In [6]:
import pandas as pd
import networkx as nx
import itertools
In [3]:
G = nx.read_gpickle('graph_w15.pkl')
In [5]:
print('Nb of edges: {}, nb of nodes: {}'.format(G.size(),len(G.nodes())))
Nb of edges: 1901537, nb of nodes: 206222
In [11]:
GD = nx.Graph()
for node,data in G.nodes(data=True):
if 'paths' in data.keys():
list_of_docs = data['paths'].keys()
if len(list_of_docs)>1:
for pair in itertools.combinations(list_of_docs, 2):
if GD.has_edge(*pair):
GD[pair[0]][pair[1]]['weight']+=1
else:
GD.add_edge(pair[0],pair[1],weight=1)
In [13]:
print('Nb of edges: {}, nb of nodes: {}'.format(GD.size(),len(GD.nodes())))
Nb of edges: 3684444, nb of nodes: 3665
In [15]:
import sys
dossier = '/home/benjamin/Documents/eviacybernetics/Projets/Grevia'
sys.path.append(dossier)
import grevia
In [20]:
threshold = 5
GD = grevia.remove_weak_links(GD,threshold,weight='weight')
GD.remove_nodes_from(nx.isolates(GD))
Initial size: 3684444
Final size: 2053793
In [24]:
nx.number_connected_components(GD)
Out[24]:
11
In [17]:
grevia.top_values(GD,'edge','weight')
Out[17]:
node1
node2
weight
2539744
2984
2983
709
1419842
3475
337
692
208455
405
159
656
208974
405
158
656
2714907
159
158
656
2956067
3986
39
627
1516240
50
51
580
208594
405
1916
544
2714559
159
1916
544
2895466
1916
158
544
2946832
58
4534
527
1515813
50
416
517
2463297
51
416
514
2274842
580
341
511
1516447
50
55
490
2463543
51
55
488
2750896
55
416
486
2407241
367
363
452
2750210
55
4534
440
2750494
55
58
440
2946430
58
416
439
3295238
4534
416
439
2551892
2028
160
435
1242234
391
401
432
3044664
64
429
431
1242842
391
388
429
2997469
401
388
428
1516604
50
58
427
1515669
50
4534
427
2463245
51
4534
426
...
...
...
...
1334850
920
1202
1
2417660
3742
1509
1
3133705
4505
260
1
2704143
1258
682
1
3133707
4505
525
1
1905776
36
3639
1
3133684
4505
4039
1
1905766
36
172
1
1905771
36
343
1
779089
2361
946
1
779088
2361
112
1
2300048
2971
3450
1
1905767
36
830
1
779085
2361
2841
1
1905768
36
1943
1
3133667
4505
3290
1
1334814
920
3563
1
1334820
920
3515
1
3133672
4505
3464
1
779066
2361
1609
1
779076
2361
3398
1
1750946
233
1686
1
1905772
36
3167
1
779073
2361
3808
1
779072
2361
3843
1
3133679
4505
3788
1
1905773
36
2255
1
779070
2361
1039
1
1334826
920
630
1
1665296
1971
800
1
3684444 rows × 3 columns
In [25]:
import community
#first compute the best partition
clusterDic = community.best_partition(GD)
nx.set_node_attributes(GD,'cluster',clusterDic)
In [31]:
nb_communities = len(set(clusterDic.values()))
print('Nb of cummunities: {}'.format(nb_communities))
Nb of cummunities: 25
In [29]:
df = pd.read_pickle('texts3.pkl')
In [38]:
doc_class = {}
for c_i in range(nb_communities):
doc_list = [idx for idx,value in clusterDic.items() if value==c_i]
doc_class[c_i] = doc_list
In [47]:
df.loc[1078,'filename']
Out[47]:
'coptfont'
In [55]:
doc_class_name = {}
for key in doc_class.keys():
list_of_names = []
for idx in doc_class[key]:
list_of_names.append(df.loc[int(idx),'filename'])
doc_class_name[key]=list_of_names
In [66]:
doc_class_name
Out[66]:
{0: ['coptfont',
'tabu',
'ntgclass',
'gmutils',
'pstricks-doc',
'euenc',
'labbook',
'fibeamer',
'pst-eucl-doc',
'showexpl-test',
'xcolor',
'pst-news08',
'pedigree',
'arrayjobx',
'Mathmode',
'nag',
'glossaries-code',
'papermas-example',
'monofill',
'fixme',
'demodoc',
'selectp-doc',
'pst-calendar-docDE',
'simplified-intro',
'VisuelPSTricks',
'glossaries-irish',
'aobs-tikz',
'brief',
'acro_en',
'text2',
'vh_set_example',
'DE19717679C1',
'minipage-marginpar',
'mlist',
'forarray',
'a4wide',
'testA-xetex-sol',
'ifvtex',
'colorwebuser',
'asymptote',
'nonfloat',
'pst-soroban-doc',
'pst-news06',
'multienum',
'pageslts',
'scrjura',
'noitcrul',
'ulineno',
'docgerman',
'shadetest',
'pst-circ-doc',
'pgfplotsexample',
'tikz-palattice_documentation',
'bitset',
'pgfmanual',
'symbols-letter',
'kpathsea',
'examdoc',
'psmatrix-docDE',
'DE19719196A1',
'changes.ngerman',
'dt-sampl',
'pgfgantt',
'beamerexample-lecture-print-version',
'gauss-doc',
'source2e',
'clsguide',
'dcexample',
'errorbar_mixed',
'accsupp',
'telprint',
'vdmlisting',
'test2-pdf',
'bmpsize',
'pst-rubans-doc',
'endfloat',
'pst-labo-docFR',
'tabularborder',
'deliverable_template',
'lettre',
'infwarerr',
'pst-news09',
'Parallelprojektion-Kreis',
'NamedGraphs',
'lstdrvrs',
'listingsutf8',
'makecell',
'dvdcoll',
'letterdoc',
'tkz-tab-screen',
'mkpicdoc',
'pst-ob3d',
'bashful',
'mtc-mu',
'xfor',
'glossaries-magyar',
'pagegrid',
'nicefilelist',
'rusnat-ex2-ru',
'mtc-ads',
'comment',
'duplicat-doc',
'pict2e',
'bondgraphs',
'metropolistheme',
'thmtools',
'unravel',
'spath3_code',
'hyperref',
'pst-gr3d',
'zwpagelayout',
'l2tabuen',
'pdflscape',
'ascii',
'fancyvrb',
'atbegshi',
'makerobust',
'genealogytree-example-3',
'bracketkey',
'mtc-3co',
'fjodor',
'tds',
'sampleEqPg',
'nameref',
'amsldoc',
'ifpdf',
'pdfescape',
'pst-news10',
'marginal',
'blindtext',
'beameruserguide',
'mathtools',
'test-pst',
'Validation_of_loudness_algorithms-LoudnessToolbox',
'protocol',
'etexcmds',
'dvdcoll_de',
'uniquecounter',
'pst-math-doc',
'refconfig',
'fsps',
'glossaries-serbian',
'pgfplots',
'xysource',
'pst-bezier-doc',
'commado',
'scrpage2',
'pst-optic-examples',
'tikz-cd-doc',
'biolist-ex-en',
'pst-perspective-doc',
'pgf-umlsd-manual',
'xcolor2',
'pst-knot-doc',
'mtc-add',
'assignment',
'xint',
'tkz-orm',
'gender',
'titles',
'mtc-tlc',
'workaddress',
'mdwtab',
'multiexpand',
'aliascnt',
'perltex',
'tcolorbox',
'gmdoc',
'romanbar-example',
'xpicture',
'caption-rus',
'isoe',
'dvipscol',
'pst-tree-doc-de',
'arrayjob',
'pst-optic-doc',
'lazylist',
'PSSsigned001',
'regstats',
'pst-news16',
'incgraph',
'pgfplotsexample-plain',
'samplexdy2',
'ocr',
'glossaries-french',
'intcalc',
'g-brief',
'dirtytalk',
'DotArrow',
'pst-spirograph-doc',
'altverse-ex1-ru',
'shdoc',
'qpdf-manual',
'isoman',
'corrige14',
'utf8ienc',
'glossaries-polish',
'texdepends',
'AppThreePDF',
'refman',
'lapdf',
'makeshape',
'autolist-ex-ru',
'Malva',
'pandas',
'pauldoc',
'GCT-ESA-REG-001.rev3.AnnexIV',
'glossaries-spanish',
'ifluatex',
'newlfm',
'interface3',
'duotenzormanual',
'tabularcalc_doc_vn',
'scrindex',
'enparen',
'keycommand',
'outlines',
'babel',
'TKZdoc-kiviat-main',
'engord',
'GSSetup',
'briefdoc',
'mtc-2c',
'artdoc',
'epstopdf',
'DE19521514C1',
'dtk02-2',
'pdfcolparallel',
'eolgrab',
'newcommand',
'alphalph',
'rotchiffre',
'empheq',
'division',
'VisualPSTricks',
'longfbox',
'sproof',
'nccrules',
'settobox',
'letter',
'testA-xetex',
'pmboxdraw',
'image_clip',
'pdftexcmds',
'undolabl-example',
'pmgraph',
'text1',
'pst2pdf-doc',
'centernot',
'glossaries-extra-manual',
'EANBarcode',
'pst-asr-doc',
'pst-grad-doc',
'thepdfnumber',
'productbox',
'pst-magneticfield-docEN',
'hyphenation-distribution',
'hypcap',
'huhyphn',
'NumericPlots',
'book',
'starfn-ex-ru',
'rmpage-doc',
'synttree',
'fntguide',
'requirements',
'cntperchap_example',
'setouterhbox',
'upmethodology-doc',
'mtc-fo2',
'iso4ht',
'genealogytree',
'texshade',
'colorwebfull',
'texsort',
'layout_d',
'pagecolor',
'forest-doc',
'hrefhide',
'mandi',
'txfontsdoc',
'pst-coil-doc',
'withargs',
'pgfplotstable',
'showcharinbox',
'xoptarg',
'hyphsubst',
'flagderiv',
'pgf-umlcd-manual',
'AroundTheBend',
'matrixcookbook',
'boolexpr',
'assoccnt_example',
'tikzorbital',
'refcount',
'demo-de',
'factura',
'uebungsblatt-doc',
'etoc-DE',
'picinpar-de',
'gmdoc-enhance',
'rerunfilecheck',
'glossaries-user',
'TeXbyTopic',
'marvodoc',
'romanbar',
'pst-news13',
'exercises',
'pst-optexp-DE',
'floatpag',
'hyphenation',
'pst-func-doc',
'GS_set_code_digit_seq',
'nestlemeetingMarch',
'ltximg-doc',
'pfarrei',
'leaflet',
'texvc',
'dateiliste',
'pst-diffraction-docE',
'graphpap',
'chextras',
'pst-pad-doc',
'glossaries-dutch',
'forest',
'cmathml',
'correction',
'attachfile2',
'colorwav',
'expdlisg',
'web2c',
'bardiag1',
'pst-3dplot-doc',
'interfaces',
'phil',
'fontname',
'tikz-3dplot_documentation',
'mtc-bk',
'catchfilebetweentags',
'datetime2-sample-hyperref',
'filedate',
'pst-labo-docDE',
'opic-abs',
'transparent',
'a0',
'pst-bar-docDE',
'TechDoc',
'dtk02-1',
'pst-platon-doc',
'bewerbung',
'randbild',
'kvoptions',
'stringenc',
'uml',
'caption-deu',
'step4ht',
'pst-fit-doc',
'easyReview',
'pdfcolfoot',
'depleted_signal',
'flexisym',
'pdfrender',
'xhfill-doc',
'dvips',
'omdoc',
'dynblocks',
'ltxcmds',
'morefloats-example',
'pdfcolparcolumns',
'tkz-euclide-screen',
'labboode',
'mylatexformat',
'fftw3',
'pst-news05',
'fithesis',
'imm6614',
'sampleSort',
'datetime2-english-sample',
'pst-news15',
'rusnat-ex1-ru',
'robustcommand',
'glossaries-english',
'colonequals',
'lb2',
'selinput',
'magicnum',
'beamersubframe',
'pst-solides3d-doc',
'luatex',
'ntheorem',
'pst-intersect-DE',
'classes',
'forloop',
'refstyle',
'celtic_code',
'Vienna-Airport-line-timetable',
'webguide',
'outline',
'forarray-test',
'pst-light3d-doc',
'mceinleger',
'iwhdp_Manual',
'tkz-berge-screen',
'mathastext',
'makecell-rus',
'askinclude',
'trimspaces',
'pdfcrypt',
'mtc-hi2',
'tkz-graph-screen',
'classlist',
'bullcntr-man',
'midfloat',
'ffuserguide',
'scrguide',
'spreadtab_doc_en',
'latex4wp',
'networkx_reference',
'hobsub',
'datetime2-it-fulltext',
'test-lualatex-texgyre_pagella_math',
'pst-uml-exemples',
'isodate',
'TeX-programming-notes',
'mtc-hi1',
'amsgen',
'dtk',
'minted',
'hypdoc',
'statistik',
'bigintcalc',
'xpicture-doc',
'tableof',
'nccnews',
'mfirstuc-code',
'gettitlestring',
'pst-lens',
'macros2e',
'tlbuild',
'pst-gantt-doc',
'pdfcomment_de',
'original_signal',
'typeface',
'pst-pad-docDE',
'pst-fractal-doc',
'soulutf8',
'mtc-art',
'flower-ex-en-x',
'source3',
'rterface',
'minitoc',
'fnlineno',
'xassoccnt_driver',
'pst-electricfield-docDE',
'pdfcomment',
'visualFAQ',
'sa-tikz-doc',
'glossaries-extra-code',
'pst-stru-doc',
'circuitikzmanual',
'fontinstallationguide',
'pst-fun-doc',
'thumbs',
'luatexref-t',
'embedfile',
'mtc-ofs',
'pst-2dplot-doc',
'hologo',
'pdfcolmk',
'tkz-fct-screen',
'epspdf',
'100br1',
'pst-eps-doc',
'qcircle',
'dprogress',
'drivers',
'copyrightbox',
'DE102010021274A1',
'kvsetkeys',
'symbols-a4',
'latexcourse-rug',
'hpsdiss',
'texmate2manual',
'changes.english',
'acroterm',
'datatool-code',
'menu',
'processkv',
'xstring_doc_en',
'ontesting',
'chletter',
'pst-optexp',
'EP0897992A2',
'coordsys',
'doctools',
'DE102010021830A1',
'pst-intersect',
'metre',
'hypbmsec',
'usrguide',
'primargs',
'calculator',
'texlive-en',
'rviewport',
'rapdoc',
'ifnextok',
'hvindex',
'bardiag',
'tablists-rus',
'bookcover',
'subfigure',
'xassoccnt_example',
'glossary-lipsum-examples',
'hycolor',
'doc_aq',
'marvosym-doc',
'twoopt',
'bookestdoc-it',
'grfext',
'subfig',
'tabularcalc_doc_en',
'powerdotDE',
'pst-barcode-doc',
'csquotes',
'CHANGES',
'glossaries-danish',
'trfsigns',
'100br2',
'pgf-soroban-doc',
'thesis',
'backref',
'fancynum',
'skb',
'atenddvi',
'calctab_manual',
'ltxkeys-guide',
'fibnum',
'arydshln',
'sample-gidx',
'grid-system',
'esdiff',
'HA-prosper',
'cartegrise406014',
'changes.english.withcode',
'encdoc',
'pst-pdgr',
'plot2peaks-eps-converted-to',
'picture',
'pdfcol',
'spines_data_positions',
'pst-labo-docEN',
'beispiel',
'atveryend',
'latex-make',
'rusnat-doc-ru',
'iflang',
'exemples',
'fifinddo',
'etextools-examples',
'adrguide',
'xyguide',
'floatrow-rus',
'pagesel',
'colortbl-DE',
'testA',
'testA-sol',
'pst-diffraction-docDE',
'fontaxes',
'simplecd',
'protecteddef',
'mciteplus_doc',
'mcite',
'grffile',
'etoolbox',
'mtc-tbi',
'getmap',
'plantslabels',
'exp-testopt',
'datetime2-sample-babel',
'sourcexint',
'pdftex-pdfkeys',
'sampleEq',
'crossreference',
'scatter',
'esami-doc-it',
'txfontsdocA4',
'testA-luatex',
'nameauth',
'tabularht',
'zref',
'resizegather',
'exsheets_en',
'mtc-cri',
'catchfile',
'TETEXDOC',
'glossaries-portuges',
'ifdraft',
'oberdiek',
'ftnxtra',
'glossaries-italian',
'psfragx_example',
'pythontex',
'pst-news14',
'niceverb',
'colorweb',
'stabular',
'Content_LaTeX_Package_Demo',
'hypgotoe',
'kvdefinekeys',
'texlinks',
'rulercompass',
'mtc-nom',
'pst-sigsys-doc',
'fancytabs',
'chemfig-en',
'mycv',
'fontspec',
'bits',
'stackrel',
'substr',
'holtxdoc',
'blog',
'nox',
'metafont-for-beginners',
'datatool-user',
'chemarr',
'cnltx_en',
'pst-osci-doc',
'leftidx',
'decorule',
'menukeys',
'mathsPICmanual',
'vh_sets_de',
'mtc-fo1',
'luacolor',
'xyrefer',
'classics',
'xetex-reference',
'pst-vue3d-doc',
'hf-tikz',
'minutes',
'manDCPiC',
'tabularkv',
'tkz-linknodes-screen',
'hopatch',
'fifo-stack',
'rhodocyb',
'svn-multi-pl',
'bibletext',
'papermas',
'guit',
'ktv-texdata',
'pst-pdf-DE',
'corrige',
'EP0494433A2',
'letltxmacro',
'manDCPiCpt',
'szeg_2',
'apnum',
'sampleNtn',
'flower-ex-en',
'nccbbb',
'hypdestopt',
'pgfmolbio',
'inputenx',
'stampinclude',
'flags',
'tikz-dimline-doc',
'floatrow',
'glossaries-german',
'pst-fill',
'stepe',
'lineno',
'testA-luatex-sol',
'zahl2string',
'pst-magneticfield-docDE',
'latex2e',
'encguide',
'contracard',
'esindex',
'dinbrief',
'gentle',
'auto-pst-pdf-DE',
'bookmark',
'basic_2',
'curve',
'csvsimple',
'bigints',
'fontinst',
'modiagram_en',
'evolution_pdes_lnotes',
'listings',
'test-lualatex-latinmodern_math',
'GS_cut_EAN_control_digit',
'tikz-timing',
'setdeck',
'auxhook',
'listlbls',
'gradientframe',
'mtc-ocf',
'syntaxintro',
'mleftright',
'xwatermark-examples2',
'rearrange',
'parselines',
'pst-coxcoor_doc'],
1: ['sample-article',
'hvfloat',
'babelbib',
'vh_sets_en',
'xmpincl',
'QuickReference',
'ncccomma',
'smartunits',
'grfxbox_tst_sp',
'amsopn',
'graphics',
'cmtt',
'pagerange-guide',
'ydoc',
'pst-layout-doc',
'hanging',
'footnotebackref',
'moodle',
'dvitype',
'xwatermark-guide',
'mnotes',
'threeparttable',
'multitoc',
'dlfltxbtocconfig',
'hwexam',
'todonotes',
'import',
'warning-doc',
'a0_eng',
'verbdef',
'multido',
'instructions',
'coolstr',
'getitems',
'makeglos',
'readarray',
'fig_spectral_rep2',
'rotpages-fancy-ex',
'gftopk',
'hhtensor',
'makecmds',
'calligra',
'trimclip',
'progress',
'handout',
'underlin',
'elpres-manual',
'savefnmark',
'manual',
'brochure-a3folderIN',
'documentation',
'introduction',
'flowchart',
'quotchap',
'multirow',
'makedtx',
'currvita',
'kerntest',
'gridset',
'textpos',
'jvlisting',
'footmisc',
'clockdoc',
'silence-doc',
'modref',
'morewrites',
'upquote',
'invoice',
'manuscript',
'nccparskip',
'amsbsy',
'plates',
'cmmib57',
'TeXShopAndAsymptote',
'ncctools',
'reflectgraphics',
'xytree-doc-en',
'cprotect',
'savetrees',
'test-flv',
'fn2end',
'veryshortguide-imposed',
'manual-print',
'multienv',
'multidef',
'mtgreek',
'pgfopts',
'isonums',
'sverb',
'varwidth-doc',
'at',
'pst-infixplot',
'dosepsbin',
'url',
'Hletter',
'xypdf',
'notes',
'tclldoc',
'cyber',
'tucv',
'anysize',
'footnote',
'cutwin',
'pst-pdf',
'gitlog',
'endnotes',
'cuisine',
'seminar-doc',
'altfont',
'tikz-qtree-manual',
'assoccnt_doc',
'rantoks_man',
'l3styleguide',
'celtic',
'smartref-doc',
'widetable',
'GS1',
'sparklines',
'diagnose',
'emptypage',
'fix2col',
'punct-ex-en',
'reqdoc',
'typogrid',
'ltcaption',
'pagenote',
'pst-tree-doc',
'soulpos',
'rjlpshap',
'lengthconvert',
'svninfo',
'keyreader-guide',
'multiaudience',
'verbatimcopy',
'checklistings',
'ncclatex',
'captcont',
'amshelp',
'ltxdoc',
'l3flag',
'cyrillic-paratype',
'flowfram',
'gcite',
'environ',
'wallpapermanual',
'dnaseq',
'rcs-conf',
'newfaq',
'lastpackage',
'graphicxbox',
'ean13isbn',
'chappg',
'RepartitionCapitalAssocies',
'authorindex',
'storecmd-guide',
'templatetools',
'edmargin',
'upref',
'docindex',
'jslectureplanner',
'mhsetup',
'pst-node-doc',
'pst-news11',
'easyfig',
'pb-manual',
'vruler',
'brochure-letter',
'fancypar',
'codialog',
'pst-ovl-doc',
'calcage',
'flipbook-ex',
'toolbox',
'tikzpagenodes',
'sidecap',
'pst-tools-doc',
'graphbox',
'lipsum',
'theorem',
'sseq',
'tikzrput',
'testhyphens',
'totpages',
'cntperchap_doc',
'tabulary',
'afterpage',
'test-beamer-0',
'currfile',
'seealso',
'gitinfo',
'ffslides-doc',
'sample-initialisms',
'truncate',
'textcase',
'bookestdoc-en',
'docstrip',
'cweb-user',
'media9',
'errorlog',
'cellspace',
'pst-poly-doc',
'dynamicnumber',
'nccmath',
'stringstrings',
'ecv',
'esint',
'natnotes',
'sectionboxmanual',
'nccsect',
'amsxtra',
'euro',
'brochure-a3folderFB',
'shorttoc',
'pst-abspos-doc',
'graphicx',
'showexpl',
'bold-extra',
'tdclock-doc',
'amsmath',
'prog_manual',
'trapman',
'breakurl',
'he-she',
'figcaps',
'upgreek',
'scanpages-doc',
'SerbianBookMem',
'dcm',
'syntonly',
'flushend',
'sitem',
'cmdtrack',
'cclicenses_short',
'pdfsync-doc',
'answers',
'fancyref',
'titleps',
'pltotf',
'standalone',
'decimal',
'marginnote',
'rccol',
'technote',
'cmath',
'everypage',
'keyval2e-guide',
'finstrut',
'rcs-user',
'enumitem',
'ncccropbox',
'constants',
'etextools',
'cite',
'delarray',
'english',
'changebar',
'MakeCirc-en',
'minorrevision',
'grfxbox_tst',
'pgfplotstodo',
'perpage',
'boites',
'latexrelease',
'ornaments',
'mathstyle',
'coollist',
'multibbl',
'xnewcommand',
'polynomial',
'tabularew',
'land-sample-slide',
'tasks_en',
'beamerposter',
'tikzpfeile',
'advdate',
'semantic',
'tocenter',
'braids_doc',
'iffont',
'nonfloat-en',
'msgguide',
'alnumsec',
'bchart',
'everysel',
'pdfx',
'cweb-conf',
'codepage',
'mathalfa',
'komacv',
'makeindex',
'isodoc',
'xifthen',
'theoremref-doc',
'breqn',
'register',
'kantlipsum',
'gcard',
'pst-jtree-doc-add',
'newverbs',
'drama',
'beamer2thesis',
'cbtest2-ltx',
'snapshot',
'animate',
'pxgreeks',
'l3keys2e',
'quoting',
'readprov',
'verbasef-doc',
'snotez_en',
'nfssfont',
'rcs-multi',
'braket',
'exsol',
'testbp2',
'titleref',
'scrhack',
'sample1',
'chetdoc',
'magaz',
'ulem',
'ginpenc',
'randomwalk',
'marginfix',
'gitinfo2',
'watermark',
'afterpackage',
'path-doc',
'asyfig',
'thumb',
'code-complete-2nd-edition-v413hav',
'fwlw',
'captdef',
'circ',
'tabularx',
'seqsplit',
'lstautogobble',
'rvwrite-doc',
'ycbook-doc',
'qsymbols',
'mailing',
'uri-example',
'amsthdoc',
'l3str-convert',
'prettyref',
'engrec',
'qstest',
'p2e-drivers',
'tokenizer',
'xpeek',
'nonumonpart',
'problem',
'multicap',
'supertabular',
'prelim2e',
'texments',
'parades',
'makebox',
'listings-ext',
'fnumprint',
'pst-solarsystem-doc',
'achemso-demo',
'storebox',
'undolabl',
'eskman',
'eurotex_2005_examplep',
'geometry',
'zwgetfdate',
'CAD',
'amsmidx',
'bicaption',
'longtable',
'mkjobtexmf',
'facsimile',
'bezos',
'mdframed',
'cbtest1-ltx',
'euler',
'extract',
'spot',
'examdesign',
'st-sample2e',
'rotman',
'pst-text-doc',
'bnumexpr',
'xellipsis',
'bm',
'longnamefilelist',
'pst-exa-doc',
'blochsphere',
'doclicense',
'tagging',
'texdef',
'issuulinks',
'mdwmath',
'modules',
'spverbatim',
'collect',
'dlfltxbmarkup',
'fancytooltips',
'xpunctuate',
'encdoc-e',
'asypictureB',
'pxfontsdoc',
'VCManual',
'a4',
'sphack-doc',
'keyvaltable',
'brochure-ledgerfolderFB',
'inlinedef',
'latexsheet',
'brochure',
'hobby_code',
'tablefootnote',
'mcaption',
'totcount',
'framed',
'syntrace',
'logbox',
'tdclock-beamer-example',
'dia-driv',
'docmute',
'memory',
'keyval',
'volumes',
'makematch',
'l3docstrip',
'layman',
'ftcap',
'stdclsdv',
'embedall',
'srcltx',
'simplecv',
'array',
'intro98',
'pst-vowel',
'ragged2e',
'tugboat01-4',
'esk',
'nccfancyhdr',
'delimtxt',
'sectsty',
'options',
'attachfile',
'mf',
'regexpatch',
'capt-of',
'showlabels',
'mftinc',
'splitidx',
'dataref',
'xdocdemo',
'modroman-en',
'psfonts',
'color',
'xcomment-doc',
'newfloat',
'engpron-ex-en',
'xcolor-solarized',
'pst-fr3d',
'curves',
'cfgguide',
'filemod',
'adjcalc',
'stfloats',
'flippdf',
'maintenance',
'codesection',
'draftwatermark',
'btxhak',
'coseoul',
'hyperxmp',
'harpoon',
'nccpic',
'latexsym',
'trsym',
'tools-overview',
'instr-l',
'hyper',
'l3build',
'cyrguide',
'fullpage',
'dottex',
'chapterbib',
'robustsample',
'eso-pic',
'pst-bar-doc',
'foreign',
'casyldoc',
'rulercompass_doc',
'TeXcount',
'slifonts',
'pst-blur',
'dialogue',
'makedoc',
'xr',
'gretsien',
'gensymb',
'CodeDoc-manual',
'ArtOfTheStart-ThePitch',
'fontsmpl',
'float',
'translations_en',
'lettrine',
'romanneg',
'stackengine',
'localloc',
'dashbox',
'calligraphy',
'psbaomanual',
'rdfmeta',
'right',
'glossary2glossaries',
'printlen-doc',
'tex-font-cheatsheet',
'longfigure',
'sample-postdot',
'pecha_docu',
'veryshortguide',
'nopanel',
'graphicx-psmin',
'wordlike',
'fncychap',
'acronym',
'fullblck',
'meetingmins',
'numprint',
'layout',
'indentfirst',
'ifmman',
'paracol-man',
'icomma',
'notoccite',
'mtc-sbf',
'doafter',
'tocbibind',
'adjmulticol',
'embrac_en',
'authblk',
'listing',
'rtkinenc-doc',
'grfxbox_tst_indians',
'sample298',
'envlab',
'texdoc',
'titling',
'caption-eng',
'vptovf',
'arcs',
'tablestyles',
'tikzscale',
'textgreek',
'xsavebox',
'amstext',
'tabto-doc',
'multicol',
'verbatim',
'askmaps',
'desclist',
'boxhandler',
'blkcntrl',
'textarea',
'iitem',
'fix-cm',
'varioref',
'paresse',
'diagmac2',
'combelow',
'refdemo',
'sltables-doc-en',
'lshort',
'pooltype',
'method',
'colourchangedoc',
'pst-plot-doc',
'shadow-doc',
'continue',
'svn',
'tikz-feynman',
'azbukaExtended',
'mft',
'elmath',
'equation',
'colortbl',
'tex-label-doc',
'template',
'doc',
'moderntimeline',
'suffix',
'verbatimbox',
'download',
'twoup',
'latexchanges',
'sdrt-doc',
'pst-user',
'efbox',
'pst-tvz-doc',
'pxfontsdocA4',
'yafoot-man',
'fancybox-doc',
'ifoddpage',
'sample-brochure',
'amssymb',
'tikzposter',
'rule-D',
'hypertoc',
'idxcmds_en',
'mailmerge',
'caesar_example',
'hitec_doc',
'colordoc',
'multido-doc',
'easylist-doc',
'pagecont',
'trivfloat',
'umoline',
'achicago-bst',
'fixmath',
'mVersion',
'ltabptch',
'omtext',
'statements',
'thinsp',
'verbments',
'xspace',
'fmtcount',
'nccstretch',
'warpcol',
'collectbox',
'tensind',
'scalerel',
'sansmath',
'copyedit',
'namespc',
'dot2texi',
'clipboard',
'movie15',
'classdoc',
'pythontex_quickstart',
'nccfloats',
'xassoccnt_doc',
'changepage',
'showkeys',
'pst-news12',
'tablists',
'pbsheet',
'fitbox',
'BussGuide2',
'amscd',
'nowidow',
'photo',
'colortab-doc',
'listofsymbols',
'achicago',
'eqlist',
'booklet',
'auto-pst-pdf',
'ellipse',
'txgreeks',
'2up-doc',
'xdoc2',
'titlepages',
'type1cm-doc',
'varsfromjobname',
'ed',
'ltxnew',
'yagusylo-en',
'sample-accsupp',
'ccaption',
'preview',
'cntformats_en',
'turnthepage',
'lmake',
'keycommand-example',
'enumerate',
'lroundrect',
'directory',
'blox',
'pinlabdoc',
'cancel',
'pdf14',
'coolthms',
'tqft_doc',
'anonchap',
'addlines',
'talkdoc',
'epspdfconversion',
'background',
'metalogo',
'repltext',
'biokey-doc-en',
'placeins-doc',
'draftcopy',
'newvbtm-man',
'sttools',
'eufrak',
'psfont',
'mathexam',
'appendix',
'testnumberedblock',
'xparse',
'cmfonts',
'elocalloc',
'fink',
'optional',
'gmverb',
'conic',
'cool',
'rotfloat',
'easy-todo',
'glossariesbegin',
'usrguid3',
'titlesec',
'tabfigures',
'varindex',
'amsfonts',
'thumby',
'rotpages-doublecolumn-ex',
'todo',
'cooking',
'fnbreak',
'arydshln-man',
'labels',
'optparams',
'pndoc',
'basicarith',
'uri',
'quotmark',
'formular',
'blogexec',
'datetime2-english',
'accents',
'tocvsec2',
'troubleshoot-vlf',
'picinpar-en',
'sample-mixture',
'versions-doc',
'flabels',
'nonumonpart-en',
'metainfo',
'jlabels',
'parcolumns',
'asy-latex',
'ncccropmark',
'sepnum-doc',
'drac',
'sample-poster',
'elements_en',
'macroswap',
'morefloats',
'layout_e',
'xprintlen',
'fvrb-ex',
'fullwidth',
'cachepic',
'tangle',
'vmargin',
'totalcount',
'scriptfonts',
'pgf-blur',
'webman',
'suetterl',
'egplot',
'versonotes',
'fonttable',
'slantsc',
'imakeidx',
'hhline',
'units',
'engpron-en',
'datetime',
'xtab',
'ucs',
'wasysym',
'biokey2html-doc-en',
'docmfp',
'blkarray',
'moreverb',
'filecontents',
'mkpic',
'installfont',
'lastpage-example',
'ifthen',
'brochure-a4',
'testcv',
'titlepic-manual',
'dcounter',
'powerdot',
'leading',
'progressbar',
'diagbox',
'arseneau',
'cnx',
'petiteannonce.doc',
'brochure-ledgerfolderIN',
'fileerr',
'letterfaq',
'natbib',
'tikzsymbols',
'moresize',
'pstool',
'semioneside',
'pagecolor-example',
'ltxfileinfo',
'svn-prov',
'frame-doc',
'asciilist',
'rotating',
'srcredact',
'oldstyle',
'eukdate',
'dlfltxbcodetips',
'makeindx',
'adjustbox',
'tikzinclude',
'left',
'paresse-en',
'etoc',
'rotpages-doc',
'ocgx-manual-en',
'barrdoc',
'dblfloatfix',
'ted',
'idxlayout',
'ifmtarg',
'ifplatform',
'pdfcprot',
'user_manual',
'romanbarpagenumber',
'esami-doc-en',
'skdoc',
'eemeir',
'calc',
'nccfoots',
'fixfoot',
'arraysort',
'nccthm',
'tftopl',
'xkeyval',
'dvipdfm',
'trace',
'authoraftertitle',
'luatex-hyphen',
'termlist',
'histogr',
'l3str-format',
'fixcmex',
'pl',
'amsaddr',
'article',
'ltnews',
'drsdoc',
'booktabs',
'lips',
'emarks',
'xpatch',
'hardwrap',
'mbenotes',
'somedefs',
'interactiveworkbookmanual',
'gftodvi',
'memexsupp',
'ocg-p',
'nbaseprt',
'linegoal',
'dashundergaps',
'isodateo',
'opcit',
'cuted',
'mikoslides',
'make4ht-doc',
'svn-multi',
'makebarcode',
'grfpaste',
'layouts',
'footnpag-user',
'vftovp',
'patchcmd',
'figsize',
'section-doc',
'l3tl-build',
'inputenc',
'cleveref',
'contour',
'onlyamsmath',
'hypdvips',
'semproc',
'boxedminipage',
'proc',
'knots',
'elzcards',
'inversepath',
'first-latex-doc',
'compsci',
'locality',
'subeqnarray',
'graphviz',
'censor',
'titlecaps',
'footnoterange-example',
'tex4ebook-doc',
'sublabel',
'etaremune',
'smartdiagram',
'abbrevs',
'InkscapePDFLaTeX',
'chapterfolder',
'port-sample-slide',
'ctanupload',
'nomentbl',
'anyfontsize',
'philexmanual',
'index',
'elguide',
'arara-usermanual',
'stdpage',
'latexdemo',
'datetime2',
'pstricks-add-doc',
'TestTitle',
'qrcode',
'xargs',
'noindentafter',
'sample-onthefly-utf8',
'combine',
'crop',
'epsf-doc',
'subdepth',
'dtxgallery',
'indextools',
'trig',
'slemph',
'psnfss2e',
'lhelp',
'textfit',
'rcsinfo',
'footnoterange',
'enumitem-zref',
'metakeys',
'lettereng',
'ppr-prv',
'pdfpages',
'maybemath',
'ecclesiastic',
'carbohydrates_en',
'ctable',
'tikzmark',
'shadethm-doc',
'fullminipage',
'skrapport',
'mathastexttestalphabets',
'permute',
'underoverlap',
'mdwlist',
'nccboxes',
'grfguide',
'sf298',
'counttexruns',
'filehook',
'pst-dbicons',
'gftype',
'bizcard',
'soul',
'catechis',
'fcolumn',
'newfile',
'autonum',
'pressrelease',
'psfragx',
'proofread',
'figlatex',
'cdp-ver-0-36',
'show2e',
'europecv',
'pictexsum',
'bophook',
'cd-cover',
'epsfig',
'qcm',
'attrib',
'weave',
'wrapfig-doc',
'flipbook-doc',
'sample-handout',
'tikz-dependency-doc',
'polynom',
'program-doc',
'newspaper',
'getfiledate-guide',
'lnosuppl',
'regcount',
'combinedgraphics',
'autopdf',
'listliketab',
'poster-doc',
'relsize-doc',
'nopageno',
'pspicture',
'babeltools',
'pbox',
...],
2: ['beamerugthemeFrankfurt',
'beamerugthemeEastLansing',
'beamerugouterthemesmoothbars',
'beameruginnerthemedefault',
'beamerugcolorthemeseahorse',
'beamerugouterthemeinfolines',
'beamerugthemeSingapore',
'beameruginnerthemerectangles',
'beameruginnerthemeinmargin',
'beamerugthemeCambridgeUS',
'beamerugcolorthemebeetle',
'beamerugthemePittsburgh',
'beamerugthemeGoettingen',
'beamerugthemeWarsaw',
'beamerugthemeBerkeley',
'beamerugfontthemestructuresmallcapsserif',
'beamerugthemeDarmstadt',
'beamerugthemeCopenhagen',
'beamerugthemeBergen',
'beamerugthemeMontpellier',
'beamerugfontthemedefault',
'beamerugouterthemedefault',
'beamerugthemeBoadilla',
'beamerugcolorthemeseagull',
'beamerugthemeMalmoe',
'beamerugthemeMadrid',
'beamerugcolorthemedove',
'beamerugcolorthemebeaver',
'beamerugthemeHannover',
'beameruginnerthemerounded',
'beameruginnerthemecircles',
'beamerugcolorthemedefault',
'beamerugouterthemetree',
'beamerugthemeAntibes',
'beamerugcolorthemelily',
'beamerugcolorthemedolphin',
'beamerugcolorthemealbatrossstylish',
'beamerugcolorthemestructure',
'beamerugthemeJuanLesPins',
'beamerugcolorthemespruce',
'beamerugouterthemesmoothtree',
'beamerugouterthemeshadow',
'beamerugthemeRochester',
'beamerugcolorthemeorchid',
'beamerugthemeSzeged',
'beamerugthemeLuebeck',
'beamerugcolorthemesidebartab',
'beamerugthemeAnnArbor',
'beamerugcolorthemewolverine',
'beamerugthemeDresden',
'beamerugcolorthemealbatross',
'beamerugouterthememiniframes',
'beamerugthemeMarburg',
'beamerugcolorthemewhale',
'beamerugfontthemestructurebold',
'beamerugcolorthemerose',
'beamerugouterthemesplit',
'beamerugthemeBerlin',
'beamerugouterthemesidebar',
'beamerugthemePaloAlto',
'beamerugthemeIlmenau',
'beamerugcolorthemefly',
'beamerugcolorthemecrane'],
3: ['needspace',
'sample-news',
'Submitted_SpartanYr1ProgressReview_2015-10-29',
'fig_alt_mod_1c',
'online_methods',
'beamerBCstyle',
'sample_exam_solution',
'Nestle_report_March2015',
'US2009017267A1',
'US4296405A',
'US2013177215A1',
'test-tikzscale',
'pazotest',
'130103_FINAL_Cystic_fibrosis_device_report',
'gretsi2015_cleanPDF',
'jumplines_example',
'paper_pnas_ag',
'SUPP',
'OMA_-_Optimization_o_Application',
'beamerexample-conference-talk',
'szlamgraphnonlocal',
'nyfpug',
'pdfmarginpar',
'chair',
'D1-EPFL_report-SONAR_March2015-v3.1',
'quartic',
'stepman',
'twain2-uppercase',
'localuncertainty',
'sample-storage-abbr',
'WO2015071442A1',
'localreg',
'tight_layout_offsetboxes2',
'subeqn',
'qbk-info',
'Gmodulation',
'sample-en-fulltext',
'hyperspectralSS',
'Kaveh_et_al-2008-International_Journal_for_Numerical_Methods_in_Engineering',
'Cover_Letter',
'l3sort',
'pdftex-l',
'iovino-cv-transcript',
'ex_flashcard',
'_data_emits_emits_rt_www_htdocs_PUBLIC_online_8115_ws00pe',
's1-ln17461461-1520251020-1939656818Hwf-847150839IdV18187323117461461PDF_HI0001',
'logan2000',
'Maras_Mirjana_synthèse',
'pst-jtree-doc',
'GPUproject',
'phys332-2',
'spg-note-final',
'edas.paper-1570097383',
'formantestimationDurieux',
'sample-acronym-desc',
'D1-EPFL_report-SONAR_27March2015-v4.0',
'p159-jensen',
'Coifman_Tree_Wavelets_ICML_2010',
'poster',
'FEAST_2015_submission_3',
'RicaudTorresani4',
'maddage2004',
'exempleWP',
'rapportFeaturesDec14',
'sample-glossary',
'graphsignalcoarsening',
'donohohuo',
'linearpredictivecoding',
'cv_template_de',
'examplec',
'lloydspagels',
'sochen',
'stex',
'LandauLifshitz-QuantumMechanics_text',
'optimalwin',
'canoniclayout',
'sample-acronym',
'reviewrecommendationsystem',
'bennettbez2009',
'sampleSec',
'RicaudTorresani',
'2013_AES_Pestana',
'reingold-graph_drawing_by_force_directed_placement',
'D1_ver0.9-EPFL_report_NHS-sources-FINAL',
'FEAST_2015_submission_9',
'Stirling',
'SimpleSample',
'figures',
'optimal_window',
'modguide',
'eladbruckstein',
'golubbenzi99',
'updatematrix',
'TalEzerPolyApprox',
'cv_template_en',
'RRSI',
'ACHA_WGFT2',
'cases',
'06507655',
'komacv_example_oldstyle',
'salehiTNSE2015',
'diffusionmultiplex',
'Literature_review',
'PNAS-2007-Sales-Pardo-15224-9',
'bezinfo',
'0912f5107f9a3e1f55000000',
'fss',
'pst-slpe',
'projectoverview',
'chris_harte_phd_thesis',
'benziboitorazouk',
'AttouchBolteSvaiter13',
'rcircle',
'sample5',
'randomwalkreview',
'pst-coxeterp_doc',
'curvelets',
'sample-index',
'malefemale100mnature',
'conditional-code',
'junRho',
'rcurve',
'copy0007',
'Ricaud_SPIE_Wavelet_Sparsity_2013',
'SREP42013',
'glue',
'latexexa',
'vandermaaten08a',
'sample-book',
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'contratbricaud',
'gretsi2015',
'réglement+moins+de+6',
'pas-cv',
'modroman',
'IR-Avis-1-2012-12131492034974',
'Epson_08102016171634',
'Description_des_indicateurs_de_sonie-LoudnessToolbox',
'xstring_doc_fr',
'cv-centaure',
'milesmore016',
'ADMavril2016',
'tkz-base-screen',
'RIBsuisse',
'cv-neptune',
'justificatifparution',
'estimationprojetOMA_EPFL',
'taxefonciere012',
'minitoc-fr',
'TF-Avis-PrimTIP-2016-1674429086270',
'Rebnote2008',
'pst-map2d-doc',
'examsignalsystemes',
'presentationdecembre2016v2',
'gretsi_resumefr',
'ESIEEcv',
'devismaaf',
'examblancsampling2',
'Statutssencrop',
'cv-andromede',
'correctionproblem3dec14',
'facture-31377176',
'clefval',
'sortie22',
'tp3',
'CVBRicaudFR',
'swisslife2',
'pst-mirror-doc',
'protectionjuridique2',
'AffichageAttestationcaf',
'flyer-code-no-fr',
'ted-fr',
'presentationdecembre2016',
'IR-Avis-1-2011-11131443637511',
'attestationsouscriptionsignee',
'example3-defined-path',
'cerfa_13584-02',
'IR-Avis-PrimTIP-2016-16740621488132',
'satutsEviaCyberneticssignes',
'RIB_EVIA',
'reponsegreffier1',
'AC_T_7501_13_B_02709_99999990_2013-02-08_01',
'facture-29542025',
'Scan_mmjeanne_100120170435_001',
'guideassos',
'doc_aq-screen',
'yagusylo-fr',
'paresse-ex-fr',
'APEMmomentsgourmands',
'paresse-ex-en',
'admissionpoleemploi',
'cv-dynamique',
'IR-Avis-1TIP-2014-14740541348065',
'rapportbaronnoirmars2016',
'cv-pegase',
'repertoire_professionnel_aout_2015',
'example6-not-and-only',
'benjamin2',
'statutsAPEM',
'exam',
'echographie',
'fintravaux2',
'rsl-487-2-cartographie-des-pratiques-du-velo-v-le-regard-de-physiciens-et-d-informaticiens',
'guide2',
'attestationvitale',
'pst-diffraction-docFR',
'cv-univers',
'sfr-facture-09-B516-010432843',
'Epson_08102016171329',
'cerfa_13584-02ACCRE',
'etatvehiculeUCAR',
'rep303839458_20130331_p4937',
'FR2586959A1',
'page2',
'AVS',
'tax308001355_20150102_p0052',
'Rebnote2009',
'appartement',
'smalltableof-doc-fr',
'sfr-facture-09-B516-013324644',
'presentationHavas',
'RIBlahille',
'xpl-fr',
'fintravaux',
'taln2014-demo',
'example2-cancel-quotation',
'GRETSI_graphes',
'notificationACCRE',
'SCAN_2016_11_03_140924',
'AC_T_7501_13_B_01479_99999990_2013-01-23_01',
'Validation_des_algorithmes-LoudnessToolbox',
'exosuppreponses',
'graphes',
'projetdevieOlympe',
'my_thesis',
'oscilloscope',
'examMT14',
'contrat1415003',
'sortiee',
'cerfa_13939-01(1)',
'help',
'tipfr-doc',
'cv-architecte',
'propmaxilly',
'liasse',
'rep303839458_20130131_p5050',
'examGBR',
'schemabloc',
'tableau',
'IR-Avis-1TIP-2015-15740580917215',
'WO9529046A1',
'EVIAN_LES_BAINS-PARIS_GARE_LYON_21-10-16_RICAUD_BENJAMIN_SRCQUN_j6XaT9m3jy4GJtKpO2MK',
'pst-map3d-doc',
'rep303839458_20130630_p0569',
'xargs-fr',
'packageFinEPFL',
'node-js-livre-debutant',
'reponses',
'rep303839458_20130430_p1866',
'attestationnoncondamnation',
'grafcet',
'exemple',
'sortie',
'De_Lutry__Cully',
'SCAN_2016_11_03_140847',
'rapportcontratD1_v1.3',
'1.5.10-F_SERV_14.03.2013(web)'],
5: ['juillet16',
'juin15',
'septembre14',
'septembre15',
'salaire0913',
'fevrier15',
'mars16',
'decembre15',
'avril14',
'novembre14',
'novembre15',
'Form',
'avril15',
'octobre15',
'janvier14',
'salaire0713',
'fevrier14',
'salaire1013',
'mai15',
'mars15',
'aout16',
'aout15',
'mai16',
'octobre14',
'salaire1213',
'aout14',
'fevrier16',
'mars14',
'mai14',
'juin16',
'salaire0813',
'avril16',
'juin14',
'janvier16',
'LA_201212_ID628013000193_112',
'salaire1113',
'juillet15',
'salaire0414',
'decembre14',
'juillet14',
'janvier15'],
6: ['cmby_1',
'shdrndc_1',
'cmby_2',
'alert_1',
'estl',
'shdrndc_2',
'basic_1',
'custcol_4',
'cmbx_1',
'szeg_1',
'custcol_1',
'align',
'cmbx_2',
'custcol_3',
'custcol_2'],
7: ['example-image-a5',
'sample-pressrelease5',
'autodemo-',
'sample-onelink',
'example-image-letter',
'sample-pressrelease2',
'skeyval-pokayoke1',
'mtc-hop',
'mtc-vti',
'template_casual_orange-left',
'example-image-a4-landscape',
'mtc-mem',
'example-image-letter-landscape',
'sample-pressrelease',
'tcolorbox-example',
'pageslts-example',
'example-image-a4',
'sample-pressrelease7',
'lecturescript',
'mycv-example-spl2',
'mycv-example-spl',
'mtc-apx',
'template_casual_orange',
'alterAppearenceOfListOfTodos',
'fullwidth-test',
'template_banking_red',
'test-copy',
'trycontinue',
'template_fancy_purple',
'mycv-example-dpl',
'mycv-example-dpl2',
'mtc-amm',
'template_banking_red-fullrules-center',
'changelayout-guide',
'sample-pressrelease6',
'adjustfoot',
'hrefhide-example',
'mtc-hir',
'example-image-a3',
'sample-pressrelease3',
'example-image-a3-landscape',
'example_latex_dvips_ps2pdf',
'template_classic_green',
'template_oldstyle_grey',
'template-multibib',
'datetime2-sample-journal',
'mdframed-example-texsx',
'sample-pressrelease4',
'sample-pages',
'alertmessage',
'example_math_markup',
'mtc-mm1',
'template-es',
'template_banking_red-shortrules-right',
'example_xelatex',
'mtc-hia',
'example-image-a5-landscape',
'xassoccnt_coupledcounters',
'sample-chap-hyperfirst',
'example_latex_dvipdfmx',
'adjusthead',
'test1-pdf',
'sampleRL',
'template_classic_green-right',
'autodemo+',
'skeyval-pokayoke2',
'template_banking_red-norules',
'template-zh'],
8: ['lecturepresentation', 'lecturehandout'],
9: ['EventCollection_plot__default',
'EventCollection_plot__set_linewidth',
'EventCollection_plot__set_color'],
10: ['qpl-test',
'qtm-test',
'qhv-test',
'qzc-test',
'qcr-test',
'qcs-test',
'qag-test',
'qbk-test'],
11: ['vecb3', 'vecb4'],
12: ['cormorantexamplesidebar',
'beamerdarkthemesuserguide',
'cormorantexampledefault',
'magpieexampleinfolines',
'magpieexampledefault',
'magpieexamplesidebar',
'frigatebirdexampletree',
'frigatebirdexamplesidebar',
'magpieexampletree',
'cormorantexampletree',
'frigatebirdexampleinfolines',
'frigatebirdexampledefault',
'cormorantexampleinfolines'],
13: ['datetime2-danish',
'datetime2-serbian',
'datetime2-german',
'datetime2-hebrew',
'datetime2-finnish',
'datetime2-slovak',
'datetime2-bahasai',
'datetime2-esperanto',
'datetime2-magyar',
'datetime2-swedish',
'datetime2-icelandic',
'datetime2-slovene',
'datetime2-breton',
'datetime2-welsh',
'datetime2-turkish',
'datetime2-croatian',
'datetime2-scottish',
'datetime2-galician',
'datetime2-usorbian',
'datetime2-dutch',
'datetime2-ukrainian',
'datetime2-latin',
'datetime2-irish',
'datetime2-samin',
'datetime2-spanish',
'datetime2-estonian',
'datetime2-norsk',
'datetime2-russian',
'datetime2-romanian',
'datetime2-polish',
'datetime2-french',
'datetime2-basque',
'datetime2-czech',
'datetime2-greek',
'datetime2-portuges',
'datetime2-lsorbian',
'datetime2-bulgarian',
'datetime2-catalan'],
14: ['sample-abbrv',
'sample-footnote',
'sample-autoindex-hyp',
'sample-autoindex',
'sample-nested'],
15: ['example_2', 'transparent-init'],
16: ['fig_sensor_high_kernel', 'fig_atom_mod2', 'fig_sensor_high_kernel2'],
17: ['cal2016-2033_EN', 'cal2016-2033_DE', 'cal2016-2033_DK'],
18: ['cm-crop', 'pamath-crop', 'cmbright-crop', 'lm-crop', 'pazo-crop'],
19: ['tstlmts1', 'tstlmqx', 'tstlmot4', 'tstlmt1', 'tstlmot1'],
20: ['scr', 'idc'],
21: ['pgf_pdflatex', 'pgf_xelatex'],
22: ['EventCollection_plot__extend_positions',
'EventCollection_plot__set_positions'],
23: ['EventCollection_plot__set_orientation',
'EventCollection_plot__switch_orientation'],
24: ['fig_sensor_heat_kernel2', 'fig_sensor_heat_kernel']}
LE cluster 4 concerne tous les documents francais On analyse le cluster 4
In [67]:
GDfr = GD.copy()
In [69]:
for node,data in GDfr.nodes(data=True):
if not data['cluster']==4:
GDfr.remove_node(node)
In [70]:
GDfr.size()
Out[70]:
19473
In [71]:
clusterDic = community.best_partition(GDfr)
nx.set_node_attributes(GDfr,'cluster',clusterDic)
In [72]:
nb_communities = len(set(clusterDic.values()))
print('Nb of cummunities: {}'.format(nb_communities))
Nb of cummunities: 8
In [73]:
doc_class_fr = {}
for c_i in range(nb_communities):
doc_list = [idx for idx,value in clusterDic.items() if value==c_i]
doc_class_fr[c_i] = doc_list
In [74]:
doc_class_name_fr = {}
for key in doc_class_fr.keys():
list_of_names = []
for idx in doc_class_fr[key]:
list_of_names.append(df.loc[int(idx),'filename'])
doc_class_name_fr[key]=list_of_names
In [76]:
doc_class_name_fr
Out[76]:
{0: ['contrats_de_travail',
'Epson_08102016171329',
'page1',
'sfr-facture-09-B516-013324644',
'CAFpaimentsuisse',
'TF-Avis-PrimTIP-2016-1674429086270',
'Epson_08102016170933',
'dossierchomageEPFL',
'fintravaux',
'page3',
'facture-29542025',
'contrat2',
'IR-Avis-PrimTIP-2016-16740621488132',
'JOAssociationAPEM1998',
'carte_AVS',
'compteversevianLahille2',
'attestation(1)',
'accordassignation',
'TH-Avis-PrimTIP-2016-16740451328150',
'duplicataCG',
'taxefonciere012',
'contrat2015002',
'RIBlahille',
'Epson_16032014190240',
'Banquemandat',
'facture-2241',
'IR-Avis-1TIP-2014-14740541348065',
'contrat1415003',
'reponseavocat',
'vaccinRebeccaLahille',
'compteversevianLahille',
'facture-31377176',
'avisimpots2013',
'loyernovembre001',
'RIBRicaudThonon',
'contrat1',
'demandeCG2CV',
'attestation',
'droitchomage',
'declarationperteCG',
'compteMarie2',
'fintravaux2',
'liasse',
'Epson_08102016171211',
'compteimpots',
'attestationvitale',
'Tarif+Pro+21Juillet2016BanqueFiducial',
'factureEDFJuillet2015',
'ARucar015',
'IR-Avis-1TIP-2015-15740580917215',
'IR-Avis-1-2010-10131405543518',
'contratbricaud',
'page4',
'EVIAN_LES_BAINS-PARIS_GARE_LYON_21-10-16_RICAUD_BENJAMIN_SRCQUN_j6XaT9m3jy4GJtKpO2MK',
'EVIAN_LES_BAINS-PARIS_GARE_LYON_31-05-16_BENJAMIN_RICAUD_RXGMPY_JY1wPD7SYOYhrOV91PTh',
'devismaaf',
'cerfa_13959-04',
'IR-Avis-1-2011-11131443637511',
'contrat2015',
'IR-Avis-1-2012-12131492034974',
'admissionpoleemploi',
'packageFinEPFL',
'compteversevianjointLahilleRicaud',
'Epson_08102016171634',
'sfr-facture-09-B516-010432843',
'pasderemuneration',
'notificationAREpoleemploi',
'cerfa_13584-02',
'cerfa_13584-02ACCRE',
'protectionjuridique2',
'milesmore016',
'reponseavocat2',
'Facture_29542025',
'notificationACCRE',
'page2',
'RIB_EVIA',
'AVS',
'Epson_08102016171051',
'IR-Avis-1-2012-13740504271331',
'EVIAN_LES_BAINS-MONTPELLIER_ST-RO_30-11-14_RICAUD_BENJAMIN_QYNBVF_JtkfTlQNSfjK1498wnix',
'cartegrise2code013'],
1: ['justificatifparution',
'extraitkbis',
'AC_T_7501_13_B_02709_99999990_2013-02-08_01',
'Facturemultiservicecorr',
'document',
'Facturemultiservicecorrigee',
'cerfa_13939-01(1)',
'img-708083713-0001',
'Attestation_MGEN_Benjamin_RICAUD_13071979',
'RIBsuisse',
'Scan_mmjeanne_100120170435_001',
'recepissededepot',
'Facturemultiservicenouvelle',
'compteMarie',
'declarationcomptesuisse',
'SCAN_2016_11_03_140924',
'AC_T_7501_13_B_01479_99999990_2013-01-23_01',
'Attestation_MGEN_Benjamin_RICAUD_08102012',
'sortiee',
'courrierCCI',
'AC_T_7501_13_B_02709_99999999_2015-04-09_01',
'releve_00051345206_20150221',
'autotravaux012',
'sortie2',
'assurancepret',
'projetdevieOlympe',
'Statutssencrop',
'nouveauxstatutsAPEM2017',
'rapportbaronnoirmars2016',
'STATUTSDELAPE.doc',
'modeleEPFL_CTI',
'attestationMaisonMaxilly',
'201305241029',
'Statuts_APEEH',
'APEMmomentsgourmands2pages',
'image2016-11-10-154822',
'Salaire_Ingénieur',
'statutsAPEM',
'201307041414',
'retourgreffe1',
'Epson_08102016171517',
'propmaxilly',
'casierjudicaire',
'attestationMaisonMaxillypetit',
'decisinremunerationEviaCybernetics',
'swisslife2',
'statutsEviasignes',
'Epson_04112016074116',
'AffichageAttestationcaf',
'001',
'APEMmomentsgourmands',
'autorisationparentale',
'facturememetracker221216bis',
'prixhardware',
'satutsEviaCybernetics',
'attestationsouscriptionsignee',
'reponsegreffier1',
'noetinger22sept14',
'facturememetracker221216',
'attestationnoncondamnation',
'etatvehiculeUCAR',
'FacturemaisonPierre',
'statuttype',
'FAC-ECOSAVOIE-20161215-00000170',
'satutsEviaCyberneticstest',
'PVAGapem',
'satutsEviaCyberneticssignes',
'sortie',
'facturememetracker2',
'SCAN_2016_11_03_140847',
'sortie22',
'contratUCAR017',
'1.5.10-F_SERV_14.03.2013(web)'],
2: ['Rebnote2009',
'Rebnote2008',
'Rebnote0002',
'Rebnote0003',
'Rebnote0001'],
3: ['cvtest',
'estimationprojetOMA_EPFL',
'engpron-fr',
'appartement',
'xargs-fr',
'FR2785841A1',
'smalltableof-doc-fr',
'TSIG2',
'pst-spectra',
'xstring_doc_fr',
'engpron-ex-fr',
'nonumonpart-fr',
'xpl-fr',
'9-Formulaire_II',
'pst-map3dII-doc',
'pst-map2d-doc',
'taln2014-demo',
'examsignalsystemes',
'bclogo-doc',
'exam_final',
'615935-an-03-fr-thermo_amb',
'my_thesis',
'WO2005069220A2',
'gretsi_resumefr',
'MakeCirc',
'pst-map2dII-doc',
'ticollege-doc',
'engpron',
'grafcet',
'FR2311141A1',
'corrige19',
'doc_aq-screen',
'yagusylo-fr',
'exosuppreponses',
'reponses_completes',
'paresse-ex-fr',
'coursdeverdiere',
'ESIEEcv',
'modroman-fr',
'AntillesESjuin2006',
'pst-magneticfield-docFR',
'Validation_des_algorithmes-LoudnessToolbox',
'propagationentremedias',
'oscilloscope',
'bilantournoiSallanches',
'bodegraph',
'examMT14',
'rapportbaronnoirfevrier',
'imprimante-hp-envy-4522-compatible-instant-ink-0889296633303',
'presentationdecembre2016v2',
'verb',
'exosupcorr',
'gretsifr',
'pst-calendar-docFR',
'122-chappee-edena-progress',
'plan-ens-2015-2016',
'examblancsampling',
'6-chap12',
'presentationHavas',
'exosupp',
'pst-thick-doc',
'tuner',
'help',
'tipfr-doc',
'benjamin2',
'show2e-fr',
'recommendation',
'clefval',
'pas-cv',
'psvectorian',
'exam',
'EP0277066A1',
'spreadtab_doc_fr',
'CVBRicaudFR',
'examblancBR',
'FR2603513A1',
'echographie',
'paresse-fr',
'tp1',
'drac-fr',
'pst-uml-doc',
'chaudiereedenainstal',
'Guide_utilisateur-LoudnessToolbox',
'guideassos',
'mxl1-rglt-15-8-13',
'pst-diffraction-docFR',
'rsl-487-2-cartographie-des-pratiques-du-velo-v-le-regard-de-physiciens-et-d-informaticiens',
'GRETSI_graphes_regularity',
'pst-electricfield-docFR',
'tableau',
'tp2',
'paresse-ex-en',
'WO9529046A1',
'gretsi2015',
'presentationnovembre2016',
'guide2',
'flyer-code-no-fr',
'repertoire_professionnel_aout_2015',
'reponse-tract',
'réglement+moins+de+6',
'tkz-base-screen',
'pst-mirror-doc',
'modroman',
'ted-fr',
'presentationdecembre2016',
'rugby',
'pst-map3d-doc',
'rapportbaronnoirfevrier2016',
'De_Lutry__Cully',
'rapportcontratD1_v1.2',
'FR2586959A1',
'Description_des_indicateurs_de_sonie-LoudnessToolbox',
'errorbar_limits',
'node-js-livre-debutant',
'reponses',
'examGBR',
'mtc-liv',
'GRETSI_graphes',
'MENARD_Mikael',
'exosupprep',
'minitoc-fr',
'reponses_completesb',
'tabularcalc_doc_fr',
'Compte_Rendu_SeancesBenjamin',
'correctionproblem3dec14',
'graphes',
'enonce',
'Premier_investisseurs',
'exemple',
'tp3',
'github-git-cheat-sheet(1)',
'FR2913392A1',
'pst-am-doc',
'pst-map3d-doc-pdf',
'serie14',
'ADMavril2016',
'examblancsampling2',
'schemabloc',
'rapportcontratD1_v1.3',
'orlOlympe1404150001',
'chemfig-fr',
'blancBenjamin',
'frintro'],
4: ['cv-pluton',
'cv-jupiter',
'cv-saturne',
'cv-andromede',
'cv-dynamique',
'cv-pegase',
'cv-orion',
'cv-gaia',
'cv-venus',
'cv-univers',
'cv-uranus',
'cv-centaure',
'cv-architecte',
'cv-mars',
'cv-neptune'],
5: ['example5-numbering',
'example6-not-and-only',
'example4-sectioning',
'example7-biblatex',
'example3-defined-path',
'example1-minimal',
'example2-cancel-quotation'],
6: ['rep303839458_20130531_p4923',
'rep303839458_20130131_p5050',
'rep303839458_20130630_p0569',
'rep303839458_20130430_p1866',
'rep303839458_20130228_p2114',
'rep303839458_20130331_p4937',
'tax308001355_20150102_p0052'],
7: ['benjaminboites', 'examboites']}
In [245]:
import importlib
importlib.reload(grevia.graph_structure)
importlib.reload(grevia)
Out[245]:
<module 'grevia' from '/home/benjamin/Documents/eviacybernetics/Projets/Grevia/grevia/__init__.py'>
In [80]:
GD,clusterDic = grevia.find_communities(GD)
Nb of communities found: 25
In [83]:
#df = pd.read_pickle('texts3.pkl')
cluster_dic_name = grevia.get_filenames_in_clusters(clusterDic,df)
In [98]:
G_sub0 = grevia.extract_cluster_as_subgraph(GD,cluster_id=24)
Nb of edges of the subgraph: 1, nb of nodes: 2
In [99]:
G_sub0.nodes(data=True)
Out[99]:
[('1728', {'cluster': 24}), ('1727', {'cluster': 24})]
In [120]:
def cluster_graph(graph_in):
subgraph_list = []
graph = graph_in.copy()
if graph.size()>20:
graph,clusterDic = grevia.find_communities(graph)
nb_communities = len(set(clusterDic.values()))
if nb_communities > 1:
for c_i in range(nb_communities):
G_sub = grevia.extract_cluster_as_subgraph(graph,cluster_id=c_i)
[subgraph_list.append(item) for item in cluster_graph(G_sub)]
else:
subgraph_list.append(graph)
else:
subgraph_list.append(graph)
return subgraph_list
In [132]:
subgraph_list = grevia.cluster_graph(GD,20)
Nb of communities found: 26
Nb of edges of the subgraph: 122316, nb of nodes: 754
Nb of communities found: 6
Nb of edges of the subgraph: 10919, nb of nodes: 212
Nb of communities found: 6
Nb of edges of the subgraph: 1682, nb of nodes: 73
Nb of communities found: 4
Nb of edges of the subgraph: 560, nb of nodes: 42
Nb of communities found: 3
Nb of edges of the subgraph: 133, nb of nodes: 19
Nb of edges of the subgraph: 75, nb of nodes: 14
Nb of edges of the subgraph: 19, nb of nodes: 9
Nb of edges of the subgraph: 76, nb of nodes: 16
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 33, nb of nodes: 10
Nb of edges of the subgraph: 1240, nb of nodes: 65
Nb of communities found: 4
Nb of edges of the subgraph: 74, nb of nodes: 16
Nb of edges of the subgraph: 88, nb of nodes: 17
Nb of edges of the subgraph: 312, nb of nodes: 27
Nb of communities found: 2
Nb of edges of the subgraph: 104, nb of nodes: 15
Nb of edges of the subgraph: 54, nb of nodes: 12
Nb of edges of the subgraph: 8, nb of nodes: 5
Nb of edges of the subgraph: 192, nb of nodes: 24
Nb of communities found: 3
Nb of edges of the subgraph: 18, nb of nodes: 8
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 40, nb of nodes: 11
Nb of edges of the subgraph: 520, nb of nodes: 44
Nb of communities found: 5
Nb of edges of the subgraph: 33, nb of nodes: 9
Nb of edges of the subgraph: 60, nb of nodes: 15
Nb of edges of the subgraph: 21, nb of nodes: 7
Nb of edges of the subgraph: 31, nb of nodes: 11
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 5725, nb of nodes: 129
Nb of communities found: 4
Nb of edges of the subgraph: 66, nb of nodes: 12
Nb of edges of the subgraph: 130, nb of nodes: 19
Nb of edges of the subgraph: 631, nb of nodes: 37
Nb of communities found: 3
Nb of edges of the subgraph: 153, nb of nodes: 18
Nb of edges of the subgraph: 36, nb of nodes: 9
Nb of edges of the subgraph: 37, nb of nodes: 10
Nb of edges of the subgraph: 1386, nb of nodes: 61
Nb of communities found: 2
Nb of edges of the subgraph: 310, nb of nodes: 29
Nb of communities found: 3
Nb of edges of the subgraph: 35, nb of nodes: 11
Nb of edges of the subgraph: 106, nb of nodes: 16
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 394, nb of nodes: 32
Nb of communities found: 3
Nb of edges of the subgraph: 122, nb of nodes: 17
Nb of edges of the subgraph: 28, nb of nodes: 9
Nb of edges of the subgraph: 15, nb of nodes: 6
Nb of edges of the subgraph: 27865, nb of nodes: 274
Nb of communities found: 5
Nb of edges of the subgraph: 2409, nb of nodes: 78
Nb of communities found: 3
Nb of edges of the subgraph: 349, nb of nodes: 29
Nb of communities found: 2
Nb of edges of the subgraph: 97, nb of nodes: 15
Nb of edges of the subgraph: 80, nb of nodes: 14
Nb of edges of the subgraph: 241, nb of nodes: 25
Nb of communities found: 4
Nb of edges of the subgraph: 51, nb of nodes: 12
Nb of edges of the subgraph: 21, nb of nodes: 7
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 248, nb of nodes: 24
Nb of communities found: 2
Nb of edges of the subgraph: 115, nb of nodes: 16
Nb of edges of the subgraph: 25, nb of nodes: 8
Nb of edges of the subgraph: 1947, nb of nodes: 69
Nb of communities found: 4
Nb of edges of the subgraph: 268, nb of nodes: 26
Nb of communities found: 3
Nb of edges of the subgraph: 59, nb of nodes: 12
Nb of edges of the subgraph: 43, nb of nodes: 11
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 469, nb of nodes: 33
Nb of communities found: 2
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 333, nb of nodes: 28
Nb of communities found: 3
Nb of edges of the subgraph: 107, nb of nodes: 16
Nb of edges of the subgraph: 45, nb of nodes: 10
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 28, nb of nodes: 8
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 3060, nb of nodes: 88
Nb of communities found: 3
Nb of edges of the subgraph: 259, nb of nodes: 27
Nb of communities found: 3
Nb of edges of the subgraph: 95, nb of nodes: 17
Nb of edges of the subgraph: 26, nb of nodes: 8
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 174, nb of nodes: 20
Nb of edges of the subgraph: 689, nb of nodes: 41
Nb of communities found: 3
Nb of edges of the subgraph: 138, nb of nodes: 19
Nb of edges of the subgraph: 46, nb of nodes: 11
Nb of edges of the subgraph: 53, nb of nodes: 11
Nb of edges of the subgraph: 299, nb of nodes: 31
Nb of communities found: 5
Nb of edges of the subgraph: 111, nb of nodes: 16
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 19, nb of nodes: 9
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 22, nb of nodes: 8
Nb of edges of the subgraph: 931, nb of nodes: 68
Nb of communities found: 6
Nb of edges of the subgraph: 135, nb of nodes: 17
Nb of edges of the subgraph: 160, nb of nodes: 29
Nb of communities found: 3
Nb of edges of the subgraph: 31, nb of nodes: 14
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 46, nb of nodes: 11
Nb of edges of the subgraph: 63, nb of nodes: 14
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 15, nb of nodes: 6
Nb of edges of the subgraph: 1688, nb of nodes: 65
Nb of communities found: 4
Nb of edges of the subgraph: 185, nb of nodes: 20
Nb of edges of the subgraph: 147, nb of nodes: 19
Nb of edges of the subgraph: 130, nb of nodes: 18
Nb of edges of the subgraph: 25, nb of nodes: 8
Nb of edges of the subgraph: 579314, nb of nodes: 1203
Nb of communities found: 4
Nb of edges of the subgraph: 70607, nb of nodes: 402
Nb of communities found: 5
Nb of edges of the subgraph: 7838, nb of nodes: 131
Nb of communities found: 5
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 616, nb of nodes: 37
Nb of communities found: 2
Nb of edges of the subgraph: 92, nb of nodes: 15
Nb of edges of the subgraph: 224, nb of nodes: 22
Nb of communities found: 1
Nb of edges of the subgraph: 430, nb of nodes: 31
Nb of communities found: 3
Nb of edges of the subgraph: 93, nb of nodes: 15
Nb of edges of the subgraph: 55, nb of nodes: 11
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 686, nb of nodes: 38
Nb of communities found: 3
Nb of edges of the subgraph: 66, nb of nodes: 12
Nb of edges of the subgraph: 35, nb of nodes: 9
Nb of edges of the subgraph: 136, nb of nodes: 17
Nb of edges of the subgraph: 175, nb of nodes: 20
Nb of edges of the subgraph: 3491, nb of nodes: 92
Nb of communities found: 5
Nb of edges of the subgraph: 61, nb of nodes: 12
Nb of edges of the subgraph: 243, nb of nodes: 23
Nb of communities found: 2
Nb of edges of the subgraph: 36, nb of nodes: 9
Nb of edges of the subgraph: 89, nb of nodes: 14
Nb of edges of the subgraph: 702, nb of nodes: 40
Nb of communities found: 4
Nb of edges of the subgraph: 245, nb of nodes: 23
Nb of communities found: 1
Nb of edges of the subgraph: 20, nb of nodes: 7
Nb of edges of the subgraph: 16, nb of nodes: 7
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 19, nb of nodes: 7
Nb of edges of the subgraph: 33, nb of nodes: 10
Nb of edges of the subgraph: 1488, nb of nodes: 58
Nb of communities found: 3
Nb of edges of the subgraph: 184, nb of nodes: 21
Nb of communities found: 2
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 136, nb of nodes: 18
Nb of edges of the subgraph: 78, nb of nodes: 13
Nb of edges of the subgraph: 249, nb of nodes: 24
Nb of communities found: 2
Nb of edges of the subgraph: 95, nb of nodes: 15
Nb of edges of the subgraph: 34, nb of nodes: 9
Nb of edges of the subgraph: 3345, nb of nodes: 84
Nb of communities found: 3
Nb of edges of the subgraph: 2060, nb of nodes: 66
Nb of communities found: 4
Nb of edges of the subgraph: 210, nb of nodes: 22
Nb of communities found: 2
Nb of edges of the subgraph: 54, nb of nodes: 11
Nb of edges of the subgraph: 46, nb of nodes: 11
Nb of edges of the subgraph: 64, nb of nodes: 12
Nb of edges of the subgraph: 231, nb of nodes: 22
Nb of communities found: 1
Nb of edges of the subgraph: 45, nb of nodes: 10
Nb of edges of the subgraph: 104, nb of nodes: 15
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 561, nb of nodes: 37
Nb of communities found: 3
Nb of edges of the subgraph: 148, nb of nodes: 19
Nb of edges of the subgraph: 105, nb of nodes: 16
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 49384, nb of nodes: 348
Nb of communities found: 5
Nb of edges of the subgraph: 2922, nb of nodes: 84
Nb of communities found: 5
Nb of edges of the subgraph: 653, nb of nodes: 38
Nb of communities found: 3
Nb of edges of the subgraph: 64, nb of nodes: 12
Nb of edges of the subgraph: 53, nb of nodes: 11
Nb of edges of the subgraph: 98, nb of nodes: 15
Nb of edges of the subgraph: 247, nb of nodes: 24
Nb of communities found: 3
Nb of edges of the subgraph: 123, nb of nodes: 17
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 80, nb of nodes: 15
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 2367, nb of nodes: 77
Nb of communities found: 4
Nb of edges of the subgraph: 287, nb of nodes: 26
Nb of communities found: 2
Nb of edges of the subgraph: 131, nb of nodes: 18
Nb of edges of the subgraph: 28, nb of nodes: 8
Nb of edges of the subgraph: 144, nb of nodes: 21
Nb of communities found: 1
Nb of edges of the subgraph: 152, nb of nodes: 19
Nb of edges of the subgraph: 52, nb of nodes: 11
Nb of edges of the subgraph: 5627, nb of nodes: 113
Nb of communities found: 4
Nb of edges of the subgraph: 785, nb of nodes: 41
Nb of communities found: 5
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 242, nb of nodes: 23
Nb of communities found: 1
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 45, nb of nodes: 10
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 605, nb of nodes: 37
Nb of communities found: 3
Nb of edges of the subgraph: 64, nb of nodes: 12
Nb of edges of the subgraph: 54, nb of nodes: 12
Nb of edges of the subgraph: 78, nb of nodes: 13
Nb of edges of the subgraph: 277, nb of nodes: 25
Nb of communities found: 2
Nb of edges of the subgraph: 53, nb of nodes: 11
Nb of edges of the subgraph: 87, nb of nodes: 14
Nb of edges of the subgraph: 45, nb of nodes: 10
Nb of edges of the subgraph: 1195, nb of nodes: 53
Nb of communities found: 3
Nb of edges of the subgraph: 411, nb of nodes: 32
Nb of communities found: 2
Nb of edges of the subgraph: 146, nb of nodes: 20
Nb of edges of the subgraph: 64, nb of nodes: 12
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 165, nb of nodes: 19
Nb of edges of the subgraph: 151, nb of nodes: 21
Nb of communities found: 3
Nb of edges of the subgraph: 30, nb of nodes: 9
Nb of edges of the subgraph: 30, nb of nodes: 10
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 8210, nb of nodes: 157
Nb of communities found: 7
Nb of edges of the subgraph: 31, nb of nodes: 10
Nb of edges of the subgraph: 4509, nb of nodes: 110
Nb of communities found: 3
Nb of edges of the subgraph: 542, nb of nodes: 38
Nb of communities found: 3
Nb of edges of the subgraph: 211, nb of nodes: 24
Nb of communities found: 1
Nb of edges of the subgraph: 58, nb of nodes: 12
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 541, nb of nodes: 37
Nb of communities found: 2
Nb of edges of the subgraph: 381, nb of nodes: 29
Nb of communities found: 1
Nb of edges of the subgraph: 14, nb of nodes: 8
Nb of edges of the subgraph: 465, nb of nodes: 35
Nb of communities found: 3
Nb of edges of the subgraph: 20, nb of nodes: 8
Nb of edges of the subgraph: 31, nb of nodes: 9
Nb of edges of the subgraph: 146, nb of nodes: 18
Nb of edges of the subgraph: 141, nb of nodes: 20
Nb of edges of the subgraph: 9, nb of nodes: 5
Nb of edges of the subgraph: 11, nb of nodes: 7
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 37140, nb of nodes: 296
Nb of communities found: 6
Nb of edges of the subgraph: 564, nb of nodes: 36
Nb of communities found: 2
Nb of edges of the subgraph: 179, nb of nodes: 20
Nb of edges of the subgraph: 117, nb of nodes: 16
Nb of edges of the subgraph: 2323, nb of nodes: 75
Nb of communities found: 3
Nb of edges of the subgraph: 362, nb of nodes: 29
Nb of communities found: 2
Nb of edges of the subgraph: 85, nb of nodes: 14
Nb of edges of the subgraph: 95, nb of nodes: 15
Nb of edges of the subgraph: 136, nb of nodes: 19
Nb of edges of the subgraph: 330, nb of nodes: 27
Nb of communities found: 2
Nb of edges of the subgraph: 181, nb of nodes: 20
Nb of edges of the subgraph: 21, nb of nodes: 7
Nb of edges of the subgraph: 3217, nb of nodes: 84
Nb of communities found: 3
Nb of edges of the subgraph: 808, nb of nodes: 41
Nb of communities found: 2
Nb of edges of the subgraph: 187, nb of nodes: 20
Nb of edges of the subgraph: 209, nb of nodes: 21
Nb of communities found: 2
Nb of edges of the subgraph: 120, nb of nodes: 16
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 101, nb of nodes: 15
Nb of edges of the subgraph: 328, nb of nodes: 28
Nb of communities found: 2
Nb of edges of the subgraph: 191, nb of nodes: 21
Nb of communities found: 1
Nb of edges of the subgraph: 16, nb of nodes: 7
Nb of edges of the subgraph: 1776, nb of nodes: 63
Nb of communities found: 3
Nb of edges of the subgraph: 356, nb of nodes: 28
Nb of communities found: 4
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 78, nb of nodes: 13
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 15, nb of nodes: 6
Nb of edges of the subgraph: 43, nb of nodes: 10
Nb of edges of the subgraph: 289, nb of nodes: 25
Nb of communities found: 3
Nb of edges of the subgraph: 78, nb of nodes: 13
Nb of edges of the subgraph: 44, nb of nodes: 10
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 297, nb of nodes: 26
Nb of communities found: 3
Nb of edges of the subgraph: 75, nb of nodes: 13
Nb of edges of the subgraph: 36, nb of nodes: 9
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 63, nb of nodes: 12
Nb of edges of the subgraph: 821, nb of nodes: 63
Nb of communities found: 4
Nb of edges of the subgraph: 138, nb of nodes: 19
Nb of edges of the subgraph: 286, nb of nodes: 28
Nb of communities found: 2
Nb of edges of the subgraph: 67, nb of nodes: 13
Nb of edges of the subgraph: 91, nb of nodes: 15
Nb of edges of the subgraph: 50, nb of nodes: 12
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 137051, nb of nodes: 715
Nb of communities found: 6
Nb of edges of the subgraph: 16411, nb of nodes: 265
Nb of communities found: 7
Nb of edges of the subgraph: 135, nb of nodes: 17
Nb of edges of the subgraph: 1153, nb of nodes: 78
Nb of communities found: 4
Nb of edges of the subgraph: 334, nb of nodes: 34
Nb of communities found: 3
Nb of edges of the subgraph: 251, nb of nodes: 28
Nb of communities found: 1
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 209, nb of nodes: 29
Nb of communities found: 3
Nb of edges of the subgraph: 140, nb of nodes: 23
Nb of communities found: 1
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 5, nb of nodes: 4
Nb of edges of the subgraph: 21, nb of nodes: 12
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 816, nb of nodes: 51
Nb of communities found: 6
Nb of edges of the subgraph: 308, nb of nodes: 29
Nb of communities found: 3
Nb of edges of the subgraph: 69, nb of nodes: 14
Nb of edges of the subgraph: 69, nb of nodes: 13
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 38, nb of nodes: 11
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 3503, nb of nodes: 112
Nb of communities found: 5
Nb of edges of the subgraph: 604, nb of nodes: 47
Nb of communities found: 1
Nb of edges of the subgraph: 222, nb of nodes: 28
Nb of communities found: 4
Nb of edges of the subgraph: 150, nb of nodes: 20
Nb of edges of the subgraph: 2, nb of nodes: 4
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 354, nb of nodes: 33
Nb of communities found: 1
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 12876, nb of nodes: 198
Nb of communities found: 6
Nb of edges of the subgraph: 201, nb of nodes: 25
Nb of communities found: 3
Nb of edges of the subgraph: 83, nb of nodes: 17
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 2492, nb of nodes: 81
Nb of communities found: 3
Nb of edges of the subgraph: 587, nb of nodes: 41
Nb of communities found: 2
Nb of edges of the subgraph: 461, nb of nodes: 35
Nb of communities found: 2
Nb of edges of the subgraph: 79, nb of nodes: 14
Nb of edges of the subgraph: 161, nb of nodes: 21
Nb of communities found: 1
Nb of edges of the subgraph: 10, nb of nodes: 6
Nb of edges of the subgraph: 566, nb of nodes: 36
Nb of communities found: 3
Nb of edges of the subgraph: 303, nb of nodes: 26
Nb of communities found: 1
Nb of edges of the subgraph: 18, nb of nodes: 7
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 4, nb of nodes: 4
Nb of edges of the subgraph: 329, nb of nodes: 34
Nb of communities found: 5
Nb of edges of the subgraph: 15, nb of nodes: 7
Nb of edges of the subgraph: 34, nb of nodes: 9
Nb of edges of the subgraph: 37, nb of nodes: 12
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 1037, nb of nodes: 51
Nb of communities found: 3
Nb of edges of the subgraph: 248, nb of nodes: 24
Nb of communities found: 1
Nb of edges of the subgraph: 194, nb of nodes: 22
Nb of communities found: 2
Nb of edges of the subgraph: 64, nb of nodes: 13
Nb of edges of the subgraph: 35, nb of nodes: 9
Nb of edges of the subgraph: 8, nb of nodes: 5
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 12275, nb of nodes: 188
Nb of communities found: 7
Nb of edges of the subgraph: 2420, nb of nodes: 73
Nb of communities found: 4
Nb of edges of the subgraph: 310, nb of nodes: 26
Nb of communities found: 3
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 196, nb of nodes: 21
Nb of communities found: 2
Nb of edges of the subgraph: 119, nb of nodes: 16
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 240, nb of nodes: 23
Nb of communities found: 2
Nb of edges of the subgraph: 128, nb of nodes: 17
Nb of edges of the subgraph: 15, nb of nodes: 6
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 162, nb of nodes: 19
Nb of edges of the subgraph: 168, nb of nodes: 27
Nb of communities found: 4
Nb of edges of the subgraph: 15, nb of nodes: 7
Nb of edges of the subgraph: 10, nb of nodes: 6
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 55, nb of nodes: 11
Nb of edges of the subgraph: 1057, nb of nodes: 52
Nb of communities found: 5
Nb of edges of the subgraph: 79, nb of nodes: 14
Nb of edges of the subgraph: 71, nb of nodes: 14
Nb of edges of the subgraph: 45, nb of nodes: 10
Nb of edges of the subgraph: 14, nb of nodes: 6
Nb of edges of the subgraph: 28, nb of nodes: 8
Nb of edges of the subgraph: 15, nb of nodes: 6
Nb of edges of the subgraph: 37, nb of nodes: 10
Nb of edges of the subgraph: 22, nb of nodes: 8
Nb of edges of the subgraph: 57, nb of nodes: 12
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 341, nb of nodes: 31
Nb of communities found: 3
Nb of edges of the subgraph: 37, nb of nodes: 10
Nb of edges of the subgraph: 61, nb of nodes: 12
Nb of edges of the subgraph: 24, nb of nodes: 9
Nb of edges of the subgraph: 212, nb of nodes: 28
Nb of communities found: 4
Nb of edges of the subgraph: 25, nb of nodes: 9
Nb of edges of the subgraph: 21, nb of nodes: 7
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 30, nb of nodes: 9
Nb of edges of the subgraph: 19473, nb of nodes: 333
Nb of communities found: 8
Nb of edges of the subgraph: 1360, nb of nodes: 87
Nb of communities found: 5
Nb of edges of the subgraph: 177, nb of nodes: 30
Nb of communities found: 5
Nb of edges of the subgraph: 10, nb of nodes: 6
Nb of edges of the subgraph: 6, nb of nodes: 4
Nb of edges of the subgraph: 36, nb of nodes: 10
Nb of edges of the subgraph: 13, nb of nodes: 7
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 51, nb of nodes: 16
Nb of edges of the subgraph: 35, nb of nodes: 11
Nb of edges of the subgraph: 72, nb of nodes: 13
Nb of edges of the subgraph: 129, nb of nodes: 17
Nb of edges of the subgraph: 1223, nb of nodes: 68
Nb of communities found: 4
Nb of edges of the subgraph: 20, nb of nodes: 9
Nb of edges of the subgraph: 493, nb of nodes: 39
Nb of communities found: 4
Nb of edges of the subgraph: 34, nb of nodes: 10
Nb of edges of the subgraph: 114, nb of nodes: 18
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 23, nb of nodes: 8
Nb of edges of the subgraph: 114, nb of nodes: 18
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 8, nb of nodes: 5
Nb of edges of the subgraph: 6071, nb of nodes: 142
Nb of communities found: 3
Nb of edges of the subgraph: 373, nb of nodes: 38
Nb of communities found: 4
Nb of edges of the subgraph: 57, nb of nodes: 14
Nb of edges of the subgraph: 45, nb of nodes: 11
Nb of edges of the subgraph: 10, nb of nodes: 6
Nb of edges of the subgraph: 16, nb of nodes: 7
Nb of edges of the subgraph: 1038, nb of nodes: 53
Nb of communities found: 3
Nb of edges of the subgraph: 64, nb of nodes: 12
Nb of edges of the subgraph: 213, nb of nodes: 25
Nb of communities found: 2
Nb of edges of the subgraph: 80, nb of nodes: 14
Nb of edges of the subgraph: 36, nb of nodes: 11
Nb of edges of the subgraph: 100, nb of nodes: 16
Nb of edges of the subgraph: 974, nb of nodes: 51
Nb of communities found: 4
Nb of edges of the subgraph: 14, nb of nodes: 6
Nb of edges of the subgraph: 148, nb of nodes: 19
Nb of edges of the subgraph: 17, nb of nodes: 7
Nb of edges of the subgraph: 139, nb of nodes: 19
Nb of edges of the subgraph: 105, nb of nodes: 15
Nb of edges of the subgraph: 21, nb of nodes: 7
Nb of edges of the subgraph: 21, nb of nodes: 7
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 702, nb of nodes: 41
Nb of communities found: 2
Nb of edges of the subgraph: 55, nb of nodes: 11
Nb of edges of the subgraph: 414, nb of nodes: 30
Nb of communities found: 2
Nb of edges of the subgraph: 91, nb of nodes: 14
Nb of edges of the subgraph: 110, nb of nodes: 16
Nb of edges of the subgraph: 42, nb of nodes: 15
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 15, nb of nodes: 6
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 78, nb of nodes: 13
Nb of edges of the subgraph: 703, nb of nodes: 38
Nb of communities found: 3
Nb of edges of the subgraph: 45, nb of nodes: 10
Nb of edges of the subgraph: 171, nb of nodes: 19
Nb of edges of the subgraph: 36, nb of nodes: 9
Nb of edges of the subgraph: 78, nb of nodes: 13
Nb of edges of the subgraph: 28, nb of nodes: 8
Nb of edges of the subgraph: 4, nb of nodes: 5
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 3, nb of nodes: 3
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 10, nb of nodes: 5
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
Nb of edges of the subgraph: 1, nb of nodes: 2
In [246]:
subgraph_dic = grevia.cluster_graph_with_hierarchy(GD,20)
Copying graph...
Graph copied.
Nb of communities found: 26
Nb of edges of the subgraph: 122316, nb of nodes: 754
Copying graph...
Graph copied.
Nb of communities found: 6
Nb of edges of the subgraph: 10919, nb of nodes: 212
Copying graph...
Graph copied.
Nb of communities found: 6
Nb of edges of the subgraph: 1682, nb of nodes: 73
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 560, nb of nodes: 42
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 133, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 75, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 19, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 76, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 33, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1240, nb of nodes: 65
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 74, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 88, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 312, nb of nodes: 27
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 104, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 54, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 8, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 192, nb of nodes: 24
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 18, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 40, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 520, nb of nodes: 44
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 33, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 60, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 21, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 31, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 5725, nb of nodes: 129
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 66, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 130, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 631, nb of nodes: 37
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 153, nb of nodes: 18
Copying graph...
Graph copied.
Nb of edges of the subgraph: 36, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 37, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1386, nb of nodes: 61
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 310, nb of nodes: 29
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 35, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 106, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 394, nb of nodes: 32
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 122, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 28, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 15, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 27865, nb of nodes: 274
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 2409, nb of nodes: 78
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 349, nb of nodes: 29
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 97, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 80, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 241, nb of nodes: 25
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 51, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 21, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 248, nb of nodes: 24
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 115, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 25, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1947, nb of nodes: 69
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 268, nb of nodes: 26
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 59, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 43, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 469, nb of nodes: 33
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 333, nb of nodes: 28
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 107, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 45, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 28, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3060, nb of nodes: 88
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 259, nb of nodes: 27
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 95, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 26, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 174, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 689, nb of nodes: 41
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 138, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 46, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 53, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 299, nb of nodes: 31
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 111, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 19, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 22, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 931, nb of nodes: 68
Copying graph...
Graph copied.
Nb of communities found: 6
Nb of edges of the subgraph: 135, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 160, nb of nodes: 29
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 31, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 46, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 63, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 15, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1688, nb of nodes: 65
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 185, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 147, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 130, nb of nodes: 18
Copying graph...
Graph copied.
Nb of edges of the subgraph: 25, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 579314, nb of nodes: 1203
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 70607, nb of nodes: 402
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 7838, nb of nodes: 131
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 616, nb of nodes: 37
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 92, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 224, nb of nodes: 22
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 430, nb of nodes: 31
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 93, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 55, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 686, nb of nodes: 38
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 66, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 35, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 136, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 175, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3491, nb of nodes: 92
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 61, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 243, nb of nodes: 23
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 36, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 89, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 702, nb of nodes: 40
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 245, nb of nodes: 23
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 20, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 16, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 19, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 33, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1488, nb of nodes: 58
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 184, nb of nodes: 21
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 136, nb of nodes: 18
Copying graph...
Graph copied.
Nb of edges of the subgraph: 78, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 249, nb of nodes: 24
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 95, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 34, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3345, nb of nodes: 84
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 2060, nb of nodes: 66
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 210, nb of nodes: 22
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 54, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 46, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 64, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 231, nb of nodes: 22
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 45, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 104, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 561, nb of nodes: 37
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 148, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 105, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 49384, nb of nodes: 348
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 2922, nb of nodes: 84
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 653, nb of nodes: 38
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 64, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 53, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 98, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 247, nb of nodes: 24
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 123, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 80, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 2367, nb of nodes: 77
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 287, nb of nodes: 26
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 131, nb of nodes: 18
Copying graph...
Graph copied.
Nb of edges of the subgraph: 28, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 144, nb of nodes: 21
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 152, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 52, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 5627, nb of nodes: 113
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 785, nb of nodes: 41
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 242, nb of nodes: 23
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 45, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 605, nb of nodes: 37
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 64, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 54, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 78, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 277, nb of nodes: 25
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 53, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 87, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 45, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1195, nb of nodes: 53
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 411, nb of nodes: 32
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 146, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 64, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 165, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 151, nb of nodes: 21
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 30, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 30, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 8210, nb of nodes: 157
Copying graph...
Graph copied.
Nb of communities found: 7
Nb of edges of the subgraph: 31, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 4509, nb of nodes: 110
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 542, nb of nodes: 38
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 211, nb of nodes: 24
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 58, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 541, nb of nodes: 37
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 381, nb of nodes: 29
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 14, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 465, nb of nodes: 35
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 20, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 31, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 146, nb of nodes: 18
Copying graph...
Graph copied.
Nb of edges of the subgraph: 141, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 9, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 11, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 37140, nb of nodes: 296
Copying graph...
Graph copied.
Nb of communities found: 6
Nb of edges of the subgraph: 564, nb of nodes: 36
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 179, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 117, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 2323, nb of nodes: 75
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 362, nb of nodes: 29
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 85, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 95, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 136, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 330, nb of nodes: 27
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 181, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 21, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3217, nb of nodes: 84
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 808, nb of nodes: 41
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 187, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 209, nb of nodes: 21
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 120, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 101, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 328, nb of nodes: 28
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 191, nb of nodes: 21
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 16, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1776, nb of nodes: 63
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 356, nb of nodes: 28
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 78, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 15, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 43, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 289, nb of nodes: 25
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 78, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 44, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 297, nb of nodes: 26
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 75, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 36, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 63, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 821, nb of nodes: 63
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 138, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 286, nb of nodes: 28
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 67, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 91, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 50, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 137051, nb of nodes: 715
Copying graph...
Graph copied.
Nb of communities found: 6
Nb of edges of the subgraph: 16411, nb of nodes: 265
Copying graph...
Graph copied.
Nb of communities found: 7
Nb of edges of the subgraph: 135, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1153, nb of nodes: 78
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 334, nb of nodes: 34
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 251, nb of nodes: 28
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 209, nb of nodes: 29
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 140, nb of nodes: 23
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 5, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 21, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 816, nb of nodes: 51
Copying graph...
Graph copied.
Nb of communities found: 6
Nb of edges of the subgraph: 308, nb of nodes: 29
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 69, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 69, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 38, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3503, nb of nodes: 112
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 604, nb of nodes: 47
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 222, nb of nodes: 28
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 150, nb of nodes: 20
Copying graph...
Graph copied.
Nb of edges of the subgraph: 2, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 354, nb of nodes: 33
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 12876, nb of nodes: 198
Copying graph...
Graph copied.
Nb of communities found: 6
Nb of edges of the subgraph: 201, nb of nodes: 25
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 83, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 2492, nb of nodes: 81
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 587, nb of nodes: 41
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 461, nb of nodes: 35
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 79, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 161, nb of nodes: 21
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 10, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 566, nb of nodes: 36
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 303, nb of nodes: 26
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 18, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 4, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 329, nb of nodes: 34
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 15, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 34, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 37, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1037, nb of nodes: 51
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 248, nb of nodes: 24
Copying graph...
Graph copied.
Nb of communities found: 1
Nb of edges of the subgraph: 194, nb of nodes: 22
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 64, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 35, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 8, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 12275, nb of nodes: 188
Copying graph...
Graph copied.
Nb of communities found: 7
Nb of edges of the subgraph: 2420, nb of nodes: 73
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 310, nb of nodes: 26
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 196, nb of nodes: 21
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 119, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 240, nb of nodes: 23
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 128, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 15, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 162, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 168, nb of nodes: 27
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 15, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 55, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1057, nb of nodes: 52
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 79, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 71, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 45, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 14, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 28, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 15, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 37, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 22, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 57, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 341, nb of nodes: 31
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 37, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 61, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 24, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 212, nb of nodes: 28
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 25, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 21, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 30, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 19473, nb of nodes: 333
Copying graph...
Graph copied.
Nb of communities found: 8
Nb of edges of the subgraph: 1360, nb of nodes: 87
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 177, nb of nodes: 30
Copying graph...
Graph copied.
Nb of communities found: 5
Nb of edges of the subgraph: 10, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6, nb of nodes: 4
Copying graph...
Graph copied.
Nb of edges of the subgraph: 36, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 13, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 51, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 35, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 72, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 129, nb of nodes: 17
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1223, nb of nodes: 68
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 20, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 493, nb of nodes: 39
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 34, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 114, nb of nodes: 18
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 23, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 114, nb of nodes: 18
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 8, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 6071, nb of nodes: 142
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 373, nb of nodes: 38
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 57, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 45, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 16, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1038, nb of nodes: 53
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 64, nb of nodes: 12
Copying graph...
Graph copied.
Nb of edges of the subgraph: 213, nb of nodes: 25
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 80, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 36, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 100, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 974, nb of nodes: 51
Copying graph...
Graph copied.
Nb of communities found: 4
Nb of edges of the subgraph: 14, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 148, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 17, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 139, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 105, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 21, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 21, nb of nodes: 7
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 702, nb of nodes: 41
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 55, nb of nodes: 11
Copying graph...
Graph copied.
Nb of edges of the subgraph: 414, nb of nodes: 30
Copying graph...
Graph copied.
Nb of communities found: 2
Nb of edges of the subgraph: 91, nb of nodes: 14
Copying graph...
Graph copied.
Nb of edges of the subgraph: 110, nb of nodes: 16
Copying graph...
Graph copied.
Nb of edges of the subgraph: 42, nb of nodes: 15
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 15, nb of nodes: 6
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 78, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 703, nb of nodes: 38
Copying graph...
Graph copied.
Nb of communities found: 3
Nb of edges of the subgraph: 45, nb of nodes: 10
Copying graph...
Graph copied.
Nb of edges of the subgraph: 171, nb of nodes: 19
Copying graph...
Graph copied.
Nb of edges of the subgraph: 36, nb of nodes: 9
Copying graph...
Graph copied.
Nb of edges of the subgraph: 78, nb of nodes: 13
Copying graph...
Graph copied.
Nb of edges of the subgraph: 28, nb of nodes: 8
Copying graph...
Graph copied.
Nb of edges of the subgraph: 4, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 3, nb of nodes: 3
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 10, nb of nodes: 5
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
Nb of edges of the subgraph: 1, nb of nodes: 2
Copying graph...
Graph copied.
In [247]:
subgraph_dic
Out[247]:
{0: {0: {0: {0: {0: <networkx.classes.graph.Graph at 0x7fa035629c50>,
1: <networkx.classes.graph.Graph at 0x7fa035656cc0>,
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In [248]:
import copy
subgraph_dic2 = copy.deepcopy(subgraph_dic)
In [249]:
def walk(node):
for key, item in node.items():
if type(item) is dict:
walk(item)
else:
node[key] = grevia.subgraph_to_filenames(item,df)
In [257]:
def walk_2(node,c_id):
list1 = []
for key, item in node.items():
c_id2 = str(c_id)+'.'+str(key)
if type(item) is dict:
listc = walk_2(item,c_id2)
else:
print(c_id2)
listc = [c_id2,item]
[list1.append(subl) for subl in listc]
return list1
In [251]:
walk(subgraph_dic2)
In [258]:
list2 = walk_2(subgraph_dic2,0)
0.0.0.0.0.0
0.0.0.0.0.1
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'CVBRicaudFR',
'Compte_Rendu_SeancesBenjamin',
'pst-diffraction-docFR',
'taln2014-demo',
'github-git-cheat-sheet(1)',
'coursdeverdiere',
'imprimante-hp-envy-4522-compatible-instant-ink-0889296633303'],
'0.4.3.2.2',
['rapportbaronnoirfevrier',
'presentationdecembre2016v2',
'rapportbaronnoirfevrier2016',
'rapportcontratD1_v1.3',
'presentationdecembre2016',
'rapportcontratD1_v1.2',
'presentationnovembre2016'],
'0.4.3.2.3',
['FR2913392A1',
'pst-electricfield-docFR',
'FR2586959A1',
'gretsi2015',
'estimationprojetOMA_EPFL',
'615935-an-03-fr-thermo_amb',
'cvtest',
'FR2311141A1',
'Premier_investisseurs',
'WO2005069220A2',
'ADMavril2016',
'mxl1-rglt-15-8-13',
'recommendation',
'EP0277066A1',
'reponse-tract',
'WO9529046A1',
'FR2603513A1',
'rsl-487-2-cartographie-des-pratiques-du-velo-v-le-regard-de-physiciens-et-d-informaticiens',
'FR2785841A1'],
'0.4.4',
['cv-andromede',
'cv-centaure',
'cv-architecte',
'cv-venus',
'cv-pegase',
'cv-dynamique',
'cv-jupiter',
'cv-uranus',
'cv-pluton',
'cv-mars',
'cv-univers',
'cv-saturne',
'cv-gaia',
'cv-neptune',
'cv-orion'],
'0.4.5',
['example7-biblatex',
'example2-cancel-quotation',
'example1-minimal',
'example5-numbering',
'example4-sectioning',
'example3-defined-path',
'example6-not-and-only'],
'0.4.6',
['rep303839458_20130131_p5050',
'rep303839458_20130630_p0569',
'rep303839458_20130331_p4937',
'rep303839458_20130531_p4923',
'rep303839458_20130228_p2114',
'rep303839458_20130430_p1866',
'tax308001355_20150102_p0052'],
'0.4.7',
['examboites', 'benjaminboites'],
'0.5.0',
['juillet16',
'juin15',
'octobre15',
'mai15',
'fevrier16',
'avril15',
'aout15',
'septembre15',
'juin16',
'juillet15',
'janvier16'],
'0.5.1.0',
['juin14',
'avril14',
'janvier14',
'decembre14',
'novembre14',
'juillet14',
'Form',
'aout14',
'mars14',
'salaire0414',
'fevrier14',
'mai14',
'octobre14',
'septembre14'],
'0.5.1.1',
['salaire0913',
'aout16',
'mars16',
'LA_201212_ID628013000193_112',
'decembre15',
'janvier15',
'salaire0813',
'salaire0713',
'fevrier15',
'salaire1013',
'mars15',
'avril16',
'salaire1113',
'mai16',
'salaire1213',
'novembre15'],
'0.6',
['custcol_4',
'cmby_2',
'align',
'custcol_3',
'alert_1',
'estl',
'cmbx_2',
'shdrndc_2',
'custcol_1',
'shdrndc_1',
'cmbx_1',
'custcol_2',
'cmby_1',
'szeg_1',
'basic_1'],
'0.7',
['lecturepresentation', 'lecturehandout'],
'0.8',
['EventCollection_plot__set_linewidth',
'EventCollection_plot__default',
'EventCollection_plot__set_color'],
'0.9',
['sample-pressrelease4',
'sample-pressrelease6',
'sample-pressrelease',
'sample-pressrelease5',
'sample-pressrelease2',
'sample-pressrelease7'],
'0.10',
['vecb4', 'vecb3'],
'0.11',
['frigatebirdexampleinfolines',
'frigatebirdexampletree',
'cormorantexampletree',
'beamerdarkthemesuserguide',
'magpieexampletree',
'cormorantexamplesidebar',
'magpieexampledefault',
'magpieexampleinfolines',
'cormorantexampleinfolines',
'frigatebirdexampledefault',
'magpieexamplesidebar',
'cormorantexampledefault',
'frigatebirdexamplesidebar'],
'0.12.0',
['datetime2-estonian',
'datetime2-finnish',
'datetime2-czech',
'datetime2-esperanto',
'datetime2-galician',
'datetime2-samin',
'datetime2-slovene',
'datetime2-magyar',
'datetime2-slovak',
'datetime2-icelandic'],
'0.12.1',
['datetime2-basque',
'datetime2-dutch',
'datetime2-welsh',
'datetime2-breton',
'datetime2-scottish',
'datetime2-spanish',
'datetime2-hebrew',
'datetime2-turkish',
'datetime2-bulgarian',
'datetime2-portuges',
'datetime2-german',
'datetime2-russian',
'datetime2-ukrainian',
'datetime2-french',
'datetime2-irish',
'datetime2-latin',
'datetime2-catalan',
'datetime2-bahasai',
'datetime2-greek'],
'0.12.2',
['datetime2-croatian',
'datetime2-romanian',
'datetime2-swedish',
'datetime2-polish',
'datetime2-serbian',
'datetime2-norsk',
'datetime2-lsorbian',
'datetime2-danish',
'datetime2-usorbian'],
'0.13',
['template_casual_orange-left',
'template-es',
'template-multibib',
'template_oldstyle_grey',
'template_banking_red',
'template_banking_red-norules',
'template_banking_red-fullrules-center',
'template-zh',
'template_classic_green',
'template_classic_green-right',
'template_fancy_purple',
'template_banking_red-shortrules-right',
'template_casual_orange'],
'0.14',
['qzc-test',
'qtm-test',
'qcr-test',
'qhv-test',
'qcs-test',
'qbk-test',
'qpl-test',
'qag-test'],
'0.15',
['sample-abbrv',
'sample-autoindex-hyp',
'sample-footnote',
'sample-autoindex',
'sample-nested'],
'0.16',
['fig_atom_mod2', 'fig_sensor_high_kernel', 'fig_sensor_high_kernel2'],
'0.17',
['cal2016-2033_DK', 'cal2016-2033_EN', 'cal2016-2033_DE'],
'0.18',
['cm-crop', 'pamath-crop', 'lm-crop', 'cmbright-crop', 'pazo-crop'],
'0.19',
['tstlmts1', 'tstlmt1', 'tstlmot1', 'tstlmot4', 'tstlmqx'],
'0.20',
['pgf_pdflatex', 'pgf_xelatex'],
'0.21',
['transparent-init', 'example_2'],
'0.22',
['EventCollection_plot__extend_positions',
'EventCollection_plot__set_positions'],
'0.23',
['scr', 'idc'],
'0.24',
['fig_sensor_heat_kernel2', 'fig_sensor_heat_kernel'],
'0.25',
['EventCollection_plot__set_orientation',
'EventCollection_plot__switch_orientation']]
In [206]:
pd.concat(map(pd.DataFrame, subgraph_dic2.values()), keys=subgraph_dic2.keys()).stack().unstack(0)
Out[206]:
0
0
0
{0: {0: {0: {0: {0: {0: {0: {0: {0: ['coptfont...
1
1
{0: {0: {0: {0: {0: {0: {0: ['sample-article',...
2
2
{0: {0: {0: ['beamerugouterthemeshadow', 'beam...
3
3
{0: {0: {0: {0: {0: ['US4296405A', 'US4339974A...
4
4
{0: {0: {0: {0: {0: {0: {0: ['RIBRicaudThonon'...
5
5
{0: {0: {0: ['juillet16', 'juin15', 'octobre15...
6
6
{0: ['custcol_4', 'cmby_2', 'align', 'custcol_...
7
7
{0: ['lecturepresentation', 'lecturehandout']}
8
8
{0: ['EventCollection_plot__set_linewidth', 'E...
9
9
{0: ['sample-pressrelease4', 'sample-pressrele...
10
10
{0: ['vecb4', 'vecb3']}
11
11
{0: ['frigatebirdexampleinfolines', 'frigatebi...
12
12
{0: {0: {0: ['datetime2-estonian', 'datetime2-...
13
13
{0: ['template_casual_orange-left', 'template-...
14
14
{0: ['qzc-test', 'qtm-test', 'qcr-test', 'qhv-...
15
15
{0: ['sample-abbrv', 'sample-autoindex-hyp', '...
16
16
{0: ['fig_atom_mod2', 'fig_sensor_high_kernel'...
17
17
{0: ['cal2016-2033_DK', 'cal2016-2033_EN', 'ca...
18
18
{0: ['cm-crop', 'pamath-crop', 'lm-crop', 'cmb...
19
19
{0: ['tstlmts1', 'tstlmt1', 'tstlmot1', 'tstlm...
20
20
{0: ['pgf_pdflatex', 'pgf_xelatex']}
21
21
{0: ['transparent-init', 'example_2']}
22
22
{0: ['EventCollection_plot__extend_positions',...
23
23
{0: ['scr', 'idc']}
24
24
{0: ['fig_sensor_heat_kernel2', 'fig_sensor_he...
25
25
{0: ['EventCollection_plot__set_orientation', ...
In [210]:
pd.io.json.json_normalize(subgraph_dic2)
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
<ipython-input-210-2c385f54ce89> in <module>()
----> 1 pd.io.json.json_normalize([subgraph_dic2])
/home/benjamin/.local/lib/python3.5/site-packages/pandas/io/json.py in json_normalize(data, record_path, meta, meta_prefix, record_prefix)
763 # TODO: handle record value which are lists, at least error
764 # reasonably
--> 765 data = nested_to_record(data)
766 return DataFrame(data)
767 elif not isinstance(record_path, list):
/home/benjamin/.local/lib/python3.5/site-packages/pandas/io/json.py in nested_to_record(ds, prefix, level)
677 continue
678 else:
--> 679 v = new_d.pop(k)
680 new_d.update(nested_to_record(v, newkey, level + 1))
681 new_ds.append(new_d)
KeyError: '0'
In [ ]:
pd.DataFrame.from_dict({(i,j): user_dict[i][j]
for i in user_dict.keys()
for j in user_dict[i].keys()},
orient='index')
End of hierarchical clustering
In [179]:
grevia.clusters_info(subgraph_list)
Nb of communities: 321
Community mean size: 10.10, min size: 2, max size: 47
In [134]:
# Check the result of the recursive process: the number of nodes must be the same.
nb_total_nodes = 0
for graph in subgraph_list:
nb_total_nodes +=len(graph.nodes())
print('Nb of nodes in the graph {}, nb of nodes in the subgraphs {}.'.format(len(GD.nodes()),nb_total_nodes))
Nb of nodes in the graph 3242, nb of nodes in the subgraphs 3242.
In [160]:
cluster_name_list = []
for graph in subgraph_list:
subgraph_names_list = []
for node in graph:
subgraph_names_list.append(df.loc[int(node),'filename'])
subgraph_names_list.append(nx.density(graph))
cluster_name_list.append(subgraph_names_list)
In [166]:
cluster_name_list = grevia.subgraphs_to_filenames(subgraph_list,df)
In [167]:
cluster_name_list
Out[167]:
[['coptfont',
'esami-doc-it',
'isoman',
'fontinstallationguide',
'simplified-intro',
'pst-solides3d-doc',
'marvosym-doc',
'subfig',
'asymptote',
'babel',
'latexcourse-rug',
'qpdf-manual',
'pstricks-doc',
'hyperref',
'forest',
'pst-optic-doc',
'mandi',
'NamedGraphs',
'minitoc'],
['lstdrvrs',
'fontspec',
'mathsPICmanual',
'interfaces',
'gentle',
'datatool-user',
'Vienna-Airport-line-timetable',
'artdoc',
'visualFAQ',
'mtc-cri',
'upmethodology-doc',
'AroundTheBend',
'sampleEqPg',
'amsldoc'],
['tcolorbox',
'pgfplotsexample-plain',
'tkz-fct-screen',
'pgfplotsexample',
'pandas',
'networkx_reference',
'nestlemeetingMarch',
'imm6614',
'cartegrise406014'],
['changes.english.withcode',
'test-pst',
'examdoc',
'blog',
'deliverable_template',
'changes.english',
'menukeys',
'skb',
'ifnextok',
'rhodocyb',
'changes.ngerman',
'PSSsigned001',
'hpsdiss',
'pythontex',
'texlinks',
'cntperchap_example'],
['tlbuild', 'kpathsea', 'latex2e', 'fftw3', 'web2c'],
['classes',
'refman',
'brief',
'letter',
'chletter',
'a4wide',
'isoe',
'ntgclass',
'stepe',
'guit'],
['datetime2-sample-babel',
'etextools-examples',
'doc_aq',
'corrige',
'datetime2-sample-hyperref',
'TeXbyTopic',
'fsps',
'Mathmode',
'Malva',
'phil',
'encdoc',
'Content_LaTeX_Package_Demo',
'correction',
'datetime2-english-sample',
'TKZdoc-kiviat-main',
'tkz-euclide-screen'],
['rusnat-ex2-ru',
'rusnat-ex1-ru',
'mtc-ocf',
'rusnat-doc-ru',
'altverse-ex1-ru',
'pgf-umlcd-manual',
'mtc-bk',
'assoccnt_example',
'makecell-rus',
'tablists-rus',
'autolist-ex-ru',
'caption-rus',
'pst-labo-docFR',
'xassoccnt_example',
'starfn-ex-ru',
'nccnews',
'floatrow-rus'],
['zref',
'fixme',
'minutes',
'uml',
'colorwebfull',
'matrixcookbook',
'latex4wp',
'texshade',
'filedate',
'luatexref-t',
'floatrow',
'pgfmolbio',
'xcolor',
'tikz-3dplot_documentation',
'evolution_pdes_lnotes'],
['dvips',
'ffuserguide',
'glossaries-user',
'dt-sampl',
'NumericPlots',
'circuitikzmanual',
'glossaries-extra-code',
'datatool-code',
'manDCPiCpt',
'sampleEq',
'pst-platon-doc',
'glossaries-code'],
['mtc-hi2', 'mtc-add', 'mtc-hi1', 'mtc-ads', 'xassoccnt_driver'],
['tkz-graph-screen',
'tkz-tab-screen',
'rapdoc',
'chemfig-en',
'opic-abs',
'mtc-tbi',
'lettre',
'source2e'],
['refconfig',
'fithesis',
'tkz-berge-screen',
'fibeamer',
'tkz-linknodes-screen'],
['briefdoc',
'pst-optexp-DE',
'factura',
'pgfmanual',
'pgfplots',
'genealogytree',
'pst-optexp',
'metropolistheme',
'beameruserguide',
'rmpage-doc',
'division'],
['pst-news10',
'pst-math-doc',
'pst-news13',
'pst-optic-examples',
'pst-fun-doc',
'pst-news14',
'pst-barcode-doc',
'pst-knot-doc',
'pst-news16'],
['pst-light3d-doc',
'VisuelPSTricks',
'psfragx_example',
'errorbar_mixed',
'pst-gr3d',
'tabularcalc_doc_vn',
'xcolor2',
'VisualPSTricks',
'pst-stru-doc',
'pst-uml-exemples',
'plot2peaks-eps-converted-to',
'pst-ob3d',
'exemples',
'pst-lens',
'scatter'],
['bookestdoc-it',
'pst-circ-doc',
'xpicture-doc',
'pst-func-doc',
'pst-coil-doc',
'pst-gantt-doc',
'pst-eucl-doc'],
['pgfplotstable',
'ascii',
'original_signal',
'depleted_signal',
'pst-rubans-doc',
'flower-ex-en-x',
'showexpl-test',
'pst-fit-doc',
'flower-ex-en',
'pst-fractal-doc',
'tikz-dimline-doc'],
['pst-pad-doc', 'pst-pad-docDE'],
['source3', 'interface3'],
['EANBarcode',
'GSSetup',
'GS_set_code_digit_seq',
'GS_cut_EAN_control_digit'],
['glossaries-danish',
'glossaries-polish',
'glossaries-italian',
'glossaries-english',
'glossaries-spanish',
'glossaries-magyar',
'glossaries-irish',
'glossaries-portuges',
'glossaries-german',
'glossaries-dutch',
'glossaries-serbian',
'glossaries-french'],
['vh_set_example',
'forloop',
'centernot',
'flags',
'tabularkv',
'dvipscol',
'chemarr',
'twoopt',
'colonequals',
'classlist',
'stackrel',
'texvc',
'atenddvi',
'transparent',
'aliascnt',
'stampinclude',
'makerobust',
'auxhook',
'ifdraft'],
['grfext',
'mleftright',
'pagegrid',
'stringenc',
'ifvtex',
'protecteddef',
'engord',
'rotchiffre',
'pdfcol',
'soulutf8',
'ifluatex',
'kvdefinekeys',
'magicnum',
'catchfile',
'iflang',
'gettitlestring',
'ifpdf',
'telprint'],
['infwarerr',
'hyphsubst',
'refcount',
'thepdfnumber',
'etexcmds',
'resizegather',
'pdfrender',
'eolgrab',
'pdfescape'],
['uniquecounter',
'letltxmacro',
'hopatch',
'luacolor',
'atveryend',
'setouterhbox',
'test-lualatex-texgyre_pagella_math',
'accsupp',
'listingsutf8',
'fibnum'],
['biolist-ex-en',
'attachfile2',
'askinclude',
'pmboxdraw',
'bmpsize',
'test-lualatex-latinmodern_math',
'embedfile',
'ltxcmds',
'inputenx',
'colorweb',
'esindex'],
['pdftexcmds',
'kvoptions',
'hobsub',
'enparen',
'bitset',
'rerunfilecheck',
'kvsetkeys',
'grffile',
'bookmark',
'oberdiek',
'atbegshi',
'alphalph',
'DotArrow',
'epstopdf',
'hologo',
'luatex'],
['bigintcalc', 'intcalc'],
['settobox',
'pdfcrypt',
'texdepends',
'pagesel',
'hypgotoe',
'hypbmsec',
'pdflscape',
'picture',
'tabularht',
'scrindex',
'holtxdoc',
'nccbbb',
'hypdoc',
'hypcap',
'showcharinbox',
'hycolor',
'parselines'],
['sourcexint',
'crossreference',
'marginal',
'leaflet',
'ftnxtra',
'drivers',
'floatpag',
'mfirstuc-code',
'texsort'],
['pdfcolmk',
'pdfcolparallel',
'pdfcolfoot',
'selinput',
'pdfcolparcolumns',
'hypdestopt'],
['l2tabuen',
'dirtytalk',
'minted',
'xoptarg',
'keycommand',
'substr',
'xysource',
'book',
'multiexpand',
'fontaxes',
'menu',
'zahl2string',
'fifo-stack',
'fancynum',
'isodate'],
['corrige14',
'duplicat-doc',
'huhyphn',
'outlines',
'acroterm',
'fancytabs',
'hyphenation',
'getmap',
'gauss-doc',
'macros2e',
'tikz-cd-doc',
'bookcover',
'pgf-umlsd-manual',
'coordsys'],
['easyReview',
'outline',
'empheq',
'bashful',
'niceverb',
'fancyvrb',
'setdeck',
'bracketkey',
'vdmlisting',
'metre',
'fifinddo',
'listings'],
['exercises',
'pst-news08',
'decorule',
'assignment',
'colorwebuser',
'makecell',
'grid-system'],
['monofill', 'commado', 'fnlineno', 'nicefilelist'],
['gmdoc', 'gmutils'],
['pst-labo-docEN',
'blindtext',
'beamersubframe',
'apnum',
'classics',
'zwpagelayout',
'tabularcalc_doc_en',
'mtc-mu',
'HA-prosper',
'unravel',
'fjodor',
'doctools',
'typeface',
'pdfcomment',
'xstring_doc_en',
'pst-pdgr'],
['mciteplus_doc',
'requirements',
'tableof',
'CHANGES',
'mathastext',
'epspdf',
'xint',
'etoolbox'],
['pst-intersect',
'euenc',
'tabu',
'lineno',
'fontinst',
'bibletext',
'ulineno',
'latex-make',
'nameauth',
'pdftex-pdfkeys',
'bits',
'labbook'],
['contracard',
'hvindex',
'bullcntr-man',
'listlbls',
'mathtools',
'test2-pdf',
'refstyle',
'colorwav',
'TETEXDOC',
'glossaries-extra-manual',
'ltxkeys-guide'],
['titles', 'exsheets_en', 'cnltx_en'],
['cmathml', 'sproof', 'presentation', 'workaddress', 'omdoc'],
['xyrefer',
'perltex',
'utf8ienc',
'thesis',
'webguide',
'xyguide',
'xetex-reference',
'pst-asr-doc',
'tds',
'makeshape',
'TechDoc',
'TeX-programming-notes',
'mtc-tlc',
'dprogress',
'svn-multi-pl',
'spath3_code'],
['thmtools',
'nag',
'hyphenation-distribution',
'mdwtab',
'lazylist',
'arydshln',
'mycv',
'shdoc',
'calctab_manual',
'scrpage2'],
['tikz-timing', 'demodoc'],
['encguide',
'symbols-letter',
'fntguide',
'usrguide',
'clsguide',
'fontname',
'texlive-en',
'symbols-a4'],
['txfontsdoc', 'txfontsdocA4'],
['sa-tikz-doc',
'image_clip',
'pst-2dplot-doc',
'boolexpr',
'pst-diffraction-docE',
'bondgraphs',
'pst-bezier-doc',
'AppThreePDF',
'tikzorbital',
'qcircle',
'pst-spirograph-doc',
'spines_data_positions',
'pst-sigsys-doc',
'pst-vue3d-doc',
'pst-fill',
'pst-grad-doc',
'pst-coxcoor_doc'],
['pst-news06',
'pst-news09',
'pst-news15',
'ltximg-doc',
'pst-news05',
'pst2pdf-doc',
'pst-eps-doc',
'pst-3dplot-doc'],
['pst-soroban-doc', 'pgf-soroban-doc'],
['bardiag',
'synttree',
'plantslabels',
'tikz-palattice_documentation',
'copyrightbox',
'tkz-orm',
'lapdf',
'spreadtab_doc_en',
'forest-doc',
'manDCPiC',
'pgfgantt',
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'axhspan_epoch',
'tight_layout_offsetboxes1',
'figure_suptitle',
'legend_auto3',
'pdf_use14corefonts',
'text_bboxclip'],
['Nestle_report_March2015',
'D1-EPFL_report-SONAR_March2015-v3.1',
'D1-EPFL_report-SONAR_Jan2015',
'copy0005',
'D1-EPFL_report-SONAR_March2015-v3.0',
'copy0007'],
['single-source',
'D1-EPFL_report-SONAR_19March2015-v3.3-highlighted',
'D1-EPFL_report-SONAR_27March2015-v4.0'],
['theelementsofstatisticallearning',
'FinalReport',
'Report',
'D1_ver0.9-EPFL_report_NHS-sources-FINAL',
'elementsofstatisticallearning',
'ReportHossein1',
'D2-EPFL_report_NHS',
'rapportFeaturesDec14',
'ReportHossein2SignalProcFlowsAD',
'commonMethod',
'D2-CHEWBACCA-Nestle-PetsChewingSignalProcessingFlow-v2.0'],
['figure_and_tex',
'NDA001',
'stepman',
'TASD.ARTI.L.20141113.PR.EPFL.1_CL_ATISAR',
'ProcCopyrightForm',
'spark-graphx-in-action',
'Ricaud_SPIE_Copyright',
'Guideline-9C',
'Factsheet_MSCA_for_3countries_4_Researchers_Update_04_August_2014',
'scrguien',
'LandauLifshitz-QuantumMechanics_text',
'udhr',
'01.10.2013_template_GPF',
'evolutionrecords'],
['malefemale100mnature',
'CVCTAN',
'sample-sort',
'wilkipediaAnalysis',
'sample-news2',
'latexexa',
'iovino-cv-transcript',
'portrait',
'HealthCheck-SurveyResults',
'europasscv_en',
'chris_harte_phd_thesis',
'Submitted_SpartanYr1ProgressReview_2015-10-29',
'sample-news',
'AnalyzeDocumentation'],
['WO2014002064A1',
'EP0032120A2',
'WO2012060726A1',
'US2012307969A1',
'15-44050_Report-soa_e',
'US2009017267A1',
'WO9729368A1',
'WO9932725A1',
'WO2015071442A1',
'WO2011008262A2'],
['18369_1_OMA_-_Optimization_o_ApplicationEvaluation',
'OMA_-_Optimization_o_ApplicationFINAL',
'reponseCTI101115',
'OMA_Application',
'OMA_-_Optimization_o_Application',
'Python_introduction'],
['Proposal-SEP-210157988',
'642685-MacSeNet-ESR',
'Annex1-642685-MacSeNet',
'FEAST_2015_submission_9',
'Proposal-SEP-210157988-1',
'607290_SpaRTaN_GPF_final',
'EPFLdescription',
'8068_SpaRTaN_B_121121_1411_v3'],
['Krasanakis_Emmanouil_synthèse',
'Miz_Volodymyr_synthèse',
'Sacco_Elisa_synthèse',
'Tarun_Yellamraju_synthèse',
'Youngjoo_Seo_synthèse',
'Maras_Mirjana_synthèse'],
['CV-template_en',
'twain2-nobonds',
'twain1-nobonds',
'ApplicationFNSHerveFinal',
'twain1-default',
'160311_Compressive_verHL02',
'160311_Compressive_verHL01',
'twain2-default',
'twain1-uppercase',
'twain2-uppercase'],
['sample_exam',
'file1',
'file2',
'sample_exam_solution',
'pdfpagediff-doc',
'Loudness_indicators_description-LoudnessToolbox',
'numerical1-solution',
'ltest'],
['qcs-info',
'qpl-info',
'ex_flashcard_rm',
'qcr-info',
'ex_flashcard',
'qhv-info',
'qbk-info',
'ex_flashcard_dup',
'qag-info',
'lm-info',
'qzc-info',
'qtm-info'],
['sampleAcrDesc',
'sampleCustomAcr',
'sampleDesc',
'sampleAcr',
'sampleFnAcrDesc'],
['SPM',
'SPIE_Notes',
'Ricaud_SPIE_Uploaded_Version',
'mtc-tsf',
'Shuman_SPIE_Abstract',
'presentationUN',
'SPIEpaper',
'Ricaud_SPIE',
'Shuman_SPIE',
'Ricaud_SPIE_Wavelet_Sparsity_2013'],
['ACHA_WGFT',
'ACHA-S-13-00114',
'Program22072015',
'ACHAvertexfrequency',
'ACHA-13-90-Revised-Version',
'ACHA_WGFT15mai',
'ACHA_WGFT2',
'graphSSP12',
'ACHA-13-90-Revised-Version2',
'vertexfrequency',
'BrnoRicaud',
'Shuman_Vertex_Frequency_July_2013'],
['ACHA-13-90-Response-to-Reviewers',
'CVBRicaud',
'Cover_Letter',
'ACHA-13-90R1',
'Publist_Ricaud',
'answerstoreviewers',
'ACHA-13-90-Cover-Letter',
'PV_cv',
'secdot'],
['overpic-readme-de',
'Dynamic_activation_patterns_in_brain_MRI_data',
'Dynamic_activation_patterns_in_brain_MRI_data_SUPP',
'SUPP',
'gretsi-2015',
'gretsi2015_cleanPDF',
'Dynamic_activation_patterns_in_brain_MRI_data__Gretsi_',
'overpic-readme',
'full_article'],
['econ', 'med', 'ped', 'law', 'sci', 'fss', 'fi'],
['presentationRecommendation', 'presentationEBU', 'presentationRAI'],
['principalpatternsongraphs',
'coverletter',
'Patterns_on_graph_TSIPN',
'GPUproject',
'coverletterTSIPN',
'Haslergrant',
'Haslergrantsourcesep',
'project1',
'coauthorstatement'],
['RIBRicaudThonon',
'compteMarie2',
'RIBlahille',
'releve_00051345206_20150221',
'compteMarie',
'RIB_EVIA'],
['FacturemaisonPierre',
'Facturemultiservicenouvelle',
'Facturemultiservicecorrigee',
'Facturemultiservicecorr'],
['page1',
'sfr-facture-09-B516-013324644',
'Tarif+Pro+21Juillet2016BanqueFiducial',
'protectionjuridique2',
'milesmore016',
'JOAssociationAPEM1998',
'page2',
'page4',
'sfr-facture-09-B516-010432843',
'devismaaf'],
['reponseavocat2',
'reponseavocat',
'Epson_16032014190240',
'Facture_29542025',
'facture-29542025',
'accordassignation',
'facture-31377176'],
['EVIAN_LES_BAINS-MONTPELLIER_ST-RO_30-11-14_RICAUD_BENJAMIN_QYNBVF_JtkfTlQNSfjK1498wnix',
'EVIAN_LES_BAINS-PARIS_GARE_LYON_21-10-16_RICAUD_BENJAMIN_SRCQUN_j6XaT9m3jy4GJtKpO2MK',
'EVIAN_LES_BAINS-PARIS_GARE_LYON_31-05-16_BENJAMIN_RICAUD_RXGMPY_JY1wPD7SYOYhrOV91PTh'],
['droitchomage',
'Epson_08102016170933',
'admissionpoleemploi',
'presentationHavas',
'dossierchomageEPFL',
'facture-2241',
'Epson_08102016171051',
'pasderemuneration',
'attestation(1)',
'notificationAREpoleemploi',
'Epson_08102016171634',
'attestationvitale',
'Epson_08102016171329',
'vaccinRebeccaLahille',
'attestation',
'Epson_08102016171211'],
['contrat2',
'contratbricaud',
'CAFpaimentsuisse',
'AVS',
'contrat2015002',
'contrat2015',
'contrat1415003',
'contrats_de_travail',
'carte_AVS',
'contrat1',
'packageFinEPFL'],
['compteversevianLahille',
'fintravaux2',
'declarationperteCG',
'duplicataCG',
'ARucar015',
'compteversevianjointLahilleRicaud',
'cerfa_13959-04',
'demandeCG2CV',
'cerfa_13584-02',
'liasse',
'compteversevianLahille2',
'cerfa_13584-02ACCRE',
'fintravaux'],
['TF-Avis-PrimTIP-2016-1674429086270',
'TH-Avis-PrimTIP-2016-16740451328150',
'IR-Avis-1-2010-10131405543518',
'IR-Avis-1-2012-13740504271331',
'notificationACCRE',
'avisimpots2013',
'taxefonciere012',
'IR-Avis-1TIP-2014-14740541348065',
'IR-Avis-PrimTIP-2016-16740621488132',
'factureEDFJuillet2015',
'compteimpots',
'Banquemandat',
'loyernovembre001',
'IR-Avis-1-2012-12131492034974',
'IR-Avis-1-2011-11131443637511',
'IR-Avis-1TIP-2015-15740580917215',
'cartegrise2code013'],
['facturememetracker221216bis',
'facturememetracker221216',
'facturememetracker2',
'justificatifparution',
'Scan_mmjeanne_100120170435_001',
'extraitkbis',
'document',
'courrierCCI',
'recepissededepot'],
['statuttype',
'nouveauxstatutsAPEM2017',
'autorisationparentale',
'Statuts_APEEH',
'projetdevieOlympe',
'PVAGapem',
'image2016-11-10-154822',
'STATUTSDELAPE.doc',
'statutsAPEM',
'Epson_04112016074116'],
['etatvehiculeUCAR',
'Epson_08102016171517',
'cerfa_13939-01(1)',
'attestationnoncondamnation',
'FAC-ECOSAVOIE-20161215-00000170',
'Salaire_Ingénieur',
'modeleEPFL_CTI',
'declarationcomptesuisse',
'contratUCAR017',
'SCAN_2016_11_03_140924',
'SCAN_2016_11_03_140847',
'1.5.10-F_SERV_14.03.2013(web)',
'201305241029',
'201307041414',
'Statutssencrop',
'autotravaux012',
'assurancepret',
'casierjudicaire'],
['retourgreffe1',
'Attestation_MGEN_Benjamin_RICAUD_13071979',
'Attestation_MGEN_Benjamin_RICAUD_08102012'],
['decisinremunerationEviaCybernetics',
'propmaxilly',
'noetinger22sept14',
'reponsegreffier1',
'001',
'img-708083713-0001',
'attestationMaisonMaxilly',
'attestationMaisonMaxillypetit'],
['swisslife2',
'sortie2',
'page3',
'satutsEviaCyberneticstest',
'attestationsouscriptionsignee',
'AC_T_7501_13_B_02709_99999990_2013-02-08_01',
'prixhardware',
'statutsEviasignes',
'rapportbaronnoirmars2016',
'satutsEviaCyberneticssignes',
'satutsEviaCybernetics',
'AC_T_7501_13_B_02709_99999999_2015-04-09_01',
'AC_T_7501_13_B_01479_99999990_2013-01-23_01',
'sortiee',
'AffichageAttestationcaf',
'RIBsuisse',
'sortie',
'sortie22'],
['APEMmomentsgourmands', 'APEMmomentsgourmands2pages'],
['Rebnote2009', 'Rebnote0002', 'Rebnote2008', 'Rebnote0003', 'Rebnote0001'],
['exosuppreponses',
'pst-am-doc',
'reponses_completesb',
'serie14',
'corrige19',
'exosupprep',
'exosupcorr',
'exam_final',
'9-Formulaire_II',
'exosupp',
'reponses',
'reponses_completes',
'benjamin2',
'examsignalsystemes'],
['tuner',
'tp3',
'propagationentremedias',
'xpl-fr',
'verb',
'echographie',
'tp2',
'tp1',
'TSIG2',
'AntillesESjuin2006',
'node-js-livre-debutant'],
['exam',
'examblancBR',
'examMT14',
'examblancsampling',
'examGBR',
'examblancsampling2'],
['blancBenjamin',
'enonce',
'correctionproblem3dec14',
'graphes',
'my_thesis',
'GRETSI_graphes',
'GRETSI_graphes_regularity'],
['Validation_des_algorithmes-LoudnessToolbox',
'pas-cv',
'gretsi_resumefr',
'oscilloscope',
'help',
'gretsifr',
'Guide_utilisateur-LoudnessToolbox',
'doc_aq-screen',
'minitoc-fr',
'pst-calendar-docFR',
'frintro',
'tkz-base-screen'],
['show2e-fr',
'ESIEEcv',
'MakeCirc',
'spreadtab_doc_fr',
'ted-fr',
'pst-mirror-doc',
'bclogo-doc',
'xstring_doc_fr',
'engpron-ex-fr',
'pst-uml-doc',
'smalltableof-doc-fr',
'tabularcalc_doc_fr',
'yagusylo-fr',
'xargs-fr'],
['paresse-fr',
'paresse-ex-en',
'paresse-ex-fr',
'nonumonpart-fr',
'exemple',
'modroman',
'clefval',
'modroman-fr',
'engpron-fr',
'engpron',
'drac-fr'],
['6-chap12',
'schemabloc',
'chemfig-fr',
'pst-map2dII-doc',
'pst-thick-doc',
'ticollege-doc',
'tableau',
'pst-spectra',
'tipfr-doc',
'bodegraph',
'psvectorian',
'pst-map2d-doc',
'errorbar_limits',
'pst-magneticfield-docFR',
'grafcet',
'pst-map3dII-doc'],
['rugby',
'repertoire_professionnel_aout_2015',
'guideassos',
'guide2',
'mtc-liv',
'De_Lutry__Cully'],
['orlOlympe1404150001',
'pst-diffraction-docFR',
'chaudiereedenainstal',
'pst-map3d-doc',
'pst-map3d-doc-pdf',
'coursdeverdiere',
'MENARD_Mikael',
'flyer-code-no-fr',
'appartement',
'bilantournoiSallanches',
'Description_des_indicateurs_de_sonie-LoudnessToolbox',
'122-chappee-edena-progress',
'CVBRicaudFR',
'Compte_Rendu_SeancesBenjamin',
'plan-ens-2015-2016',
'taln2014-demo',
'github-git-cheat-sheet(1)',
'réglement+moins+de+6',
'imprimante-hp-envy-4522-compatible-instant-ink-0889296633303'],
['rapportbaronnoirfevrier2016',
'presentationdecembre2016v2',
'rapportbaronnoirfevrier',
'rapportcontratD1_v1.3',
'presentationdecembre2016',
'rapportcontratD1_v1.2',
'presentationnovembre2016'],
['FR2913392A1',
'pst-electricfield-docFR',
'rsl-487-2-cartographie-des-pratiques-du-velo-v-le-regard-de-physiciens-et-d-informaticiens',
'FR2586959A1',
'estimationprojetOMA_EPFL',
'615935-an-03-fr-thermo_amb',
'cvtest',
'FR2311141A1',
'Premier_investisseurs',
'WO2005069220A2',
'ADMavril2016',
'WO9529046A1',
'recommendation',
'EP0277066A1',
'reponse-tract',
'mxl1-rglt-15-8-13',
'FR2603513A1',
'gretsi2015',
'FR2785841A1'],
['cv-saturne',
'cv-andromede',
'cv-gaia',
'cv-architecte',
'cv-neptune',
'cv-pegase',
'cv-dynamique',
'cv-uranus',
'cv-pluton',
'cv-mars',
'cv-univers',
'cv-jupiter',
'cv-centaure',
'cv-venus',
'cv-orion'],
['example7-biblatex',
'example2-cancel-quotation',
'example1-minimal',
'example5-numbering',
'example4-sectioning',
'example3-defined-path',
'example6-not-and-only'],
['tax308001355_20150102_p0052',
'rep303839458_20130131_p5050',
'rep303839458_20130228_p2114',
'rep303839458_20130531_p4923',
'rep303839458_20130630_p0569',
'rep303839458_20130430_p1866',
'rep303839458_20130331_p4937'],
['examboites', 'benjaminboites'],
['juillet16',
'juin15',
'janvier16',
'mai15',
'fevrier16',
'avril15',
'aout15',
'septembre15',
'juin16',
'juillet15',
'octobre15'],
['juin14',
'avril14',
'janvier14',
'decembre14',
'novembre14',
'juillet14',
'Form',
'aout14',
'mars14',
'salaire0414',
'fevrier14',
'mai14',
'octobre14',
'septembre14'],
['salaire0913',
'aout16',
'mai16',
'LA_201212_ID628013000193_112',
'decembre15',
'janvier15',
'salaire0813',
'salaire0713',
'fevrier15',
'salaire1213',
'mars15',
'avril16',
'salaire1013',
'salaire1113',
'mars16',
'novembre15'],
['cmby_1',
'cmby_2',
'align',
'custcol_3',
'alert_1',
'estl',
'cmbx_2',
'shdrndc_2',
'custcol_1',
'shdrndc_1',
'cmbx_1',
'custcol_2',
'custcol_4',
'szeg_1',
'basic_1'],
['lecturepresentation', 'lecturehandout'],
['EventCollection_plot__set_color',
'EventCollection_plot__default',
'EventCollection_plot__set_linewidth'],
['sample-pressrelease4',
'sample-pressrelease6',
'sample-pressrelease5',
'sample-pressrelease',
'sample-pressrelease2',
'sample-pressrelease7'],
['vecb4', 'vecb3'],
['frigatebirdexampleinfolines',
'frigatebirdexampletree',
'cormorantexampletree',
'beamerdarkthemesuserguide',
'magpieexampletree',
'cormorantexamplesidebar',
'magpieexampledefault',
'magpieexampleinfolines',
'cormorantexampleinfolines',
'frigatebirdexampledefault',
'magpieexamplesidebar',
'cormorantexampledefault',
'frigatebirdexamplesidebar'],
['datetime2-estonian',
'datetime2-finnish',
'datetime2-slovak',
'datetime2-esperanto',
'datetime2-galician',
'datetime2-samin',
'datetime2-slovene',
'datetime2-magyar',
'datetime2-czech',
'datetime2-icelandic'],
['datetime2-basque',
'datetime2-welsh',
'datetime2-dutch',
'datetime2-breton',
'datetime2-scottish',
'datetime2-spanish',
'datetime2-catalan',
'datetime2-portuges',
'datetime2-turkish',
'datetime2-bulgarian',
'datetime2-hebrew',
'datetime2-greek',
'datetime2-ukrainian',
'datetime2-french',
'datetime2-irish',
'datetime2-latin',
'datetime2-german',
'datetime2-bahasai',
'datetime2-russian'],
['datetime2-croatian',
'datetime2-romanian',
'datetime2-swedish',
'datetime2-polish',
'datetime2-norsk',
'datetime2-lsorbian',
'datetime2-danish',
'datetime2-usorbian',
'datetime2-serbian'],
['template_banking_red-norules',
'template-es',
'template-multibib',
'template_oldstyle_grey',
'template_banking_red',
'template_casual_orange-left',
'template_banking_red-fullrules-center',
'template-zh',
'template_classic_green',
'template_classic_green-right',
'template_fancy_purple',
'template_banking_red-shortrules-right',
'template_casual_orange'],
['qbk-test',
'qtm-test',
'qcr-test',
'qhv-test',
'qcs-test',
'qzc-test',
'qpl-test',
'qag-test'],
['sample-abbrv',
'sample-autoindex-hyp',
'sample-footnote',
'sample-autoindex',
'sample-nested'],
['fig_atom_mod2', 'fig_sensor_high_kernel', 'fig_sensor_high_kernel2'],
['cal2016-2033_DK', 'cal2016-2033_EN', 'cal2016-2033_DE'],
['cm-crop', 'pamath-crop', 'cmbright-crop', 'pazo-crop', 'lm-crop'],
['tstlmts1', 'tstlmqx', 'tstlmot1', 'tstlmot4', 'tstlmt1'],
['pgf_pdflatex', 'pgf_xelatex'],
['transparent-init', 'example_2'],
['EventCollection_plot__extend_positions',
'EventCollection_plot__set_positions'],
['scr', 'idc'],
['fig_sensor_heat_kernel2', 'fig_sensor_heat_kernel'],
['EventCollection_plot__set_orientation',
'EventCollection_plot__switch_orientation']]
In [145]:
import numpy as np
print('Nb of clusters:',len(cluster_name_list))
print('Cluster mean size:',np.mean([len(flist) for flist in cluster_name_list]))
print('Max size:',np.max([len(flist) for flist in cluster_name_list]))
print('Min size:',np.min([len(flist) for flist in cluster_name_list]))
Nb of clusters: 321
Cluster mean size: 10.0996884735
Max size: 47
Min size: 2
In [171]:
for listx in cluster_name_list:
for item in listx:
if 'juin' in item:
print(listx)
['tuner', 'tp3', 'propagationentremedias', 'xpl-fr', 'verb', 'echographie', 'tp2', 'tp1', 'TSIG2', 'AntillesESjuin2006', 'node-js-livre-debutant']
['juillet16', 'juin15', 'janvier16', 'mai15', 'fevrier16', 'avril15', 'aout15', 'septembre15', 'juin16', 'juillet15', 'octobre15']
['juillet16', 'juin15', 'janvier16', 'mai15', 'fevrier16', 'avril15', 'aout15', 'septembre15', 'juin16', 'juillet15', 'octobre15']
['juin14', 'avril14', 'janvier14', 'decembre14', 'novembre14', 'juillet14', 'Form', 'aout14', 'mars14', 'salaire0414', 'fevrier14', 'mai14', 'octobre14', 'septembre14']
In [163]:
clusters_table = pd.DataFrame()
for idx,name_list in enumerate(cluster_name_list):
df1=pd.DataFrame(name_list)
clusters_table = pd.concat([clusters_table,df1], ignore_index=True, axis=1)
In [164]:
clusters_table
Out[164]:
0
1
2
3
4
5
6
7
8
9
...
311
312
313
314
315
316
317
318
319
320
0
coptfont
lstdrvrs
tcolorbox
changes.english.withcode
tlbuild
classes
datetime2-sample-babel
rusnat-ex2-ru
zref
dvips
...
fig_atom_mod2
cal2016-2033_DK
cm-crop
tstlmts1
pgf_pdflatex
transparent-init
EventCollection_plot__extend_positions
scr
fig_sensor_heat_kernel2
EventCollection_plot__set_orientation
1
esami-doc-it
fontspec
pgfplotsexample-plain
test-pst
kpathsea
refman
etextools-examples
rusnat-ex1-ru
fixme
ffuserguide
...
fig_sensor_high_kernel
cal2016-2033_EN
pamath-crop
tstlmqx
pgf_xelatex
example_2
EventCollection_plot__set_positions
idc
fig_sensor_heat_kernel
EventCollection_plot__switch_orientation
2
isoman
mathsPICmanual
tkz-fct-screen
examdoc
latex2e
brief
doc_aq
mtc-ocf
minutes
glossaries-user
...
fig_sensor_high_kernel2
cal2016-2033_DE
cmbright-crop
tstlmot1
1
1
1
1
1
1
3
fontinstallationguide
interfaces
pgfplotsexample
blog
fftw3
letter
corrige
rusnat-doc-ru
uml
dt-sampl
...
1
1
pazo-crop
tstlmot4
NaN
NaN
NaN
NaN
NaN
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4
simplified-intro
gentle
pandas
deliverable_template
web2c
chletter
datetime2-sample-hyperref
altverse-ex1-ru
colorwebfull
NumericPlots
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NaN
NaN
lm-crop
tstlmt1
NaN
NaN
NaN
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NaN
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5
pst-solides3d-doc
datatool-user
networkx_reference
changes.english
1
a4wide
TeXbyTopic
pgf-umlcd-manual
matrixcookbook
circuitikzmanual
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NaN
NaN
1
1
NaN
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NaN
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6
marvosym-doc
Vienna-Airport-line-timetable
nestlemeetingMarch
menukeys
NaN
isoe
fsps
mtc-bk
latex4wp
glossaries-extra-code
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NaN
NaN
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7
subfig
artdoc
imm6614
skb
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ntgclass
Mathmode
assoccnt_example
texshade
datatool-code
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NaN
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NaN
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8
asymptote
visualFAQ
cartegrise406014
ifnextok
NaN
stepe
Malva
makecell-rus
filedate
manDCPiCpt
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
9
babel
mtc-cri
0.527778
rhodocyb
NaN
guit
phil
tablists-rus
luatexref-t
sampleEq
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
10
latexcourse-rug
upmethodology-doc
NaN
changes.ngerman
NaN
0.733333
encdoc
autolist-ex-ru
floatrow
pst-platon-doc
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
11
qpdf-manual
AroundTheBend
NaN
PSSsigned001
NaN
NaN
Content_LaTeX_Package_Demo
caption-rus
pgfmolbio
glossaries-code
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NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
12
pstricks-doc
sampleEqPg
NaN
hpsdiss
NaN
NaN
correction
pst-labo-docFR
xcolor
0.818182
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
13
hyperref
amsldoc
NaN
pythontex
NaN
NaN
datetime2-english-sample
xassoccnt_example
tikz-3dplot_documentation
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
14
forest
0.824176
NaN
texlinks
NaN
NaN
TKZdoc-kiviat-main
starfn-ex-ru
evolution_pdes_lnotes
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
15
pst-optic-doc
NaN
NaN
cntperchap_example
NaN
NaN
tkz-euclide-screen
nccnews
0.990476
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
16
mandi
NaN
NaN
0.633333
NaN
NaN
0.616667
floatrow-rus
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
17
NamedGraphs
NaN
NaN
NaN
NaN
NaN
NaN
0.647059
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
18
minitoc
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
19
0.777778
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
20
NaN
NaN
NaN
NaN
NaN
NaN
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NaN
...
NaN
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NaN
NaN
NaN
NaN
NaN
NaN
NaN
21
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
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NaN
NaN
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NaN
22
NaN
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NaN
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NaN
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NaN
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NaN
...
NaN
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NaN
NaN
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NaN
NaN
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23
NaN
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NaN
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NaN
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24
NaN
NaN
NaN
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NaN
NaN
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25
NaN
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NaN
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NaN
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26
NaN
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27
NaN
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NaN
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NaN
NaN
NaN
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NaN
28
NaN
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29
NaN
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30
NaN
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31
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48 rows × 321 columns
In [165]:
clusters_table.to_csv('cluster_table.csv')
In [170]:
clusters_table = grevia.output_filename_classification(cluster_name_list,'cluster_table.csv')
Save to file cluster_table.csv
In [ ]:
Content source: bricaud/OCR-classif
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