updated with new random effects grouping, both d and interaction

This commit is contained in:
Matthew Gaughan 2024-06-25 14:53:41 -05:00
parent f2efc64e1f
commit ffda9c8a73
5 changed files with 2740 additions and 8 deletions

View File

@ -61,14 +61,14 @@ print("fitting model")
#all_gmodel <- glmer.nb(log1p_count ~ D * week_offset + scaled_project_age + scaled_event_gap + (D * week_offset | upstream_vcs_link),
# control=glmerControl(optimizer="bobyqa",
# optCtrl=list(maxfun=2e5)), nAGQ=0, data=all_actions_data)
all_gmodel <- readRDS("0512_contrib_all.rda")
all_gmodel <- readRDS("final_models/0624_contrib_all_rdd.rda")
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
test_condvals <- broom.mixed::tidy(all_gmodel, effects = "ran_vals", conf.int = TRUE)
test_glmer_ranef_D <- test_condvals [which(test_condvals $term == "D:week_offset"),]
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))
}
@ -81,5 +81,5 @@ g <- test_glmer_ranef_D |>
theme_bw()
g
ggsave("0624contrib_wo_goups.png", g)
write.csv(test_glmer_ranef_D, "contrib_interaction_groupings.csv")
write.csv(test_glmer_ranef_D, "contrib_d_groupings.csv")
print("all pau")

View File

@ -64,7 +64,7 @@ median(all_actions_data$count) # 0
print("fitting model")
#all_log1p_gmodel <- glmer.nb(log1p_count ~ D * week_offset+ scaled_project_age + scaled_event_gap + (D * week_offset | upstream_vcs_link), data=all_actions_data, nAGQ=1, control=glmerControl(optimizer="bobyqa",
# optCtrl=list(maxfun=1e5)))
all_log1p_gmodel <- readRDS("0624_log1p_nagq_gmodel_backup.rda")
all_log1p_gmodel <- readRDS("final_models/0624_readme_all_rdd.rda")
summary(all_log1p_gmodel)
print("model fit")
#I grouped the ranef D effects on 0624
@ -72,7 +72,7 @@ all_residuals <- residuals(all_log1p_gmodel)
qqnorm(all_residuals)
library(broom.mixed)
test_condvals <- broom.mixed::tidy(all_log1p_gmodel, effects = "ran_vals", conf.int = TRUE)
test_glmer_ranef_D <- test_condvals [which(test_condvals $term == "D:week_offset"),]
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))
}
@ -84,6 +84,6 @@ g <- test_glmer_ranef_D |>
geom_linerange(aes(ymin= conf.low, ymax= conf.high)) +
theme_bw()
g
write.csv(test_glmer_ranef_D, "062424_readme_interaction_groupings.csv")
write.csv(test_glmer_ranef_D, "062424_readme_d_groupings.csv")
ggsave("0624d_wo_goups.png", g)
print("all pau")

View File

@ -0,0 +1,452 @@
"","effect","group","level","term","estimate","std.error","conf.low","conf.high","ranef_grouping","rank"
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"2","ran_vals","upstream_vcs_link","https://0xacab.org/schleuder/schleuder.git","D",0.768150945086885,0.121760262822539,0.529505215206578,1.00679667496719,2,418
"3","ran_vals","upstream_vcs_link","https://bitbucket.org/sshguard/sshguard.git","D",0.195262005316205,0.182058308140672,-0.161565721725806,0.552089732358216,1,257
"4","ran_vals","upstream_vcs_link","https://codeberg.org/freedroid/freedroid-src.git","D",0.0796780283808042,0.209145878841172,-0.330240361662871,0.489596418424479,1,221
"5","ran_vals","upstream_vcs_link","https://git.osgeo.org/gitea/postgis/postgis.git","D",0.645264547417369,0.129185673188639,0.392065280649076,0.898463814185662,2,379
"6","ran_vals","upstream_vcs_link","https://github.com/01org/isa-l.git","D",-0.156200974744953,0.241327560235025,-0.629194301282523,0.316792351792617,1,171
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"8","ran_vals","upstream_vcs_link","https://github.com/AFLplusplus/AFLplusplus.git","D",0.859291535168121,0.118302501391707,0.627422893159376,1.09116017717687,2,438
"9","ran_vals","upstream_vcs_link","https://github.com/ahmetb/kubectx","D",0.012037697701554,0.221781638179721,-0.422646325562992,0.4467217209661,1,206
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"11","ran_vals","upstream_vcs_link","https://github.com/alanxz/rabbitmq-c.git","D",-0.188650481368436,0.222256175027442,-0.624264579763853,0.246963617026981,1,165
"12","ran_vals","upstream_vcs_link","https://github.com/alastair/python-musicbrainz-ngs","D",-0.121205586570882,0.233631693277709,-0.5791152910423,0.336704117900537,1,176
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"15","ran_vals","upstream_vcs_link","https://github.com/angband/angband","D",0.666329474330003,0.137777634540807,0.396290272754899,0.936368675905106,2,385
"16","ran_vals","upstream_vcs_link","https://github.com/apache/trafficserver","D",0.57337535423678,0.153633066954724,0.27226007617109,0.874490632302469,2,355
"17","ran_vals","upstream_vcs_link","https://github.com/ARMmbed/yotta.git","D",0.748298952007022,0.121694111982799,0.509782875390153,0.986815028623891,2,412
"18","ran_vals","upstream_vcs_link","https://github.com/assimp/assimp","D",0.756865076691339,0.123360994510005,0.515081970354686,0.998648183027991,2,413
"19","ran_vals","upstream_vcs_link","https://github.com/astropy/astropy-helpers","D",-0.0735593790122092,0.20755408219019,-0.480357904949249,0.33323914692483,1,186
"20","ran_vals","upstream_vcs_link","https://github.com/audacity/audacity.git","D",0.864411949533359,0.113710119598942,0.64154421044169,1.08727968862503,2,439
"21","ran_vals","upstream_vcs_link","https://github.com/aws/aws-cli","D",0.79467642256546,0.113909096618107,0.571418695682476,1.01793414944844,2,423
"22","ran_vals","upstream_vcs_link","https://github.com/aws/aws-xray-sdk-python","D",0.0954898560321284,0.202136996343256,-0.300691376743759,0.491671088808016,1,228
"23","ran_vals","upstream_vcs_link","https://github.com/awslabs/amazon-ecr-credential-helper","D",-0.786534589253113,0.353843101795599,-1.48005432495043,-0.0930148535557991,0,57
"24","ran_vals","upstream_vcs_link","https://github.com/axel-download-accelerator/axel.git","D",0.00722872196703294,0.215071136839046,-0.414302960351583,0.428760404285649,1,204
"25","ran_vals","upstream_vcs_link","https://github.com/Backblaze/B2_Command_Line_Tool","D",0.105522924721228,0.20234839045667,-0.291072632903494,0.50211848234595,1,230
"26","ran_vals","upstream_vcs_link","https://github.com/Backblaze/b2-sdk-python.git","D",0.492453609803066,0.157187057113666,0.184372639024441,0.800534580581692,2,337
"27","ran_vals","upstream_vcs_link","https://github.com/bbatsov/powerpack.git","D",-1.1763177063524,0.414207759235671,-1.98814999657135,-0.364485416133444,0,14
"28","ran_vals","upstream_vcs_link","https://github.com/Beep6581/RawTherapee","D",0.784129981593121,0.120337075584149,0.548273647443315,1.01998631574293,2,422
"29","ran_vals","upstream_vcs_link","https://github.com/biojava/biojava.git","D",0.349508086721319,0.16650173004015,0.0231706924790153,0.675845480963623,2,298
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"31","ran_vals","upstream_vcs_link","https://github.com/bitletorg/weupnp.git","D",-0.97222708455174,0.366990047521058,-1.69151436037766,-0.252939808725823,0,32
"32","ran_vals","upstream_vcs_link","https://github.com/bk138/gromit-mpx.git","D",-0.577717929295137,0.300999987438496,-1.1676670640216,0.0122312054313246,1,91
"33","ran_vals","upstream_vcs_link","https://github.com/Blosc/c-blosc","D",0.119160451876545,0.199671799865497,-0.272189084588118,0.510509988341209,1,235
"34","ran_vals","upstream_vcs_link","https://github.com/bobek/pkg-pimd","D",-0.0585327904486928,0.213869945299353,-0.477710180610976,0.36064459971359,1,188
"35","ran_vals","upstream_vcs_link","https://github.com/boxbackup/boxbackup.git","D",-0.735719627741779,0.341894351329307,-1.4058202428649,-0.065619012618654,0,65
"36","ran_vals","upstream_vcs_link","https://github.com/brunonova/drmips","D",0.221713690536513,0.185059459242265,-0.140996184576785,0.58442356564981,1,262
"37","ran_vals","upstream_vcs_link","https://github.com/c-ares/c-ares.git","D",-0.920877719655166,0.35310277233578,-1.61294643627454,-0.22880900303579,0,44
"38","ran_vals","upstream_vcs_link","https://github.com/c4urself/bump2version","D",-0.824020108192499,0.355157213957431,-1.52011545639865,-0.127924759986348,0,54
"39","ran_vals","upstream_vcs_link","https://github.com/calamares/calamares.git","D",0.888165961200377,0.115616482281243,0.661561819909926,1.11477010249083,2,443
"40","ran_vals","upstream_vcs_link","https://github.com/canonical/lightdm.git","D",-0.946031687394015,0.386392119326965,-1.70334632518497,-0.188717049603061,0,39
"41","ran_vals","upstream_vcs_link","https://github.com/capistrano/capistrano.git","D",0.323483707157576,0.159661730236651,0.0105524661843895,0.636414948130762,2,291
"42","ran_vals","upstream_vcs_link","https://github.com/capistrano/sshkit.git","D",-0.0539378704039752,0.223056351121329,-0.4911202851247,0.38324454431675,1,191
"43","ran_vals","upstream_vcs_link","https://github.com/ceres-solver/ceres-solver.git","D",-0.0543676821967114,0.223492912767107,-0.492405742020193,0.383670377626771,1,190
"44","ran_vals","upstream_vcs_link","https://github.com/cesbit/libcleri.git","D",-0.113144159522504,0.23541815463199,-0.574555263908085,0.348266944863077,1,182
"45","ran_vals","upstream_vcs_link","https://github.com/CESNET/libyang","D",-1.20563293489931,0.430976220293538,-2.05033080486784,-0.360935064930771,0,11
"46","ran_vals","upstream_vcs_link","https://github.com/cespare/reflex.git","D",-0.753742568114212,0.313309690140785,-1.36781827679755,-0.13966685943087,0,62
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"49","ran_vals","upstream_vcs_link","https://github.com/clojure/core.cache","D",-1.14550191080134,0.403143988940828,-1.93564960970918,-0.355354211893504,0,16
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"69","ran_vals","upstream_vcs_link","https://github.com/deckar01/task_list.git","D",-0.69367366720235,0.327340652309585,-1.33524955640498,-0.0520977779997148,0,72
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"71","ran_vals","upstream_vcs_link","https://github.com/developit/preact.git","D",0.868785323073349,0.115417948883245,0.642570300092704,1.09500034605399,2,440
"72","ran_vals","upstream_vcs_link","https://github.com/Diaoul/subliminal.git","D",-0.0126099517878905,0.208656874106615,-0.421569910163564,0.396350006587783,1,201
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"77","ran_vals","upstream_vcs_link","https://github.com/doorkeeper-gem/doorkeeper-openid_connect.git","D",0.116827096667743,0.195949965992922,-0.267227779450232,0.500881972785719,1,233
"78","ran_vals","upstream_vcs_link","https://github.com/dpmb/dpmb","D",0.442554242236383,0.165551110850047,0.118080027369693,0.767028457103073,2,317
"79","ran_vals","upstream_vcs_link","https://github.com/drwetter/testssl.sh.git","D",0.46506875942872,0.161924886592716,0.147701813506264,0.782435705351175,2,327
"80","ran_vals","upstream_vcs_link","https://github.com/easyrdf/easyrdf.git","D",0.0836614530152976,0.207727038492144,-0.323476061044469,0.490798967075065,1,224
"81","ran_vals","upstream_vcs_link","https://github.com/eavgerinos/pkg-pick","D",-0.685769266426672,0.332469809532154,-1.33739811905659,-0.0341404137967589,0,75
"82","ran_vals","upstream_vcs_link","https://github.com/eclipse-ee4j/eclipselink.git","D",0.0639092524789689,0.204987080465717,-0.33785804252985,0.465676547487787,1,219
"83","ran_vals","upstream_vcs_link","https://github.com/elastic/elasticsearch-ruby","D",0.386422143429894,0.163536611904867,0.0658962739426515,0.706948012917137,2,309
"84","ran_vals","upstream_vcs_link","https://github.com/elasticsearch/curator.git","D",0.347910339026654,0.161578798970409,0.0312217123794159,0.664598965673893,2,297
"85","ran_vals","upstream_vcs_link","https://github.com/Electrostatics/apbs","D",-0.443376685391335,0.279146598514149,-0.990493964885929,0.103740594103258,1,119
"86","ran_vals","upstream_vcs_link","https://github.com/elves/elvish.git","D",0.747039457319535,0.122753405248402,0.506447204053017,0.987631710586053,2,410
"87","ran_vals","upstream_vcs_link","https://github.com/emacs-lsp/lsp-mode.git","D",0.825450860680099,0.120652163200596,0.588976966150082,1.06192475521012,2,431
"88","ran_vals","upstream_vcs_link","https://github.com/emcrisostomo/fswatch.git","D",-0.690800610309613,0.319838976460456,-1.31767348502426,-0.0639277355949662,0,73
"89","ran_vals","upstream_vcs_link","https://github.com/EnterpriseDB/mysql_fdw.git","D",-0.571482926807252,0.288916132027397,-1.13774814013357,-0.00521771348093414,0,92
"90","ran_vals","upstream_vcs_link","https://github.com/eproxus/meck.git","D",-0.412884584444981,0.283197137505015,-0.967940774479648,0.142171605589686,1,123
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"209","ran_vals","upstream_vcs_link","https://github.com/LLNL/sundials.git","D",0.330081995323045,0.174435308760232,-0.0118049274791334,0.671968918125223,1,293
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"211","ran_vals","upstream_vcs_link","https://github.com/log2timeline/plaso","D",0.287596474382028,0.169634815699012,-0.0448816549121258,0.620074603676181,1,280
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"214","ran_vals","upstream_vcs_link","https://github.com/lualdap/lualdap.git","D",-0.535313686921974,0.292983431213256,-1.10955066016692,0.0389232863229748,1,96
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"216","ran_vals","upstream_vcs_link","https://github.com/lunarmodules/say.git","D",-0.272094994475258,0.239693419943132,-0.74188546489503,0.197695475944515,1,147
"217","ran_vals","upstream_vcs_link","https://github.com/lxc/lxcfs.git","D",0.224186864077195,0.190323679694406,-0.148840693528978,0.597214421683368,1,263
"218","ran_vals","upstream_vcs_link","https://github.com/major/MySQLTuner-perl","D",-0.963254175485765,0.378269008491019,-1.70464780859584,-0.221860542375692,0,36
"219","ran_vals","upstream_vcs_link","https://github.com/mapbox/leaflet-image","D",-0.639390901353911,0.308103255486409,-1.24326218562681,-0.0355196170810077,0,82
"220","ran_vals","upstream_vcs_link","https://github.com/mapbox/mapnik-vector-tile.git","D",0.191373404991251,0.178508009689798,-0.158495864952681,0.541242674935182,1,256
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"222","ran_vals","upstream_vcs_link","https://github.com/math-comp/math-comp","D",-0.205526549431197,0.235482092375485,-0.667062969491281,0.256009870628887,1,162
"223","ran_vals","upstream_vcs_link","https://github.com/mathjax/MathJax","D",-0.119044719521969,0.215371498366542,-0.541165099616818,0.303075660572879,1,180
"224","ran_vals","upstream_vcs_link","https://github.com/matlab2tikz/matlab2tikz","D",0.79677050994204,0.118321667581285,0.564864302892,1.02867671699208,2,425
"225","ran_vals","upstream_vcs_link","https://github.com/MatMoul/g810-led.git","D",-0.230964898427115,0.236350277394589,-0.694202929856559,0.23227313300233,1,157
"226","ran_vals","upstream_vcs_link","https://github.com/matrix-org/synapse.git","D",0.902476221387819,0.105534928865027,0.695631561701369,1.10932088107427,2,445
"227","ran_vals","upstream_vcs_link","https://github.com/matthewdeanmartin/terminaltables","D",-0.335841152247684,0.265103848367359,-0.855435147210675,0.183752842715306,1,139
"228","ran_vals","upstream_vcs_link","https://github.com/maxmind/geoip-api-perl.git","D",-0.841993248785363,0.353261998666109,-1.53437404327757,-0.149612454293153,0,52
"229","ran_vals","upstream_vcs_link","https://github.com/mfontanini/libtins.git","D",0.497392258823552,0.147228788845595,0.208829135198733,0.785955382448372,2,339
"230","ran_vals","upstream_vcs_link","https://github.com/michaelrsweet/htmldoc.git","D",-0.818057155117003,0.353227141441114,-1.51036963070362,-0.125744679530384,0,55
"231","ran_vals","upstream_vcs_link","https://github.com/mishoo/UglifyJS2","D",0.5793188995554,0.139161823928501,0.306566736632635,0.852071062478166,2,358
"232","ran_vals","upstream_vcs_link","https://github.com/mlpack/ensmallen","D",0.680521103503959,0.135320867069258,0.415297077691481,0.945745129316437,2,392
"233","ran_vals","upstream_vcs_link","https://github.com/mlpack/mlpack","D",0.7353393749524,0.125976665466882,0.48842964774486,0.982249102159941,2,406
"234","ran_vals","upstream_vcs_link","https://github.com/moment/moment.git","D",0.458559501401706,0.147667548492875,0.169136424670348,0.747982578133063,2,323
"235","ran_vals","upstream_vcs_link","https://github.com/mongodb/mongo-c-driver","D",0.0846178134082428,0.202235756957411,-0.311756986614477,0.480992613430963,1,225
"236","ran_vals","upstream_vcs_link","https://github.com/mongoengine/flask-mongoengine","D",-0.494829161787012,0.280999627968191,-1.04557831227382,0.0559199886997968,1,107
"237","ran_vals","upstream_vcs_link","https://github.com/Mottie/tablesorter.git","D",0.561295236596873,0.137092565036995,0.292598746576147,0.829991726617599,2,353
"238","ran_vals","upstream_vcs_link","https://github.com/mqttjs/mqtt-packet","D",-0.544296193766562,0.294177094787481,-1.12087270462665,0.0322803170935264,1,95
"239","ran_vals","upstream_vcs_link","https://github.com/mruby-debian/mruby","D",0.660460463277812,0.122786658938983,0.419803033975403,0.901117892580222,2,383
"240","ran_vals","upstream_vcs_link","https://github.com/mvz/ruby-gir-ffi","D",0.0803586594886296,0.211316302663734,-0.333813683078454,0.494531002055713,1,223
"241","ran_vals","upstream_vcs_link","https://github.com/mypaint/libmypaint","D",-0.116422955476629,0.223280967174004,-0.554045609570946,0.321199698617689,1,181
"242","ran_vals","upstream_vcs_link","https://github.com/mypaint/mypaint","D",0.333253710818971,0.165389224050471,0.00909678824902105,0.657410633388921,2,295
"243","ran_vals","upstream_vcs_link","https://github.com/NagiosEnterprises/nrpe.git","D",-1.22214917093772,0.429804507561525,-2.06455052615129,-0.379747815724161,0,10
"244","ran_vals","upstream_vcs_link","https://github.com/namhyung/uftrace","D",0.760699648777119,0.123257922638799,0.519118559595848,1.00228073795839,2,414
"245","ran_vals","upstream_vcs_link","https://github.com/netty/netty","D",-0.13454074221682,0.237340664538481,-0.599719896779045,0.330638412345405,1,175
"246","ran_vals","upstream_vcs_link","https://github.com/nicolargo/glances","D",-1.25699745533722,0.427408769215114,-2.09470324967544,-0.41929166099901,0,4
"247","ran_vals","upstream_vcs_link","https://github.com/nikic/PHP-Parser","D",-0.759594095662836,0.362942284827016,-1.47094790239046,-0.0482402889352073,0,61
"248","ran_vals","upstream_vcs_link","https://github.com/ninja-build/ninja.git","D",0.307147417994887,0.181857472029441,-0.0492866775023172,0.663581513492092,1,287
"249","ran_vals","upstream_vcs_link","https://github.com/nixxcode/amsynth.git","D",0.332918311070306,0.179472902891992,-0.0188421147988531,0.684678736939465,1,294
"250","ran_vals","upstream_vcs_link","https://github.com/nodejs/node-gyp.git","D",-0.591470664800044,0.29415708958773,-1.16800796618912,-0.0149333634109705,0,89
"251","ran_vals","upstream_vcs_link","https://github.com/nojhan/liquidprompt.git","D",0.546588250114922,0.149592565088043,0.253392210187395,0.83978429004245,2,345
"252","ran_vals","upstream_vcs_link","https://github.com/npm/abbrev-js","D",-1.03356648231638,0.36568940985391,-1.75030455515775,-0.316828409475012,0,26
"253","ran_vals","upstream_vcs_link","https://github.com/npm/nopt","D",-0.223377982446268,0.270414611050944,-0.753380880999524,0.306624916106988,1,159
"254","ran_vals","upstream_vcs_link","https://github.com/ntop/nDPI.git","D",0.708140679970191,0.144730837215953,0.424473451574594,0.991807908365788,2,401
"255","ran_vals","upstream_vcs_link","https://github.com/Nuitka/Nuitka","D",-0.466987046041242,0.278746606621402,-1.01332035583194,0.0793462637494607,1,115
"256","ran_vals","upstream_vcs_link","https://github.com/numba/numba.git","D",0.773483056035063,0.121899834038568,0.534563771598059,1.01240234047207,2,420
"257","ran_vals","upstream_vcs_link","https://github.com/nvbn/thefuck.git","D",0.32911335025957,0.164591028308698,0.00652086259610973,0.65170583792303,2,292
"258","ran_vals","upstream_vcs_link","https://github.com/oauth-xx/oauth-ruby","D",-0.471345677300399,0.291799220979223,-1.04326164113652,0.100570286535723,1,113
"259","ran_vals","upstream_vcs_link","https://github.com/ocaml/dune.git","D",0.903397732054494,0.110363460849763,0.687089323579763,1.11970614052923,2,446
"260","ran_vals","upstream_vcs_link","https://github.com/OCamlPro/alt-ergo.git","D",0.0685095972365128,0.207970912564715,-0.339105901222256,0.476125095695282,1,220
"261","ran_vals","upstream_vcs_link","https://github.com/ocsigen/js_of_ocaml.git","D",0.197241624143532,0.191862098134231,-0.178801178197849,0.573284426484914,1,258
"262","ran_vals","upstream_vcs_link","https://github.com/olive-editor/olive","D",-0.337493384389019,0.284007680988944,-0.89413821046009,0.219151441682052,1,138
"263","ran_vals","upstream_vcs_link","https://github.com/oneapi-src/oneTBB.git","D",0.683854098878028,0.138543086984958,0.412314638080512,0.955393559675545,2,393
"264","ran_vals","upstream_vcs_link","https://github.com/open-power/skiboot.git","D",-1.03259087256932,0.395720117720566,-1.80818805125958,-0.256993693879059,0,27
"265","ran_vals","upstream_vcs_link","https://github.com/openalpr/openalpr","D",-0.282850628425202,0.258109259074239,-0.788735480287027,0.223034223436624,1,146
"266","ran_vals","upstream_vcs_link","https://github.com/opencontainers/runc","D",0.766615154091493,0.121343378427383,0.528786502611408,1.00444380557158,2,416
"267","ran_vals","upstream_vcs_link","https://github.com/OpenPrinting/cups-filters","D",-0.611669698439525,0.339265773623205,-1.27661839592813,0.053278999049076,1,85
"268","ran_vals","upstream_vcs_link","https://github.com/openstreetmap/osm2pgsql.git","D",0.488153297452298,0.147198385044564,0.199649764182493,0.776656830722103,2,334
"269","ran_vals","upstream_vcs_link","https://github.com/openSUSE/open-build-service","D",-0.168983378849943,0.247132797338797,-0.65335476103262,0.315388003332734,1,167
"270","ran_vals","upstream_vcs_link","https://github.com/OpenTTD/OpenTTD.git","D",0.601178143210922,0.140119561389021,0.326548849358893,0.875807437062952,2,368
"271","ran_vals","upstream_vcs_link","https://github.com/osantana/dicteval.git","D",-0.495657164886863,0.306308423845492,-1.09601064378526,0.104696314011532,1,106
"272","ran_vals","upstream_vcs_link","https://github.com/OSGeo/PROJ.git","D",0.41468481181569,0.163929908908877,0.09338809436536,0.73598152926602,2,310
"273","ran_vals","upstream_vcs_link","https://github.com/OSGeo/shapelib.git","D",-0.752137087433591,0.355015240280326,-1.44795417234586,-0.0563200025213185,0,63
"274","ran_vals","upstream_vcs_link","https://github.com/osmcode/libosmium.git","D",0.318907187721476,0.165982596557171,-0.00641272359102063,0.644227099033972,1,290
"275","ran_vals","upstream_vcs_link","https://github.com/osmcode/osmium-tool.git","D",0.241317182556366,0.184827575062343,-0.120938207915699,0.603572573028431,1,268
"276","ran_vals","upstream_vcs_link","https://github.com/P403n1x87/austin","D",0.131904296103262,0.209739948196627,-0.279178448481424,0.542987040687947,1,240
"277","ran_vals","upstream_vcs_link","https://github.com/PDAL/PDAL.git","D",0.669040045982738,0.126254321458643,0.421586123031254,0.916493968934222,2,388
"278","ran_vals","upstream_vcs_link","https://github.com/pdfminer/pdfminer.six.git","D",0.224978600731384,0.199995788683441,-0.167005942147844,0.616963143610611,1,264
"279","ran_vals","upstream_vcs_link","https://github.com/pgbackrest/pgbackrest","D",0.608718155221365,0.140221579414719,0.333888909713193,0.883547400729537,2,370
"280","ran_vals","upstream_vcs_link","https://github.com/pgRouting/pgrouting.git","D",0.450549491468212,0.152265241881954,0.152115101282302,0.748983881654122,2,321
"281","ran_vals","upstream_vcs_link","https://github.com/philpem/printer-driver-ptouch.git","D",-0.503274541442407,0.282184778103259,-1.05634654351022,0.049797460625407,1,104
"282","ran_vals","upstream_vcs_link","https://github.com/phpmyadmin/motranslator","D",0.119070879169119,0.203818122792233,-0.28040530090022,0.518547059238458,1,234
"283","ran_vals","upstream_vcs_link","https://github.com/plastex/plastex","D",-1.19568104722618,0.431693790572015,-2.04178532909691,-0.349576765355456,0,12
"284","ran_vals","upstream_vcs_link","https://github.com/plotly/plotly.R.git","D",0.609854305213171,0.135150674024174,0.344963851639478,0.874744758786864,2,371
"285","ran_vals","upstream_vcs_link","https://github.com/porridge/bambam","D",-0.459727655764924,0.285402187464682,-1.01910566430465,0.0996503527748021,1,117
"286","ran_vals","upstream_vcs_link","https://github.com/PracticallyGreen/omniauth-saml.git","D",0.159660786080675,0.195762195524841,-0.224026066682501,0.54334763884385,1,249
"287","ran_vals","upstream_vcs_link","https://github.com/prawnpdf/prawn","D",0.508513069222362,0.145555921480668,0.223228705383712,0.793797433061012,2,340
"288","ran_vals","upstream_vcs_link","https://github.com/prehor/amavisd-milter","D",0.148951900142033,0.207451880914322,-0.25764631497513,0.555550115259196,1,245
"289","ran_vals","upstream_vcs_link","https://github.com/processone/eimp.git","D",-0.726102713279668,0.344825336490973,-1.40194795375888,-0.050257472800456,0,68
"290","ran_vals","upstream_vcs_link","https://github.com/processone/fast_tls.git","D",-0.623475959586225,0.327241886641495,-1.2648582716365,0.0179063524640448,1,84
"291","ran_vals","upstream_vcs_link","https://github.com/processone/pkix.git","D",-0.665434079532952,0.321234947996376,-1.29504300818145,-0.035825150884459,0,80
"292","ran_vals","upstream_vcs_link","https://github.com/processone/stun.git","D",-0.729120338003059,0.344736238678404,-1.40479094997853,-0.0534497260275839,0,66
"293","ran_vals","upstream_vcs_link","https://github.com/prometheus/haproxy_exporter","D",-0.165074312469797,0.235762806120078,-0.62716092135925,0.297012296419656,1,169
"294","ran_vals","upstream_vcs_link","https://github.com/prometheus/mysqld_exporter","D",0.00579140118022603,0.218587521478542,-0.422632268387592,0.434215070748044,1,203
"295","ran_vals","upstream_vcs_link","https://github.com/prometheus/node_exporter","D",0.272905798198423,0.17813017758251,-0.0762229344230206,0.622034530819867,1,278
"296","ran_vals","upstream_vcs_link","https://github.com/prometheus/pushgateway","D",-0.226120988395901,0.253749572682707,-0.723461011946435,0.271219035154634,1,158
"297","ran_vals","upstream_vcs_link","https://github.com/prometheus/snmp_exporter","D",-0.523795564664889,0.28371259221996,-1.07986202737651,0.0322708980467324,1,100
"298","ran_vals","upstream_vcs_link","https://github.com/psf/black.git","D",0.825280173749373,0.12888446362868,0.572671266870398,1.07788908062835,2,430
"299","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/clj-kitchensink.git","D",-0.485975739624604,0.274892004517615,-1.02475416811715,0.0528026888679425,1,110
"300","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/marionette-collective","D",0.101888532573276,0.203656754341111,-0.297271371143623,0.501048436290176,1,229
"301","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/puppetlabs-apache","D",0.599112210838446,0.130897916300684,0.342557009237767,0.855667412439125,2,366
"302","ran_vals","upstream_vcs_link","https://github.com/puppetlabs/puppetlabs-concat","D",-0.0595990965174618,0.213650704891806,-0.478346783376996,0.359148590342073,1,187
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"350","ran_vals","upstream_vcs_link","https://github.com/SethMMorton/natsort.git","D",-0.854670423947402,0.355204770678762,-1.55085898161459,-0.158481866280218,0,50
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"352","ran_vals","upstream_vcs_link","https://github.com/simd-everywhere/simde","D",0.871790513632243,0.1168777460388,0.642714340801976,1.10086668646251,2,441
"353","ran_vals","upstream_vcs_link","https://github.com/sinatra/sinatra.git","D",0.0801859015365454,0.197318731525257,-0.306551705728086,0.466923508801177,1,222
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"356","ran_vals","upstream_vcs_link","https://github.com/smarty-php/smarty.git","D",0.161116371133909,0.208543097955749,-0.247620590083768,0.569853332351585,1,251
"357","ran_vals","upstream_vcs_link","https://github.com/solnic/virtus.git","D",-0.0516426838782205,0.20074025070227,-0.44508634550221,0.341800977745769,1,192
"358","ran_vals","upstream_vcs_link","https://github.com/sopel-irc/sopel.git","D",0.589053756992665,0.13161083028618,0.331101269656339,0.847006244328991,2,362
"359","ran_vals","upstream_vcs_link","https://github.com/spacetelescope/gwcs","D",0.244928411058185,0.184383985854337,-0.116457560542258,0.606314382658628,1,269
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"361","ran_vals","upstream_vcs_link","https://github.com/stachenov/quazip.git","D",-0.309433818268962,0.266328214552351,-0.831427526858427,0.212559890320502,1,142
"362","ran_vals","upstream_vcs_link","https://github.com/stephane/libmodbus.git","D",-0.767379430498093,0.32170834179408,-1.39791619394059,-0.136842667055594,0,59
"363","ran_vals","upstream_vcs_link","https://github.com/supercollider/supercollider.git","D",0.649301131996931,0.131542120769655,0.391483312838388,0.907118951155473,2,381
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"368","ran_vals","upstream_vcs_link","https://github.com/thoughtbot/factory_girl.git","D",-0.412849960009922,0.271396418337725,-0.944777165485029,0.119077245465185,1,124
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"370","ran_vals","upstream_vcs_link","https://github.com/tinfoil/devise-two-factor.git","D",-0.610868284799434,0.30153289285816,-1.2018618949556,-0.0198746746432669,0,86
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"374","ran_vals","upstream_vcs_link","https://github.com/tpm2-software/tpm2-abrmd.git","D",0.64217464339873,0.137578309096269,0.372526112516124,0.911823174281335,2,378
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"376","ran_vals","upstream_vcs_link","https://github.com/troglobit/inadyn","D",-1.23735942944846,0.428746240057318,-2.07768661846777,-0.397032240429152,0,7
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"379","ran_vals","upstream_vcs_link","https://github.com/twisted/twisted.git","D",0.85172541622389,0.10661084144239,0.642772006635296,1.06067882581248,2,436
"380","ran_vals","upstream_vcs_link","https://github.com/ua-parser/uap-core.git","D",-1.03576113221985,0.384896448335719,-1.79014430873524,-0.281377955704455,0,23
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"382","ran_vals","upstream_vcs_link","https://github.com/unknown-horizons/unknown-horizons.git","D",0.810001516095167,0.109052271981369,0.596262990579418,1.02374004161092,2,427
"383","ran_vals","upstream_vcs_link","https://github.com/varietywalls/variety.git","D",0.152647331534303,0.195346233300065,-0.230224250249384,0.53551891331799,1,247
"384","ran_vals","upstream_vcs_link","https://github.com/varvet/pundit","D",-0.0169669221131868,0.215216352844384,-0.438783222572244,0.40484937834587,1,200
"385","ran_vals","upstream_vcs_link","https://github.com/vim-airline/vim-airline.git","D",0.66807915758484,0.136079349449666,0.401368533623854,0.934789781545827,2,386
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"387","ran_vals","upstream_vcs_link","https://github.com/virt-manager/virt-manager","D",0.717495274204609,0.130339846420342,0.462033869470257,0.972956678938961,2,403
"388","ran_vals","upstream_vcs_link","https://github.com/voxpupuli/beaker","D",0.632014087599935,0.128380030222241,0.380393852030179,0.883634323169691,2,375
"389","ran_vals","upstream_vcs_link","https://github.com/voxpupuli/librarian-puppet.git","D",-0.396852431279343,0.261835172522095,-0.910039939308481,0.116335076749794,1,127
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"391","ran_vals","upstream_vcs_link","https://github.com/webcamoid/webcamoid.git","D",-0.0417606017654571,0.219384788853146,-0.471746886673547,0.388225683142632,1,193
"392","ran_vals","upstream_vcs_link","https://github.com/websocket-client/websocket-client","D",0.266298440805381,0.18217073374211,-0.090749636366391,0.623346517977153,1,274
"393","ran_vals","upstream_vcs_link","https://github.com/X0rg/CPU-X.git","D",-0.967835891347927,0.397025075159045,-1.74599073961896,-0.18968104307689,0,34
"394","ran_vals","upstream_vcs_link","https://github.com/Xastir/Xastir.git","D",-1.10811278727993,0.393515693239725,-1.8793893733811,-0.336836201178753,0,18
"395","ran_vals","upstream_vcs_link","https://github.com/Xaviju/inkscape-open-symbols","D",-0.0294496904140887,0.227131494678189,-0.474619239738091,0.415719858909914,1,195
"396","ran_vals","upstream_vcs_link","https://github.com/xtaran/unburden-home-dir","D",-0.357864567450362,0.261586155734927,-0.870564011545104,0.15483487664438,1,136
"397","ran_vals","upstream_vcs_link","https://github.com/ycm-core/ycmd","D",0.258768879242532,0.18181006042999,-0.0975722912272992,0.615110049712363,1,273
"398","ran_vals","upstream_vcs_link","https://github.com/ycm-core/YouCompleteMe","D",0.605917838044907,0.129059236627884,0.352966382382021,0.858869293707792,2,369
"399","ran_vals","upstream_vcs_link","https://github.com/yrro/command-t","D",-0.363657638190738,0.277911700726228,-0.908354562496418,0.181039286114943,1,135
"400","ran_vals","upstream_vcs_link","https://github.com/ytdl-org/youtube-dl.git","D",0.91701130108633,0.103375133881177,0.714399761782216,1.11962284039044,2,447
"401","ran_vals","upstream_vcs_link","https://github.com/zaach/jison","D",-1.26174559291376,0.427090195226717,-2.0988269937083,-0.424664192119213,0,2
"402","ran_vals","upstream_vcs_link","https://github.com/zeroc-ice/ice-builder-gradle-debian-packaging.git","D",-0.991444272778364,0.384981710825463,-1.74599456070289,-0.236893984853843,0,30
"403","ran_vals","upstream_vcs_link","https://github.com/zeroc-ice/ice-debian-packaging.git","D",0.122108272435877,0.206028775922629,-0.281700708151349,0.525917253023103,1,236
"404","ran_vals","upstream_vcs_link","https://github.com/zeromq/czmq.git","D",0.839345577076053,0.11153590745549,0.620739215480301,1.05795193867181,2,434
"405","ran_vals","upstream_vcs_link","https://github.com/zkat/ssri.git","D",0.125264822287787,0.206942467421778,-0.280334960730752,0.530864605306327,1,238
"406","ran_vals","upstream_vcs_link","https://github.com/zloirock/core-js.git","D",0.782184367200087,0.128121546126395,0.531070751148765,1.03329798325141,2,421
"407","ran_vals","upstream_vcs_link","https://github.com/zmartzone/cjose.git","D",-0.932461942928738,0.364604909480266,-1.64707443409655,-0.21784945176093,0,42
"408","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/BTrees.git","D",-0.966008724610304,0.396383652238348,-1.74290640705792,-0.189111042162692,0,35
"409","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.deprecation.git","D",-0.700229425535833,0.352853725384923,-1.39181001910107,-0.0086488319705974,0,71
"410","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.event","D",-0.950101837353978,0.38573798692518,-1.70613439919631,-0.194069275511643,0,38
"411","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.i18nmessageid","D",-0.261451245849519,0.279429287623011,-0.809122585816304,0.286220094117267,1,151
"412","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.interface.git","D",-0.908999591447254,0.388915865260083,-1.67126068037325,-0.14673850252126,0,46
"413","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.proxy","D",-1.09099576494991,0.41954539499162,-1.91328962901312,-0.268701900886703,0,19
"414","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.schema","D",-0.688323230293345,0.35143724044708,-1.37712756439577,0.000481103809074734,1,74
"415","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.testing","D",-0.933385269921547,0.389481925384378,-1.69675581630424,-0.170014723538849,0,41
"416","ran_vals","upstream_vcs_link","https://github.com/zopefoundation/zope.testrunner","D",-0.642070866620104,0.342798963833573,-1.31394448967156,0.0298027564313488,1,81
"417","ran_vals","upstream_vcs_link","https://github.com/zsh-users/antigen","D",0.429369816244775,0.163466641270819,0.10898108668024,0.74975854580931,2,315
"418","ran_vals","upstream_vcs_link","https://gitlab.com/gnutls/libtasn1","D",-0.72556905758938,0.319156673549858,-1.35110464317271,-0.100033472006052,0,69
"419","ran_vals","upstream_vcs_link","https://gitlab.com/ixion/ixion.git","D",-0.18930883877953,0.249899457960255,-0.679102776137711,0.300485098578652,1,164
"420","ran_vals","upstream_vcs_link","https://gitlab.com/libidn/libidn2","D",0.589689615967109,0.143956214449559,0.30754062029525,0.871838611638968,2,364
"421","ran_vals","upstream_vcs_link","https://gitlab.com/libosinfo/libosinfo.git","D",0.115353307089736,0.200483909500727,-0.277587935011476,0.508294549190949,1,232
"422","ran_vals","upstream_vcs_link","https://gitlab.com/libosinfo/osinfo-db-tools.git","D",-0.270699541895534,0.257929742995906,-0.776232548709182,0.234833464918115,1,148
"423","ran_vals","upstream_vcs_link","https://gitlab.com/libosinfo/osinfo-db.git","D",0.203507593237599,0.186081840613545,-0.161206112541871,0.568221299017069,1,259
"424","ran_vals","upstream_vcs_link","https://gitlab.com/o9000/tint2","D",0.545661886604578,0.14976834674125,0.252121320967621,0.839202452241536,2,344
"425","ran_vals","upstream_vcs_link","https://gitlab.com/oath-toolkit/oath-toolkit","D",-0.670273934525726,0.34360516890734,-1.34372769048591,0.00317982143446249,1,79
"426","ran_vals","upstream_vcs_link","https://gitlab.com/orcus/orcus","D",0.214588763849469,0.203460694583645,-0.184186869803978,0.613364397502916,1,260
"427","ran_vals","upstream_vcs_link","https://gitlab.dune-project.org/core/dune-common","D",0.483858293303346,0.147956980620386,0.193867940026098,0.773848646580594,2,332
"428","ran_vals","upstream_vcs_link","https://gitlab.freedesktop.org/pulseaudio/pulseaudio.git","D",0.678217854038308,0.141823028713871,0.400249825580731,0.956185882495884,2,391
"429","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/balsa","D",0.473489458940519,0.161353054349141,0.157243283620668,0.78973563426037,2,330
"430","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/clutter.git","D",0.012926649118249,0.218303510752987,-0.414940369656257,0.440793667892755,1,207
"431","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/folks","D",-0.427533783044338,0.2970158169186,-1.00967408704354,0.154606520954861,1,121
"432","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gcr.git","D",-0.295087159559762,0.278578191239789,-0.841090381268059,0.250916062148535,1,145
"433","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gdk-pixbuf","D",0.384379721398136,0.169029420104295,0.0530881456660268,0.715671297130246,2,308
"434","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/geary.git","D",0.549984175002644,0.145770775878798,0.26427870428174,0.835689645723548,2,346
"435","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gjs.git","D",0.44766355165891,0.15739431590883,0.139176361106283,0.756150742211536,2,319
"436","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/glade","D",0.226295766831698,0.177438653215836,-0.121477602936632,0.574069136600029,1,265
"437","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gnome-builder.git","D",0.799948250491879,0.116669198844098,0.571280822652305,1.02861567833145,2,426
"438","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gnome-calendar.git","D",0.25222796152035,0.18796289179129,-0.116172536820578,0.620628459861278,1,271
"439","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gnome-clocks.git","D",0.354390574573179,0.167866132489178,0.02537900067036,0.683402148475997,2,301
"440","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gnome-desktop.git","D",0.266998614290002,0.18333278475795,-0.0923270410210147,0.626324269601019,1,275
"441","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/gvfs.git","D",0.419227107902205,0.167238845819606,0.091444993279731,0.747009222524679,2,312
"442","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/json-glib.git","D",-0.491174847461998,0.300235245402802,-1.07962511534104,0.0972754204170391,1,109
"443","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/libgweather.git","D",0.648840529547345,0.142968371261332,0.368627670946783,0.929053388147907,2,380
"444","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/template-glib.git","D",0.0479333193886792,0.216204199273287,-0.375819124493283,0.471685763270642,1,216
"445","ran_vals","upstream_vcs_link","https://gitlab.gnome.org/GNOME/vala.git","D",0.744393125040855,0.125475426392101,0.498465808367529,0.99032044171418,2,408
"446","ran_vals","upstream_vcs_link","https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb","D",0.923120502562241,0.109790631551368,0.707934818881654,1.13830618624283,2,448
"447","ran_vals","upstream_vcs_link","https://invent.kde.org/office/ghostwriter","D",-0.724748432879413,0.318200717039959,-1.34841037813255,-0.101086487626272,0,70
"448","ran_vals","upstream_vcs_link","https://invent.kde.org/plasma/kscreen.git","D",0.185558566977925,0.195878897010486,-0.198357016494057,0.569474150449908,1,253
"449","ran_vals","upstream_vcs_link","https://invent.kde.org/plasma/kwin.git","D",0.974091653449848,0.108363871382078,0.761702368315645,1.18648093858405,2,450
"450","ran_vals","upstream_vcs_link","https://salsa.debian.org/emacsen-team/magithub","D",0.668212653111183,0.136644121474543,0.400395096321963,0.936030209900404,2,387
"451","ran_vals","upstream_vcs_link","https://salsa.debian.org/ruby-team/ruby-github-markup","D",-1.02265352954607,0.385319375927325,-1.77786562890908,-0.267441430183061,0,28
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 0.30120430329916 0.183243747800711 -0.0579468427823755 0.660355449380695 1 286
3 2 ran_vals upstream_vcs_link https://0xacab.org/schleuder/schleuder.git D 0.768150945086885 0.121760262822539 0.529505215206578 1.00679667496719 2 418
4 3 ran_vals upstream_vcs_link https://bitbucket.org/sshguard/sshguard.git D 0.195262005316205 0.182058308140672 -0.161565721725806 0.552089732358216 1 257
5 4 ran_vals upstream_vcs_link https://codeberg.org/freedroid/freedroid-src.git D 0.0796780283808042 0.209145878841172 -0.330240361662871 0.489596418424479 1 221
6 5 ran_vals upstream_vcs_link https://git.osgeo.org/gitea/postgis/postgis.git D 0.645264547417369 0.129185673188639 0.392065280649076 0.898463814185662 2 379
7 6 ran_vals upstream_vcs_link https://github.com/01org/isa-l.git D -0.156200974744953 0.241327560235025 -0.629194301282523 0.316792351792617 1 171
8 7 ran_vals upstream_vcs_link https://github.com/abishekvashok/cmatrix.git D -0.791664099006638 0.335793410705299 -1.44980709023489 -0.133521107778385 0 56
9 8 ran_vals upstream_vcs_link https://github.com/AFLplusplus/AFLplusplus.git D 0.859291535168121 0.118302501391707 0.627422893159376 1.09116017717687 2 438
10 9 ran_vals upstream_vcs_link https://github.com/ahmetb/kubectx D 0.012037697701554 0.221781638179721 -0.422646325562992 0.4467217209661 1 206
11 10 ran_vals upstream_vcs_link https://github.com/akheron/jansson.git D -0.954256171171129 0.387921889311111 -1.71456910303564 -0.193943239306618 0 37
12 11 ran_vals upstream_vcs_link https://github.com/alanxz/rabbitmq-c.git D -0.188650481368436 0.222256175027442 -0.624264579763853 0.246963617026981 1 165
13 12 ran_vals upstream_vcs_link https://github.com/alastair/python-musicbrainz-ngs D -0.121205586570882 0.233631693277709 -0.5791152910423 0.336704117900537 1 176
14 13 ran_vals upstream_vcs_link https://github.com/analogdevicesinc/libiio.git D 0.660188710953782 0.139324947816397 0.387116831085721 0.933260590821842 2 382
15 14 ran_vals upstream_vcs_link https://github.com/andialbrecht/sqlparse.git D -0.142312273905094 0.25344794894424 -0.639061125791351 0.354436577981163 1 174
16 15 ran_vals upstream_vcs_link https://github.com/angband/angband D 0.666329474330003 0.137777634540807 0.396290272754899 0.936368675905106 2 385
17 16 ran_vals upstream_vcs_link https://github.com/apache/trafficserver D 0.57337535423678 0.153633066954724 0.27226007617109 0.874490632302469 2 355
18 17 ran_vals upstream_vcs_link https://github.com/ARMmbed/yotta.git D 0.748298952007022 0.121694111982799 0.509782875390153 0.986815028623891 2 412
19 18 ran_vals upstream_vcs_link https://github.com/assimp/assimp D 0.756865076691339 0.123360994510005 0.515081970354686 0.998648183027991 2 413
20 19 ran_vals upstream_vcs_link https://github.com/astropy/astropy-helpers D -0.0735593790122092 0.20755408219019 -0.480357904949249 0.33323914692483 1 186
21 20 ran_vals upstream_vcs_link https://github.com/audacity/audacity.git D 0.864411949533359 0.113710119598942 0.64154421044169 1.08727968862503 2 439
22 21 ran_vals upstream_vcs_link https://github.com/aws/aws-cli D 0.79467642256546 0.113909096618107 0.571418695682476 1.01793414944844 2 423
23 22 ran_vals upstream_vcs_link https://github.com/aws/aws-xray-sdk-python D 0.0954898560321284 0.202136996343256 -0.300691376743759 0.491671088808016 1 228
24 23 ran_vals upstream_vcs_link https://github.com/awslabs/amazon-ecr-credential-helper D -0.786534589253113 0.353843101795599 -1.48005432495043 -0.0930148535557991 0 57
25 24 ran_vals upstream_vcs_link https://github.com/axel-download-accelerator/axel.git D 0.00722872196703294 0.215071136839046 -0.414302960351583 0.428760404285649 1 204
26 25 ran_vals upstream_vcs_link https://github.com/Backblaze/B2_Command_Line_Tool D 0.105522924721228 0.20234839045667 -0.291072632903494 0.50211848234595 1 230
27 26 ran_vals upstream_vcs_link https://github.com/Backblaze/b2-sdk-python.git D 0.492453609803066 0.157187057113666 0.184372639024441 0.800534580581692 2 337
28 27 ran_vals upstream_vcs_link https://github.com/bbatsov/powerpack.git D -1.1763177063524 0.414207759235671 -1.98814999657135 -0.364485416133444 0 14
29 28 ran_vals upstream_vcs_link https://github.com/Beep6581/RawTherapee D 0.784129981593121 0.120337075584149 0.548273647443315 1.01998631574293 2 422
30 29 ran_vals upstream_vcs_link https://github.com/biojava/biojava.git D 0.349508086721319 0.16650173004015 0.0231706924790153 0.675845480963623 2 298
31 30 ran_vals upstream_vcs_link https://github.com/bit-team/backintime D -0.507887861807303 0.306302678019056 -1.10823007909282 0.0924543554782155 1 103
32 31 ran_vals upstream_vcs_link https://github.com/bitletorg/weupnp.git D -0.97222708455174 0.366990047521058 -1.69151436037766 -0.252939808725823 0 32
33 32 ran_vals upstream_vcs_link https://github.com/bk138/gromit-mpx.git D -0.577717929295137 0.300999987438496 -1.1676670640216 0.0122312054313246 1 91
34 33 ran_vals upstream_vcs_link https://github.com/Blosc/c-blosc D 0.119160451876545 0.199671799865497 -0.272189084588118 0.510509988341209 1 235
35 34 ran_vals upstream_vcs_link https://github.com/bobek/pkg-pimd D -0.0585327904486928 0.213869945299353 -0.477710180610976 0.36064459971359 1 188
36 35 ran_vals upstream_vcs_link https://github.com/boxbackup/boxbackup.git D -0.735719627741779 0.341894351329307 -1.4058202428649 -0.065619012618654 0 65
37 36 ran_vals upstream_vcs_link https://github.com/brunonova/drmips D 0.221713690536513 0.185059459242265 -0.140996184576785 0.58442356564981 1 262
38 37 ran_vals upstream_vcs_link https://github.com/c-ares/c-ares.git D -0.920877719655166 0.35310277233578 -1.61294643627454 -0.22880900303579 0 44
39 38 ran_vals upstream_vcs_link https://github.com/c4urself/bump2version D -0.824020108192499 0.355157213957431 -1.52011545639865 -0.127924759986348 0 54
40 39 ran_vals upstream_vcs_link https://github.com/calamares/calamares.git D 0.888165961200377 0.115616482281243 0.661561819909926 1.11477010249083 2 443
41 40 ran_vals upstream_vcs_link https://github.com/canonical/lightdm.git D -0.946031687394015 0.386392119326965 -1.70334632518497 -0.188717049603061 0 39
42 41 ran_vals upstream_vcs_link https://github.com/capistrano/capistrano.git D 0.323483707157576 0.159661730236651 0.0105524661843895 0.636414948130762 2 291
43 42 ran_vals upstream_vcs_link https://github.com/capistrano/sshkit.git D -0.0539378704039752 0.223056351121329 -0.4911202851247 0.38324454431675 1 191
44 43 ran_vals upstream_vcs_link https://github.com/ceres-solver/ceres-solver.git D -0.0543676821967114 0.223492912767107 -0.492405742020193 0.383670377626771 1 190
45 44 ran_vals upstream_vcs_link https://github.com/cesbit/libcleri.git D -0.113144159522504 0.23541815463199 -0.574555263908085 0.348266944863077 1 182
46 45 ran_vals upstream_vcs_link https://github.com/CESNET/libyang D -1.20563293489931 0.430976220293538 -2.05033080486784 -0.360935064930771 0 11
47 46 ran_vals upstream_vcs_link https://github.com/cespare/reflex.git D -0.753742568114212 0.313309690140785 -1.36781827679755 -0.13966685943087 0 62
48 47 ran_vals upstream_vcs_link https://github.com/checkpoint-restore/criu.git D -0.528972585145468 0.312162742563835 -1.14080031788583 0.0828551475948957 1 99
49 48 ran_vals upstream_vcs_link https://github.com/cleishm/libneo4j-client D 0.454329614997865 0.155789977347958 0.148986870243557 0.759672359752174 2 322
50 49 ran_vals upstream_vcs_link https://github.com/clojure/core.cache D -1.14550191080134 0.403143988940828 -1.93564960970918 -0.355354211893504 0 16
51 50 ran_vals upstream_vcs_link https://github.com/clojure/tools.logging.git D -0.681797005574841 0.325742220400685 -1.32024002580429 -0.0433539853453909 0 77
52 51 ran_vals upstream_vcs_link https://github.com/ClusterLabs/pacemaker D 0.559846785333288 0.139246712765941 0.286928243346449 0.832765327320127 2 351
53 52 ran_vals upstream_vcs_link https://github.com/codedread/scour.git D -0.369760015422755 0.25447978873107 -0.868531236129014 0.129011205283504 1 133
54 53 ran_vals upstream_vcs_link https://github.com/codership/galera D -1.0724049488981 0.384813660038842 -1.82662586333327 -0.318184034462934 0 22
55 54 ran_vals upstream_vcs_link https://github.com/colmap/colmap D 0.555942572472235 0.142311266084002 0.277017616353295 0.834867528591174 2 350
56 55 ran_vals upstream_vcs_link https://github.com/composer/semver D -0.0213810180355094 0.218886995672002 -0.450391646236807 0.407629610165788 1 198
57 56 ran_vals upstream_vcs_link https://github.com/coq/coq D 0.965211292513306 0.117026438267156 0.73584368827068 1.19457889675593 2 449
58 57 ran_vals upstream_vcs_link https://github.com/coreruleset/coreruleset.git D -0.219706557537571 0.241574357050789 -0.693183596945536 0.253770481870395 1 161
59 58 ran_vals upstream_vcs_link https://github.com/CorsixTH/CorsixTH.git D 0.335634036885045 0.163449748606185 0.0152784163347975 0.655989657435293 2 296
60 59 ran_vals upstream_vcs_link https://github.com/cubiq/iscroll D -0.298634457407002 0.261279716368009 -0.81073329137914 0.213464376565137 1 144
61 60 ran_vals upstream_vcs_link https://github.com/cucumber/aruba.git D 0.0305900493529302 0.205174097277974 -0.371543791872417 0.432723890578277 1 211
62 61 ran_vals upstream_vcs_link https://github.com/cyrusimap/cyrus-sasl.git D -0.587174569236976 0.31779000556884 -1.21003153479869 0.0356823963247339 1 90
63 62 ran_vals upstream_vcs_link https://github.com/DamienCassou/beginend.git D -0.765018752093413 0.340012772460254 -1.43143154039912 -0.0986059637877018 0 60
64 63 ran_vals upstream_vcs_link https://github.com/darold/pgbadger.git D 0.256473519247456 0.167245495904975 -0.0713216293028368 0.584268667797749 1 272
65 64 ran_vals upstream_vcs_link https://github.com/dask/partd.git D -0.493646950014882 0.310111814080509 -1.10145493679306 0.114161036763295 1 108
66 65 ran_vals upstream_vcs_link https://github.com/datalad/datalad D 0.895505135724747 0.112077513948031 0.675837244909822 1.11517302653967 2 444
67 66 ran_vals upstream_vcs_link https://github.com/davesteele/comitup D 0.586571807313944 0.155013357359455 0.282751209766774 0.890392404861113 2 361
68 67 ran_vals upstream_vcs_link https://github.com/davidcelis/api-pagination.git D -0.105199877134056 0.224952247855058 -0.546098181171297 0.335698426903184 1 184
69 68 ran_vals upstream_vcs_link https://github.com/ddclient/ddclient.git D 0.768692395629219 0.131408137986125 0.511137177900943 1.02624761335749 2 419
70 69 ran_vals upstream_vcs_link https://github.com/deckar01/task_list.git D -0.69367366720235 0.327340652309585 -1.33524955640498 -0.0520977779997148 0 72
71 70 ran_vals upstream_vcs_link https://github.com/defunkt/mustache D 0.290656767665246 0.173668121735513 -0.0497264961990784 0.631040031529569 1 282
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439 438 ran_vals upstream_vcs_link https://gitlab.gnome.org/GNOME/gnome-calendar.git D 0.25222796152035 0.18796289179129 -0.116172536820578 0.620628459861278 1 271
440 439 ran_vals upstream_vcs_link https://gitlab.gnome.org/GNOME/gnome-clocks.git D 0.354390574573179 0.167866132489178 0.02537900067036 0.683402148475997 2 301
441 440 ran_vals upstream_vcs_link https://gitlab.gnome.org/GNOME/gnome-desktop.git D 0.266998614290002 0.18333278475795 -0.0923270410210147 0.626324269601019 1 275
442 441 ran_vals upstream_vcs_link https://gitlab.gnome.org/GNOME/gvfs.git D 0.419227107902205 0.167238845819606 0.091444993279731 0.747009222524679 2 312
443 442 ran_vals upstream_vcs_link https://gitlab.gnome.org/GNOME/json-glib.git D -0.491174847461998 0.300235245402802 -1.07962511534104 0.0972754204170391 1 109
444 443 ran_vals upstream_vcs_link https://gitlab.gnome.org/GNOME/libgweather.git D 0.648840529547345 0.142968371261332 0.368627670946783 0.929053388147907 2 380
445 444 ran_vals upstream_vcs_link https://gitlab.gnome.org/GNOME/template-glib.git D 0.0479333193886792 0.216204199273287 -0.375819124493283 0.471685763270642 1 216
446 445 ran_vals upstream_vcs_link https://gitlab.gnome.org/GNOME/vala.git D 0.744393125040855 0.125475426392101 0.498465808367529 0.99032044171418 2 408
447 446 ran_vals upstream_vcs_link https://gitlab.orfeo-toolbox.org/orfeotoolbox/otb D 0.923120502562241 0.109790631551368 0.707934818881654 1.13830618624283 2 448
448 447 ran_vals upstream_vcs_link https://invent.kde.org/office/ghostwriter D -0.724748432879413 0.318200717039959 -1.34841037813255 -0.101086487626272 0 70
449 448 ran_vals upstream_vcs_link https://invent.kde.org/plasma/kscreen.git D 0.185558566977925 0.195878897010486 -0.198357016494057 0.569474150449908 1 253
450 449 ran_vals upstream_vcs_link https://invent.kde.org/plasma/kwin.git D 0.974091653449848 0.108363871382078 0.761702368315645 1.18648093858405 2 450
451 450 ran_vals upstream_vcs_link https://salsa.debian.org/emacsen-team/magithub D 0.668212653111183 0.136644121474543 0.400395096321963 0.936030209900404 2 387
452 451 ran_vals upstream_vcs_link https://salsa.debian.org/ruby-team/ruby-github-markup D -1.02265352954607 0.385319375927325 -1.77786562890908 -0.267441430183061 0 28

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@ -7,7 +7,7 @@ from pathlib import Path
working_dir = "/data/users/mgaughan/kkex/time_specific_files/readme2/"
dest_dir = "/data/users/mgaughan/kkex/time_specific_files/partitioned_readme1/p"
dest_dir = "/data/users/mgaughan/kkex/time_specific_files/d_partitioned_readme/p"
def move_file(vcs_link, group):
if "github" in vcs_link or "gitlab" in vcs_link:
@ -91,5 +91,5 @@ def for_all_files(csv_path):
print(len(already_seen))
if __name__ == "__main__":
for_all_files("final_data/contrib_rdd_groupings.csv")
for_all_files("final_data/deb_readme_d_groupings.csv")
#for_all_files("R/051224_contrib_grouped.csv")