05,"{'gamma': 'auto', 'kernel': 'sigmoid'}",0.36363636363636365,0.26666666666666666,1.0,0.36363636363636365,0.5454545454545454,0.5078787878787879,0.26206497907937154,8,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.4,0.29333333333333333,0.053333333333333344,1,0.30769230769230765,0.26666666666666666,0.4210526315789474,0.30769230769230765,0.4615384615384615,0.35292847503373814,0.07479405207340159,4,SVC,auto,sigmoid,,,,,,,,,
0.0027150630950927733,0.0007055931913522471,0.006283473968505859,0.0022068219824869662,"{'criterion': 'gini', 'splitter': 'best'}",0.3333333333333333,0.4444444444444444,0.5333333333333333,0.4,0.42105263157894735,0.4264327485380116,0.06503428816282626,2,0.3333333333333333,0.5333333333333333,0.5333333333333333,0.5333333333333333,0.5333333333333333,0.4933333333333333,0.08,1,0.3333333333333333,0.4848484848484848,0.5333333333333333,0.4571428571428572,0.47058823529411764,0.4558492487904253,0.06644365994648156,2,DecisionTreeClassifier,,,gini,best,,,,,,,
0.0018661022186279297,0.0014690417480036346,0.0035379409790039064,0.0002686332034485264,"{'criterion': 'gini', 'splitter': 'random'}",0.2,0.4444444444444444,0.45454545454545453,0.25,0.4666666666666667,0.36313131313131314,0.1141038643875689,4,0.26666666666666666,0.5333333333333333,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.3866666666666666,0.09797958971132713,4,0.2285714285714286,0.4848484848484848,0.3846153846153846,0.28571428571428575,0.4666666666666667,0.3700832500832501,0.09985420990623328,4,DecisionTreeClassifier,,,gini,random,,,,,,,
0.002201080322265625,7.900344179288637e-05,0.0035123825073242188,0.00018479756240858062,"{'criterion': 'entropy', 'splitter': 'best'}",0.23529411764705882,0.47058823529411764,0.5454545454545454,0.3157894736842105,0.5333333333333333,0.4200919410826531,0.12338436811428186,3,0.26666666666666666,0.5333333333333333,0.4,0.4,0.5333333333333333,0.42666666666666664,0.09977753031397177,3,0.25,0.5,0.4615384615384615,0.35294117647058826,0.5333333333333333,0.41956259426847664,0.10427446228651158,3,DecisionTreeClassifier,,,entropy,best,,,,,,,
0.0010622024536132812,2.475120176261585e-05,0.00341181755065918,9.872284332352268e-05,"{'criterion': 'entropy', 'splitter': 'random'}",0.47058823529411764,0.4375,0.6,0.45,0.42857142857142855,0.4773319327731092,0.06293510365515659,1,0.5333333333333333,0.4666666666666667,0.4,0.6,0.4,0.48,0.07774602526460399,2,0.5,0.45161290322580644,0.48,0.5142857142857143,0.4137931034482759,0.4719383441919593,0.035887990042695855,1,DecisionTreeClassifier,,,entropy,random,,,,,,,
0.2518955707550049,0.05716943392832697,0.026599550247192384,0.00390333545512048,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'}",0.5454545454545454,0.5,0.7142857142857143,0.4,0.8571428571428571,0.6033766233766233,0.16254345397697206,7,0.4,0.3333333333333333,0.3333333333333333,0.26666666666666666,0.4,0.3466666666666667,0.0498887651569859,3,0.4615384615384615,0.4,0.4545454545454545,0.32,0.5454545454545455,0.4363076923076924,0.07446874653158746,6,RandomForestClassifier,,,gini,,balanced,sqrt,,,,,
0.34371132850646974,0.050791376043295984,0.027193450927734376,0.00532300581904313,"{'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'log2'}",0.5454545454545454,0.5,0.8333333333333334,0.5,0.7142857142857143,0.6186147186147186,0.13322787756343257,6,0.4,0.3333333333333333,0.3333333333333333,0.4,0.3333333333333333,0.36,0.03265986323710906,1,0.4615384615384615,0.4,0.47619047619047616,0.4444444444444445,0.4545454545454545,0.44734376734376735,0.025827600092513142,2,RandomForestClassifier,,,gini,,balanced,log2,,,,,
0.3727288246154785,0.03031534072438747,0.026321029663085936,0.0037617707062098625,"{'class_weight': 'balanced', 'criterion': 'entropy', 'max_features': 'sqrt'}",0.6,0.45454545454545453,0.8,0.5555555555555556,0.75,0.6320202020202019,0.1268903989656357,5,0.4,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.3466666666666667,0.0498887651569859,3,0.48,0.3846153846153846,0.4,0.4166666666666667,0.5217391304347827,0.4406042363433668,0.051944893882242965,4,RandomForestClassifier,,,entropy,,balanced,sqrt,,,,,
0.3756412029266357,0.011375578551937972,0.02838597297668457,0.00493367470043015,"{'class_weight': 'balanced', 'criterion': 'entropy', 'max_features': 'log2'}",0.5454545454545454,0.45454545454545453,1.0,0.5,0.7142857142857143,0.6428571428571429,0.19900240321431642,4,0.4,0.3333333333333333,0.26666666666666666,0.26666666666666666,0.3333333333333333,0.31999999999999995,0.04988876515698589,8,0.4615384615384615,0.3846153846153846,0.4210526315789474,0.3478260869565218,0.4545454545454545,0.4139156038469539,0.04288586153306008,8,RandomForestClassifier,,,entropy,,balanced,log2,,,,,
0.4055354118347168,0.021674138418711433,0.02456965446472168,0.0036741386647616745,"{'class_weight': 'balanced_subsample', 'criterion': 'gini', 'max_features': 'sqrt'}",0.6,0.5454545454545454,1.0,0.4444444444444444,0.7142857142857143,0.6608369408369409,0.19064537503625759,3,0.4,0.4,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.3466666666666666,0.0498887651569859,5,0.48,0.4615384615384615,0.5,0.33333333333333337,0.4545454545454545,0.44588344988344986,0.058446862086001,3,RandomForestClassifier,,,gini,,balanced_subsample,sqrt,,,,,
0.3828593254089355,0.00614570516580293,0.024838876724243165,0.004373295985485109,"{'class_weight': 'balanced_subsample', 'criterion': 'gini', 'max_features': 'log2'}",0.5454545454545454,0.4444444444444444,0.6666666666666666,0.5,0.8333333333333334,0.5979797979797981,0.1385938095902155,8,0.4,0.26666666666666666,0.26666666666666666,0.4666666666666667,0.3333333333333333,0.3466666666666666,0.07774602526460402,5,0.4615384615384615,0.33333333333333337,0.3809523809523809,0.4827586206896552,0.47619047619047616,0.42695465454086146,0.0593556222069118,7,RandomForestClassifier,,,gini,,balanced_subsample,log2,,,,,
0.3809805393218994,0.010355070894992274,0.02151346206665039,0.007062834582933525,"{'class_weight': 'balanced_subsample', 'criterion': 'entropy', 'max_features': 'sqrt'}",0.6,0.5454545454545454,0.8,0.5454545454545454,0.8333333333333334,0.6648484848484849,0.1259906565836246,2,0.4,0.4,0.26666666666666666,0.4,0.3333333333333333,0.36,0.053333333333333344,1,0.48,0.4615384615384615,0.4,0.4615384615384615,0.47619047619047616,0.4558534798534798,0.02891676710995728,1,RandomForestClassifier,,,entropy,,balanced_subsample,sqrt,,,,,
0.2878610134124756,0.017216781861328703,0.012008190155029297,0.0010591765917863823,"{'class_weight': 'balanced_subsample', 'criterion': 'entropy', 'max_features': 'log2'}",0.6,0.5454545454545454,0.8,0.6,0.8571428571428571,0.6805194805194805,0.12383918755832264,1,0.4,0.4,0.26666666666666666,0.2,0.4,0.3333333333333333,0.08432740427115679,7,0.48,0.4615384615384615,0.4,0.3,0.5454545454545455,0.4373986013986014,0.08288634400074817,5,RandomForestClassifier,,,entropy,,balanced_subsample,log2,,,,,
0.0085601806640625,0.0009963373727282713,0.002940464019775391,4.886950475465252e-05,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(10,)",constant,10000,lbfgs
0.3177128791809082,0.08811210790998089,0.0035333156585693358,0.00047752262913897266,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.5,0.6666666666666666,0.7142857142857143,0.6666666666666666,0.75,0.6595238095238095,0.08571428571428572,29,0.2,0.4,0.3333333333333333,0.26666666666666666,0.4,0.32,0.07774602526460402,63,0.28571428571428575,0.5,0.4545454545454545,0.3809523809523809,0.5217391304347827,0.42859025032938075,0.08617731337455714,50,MLPClassifier,,,,,,,identity,"(10,)",constant,10000,sgd
0.3980771541595459,0.05807813441167388,0.003406047821044922,0.00050954692443457,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.6666666666666666,1.0,0.5,0.7777777777777778,0.6888888888888889,0.187905939169864,20,0.13333333333333333,0.4,0.3333333333333333,0.2,0.4666666666666667,0.30666666666666664,0.12364824660660939,80,0.2105263157894737,0.5,0.5,0.28571428571428575,0.5833333333333334,0.41591478696741857,0.14234198986112687,62,MLPClassifier,,,,,,,identity,"(10,)",constant,10000,adam
0.018405055999755858,0.004331564623934776,0.007030677795410156,0.004920628511126134,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(10,)",invscaling,10000,lbfgs
0.80448317527771,1.3331382129218834,0.005522012710571289,0.004715047011652423,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.14516129032258066,0.08823529411764706,0.0625,0.3157894736842105,0.5238095238095238,0.22709911638679242,0.1726226421655894,93,0.6,0.8,0.2,0.4,0.7333333333333333,0.5466666666666666,0.22070593809662464,4,0.2337662337662338,0.15894039735099338,0.09523809523809523,0.35294117647058826,0.611111111111111,0.29039940278740434,0.18184839576934175,86,MLPClassifier,,,,,,,identity,"(10,)",invscaling,10000,sgd
0.4356339931488037,0.05585727364336003,0.0072902202606201175,0.004988254593330345,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.4,0.6666666666666666,0.8333333333333334,0.5714285714285714,0.7,0.6342857142857143,0.14410250823569518,34,0.13333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.4666666666666667,0.32,0.11469767022723504,63,0.2,0.5,0.47619047619047616,0.36363636363636365,0.56,0.419965367965368,0.1270702350054926,56,MLPClassifier,,,,,,,identity,"(10,)",invscaling,10000,adam
0.014704227447509766,0.004759471232972364,0.0072594165802001955,0.005132692630090295,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(10,)",adaptive,10000,lbfgs
0.5046287059783936,0.061013088397560346,0.005272340774536133,0.004034868693996535,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.4,0.6,1.0,0.5555555555555556,0.8571428571428571,0.6825396825396826,0.21634868229448925,22,0.13333333333333333,0.4,0.3333333333333333,0.3333333333333333,0.4,0.32,0.09797958971132713,63,0.2,0.48,0.5,0.4166666666666667,0.5454545454545455,0.42842424242424243,0.12148671926116508,51,MLPClassifier,,,,,,,identity,"(10,)",adaptive,10000,sgd
0.47644891738891604,0.08016477711475509,0.007320594787597656,0.005030337176790039,"{'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.4,0.6666666666666666,0.7142857142857143,0.6666666666666666,0.7,0.6295238095238094,0.11626851399643316,36,0.13333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.4666666666666667,0.32,0.11469767022723504,63,0.2,0.5,0.4545454545454545,0.3809523809523809,0.56,0.4190995670995671,0.12418860743723567,57,MLPClassifier,,,,,,,identity,"(10,)",adaptive,10000,adam
0.026703739166259767,0.0040001559350094544,0.0031989574432373046,1.0643834249289343e-05,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(50,)",constant,10000,lbfgs
0.4125713348388672,0.047122493501641924,0.008138465881347656,0.005886201445051434,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.4,0.6666666666666666,0.6666666666666666,0.5,0.75,0.5966666666666667,0.12754084313139324,43,0.13333333333333333,0.4,0.26666666666666666,0.26666666666666666,0.4,0.29333333333333333,0.0997775303139718,88,0.2,0.5,0.3809523809523809,0.3478260869565218,0.5217391304347827,0.3901035196687371,0.11611687496478133,73,MLPClassifier,,,,,,,identity,"(50,)",constant,10000,sgd
0.2910574436187744,0.04378837394774751,0.0031997203826904298,0.0001633680986788642,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.6666666666666666,0.8333333333333334,0.6666666666666666,0.7777777777777778,0.7088888888888889,0.08444444444444447,13,0.2,0.4,0.3333333333333333,0.26666666666666666,0.4666666666666667,0.3333333333333333,0.09428090415820634,61,0.3,0.5,0.47619047619047616,0.3809523809523809,0.5833333333333334,0.4480952380952381,0.09819689600739696,20,MLPClassifier,,,,,,,identity,"(50,)",constant,10000,adam
0.030152320861816406,0.0058866081702739935,0.00537562370300293,0.00395680715961672,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(50,)",invscaling,10000,lbfgs
0.652178144454956,0.2773772471051924,0.009832954406738282,0.004876769938881729,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.15217391304347827,0.1,0.034482758620689655,0.09302325581395349,0.0,0.07593598549562428,0.05323141386310673,100,0.4666666666666667,0.06666666666666667,0.2,0.26666666666666666,0.0,0.2,0.16329931618554522,94,0.22950819672131148,0.08,0.0588235294117647,0.13793103448275862,0.0,0.10125255212316694,0.07784445219915893,100,MLPClassifier,,,,,,,identity,"(50,)",invscaling,10000,sgd
0.311694860458374,0.019938649350163505,0.008004331588745117,0.005899370983604936,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7088888888888889,0.171327424599079,13,0.13333333333333333,0.4,0.3333333333333333,0.2,0.4666666666666667,0.30666666666666664,0.12364824660660939,80,0.2105263157894737,0.5,0.5,0.3,0.5833333333333334,0.41877192982456146,0.139820929315128,59,MLPClassifier,,,,,,,identity,"(50,)",invscaling,10000,adam
0.032560110092163086,0.007158972125443961,0.005606746673583985,0.00395959003126111,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(50,)",adaptive,10000,lbfgs
0.548391580581665,0.03229744421500788,0.007658243179321289,0.005045431163373871,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.5,0.6666666666666666,0.75,0.5714285714285714,0.7777777777777778,0.6531746031746032,0.10509806576029745,31,0.13333333333333333,0.4,0.2,0.26666666666666666,0.4666666666666667,0.29333333333333333,0.12364824660660939,88,0.2105263157894737,0.5,0.31578947368421056,0.36363636363636365,0.5833333333333334,0.39465709728867626,0.13250085423458755,70,MLPClassifier,,,,,,,identity,"(50,)",adaptive,10000,sgd
0.3194925308227539,0.028204983194989885,0.011598157882690429,0.0040272881997961375,"{'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7088888888888889,0.171327424599079,13,0.13333333333333333,0.4,0.3333333333333333,0.2,0.4666666666666667,0.30666666666666664,0.12364824660660939,80,0.2105263157894737,0.5,0.5,0.3,0.5833333333333334,0.41877192982456146,0.139820929315128,59,MLPClassifier,,,,,,,identity,"(50,)",adaptive,10000,adam
0.06370596885681153,0.005455902506256805,0.0034008026123046875,9.856271351487196e-05,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(100, 20)",constant,10000,lbfgs
0.5191910743713379,0.06180524703440315,0.011949920654296875,0.00403553410830365,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.4,0.6666666666666666,1.0,0.5,0.875,0.6883333333333332,0.22407835931011078,21,0.13333333333333333,0.4,0.26666666666666666,0.26666666666666666,0.4666666666666667,0.30666666666666664,0.11623730516108463,80,0.2,0.5,0.4210526315789474,0.3478260869565218,0.608695652173913,0.41551487414187643,0.13821407246497794,63,MLPClassifier,,,,,,,identity,"(100, 20)",constant,10000,sgd
0.21169028282165528,0.04044928383649604,0.010738897323608398,0.005434595847363706,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7088888888888889,0.171327424599079,13,0.13333333333333333,0.4,0.3333333333333333,0.2,0.4666666666666667,0.30666666666666664,0.12364824660660939,80,0.2105263157894737,0.5,0.5,0.3,0.5833333333333334,0.41877192982456146,0.139820929315128,59,MLPClassifier,,,,,,,identity,"(100, 20)",constant,10000,adam
0.07354087829589843,0.009913950771627399,0.010216140747070312,0.005047850219826354,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,10000,lbfgs
1.5206390857696532,0.9643399298039835,0.007685470581054688,0.005166438084730187,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.2,0.09523809523809523,0.1095890410958904,0.2916666666666667,0.12727272727272726,0.16475330605467592,0.0729788804861395,97,0.26666666666666666,0.13333333333333333,0.5333333333333333,0.4666666666666667,0.4666666666666667,0.37333333333333335,0.14966629547095767,48,0.2285714285714286,0.1111111111111111,0.18181818181818182,0.35897435897435903,0.19999999999999996,0.21609501609501608,0.08127206002892311,94,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,10000,sgd
0.2413179874420166,0.022635439447727612,0.005919122695922851,0.004041516745814157,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(100, 20)",invscaling,10000,adam
0.07267847061157226,0.007917579733880962,0.01024179458618164,0.0052354046105374235,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.6,0.6666666666666666,1.0,0.6,0.7777777777777778,0.7288888888888889,0.15032475133589124,3,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.3,0.5833333333333334,0.4366666666666667,0.1156623438193165,35,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,10000,lbfgs
0.7145802974700928,0.06893805882891774,0.0034241676330566406,0.00013379654705146136,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.4,0.6,0.8333333333333334,0.8,0.7,0.6666666666666667,0.15634719199411432,28,0.13333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.4666666666666667,0.32,0.11469767022723504,63,0.2,0.48,0.47619047619047616,0.4,0.56,0.4232380952380952,0.12256014304059668,53,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,10000,sgd
0.29239115715026853,0.073764908917918,0.010361862182617188,0.00570530785668512,"{'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.6666666666666666,1.0,0.5,0.7777777777777778,0.7088888888888889,0.17132742459907896,13,0.2,0.4,0.3333333333333333,0.2,0.4666666666666667,0.32,0.10666666666666667,63,0.3,0.5,0.5,0.28571428571428575,0.5833333333333334,0.43380952380952387,0.11912759218566725,46,MLPClassifier,,,,,,,identity,"(100, 20)",adaptive,10000,adam
0.1706099510192871,0.05394634082903207,0.009807443618774414,0.005131218157915079,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.3333333333333333,0.34615384615384615,0.5714285714285714,0.3888888888888889,0.3684210526315789,0.4016451384872437,0.08699282974397238,79,0.3333333333333333,0.6,0.5333333333333333,0.4666666666666667,0.4666666666666667,0.4800000000000001,0.08844332774281065,9,0.3333333333333333,0.43902439024390244,0.5517241379310344,0.42424242424242425,0.4117647058823529,0.43201779832660947,0.07012555582453396,48,MLPClassifier,,,,,,,logistic,"(10,)",constant,10000,lbfgs
0.8531221866607666,0.17452068371869597,0.005548238754272461,0.004247119855255308,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(10,)",constant,10000,sgd
0.6431536674499512,0.05911922887088072,0.009637594223022461,0.005185623627110673,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.625,0.0,0.0,0.7,0.385,0.31606961258558214,87,0.2,0.3333333333333333,0.0,0.0,0.4666666666666667,0.2,0.1837873166945363,94,0.3,0.43478260869565216,0.0,0.0,0.56,0.2589565217391304,0.22686714881976763,90,MLPClassifier,,,,,,,logistic,"(10,)",constant,10000,adam
0.1708374500274658,0.07315443603007185,0.007598590850830078,0.005021274440735098,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.35714285714285715,0.3125,0.4,0.46153846153846156,0.4,0.38623626373626374,0.04966440327379324,86,0.3333333333333333,0.3333333333333333,0.4,0.4,0.4,0.37333333333333335,0.03265986323710906,48,0.3448275862068965,0.3225806451612903,0.4000000000000001,0.42857142857142855,0.4000000000000001,0.3791959319879231,0.039217424823045466,77,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,10000,lbfgs
0.11350688934326172,0.06710262000078747,0.005441188812255859,0.0042647625678947235,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.0,0.0,0.10067114093959731,0.0,0.0,0.020134228187919462,0.040268456375838924,102,0.0,0.0,1.0,0.0,0.0,0.2,0.4000000000000001,94,0.0,0.0,0.18292682926829268,0.0,0.0,0.036585365853658534,0.07317073170731707,102,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,10000,sgd
0.9000923156738281,0.1624466795006958,0.006260490417480469,0.004947050013697236,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.0,0.0,0.0,1.0,0.0,0.2,0.4,96,0.0,0.0,0.0,0.2,0.0,0.04,0.08,103,0.0,0.0,0.0,0.33333333333333337,0.0,0.06666666666666668,0.13333333333333336,101,MLPClassifier,,,,,,,logistic,"(10,)",invscaling,10000,adam
0.13476600646972656,0.03989550644058379,0.007716941833496094,0.004841031806875546,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.35714285714285715,0.3684210526315789,0.6923076923076923,0.3157894736842105,0.3076923076923077,0.4082706766917294,0.14390820263618184,77,0.3333333333333333,0.4666666666666667,0.6,0.4,0.26666666666666666,0.4133333333333333,0.11469767022723501,33,0.3448275862068965,0.4117647058823529,0.6428571428571429,0.35294117647058826,0.28571428571428575,0.40762097942625325,0.12421542264121775,64,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,10000,lbfgs
0.8788328170776367,0.12226297900921261,0.011949920654296875,0.0042136149611141805,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,10000,sgd
0.7962179183959961,0.046683901898619436,0.005531120300292969,0.0040788221150739,"{'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.5,0.0,0.75,0.0,0.35,0.3,90,0.13333333333333333,0.13333333333333333,0.0,0.2,0.0,0.09333333333333334,0.08,100,0.2105263157894737,0.2105263157894737,0.0,0.31578947368421056,0.0,0.1473684210526316,0.12631578947368421,98,MLPClassifier,,,,,,,logistic,"(10,)",adaptive,10000,adam
0.12662978172302247,0.015939787626945427,0.0036719322204589845,0.00011773218553793714,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.3,0.47058823529411764,0.5,0.3076923076923077,0.3888888888888889,0.3934338863750628,0.081745087400473,83,0.2,0.5333333333333333,0.3333333333333333,0.26666666666666666,0.4666666666666667,0.36,0.12364824660660938,51,0.24,0.5,0.4,0.28571428571428575,0.42424242424242425,0.36999134199134204,0.09460055163215765,79,MLPClassifier,,,,,,,logistic,"(50,)",constant,10000,lbfgs
1.4397684574127196,0.10302497581556684,0.005614948272705078,0.003988614047195272,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",1.0,0.5,1.0,1.0,1.0,0.9,0.20000000000000004,1,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.2,0.06666666666666667,0.09333333333333334,0.053333333333333344,100,0.125,0.11764705882352941,0.125,0.33333333333333337,0.125,0.16519607843137257,0.08411684720127967,96,MLPClassifier,,,,,,,logistic,"(50,)",constant,10000,sgd
0.6411884307861329,0.07909465000767818,0.005584144592285156,0.0039963948004871925,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.6,1.0,0.45454545454545453,0.6363636363636364,0.6581818181818182,0.18196357822831716,30,0.2,0.4,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.3466666666666667,0.08844332774281068,54,0.3,0.48,0.5,0.3846153846153846,0.5384615384615385,0.44061538461538463,0.08667206780317468,30,MLPClassifier,,,,,,,logistic,"(50,)",constant,10000,adam
0.12225570678710937,0.01962979495151479,0.007835626602172852,0.005203725500131911,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.5384615384615384,0.3157894736842105,0.7777777777777778,0.3125,0.3888888888888889,0.4666835357624831,0.17579834859259974,66,0.4666666666666667,0.4,0.4666666666666667,0.3333333333333333,0.4666666666666667,0.42666666666666664,0.05333333333333334,24,0.5,0.35294117647058826,0.5833333333333334,0.3225806451612903,0.42424242424242425,0.43661951584152725,0.09560559703023232,45,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,10000,lbfgs
0.5961515426635742,0.5174777800769375,0.0056744575500488285,0.003984516286730777,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,10000,sgd
0.5975232601165772,0.052963801468088885,0.005688285827636719,0.0042148793764923,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.6,1.0,0.4166666666666667,0.7272727272727273,0.6687878787878787,0.19295108026537172,25,0.2,0.4,0.3333333333333333,0.3333333333333333,0.5333333333333333,0.36,0.1083205120618128,51,0.3,0.48,0.5,0.3703703703703704,0.6153846153846153,0.45315099715099716,0.10912681155943406,18,MLPClassifier,,,,,,,logistic,"(50,)",invscaling,10000,adam
0.12115063667297363,0.014443307622067447,0.005595016479492188,0.00414856691769435,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.45454545454545453,0.42857142857142855,0.5,0.3157894736842105,0.3,0.39978127136021874,0.0785909748934004,80,0.3333333333333333,0.4,0.4,0.4,0.4,0.3866666666666666,0.026666666666666686,43,0.3846153846153846,0.4137931034482759,0.4444444444444445,0.35294117647058826,0.34285714285714286,0.38773025036716724,0.03776069371556087,74,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,10000,lbfgs
1.554690408706665,0.1465175647812592,0.008189105987548828,0.005215727734286215,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.5,0.5,1.0,1.0,1.0,0.8,0.2449489742783178,2,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.2,0.06666666666666667,0.09333333333333334,0.053333333333333344,100,0.11764705882352941,0.11764705882352941,0.125,0.33333333333333337,0.125,0.16372549019607843,0.0848676514474558,97,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,10000,sgd
0.598857069015503,0.053112422840262394,0.00598454475402832,0.004326873561518768,"{'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.6,1.0,0.5,0.6363636363636364,0.6672727272727272,0.17244953747460912,27,0.2,0.4,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.3466666666666667,0.08844332774281068,54,0.3,0.48,0.5,0.4,0.5384615384615385,0.4436923076923078,0.0848840490030249,27,MLPClassifier,,,,,,,logistic,"(50,)",adaptive,10000,adam
1.0731215953826905,0.26435717589256064,0.010458564758300782,0.005072546396341631,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.3333333333333333,0.3333333333333333,0.375,0.2857142857142857,0.4,0.3454761904761904,0.0392705598476556,91,0.26666666666666666,0.26666666666666666,0.2,0.4,0.4,0.30666666666666664,0.08,80,0.2962962962962963,0.2962962962962963,0.26086956521739135,0.3333333333333333,0.4000000000000001,0.3173590982286635,0.04725049295631705,85,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,10000,lbfgs
0.5665925502777099,0.02843892532854414,0.015381956100463867,0.0010840807438924017,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,10000,sgd
2.7140699863433837,0.989331494665636,0.008122873306274415,0.005326418950154391,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.6666666666666666,0.5833333333333334,0.8,0.35714285714285715,0.6666666666666666,0.6147619047619047,0.1463261352885421,41,0.4,0.4666666666666667,0.26666666666666666,0.3333333333333333,0.5333333333333333,0.4,0.09428090415820634,36,0.5,0.5185185185185186,0.4,0.3448275862068965,0.5925925925925926,0.4711877394636016,0.08814087581528805,13,MLPClassifier,,,,,,,logistic,"(100, 20)",constant,10000,adam
0.8720866680145264,0.26144578248597605,0.010194206237792968,0.0050121560942785566,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.3333333333333333,0.4666666666666667,0.5833333333333334,0.15384615384615385,0.4375,0.3949358974358974,0.14447819233533662,82,0.2,0.4666666666666667,0.4666666666666667,0.13333333333333333,0.4666666666666667,0.3466666666666667,0.1484737163421339,54,0.25,0.4666666666666667,0.5185185185185186,0.14285714285714288,0.45161290322580644,0.36593104625362693,0.14420399189231525,80,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,10000,lbfgs
1.052749252319336,0.8012364317001762,0.006214714050292969,0.0044845824679645525,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.0,0.1,0.0,0.0,0.0,0.02,0.04,103,0.0,1.0,0.0,0.0,0.0,0.2,0.4000000000000001,94,0.0,0.18181818181818182,0.0,0.0,0.0,0.03636363636363636,0.07272727272727272,103,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,10000,sgd
3.714731979370117,3.5656185824291717,0.008272600173950196,0.005431306497462887,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.625,0.5384615384615384,0.5833333333333334,0.4,0.6875,0.5668589743589744,0.09680327693172673,48,0.3333333333333333,0.4666666666666667,0.4666666666666667,0.4,0.7333333333333333,0.48,0.13597385369580758,10,0.43478260869565216,0.5,0.5185185185185186,0.4000000000000001,0.7096774193548386,0.5125957093138018,0.10748730564897513,1,MLPClassifier,,,,,,,logistic,"(100, 20)",invscaling,10000,adam
0.6423900604248047,0.12395894470167457,0.006523609161376953,0.00431863547115857,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.4,0.4166666666666667,0.5714285714285714,0.1875,0.46153846153846156,0.40742673992673994,0.12516627564854851,78,0.5333333333333333,0.3333333333333333,0.26666666666666666,0.2,0.4,0.3466666666666667,0.11469767022723501,54,0.4571428571428572,0.3703703703703704,0.36363636363636365,0.19354838709677422,0.42857142857142855,0.3626538813635588,0.09157561601097172,82,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,10000,lbfgs
0.8255281448364258,0.04103043698814004,0.005949974060058594,0.003984888752045149,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,0.0,0.0,0.0,0.0,0.0,0.0,0.0,104,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,10000,sgd
3.9539444923400877,3.634097002306347,0.011850595474243164,0.004010439348535462,"{'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.4117647058823529,0.5384615384615384,0.8,0.42857142857142855,0.6923076923076923,0.5742210730446023,0.1508676293884355,46,0.4666666666666667,0.4666666666666667,0.26666666666666666,0.4,0.6,0.44000000000000006,0.1083205120618128,16,0.43749999999999994,0.5,0.4,0.4137931034482759,0.6428571428571429,0.4788300492610837,0.08888780367063312,8,MLPClassifier,,,,,,,logistic,"(100, 20)",adaptive,10000,adam
0.13250722885131835,0.028849209966231665,0.007701349258422851,0.005031854750750757,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.35294117647058826,0.47058823529411764,0.5,0.26666666666666666,0.35294117647058826,0.38862745098039214,0.08549019607843138,85,0.4,0.5333333333333333,0.4,0.26666666666666666,0.4,0.4,0.08432740427115679,36,0.37500000000000006,0.5,0.4444444444444445,0.26666666666666666,0.37500000000000006,0.3922222222222222,0.07835893986514955,72,MLPClassifier,,,,,,,tanh,"(10,)",constant,10000,lbfgs
0.5805086612701416,0.07903268154151184,0.005966472625732422,0.004792208824345279,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.5555555555555556,0.5454545454545454,1.0,0.4444444444444444,0.6,0.6290909090909091,0.19231049953607077,37,0.3333333333333333,0.4,0.3333333333333333,0.26666666666666666,0.4,0.3466666666666667,0.0498887651569859,54,0.4166666666666667,0.4615384615384615,0.5,0.33333333333333337,0.48,0.43830769230769234,0.05928205128205127,33,MLPClassifier,,,,,,,tanh,"(10,)",constant,10000,sgd
0.927850341796875,0.16475411744305743,0.00955338478088379,0.005056986951916532,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.6666666666666666,0.5833333333333334,0.7777777777777778,0.4,0.6666666666666666,0.6188888888888888,0.12568822882114908,40,0.26666666666666666,0.4666666666666667,0.4666666666666667,0.4,0.4,0.4,0.07302967433402216,36,0.3809523809523809,0.5185185185185186,0.5833333333333334,0.4000000000000001,0.5,0.4765608465608466,0.07577960939956252,10,MLPClassifier,,,,,,,tanh,"(10,)",constant,10000,adam
0.11367015838623047,0.02190449065375416,0.009430503845214844,0.004883165012893156,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.42857142857142855,0.5,0.3333333333333333,0.23809523809523808,0.4666666666666667,0.39333333333333337,0.09559931498155891,84,0.6,0.5333333333333333,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.4533333333333333,0.10666666666666667,14,0.5,0.5161290322580646,0.3333333333333333,0.2777777777777778,0.4666666666666667,0.4187813620071685,0.09544570690481602,58,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,10000,lbfgs
0.18724122047424316,0.12392766542685232,0.007571125030517578,0.005163143677015018,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.125,0.031746031746031744,0.07936507936507936,0.1111111111111111,0.030927835051546393,0.07563001145475372,0.03907516649826548,101,0.06666666666666667,0.13333333333333333,0.6666666666666666,1.0,0.2,0.4133333333333334,0.3612324582438418,31,0.08695652173913045,0.05128205128205127,0.14184397163120566,0.19999999999999998,0.053571428571428575,0.10673079464476318,0.056962414057776196,99,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,10000,sgd
0.7507430076599121,0.10424057300075001,0.007642793655395508,0.005129579565564068,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.5555555555555556,0.5555555555555556,0.625,0.42857142857142855,0.8,0.5929365079365079,0.12141985651888769,44,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.4,0.5333333333333333,0.3866666666666666,0.07774602526460402,43,0.4166666666666667,0.4166666666666667,0.43478260869565216,0.4137931034482759,0.64,0.46438180909545235,0.08812553365960281,15,MLPClassifier,,,,,,,tanh,"(10,)",invscaling,10000,adam
0.10111727714538574,0.025598430449325422,0.009633350372314452,0.005146449670711232,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.5,0.28,0.46153846153846156,0.4444444444444444,0.21428571428571427,0.380053724053724,0.11194893227560362,89,0.6,0.4666666666666667,0.4,0.5333333333333333,0.2,0.44000000000000006,0.13727506854649332,16,0.5454545454545454,0.35000000000000003,0.42857142857142855,0.4848484848484848,0.20689655172413796,0.4031542021197194,0.11739830789756088,67,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,10000,lbfgs
0.7142054080963135,0.03388962017435352,0.00952162742614746,0.005105234908412873,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.4444444444444444,0.5,0.8,0.5,0.6,0.5688888888888889,0.12598255807162995,47,0.26666666666666666,0.3333333333333333,0.5333333333333333,0.3333333333333333,0.4,0.37333333333333335,0.09043106644167025,48,0.33333333333333337,0.4,0.64,0.4,0.48,0.45066666666666666,0.10545983964418766,19,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,10000,sgd
0.8200078487396241,0.14704399479834074,0.005588388442993164,0.0041713456737181775,"{'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.6363636363636364,0.75,0.5454545454545454,0.6363636363636364,0.6336363636363636,0.06702657669515187,35,0.4,0.4666666666666667,0.4,0.4,0.4666666666666667,0.42666666666666664,0.03265986323710904,24,0.48,0.5384615384615385,0.5217391304347827,0.4615384615384615,0.5384615384615385,0.5080401337792642,0.03158240288072897,3,MLPClassifier,,,,,,,tanh,"(10,)",adaptive,10000,adam
0.07650699615478515,0.006727120365904771,0.010120964050292969,0.005373347187135633,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.4,0.5333333333333333,0.42857142857142855,0.36363636363636365,0.3333333333333333,0.41177489177489185,0.06880061398108184,75,0.4,0.5333333333333333,0.4,0.26666666666666666,0.3333333333333333,0.38666666666666666,0.08844332774281068,42,0.4000000000000001,0.5333333333333333,0.4137931034482759,0.30769230769230765,0.3333333333333333,0.39763041556145007,0.07861947256509876,69,MLPClassifier,,,,,,,tanh,"(50,)",constant,10000,lbfgs
0.6868247985839844,0.0398232957414991,0.010159635543823242,0.005056306980272194,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.2,0.6,0.7142857142857143,0.5,0.6666666666666666,0.5361904761904761,0.18283730051072697,51,0.06666666666666667,0.4,0.3333333333333333,0.3333333333333333,0.5333333333333333,0.3333333333333333,0.1520233900132184,61,0.1,0.48,0.4545454545454545,0.4,0.5925925925925926,0.4054276094276094,0.1651180296712707,65,MLPClassifier,,,,,,,tanh,"(50,)",constant,10000,sgd
4.286694431304932,0.22492117348859264,0.00802764892578125,0.0050824690758932275,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.5833333333333334,0.5714285714285714,0.5833333333333334,0.375,0.5,0.5226190476190476,0.08007224628952495,52,0.4666666666666667,0.5333333333333333,0.4666666666666667,0.4,0.4,0.4533333333333333,0.04988876515698587,14,0.5185185185185186,0.5517241379310344,0.5185185185185186,0.38709677419354843,0.4444444444444445,0.48406047872121294,0.05987399094524195,6,MLPClassifier,,,,,,,tanh,"(50,)",constant,10000,adam
0.11456875801086426,0.011100700649398169,0.006869602203369141,0.0045565644060830985,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.38461538461538464,0.5333333333333333,0.5714285714285714,0.35294117647058826,0.375,0.44346369316957557,0.09032861011067136,73,0.3333333333333333,0.5333333333333333,0.5333333333333333,0.4,0.4,0.43999999999999995,0.07999999999999999,21,0.3571428571428571,0.5333333333333333,0.5517241379310344,0.37500000000000006,0.38709677419354843,0.44085942052015464,0.08376008418401806,29,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,10000,lbfgs
0.3153965950012207,0.13280548543265067,0.005461263656616211,0.003811941690587418,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.05405405405405406,0.09375,0.3333333333333333,0.09345794392523364,0.1891891891891892,0.15275690410036202,0.10067332537266126,98,0.13333333333333333,0.4,0.7333333333333333,0.6666666666666666,0.9333333333333333,0.5733333333333333,0.278408173570948,2,0.07692307692307693,0.1518987341772152,0.45833333333333326,0.16393442622950818,0.3146067415730337,0.23313926244723343,0.1364860059688157,92,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,10000,sgd
4.481763076782227,0.2767036033813981,0.007768678665161133,0.00508208259473031,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.5294117647058824,0.5384615384615384,0.6,0.4117647058823529,0.5,0.5159276018099547,0.061418835018075525,54,0.6,0.4666666666666667,0.4,0.4666666666666667,0.3333333333333333,0.4533333333333334,0.08844332774281066,13,0.5625,0.5,0.48,0.43749999999999994,0.4,0.476,0.05537598757584374,11,MLPClassifier,,,,,,,tanh,"(50,)",invscaling,10000,adam
0.09238848686218262,0.00943259140201425,0.0059073448181152345,0.004222411429215988,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.5,0.47058823529411764,0.4666666666666667,0.3333333333333333,0.5384615384615384,0.4618099547511312,0.06919657932626187,68,0.4,0.5333333333333333,0.4666666666666667,0.26666666666666666,0.4666666666666667,0.42666666666666664,0.09043106644167025,24,0.4444444444444445,0.5,0.4666666666666667,0.2962962962962963,0.5,0.4414814814814815,0.07559185765516399,28,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,10000,lbfgs
0.9417719841003418,0.03702654052262641,0.005843496322631836,0.004015272262690412,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.5,0.5,1.0,0.45454545454545453,0.6666666666666666,0.6242424242424243,0.20132709384088596,38,0.2,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.5333333333333333,0.3466666666666667,0.10666666666666667,54,0.28571428571428575,0.4,0.5,0.3846153846153846,0.5925925925925926,0.43258445258445255,0.1049581677152594,47,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,10000,sgd
4.1478053569793705,0.20471568132153792,0.0038494110107421876,0.0002598675280165601,"{'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.5555555555555556,0.5,0.6,0.29411764705882354,0.46153846153846156,0.4822423328305681,0.10523932651818746,64,0.3333333333333333,0.5333333333333333,0.4,0.3333333333333333,0.4,0.4,0.07302967433402216,36,0.4166666666666667,0.5161290322580646,0.48,0.3125,0.42857142857142855,0.430773425499232,0.0691394067906295,49,MLPClassifier,,,,,,,tanh,"(50,)",adaptive,10000,adam
0.29514241218566895,0.07197733714024683,0.010245227813720703,0.005145193531648861,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.3076923076923077,0.3888888888888889,0.45454545454545453,0.3333333333333333,0.4375,0.3843919968919969,0.057012312881012946,88,0.26666666666666666,0.4666666666666667,0.3333333333333333,0.4,0.4666666666666667,0.3866666666666667,0.07774602526460402,41,0.28571428571428575,0.42424242424242425,0.3846153846153846,0.3636363636363636,0.45161290322580644,0.3819642722868529,0.05700065696419203,76,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,10000,lbfgs
1.1581788063049316,0.07347729247922126,0.005940580368041992,0.004157036698942983,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.6666666666666666,0.6,0.7142857142857143,0.5,0.7272727272727273,0.6416450216450217,0.08370481097596097,33,0.26666666666666666,0.4,0.3333333333333333,0.4,0.5333333333333333,0.3866666666666666,0.08844332774281066,43,0.3809523809523809,0.48,0.4545454545454545,0.4444444444444445,0.6153846153846153,0.47506537906537905,0.07736899109871115,12,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,10000,sgd
5.473271608352661,0.3989479192950235,0.01172342300415039,0.005764809710985628,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.46153846153846156,0.5625,0.7,0.25,0.4,0.4748076923076924,0.15146767186862606,65,0.4,0.6,0.4666666666666667,0.26666666666666666,0.4,0.42666666666666664,0.10832051206181278,24,0.42857142857142855,0.5806451612903225,0.56,0.2580645161290323,0.4000000000000001,0.44545622119815664,0.11735701272768141,24,MLPClassifier,,,,,,,tanh,"(100, 20)",constant,10000,adam
0.2703553676605225,0.04513499735868409,0.008573436737060547,0.0052828521213082996,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.42105263157894735,0.42105263157894735,0.4166666666666667,0.35294117647058826,0.5333333333333333,0.42900928792569665,0.05822168168396688,74,0.5333333333333333,0.5333333333333333,0.3333333333333333,0.4,0.5333333333333333,0.4666666666666666,0.08432740427115679,12,0.47058823529411764,0.47058823529411764,0.3703703703703704,0.37500000000000006,0.5333333333333333,0.44397603485838777,0.0625725697799148,26,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,10000,lbfgs
2.4381263732910154,1.150356971402857,0.010786819458007812,0.007265079694951035,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.14285714285714285,0.25,0.16883116883116883,0.08547008547008547,0.4,0.20943167943167945,0.10900378029829956,95,0.4,0.13333333333333333,0.8666666666666667,0.6666666666666666,0.8,0.5733333333333333,0.2719477073916152,2,0.21052631578947364,0.1739130434782609,0.28260869565217395,0.15151515151515152,0.5333333333333333,0.27037930795367865,0.1387884620028167,88,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,10000,sgd
6.068631219863891,0.40261370476319897,0.009173202514648437,0.0066312334089988975,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.5625,0.6363636363636364,0.3333333333333333,0.38461538461538464,0.48336247086247086,0.11154249565841425,62,0.3333333333333333,0.6,0.4666666666666667,0.4,0.3333333333333333,0.42666666666666664,0.09977753031397177,24,0.4,0.5806451612903225,0.5384615384615385,0.3636363636363636,0.3571428571428571,0.44797718410621634,0.09322474961124667,21,MLPClassifier,,,,,,,tanh,"(100, 20)",invscaling,10000,adam
0.3452921867370605,0.033855003679737206,0.0046675682067871095,0.00045212575375100806,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.4117647058823529,0.5,0.36363636363636365,0.2777777777777778,0.5,0.41063576945929886,0.08465624135179467,76,0.4666666666666667,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.4,0.36,0.0679869268479038,51,0.43749999999999994,0.4,0.30769230769230765,0.303030303030303,0.4444444444444445,0.378533411033411,0.061646279080313324,78,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,10000,lbfgs
1.6548688888549805,0.11493079701159796,0.007005882263183594,0.00516865292023005,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.4,0.5454545454545454,1.0,0.5384615384615384,0.7272727272727273,0.6422377622377622,0.20690113251176773,32,0.13333333333333333,0.4,0.4,0.4666666666666667,0.5333333333333333,0.3866666666666666,0.1359738536958076,43,0.2,0.4615384615384615,0.5714285714285715,0.5,0.6153846153846153,0.4696703296703297,0.14511753561377627,14,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,10000,sgd
4.7510865211486815,0.1746176621077891,0.010174226760864259,0.005163742948305635,"{'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.3125,0.5625,0.5833333333333334,0.35294117647058826,0.46153846153846156,0.45456259426847667,0.10843407468602492,70,0.3333333333333333,0.6,0.4666666666666667,0.4,0.4,0.43999999999999995,0.09043106644167025,21,0.3225806451612903,0.5806451612903225,0.5185185185185186,0.37500000000000006,0.42857142857142855,0.445063150708312,0.09376668790661762,25,MLPClassifier,,,,,,,tanh,"(100, 20)",adaptive,10000,adam
0.2787971019744873,0.05265691896835373,0.009757232666015626,0.00682630919989031,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.25,0.6,0.8,0.3888888888888889,0.4666666666666667,0.5011111111111111,0.1875903074702692,57,0.3333333333333333,0.8,0.5333333333333333,0.4666666666666667,0.4666666666666667,0.52,0.15434449203720302,6,0.28571428571428575,0.6857142857142857,0.64,0.42424242424242425,0.4666666666666667,0.5004675324675325,0.14618987087212373,4,MLPClassifier,,,,,,,relu,"(10,)",constant,10000,lbfgs
0.6210081577301025,0.05708822781940412,0.008044719696044922,0.0047335738968444655,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.4,0.6666666666666666,1.0,0.6666666666666666,0.6666666666666666,0.6799999999999999,0.19043809142780935,23,0.13333333333333333,0.4,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.18666666666666665,0.10666666666666667,98,0.2,0.5,0.23529411764705882,0.2222222222222222,0.2222222222222222,0.27594771241830063,0.11259933743464709,87,MLPClassifier,,,,,,,relu,"(10,)",constant,10000,sgd
0.7853002548217773,0.1346586450951931,0.007570409774780273,0.005111836345589555,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.6,0.7777777777777778,0.8333333333333334,0.42857142857142855,0.8333333333333334,0.6946031746031747,0.15819783755635916,18,0.2,0.4666666666666667,0.3333333333333333,0.2,0.3333333333333333,0.30666666666666664,0.09977753031397177,80,0.3,0.5833333333333334,0.47619047619047616,0.27272727272727276,0.47619047619047616,0.42168831168831167,0.11753086507242715,55,MLPClassifier,,,,,,,relu,"(10,)",constant,10000,adam
0.2654111862182617,0.10941133196836345,0.00552825927734375,0.004037959670077021,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.3333333333333333,0.3333333333333333,0.5454545454545454,0.35294117647058826,0.42857142857142855,0.3987267634326458,0.08132486388316876,81,0.4666666666666667,0.26666666666666666,0.4,0.4,0.4,0.3866666666666666,0.06531972647421809,43,0.3888888888888889,0.2962962962962963,0.4615384615384615,0.37500000000000006,0.4137931034482759,0.3871033500343845,0.05412675678731643,75,MLPClassifier,,,,,,,relu,"(10,)",invscaling,10000,lbfgs
0.4768816947937012,0.6286511667140063,0.005917787551879883,0.0043136720374434,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.15789473684210525,0.07142857142857142,0.2777777777777778,0.13725490196078433,0.10067114093959731,0.14900542578976722,0.07092782912555601,99,0.8,0.5333333333333333,0.3333333333333333,0.9333333333333333,1.0,0.72,0.2508651696296904,1,0.26373626373626374,0.12598425196850394,0.303030303030303,0.23931623931623935,0.18292682926829268,0.22299877746392052,0.06220679484247309,93,MLPClassifier,,,,,,,relu,"(10,)",invscaling,10000,sgd
0.9053890228271484,0.149993591735567,0.005651950836181641,0.0042062857256542725,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.4444444444444444,0.5454545454545454,0.75,0.36363636363636365,0.8571428571428571,0.5921356421356421,0.18512358813900917,45,0.26666666666666666,0.4,0.2,0.26666666666666666,0.4,0.30666666666666664,0.08,80,0.33333333333333337,0.4615384615384615,0.31578947368421056,0.30769230769230765,0.5454545454545455,0.3927616243405717,0.09459239279875782,71,MLPClassifier,,,,,,,relu,"(10,)",invscaling,10000,adam
0.21146388053894044,0.07905171827221466,0.009781122207641602,0.005176272864810595,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.4117647058823529,0.5,0.8,0.4666666666666667,0.26666666666666666,0.4890196078431373,0.17477881886772825,59,0.4666666666666667,0.6,0.26666666666666666,0.4666666666666667,0.26666666666666666,0.4133333333333333,0.12927146286443544,33,0.43749999999999994,0.5454545454545454,0.4,0.4666666666666667,0.26666666666666666,0.4232575757575757,0.0917397654945921,52,MLPClassifier,,,,,,,relu,"(10,)",adaptive,10000,lbfgs
0.7887929439544678,0.1199980439377459,0.00765523910522461,0.005127452018212853,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.3333333333333333,0.5714285714285714,1.0,0.8,0.3333333333333333,0.6076190476190477,0.26181989967140695,42,0.06666666666666667,0.26666666666666666,0.13333333333333333,0.26666666666666666,0.06666666666666667,0.16,0.09043106644167025,99,0.1111111111111111,0.36363636363636365,0.23529411764705882,0.4,0.1111111111111111,0.24423054070112898,0.12169083755718672,91,MLPClassifier,,,,,,,relu,"(10,)",adaptive,10000,sgd
0.8277528285980225,0.12223607232530422,0.009812498092651367,0.005022480857258465,"{'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.4444444444444444,0.5384615384615384,0.7142857142857143,0.4444444444444444,0.6666666666666666,0.5616605616605617,0.1116585422170988,49,0.26666666666666666,0.4666666666666667,0.3333333333333333,0.26666666666666666,0.26666666666666666,0.31999999999999995,0.07774602526460402,79,0.33333333333333337,0.5,0.4545454545454545,0.33333333333333337,0.3809523809523809,0.4004329004329004,0.06667228851317213,68,MLPClassifier,,,,,,,relu,"(10,)",adaptive,10000,adam
0.12334704399108887,0.017828765583498298,0.005658578872680664,0.004275022834917809,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.35294117647058826,0.42857142857142855,0.7777777777777778,0.3333333333333333,0.4,0.45852474323062553,0.16313529684203343,69,0.4,0.6,0.4666666666666667,0.3333333333333333,0.4,0.44000000000000006,0.09043106644167023,16,0.37500000000000006,0.5,0.5833333333333334,0.3333333333333333,0.4000000000000001,0.43833333333333335,0.09092121131323905,32,MLPClassifier,,,,,,,relu,"(50,)",constant,10000,lbfgs
0.8030182838439941,0.03894060836188073,0.007851028442382812,0.005139697833073888,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.3333333333333333,0.625,1.0,0.6666666666666666,0.8333333333333334,0.6916666666666667,0.22298480267099424,19,0.06666666666666667,0.3333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.24,0.09977753031397177,92,0.1111111111111111,0.43478260869565216,0.33333333333333337,0.3809523809523809,0.47619047619047616,0.34727398205659077,0.12757640851524804,83,MLPClassifier,,,,,,,relu,"(50,)",constant,10000,sgd
3.7732184410095213,0.45880884773125413,0.00820779800415039,0.00474942481013624,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.42857142857142855,0.7142857142857143,0.875,0.3333333333333333,0.45454545454545453,0.5611471861471862,0.20139235823383628,50,0.4,0.6666666666666666,0.4666666666666667,0.26666666666666666,0.3333333333333333,0.42666666666666664,0.13727506854649332,24,0.4137931034482759,0.689655172413793,0.608695652173913,0.2962962962962963,0.3846153846153846,0.4786111217895326,0.14679022178091317,9,MLPClassifier,,,,,,,relu,"(50,)",constant,10000,adam
0.1106180191040039,0.0058050411107707705,0.009978580474853515,0.005121109860244745,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.3684210526315789,0.5,0.7272727272727273,0.4117647058823529,0.4166666666666667,0.4848250304906651,0.12848690596865592,61,0.4666666666666667,0.6666666666666666,0.5333333333333333,0.4666666666666667,0.3333333333333333,0.49333333333333335,0.1083205120618128,8,0.4117647058823529,0.5714285714285715,0.6153846153846153,0.43749999999999994,0.3703703703703704,0.481289652613182,0.09503770072244776,7,MLPClassifier,,,,,,,relu,"(50,)",invscaling,10000,lbfgs
0.19216542243957518,0.06073435110611241,0.006117773056030273,0.005187216625081461,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.26666666666666666,0.12727272727272726,0.5555555555555556,0.09401709401709402,0.05084745762711865,0.21887190022783246,0.18322203355221264,94,0.26666666666666666,0.4666666666666667,0.6666666666666666,0.7333333333333333,0.2,0.4666666666666667,0.21081851067789195,11,0.26666666666666666,0.19999999999999996,0.606060606060606,0.16666666666666669,0.08108108108108107,0.2640950040950041,0.181130689214729,89,MLPClassifier,,,,,,,relu,"(50,)",invscaling,10000,sgd
3.546117067337036,0.20661586915115335,0.01029362678527832,0.005044021344398718,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.47058823529411764,0.5,0.5454545454545454,0.25,0.45454545454545453,0.44411764705882356,0.1018656924159079,72,0.5333333333333333,0.6,0.4,0.2,0.3333333333333333,0.4133333333333333,0.14236104336041747,33,0.5,0.5454545454545454,0.4615384615384615,0.22222222222222224,0.3846153846153846,0.4227661227661228,0.11330856099610102,54,MLPClassifier,,,,,,,relu,"(50,)",invscaling,10000,adam
0.12263078689575195,0.01533439042504736,0.005675077438354492,0.004229305928760889,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.47058823529411764,0.45454545454545453,0.6153846153846154,0.5,0.375,0.48310366104483754,0.07802864310317136,63,0.5333333333333333,0.6666666666666666,0.5333333333333333,0.6,0.4,0.5466666666666666,0.08844332774281065,4,0.5,0.5405405405405405,0.5714285714285715,0.5454545454545454,0.38709677419354843,0.5089040863234412,0.06505753849839573,2,MLPClassifier,,,,,,,relu,"(50,)",adaptive,10000,lbfgs
0.98188796043396,0.08403111628659758,0.006445074081420898,0.004091419227540231,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.3333333333333333,0.5555555555555556,1.0,0.5,0.7142857142857143,0.6206349206349207,0.2253968253968254,39,0.06666666666666667,0.3333333333333333,0.26666666666666666,0.2,0.3333333333333333,0.24,0.09977753031397177,92,0.1111111111111111,0.4166666666666667,0.4210526315789474,0.28571428571428575,0.4545454545454545,0.33781802992329313,0.12718586815043348,84,MLPClassifier,,,,,,,relu,"(50,)",adaptive,10000,sgd
3.685945987701416,0.430664395021707,0.004270029067993164,0.0004240043250166547,"{'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.5625,0.6363636363636364,0.3333333333333333,0.5,0.506439393939394,0.1000717144137726,55,0.4666666666666667,0.6,0.4666666666666667,0.26666666666666666,0.3333333333333333,0.42666666666666664,0.11623730516108462,24,0.4827586206896552,0.5806451612903225,0.5384615384615385,0.2962962962962963,0.4,0.45963232334756254,0.10161461455117694,17,MLPClassifier,,,,,,,relu,"(50,)",adaptive,10000,adam
0.4139096260070801,0.1769917266604521,0.00666046142578125,0.004596383033185251,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'}",0.5333333333333333,0.5,0.7272727272727273,0.3076923076923077,0.25,0.46365967365967364,0.1706711197603142,67,0.5333333333333333,0.6666666666666666,0.5333333333333333,0.26666666666666666,0.2,0.44000000000000006,0.1768866554856213,16,0.5333333333333333,0.5714285714285715,0.6153846153846153,0.28571428571428575,0.22222222222222224,0.44561660561660565,0.15988611862553512,23,MLPClassifier,,,,,,,relu,"(100, 20)",constant,10000,lbfgs
1.266937780380249,0.10424339630658491,0.0038227558135986326,0.000135755078348786,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'}",0.6,0.5555555555555556,1.0,0.5,0.7142857142857143,0.673968253968254,0.17758379439363864,24,0.2,0.3333333333333333,0.3333333333333333,0.26666666666666666,0.3333333333333333,0.29333333333333333,0.05333333333333333,88,0.3,0.4166666666666667,0.5,0.3478260869565218,0.4545454545454545,0.40380764163372856,0.07197584444459396,66,MLPClassifier,,,,,,,relu,"(100, 20)",constant,10000,sgd
2.6796660900115965,0.14026885372106665,0.011351537704467774,0.005485402457221732,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.5882352941176471,0.7142857142857143,0.375,0.4166666666666667,0.5188375350140056,0.12206474945076606,53,0.4666666666666667,0.6666666666666666,0.3333333333333333,0.4,0.3333333333333333,0.44000000000000006,0.12364824660660938,16,0.4827586206896552,0.625,0.4545454545454545,0.38709677419354843,0.3703703703703704,0.4639542439598057,0.09060118928123852,16,MLPClassifier,,,,,,,relu,"(100, 20)",constant,10000,adam
0.26940240859985354,0.03590839571176694,0.008065605163574218,0.005110044027483312,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'}",0.4090909090909091,0.5333333333333333,0.6428571428571429,0.5454545454545454,0.4,0.5061471861471861,0.09128079031337662,56,0.6,0.5333333333333333,0.6,0.4,0.4,0.5066666666666666,0.09043106644167022,7,0.4864864864864865,0.5333333333333333,0.6206896551724138,0.4615384615384615,0.4000000000000001,0.500409587306139,0.07394345157787646,5,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,10000,lbfgs
0.46643905639648436,0.3511122423185876,0.009389686584472656,0.006023156096755044,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'}",0.25,0.5,0.13157894736842105,0.1875,0.3333333333333333,0.28048245614035083,0.12862996500743795,92,0.13333333333333333,0.2,1.0,0.2,0.13333333333333333,0.33333333333333337,0.33466401061363027,60,0.1739130434782609,0.28571428571428575,0.23255813953488372,0.19354838709677422,0.19047619047619044,0.215242009260079,0.04014531741443198,95,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,10000,sgd
3.2172806739807127,0.23948559873803482,0.00902729034423828,0.005041918476581549,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'}",0.42857142857142855,0.6153846153846154,0.6666666666666666,0.25,0.5,0.49212454212454215,0.14722996561693505,58,0.4,0.5333333333333333,0.5333333333333333,0.26666666666666666,0.3333333333333333,0.4133333333333334,0.10666666666666666,31,0.4137931034482759,0.5714285714285715,0.5925925925925926,0.2580645161290323,0.4,0.44717575671969445,0.1230348186470958,22,MLPClassifier,,,,,,,relu,"(100, 20)",invscaling,10000,adam
0.3448805332183838,0.04884807585658546,0.011209249496459961,0.007716259579053378,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'}",0.35294117647058826,0.5789473684210527,0.7272727272727273,0.25,0.3333333333333333,0.4484989210995403,0.17693380076100126,71,0.4,0.7333333333333333,0.5333333333333333,0.2,0.3333333333333333,0.43999999999999995,0.18184242262647804,21,0.37500000000000006,0.6470588235294117,0.6153846153846153,0.22222222222222224,0.3333333333333333,0.4385997988939166,0.16531984464722377,31,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,10000,lbfgs
2.048098993301392,0.22947133462112307,0.006615877151489258,0.00241729787057158,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'}",0.4,0.5714285714285714,1.0,0.8,0.5714285714285714,0.6685714285714285,0.20886476437139503,26,0.13333333333333333,0.26666666666666666,0.3333333333333333,0.26666666666666666,0.26666666666666666,0.2533333333333333,0.06531972647421809,91,0.2,0.36363636363636365,0.5,0.4,0.36363636363636365,0.36545454545454553,0.09662058367699217,81,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,10000,sgd
1.9799049854278565,0.520726103871611,0.0038610458374023437,0.0006311987968907929,"{'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'}",0.5,0.5333333333333333,0.6666666666666666,0.3333333333333333,0.4,0.48666666666666664,0.11469767022723501,60,0.4,0.5333333333333333,0.5333333333333333,0.26666666666666666,0.26666666666666666,0.4,0.11925695879998878,36,0.4444444444444445,0.5333333333333333,0.5925925925925926,0.2962962962962963,0.32,0.4373333333333333,0.1157847679224397,34,MLPClassifier,,,,,,,relu,"(100, 20)",adaptive,10000,adam
1 mean_fit_time std_fit_time mean_score_time std_score_time params split0_test_precision split1_test_precision split2_test_precision split3_test_precision split4_test_precision mean_test_precision std_test_precision rank_test_precision split0_test_recall split1_test_recall split2_test_recall split3_test_recall split4_test_recall mean_test_recall std_test_recall rank_test_recall split0_test_f1 split1_test_f1 split2_test_f1 split3_test_f1 split4_test_f1 mean_test_f1 std_test_f1 rank_test_f1 classifier param_gamma param_kernel param_criterion param_splitter param_class_weight param_max_features param_activation param_hidden_layer_sizes param_learning_rate param_max_iter param_solver
2 0.0014309406280517579 8.771385502315066e-05 0.003767251968383789 0.0002374627982662787 {} 0.42857142857142855 0.4375 0.75 0.35 0.6923076923076923 0.5316758241758242 0.15872854195194258 1 0.4 0.4666666666666667 0.6 0.4666666666666667 0.6 0.5066666666666667 0.07999999999999999 1 0.4137931034482759 0.45161290322580644 0.6666666666666665 0.4 0.6428571428571429 0.5149859632395783 0.11561659545178514 1 GaussianNB
3 0.013410377502441406 0.0038895336347533663 0.006577539443969727 0.0046554010772050045 {'gamma': 'scale', 'kernel': 'linear'} 0.5 0.7142857142857143 1.0 0.75 0.7142857142857143 0.7357142857142858 0.1590789817951435 1 0.13333333333333333 0.3333333333333333 0.2 0.2 0.3333333333333333 0.24 0.07999999999999999 3 0.2105263157894737 0.4545454545454545 0.33333333333333337 0.31578947368421056 0.4545454545454545 0.35374800637958537 0.09240163726792185 1 SVC scale linear
4 0.007567024230957032 0.00201509035866784 0.005216360092163086 0.0012099094702360562 {'gamma': 'scale', 'kernel': 'poly'} 0.3333333333333333 0.6 1.0 0.3333333333333333 0.5714285714285714 0.5676190476190476 0.24404750290357283 3 0.13333333333333333 0.2 0.13333333333333333 0.2 0.26666666666666666 0.18666666666666668 0.049888765156985884 5 0.19047619047619044 0.3 0.23529411764705882 0.25 0.36363636363636365 0.2678813343519225 0.059285511595118995 5 SVC scale poly
5 0.009118747711181641 0.003415319818458478 0.01780810356140137 0.005878203761039946 {'gamma': 'scale', 'kernel': 'rbf'} 0.3333333333333333 0.75 1.0 0.0 0.5 0.5166666666666666 0.34318767136623335 6 0.06666666666666667 0.2 0.13333333333333333 0.0 0.13333333333333333 0.10666666666666666 0.0679869268479038 7 0.1111111111111111 0.31578947368421056 0.23529411764705882 0.0 0.2105263157894737 0.17454420364637083 0.10901828012637575 8 SVC scale rbf
6 0.005979728698730469 0.002864937402763699 0.009497642517089844 0.006080379058094698 {'gamma': 'scale', 'kernel': 'sigmoid'} 0.4 0.26666666666666666 1.0 0.3333333333333333 0.5454545454545454 0.509090909090909 0.26224992460788454 7 0.26666666666666666 0.26666666666666666 0.26666666666666666 0.26666666666666666 0.4 0.29333333333333333 0.053333333333333344 1 0.32 0.26666666666666666 0.4210526315789474 0.2962962962962963 0.4615384615384615 0.35311081121607435 0.07505924508078918 3 SVC scale sigmoid
7 0.014951944351196289 0.010049275379925579 0.010760307312011719 0.005930325113236969 {'gamma': 'auto', 'kernel': 'linear'} 0.5 0.7142857142857143 1.0 0.75 0.7142857142857143 0.7357142857142858 0.1590789817951435 1 0.13333333333333333 0.3333333333333333 0.2 0.2 0.3333333333333333 0.24 0.07999999999999999 3 0.2105263157894737 0.4545454545454545 0.33333333333333337 0.31578947368421056 0.4545454545454545 0.35374800637958537 0.09240163726792185 1 SVC auto linear
8 0.005137157440185547 0.000312547657671865 0.015316009521484375 0.0018488860569328789 {'gamma': 'auto', 'kernel': 'poly'} 0.3333333333333333 0.6 1.0 0.3333333333333333 0.5714285714285714 0.5676190476190476 0.24404750290357283 3 0.13333333333333333 0.2 0.13333333333333333 0.2 0.26666666666666666 0.18666666666666668 0.049888765156985884 5 0.19047619047619044 0.3 0.23529411764705882 0.25 0.36363636363636365 0.2678813343519225 0.059285511595118995 5 SVC auto poly
9 0.005347394943237304 7.932879423658477e-05 0.01772475242614746 0.0033416905903552244 {'gamma': 'auto', 'kernel': 'rbf'} 0.5 0.75 1.0 0.0 0.5 0.55 0.33166247903554 5 0.06666666666666667 0.2 0.13333333333333333 0.0 0.13333333333333333 0.10666666666666666 0.0679869268479038 7 0.11764705882352941 0.31578947368421056 0.23529411764705882 0.0 0.2105263157894737 0.17585139318885448 0.10828657455702378 7 SVC auto rbf
10 0.003673839569091797 0.00014327440324428154 0.0039015293121337892 7.484025657166712e-05 {'gamma': 'auto', 'kernel': 'sigmoid'} 0.36363636363636365 0.26666666666666666 1.0 0.36363636363636365 0.5454545454545454 0.5078787878787879 0.26206497907937154 8 0.26666666666666666 0.26666666666666666 0.26666666666666666 0.26666666666666666 0.4 0.29333333333333333 0.053333333333333344 1 0.30769230769230765 0.26666666666666666 0.4210526315789474 0.30769230769230765 0.4615384615384615 0.35292847503373814 0.07479405207340159 4 SVC auto sigmoid
11 0.0027150630950927733 0.0007055931913522471 0.006283473968505859 0.0022068219824869662 {'criterion': 'gini', 'splitter': 'best'} 0.3333333333333333 0.4444444444444444 0.5333333333333333 0.4 0.42105263157894735 0.4264327485380116 0.06503428816282626 2 0.3333333333333333 0.5333333333333333 0.5333333333333333 0.5333333333333333 0.5333333333333333 0.4933333333333333 0.08 1 0.3333333333333333 0.4848484848484848 0.5333333333333333 0.4571428571428572 0.47058823529411764 0.4558492487904253 0.06644365994648156 2 DecisionTreeClassifier gini best
12 0.0018661022186279297 0.0014690417480036346 0.0035379409790039064 0.0002686332034485264 {'criterion': 'gini', 'splitter': 'random'} 0.2 0.4444444444444444 0.45454545454545453 0.25 0.4666666666666667 0.36313131313131314 0.1141038643875689 4 0.26666666666666666 0.5333333333333333 0.3333333333333333 0.3333333333333333 0.4666666666666667 0.3866666666666666 0.09797958971132713 4 0.2285714285714286 0.4848484848484848 0.3846153846153846 0.28571428571428575 0.4666666666666667 0.3700832500832501 0.09985420990623328 4 DecisionTreeClassifier gini random
13 0.002201080322265625 7.900344179288637e-05 0.0035123825073242188 0.00018479756240858062 {'criterion': 'entropy', 'splitter': 'best'} 0.23529411764705882 0.47058823529411764 0.5454545454545454 0.3157894736842105 0.5333333333333333 0.4200919410826531 0.12338436811428186 3 0.26666666666666666 0.5333333333333333 0.4 0.4 0.5333333333333333 0.42666666666666664 0.09977753031397177 3 0.25 0.5 0.4615384615384615 0.35294117647058826 0.5333333333333333 0.41956259426847664 0.10427446228651158 3 DecisionTreeClassifier entropy best
14 0.0010622024536132812 2.475120176261585e-05 0.00341181755065918 9.872284332352268e-05 {'criterion': 'entropy', 'splitter': 'random'} 0.47058823529411764 0.4375 0.6 0.45 0.42857142857142855 0.4773319327731092 0.06293510365515659 1 0.5333333333333333 0.4666666666666667 0.4 0.6 0.4 0.48 0.07774602526460399 2 0.5 0.45161290322580644 0.48 0.5142857142857143 0.4137931034482759 0.4719383441919593 0.035887990042695855 1 DecisionTreeClassifier entropy random
15 0.2518955707550049 0.05716943392832697 0.026599550247192384 0.00390333545512048 {'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'sqrt'} 0.5454545454545454 0.5 0.7142857142857143 0.4 0.8571428571428571 0.6033766233766233 0.16254345397697206 7 0.4 0.3333333333333333 0.3333333333333333 0.26666666666666666 0.4 0.3466666666666667 0.0498887651569859 3 0.4615384615384615 0.4 0.4545454545454545 0.32 0.5454545454545455 0.4363076923076924 0.07446874653158746 6 RandomForestClassifier gini balanced sqrt
16 0.34371132850646974 0.050791376043295984 0.027193450927734376 0.00532300581904313 {'class_weight': 'balanced', 'criterion': 'gini', 'max_features': 'log2'} 0.5454545454545454 0.5 0.8333333333333334 0.5 0.7142857142857143 0.6186147186147186 0.13322787756343257 6 0.4 0.3333333333333333 0.3333333333333333 0.4 0.3333333333333333 0.36 0.03265986323710906 1 0.4615384615384615 0.4 0.47619047619047616 0.4444444444444445 0.4545454545454545 0.44734376734376735 0.025827600092513142 2 RandomForestClassifier gini balanced log2
17 0.3727288246154785 0.03031534072438747 0.026321029663085936 0.0037617707062098625 {'class_weight': 'balanced', 'criterion': 'entropy', 'max_features': 'sqrt'} 0.6 0.45454545454545453 0.8 0.5555555555555556 0.75 0.6320202020202019 0.1268903989656357 5 0.4 0.3333333333333333 0.26666666666666666 0.3333333333333333 0.4 0.3466666666666667 0.0498887651569859 3 0.48 0.3846153846153846 0.4 0.4166666666666667 0.5217391304347827 0.4406042363433668 0.051944893882242965 4 RandomForestClassifier entropy balanced sqrt
18 0.3756412029266357 0.011375578551937972 0.02838597297668457 0.00493367470043015 {'class_weight': 'balanced', 'criterion': 'entropy', 'max_features': 'log2'} 0.5454545454545454 0.45454545454545453 1.0 0.5 0.7142857142857143 0.6428571428571429 0.19900240321431642 4 0.4 0.3333333333333333 0.26666666666666666 0.26666666666666666 0.3333333333333333 0.31999999999999995 0.04988876515698589 8 0.4615384615384615 0.3846153846153846 0.4210526315789474 0.3478260869565218 0.4545454545454545 0.4139156038469539 0.04288586153306008 8 RandomForestClassifier entropy balanced log2
19 0.4055354118347168 0.021674138418711433 0.02456965446472168 0.0036741386647616745 {'class_weight': 'balanced_subsample', 'criterion': 'gini', 'max_features': 'sqrt'} 0.6 0.5454545454545454 1.0 0.4444444444444444 0.7142857142857143 0.6608369408369409 0.19064537503625759 3 0.4 0.4 0.3333333333333333 0.26666666666666666 0.3333333333333333 0.3466666666666666 0.0498887651569859 5 0.48 0.4615384615384615 0.5 0.33333333333333337 0.4545454545454545 0.44588344988344986 0.058446862086001 3 RandomForestClassifier gini balanced_subsample sqrt
20 0.3828593254089355 0.00614570516580293 0.024838876724243165 0.004373295985485109 {'class_weight': 'balanced_subsample', 'criterion': 'gini', 'max_features': 'log2'} 0.5454545454545454 0.4444444444444444 0.6666666666666666 0.5 0.8333333333333334 0.5979797979797981 0.1385938095902155 8 0.4 0.26666666666666666 0.26666666666666666 0.4666666666666667 0.3333333333333333 0.3466666666666666 0.07774602526460402 5 0.4615384615384615 0.33333333333333337 0.3809523809523809 0.4827586206896552 0.47619047619047616 0.42695465454086146 0.0593556222069118 7 RandomForestClassifier gini balanced_subsample log2
21 0.3809805393218994 0.010355070894992274 0.02151346206665039 0.007062834582933525 {'class_weight': 'balanced_subsample', 'criterion': 'entropy', 'max_features': 'sqrt'} 0.6 0.5454545454545454 0.8 0.5454545454545454 0.8333333333333334 0.6648484848484849 0.1259906565836246 2 0.4 0.4 0.26666666666666666 0.4 0.3333333333333333 0.36 0.053333333333333344 1 0.48 0.4615384615384615 0.4 0.4615384615384615 0.47619047619047616 0.4558534798534798 0.02891676710995728 1 RandomForestClassifier entropy balanced_subsample sqrt
22 0.2878610134124756 0.017216781861328703 0.012008190155029297 0.0010591765917863823 {'class_weight': 'balanced_subsample', 'criterion': 'entropy', 'max_features': 'log2'} 0.6 0.5454545454545454 0.8 0.6 0.8571428571428571 0.6805194805194805 0.12383918755832264 1 0.4 0.4 0.26666666666666666 0.2 0.4 0.3333333333333333 0.08432740427115679 7 0.48 0.4615384615384615 0.4 0.3 0.5454545454545455 0.4373986013986014 0.08288634400074817 5 RandomForestClassifier entropy balanced_subsample log2
23 0.0085601806640625 0.0009963373727282713 0.002940464019775391 4.886950475465252e-05 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (10,) constant 10000 lbfgs
24 0.3177128791809082 0.08811210790998089 0.0035333156585693358 0.00047752262913897266 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.5 0.6666666666666666 0.7142857142857143 0.6666666666666666 0.75 0.6595238095238095 0.08571428571428572 29 0.2 0.4 0.3333333333333333 0.26666666666666666 0.4 0.32 0.07774602526460402 63 0.28571428571428575 0.5 0.4545454545454545 0.3809523809523809 0.5217391304347827 0.42859025032938075 0.08617731337455714 50 MLPClassifier identity (10,) constant 10000 sgd
25 0.3980771541595459 0.05807813441167388 0.003406047821044922 0.00050954692443457 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.6666666666666666 1.0 0.5 0.7777777777777778 0.6888888888888889 0.187905939169864 20 0.13333333333333333 0.4 0.3333333333333333 0.2 0.4666666666666667 0.30666666666666664 0.12364824660660939 80 0.2105263157894737 0.5 0.5 0.28571428571428575 0.5833333333333334 0.41591478696741857 0.14234198986112687 62 MLPClassifier identity (10,) constant 10000 adam
26 0.018405055999755858 0.004331564623934776 0.007030677795410156 0.004920628511126134 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (10,) invscaling 10000 lbfgs
27 0.80448317527771 1.3331382129218834 0.005522012710571289 0.004715047011652423 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.14516129032258066 0.08823529411764706 0.0625 0.3157894736842105 0.5238095238095238 0.22709911638679242 0.1726226421655894 93 0.6 0.8 0.2 0.4 0.7333333333333333 0.5466666666666666 0.22070593809662464 4 0.2337662337662338 0.15894039735099338 0.09523809523809523 0.35294117647058826 0.611111111111111 0.29039940278740434 0.18184839576934175 86 MLPClassifier identity (10,) invscaling 10000 sgd
28 0.4356339931488037 0.05585727364336003 0.0072902202606201175 0.004988254593330345 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.4 0.6666666666666666 0.8333333333333334 0.5714285714285714 0.7 0.6342857142857143 0.14410250823569518 34 0.13333333333333333 0.4 0.3333333333333333 0.26666666666666666 0.4666666666666667 0.32 0.11469767022723504 63 0.2 0.5 0.47619047619047616 0.36363636363636365 0.56 0.419965367965368 0.1270702350054926 56 MLPClassifier identity (10,) invscaling 10000 adam
29 0.014704227447509766 0.004759471232972364 0.0072594165802001955 0.005132692630090295 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (10,) adaptive 10000 lbfgs
30 0.5046287059783936 0.061013088397560346 0.005272340774536133 0.004034868693996535 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.4 0.6 1.0 0.5555555555555556 0.8571428571428571 0.6825396825396826 0.21634868229448925 22 0.13333333333333333 0.4 0.3333333333333333 0.3333333333333333 0.4 0.32 0.09797958971132713 63 0.2 0.48 0.5 0.4166666666666667 0.5454545454545455 0.42842424242424243 0.12148671926116508 51 MLPClassifier identity (10,) adaptive 10000 sgd
31 0.47644891738891604 0.08016477711475509 0.007320594787597656 0.005030337176790039 {'activation': 'identity', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.4 0.6666666666666666 0.7142857142857143 0.6666666666666666 0.7 0.6295238095238094 0.11626851399643316 36 0.13333333333333333 0.4 0.3333333333333333 0.26666666666666666 0.4666666666666667 0.32 0.11469767022723504 63 0.2 0.5 0.4545454545454545 0.3809523809523809 0.56 0.4190995670995671 0.12418860743723567 57 MLPClassifier identity (10,) adaptive 10000 adam
32 0.026703739166259767 0.0040001559350094544 0.0031989574432373046 1.0643834249289343e-05 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (50,) constant 10000 lbfgs
33 0.4125713348388672 0.047122493501641924 0.008138465881347656 0.005886201445051434 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.4 0.6666666666666666 0.6666666666666666 0.5 0.75 0.5966666666666667 0.12754084313139324 43 0.13333333333333333 0.4 0.26666666666666666 0.26666666666666666 0.4 0.29333333333333333 0.0997775303139718 88 0.2 0.5 0.3809523809523809 0.3478260869565218 0.5217391304347827 0.3901035196687371 0.11611687496478133 73 MLPClassifier identity (50,) constant 10000 sgd
34 0.2910574436187744 0.04378837394774751 0.0031997203826904298 0.0001633680986788642 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.6666666666666666 0.8333333333333334 0.6666666666666666 0.7777777777777778 0.7088888888888889 0.08444444444444447 13 0.2 0.4 0.3333333333333333 0.26666666666666666 0.4666666666666667 0.3333333333333333 0.09428090415820634 61 0.3 0.5 0.47619047619047616 0.3809523809523809 0.5833333333333334 0.4480952380952381 0.09819689600739696 20 MLPClassifier identity (50,) constant 10000 adam
35 0.030152320861816406 0.0058866081702739935 0.00537562370300293 0.00395680715961672 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (50,) invscaling 10000 lbfgs
36 0.652178144454956 0.2773772471051924 0.009832954406738282 0.004876769938881729 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.15217391304347827 0.1 0.034482758620689655 0.09302325581395349 0.0 0.07593598549562428 0.05323141386310673 100 0.4666666666666667 0.06666666666666667 0.2 0.26666666666666666 0.0 0.2 0.16329931618554522 94 0.22950819672131148 0.08 0.0588235294117647 0.13793103448275862 0.0 0.10125255212316694 0.07784445219915893 100 MLPClassifier identity (50,) invscaling 10000 sgd
37 0.311694860458374 0.019938649350163505 0.008004331588745117 0.005899370983604936 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7088888888888889 0.171327424599079 13 0.13333333333333333 0.4 0.3333333333333333 0.2 0.4666666666666667 0.30666666666666664 0.12364824660660939 80 0.2105263157894737 0.5 0.5 0.3 0.5833333333333334 0.41877192982456146 0.139820929315128 59 MLPClassifier identity (50,) invscaling 10000 adam
38 0.032560110092163086 0.007158972125443961 0.005606746673583985 0.00395959003126111 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (50,) adaptive 10000 lbfgs
39 0.548391580581665 0.03229744421500788 0.007658243179321289 0.005045431163373871 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.5 0.6666666666666666 0.75 0.5714285714285714 0.7777777777777778 0.6531746031746032 0.10509806576029745 31 0.13333333333333333 0.4 0.2 0.26666666666666666 0.4666666666666667 0.29333333333333333 0.12364824660660939 88 0.2105263157894737 0.5 0.31578947368421056 0.36363636363636365 0.5833333333333334 0.39465709728867626 0.13250085423458755 70 MLPClassifier identity (50,) adaptive 10000 sgd
40 0.3194925308227539 0.028204983194989885 0.011598157882690429 0.0040272881997961375 {'activation': 'identity', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7088888888888889 0.171327424599079 13 0.13333333333333333 0.4 0.3333333333333333 0.2 0.4666666666666667 0.30666666666666664 0.12364824660660939 80 0.2105263157894737 0.5 0.5 0.3 0.5833333333333334 0.41877192982456146 0.139820929315128 59 MLPClassifier identity (50,) adaptive 10000 adam
41 0.06370596885681153 0.005455902506256805 0.0034008026123046875 9.856271351487196e-05 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (100, 20) constant 10000 lbfgs
42 0.5191910743713379 0.06180524703440315 0.011949920654296875 0.00403553410830365 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.4 0.6666666666666666 1.0 0.5 0.875 0.6883333333333332 0.22407835931011078 21 0.13333333333333333 0.4 0.26666666666666666 0.26666666666666666 0.4666666666666667 0.30666666666666664 0.11623730516108463 80 0.2 0.5 0.4210526315789474 0.3478260869565218 0.608695652173913 0.41551487414187643 0.13821407246497794 63 MLPClassifier identity (100, 20) constant 10000 sgd
43 0.21169028282165528 0.04044928383649604 0.010738897323608398 0.005434595847363706 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7088888888888889 0.171327424599079 13 0.13333333333333333 0.4 0.3333333333333333 0.2 0.4666666666666667 0.30666666666666664 0.12364824660660939 80 0.2105263157894737 0.5 0.5 0.3 0.5833333333333334 0.41877192982456146 0.139820929315128 59 MLPClassifier identity (100, 20) constant 10000 adam
44 0.07354087829589843 0.009913950771627399 0.010216140747070312 0.005047850219826354 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (100, 20) invscaling 10000 lbfgs
45 1.5206390857696532 0.9643399298039835 0.007685470581054688 0.005166438084730187 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.2 0.09523809523809523 0.1095890410958904 0.2916666666666667 0.12727272727272726 0.16475330605467592 0.0729788804861395 97 0.26666666666666666 0.13333333333333333 0.5333333333333333 0.4666666666666667 0.4666666666666667 0.37333333333333335 0.14966629547095767 48 0.2285714285714286 0.1111111111111111 0.18181818181818182 0.35897435897435903 0.19999999999999996 0.21609501609501608 0.08127206002892311 94 MLPClassifier identity (100, 20) invscaling 10000 sgd
46 0.2413179874420166 0.022635439447727612 0.005919122695922851 0.004041516745814157 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (100, 20) invscaling 10000 adam
47 0.07267847061157226 0.007917579733880962 0.01024179458618164 0.0052354046105374235 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.6 0.6666666666666666 1.0 0.6 0.7777777777777778 0.7288888888888889 0.15032475133589124 3 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.3 0.5833333333333334 0.4366666666666667 0.1156623438193165 35 MLPClassifier identity (100, 20) adaptive 10000 lbfgs
48 0.7145802974700928 0.06893805882891774 0.0034241676330566406 0.00013379654705146136 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.4 0.6 0.8333333333333334 0.8 0.7 0.6666666666666667 0.15634719199411432 28 0.13333333333333333 0.4 0.3333333333333333 0.26666666666666666 0.4666666666666667 0.32 0.11469767022723504 63 0.2 0.48 0.47619047619047616 0.4 0.56 0.4232380952380952 0.12256014304059668 53 MLPClassifier identity (100, 20) adaptive 10000 sgd
49 0.29239115715026853 0.073764908917918 0.010361862182617188 0.00570530785668512 {'activation': 'identity', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.6666666666666666 1.0 0.5 0.7777777777777778 0.7088888888888889 0.17132742459907896 13 0.2 0.4 0.3333333333333333 0.2 0.4666666666666667 0.32 0.10666666666666667 63 0.3 0.5 0.5 0.28571428571428575 0.5833333333333334 0.43380952380952387 0.11912759218566725 46 MLPClassifier identity (100, 20) adaptive 10000 adam
50 0.1706099510192871 0.05394634082903207 0.009807443618774414 0.005131218157915079 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.3333333333333333 0.34615384615384615 0.5714285714285714 0.3888888888888889 0.3684210526315789 0.4016451384872437 0.08699282974397238 79 0.3333333333333333 0.6 0.5333333333333333 0.4666666666666667 0.4666666666666667 0.4800000000000001 0.08844332774281065 9 0.3333333333333333 0.43902439024390244 0.5517241379310344 0.42424242424242425 0.4117647058823529 0.43201779832660947 0.07012555582453396 48 MLPClassifier logistic (10,) constant 10000 lbfgs
51 0.8531221866607666 0.17452068371869597 0.005548238754272461 0.004247119855255308 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 MLPClassifier logistic (10,) constant 10000 sgd
52 0.6431536674499512 0.05911922887088072 0.009637594223022461 0.005185623627110673 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.625 0.0 0.0 0.7 0.385 0.31606961258558214 87 0.2 0.3333333333333333 0.0 0.0 0.4666666666666667 0.2 0.1837873166945363 94 0.3 0.43478260869565216 0.0 0.0 0.56 0.2589565217391304 0.22686714881976763 90 MLPClassifier logistic (10,) constant 10000 adam
53 0.1708374500274658 0.07315443603007185 0.007598590850830078 0.005021274440735098 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.35714285714285715 0.3125 0.4 0.46153846153846156 0.4 0.38623626373626374 0.04966440327379324 86 0.3333333333333333 0.3333333333333333 0.4 0.4 0.4 0.37333333333333335 0.03265986323710906 48 0.3448275862068965 0.3225806451612903 0.4000000000000001 0.42857142857142855 0.4000000000000001 0.3791959319879231 0.039217424823045466 77 MLPClassifier logistic (10,) invscaling 10000 lbfgs
54 0.11350688934326172 0.06710262000078747 0.005441188812255859 0.0042647625678947235 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.0 0.0 0.10067114093959731 0.0 0.0 0.020134228187919462 0.040268456375838924 102 0.0 0.0 1.0 0.0 0.0 0.2 0.4000000000000001 94 0.0 0.0 0.18292682926829268 0.0 0.0 0.036585365853658534 0.07317073170731707 102 MLPClassifier logistic (10,) invscaling 10000 sgd
55 0.9000923156738281 0.1624466795006958 0.006260490417480469 0.004947050013697236 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.0 0.0 0.0 1.0 0.0 0.2 0.4 96 0.0 0.0 0.0 0.2 0.0 0.04 0.08 103 0.0 0.0 0.0 0.33333333333333337 0.0 0.06666666666666668 0.13333333333333336 101 MLPClassifier logistic (10,) invscaling 10000 adam
56 0.13476600646972656 0.03989550644058379 0.007716941833496094 0.004841031806875546 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.35714285714285715 0.3684210526315789 0.6923076923076923 0.3157894736842105 0.3076923076923077 0.4082706766917294 0.14390820263618184 77 0.3333333333333333 0.4666666666666667 0.6 0.4 0.26666666666666666 0.4133333333333333 0.11469767022723501 33 0.3448275862068965 0.4117647058823529 0.6428571428571429 0.35294117647058826 0.28571428571428575 0.40762097942625325 0.12421542264121775 64 MLPClassifier logistic (10,) adaptive 10000 lbfgs
57 0.8788328170776367 0.12226297900921261 0.011949920654296875 0.0042136149611141805 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 MLPClassifier logistic (10,) adaptive 10000 sgd
58 0.7962179183959961 0.046683901898619436 0.005531120300292969 0.0040788221150739 {'activation': 'logistic', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.5 0.0 0.75 0.0 0.35 0.3 90 0.13333333333333333 0.13333333333333333 0.0 0.2 0.0 0.09333333333333334 0.08 100 0.2105263157894737 0.2105263157894737 0.0 0.31578947368421056 0.0 0.1473684210526316 0.12631578947368421 98 MLPClassifier logistic (10,) adaptive 10000 adam
59 0.12662978172302247 0.015939787626945427 0.0036719322204589845 0.00011773218553793714 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.3 0.47058823529411764 0.5 0.3076923076923077 0.3888888888888889 0.3934338863750628 0.081745087400473 83 0.2 0.5333333333333333 0.3333333333333333 0.26666666666666666 0.4666666666666667 0.36 0.12364824660660938 51 0.24 0.5 0.4 0.28571428571428575 0.42424242424242425 0.36999134199134204 0.09460055163215765 79 MLPClassifier logistic (50,) constant 10000 lbfgs
60 1.4397684574127196 0.10302497581556684 0.005614948272705078 0.003988614047195272 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 1.0 0.5 1.0 1.0 1.0 0.9 0.20000000000000004 1 0.06666666666666667 0.06666666666666667 0.06666666666666667 0.2 0.06666666666666667 0.09333333333333334 0.053333333333333344 100 0.125 0.11764705882352941 0.125 0.33333333333333337 0.125 0.16519607843137257 0.08411684720127967 96 MLPClassifier logistic (50,) constant 10000 sgd
61 0.6411884307861329 0.07909465000767818 0.005584144592285156 0.0039963948004871925 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.6 1.0 0.45454545454545453 0.6363636363636364 0.6581818181818182 0.18196357822831716 30 0.2 0.4 0.3333333333333333 0.3333333333333333 0.4666666666666667 0.3466666666666667 0.08844332774281068 54 0.3 0.48 0.5 0.3846153846153846 0.5384615384615385 0.44061538461538463 0.08667206780317468 30 MLPClassifier logistic (50,) constant 10000 adam
62 0.12225570678710937 0.01962979495151479 0.007835626602172852 0.005203725500131911 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.5384615384615384 0.3157894736842105 0.7777777777777778 0.3125 0.3888888888888889 0.4666835357624831 0.17579834859259974 66 0.4666666666666667 0.4 0.4666666666666667 0.3333333333333333 0.4666666666666667 0.42666666666666664 0.05333333333333334 24 0.5 0.35294117647058826 0.5833333333333334 0.3225806451612903 0.42424242424242425 0.43661951584152725 0.09560559703023232 45 MLPClassifier logistic (50,) invscaling 10000 lbfgs
63 0.5961515426635742 0.5174777800769375 0.0056744575500488285 0.003984516286730777 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 MLPClassifier logistic (50,) invscaling 10000 sgd
64 0.5975232601165772 0.052963801468088885 0.005688285827636719 0.0042148793764923 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.6 1.0 0.4166666666666667 0.7272727272727273 0.6687878787878787 0.19295108026537172 25 0.2 0.4 0.3333333333333333 0.3333333333333333 0.5333333333333333 0.36 0.1083205120618128 51 0.3 0.48 0.5 0.3703703703703704 0.6153846153846153 0.45315099715099716 0.10912681155943406 18 MLPClassifier logistic (50,) invscaling 10000 adam
65 0.12115063667297363 0.014443307622067447 0.005595016479492188 0.00414856691769435 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.45454545454545453 0.42857142857142855 0.5 0.3157894736842105 0.3 0.39978127136021874 0.0785909748934004 80 0.3333333333333333 0.4 0.4 0.4 0.4 0.3866666666666666 0.026666666666666686 43 0.3846153846153846 0.4137931034482759 0.4444444444444445 0.35294117647058826 0.34285714285714286 0.38773025036716724 0.03776069371556087 74 MLPClassifier logistic (50,) adaptive 10000 lbfgs
66 1.554690408706665 0.1465175647812592 0.008189105987548828 0.005215727734286215 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.5 0.5 1.0 1.0 1.0 0.8 0.2449489742783178 2 0.06666666666666667 0.06666666666666667 0.06666666666666667 0.2 0.06666666666666667 0.09333333333333334 0.053333333333333344 100 0.11764705882352941 0.11764705882352941 0.125 0.33333333333333337 0.125 0.16372549019607843 0.0848676514474558 97 MLPClassifier logistic (50,) adaptive 10000 sgd
67 0.598857069015503 0.053112422840262394 0.00598454475402832 0.004326873561518768 {'activation': 'logistic', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.6 1.0 0.5 0.6363636363636364 0.6672727272727272 0.17244953747460912 27 0.2 0.4 0.3333333333333333 0.3333333333333333 0.4666666666666667 0.3466666666666667 0.08844332774281068 54 0.3 0.48 0.5 0.4 0.5384615384615385 0.4436923076923078 0.0848840490030249 27 MLPClassifier logistic (50,) adaptive 10000 adam
68 1.0731215953826905 0.26435717589256064 0.010458564758300782 0.005072546396341631 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.3333333333333333 0.3333333333333333 0.375 0.2857142857142857 0.4 0.3454761904761904 0.0392705598476556 91 0.26666666666666666 0.26666666666666666 0.2 0.4 0.4 0.30666666666666664 0.08 80 0.2962962962962963 0.2962962962962963 0.26086956521739135 0.3333333333333333 0.4000000000000001 0.3173590982286635 0.04725049295631705 85 MLPClassifier logistic (100, 20) constant 10000 lbfgs
69 0.5665925502777099 0.02843892532854414 0.015381956100463867 0.0010840807438924017 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 MLPClassifier logistic (100, 20) constant 10000 sgd
70 2.7140699863433837 0.989331494665636 0.008122873306274415 0.005326418950154391 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.6666666666666666 0.5833333333333334 0.8 0.35714285714285715 0.6666666666666666 0.6147619047619047 0.1463261352885421 41 0.4 0.4666666666666667 0.26666666666666666 0.3333333333333333 0.5333333333333333 0.4 0.09428090415820634 36 0.5 0.5185185185185186 0.4 0.3448275862068965 0.5925925925925926 0.4711877394636016 0.08814087581528805 13 MLPClassifier logistic (100, 20) constant 10000 adam
71 0.8720866680145264 0.26144578248597605 0.010194206237792968 0.0050121560942785566 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.3333333333333333 0.4666666666666667 0.5833333333333334 0.15384615384615385 0.4375 0.3949358974358974 0.14447819233533662 82 0.2 0.4666666666666667 0.4666666666666667 0.13333333333333333 0.4666666666666667 0.3466666666666667 0.1484737163421339 54 0.25 0.4666666666666667 0.5185185185185186 0.14285714285714288 0.45161290322580644 0.36593104625362693 0.14420399189231525 80 MLPClassifier logistic (100, 20) invscaling 10000 lbfgs
72 1.052749252319336 0.8012364317001762 0.006214714050292969 0.0044845824679645525 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.0 0.1 0.0 0.0 0.0 0.02 0.04 103 0.0 1.0 0.0 0.0 0.0 0.2 0.4000000000000001 94 0.0 0.18181818181818182 0.0 0.0 0.0 0.03636363636363636 0.07272727272727272 103 MLPClassifier logistic (100, 20) invscaling 10000 sgd
73 3.714731979370117 3.5656185824291717 0.008272600173950196 0.005431306497462887 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.625 0.5384615384615384 0.5833333333333334 0.4 0.6875 0.5668589743589744 0.09680327693172673 48 0.3333333333333333 0.4666666666666667 0.4666666666666667 0.4 0.7333333333333333 0.48 0.13597385369580758 10 0.43478260869565216 0.5 0.5185185185185186 0.4000000000000001 0.7096774193548386 0.5125957093138018 0.10748730564897513 1 MLPClassifier logistic (100, 20) invscaling 10000 adam
74 0.6423900604248047 0.12395894470167457 0.006523609161376953 0.00431863547115857 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.4 0.4166666666666667 0.5714285714285714 0.1875 0.46153846153846156 0.40742673992673994 0.12516627564854851 78 0.5333333333333333 0.3333333333333333 0.26666666666666666 0.2 0.4 0.3466666666666667 0.11469767022723501 54 0.4571428571428572 0.3703703703703704 0.36363636363636365 0.19354838709677422 0.42857142857142855 0.3626538813635588 0.09157561601097172 82 MLPClassifier logistic (100, 20) adaptive 10000 lbfgs
75 0.8255281448364258 0.04103043698814004 0.005949974060058594 0.003984888752045149 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 104 MLPClassifier logistic (100, 20) adaptive 10000 sgd
76 3.9539444923400877 3.634097002306347 0.011850595474243164 0.004010439348535462 {'activation': 'logistic', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.4117647058823529 0.5384615384615384 0.8 0.42857142857142855 0.6923076923076923 0.5742210730446023 0.1508676293884355 46 0.4666666666666667 0.4666666666666667 0.26666666666666666 0.4 0.6 0.44000000000000006 0.1083205120618128 16 0.43749999999999994 0.5 0.4 0.4137931034482759 0.6428571428571429 0.4788300492610837 0.08888780367063312 8 MLPClassifier logistic (100, 20) adaptive 10000 adam
77 0.13250722885131835 0.028849209966231665 0.007701349258422851 0.005031854750750757 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.35294117647058826 0.47058823529411764 0.5 0.26666666666666666 0.35294117647058826 0.38862745098039214 0.08549019607843138 85 0.4 0.5333333333333333 0.4 0.26666666666666666 0.4 0.4 0.08432740427115679 36 0.37500000000000006 0.5 0.4444444444444445 0.26666666666666666 0.37500000000000006 0.3922222222222222 0.07835893986514955 72 MLPClassifier tanh (10,) constant 10000 lbfgs
78 0.5805086612701416 0.07903268154151184 0.005966472625732422 0.004792208824345279 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.5555555555555556 0.5454545454545454 1.0 0.4444444444444444 0.6 0.6290909090909091 0.19231049953607077 37 0.3333333333333333 0.4 0.3333333333333333 0.26666666666666666 0.4 0.3466666666666667 0.0498887651569859 54 0.4166666666666667 0.4615384615384615 0.5 0.33333333333333337 0.48 0.43830769230769234 0.05928205128205127 33 MLPClassifier tanh (10,) constant 10000 sgd
79 0.927850341796875 0.16475411744305743 0.00955338478088379 0.005056986951916532 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.6666666666666666 0.5833333333333334 0.7777777777777778 0.4 0.6666666666666666 0.6188888888888888 0.12568822882114908 40 0.26666666666666666 0.4666666666666667 0.4666666666666667 0.4 0.4 0.4 0.07302967433402216 36 0.3809523809523809 0.5185185185185186 0.5833333333333334 0.4000000000000001 0.5 0.4765608465608466 0.07577960939956252 10 MLPClassifier tanh (10,) constant 10000 adam
80 0.11367015838623047 0.02190449065375416 0.009430503845214844 0.004883165012893156 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.42857142857142855 0.5 0.3333333333333333 0.23809523809523808 0.4666666666666667 0.39333333333333337 0.09559931498155891 84 0.6 0.5333333333333333 0.3333333333333333 0.3333333333333333 0.4666666666666667 0.4533333333333333 0.10666666666666667 14 0.5 0.5161290322580646 0.3333333333333333 0.2777777777777778 0.4666666666666667 0.4187813620071685 0.09544570690481602 58 MLPClassifier tanh (10,) invscaling 10000 lbfgs
81 0.18724122047424316 0.12392766542685232 0.007571125030517578 0.005163143677015018 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.125 0.031746031746031744 0.07936507936507936 0.1111111111111111 0.030927835051546393 0.07563001145475372 0.03907516649826548 101 0.06666666666666667 0.13333333333333333 0.6666666666666666 1.0 0.2 0.4133333333333334 0.3612324582438418 31 0.08695652173913045 0.05128205128205127 0.14184397163120566 0.19999999999999998 0.053571428571428575 0.10673079464476318 0.056962414057776196 99 MLPClassifier tanh (10,) invscaling 10000 sgd
82 0.7507430076599121 0.10424057300075001 0.007642793655395508 0.005129579565564068 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.5555555555555556 0.5555555555555556 0.625 0.42857142857142855 0.8 0.5929365079365079 0.12141985651888769 44 0.3333333333333333 0.3333333333333333 0.3333333333333333 0.4 0.5333333333333333 0.3866666666666666 0.07774602526460402 43 0.4166666666666667 0.4166666666666667 0.43478260869565216 0.4137931034482759 0.64 0.46438180909545235 0.08812553365960281 15 MLPClassifier tanh (10,) invscaling 10000 adam
83 0.10111727714538574 0.025598430449325422 0.009633350372314452 0.005146449670711232 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.5 0.28 0.46153846153846156 0.4444444444444444 0.21428571428571427 0.380053724053724 0.11194893227560362 89 0.6 0.4666666666666667 0.4 0.5333333333333333 0.2 0.44000000000000006 0.13727506854649332 16 0.5454545454545454 0.35000000000000003 0.42857142857142855 0.4848484848484848 0.20689655172413796 0.4031542021197194 0.11739830789756088 67 MLPClassifier tanh (10,) adaptive 10000 lbfgs
84 0.7142054080963135 0.03388962017435352 0.00952162742614746 0.005105234908412873 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.4444444444444444 0.5 0.8 0.5 0.6 0.5688888888888889 0.12598255807162995 47 0.26666666666666666 0.3333333333333333 0.5333333333333333 0.3333333333333333 0.4 0.37333333333333335 0.09043106644167025 48 0.33333333333333337 0.4 0.64 0.4 0.48 0.45066666666666666 0.10545983964418766 19 MLPClassifier tanh (10,) adaptive 10000 sgd
85 0.8200078487396241 0.14704399479834074 0.005588388442993164 0.0041713456737181775 {'activation': 'tanh', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.6363636363636364 0.75 0.5454545454545454 0.6363636363636364 0.6336363636363636 0.06702657669515187 35 0.4 0.4666666666666667 0.4 0.4 0.4666666666666667 0.42666666666666664 0.03265986323710904 24 0.48 0.5384615384615385 0.5217391304347827 0.4615384615384615 0.5384615384615385 0.5080401337792642 0.03158240288072897 3 MLPClassifier tanh (10,) adaptive 10000 adam
86 0.07650699615478515 0.006727120365904771 0.010120964050292969 0.005373347187135633 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.4 0.5333333333333333 0.42857142857142855 0.36363636363636365 0.3333333333333333 0.41177489177489185 0.06880061398108184 75 0.4 0.5333333333333333 0.4 0.26666666666666666 0.3333333333333333 0.38666666666666666 0.08844332774281068 42 0.4000000000000001 0.5333333333333333 0.4137931034482759 0.30769230769230765 0.3333333333333333 0.39763041556145007 0.07861947256509876 69 MLPClassifier tanh (50,) constant 10000 lbfgs
87 0.6868247985839844 0.0398232957414991 0.010159635543823242 0.005056306980272194 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.2 0.6 0.7142857142857143 0.5 0.6666666666666666 0.5361904761904761 0.18283730051072697 51 0.06666666666666667 0.4 0.3333333333333333 0.3333333333333333 0.5333333333333333 0.3333333333333333 0.1520233900132184 61 0.1 0.48 0.4545454545454545 0.4 0.5925925925925926 0.4054276094276094 0.1651180296712707 65 MLPClassifier tanh (50,) constant 10000 sgd
88 4.286694431304932 0.22492117348859264 0.00802764892578125 0.0050824690758932275 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.5833333333333334 0.5714285714285714 0.5833333333333334 0.375 0.5 0.5226190476190476 0.08007224628952495 52 0.4666666666666667 0.5333333333333333 0.4666666666666667 0.4 0.4 0.4533333333333333 0.04988876515698587 14 0.5185185185185186 0.5517241379310344 0.5185185185185186 0.38709677419354843 0.4444444444444445 0.48406047872121294 0.05987399094524195 6 MLPClassifier tanh (50,) constant 10000 adam
89 0.11456875801086426 0.011100700649398169 0.006869602203369141 0.0045565644060830985 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.38461538461538464 0.5333333333333333 0.5714285714285714 0.35294117647058826 0.375 0.44346369316957557 0.09032861011067136 73 0.3333333333333333 0.5333333333333333 0.5333333333333333 0.4 0.4 0.43999999999999995 0.07999999999999999 21 0.3571428571428571 0.5333333333333333 0.5517241379310344 0.37500000000000006 0.38709677419354843 0.44085942052015464 0.08376008418401806 29 MLPClassifier tanh (50,) invscaling 10000 lbfgs
90 0.3153965950012207 0.13280548543265067 0.005461263656616211 0.003811941690587418 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.05405405405405406 0.09375 0.3333333333333333 0.09345794392523364 0.1891891891891892 0.15275690410036202 0.10067332537266126 98 0.13333333333333333 0.4 0.7333333333333333 0.6666666666666666 0.9333333333333333 0.5733333333333333 0.278408173570948 2 0.07692307692307693 0.1518987341772152 0.45833333333333326 0.16393442622950818 0.3146067415730337 0.23313926244723343 0.1364860059688157 92 MLPClassifier tanh (50,) invscaling 10000 sgd
91 4.481763076782227 0.2767036033813981 0.007768678665161133 0.00508208259473031 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.5294117647058824 0.5384615384615384 0.6 0.4117647058823529 0.5 0.5159276018099547 0.061418835018075525 54 0.6 0.4666666666666667 0.4 0.4666666666666667 0.3333333333333333 0.4533333333333334 0.08844332774281066 13 0.5625 0.5 0.48 0.43749999999999994 0.4 0.476 0.05537598757584374 11 MLPClassifier tanh (50,) invscaling 10000 adam
92 0.09238848686218262 0.00943259140201425 0.0059073448181152345 0.004222411429215988 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.5 0.47058823529411764 0.4666666666666667 0.3333333333333333 0.5384615384615384 0.4618099547511312 0.06919657932626187 68 0.4 0.5333333333333333 0.4666666666666667 0.26666666666666666 0.4666666666666667 0.42666666666666664 0.09043106644167025 24 0.4444444444444445 0.5 0.4666666666666667 0.2962962962962963 0.5 0.4414814814814815 0.07559185765516399 28 MLPClassifier tanh (50,) adaptive 10000 lbfgs
93 0.9417719841003418 0.03702654052262641 0.005843496322631836 0.004015272262690412 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.5 0.5 1.0 0.45454545454545453 0.6666666666666666 0.6242424242424243 0.20132709384088596 38 0.2 0.3333333333333333 0.3333333333333333 0.3333333333333333 0.5333333333333333 0.3466666666666667 0.10666666666666667 54 0.28571428571428575 0.4 0.5 0.3846153846153846 0.5925925925925926 0.43258445258445255 0.1049581677152594 47 MLPClassifier tanh (50,) adaptive 10000 sgd
94 4.1478053569793705 0.20471568132153792 0.0038494110107421876 0.0002598675280165601 {'activation': 'tanh', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.5555555555555556 0.5 0.6 0.29411764705882354 0.46153846153846156 0.4822423328305681 0.10523932651818746 64 0.3333333333333333 0.5333333333333333 0.4 0.3333333333333333 0.4 0.4 0.07302967433402216 36 0.4166666666666667 0.5161290322580646 0.48 0.3125 0.42857142857142855 0.430773425499232 0.0691394067906295 49 MLPClassifier tanh (50,) adaptive 10000 adam
95 0.29514241218566895 0.07197733714024683 0.010245227813720703 0.005145193531648861 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.3076923076923077 0.3888888888888889 0.45454545454545453 0.3333333333333333 0.4375 0.3843919968919969 0.057012312881012946 88 0.26666666666666666 0.4666666666666667 0.3333333333333333 0.4 0.4666666666666667 0.3866666666666667 0.07774602526460402 41 0.28571428571428575 0.42424242424242425 0.3846153846153846 0.3636363636363636 0.45161290322580644 0.3819642722868529 0.05700065696419203 76 MLPClassifier tanh (100, 20) constant 10000 lbfgs
96 1.1581788063049316 0.07347729247922126 0.005940580368041992 0.004157036698942983 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.6666666666666666 0.6 0.7142857142857143 0.5 0.7272727272727273 0.6416450216450217 0.08370481097596097 33 0.26666666666666666 0.4 0.3333333333333333 0.4 0.5333333333333333 0.3866666666666666 0.08844332774281066 43 0.3809523809523809 0.48 0.4545454545454545 0.4444444444444445 0.6153846153846153 0.47506537906537905 0.07736899109871115 12 MLPClassifier tanh (100, 20) constant 10000 sgd
97 5.473271608352661 0.3989479192950235 0.01172342300415039 0.005764809710985628 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.46153846153846156 0.5625 0.7 0.25 0.4 0.4748076923076924 0.15146767186862606 65 0.4 0.6 0.4666666666666667 0.26666666666666666 0.4 0.42666666666666664 0.10832051206181278 24 0.42857142857142855 0.5806451612903225 0.56 0.2580645161290323 0.4000000000000001 0.44545622119815664 0.11735701272768141 24 MLPClassifier tanh (100, 20) constant 10000 adam
98 0.2703553676605225 0.04513499735868409 0.008573436737060547 0.0052828521213082996 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.42105263157894735 0.42105263157894735 0.4166666666666667 0.35294117647058826 0.5333333333333333 0.42900928792569665 0.05822168168396688 74 0.5333333333333333 0.5333333333333333 0.3333333333333333 0.4 0.5333333333333333 0.4666666666666666 0.08432740427115679 12 0.47058823529411764 0.47058823529411764 0.3703703703703704 0.37500000000000006 0.5333333333333333 0.44397603485838777 0.0625725697799148 26 MLPClassifier tanh (100, 20) invscaling 10000 lbfgs
99 2.4381263732910154 1.150356971402857 0.010786819458007812 0.007265079694951035 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.14285714285714285 0.25 0.16883116883116883 0.08547008547008547 0.4 0.20943167943167945 0.10900378029829956 95 0.4 0.13333333333333333 0.8666666666666667 0.6666666666666666 0.8 0.5733333333333333 0.2719477073916152 2 0.21052631578947364 0.1739130434782609 0.28260869565217395 0.15151515151515152 0.5333333333333333 0.27037930795367865 0.1387884620028167 88 MLPClassifier tanh (100, 20) invscaling 10000 sgd
100 6.068631219863891 0.40261370476319897 0.009173202514648437 0.0066312334089988975 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.5625 0.6363636363636364 0.3333333333333333 0.38461538461538464 0.48336247086247086 0.11154249565841425 62 0.3333333333333333 0.6 0.4666666666666667 0.4 0.3333333333333333 0.42666666666666664 0.09977753031397177 24 0.4 0.5806451612903225 0.5384615384615385 0.3636363636363636 0.3571428571428571 0.44797718410621634 0.09322474961124667 21 MLPClassifier tanh (100, 20) invscaling 10000 adam
101 0.3452921867370605 0.033855003679737206 0.0046675682067871095 0.00045212575375100806 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.4117647058823529 0.5 0.36363636363636365 0.2777777777777778 0.5 0.41063576945929886 0.08465624135179467 76 0.4666666666666667 0.3333333333333333 0.26666666666666666 0.3333333333333333 0.4 0.36 0.0679869268479038 51 0.43749999999999994 0.4 0.30769230769230765 0.303030303030303 0.4444444444444445 0.378533411033411 0.061646279080313324 78 MLPClassifier tanh (100, 20) adaptive 10000 lbfgs
102 1.6548688888549805 0.11493079701159796 0.007005882263183594 0.00516865292023005 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.4 0.5454545454545454 1.0 0.5384615384615384 0.7272727272727273 0.6422377622377622 0.20690113251176773 32 0.13333333333333333 0.4 0.4 0.4666666666666667 0.5333333333333333 0.3866666666666666 0.1359738536958076 43 0.2 0.4615384615384615 0.5714285714285715 0.5 0.6153846153846153 0.4696703296703297 0.14511753561377627 14 MLPClassifier tanh (100, 20) adaptive 10000 sgd
103 4.7510865211486815 0.1746176621077891 0.010174226760864259 0.005163742948305635 {'activation': 'tanh', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.3125 0.5625 0.5833333333333334 0.35294117647058826 0.46153846153846156 0.45456259426847667 0.10843407468602492 70 0.3333333333333333 0.6 0.4666666666666667 0.4 0.4 0.43999999999999995 0.09043106644167025 21 0.3225806451612903 0.5806451612903225 0.5185185185185186 0.37500000000000006 0.42857142857142855 0.445063150708312 0.09376668790661762 25 MLPClassifier tanh (100, 20) adaptive 10000 adam
104 0.2787971019744873 0.05265691896835373 0.009757232666015626 0.00682630919989031 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.25 0.6 0.8 0.3888888888888889 0.4666666666666667 0.5011111111111111 0.1875903074702692 57 0.3333333333333333 0.8 0.5333333333333333 0.4666666666666667 0.4666666666666667 0.52 0.15434449203720302 6 0.28571428571428575 0.6857142857142857 0.64 0.42424242424242425 0.4666666666666667 0.5004675324675325 0.14618987087212373 4 MLPClassifier relu (10,) constant 10000 lbfgs
105 0.6210081577301025 0.05708822781940412 0.008044719696044922 0.0047335738968444655 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.4 0.6666666666666666 1.0 0.6666666666666666 0.6666666666666666 0.6799999999999999 0.19043809142780935 23 0.13333333333333333 0.4 0.13333333333333333 0.13333333333333333 0.13333333333333333 0.18666666666666665 0.10666666666666667 98 0.2 0.5 0.23529411764705882 0.2222222222222222 0.2222222222222222 0.27594771241830063 0.11259933743464709 87 MLPClassifier relu (10,) constant 10000 sgd
106 0.7853002548217773 0.1346586450951931 0.007570409774780273 0.005111836345589555 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.6 0.7777777777777778 0.8333333333333334 0.42857142857142855 0.8333333333333334 0.6946031746031747 0.15819783755635916 18 0.2 0.4666666666666667 0.3333333333333333 0.2 0.3333333333333333 0.30666666666666664 0.09977753031397177 80 0.3 0.5833333333333334 0.47619047619047616 0.27272727272727276 0.47619047619047616 0.42168831168831167 0.11753086507242715 55 MLPClassifier relu (10,) constant 10000 adam
107 0.2654111862182617 0.10941133196836345 0.00552825927734375 0.004037959670077021 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.3333333333333333 0.3333333333333333 0.5454545454545454 0.35294117647058826 0.42857142857142855 0.3987267634326458 0.08132486388316876 81 0.4666666666666667 0.26666666666666666 0.4 0.4 0.4 0.3866666666666666 0.06531972647421809 43 0.3888888888888889 0.2962962962962963 0.4615384615384615 0.37500000000000006 0.4137931034482759 0.3871033500343845 0.05412675678731643 75 MLPClassifier relu (10,) invscaling 10000 lbfgs
108 0.4768816947937012 0.6286511667140063 0.005917787551879883 0.0043136720374434 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.15789473684210525 0.07142857142857142 0.2777777777777778 0.13725490196078433 0.10067114093959731 0.14900542578976722 0.07092782912555601 99 0.8 0.5333333333333333 0.3333333333333333 0.9333333333333333 1.0 0.72 0.2508651696296904 1 0.26373626373626374 0.12598425196850394 0.303030303030303 0.23931623931623935 0.18292682926829268 0.22299877746392052 0.06220679484247309 93 MLPClassifier relu (10,) invscaling 10000 sgd
109 0.9053890228271484 0.149993591735567 0.005651950836181641 0.0042062857256542725 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.4444444444444444 0.5454545454545454 0.75 0.36363636363636365 0.8571428571428571 0.5921356421356421 0.18512358813900917 45 0.26666666666666666 0.4 0.2 0.26666666666666666 0.4 0.30666666666666664 0.08 80 0.33333333333333337 0.4615384615384615 0.31578947368421056 0.30769230769230765 0.5454545454545455 0.3927616243405717 0.09459239279875782 71 MLPClassifier relu (10,) invscaling 10000 adam
110 0.21146388053894044 0.07905171827221466 0.009781122207641602 0.005176272864810595 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.4117647058823529 0.5 0.8 0.4666666666666667 0.26666666666666666 0.4890196078431373 0.17477881886772825 59 0.4666666666666667 0.6 0.26666666666666666 0.4666666666666667 0.26666666666666666 0.4133333333333333 0.12927146286443544 33 0.43749999999999994 0.5454545454545454 0.4 0.4666666666666667 0.26666666666666666 0.4232575757575757 0.0917397654945921 52 MLPClassifier relu (10,) adaptive 10000 lbfgs
111 0.7887929439544678 0.1199980439377459 0.00765523910522461 0.005127452018212853 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.3333333333333333 0.5714285714285714 1.0 0.8 0.3333333333333333 0.6076190476190477 0.26181989967140695 42 0.06666666666666667 0.26666666666666666 0.13333333333333333 0.26666666666666666 0.06666666666666667 0.16 0.09043106644167025 99 0.1111111111111111 0.36363636363636365 0.23529411764705882 0.4 0.1111111111111111 0.24423054070112898 0.12169083755718672 91 MLPClassifier relu (10,) adaptive 10000 sgd
112 0.8277528285980225 0.12223607232530422 0.009812498092651367 0.005022480857258465 {'activation': 'relu', 'hidden_layer_sizes': (10,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.4444444444444444 0.5384615384615384 0.7142857142857143 0.4444444444444444 0.6666666666666666 0.5616605616605617 0.1116585422170988 49 0.26666666666666666 0.4666666666666667 0.3333333333333333 0.26666666666666666 0.26666666666666666 0.31999999999999995 0.07774602526460402 79 0.33333333333333337 0.5 0.4545454545454545 0.33333333333333337 0.3809523809523809 0.4004329004329004 0.06667228851317213 68 MLPClassifier relu (10,) adaptive 10000 adam
113 0.12334704399108887 0.017828765583498298 0.005658578872680664 0.004275022834917809 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.35294117647058826 0.42857142857142855 0.7777777777777778 0.3333333333333333 0.4 0.45852474323062553 0.16313529684203343 69 0.4 0.6 0.4666666666666667 0.3333333333333333 0.4 0.44000000000000006 0.09043106644167023 16 0.37500000000000006 0.5 0.5833333333333334 0.3333333333333333 0.4000000000000001 0.43833333333333335 0.09092121131323905 32 MLPClassifier relu (50,) constant 10000 lbfgs
114 0.8030182838439941 0.03894060836188073 0.007851028442382812 0.005139697833073888 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.3333333333333333 0.625 1.0 0.6666666666666666 0.8333333333333334 0.6916666666666667 0.22298480267099424 19 0.06666666666666667 0.3333333333333333 0.2 0.26666666666666666 0.3333333333333333 0.24 0.09977753031397177 92 0.1111111111111111 0.43478260869565216 0.33333333333333337 0.3809523809523809 0.47619047619047616 0.34727398205659077 0.12757640851524804 83 MLPClassifier relu (50,) constant 10000 sgd
115 3.7732184410095213 0.45880884773125413 0.00820779800415039 0.00474942481013624 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.42857142857142855 0.7142857142857143 0.875 0.3333333333333333 0.45454545454545453 0.5611471861471862 0.20139235823383628 50 0.4 0.6666666666666666 0.4666666666666667 0.26666666666666666 0.3333333333333333 0.42666666666666664 0.13727506854649332 24 0.4137931034482759 0.689655172413793 0.608695652173913 0.2962962962962963 0.3846153846153846 0.4786111217895326 0.14679022178091317 9 MLPClassifier relu (50,) constant 10000 adam
116 0.1106180191040039 0.0058050411107707705 0.009978580474853515 0.005121109860244745 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.3684210526315789 0.5 0.7272727272727273 0.4117647058823529 0.4166666666666667 0.4848250304906651 0.12848690596865592 61 0.4666666666666667 0.6666666666666666 0.5333333333333333 0.4666666666666667 0.3333333333333333 0.49333333333333335 0.1083205120618128 8 0.4117647058823529 0.5714285714285715 0.6153846153846153 0.43749999999999994 0.3703703703703704 0.481289652613182 0.09503770072244776 7 MLPClassifier relu (50,) invscaling 10000 lbfgs
117 0.19216542243957518 0.06073435110611241 0.006117773056030273 0.005187216625081461 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.26666666666666666 0.12727272727272726 0.5555555555555556 0.09401709401709402 0.05084745762711865 0.21887190022783246 0.18322203355221264 94 0.26666666666666666 0.4666666666666667 0.6666666666666666 0.7333333333333333 0.2 0.4666666666666667 0.21081851067789195 11 0.26666666666666666 0.19999999999999996 0.606060606060606 0.16666666666666669 0.08108108108108107 0.2640950040950041 0.181130689214729 89 MLPClassifier relu (50,) invscaling 10000 sgd
118 3.546117067337036 0.20661586915115335 0.01029362678527832 0.005044021344398718 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.47058823529411764 0.5 0.5454545454545454 0.25 0.45454545454545453 0.44411764705882356 0.1018656924159079 72 0.5333333333333333 0.6 0.4 0.2 0.3333333333333333 0.4133333333333333 0.14236104336041747 33 0.5 0.5454545454545454 0.4615384615384615 0.22222222222222224 0.3846153846153846 0.4227661227661228 0.11330856099610102 54 MLPClassifier relu (50,) invscaling 10000 adam
119 0.12263078689575195 0.01533439042504736 0.005675077438354492 0.004229305928760889 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.47058823529411764 0.45454545454545453 0.6153846153846154 0.5 0.375 0.48310366104483754 0.07802864310317136 63 0.5333333333333333 0.6666666666666666 0.5333333333333333 0.6 0.4 0.5466666666666666 0.08844332774281065 4 0.5 0.5405405405405405 0.5714285714285715 0.5454545454545454 0.38709677419354843 0.5089040863234412 0.06505753849839573 2 MLPClassifier relu (50,) adaptive 10000 lbfgs
120 0.98188796043396 0.08403111628659758 0.006445074081420898 0.004091419227540231 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.3333333333333333 0.5555555555555556 1.0 0.5 0.7142857142857143 0.6206349206349207 0.2253968253968254 39 0.06666666666666667 0.3333333333333333 0.26666666666666666 0.2 0.3333333333333333 0.24 0.09977753031397177 92 0.1111111111111111 0.4166666666666667 0.4210526315789474 0.28571428571428575 0.4545454545454545 0.33781802992329313 0.12718586815043348 84 MLPClassifier relu (50,) adaptive 10000 sgd
121 3.685945987701416 0.430664395021707 0.004270029067993164 0.0004240043250166547 {'activation': 'relu', 'hidden_layer_sizes': (50,), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.5625 0.6363636363636364 0.3333333333333333 0.5 0.506439393939394 0.1000717144137726 55 0.4666666666666667 0.6 0.4666666666666667 0.26666666666666666 0.3333333333333333 0.42666666666666664 0.11623730516108462 24 0.4827586206896552 0.5806451612903225 0.5384615384615385 0.2962962962962963 0.4 0.45963232334756254 0.10161461455117694 17 MLPClassifier relu (50,) adaptive 10000 adam
122 0.4139096260070801 0.1769917266604521 0.00666046142578125 0.004596383033185251 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'lbfgs'} 0.5333333333333333 0.5 0.7272727272727273 0.3076923076923077 0.25 0.46365967365967364 0.1706711197603142 67 0.5333333333333333 0.6666666666666666 0.5333333333333333 0.26666666666666666 0.2 0.44000000000000006 0.1768866554856213 16 0.5333333333333333 0.5714285714285715 0.6153846153846153 0.28571428571428575 0.22222222222222224 0.44561660561660565 0.15988611862553512 23 MLPClassifier relu (100, 20) constant 10000 lbfgs
123 1.266937780380249 0.10424339630658491 0.0038227558135986326 0.000135755078348786 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'sgd'} 0.6 0.5555555555555556 1.0 0.5 0.7142857142857143 0.673968253968254 0.17758379439363864 24 0.2 0.3333333333333333 0.3333333333333333 0.26666666666666666 0.3333333333333333 0.29333333333333333 0.05333333333333333 88 0.3 0.4166666666666667 0.5 0.3478260869565218 0.4545454545454545 0.40380764163372856 0.07197584444459396 66 MLPClassifier relu (100, 20) constant 10000 sgd
124 2.6796660900115965 0.14026885372106665 0.011351537704467774 0.005485402457221732 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'constant', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.5882352941176471 0.7142857142857143 0.375 0.4166666666666667 0.5188375350140056 0.12206474945076606 53 0.4666666666666667 0.6666666666666666 0.3333333333333333 0.4 0.3333333333333333 0.44000000000000006 0.12364824660660938 16 0.4827586206896552 0.625 0.4545454545454545 0.38709677419354843 0.3703703703703704 0.4639542439598057 0.09060118928123852 16 MLPClassifier relu (100, 20) constant 10000 adam
125 0.26940240859985354 0.03590839571176694 0.008065605163574218 0.005110044027483312 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'lbfgs'} 0.4090909090909091 0.5333333333333333 0.6428571428571429 0.5454545454545454 0.4 0.5061471861471861 0.09128079031337662 56 0.6 0.5333333333333333 0.6 0.4 0.4 0.5066666666666666 0.09043106644167022 7 0.4864864864864865 0.5333333333333333 0.6206896551724138 0.4615384615384615 0.4000000000000001 0.500409587306139 0.07394345157787646 5 MLPClassifier relu (100, 20) invscaling 10000 lbfgs
126 0.46643905639648436 0.3511122423185876 0.009389686584472656 0.006023156096755044 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'sgd'} 0.25 0.5 0.13157894736842105 0.1875 0.3333333333333333 0.28048245614035083 0.12862996500743795 92 0.13333333333333333 0.2 1.0 0.2 0.13333333333333333 0.33333333333333337 0.33466401061363027 60 0.1739130434782609 0.28571428571428575 0.23255813953488372 0.19354838709677422 0.19047619047619044 0.215242009260079 0.04014531741443198 95 MLPClassifier relu (100, 20) invscaling 10000 sgd
127 3.2172806739807127 0.23948559873803482 0.00902729034423828 0.005041918476581549 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'invscaling', 'max_iter': 10000, 'solver': 'adam'} 0.42857142857142855 0.6153846153846154 0.6666666666666666 0.25 0.5 0.49212454212454215 0.14722996561693505 58 0.4 0.5333333333333333 0.5333333333333333 0.26666666666666666 0.3333333333333333 0.4133333333333334 0.10666666666666666 31 0.4137931034482759 0.5714285714285715 0.5925925925925926 0.2580645161290323 0.4 0.44717575671969445 0.1230348186470958 22 MLPClassifier relu (100, 20) invscaling 10000 adam
128 0.3448805332183838 0.04884807585658546 0.011209249496459961 0.007716259579053378 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'lbfgs'} 0.35294117647058826 0.5789473684210527 0.7272727272727273 0.25 0.3333333333333333 0.4484989210995403 0.17693380076100126 71 0.4 0.7333333333333333 0.5333333333333333 0.2 0.3333333333333333 0.43999999999999995 0.18184242262647804 21 0.37500000000000006 0.6470588235294117 0.6153846153846153 0.22222222222222224 0.3333333333333333 0.4385997988939166 0.16531984464722377 31 MLPClassifier relu (100, 20) adaptive 10000 lbfgs
129 2.048098993301392 0.22947133462112307 0.006615877151489258 0.00241729787057158 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'sgd'} 0.4 0.5714285714285714 1.0 0.8 0.5714285714285714 0.6685714285714285 0.20886476437139503 26 0.13333333333333333 0.26666666666666666 0.3333333333333333 0.26666666666666666 0.26666666666666666 0.2533333333333333 0.06531972647421809 91 0.2 0.36363636363636365 0.5 0.4 0.36363636363636365 0.36545454545454553 0.09662058367699217 81 MLPClassifier relu (100, 20) adaptive 10000 sgd
130 1.9799049854278565 0.520726103871611 0.0038610458374023437 0.0006311987968907929 {'activation': 'relu', 'hidden_layer_sizes': (100, 20), 'learning_rate': 'adaptive', 'max_iter': 10000, 'solver': 'adam'} 0.5 0.5333333333333333 0.6666666666666666 0.3333333333333333 0.4 0.48666666666666664 0.11469767022723501 60 0.4 0.5333333333333333 0.5333333333333333 0.26666666666666666 0.26666666666666666 0.4 0.11925695879998878 36 0.4444444444444445 0.5333333333333333 0.5925925925925926 0.2962962962962963 0.32 0.4373333333333333 0.1157847679224397 34 MLPClassifier relu (100, 20) adaptive 10000 adam

3
requirements.txt Normal file
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javalang==0.13.0
pandas==1.5.2
scikit_learn==1.2.1

103
train_classifiers.py Normal file → Executable file
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#!/usr/bin/env python3
import os
import pandas as pd
import glob
from sklearn import preprocessing
from sklearn.metrics import f1_score, precision_score, recall_score, make_scorer
from sklearn.model_selection import GridSearchCV
from sklearn.utils import shuffle
from sklearn.neural_network import MLPClassifier
from sklearn.naive_bayes import GaussianNB
from sklearn.svm import SVC
from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import RandomForestClassifier
DIR: str = os.path.dirname(os.path.realpath(__file__))
IN_DIR: str = DIR + '/metrics'
OUT_DIR: str = DIR + '/models'
def clean_output():
filelist = glob.glob(OUT_DIR + '/models.csv')
for f in filelist:
os.remove(f)
def get_classifiers() -> list[tuple[any, dict[str, list[str]]]]:
return [
(GaussianNB(), {}),
(SVC(), {
'kernel': ['linear', 'poly', 'rbf', 'sigmoid'],
'gamma': ['scale', 'auto']
}),
(DecisionTreeClassifier(), {
'criterion': ['gini', 'entropy'],
'splitter': ['best', 'random']
}),
(RandomForestClassifier(), {
'criterion': ['gini', 'entropy'],
'max_features': ['sqrt', 'log2'],
'class_weight': ['balanced', 'balanced_subsample']
}),
(MLPClassifier(), {
'max_iter': [10000],
'hidden_layer_sizes': [(10,), (50,), (100, 20,)],
'activation': ['identity', 'logistic', 'tanh', 'relu'],
'solver': ['lbfgs', 'sgd', 'adam'],
'learning_rate': ['constant', 'invscaling', 'adaptive']
})
]
def perform_grid_search(X_scaled, y, random_state: int) -> pd.DataFrame:
# Shuffle according to given random state. This allows for multiple runs
# of grid search that have a deterministic output for a given random_state
X_shuffled, y_shuffled = shuffle(X_scaled, y, random_state=random_state)
dfs: list[pd.DataFrame] = []
for classifier, grid in get_classifiers():
# cross-validation splits are same across calls as data is not shuffled
# see: https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
clf = GridSearchCV(classifier, grid, cv=5, n_jobs=-1, scoring={
'precision': make_scorer(precision_score, average='binary', zero_division=0),
'recall': make_scorer(recall_score, average='binary'),
'f1': make_scorer(f1_score, average='binary')
}, refit='f1')
clf.fit(X_shuffled, y_shuffled)
df_classifier = pd.DataFrame(clf.cv_results_)
df_classifier['classifier'] = type(classifier).__name__
dfs.append(df_classifier)
return pd.concat(dfs, ignore_index=True)
def load_dataset() -> tuple[any, any]:
df = pd.read_csv(IN_DIR + '/feature_vectors_labeled.csv')
df = df.drop('class_name', axis=1)
X = df.iloc[:, :-1].to_numpy()
y = df.iloc[:, -1].to_numpy()
scaler = preprocessing.StandardScaler().fit(X)
X_scaled = scaler.transform(X)
return (X_scaled, y)
def main():
clean_output()
X, y = load_dataset()
df = perform_grid_search(X, y, 0xDEADB017)
df.to_csv(OUT_DIR + '/models.csv', index=False)
if __name__ == '__main__':
main()