updates for ranefs groupings

This commit is contained in:
Matthew Gaughan 2024-05-12 14:06:18 -05:00
parent 735923f414
commit fde9437843
5 changed files with 2759 additions and 45 deletions

View File

@ -0,0 +1,452 @@
"","effect","group","level","term","estimate","std.error","conf.low","conf.high","ranef_grouping","rank"
"1","ran_vals","upstream_vcs_link","git://git.lttng.org/lttng-ust.git","D",0.319841348917613,0.181614032789407,-0.0361156144367015,0.675798312271928,1,287
"2","ran_vals","upstream_vcs_link","https://0xacab.org/schleuder/schleuder.git","D",0.768096199233873,0.120338456278051,0.532237158973744,1.003955239494,2,418
"3","ran_vals","upstream_vcs_link","https://bitbucket.org/sshguard/sshguard.git","D",0.207690665860062,0.180309840773215,-0.145710128113592,0.561091459833716,1,257
"4","ran_vals","upstream_vcs_link","https://codeberg.org/freedroid/freedroid-src.git","D",0.0570952089078288,0.207387829104123,-0.349377466968199,0.463567884783856,1,222
"5","ran_vals","upstream_vcs_link","https://git.osgeo.org/gitea/postgis/postgis.git","D",0.686738985235451,0.127660136051799,0.436529716312442,0.936948254158461,2,390
"6","ran_vals","upstream_vcs_link","https://github.com/01org/isa-l.git","D",-0.167699240644481,0.239899813221469,-0.637894234456447,0.302495753167484,1,168
"7","ran_vals","upstream_vcs_link","https://github.com/abishekvashok/cmatrix.git","D",-0.812218306400456,0.335092867550326,-1.46898825827535,-0.155448354525566,0,58
"8","ran_vals","upstream_vcs_link","https://github.com/AFLplusplus/AFLplusplus.git","D",0.797958468859599,0.117071609383675,0.568502330855455,1.02741460686374,2,425
"9","ran_vals","upstream_vcs_link","https://github.com/ahmetb/kubectx","D",-0.00326982121694284,0.219948236596626,-0.434360443409425,0.427820800975539,1,197
"10","ran_vals","upstream_vcs_link","https://github.com/akheron/jansson.git","D",-1.02406939416065,0.386368092921095,-1.78133694106142,-0.266801847259884,0,30
"11","ran_vals","upstream_vcs_link","https://github.com/alanxz/rabbitmq-c.git","D",-0.103393408911295,0.220796846647772,-0.536147276240942,0.329360458418352,1,174
"12","ran_vals","upstream_vcs_link","https://github.com/alastair/python-musicbrainz-ngs","D",-0.093153615718194,0.23205036201987,-0.54796396787662,0.361656736440232,1,179
"13","ran_vals","upstream_vcs_link","https://github.com/analogdevicesinc/libiio.git","D",0.605577189718337,0.137785676169458,0.335522226840699,0.875632152595974,2,368
"14","ran_vals","upstream_vcs_link","https://github.com/andialbrecht/sqlparse.git","D",-0.241254351240744,0.250998440785033,-0.733202255355119,0.250693552873631,1,153
"15","ran_vals","upstream_vcs_link","https://github.com/angband/angband","D",0.603905002933271,0.136284560494208,0.336792172715754,0.871017833150788,2,367
"16","ran_vals","upstream_vcs_link","https://github.com/apache/trafficserver","D",0.579133925825194,0.151971600898755,0.281275061390739,0.876992790259648,2,356
"17","ran_vals","upstream_vcs_link","https://github.com/ARMmbed/yotta.git","D",0.76497215100309,0.120268963657324,0.529249313776778,1.0006949882294,2,416
"18","ran_vals","upstream_vcs_link","https://github.com/assimp/assimp","D",0.747385508436418,0.121982596019722,0.508304013497063,0.986467003375773,2,411
"19","ran_vals","upstream_vcs_link","https://github.com/astropy/astropy-helpers","D",-0.0278171480822192,0.20581007906761,-0.431197490710076,0.375563194545638,1,190
"20","ran_vals","upstream_vcs_link","https://github.com/audacity/audacity.git","D",0.845084910827197,0.112414922911863,0.624755710595099,1.0654141110593,2,437
"21","ran_vals","upstream_vcs_link","https://github.com/aws/aws-cli","D",0.855744244490135,0.112489687554192,0.635268508251755,1.07621998072852,2,438
"22","ran_vals","upstream_vcs_link","https://github.com/aws/aws-xray-sdk-python","D",0.0652472816858451,0.20043658299086,-0.327601202160514,0.458095765532205,1,223
"23","ran_vals","upstream_vcs_link","https://github.com/awslabs/amazon-ecr-credential-helper","D",-0.817273567044482,0.352910723840143,-1.50896587552912,-0.125581258559841,0,56
"24","ran_vals","upstream_vcs_link","https://github.com/axel-download-accelerator/axel.git","D",0.033556478003268,0.213094343332895,-0.38410076023842,0.451213716244956,1,214
"25","ran_vals","upstream_vcs_link","https://github.com/Backblaze/B2_Command_Line_Tool","D",0.0424712030629115,0.200452254027809,-0.350407995451468,0.435350401577291,1,216
"26","ran_vals","upstream_vcs_link","https://github.com/Backblaze/b2-sdk-python.git","D",0.426715496765336,0.155565754014923,0.12181222166827,0.731618771862403,2,314
"27","ran_vals","upstream_vcs_link","https://github.com/bbatsov/powerpack.git","D",-1.18097819819276,0.417096340143473,-1.99847200295744,-0.363484393428087,0,13
"28","ran_vals","upstream_vcs_link","https://github.com/Beep6581/RawTherapee","D",0.781685589896539,0.118952415241695,0.548543140148764,1.01482803964431,2,420
"29","ran_vals","upstream_vcs_link","https://github.com/biojava/biojava.git","D",0.34315508753737,0.164667693836313,0.0204123382009287,0.66589783687381,2,291
"30","ran_vals","upstream_vcs_link","https://github.com/bit-team/backintime","D",-0.600098356725032,0.304221224781531,-1.1963610006295,-0.00383571282056805,0,89
"31","ran_vals","upstream_vcs_link","https://github.com/bitletorg/weupnp.git","D",-0.932327624920445,0.368879614055519,-1.6553183831003,-0.209336866740593,0,44
"32","ran_vals","upstream_vcs_link","https://github.com/bk138/gromit-mpx.git","D",-0.634948731272424,0.299514228615772,-1.22198583221663,-0.0479116303282157,0,87
"33","ran_vals","upstream_vcs_link","https://github.com/Blosc/c-blosc","D",0.097486234956362,0.197930698562974,-0.290450805661921,0.485423275574645,1,231
"34","ran_vals","upstream_vcs_link","https://github.com/bobek/pkg-pimd","D",-0.0197694407083118,0.211773359639725,-0.434837598487221,0.395298717070597,1,193
"35","ran_vals","upstream_vcs_link","https://github.com/boxbackup/boxbackup.git","D",-0.751633992073256,0.341342233531966,-1.42065247619837,-0.0826155079481424,0,67
"36","ran_vals","upstream_vcs_link","https://github.com/brunonova/drmips","D",0.240405366210351,0.183249775464769,-0.118757593875648,0.59956832629635,1,266
"37","ran_vals","upstream_vcs_link","https://github.com/c-ares/c-ares.git","D",-0.872315471681207,0.354716091029776,-1.5675462348364,-0.177084708526014,0,49
"38","ran_vals","upstream_vcs_link","https://github.com/c4urself/bump2version","D",-0.845546189015404,0.354328882471669,-1.5400180373422,-0.151074340688607,0,53
"39","ran_vals","upstream_vcs_link","https://github.com/calamares/calamares.git","D",0.821763535672349,0.114381295295782,0.597580316387576,1.04594675495712,2,432
"40","ran_vals","upstream_vcs_link","https://github.com/canonical/lightdm.git","D",-0.982176908020637,0.386545490138927,-1.73979214707932,-0.224561668961957,0,39
"41","ran_vals","upstream_vcs_link","https://github.com/capistrano/capistrano.git","D",0.396618895480384,0.157911546216231,0.0871179521535396,0.706119838807229,2,304
"42","ran_vals","upstream_vcs_link","https://github.com/capistrano/sshkit.git","D",0.0119129637097632,0.221408385070259,-0.422039496903121,0.445865424322647,1,203
"43","ran_vals","upstream_vcs_link","https://github.com/ceres-solver/ceres-solver.git","D",-0.0744826288744429,0.221536852959229,-0.508686881922878,0.359721624173992,1,184
"44","ran_vals","upstream_vcs_link","https://github.com/cesbit/libcleri.git","D",-0.147400024456371,0.233334442929169,-0.604727128950259,0.309927080037517,1,170
"45","ran_vals","upstream_vcs_link","https://github.com/CESNET/libyang","D",-1.26049683091265,0.431263155024486,-2.10575708261975,-0.415236579205542,0,2
"46","ran_vals","upstream_vcs_link","https://github.com/cespare/reflex.git","D",-0.708888369567746,0.313112743095881,-1.32257806913622,-0.0951986699992761,0,76
"47","ran_vals","upstream_vcs_link","https://github.com/checkpoint-restore/criu.git","D",-0.58597678662002,0.30998491235624,-1.19353605058906,0.0215824773490152,1,92
"48","ran_vals","upstream_vcs_link","https://github.com/cleishm/libneo4j-client","D",0.453601124007134,0.154084876059775,0.151600316367657,0.755601931646611,2,321
"49","ran_vals","upstream_vcs_link","https://github.com/clojure/core.cache","D",-1.11676398517442,0.407158106204504,-1.91477920934878,-0.318748761000054,0,19
"50","ran_vals","upstream_vcs_link","https://github.com/clojure/tools.logging.git","D",-0.642013958064878,0.32654282508933,-1.28202613464993,-0.00200178147982866,0,84
"51","ran_vals","upstream_vcs_link","https://github.com/ClusterLabs/pacemaker","D",0.586249718592808,0.137596203410938,0.316566115497922,0.855933321687693,2,360
"52","ran_vals","upstream_vcs_link","https://github.com/codedread/scour.git","D",-0.359379038574372,0.252316820364646,-0.853910919182739,0.135152842033996,1,135
"53","ran_vals","upstream_vcs_link","https://github.com/codership/galera","D",-1.05945669087735,0.387344405020251,-1.81863777433014,-0.300275607424567,0,24
"54","ran_vals","upstream_vcs_link","https://github.com/colmap/colmap","D",0.543713049413509,0.140763542143249,0.267821576476455,0.819604522350563,2,346
"55","ran_vals","upstream_vcs_link","https://github.com/composer/semver","D",-0.000110753462957996,0.216887647533186,-0.42520273131962,0.424981224393704,1,199
"56","ran_vals","upstream_vcs_link","https://github.com/coq/coq","D",0.963931691751196,0.115422820641692,0.737707120299454,1.19015626320294,2,450
"57","ran_vals","upstream_vcs_link","https://github.com/coreruleset/coreruleset.git","D",-0.226126629979567,0.239868240205699,-0.696259741817739,0.244006481858605,1,156
"58","ran_vals","upstream_vcs_link","https://github.com/CorsixTH/CorsixTH.git","D",0.400572314334455,0.161713061126675,0.083620538696448,0.717524089972462,2,305
"59","ran_vals","upstream_vcs_link","https://github.com/cubiq/iscroll","D",-0.284912912086729,0.259405427952538,-0.793338208267902,0.223512384094445,1,146
"60","ran_vals","upstream_vcs_link","https://github.com/cucumber/aruba.git","D",0.0822868020318989,0.203478999016288,-0.316524707650287,0.481098311714085,1,227
"61","ran_vals","upstream_vcs_link","https://github.com/cyrusimap/cyrus-sasl.git","D",-0.618930315445975,0.316424419225631,-1.23911078095722,0.0012501500652653,1,88
"62","ran_vals","upstream_vcs_link","https://github.com/DamienCassou/beginend.git","D",-0.745781284174572,0.339963032423234,-1.41209658379913,-0.0794659845500106,0,68
"63","ran_vals","upstream_vcs_link","https://github.com/darold/pgbadger.git","D",0.329160541445856,0.165500297296642,0.00478591931376532,0.653535163577946,2,289
"64","ran_vals","upstream_vcs_link","https://github.com/dask/partd.git","D",-0.547458247391536,0.308454849532045,-1.15201864333107,0.0571021485479927,1,98
"65","ran_vals","upstream_vcs_link","https://github.com/datalad/datalad","D",0.924137114532261,0.110663608356567,0.707240427754144,1.14103380131038,2,447
"66","ran_vals","upstream_vcs_link","https://github.com/davesteele/comitup","D",0.506068727679378,0.153383215510493,0.205443149445867,0.806694305912889,2,330
"67","ran_vals","upstream_vcs_link","https://github.com/davidcelis/api-pagination.git","D",-0.062849246702907,0.223561429065317,-0.501021596003233,0.375323102597419,1,185
"68","ran_vals","upstream_vcs_link","https://github.com/ddclient/ddclient.git","D",0.722637592504517,0.129821595019226,0.468191941851291,0.977083243157744,2,402
"69","ran_vals","upstream_vcs_link","https://github.com/deckar01/task_list.git","D",-0.663967397648809,0.327422098733226,-1.30570291890845,-0.0222318763891679,0,80
"70","ran_vals","upstream_vcs_link","https://github.com/defunkt/mustache","D",0.330217426890168,0.172064292731154,-0.00702238988825049,0.667457243668586,1,290
"71","ran_vals","upstream_vcs_link","https://github.com/developit/preact.git","D",0.817539503076102,0.114197396034204,0.593716719720805,1.0413622864314,2,431
"72","ran_vals","upstream_vcs_link","https://github.com/Diaoul/subliminal.git","D",0.0162368187272414,0.206790317653385,-0.38906475622499,0.421538393679473,1,207
"73","ran_vals","upstream_vcs_link","https://github.com/django-haystack/django-haystack","D",0.234025585962876,0.187387024034778,-0.133246232315431,0.601297404241182,1,263
"74","ran_vals","upstream_vcs_link","https://github.com/doctrine/instantiator","D",0.308663721304129,0.180723670711422,-0.0455481644441342,0.662875607052392,1,282
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"76","ran_vals","upstream_vcs_link","https://github.com/donnemartin/gitsome","D",0.529847208712749,0.138792630799124,0.257818651026902,0.801875766398596,2,341
"77","ran_vals","upstream_vcs_link","https://github.com/doorkeeper-gem/doorkeeper-openid_connect.git","D",0.118236512629498,0.194145477615646,-0.262281631258495,0.498754656517491,1,237
"78","ran_vals","upstream_vcs_link","https://github.com/dpmb/dpmb","D",0.456886549424211,0.163660461303732,0.136117939575685,0.777655159272737,2,322
"79","ran_vals","upstream_vcs_link","https://github.com/drwetter/testssl.sh.git","D",0.417160859546565,0.160285953557087,0.103006163347014,0.731315555746116,2,308
"80","ran_vals","upstream_vcs_link","https://github.com/easyrdf/easyrdf.git","D",0.029879913080342,0.205789800274362,-0.373460683843098,0.433220510003782,1,213
"81","ran_vals","upstream_vcs_link","https://github.com/eavgerinos/pkg-pick","D",-0.70545530718091,0.33173661872565,-1.35564713223628,-0.0552634821255416,0,77
"82","ran_vals","upstream_vcs_link","https://github.com/eclipse-ee4j/eclipselink.git","D",0.0549800073633636,0.203114810132993,-0.343117705223994,0.453077719950721,1,221
"83","ran_vals","upstream_vcs_link","https://github.com/elastic/elasticsearch-ruby","D",0.440629488181144,0.161718851449757,0.123666363718437,0.75759261264385,2,319
"84","ran_vals","upstream_vcs_link","https://github.com/elasticsearch/curator.git","D",0.386745235507969,0.159685459114407,0.0737674867889889,0.699722984226949,2,301
"85","ran_vals","upstream_vcs_link","https://github.com/Electrostatics/apbs","D",-0.514076377446547,0.277194726831346,-1.0573680587404,0.0292153038473097,1,106
"86","ran_vals","upstream_vcs_link","https://github.com/elves/elvish.git","D",0.764365702231374,0.121148091587528,0.526919805924059,1.00181159853869,2,414
"87","ran_vals","upstream_vcs_link","https://github.com/emacs-lsp/lsp-mode.git","D",0.757487605639669,0.119356667954714,0.523552835133722,0.991422376145615,2,412
"88","ran_vals","upstream_vcs_link","https://github.com/emcrisostomo/fswatch.git","D",-0.661966981783365,0.319566181351008,-1.28830518790834,-0.0356287756583936,0,81
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"91","ran_vals","upstream_vcs_link","https://github.com/erlware/erlware_commons.git","D",-0.262836839416694,0.246243456791963,-0.745465146157587,0.219791467324198,1,149
"92","ran_vals","upstream_vcs_link","https://github.com/eslint/eslint-scope.git","D",-0.19759875164974,0.24218103422011,-0.672264856459818,0.277067353160338,1,164
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"94","ran_vals","upstream_vcs_link","https://github.com/EttusResearch/uhd","D",0.718706306391402,0.125273118712618,0.473175505483661,0.964237107299144,2,400
"95","ran_vals","upstream_vcs_link","https://github.com/Exa-Networks/exabgp","D",-0.250240969540344,0.252223228931946,-0.744589414311359,0.244107475230672,1,151
"96","ran_vals","upstream_vcs_link","https://github.com/Exiv2/exiv2.git","D",-0.481601824391945,0.277410622555303,-1.02531665352917,0.0621130047452821,1,113
"97","ran_vals","upstream_vcs_link","https://github.com/fail2ban/fail2ban","D",0.424387069419951,0.169376647424056,0.092414940646663,0.756359198193239,2,312
"98","ran_vals","upstream_vcs_link","https://github.com/fgrehm/vagrant-lxc","D",0.435371973234251,0.155989065157598,0.129639023543287,0.741104922925215,2,318
"99","ran_vals","upstream_vcs_link","https://github.com/flask-restful/flask-restful","D",0.36486254106811,0.174889896450501,0.0220846427651894,0.707640439371031,2,295
"100","ran_vals","upstream_vcs_link","https://github.com/florimondmanca/djangorestframework-api-key","D",-0.51307549312578,0.272657380949715,-1.04747413990624,0.0213231536546782,1,108
"101","ran_vals","upstream_vcs_link","https://github.com/flot/flot","D",0.559958683484845,0.146886108949201,0.272067200115186,0.847850166854505,2,351
"102","ran_vals","upstream_vcs_link","https://github.com/Fluidsynth/fluidsynth.git","D",0.828238888233161,0.114292172527605,0.604230346364216,1.05224743010211,2,433
"103","ran_vals","upstream_vcs_link","https://github.com/fog/fog-local","D",-0.312715828991868,0.271375484145478,-0.844602004204125,0.219170346220388,1,144
"104","ran_vals","upstream_vcs_link","https://github.com/fog/fog-rackspace","D",-0.533965449776624,0.301359077520326,-1.12461838813068,0.05668748857743,1,103
"105","ran_vals","upstream_vcs_link","https://github.com/fonttools/fonttools.git","D",0.726203716606991,0.123701692153847,0.48375285515879,0.968654578055192,2,405
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"267","ran_vals","upstream_vcs_link","https://github.com/OpenPrinting/cups-filters","D",-0.691878758929923,0.337441748440578,-1.35325243275368,-0.0305050851061652,0,79
"268","ran_vals","upstream_vcs_link","https://github.com/openstreetmap/osm2pgsql.git","D",0.530355287984977,0.145470975421279,0.245237415363359,0.815473160606595,2,343
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"274","ran_vals","upstream_vcs_link","https://github.com/osmcode/libosmium.git","D",0.343828940130972,0.163989118938164,0.0224161731557145,0.66524170710623,2,292
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"276","ran_vals","upstream_vcs_link","https://github.com/P403n1x87/austin","D",0.0872418745209352,0.207838821334055,-0.320114729883068,0.494598478924939,1,229
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"278","ran_vals","upstream_vcs_link","https://github.com/pdfminer/pdfminer.six.git","D",0.191121463910028,0.198103279876107,-0.197153829866401,0.579396757686456,1,253
"279","ran_vals","upstream_vcs_link","https://github.com/pgbackrest/pgbackrest","D",0.562616216295709,0.138741126438586,0.290688605301563,0.834543827289856,2,352
"280","ran_vals","upstream_vcs_link","https://github.com/pgRouting/pgrouting.git","D",0.471249556329127,0.150338025239561,0.176592441352713,0.76590667130554,2,325
"281","ran_vals","upstream_vcs_link","https://github.com/philpem/printer-driver-ptouch.git","D",-0.570764810412923,0.280120776240302,-1.11979144316532,-0.0217381776605278,0,94
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"286","ran_vals","upstream_vcs_link","https://github.com/PracticallyGreen/omniauth-saml.git","D",0.177388009078635,0.193807631868858,-0.202467969313324,0.557243987470593,1,251
"287","ran_vals","upstream_vcs_link","https://github.com/prawnpdf/prawn","D",0.573952803894691,0.143894030302606,0.291925686911268,0.855979920878114,2,355
"288","ran_vals","upstream_vcs_link","https://github.com/prehor/amavisd-milter","D",0.12584623504864,0.205571695723333,-0.277066884809919,0.528759354907199,1,241
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"296","ran_vals","upstream_vcs_link","https://github.com/prometheus/pushgateway","D",-0.1985890231098,0.252498229396096,-0.693476458886281,0.29629841266668,1,163
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"298","ran_vals","upstream_vcs_link","https://github.com/psf/black.git","D",0.787644353769078,0.127260149970921,0.538219043158906,1.03706966437925,2,422
"299","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/clj-kitchensink.git","D",-0.438204258469897,0.273723233822192,-0.97469193849323,0.0982834215534348,1,120
"300","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/marionette-collective","D",0.112880611904888,0.201904401890229,-0.282844744120062,0.508605967929839,1,234
"301","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/puppetlabs-apache","D",0.664991988040833,0.12934495861282,0.411480527577883,0.918503448503784,2,384
"302","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/puppetlabs-concat","D",-0.00635484741744693,0.211955737432419,-0.421780459101616,0.409070764266722,1,196
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"304","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/puppetlabs-mysql","D",0.368698187738322,0.162167472431722,0.050855782308255,0.686540593168389,2,296
"305","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/puppetlabs-ntp.git","D",-0.438023079873144,0.27413406234236,-0.975315968999829,0.0992698092535398,1,121
"306","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/puppetlabs-postgresql.git","D",0.43142909649366,0.156203873503539,0.125275130181073,0.737583062806247,2,317
"307","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/puppetlabs-xinetd","D",-0.580684226075215,0.315337507763439,-1.19873438426617,0.0373659321157448,1,93
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"309","ran_vals","upstream_vcs_link","https://github.com/pydanny/cached-property.git","D",-0.640226778021154,0.323090830288157,-1.27347316912108,-0.00698038692122316,0,85
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"315","ran_vals","upstream_vcs_link","https://github.com/python-bugzilla/python-bugzilla","D",-0.334031241608565,0.269296080107053,-0.861841859796203,0.193779376579073,1,139
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"317","ran_vals","upstream_vcs_link","https://github.com/rackerlabs/kthresher","D",-0.491941844186587,0.28130493915905,-1.04328939361156,0.0594057052383823,1,111
"318","ran_vals","upstream_vcs_link","https://github.com/rails/jbuilder","D",-0.54226888534099,0.297123521630517,-1.12462028669651,0.0400825160145307,1,100
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"343","ran_vals","upstream_vcs_link","https://github.com/rsyslog/rsyslog-doc","D",-0.446107458402191,0.290730039328214,-1.0159278647094,0.123712947905022,1,117
"344","ran_vals","upstream_vcs_link","https://github.com/ruby-ldap/ruby-net-ldap.git","D",0.528641985243472,0.146652204563453,0.241208946045704,0.81607502444124,2,339
"345","ran_vals","upstream_vcs_link","https://github.com/scikit-learn-contrib/imbalanced-learn.git","D",0.502979692610285,0.144173831515354,0.220404175327045,0.785555209893524,2,329
"346","ran_vals","upstream_vcs_link","https://github.com/scop/bash-completion","D",0.588005229195715,0.147944818707137,0.29803871283042,0.877971745561011,2,361
"347","ran_vals","upstream_vcs_link","https://github.com/seccomp/libseccomp","D",-0.0149357749749519,0.223611271731893,-0.453205814106662,0.423334264156758,1,194
"348","ran_vals","upstream_vcs_link","https://github.com/selectize/selectize.js","D",-1.05108087890297,0.398284072735721,-1.83170331708092,-0.270458440725031,0,25
"349","ran_vals","upstream_vcs_link","https://github.com/SELinuxProject/selinux.git","D",0.0164480869875245,0.210650335158329,-0.396418983254093,0.429315157229142,1,208
"350","ran_vals","upstream_vcs_link","https://github.com/SethMMorton/natsort.git","D",-0.869600513895653,0.354879527118012,-1.56515160589756,-0.174049421893745,0,50
"351","ran_vals","upstream_vcs_link","https://github.com/silx-kit/pyFAI","D",0.787684708182174,0.117157942917784,0.558059359560519,1.01731005680383,2,423
"352","ran_vals","upstream_vcs_link","https://github.com/simd-everywhere/simde","D",0.808258019886782,0.115615130256794,0.581656528515559,1.03485951125801,2,426
"353","ran_vals","upstream_vcs_link","https://github.com/sinatra/sinatra.git","D",0.125178002695247,0.195635147251114,-0.258259840027126,0.50861584541762,1,239
"354","ran_vals","upstream_vcs_link","https://github.com/skvadrik/re2c","D",0.0925444999328196,0.194887331923926,-0.289427651681178,0.474516651546817,1,230
"355","ran_vals","upstream_vcs_link","https://github.com/slime/slime","D",0.686758227018222,0.139921888979607,0.412516363969379,0.961000090067064,2,391
"356","ran_vals","upstream_vcs_link","https://github.com/smarty-php/smarty.git","D",0.0428024564861695,0.206720709626285,-0.362362689239912,0.447967602212251,1,217
"357","ran_vals","upstream_vcs_link","https://github.com/solnic/virtus.git","D",0.0122381485435056,0.199042723243428,-0.377878420398386,0.402354717485397,1,204
"358","ran_vals","upstream_vcs_link","https://github.com/sopel-irc/sopel.git","D",0.664627487499428,0.130074771774308,0.409685619524518,0.919569355474338,2,383
"359","ran_vals","upstream_vcs_link","https://github.com/spacetelescope/gwcs","D",0.211822440685455,0.182517819472999,-0.145905912018406,0.569550793389315,1,259
"360","ran_vals","upstream_vcs_link","https://github.com/squizlabs/PHP_CodeSniffer","D",0.628695342297075,0.136377103821407,0.361401130491238,0.895989554102912,2,373
"361","ran_vals","upstream_vcs_link","https://github.com/stachenov/quazip.git","D",-0.318622879423598,0.264776249181155,-0.837574791780265,0.200329032933069,1,143
"362","ran_vals","upstream_vcs_link","https://github.com/stephane/libmodbus.git","D",-0.744359488815951,0.321540403403869,-1.37456709906201,-0.114151878569888,0,69
"363","ran_vals","upstream_vcs_link","https://github.com/supercollider/supercollider.git","D",0.661648858942538,0.129944247227078,0.406962814379297,0.916334903505779,2,382
"364","ran_vals","upstream_vcs_link","https://github.com/swaywm/wlroots","D",0.668989415110307,0.131149731900145,0.411940664003939,0.926038166216676,2,385
"365","ran_vals","upstream_vcs_link","https://github.com/syncthing/syncthing.git","D",0.671583205038,0.128236156428507,0.420244956922283,0.922921453153717,2,386
"366","ran_vals","upstream_vcs_link","https://github.com/tarantool/tarantool","D",0.766419084915843,0.119470395125071,0.532261413251936,1.00057675657975,2,417
"367","ran_vals","upstream_vcs_link","https://github.com/terser/terser","D",0.510474899068432,0.143177851622032,0.229851466505428,0.791098331631435,2,333
"368","ran_vals","upstream_vcs_link","https://github.com/thoughtbot/factory_girl.git","D",-0.377812588087841,0.270409979880162,-0.907806409713158,0.152181233537477,1,130
"369","ran_vals","upstream_vcs_link","https://github.com/thoughtbot/shoulda-matchers","D",0.5156660176556,0.151861293452111,0.218023351843795,0.813308683467406,2,334
"370","ran_vals","upstream_vcs_link","https://github.com/tinfoil/devise-two-factor.git","D",-0.566600153730082,0.300566213872911,-1.15569910789055,0.0224988004303859,1,95
"371","ran_vals","upstream_vcs_link","https://github.com/tkf/emacs-jedi.git","D",-0.199090414488127,0.230562888636334,-0.65098537238686,0.252804543410606,1,162
"372","ran_vals","upstream_vcs_link","https://github.com/tmuxinator/tmuxinator","D",0.289742590476277,0.181830021726458,-0.0666377034157153,0.64612288436827,1,277
"373","ran_vals","upstream_vcs_link","https://github.com/totalopenstation/totalopenstation.git","D",-0.0887527061706464,0.228037360364331,-0.535697719614318,0.358192307273025,1,181
"374","ran_vals","upstream_vcs_link","https://github.com/tpm2-software/tpm2-abrmd.git","D",0.629736331331008,0.136004996899451,0.363171435690603,0.896301226971413,2,375
"375","ran_vals","upstream_vcs_link","https://github.com/tqdm/tqdm.git","D",-0.0245288151911884,0.216159476571332,-0.448193604188029,0.399135973805652,1,192
"376","ran_vals","upstream_vcs_link","https://github.com/troglobit/inadyn","D",-1.24783789228063,0.432137732374352,-2.09481228409517,-0.400863500466091,0,7
"377","ran_vals","upstream_vcs_link","https://github.com/Tux/Text-CSV_XS.git","D",-0.266245311172547,0.254070860110792,-0.764215046510814,0.231724424165721,1,148
"378","ran_vals","upstream_vcs_link","https://github.com/twbs/bootstrap-sass","D",0.237858597570088,0.182329507724092,-0.119500670888049,0.595217866028225,1,265
"379","ran_vals","upstream_vcs_link","https://github.com/twisted/twisted.git","D",0.93006794508904,0.105223086731499,0.723834484753168,1.13630140542491,2,448
"380","ran_vals","upstream_vcs_link","https://github.com/ua-parser/uap-core.git","D",-1.00606356226699,0.388063444321506,-1.76665393685371,-0.245473187680271,0,34
"381","ran_vals","upstream_vcs_link","https://github.com/un33k/django-ipware","D",-1.17645577107448,0.417368336759589,-1.99448267941066,-0.358428862738297,0,14
"382","ran_vals","upstream_vcs_link","https://github.com/unknown-horizons/unknown-horizons.git","D",0.89964370024874,0.107630147781861,0.688692486945569,1.11059491355191,2,443
"383","ran_vals","upstream_vcs_link","https://github.com/varietywalls/variety.git","D",0.116105184718795,0.193345491427369,-0.262845015052046,0.495055384489636,1,235
"384","ran_vals","upstream_vcs_link","https://github.com/varvet/pundit","D",0.016000418592983,0.213333553086083,-0.402125662149703,0.434126499335669,1,206
"385","ran_vals","upstream_vcs_link","https://github.com/vim-airline/vim-airline.git","D",0.682215310251664,0.134384331668855,0.418826860094223,0.945603760409104,2,388
"386","ran_vals","upstream_vcs_link","https://github.com/vim-syntastic/syntastic","D",0.76877611555468,0.126333117088562,0.521167756006417,1.01638447510294,2,419
"387","ran_vals","upstream_vcs_link","https://github.com/virt-manager/virt-manager","D",0.691114520413239,0.12891966651352,0.438436617147826,0.943792423678652,2,393
"388","ran_vals","upstream_vcs_link","https://github.com/voxpupuli/beaker","D",0.685105131243621,0.126830493391463,0.436521932054908,0.933688330432335,2,389
"389","ran_vals","upstream_vcs_link","https://github.com/voxpupuli/librarian-puppet.git","D",-0.369581981827935,0.260883712111461,-0.880904661719515,0.141740698063646,1,134
"390","ran_vals","upstream_vcs_link","https://github.com/voxpupuli/pypuppetdb","D",0.236632793465371,0.188727506224872,-0.133266321627437,0.606531908558179,1,264
"391","ran_vals","upstream_vcs_link","https://github.com/webcamoid/webcamoid.git","D",-0.0118581527535694,0.217629208790347,-0.438403563966597,0.414687258459458,1,195
"392","ran_vals","upstream_vcs_link","https://github.com/websocket-client/websocket-client","D",0.206114437935374,0.18023391867381,-0.147137551457815,0.559366427328563,1,256
"393","ran_vals","upstream_vcs_link","https://github.com/X0rg/CPU-X.git","D",-1.04226532515671,0.395589342342121,-1.81760618881515,-0.266924461498264,0,28
"394","ran_vals","upstream_vcs_link","https://github.com/Xastir/Xastir.git","D",-1.1010384191016,0.396276567021508,-1.87772621838093,-0.324350619822272,0,20
"395","ran_vals","upstream_vcs_link","https://github.com/Xaviju/inkscape-open-symbols","D",-0.0347341581091077,0.225244521392384,-0.476205307753142,0.406736991534927,1,189
"396","ran_vals","upstream_vcs_link","https://github.com/xtaran/unburden-home-dir","D",-0.333642527805506,0.259972865763943,-0.843179981660499,0.175894926049488,1,140
"397","ran_vals","upstream_vcs_link","https://github.com/ycm-core/ycmd","D",0.300204067615141,0.179865304139018,-0.0523254505656781,0.65273358579596,1,279
"398","ran_vals","upstream_vcs_link","https://github.com/ycm-core/YouCompleteMe","D",0.676620984124807,0.127506210679216,0.426713403388368,0.926528564861246,2,387
"399","ran_vals","upstream_vcs_link","https://github.com/yrro/command-t","D",-0.371354734183136,0.276678765216955,-0.913635149295381,0.170925680929109,1,132
"400","ran_vals","upstream_vcs_link","https://github.com/ytdl-org/youtube-dl.git","D",0.966722034321475,0.102067513358317,0.766673384147613,1.16677068449534,2,451
"401","ran_vals","upstream_vcs_link","https://github.com/zaach/jison","D",-1.25067875441275,0.431940295537141,-2.09726617713713,-0.404091331688364,0,4
"402","ran_vals","upstream_vcs_link","https://github.com/zeroc-ice/ice-builder-gradle-debian-packaging.git","D",-1.00115071104025,0.386352774899829,-1.75838823517102,-0.243913186909471,0,36
"403","ran_vals","upstream_vcs_link","https://github.com/zeroc-ice/ice-debian-packaging.git","D",0.122836267758405,0.204206462696361,-0.277401044536784,0.523073580053594,1,238
"404","ran_vals","upstream_vcs_link","https://github.com/zeromq/czmq.git","D",0.886101683330069,0.110152180596436,0.670207376542504,1.10199599011764,2,441
"405","ran_vals","upstream_vcs_link","https://github.com/zkat/ssri.git","D",0.109542930613443,0.204964089871334,-0.292179303658402,0.511265164885288,1,233
"406","ran_vals","upstream_vcs_link","https://github.com/zloirock/core-js.git","D",0.759762914392723,0.126497580076084,0.511832213312127,1.00769361547332,2,413
"407","ran_vals","upstream_vcs_link","https://github.com/zmartzone/cjose.git","D",-0.942960753354708,0.365003143769141,-1.65835376938612,-0.227567737323297,0,43
"408","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/BTrees.git","D",-1.04839945169666,0.393957724750456,-1.8205424036389,-0.276256499754423,0,27
"409","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.deprecation.git","D",-0.784627216176673,0.350375565199902,-1.47135070503135,-0.0979037273219985,0,62
"410","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.event","D",-1.02597628864635,0.384128910906261,-1.77885511944322,-0.273097457849489,0,29
"411","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.i18nmessageid","D",-0.347062974654466,0.277063544120188,-0.890097542559059,0.195971593250128,1,137
"412","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.interface.git","D",-0.98803132757147,0.386947884337643,-1.74643524476722,-0.229627410375719,0,38
"413","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.proxy","D",-1.16960304308294,0.417783260423786,-1.98844318685728,-0.350762899308602,0,16
"414","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.schema","D",-0.770384555433543,0.349342831437967,-1.45508392330921,-0.0856851875578802,0,64
"415","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.testing","D",-1.00371458301062,0.387480665297558,-1.76316273169945,-0.244266434321783,0,35
"416","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.testrunner","D",-0.723213214956914,0.340800453167107,-1.39116982907937,-0.0552566008344543,0,73
"417","ran_vals","upstream_vcs_link","https://github.com/zsh-users/antigen","D",0.429136776926094,0.161714529021242,0.112182124267603,0.746091429584585,2,315
"418","ran_vals","upstream_vcs_link","https://gitlab.com/gnutls/libtasn1","D",-0.733570231850205,0.318414117007935,-1.35765043335488,-0.109490030345529,0,72
"419","ran_vals","upstream_vcs_link","https://gitlab.com/ixion/ixion.git","D",-0.190234361686205,0.248279837103642,-0.676853900496814,0.296385177124404,1,166
"420","ran_vals","upstream_vcs_link","https://gitlab.com/libidn/libidn2","D",0.595158058773216,0.142252116918205,0.316349032888952,0.873967084657479,2,362
"421","ran_vals","upstream_vcs_link","https://gitlab.com/libosinfo/libosinfo.git","D",0.075826462112952,0.198725862003812,-0.313669070211197,0.465321994437101,1,226
"422","ran_vals","upstream_vcs_link","https://gitlab.com/libosinfo/osinfo-db-tools.git","D",-0.309467390421039,0.256021304417228,-0.811259926353771,0.192325145511694,1,145
"423","ran_vals","upstream_vcs_link","https://gitlab.com/libosinfo/osinfo-db.git","D",0.167707315159657,0.184245353532402,-0.1934069420827,0.528821572402014,1,250
"424","ran_vals","upstream_vcs_link","https://gitlab.com/o9000/tint2","D",0.550352675054776,0.148090644781281,0.26010034483615,0.840605005273401,2,348
"425","ran_vals","upstream_vcs_link","https://gitlab.com/oath-toolkit/oath-toolkit","D",-0.76363310921666,0.340261123789942,-1.43053265718407,-0.0967335612492488,0,66
"426","ran_vals","upstream_vcs_link","https://gitlab.com/orcus/orcus","D",0.162252899742841,0.201683559943725,-0.233039614020684,0.557545413506366,1,247
"427","ran_vals","upstream_vcs_link","https://gitlab.dune-project.org/core/dune-common","D",0.523238240365064,0.146225584422106,0.236641361279415,0.809835119450713,2,336
"428","ran_vals","upstream_vcs_link","https://gitlab.freedesktop.org/pulseaudio/pulseaudio.git","D",0.621935908383105,0.140310013217308,0.346933335806842,0.896938480959368,2,371
"429","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/balsa","D",0.467751130269153,0.159600143727967,0.154940596634921,0.780561663903385,2,323
"430","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/clutter.git","D",0.00234296753294408,0.216319562589239,-0.421635584293422,0.42632151935931,1,200
"431","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/folks","D",-0.489558898090413,0.295105865607998,-1.06795576630861,0.0888379701277813,1,112
"432","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gcr.git","D",-0.349377527979829,0.276626420009052,-0.891555348369821,0.192800292410163,1,136
"433","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gdk-pixbuf","D",0.381194508471516,0.167227320040804,0.0534349839603874,0.708954032982644,2,298
"434","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/geary.git","D",0.530020974438402,0.144204229248497,0.247385878692989,0.812656070183814,2,342
"435","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gjs.git","D",0.430844744383968,0.155633078507536,0.125809515706102,0.735879973061834,2,316
"436","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/glade","D",0.262705313049873,0.175573771728497,-0.0814129561678366,0.606823582267583,1,273
"437","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gnome-builder.git","D",0.816237478724458,0.115299881854141,0.590253862868619,1.0422210945803,2,430
"438","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gnome-calendar.git","D",0.241995752320678,0.186098608186542,-0.122750817297975,0.606742321939331,1,267
"439","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gnome-clocks.git","D",0.308121502937364,0.166064359992131,-0.0173586617629068,0.633601667637635,1,281
"440","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gnome-desktop.git","D",0.251994981387367,0.181696518540584,-0.104123651068491,0.608113613843226,1,270
"441","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gvfs.git","D",0.405448491999855,0.165377000955275,0.0813155262562709,0.72958145774344,2,306
"442","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/json-glib.git","D",-0.547265093144891,0.297808690953236,-1.13095940169625,0.0364292154064703,1,99
"443","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/libgweather.git","D",0.580320603307065,0.141394113095897,0.303193234013123,0.857447972601006,2,357
"444","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/template-glib.git","D",0.0543580095436804,0.214427062575505,-0.365911310415025,0.474627329502386,1,220
"445","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/vala.git","D",0.725697410237551,0.124079365345083,0.482506322936601,0.968888497538502,2,404
"446","ran_vals","upstream_vcs_link","https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb","D",0.905657516227018,0.108518670628449,0.692964830145093,1.11835020230894,2,444
"447","ran_vals","upstream_vcs_link","https://invent.kde.org/office/ghostwriter","D",-0.741263404478385,0.317791348633084,-1.36412300239764,-0.11840380655913,0,71
"448","ran_vals","upstream_vcs_link","https://invent.kde.org/plasma/kscreen.git","D",0.138622214582296,0.19409241538739,-0.241791929249376,0.519036358413968,1,242
"449","ran_vals","upstream_vcs_link","https://invent.kde.org/plasma/kwin.git","D",0.913713035078336,0.107146183924198,0.703710373506004,1.12371569665067,2,446
"450","ran_vals","upstream_vcs_link","https://salsa.debian.org/emacsen-team/magithub","D",0.638176497634484,0.135147879674912,0.373291520884703,0.903061474384264,2,376
"451","ran_vals","upstream_vcs_link","https://salsa.debian.org/ruby-team/ruby-github-markup","D",-1.01237048996246,0.387092640452212,-1.7710581239293,-0.253682855995608,0,32
1 effect group level term estimate std.error conf.low conf.high ranef_grouping rank
2 1 ran_vals upstream_vcs_link git://git.lttng.org/lttng-ust.git D 0.319841348917613 0.181614032789407 -0.0361156144367015 0.675798312271928 1 287
3 2 ran_vals upstream_vcs_link https://0xacab.org/schleuder/schleuder.git D 0.768096199233873 0.120338456278051 0.532237158973744 1.003955239494 2 418
4 3 ran_vals upstream_vcs_link https://bitbucket.org/sshguard/sshguard.git D 0.207690665860062 0.180309840773215 -0.145710128113592 0.561091459833716 1 257
5 4 ran_vals upstream_vcs_link https://codeberg.org/freedroid/freedroid-src.git D 0.0570952089078288 0.207387829104123 -0.349377466968199 0.463567884783856 1 222
6 5 ran_vals upstream_vcs_link https://git.osgeo.org/gitea/postgis/postgis.git D 0.686738985235451 0.127660136051799 0.436529716312442 0.936948254158461 2 390
7 6 ran_vals upstream_vcs_link https://github.com/01org/isa-l.git D -0.167699240644481 0.239899813221469 -0.637894234456447 0.302495753167484 1 168
8 7 ran_vals upstream_vcs_link https://github.com/abishekvashok/cmatrix.git D -0.812218306400456 0.335092867550326 -1.46898825827535 -0.155448354525566 0 58
9 8 ran_vals upstream_vcs_link https://github.com/AFLplusplus/AFLplusplus.git D 0.797958468859599 0.117071609383675 0.568502330855455 1.02741460686374 2 425
10 9 ran_vals upstream_vcs_link https://github.com/ahmetb/kubectx D -0.00326982121694284 0.219948236596626 -0.434360443409425 0.427820800975539 1 197
11 10 ran_vals upstream_vcs_link https://github.com/akheron/jansson.git D -1.02406939416065 0.386368092921095 -1.78133694106142 -0.266801847259884 0 30
12 11 ran_vals upstream_vcs_link https://github.com/alanxz/rabbitmq-c.git D -0.103393408911295 0.220796846647772 -0.536147276240942 0.329360458418352 1 174
13 12 ran_vals upstream_vcs_link https://github.com/alastair/python-musicbrainz-ngs D -0.093153615718194 0.23205036201987 -0.54796396787662 0.361656736440232 1 179
14 13 ran_vals upstream_vcs_link https://github.com/analogdevicesinc/libiio.git D 0.605577189718337 0.137785676169458 0.335522226840699 0.875632152595974 2 368
15 14 ran_vals upstream_vcs_link https://github.com/andialbrecht/sqlparse.git D -0.241254351240744 0.250998440785033 -0.733202255355119 0.250693552873631 1 153
16 15 ran_vals upstream_vcs_link https://github.com/angband/angband D 0.603905002933271 0.136284560494208 0.336792172715754 0.871017833150788 2 367
17 16 ran_vals upstream_vcs_link https://github.com/apache/trafficserver D 0.579133925825194 0.151971600898755 0.281275061390739 0.876992790259648 2 356
18 17 ran_vals upstream_vcs_link https://github.com/ARMmbed/yotta.git D 0.76497215100309 0.120268963657324 0.529249313776778 1.0006949882294 2 416
19 18 ran_vals upstream_vcs_link https://github.com/assimp/assimp D 0.747385508436418 0.121982596019722 0.508304013497063 0.986467003375773 2 411
20 19 ran_vals upstream_vcs_link https://github.com/astropy/astropy-helpers D -0.0278171480822192 0.20581007906761 -0.431197490710076 0.375563194545638 1 190
21 20 ran_vals upstream_vcs_link https://github.com/audacity/audacity.git D 0.845084910827197 0.112414922911863 0.624755710595099 1.0654141110593 2 437
22 21 ran_vals upstream_vcs_link https://github.com/aws/aws-cli D 0.855744244490135 0.112489687554192 0.635268508251755 1.07621998072852 2 438
23 22 ran_vals upstream_vcs_link https://github.com/aws/aws-xray-sdk-python D 0.0652472816858451 0.20043658299086 -0.327601202160514 0.458095765532205 1 223
24 23 ran_vals upstream_vcs_link https://github.com/awslabs/amazon-ecr-credential-helper D -0.817273567044482 0.352910723840143 -1.50896587552912 -0.125581258559841 0 56
25 24 ran_vals upstream_vcs_link https://github.com/axel-download-accelerator/axel.git D 0.033556478003268 0.213094343332895 -0.38410076023842 0.451213716244956 1 214
26 25 ran_vals upstream_vcs_link https://github.com/Backblaze/B2_Command_Line_Tool D 0.0424712030629115 0.200452254027809 -0.350407995451468 0.435350401577291 1 216
27 26 ran_vals upstream_vcs_link https://github.com/Backblaze/b2-sdk-python.git D 0.426715496765336 0.155565754014923 0.12181222166827 0.731618771862403 2 314
28 27 ran_vals upstream_vcs_link https://github.com/bbatsov/powerpack.git D -1.18097819819276 0.417096340143473 -1.99847200295744 -0.363484393428087 0 13
29 28 ran_vals upstream_vcs_link https://github.com/Beep6581/RawTherapee D 0.781685589896539 0.118952415241695 0.548543140148764 1.01482803964431 2 420
30 29 ran_vals upstream_vcs_link https://github.com/biojava/biojava.git D 0.34315508753737 0.164667693836313 0.0204123382009287 0.66589783687381 2 291
31 30 ran_vals upstream_vcs_link https://github.com/bit-team/backintime D -0.600098356725032 0.304221224781531 -1.1963610006295 -0.00383571282056805 0 89
32 31 ran_vals upstream_vcs_link https://github.com/bitletorg/weupnp.git D -0.932327624920445 0.368879614055519 -1.6553183831003 -0.209336866740593 0 44
33 32 ran_vals upstream_vcs_link https://github.com/bk138/gromit-mpx.git D -0.634948731272424 0.299514228615772 -1.22198583221663 -0.0479116303282157 0 87
34 33 ran_vals upstream_vcs_link https://github.com/Blosc/c-blosc D 0.097486234956362 0.197930698562974 -0.290450805661921 0.485423275574645 1 231
35 34 ran_vals upstream_vcs_link https://github.com/bobek/pkg-pimd D -0.0197694407083118 0.211773359639725 -0.434837598487221 0.395298717070597 1 193
36 35 ran_vals upstream_vcs_link https://github.com/boxbackup/boxbackup.git D -0.751633992073256 0.341342233531966 -1.42065247619837 -0.0826155079481424 0 67
37 36 ran_vals upstream_vcs_link https://github.com/brunonova/drmips D 0.240405366210351 0.183249775464769 -0.118757593875648 0.59956832629635 1 266
38 37 ran_vals upstream_vcs_link https://github.com/c-ares/c-ares.git D -0.872315471681207 0.354716091029776 -1.5675462348364 -0.177084708526014 0 49
39 38 ran_vals upstream_vcs_link https://github.com/c4urself/bump2version D -0.845546189015404 0.354328882471669 -1.5400180373422 -0.151074340688607 0 53
40 39 ran_vals upstream_vcs_link https://github.com/calamares/calamares.git D 0.821763535672349 0.114381295295782 0.597580316387576 1.04594675495712 2 432
41 40 ran_vals upstream_vcs_link https://github.com/canonical/lightdm.git D -0.982176908020637 0.386545490138927 -1.73979214707932 -0.224561668961957 0 39
42 41 ran_vals upstream_vcs_link https://github.com/capistrano/capistrano.git D 0.396618895480384 0.157911546216231 0.0871179521535396 0.706119838807229 2 304
43 42 ran_vals upstream_vcs_link https://github.com/capistrano/sshkit.git D 0.0119129637097632 0.221408385070259 -0.422039496903121 0.445865424322647 1 203
44 43 ran_vals upstream_vcs_link https://github.com/ceres-solver/ceres-solver.git D -0.0744826288744429 0.221536852959229 -0.508686881922878 0.359721624173992 1 184
45 44 ran_vals upstream_vcs_link https://github.com/cesbit/libcleri.git D -0.147400024456371 0.233334442929169 -0.604727128950259 0.309927080037517 1 170
46 45 ran_vals upstream_vcs_link https://github.com/CESNET/libyang D -1.26049683091265 0.431263155024486 -2.10575708261975 -0.415236579205542 0 2
47 46 ran_vals upstream_vcs_link https://github.com/cespare/reflex.git D -0.708888369567746 0.313112743095881 -1.32257806913622 -0.0951986699992761 0 76
48 47 ran_vals upstream_vcs_link https://github.com/checkpoint-restore/criu.git D -0.58597678662002 0.30998491235624 -1.19353605058906 0.0215824773490152 1 92
49 48 ran_vals upstream_vcs_link https://github.com/cleishm/libneo4j-client D 0.453601124007134 0.154084876059775 0.151600316367657 0.755601931646611 2 321
50 49 ran_vals upstream_vcs_link https://github.com/clojure/core.cache D -1.11676398517442 0.407158106204504 -1.91477920934878 -0.318748761000054 0 19
51 50 ran_vals upstream_vcs_link https://github.com/clojure/tools.logging.git D -0.642013958064878 0.32654282508933 -1.28202613464993 -0.00200178147982866 0 84
52 51 ran_vals upstream_vcs_link https://github.com/ClusterLabs/pacemaker D 0.586249718592808 0.137596203410938 0.316566115497922 0.855933321687693 2 360
53 52 ran_vals upstream_vcs_link https://github.com/codedread/scour.git D -0.359379038574372 0.252316820364646 -0.853910919182739 0.135152842033996 1 135
54 53 ran_vals upstream_vcs_link https://github.com/codership/galera D -1.05945669087735 0.387344405020251 -1.81863777433014 -0.300275607424567 0 24
55 54 ran_vals upstream_vcs_link https://github.com/colmap/colmap D 0.543713049413509 0.140763542143249 0.267821576476455 0.819604522350563 2 346
56 55 ran_vals upstream_vcs_link https://github.com/composer/semver D -0.000110753462957996 0.216887647533186 -0.42520273131962 0.424981224393704 1 199
57 56 ran_vals upstream_vcs_link https://github.com/coq/coq D 0.963931691751196 0.115422820641692 0.737707120299454 1.19015626320294 2 450
58 57 ran_vals upstream_vcs_link https://github.com/coreruleset/coreruleset.git D -0.226126629979567 0.239868240205699 -0.696259741817739 0.244006481858605 1 156
59 58 ran_vals upstream_vcs_link https://github.com/CorsixTH/CorsixTH.git D 0.400572314334455 0.161713061126675 0.083620538696448 0.717524089972462 2 305
60 59 ran_vals upstream_vcs_link https://github.com/cubiq/iscroll D -0.284912912086729 0.259405427952538 -0.793338208267902 0.223512384094445 1 146
61 60 ran_vals upstream_vcs_link https://github.com/cucumber/aruba.git D 0.0822868020318989 0.203478999016288 -0.316524707650287 0.481098311714085 1 227
62 61 ran_vals upstream_vcs_link https://github.com/cyrusimap/cyrus-sasl.git D -0.618930315445975 0.316424419225631 -1.23911078095722 0.0012501500652653 1 88
63 62 ran_vals upstream_vcs_link https://github.com/DamienCassou/beginend.git D -0.745781284174572 0.339963032423234 -1.41209658379913 -0.0794659845500106 0 68
64 63 ran_vals upstream_vcs_link https://github.com/darold/pgbadger.git D 0.329160541445856 0.165500297296642 0.00478591931376532 0.653535163577946 2 289
65 64 ran_vals upstream_vcs_link https://github.com/dask/partd.git D -0.547458247391536 0.308454849532045 -1.15201864333107 0.0571021485479927 1 98
66 65 ran_vals upstream_vcs_link https://github.com/datalad/datalad D 0.924137114532261 0.110663608356567 0.707240427754144 1.14103380131038 2 447
67 66 ran_vals upstream_vcs_link https://github.com/davesteele/comitup D 0.506068727679378 0.153383215510493 0.205443149445867 0.806694305912889 2 330
68 67 ran_vals upstream_vcs_link https://github.com/davidcelis/api-pagination.git D -0.062849246702907 0.223561429065317 -0.501021596003233 0.375323102597419 1 185
69 68 ran_vals upstream_vcs_link https://github.com/ddclient/ddclient.git D 0.722637592504517 0.129821595019226 0.468191941851291 0.977083243157744 2 402
70 69 ran_vals upstream_vcs_link https://github.com/deckar01/task_list.git D -0.663967397648809 0.327422098733226 -1.30570291890845 -0.0222318763891679 0 80
71 70 ran_vals upstream_vcs_link https://github.com/defunkt/mustache D 0.330217426890168 0.172064292731154 -0.00702238988825049 0.667457243668586 1 290
72 71 ran_vals upstream_vcs_link https://github.com/developit/preact.git D 0.817539503076102 0.114197396034204 0.593716719720805 1.0413622864314 2 431
73 72 ran_vals upstream_vcs_link https://github.com/Diaoul/subliminal.git D 0.0162368187272414 0.206790317653385 -0.38906475622499 0.421538393679473 1 207
74 73 ran_vals upstream_vcs_link https://github.com/django-haystack/django-haystack D 0.234025585962876 0.187387024034778 -0.133246232315431 0.601297404241182 1 263
75 74 ran_vals upstream_vcs_link https://github.com/doctrine/instantiator D 0.308663721304129 0.180723670711422 -0.0455481644441342 0.662875607052392 1 282
76 75 ran_vals upstream_vcs_link https://github.com/doctrine/sql-formatter.git D -0.440751422372568 0.2626234629305 -0.955483951211537 0.0739811064664012 1 119
77 76 ran_vals upstream_vcs_link https://github.com/donnemartin/gitsome D 0.529847208712749 0.138792630799124 0.257818651026902 0.801875766398596 2 341
78 77 ran_vals upstream_vcs_link https://github.com/doorkeeper-gem/doorkeeper-openid_connect.git D 0.118236512629498 0.194145477615646 -0.262281631258495 0.498754656517491 1 237
79 78 ran_vals upstream_vcs_link https://github.com/dpmb/dpmb D 0.456886549424211 0.163660461303732 0.136117939575685 0.777655159272737 2 322
80 79 ran_vals upstream_vcs_link https://github.com/drwetter/testssl.sh.git D 0.417160859546565 0.160285953557087 0.103006163347014 0.731315555746116 2 308
81 80 ran_vals upstream_vcs_link https://github.com/easyrdf/easyrdf.git D 0.029879913080342 0.205789800274362 -0.373460683843098 0.433220510003782 1 213
82 81 ran_vals upstream_vcs_link https://github.com/eavgerinos/pkg-pick D -0.70545530718091 0.33173661872565 -1.35564713223628 -0.0552634821255416 0 77
83 82 ran_vals upstream_vcs_link https://github.com/eclipse-ee4j/eclipselink.git D 0.0549800073633636 0.203114810132993 -0.343117705223994 0.453077719950721 1 221
84 83 ran_vals upstream_vcs_link https://github.com/elastic/elasticsearch-ruby D 0.440629488181144 0.161718851449757 0.123666363718437 0.75759261264385 2 319
85 84 ran_vals upstream_vcs_link https://github.com/elasticsearch/curator.git D 0.386745235507969 0.159685459114407 0.0737674867889889 0.699722984226949 2 301
86 85 ran_vals upstream_vcs_link https://github.com/Electrostatics/apbs D -0.514076377446547 0.277194726831346 -1.0573680587404 0.0292153038473097 1 106
87 86 ran_vals upstream_vcs_link https://github.com/elves/elvish.git D 0.764365702231374 0.121148091587528 0.526919805924059 1.00181159853869 2 414
88 87 ran_vals upstream_vcs_link https://github.com/emacs-lsp/lsp-mode.git D 0.757487605639669 0.119356667954714 0.523552835133722 0.991422376145615 2 412
89 88 ran_vals upstream_vcs_link https://github.com/emcrisostomo/fswatch.git D -0.661966981783365 0.319566181351008 -1.28830518790834 -0.0356287756583936 0 81
90 89 ran_vals upstream_vcs_link https://github.com/EnterpriseDB/mysql_fdw.git D -0.531847900180584 0.288172130211943 -1.09665489674418 0.0329590963830106 1 105
91 90 ran_vals upstream_vcs_link https://github.com/eproxus/meck.git D -0.409852175372554 0.282359246496257 -0.963266129207086 0.143561778461977 1 123
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@ -53,28 +53,30 @@ library(lme4)
library(optimx) library(optimx)
library(lattice) library(lattice)
#models -- TKTK need to be fixed #models -- TKTK need to be fixed
all_model <- lmer(log1p_count ~ D * I(week_offset)+ scaled_project_age + (week_offset| upstream_vcs_link), data=all_actions_data, REML=FALSE, control = lmerControl( all_gmodel <- glmer.nb(log1p_count ~ D * week_offset + scaled_project_age + (D * week_offset | upstream_vcs_link),
optimizer ='optimx', optCtrl=list(method='L-BFGS-B'))) control=glmerControl(optimizer="bobyqa",
summary(all_model) optCtrl=list(maxfun=2e5)), nAGQ=0, data=all_actions_data)
summary(all_gmodel)
saveRDS(all_gmodel, "0512_contrib_all.rda")
all_residuals <- residuals(all_gmodel)
qqnorm(all_residuals)
#identifying the quartiles of effect for D #identifying the quartiles of effect for D
all_model_ranef <- ranef(all_model) test_condvals <- broom.mixed::tidy(all_gmodel, effects = "ran_vals", conf.int = TRUE)
test_glmer_ranef_D <- test_condvals [which(test_condvals $term == "D"),]
has_zero <- function(estimate, low, high){
return(ifelse((low < 0),ifelse((high > 0), 1, 0), 2))
}
test_glmer_ranef_D <- test_glmer_ranef_D |>
mutate(ranef_grouping = has_zero(estimate, conf.low, conf.high)) |>
mutate(rank = rank(estimate))
g <- test_glmer_ranef_D |>
ggplot(aes(x=rank, y=estimate, col = as.factor(ranef_grouping))) +
geom_linerange(aes(ymin= conf.low, ymax= conf.high)) +
theme_bw()
g
write.csv(test_glmer_ranef_D, "051224_contrib_grouped.csv")
#d_effect_ranef_all <- all_model_ranef[all_model_ranef$term=="D",] #d_effect_ranef_all <- all_model_ranef[all_model_ranef$term=="D",]
#d_effect_ranef_all$quartile <- ntile(d_effect_ranef_all$condval, 4) #d_effect_ranef_all$quartile <- ntile(d_effect_ranef_all$condval, 4)
df_ranefs <- as.data.frame(all_model_ranef)
has_zero <- function(condval, condsd){
bounds <- condsd * 1.96
return(ifelse(((condval - bounds) < 0),ifelse(((condval + bounds) > 0), 1, 0), 2))
}
df_ranefs <- df_ranefs |>
mutate(ranef_grouping = has_zero(condval, condsd))
wo_df_ranef <- df_ranefs[which(df_ranefs$term == "week_offset"),]
wo_df_ranef <- wo_df_ranef |>
mutate(rank = rank(condval))
library(ggplot2)
wo_df_ranef |>
ggplot(aes(x=rank, y=condval, col = as.factor(ranef_grouping))) +
geom_linerange(aes(ymin= condval - (1.96 * condsd), ymax= condval + (1.96 * condsd))) +
theme_bw()
#plotting ranefs #plotting ranefs
#model residuals #model residuals
all_residuals <- residuals(all_model) all_residuals <- residuals(all_model)

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@ -59,21 +59,6 @@ library(lme4)
# https://www.bristol.ac.uk/cmm/learning/videos/random-intercepts.html#exvar # https://www.bristol.ac.uk/cmm/learning/videos/random-intercepts.html#exvar
library(optimx) library(optimx)
library(lattice) library(lattice)
all_model <- lmer(log1p_count ~ D * I(week_offset)+ scaled_project_age + (D * I(week_offset)| upstream_vcs_link), data=all_actions_data, REML=FALSE, control = lmerControl(
optimizer ='optimx', optCtrl=list(method='L-BFGS-B')))
summary_of_all <- summary(all_model)
#identifying the quartiles of effect for D
mmcm = coef(all_model)$upstream_vcs_link
fixed_impacts = fixef(all_model)
summary(all_model)$coef[,2]
variance_components <- VarCorr(all_model)
all_model_ranef_condvar <- ranef(all_model, condVar = TRUE)
dotplot(all_model_ranef_condvar)
test <- broom.mixed::tidy(all_model, effects = "ran_vals", conf.int = TRUE)
attr(all_model_ranef_condvar$upstream_vcs_link, "postVar")
all_coefficients <- coef(all_model)
all_standard_errors <- sqrt(diag(vcov(all_model)))[1]
var(all_actions_data$log1p_count) # 1.125429 var(all_actions_data$log1p_count) # 1.125429
mean (all_actions_data$log1p_count) # 0.6426873 mean (all_actions_data$log1p_count) # 0.6426873
@ -81,19 +66,13 @@ var(all_actions_data$count) # 268.4449
mean (all_actions_data$count) # 3.757298 mean (all_actions_data$count) # 3.757298
summary(all_actions_data$week_offset) summary(all_actions_data$week_offset)
#all_log1p_gmodel <- glmer.nb(log1p_count ~ D * week_offset+ scaled_project_age + (D * week_offset | upstream_vcs_link), data=all_actions_data, nAGQ=1, control=glmerControl(optimizer="bobyqa",
#all_gmodel <- glmer(count ~ D * I(week_offset)+ scaled_project_age + (D * I(week_offset)| upstream_vcs_link), data=all_actions_data, nAGQ=0, family = poisson)
all_gmodel <- glmer.nb(count ~ D * week_offset + scaled_project_age + (D * week_offset | upstream_vcs_link),
control=glmerControl(optimizer="bobyqa",
optCtrl=list(maxfun=2e5)), data=all_actions_data)
#all_log1p_gmodel <- glmer.nb(log1p_count ~ D * week_offset+ scaled_project_age + (D * week_offset | upstream_vcs_link), data=all_actions_data, nAGQ=0, control=glmerControl(optimizer="bobyqa",
# optCtrl=list(maxfun=1e5))) # optCtrl=list(maxfun=1e5)))
all_log1p_gmodel <- glmer.nb(log1p_count ~ D * week_offset+ scaled_project_age + (D * week_offset | upstream_vcs_link), data=all_actions_data, nAGQ=1, control=glmerControl(optimizer="bobyqa", all_log1p_gmodel <- readRDS("final_models/0510_rm_all.rda")
optCtrl=list(maxfun=1e5)))
summary(all_log1p_gmodel) summary(all_log1p_gmodel)
warnings(all_log1p_gmodel) #warnings(all_log1p_gmodel)
saveRDS(all_log1p_gmodel, "0510_log1p_nagq_gmodel_backup.rda") #saveRDS(all_log1p_gmodel, "0510_log1p_nagq_gmodel_backup.rda")
#yesterdays_model <- readRDS("0509_log1p_gmodel.rda") #yesterdays_model <- readRDS("0510_rm_all.rda")
all_residuals <- residuals(all_log1p_gmodel) all_residuals <- residuals(all_log1p_gmodel)
qqnorm(all_residuals) qqnorm(all_residuals)
library(broom.mixed) library(broom.mixed)
@ -110,6 +89,7 @@ g <- test_glmer_ranef_D |>
geom_linerange(aes(ymin= conf.low, ymax= conf.high)) + geom_linerange(aes(ymin= conf.low, ymax= conf.high)) +
theme_bw() theme_bw()
g g
write.csv(test_glmer_ranef_D, "051224_readme_grouped.csv")
ggsave("0509caterpillar.png", g) ggsave("0509caterpillar.png", g)
#below this groups the ranefs #below this groups the ranefs
""" """