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data is consolidated into one file (inc up_mean)

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This commit is contained in:
Matthew Gaughan 2023-11-09 23:18:34 -06:00
parent 863a35ffb8
commit 455ec3b2cf
4 changed files with 360 additions and 6 deletions
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4
R/calculatePower.R
View File

@ -19,13 +19,13 @@ library(readr)
# (1) - Get the pilot data and clean it
#source('~/Research/tor_wikipedia_edits/handcoded_edits/inter_coder_reliability_ns0.R')
#source ('/data/users/mgaughan/kkex_data_110823_3')
data1 <- read_csv('../power_data_110923_mmt.csv',show_col_types = FALSE)
data1 <- read_csv('../power_data_111023_mmt_ufm.csv',show_col_types = FALSE)
#d$nd <- to_logical(d$not.damaging, custom_true=c("Y"))
#levels(d$source) <- c("IP-based Editors", "New Editors", "Registered Editors", "Tor-based Editors")
# (2) - Run the model on the pilot data
pilotM <- glm(up_fac_mean ~ ((mmt)/ (milestones/age)), # give the anticipated regression a try
pilotM <- glm(up.fac.mean ~ ((mmt) / (milestones/age)), # give the anticipated regression a try
family=gaussian(link='identity'), data=data1)
summary(pilotM) #we expect effect sizes on this order

4
R/powerAnalysis.R
View File

@ -24,7 +24,7 @@ makeDataNew <- function(n) {
sample(1.610638: 1.684438, 1, replace = FALSE),
sample(-0.1961401:-0.1647757, 1, replace = FALSE)
)
colnames(sDF) <- c('age', 'contributors', 'collaborators', 'milestones', 'mmt', 'up_fac_mean')
colnames(sDF) <- c('age', 'contributors', 'collaborators', 'milestones', 'mmt', 'up.fac.mean')
return(sDF)
}
@ -38,7 +38,7 @@ powerCheck <- function(n, nSims) { #run a power calculation on the dataset given
for (s in 1:nSims) { # repeatedly we will....
simData <- makeDataNew(n) # make some data
#have updated for kkex through here, now need to look at the underproduction work
m1.sim <- glm(up_fac_mean ~ ((mmt)/ (milestones/age)), # give the anticipated regression a try
m1.sim <- glm(up.fac.mean ~ ((mmt)/ (milestones/age)), # give the anticipated regression a try
family=gaussian(link='identity'), data=simData)
p0 <- coef(summary(m1.sim))[1,4]
p1 <- coef(summary(m1.sim))[2,4]

27
consolidate_data.py
View File

@ -1,10 +1,34 @@
import json
import os
import csv
import pandas
directory = '/data/users/mgaughan/kkex_data_110823_3/'
#directory = '/data/users/mgaughan/kkex_data_110823_3/'
path_to_file = 'power_data_110923_mmt.csv'
csv_1 = pandas.read_csv(path_to_file)
print(csv_1)
csv_2 = pandas.read_csv('/data_ext/users/kcz1100/kaylea_dissertation/collabnetXS/raw_data/inst_all_packages_full_results.csv')
print(csv_2['pkg'])
up_fac_mean = []
for index, row in csv_1.iterrows():
temporary_proj_name = row['repo'][:-12].split('_')[1]
proj_name = ""
if '.git' in temporary_proj_name:
proj_name = temporary_proj_name[:-4]
else:
proj_name = temporary_proj_name
row = csv_2.loc[csv_2['pkg'] == proj_name]
print(proj_name + row['pkg'])
print(row['up.fac.mean'])
up_fac_mean.append(row['up.fac.mean'])
csv_1['up.fac.mean'] = up_fac_mean
print(csv_1)
csv1.to_csv('power_data_111023_mmt_ufm.csv')
'''
with open('/data/users/mgaughan/power_data_110923.csv', "w") as csv_file:
csv_header = ['repo', 'age', 'contributors', 'collaborators', 'milestones']
writer = csv.writer(csv_file, delimiter=',')
@ -22,3 +46,4 @@ with open('/data/users/mgaughan/power_data_110923.csv', "w") as csv_file:
new_row.append(data['perceval_obj']['collaborators'])
new_row.append(data['gha_obj']['milestone_count'])
writer.writerow(new_row)
'''

329
power_data_111023_mmt_ufm.csv Normal file
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@ -0,0 +1,329 @@
,Unnamed: 0,repo,age,contributors,collaborators,milestones,mmt,up.fac.mean
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1,2,pronovic_cedar-backup2_result.json,424.797465277778,0,5,0,2.0,"1516 -2.23963
Name: up.fac.mean, dtype: float64"
2,3,ksh93_ksh_result.json,2813.06396990741,20,10,0,1.33333333333333,"7582 2.109004
Name: up.fac.mean, dtype: float64"
3,4,openstack_hacking_result.json,3604.47774305556,7,92,0,1.92929292929293,"Series([], Name: up.fac.mean, dtype: float64)"
4,5,git.launchpad.net_ufw_result.json,1996.98329861111,1,7,0,1.875,"20389 0.261556
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5,6,SpamExperts_pyzor_result.json,3447.63559027778,6,19,1,1.76,"16728 0.917153
Name: up.fac.mean, dtype: float64"
6,7,etingof_pysnmp_result.json,2324.80037037037,17,11,0,1.39285714285714,"Series([], Name: up.fac.mean, dtype: float64)"
7,8,httplib2_httplib2_result.json,3331.05267361111,50,21,0,1.29577464788732,"Series([], Name: up.fac.mean, dtype: float64)"
8,9,OSGeo_grass_result.json,3652.39002314815,79,50,5,1.38759689922481,"5585 0.250915
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9,10,cogent3_cogent3_result.json,3638.11436342593,7,58,5,1.89230769230769,"Series([], Name: up.fac.mean, dtype: float64)"
10,11,mhagger_cvs2svn_result.json,3413.13443287037,3,3,0,1.5,"2251 0.849819
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11,12,debian_debian-goodies.git_result.json,3339.03509259259,10,9,0,1.47368421052632,"2459 0.307273
Name: up.fac.mean, dtype: float64"
12,13,openstack_python-saharaclient_result.json,3592.81670138889,10,112,0,1.91803278688525,"16448 -0.888672
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13,14,ytdl-org_youtube-dl_result.json,3606.22762731481,583,343,4,1.37041036717063,"21729 0.256334
Name: up.fac.mean, dtype: float64"
14,15,openstack-archive_python-tuskarclient_result.json,2144.03194444444,4,30,0,1.88235294117647,"16582 -3.220496
Name: up.fac.mean, dtype: float64"
15,16,jelmer_lintian-brush.git_result.json,1865.96652777778,4,16,0,1.8,"11167 -0.763433
Name: up.fac.mean, dtype: float64"
16,17,Supervisor_supervisor_result.json,2264.89758101852,46,107,0,1.69934640522876,"19499 0.650113
Name: up.fac.mean, dtype: float64"
17,18,django_django_result.json,3567.50193287037,2566,188,0,1.06826434277415,"Series([], Name: up.fac.mean, dtype: float64)"
18,19,tools_dh-python.git_result.json,3600.17729166667,32,18,0,1.36,"2603 0.975365
Name: up.fac.mean, dtype: float64"
19,20,debian_doc-central.git_result.json,1847.71642361111,6,4,0,1.4,"2869 1.532281
Name: up.fac.mean, dtype: float64"
20,21,openstack_tempest_result.json,3630.80792824074,126,869,0,1.87336683417085,"19799 -2.838399
Name: up.fac.mean, dtype: float64"
21,22,ubernostrum_django-registration_result.json,2898.06666666667,7,33,0,1.825,"Series([], Name: up.fac.mean, dtype: float64)"
22,23,sagemath_sage_result.json,1624.38295138889,87,364,2,1.80709534368071,"Series([], Name: up.fac.mean, dtype: float64)"
23,24,openSUSE_osc_result.json,3644.50706018519,21,130,6,1.86092715231788,"13845 -0.563678
Name: up.fac.mean, dtype: float64"
24,25,openstack_tosca-parser_result.json,3424.41236111111,22,110,0,1.83333333333333,"Series([], Name: up.fac.mean, dtype: float64)"
25,26,openstack_glance_store_result.json,3526.84253472222,26,164,0,1.86315789473684,"4807 -1.282736
Name: up.fac.mean, dtype: float64"
26,27,ahupp_python-magic_result.json,3565.34756944444,16,37,0,1.69811320754717,"16079 0.647919
Name: up.fac.mean, dtype: float64"
27,28,spyder-ide_spyder_result.json,3651.50636574074,64,259,8,1.80185758513932,"19249 0.411512
Name: up.fac.mean, dtype: float64"
28,29,FontManager_font-manager_result.json,3359.76890046296,54,11,0,1.16923076923077,"3911 0.501895
Name: up.fac.mean, dtype: float64"
29,30,irmen_Pyro3_result.json,0.0,1,1,0,1.5,"Series([], Name: up.fac.mean, dtype: float64)"
30,31,jwilk-archive_djvusmooth_result.json,72.0140046296296,0,1,0,2.0,"2805 -0.707425
Name: up.fac.mean, dtype: float64"
31,32,EGI-Federation_bdii_result.json,3295.27372685185,8,6,0,1.42857142857143,"907 -1.795335
Name: up.fac.mean, dtype: float64"
32,33,chinese-team_galternatives.git_result.json,2509.34570601852,3,7,0,1.7,"4419 0.381095
Name: up.fac.mean, dtype: float64"
33,34,TurboGears_crank_result.json,2267.42481481481,0,2,0,2.0,"Series([], Name: up.fac.mean, dtype: float64)"
34,35,Nicotine-Plus_nicotine-plus_result.json,2909.64869212963,84,31,0,1.2695652173913,"Series([], Name: up.fac.mean, dtype: float64)"
35,36,kassoulet_soundconverter_result.json,3075.46180555556,7,26,0,1.78787878787879,"19110 0.454074
Name: up.fac.mean, dtype: float64"
36,37,openstack_nose-html-output_result.json,2441.324375,1,7,0,1.875,"Series([], Name: up.fac.mean, dtype: float64)"
37,38,mvo5_unattended-upgrades_result.json,3194.09592592593,29,42,0,1.59154929577465,"20447 1.073773
Name: up.fac.mean, dtype: float64"
38,39,applications_debomatic.git_result.json,3607.61861111111,0,7,0,2.0,"2491 -0.81581
Name: up.fac.mean, dtype: float64"
39,40,openstack_deb-swauth_result.json,1956.50621527778,2,27,0,1.93103448275862,"Series([], Name: up.fac.mean, dtype: float64)"
40,41,geopandas_geopandas_result.json,3651.59908564815,200,28,1,1.12280701754386,"Series([], Name: up.fac.mean, dtype: float64)"
41,42,falconry_falcon_result.json,3639.00728009259,142,64,7,1.31067961165049,"3538 0.105358
Name: up.fac.mean, dtype: float64"
42,43,ncqgm_gnumed_result.json,3627.34760416667,1,4,0,1.8,"Series([], Name: up.fac.mean, dtype: float64)"
43,44,bup_bup_result.json,3635.72486111111,64,4,0,1.05882352941176,"1274 0.702973
Name: up.fac.mean, dtype: float64"
44,45,PackageKit_PackageKit_result.json,3459.31636574074,104,53,0,1.33757961783439,"Series([], Name: up.fac.mean, dtype: float64)"
45,46,fweimer_debsecan.git_result.json,2136.30371527778,4,1,0,1.2,"2500 0.710243
Name: up.fac.mean, dtype: float64"
46,47,ncarrier_discus_result.json,1119.01925925926,0,4,0,2.0,"2714 1.170502
Name: up.fac.mean, dtype: float64"
47,48,insanum_gcalcli_result.json,3625.01434027778,20,31,3,1.6078431372549,"4505 1.044381
Name: up.fac.mean, dtype: float64"
48,49,rss2email_rss2email_result.json,3551.51844907407,22,40,1,1.64516129032258,"17599 0.331486
Name: up.fac.mean, dtype: float64"
49,50,nuxeo_FunkLoad_result.json,800.969085648148,0,10,0,2.0,"Series([], Name: up.fac.mean, dtype: float64)"
50,51,georgesk_scolasync_result.json,340.822905092593,0,1,0,2.0,"18562 -2.122194
Name: up.fac.mean, dtype: float64"
51,52,kiorky_SOAPpy_result.json,1814.96144675926,2,6,0,1.75,"Series([], Name: up.fac.mean, dtype: float64)"
52,53,pytroll_mpop_result.json,1640.51547453704,0,19,2,2.0,"12296 -0.14663
Name: up.fac.mean, dtype: float64"
53,54,python-babel_babel_result.json,3631.79181712963,71,79,2,1.52666666666667,"Series([], Name: up.fac.mean, dtype: float64)"
54,55,openstack_swift_result.json,3582.56267361111,50,353,0,1.87593052109181,"19556 -0.744861
Name: up.fac.mean, dtype: float64"
55,56,mennucc1_debdelta.git_result.json,3390.91454861111,7,1,0,1.125,"2438 0.769996
Name: up.fac.mean, dtype: float64"
56,57,dcos_dcos-cli_result.json,3046.48930555556,40,53,0,1.56989247311828,"Series([], Name: up.fac.mean, dtype: float64)"
57,58,pixelb_fslint_result.json,2746.05175925926,4,6,0,1.6,"4295 1.396312
Name: up.fac.mean, dtype: float64"
58,59,eventable_vobject_result.json,1609.99188657407,2,34,0,1.94444444444444,"Series([], Name: up.fac.mean, dtype: float64)"
59,60,kovidgoyal_calibre_result.json,3650.93313657407,93,235,0,1.71646341463415,"1376 0.865144
Name: up.fac.mean, dtype: float64"
60,61,openstack_deb-python-taskflow_result.json,1988.40951388889,7,90,0,1.92783505154639,"Series([], Name: up.fac.mean, dtype: float64)"
61,62,pinard_Pymacs_result.json,40.3152777777778,0,2,0,2.0,"Series([], Name: up.fac.mean, dtype: float64)"
62,63,repositories.git_lazygal_result.json,3518.76293981481,2,8,0,1.8,"7728 -0.673305
Name: up.fac.mean, dtype: float64"
63,64,orcasgit_python-fitbit_result.json,2022.53310185185,1,29,1,1.96666666666667,"15866 -1.685635
Name: up.fac.mean, dtype: float64"
64,65,openstack_keystone_result.json,3615.855,99,558,0,1.84931506849315,"7354 -2.18926
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65,66,git.launchpad.net_pytz_result.json,3371.84575231481,6,14,0,1.7,"Series([], Name: up.fac.mean, dtype: float64)"
66,67,eonpatapon_mpDris2_result.json,3566.42409722222,12,18,0,1.6,"Series([], Name: up.fac.mean, dtype: float64)"
67,68,JPaulMora_Pyrit_result.json,1541.68674768519,3,11,0,1.78571428571429,"Series([], Name: up.fac.mean, dtype: float64)"
68,69,openstack_openstackdocstheme_result.json,3122.60966435185,11,82,0,1.88172043010753,"Series([], Name: up.fac.mean, dtype: float64)"
69,70,debian_dput.git_result.json,2894.08686342593,3,7,0,1.7,"2970 0.463941
Name: up.fac.mean, dtype: float64"
70,71,toddy_isoquery.git_result.json,3567.13287037037,17,7,0,1.29166666666667,"6829 -0.29376
Name: up.fac.mean, dtype: float64"
71,72,debian_apt-xapian-index.git_result.json,2382.9921875,4,9,0,1.69230769230769,"471 1.598914
Name: up.fac.mean, dtype: float64"
72,73,RTimothyEdwards_XCircuit_result.json,1946.3653587963,3,2,0,1.4,"Series([], Name: up.fac.mean, dtype: float64)"
73,74,firecat53_urlscan_result.json,3326.71078703704,9,10,0,1.52631578947368,"20529 1.38478
Name: up.fac.mean, dtype: float64"
74,75,jupyter_notebook_result.json,3650.83797453704,218,433,10,1.66513056835637,"Series([], Name: up.fac.mean, dtype: float64)"
75,76,sqlalchemy_dogpile.cache_result.json,3621.05269675926,21,30,1,1.58823529411765,"Series([], Name: up.fac.mean, dtype: float64)"
76,77,git.launchpad.net_wicd_result.json,3433.48946759259,1,11,0,1.91666666666667,"20998 2.819923
Name: up.fac.mean, dtype: float64"
77,78,veusz_veusz_result.json,3627.71315972222,13,30,0,1.69767441860465,"20689 0.944039
Name: up.fac.mean, dtype: float64"
78,79,pagure.io_libuser.git_result.json,3465.91064814815,7,11,0,1.61111111111111,"10837 2.221418
Name: up.fac.mean, dtype: float64"
79,80,repo.or.cz_iotop.git_result.json,3270.32079861111,5,1,0,1.16666666666667,"6727 0.172352
Name: up.fac.mean, dtype: float64"
80,81,openstack_os-testr_result.json,2744.22461805556,9,57,0,1.86363636363636,"Series([], Name: up.fac.mean, dtype: float64)"
81,82,reproducible-builds_diffoscope.git_result.json,3325.77443287037,36,56,0,1.60869565217391,"2674 -0.346309
Name: up.fac.mean, dtype: float64"
82,83,arthurdejong_webcheck_result.json,27.1628472222222,0,1,0,2.0,"20934 -0.551246
Name: up.fac.mean, dtype: float64"
83,84,shelter_reschroot.git_result.json,3185.55927083333,20,12,0,1.375,"Series([], Name: up.fac.mean, dtype: float64)"
84,85,debiancn_bicyclerepair_result.json,0.0,1,1,0,1.5,"966 0.996412
Name: up.fac.mean, dtype: float64"
85,86,gjwgit_wajig_result.json,3514.30538194444,1,7,0,1.875,"20889 -0.256364
Name: up.fac.mean, dtype: float64"
86,87,selinux-team_selinux-basics.git_result.json,1929.03849537037,0,3,0,2.0,"18657 0.860226
Name: up.fac.mean, dtype: float64"
87,88,rpm-software-management_mock_result.json,3579.69835648148,150,23,0,1.13294797687861,"12131 -0.969117
Name: up.fac.mean, dtype: float64"
88,89,testing-cabal_funcsigs_result.json,3542.18322916667,6,11,0,1.64705882352941,"Series([], Name: up.fac.mean, dtype: float64)"
89,90,vmware_open-vm-tools_result.json,3404.82268518519,4,13,0,1.76470588235294,"13640 0.077799
Name: up.fac.mean, dtype: float64"
90,91,numpy_numpy_result.json,3651.77804398148,581,1032,2,1.63980161190329,"13312 0.446773
Name: up.fac.mean, dtype: float64"
91,92,openstack_ceilometermiddleware_result.json,3173.51534722222,5,51,0,1.91071428571429,"Series([], Name: up.fac.mean, dtype: float64)"
92,93,packages_python-pip.git_result.json,3089.37398148148,19,14,0,1.42424242424242,"16272 0.459987
Name: up.fac.mean, dtype: float64"
93,94,boto_boto_result.json,3027.03412037037,25,285,1,1.91935483870968,"Series([], Name: up.fac.mean, dtype: float64)"
94,95,quodlibet_quodlibet_result.json,3634.15465277778,118,96,3,1.44859813084112,"16910 1.123733
Name: up.fac.mean, dtype: float64"
95,96,python-mechanize_mechanize_result.json,2745.24820601852,5,11,0,1.6875,"Series([], Name: up.fac.mean, dtype: float64)"
96,97,python-xlib_python-xlib_result.json,2538.84261574074,25,26,0,1.50980392156863,"16650 0.750439
Name: up.fac.mean, dtype: float64"
97,98,erich_pyroman.git_result.json,2117.92108796296,1,3,0,1.75,"15467 -1.217484
Name: up.fac.mean, dtype: float64"
98,99,Kilian_Trimage_result.json,1207.99829861111,3,7,0,1.7,"Series([], Name: up.fac.mean, dtype: float64)"
99,100,lilydjwg_pssh_result.json,3437.32594907407,5,11,0,1.6875,"15107 1.251261
Name: up.fac.mean, dtype: float64"
100,101,PyCQA_pyflakes_result.json,3511.33018518519,52,28,0,1.35,"15327 0.604236
Name: up.fac.mean, dtype: float64"
101,102,hanwen_mftrace_result.json,1885.44565972222,1,3,0,1.75,"11918 -0.703933
Name: up.fac.mean, dtype: float64"
102,103,latex-rubber_rubber.git_result.json,3343.15070601852,2,8,0,1.8,"17633 1.360506
Name: up.fac.mean, dtype: float64"
103,104,georgesk_expeyes.git_result.json,1948.9528125,1,2,0,1.66666666666667,"3482 -0.399328
Name: up.fac.mean, dtype: float64"
104,105,lesscpy_lesscpy_result.json,3235.92547453704,2,26,0,1.92857142857143,"Series([], Name: up.fac.mean, dtype: float64)"
105,106,libs_python-diskimage-builder.git_result.json,3561.87346064815,46,342,0,1.88144329896907,"15761 -1.569356
Name: up.fac.mean, dtype: float64"
106,107,pypa_virtualenv_result.json,3647.93207175926,177,53,0,1.2304347826087,"Series([], Name: up.fac.mean, dtype: float64)"
107,108,fusionbox_django-pyscss_result.json,3496.87092592593,1,11,0,1.91666666666667,"Series([], Name: up.fac.mean, dtype: float64)"
108,109,rdiff-backup_rdiff-backup_result.json,2122.15666666667,47,18,3,1.27692307692308,"17288 1.056804
Name: up.fac.mean, dtype: float64"
109,110,HenriWahl_Nagstamon_result.json,3582.66927083333,15,103,0,1.8728813559322,"Series([], Name: up.fac.mean, dtype: float64)"
110,111,identicurse_IdentiCurse_result.json,1855.34086805556,0,5,0,2.0,"Series([], Name: up.fac.mean, dtype: float64)"
111,112,PythonCharmers_python-future_result.json,3368.92813657407,22,90,0,1.80357142857143,"15890 0.503059
Name: up.fac.mean, dtype: float64"
112,113,andreafrancia_trash-cli_result.json,3595.16621527778,18,28,1,1.60869565217391,"20141 1.066841
Name: up.fac.mean, dtype: float64"
113,114,metabrainz_picard_result.json,3648.88357638889,56,55,1,1.4954954954955,"14589 0.737273
Name: up.fac.mean, dtype: float64"
114,115,virt-manager_virt-manager_result.json,3635.39988425926,216,11,0,1.04845814977974,"20740 1.485421
Name: up.fac.mean, dtype: float64"
115,116,fail2ban_fail2ban_result.json,3630.8306712963,92,158,4,1.632,"3527 1.137978
Name: up.fac.mean, dtype: float64"
116,117,ardentryst_ardentryst_result.json,3087.71438657407,4,6,0,1.6,"514 1.63366
Name: up.fac.mean, dtype: float64"
117,118,git.launchpad.net_glance_result.json,1983.13237268519,62,449,0,1.87866927592955,"4807 -1.282736
Name: up.fac.mean, dtype: float64"
118,119,geopython_pycsw_result.json,3632.46945601852,26,23,3,1.46938775510204,"15293 -2.687045
Name: up.fac.mean, dtype: float64"
119,120,GNOME_alacarte.git_result.json,3598.02471064815,39,16,0,1.29090909090909,"200 2.060249
Name: up.fac.mean, dtype: float64"
120,121,installer-team_mklibs.git_result.json,2891.12761574074,1,8,0,1.88888888888889,"12079 0.944076
Name: up.fac.mean, dtype: float64"
121,122,cdent_gabbi_result.json,3155.33989583333,10,24,3,1.70588235294118,"Series([], Name: up.fac.mean, dtype: float64)"
122,123,kgiusti_pyngus_result.json,3426.26207175926,0,6,0,2.0,"Series([], Name: up.fac.mean, dtype: float64)"
123,124,virt-viewer_virt-viewer.git_result.json,3603.97689814815,52,32,0,1.38095238095238,"20743 1.289037
Name: up.fac.mean, dtype: float64"
124,125,nicfit_eyeD3_result.json,2366.4678587963,17,13,2,1.43333333333333,"Series([], Name: up.fac.mean, dtype: float64)"
125,126,NTPsec_ntpsec.git_result.json,3637.62555555556,37,56,0,1.60215053763441,"13294 -0.4907
Name: up.fac.mean, dtype: float64"
126,127,jonashaag_klaus_result.json,3620.16456018519,13,24,0,1.64864864864865,"7445 -1.796375
Name: up.fac.mean, dtype: float64"
127,128,enthought_mayavi_result.json,3540.84373842593,14,55,2,1.79710144927536,"Series([], Name: up.fac.mean, dtype: float64)"
128,129,mitsuhiko_python-geoip_result.json,0.741041666666667,0,1,0,2.0,"15903 1.363051
Name: up.fac.mean, dtype: float64"
129,130,openstack_python-ironic-inspector-client_result.json,3018.57487268519,6,58,0,1.90625,"15993 -2.35633
Name: up.fac.mean, dtype: float64"
130,131,openstack_python-scciclient_result.json,1708.93451388889,4,23,0,1.85185185185185,"16451 -2.471774
Name: up.fac.mean, dtype: float64"
131,132,Shoobx_xmldiff_result.json,2018.57893518519,11,9,0,1.45,"21453 0.559599
Name: up.fac.mean, dtype: float64"
132,133,python_python-sure.git_result.json,3549.28721064815,13,31,0,1.70454545454545,"16533 -2.070518
Name: up.fac.mean, dtype: float64"
133,134,sposh-science_pycode-browser_result.json,2876.73696759259,3,7,0,1.7,"15284 -1.190969
Name: up.fac.mean, dtype: float64"
134,135,neovim_pynvim_result.json,3448.70126157407,26,35,0,1.57377049180328,"Series([], Name: up.fac.mean, dtype: float64)"
135,136,Supybot_Supybot_result.json,1584.87575231481,5,4,0,1.44444444444444,"Series([], Name: up.fac.mean, dtype: float64)"
136,137,OpenShot_openshot-qt_result.json,3621.64975694444,26,46,0,1.63888888888889,"13755 2.150652
Name: up.fac.mean, dtype: float64"
137,138,fabiangreffrath_woof_result.json,2634.53842592593,19,5,5,1.20833333333333,"21129 1.366671
Name: up.fac.mean, dtype: float64"
138,139,dimitri_pgloader_result.json,3651.96373842593,69,41,2,1.37272727272727,"14317 1.069283
Name: up.fac.mean, dtype: float64"
139,140,gajim_gajim_result.json,3308.42216435185,27,69,0,1.71875,"4405 0.426883
Name: up.fac.mean, dtype: float64"
140,141,wikier_swaml_result.json,281.883414351852,0,1,0,2.0,"19532 -4.338343
Name: up.fac.mean, dtype: float64"
141,142,cython_cython_result.json,3650.22090277778,223,218,9,1.49433106575964,"2281 0.62255
Name: up.fac.mean, dtype: float64"
142,143,qemu-project_qemu.git_result.json,3627.3869212963,2149,122,0,1.05372082782915,"16757 0.423902
Name: up.fac.mean, dtype: float64"
143,144,opencobra_cobrapy_result.json,3644.75186342593,30,43,1,1.58904109589041,"Series([], Name: up.fac.mean, dtype: float64)"
144,145,Alir3z4_html2text_result.json,3033.03146990741,13,48,0,1.78688524590164,"6363 1.334038
Name: up.fac.mean, dtype: float64"
145,146,reportbug-team_reportbug.git_result.json,3477.02266203704,27,23,0,1.46,"17380 0.516738
Name: up.fac.mean, dtype: float64"
146,147,openstack_sahara_result.json,3525.62542824074,39,316,0,1.89014084507042,"18441 -3.557558
Name: up.fac.mean, dtype: float64"
147,148,twisted_axiom_result.json,3288.75935185185,2,14,0,1.875,"795 0.175287
Name: up.fac.mean, dtype: float64"
148,149,georgesk_pysatellites.git_result.json,1.23224537037037,0,1,0,2.0,"15471 -1.757736
Name: up.fac.mean, dtype: float64"
149,150,geopython_pywps_result.json,3643.81092592593,18,58,2,1.76315789473684,"16715 -1.256272
Name: up.fac.mean, dtype: float64"
150,151,asciidoc-py_asciidoc-py_result.json,3527.6969212963,29,33,3,1.53225806451613,"Series([], Name: up.fac.mean, dtype: float64)"
151,152,micheles_decorator_result.json,3559.44356481481,6,20,0,1.76923076923077,"Series([], Name: up.fac.mean, dtype: float64)"
152,153,python-debian-team_python-debian.git_result.json,3403.42841435185,13,27,0,1.675,"15741 0.597774
Name: up.fac.mean, dtype: float64"
153,154,PyMySQL_mysqlclient-python_result.json,3540.0324537037,51,29,1,1.3625,"Series([], Name: up.fac.mean, dtype: float64)"
154,155,openstack_oslotest_result.json,3444.663125,7,77,0,1.91666666666667,"Series([], Name: up.fac.mean, dtype: float64)"
155,156,git.launchpad.net_ubuntu-dev-tools_result.json,3574.16515046296,9,48,0,1.84210526315789,"20348 1.345987
Name: up.fac.mean, dtype: float64"
156,157,cfv-project_cfv_result.json,1707.90202546296,2,7,1,1.77777777777778,"1555 0.868159
Name: up.fac.mean, dtype: float64"
157,158,translate_translate_result.json,3649.83452546296,88,30,2,1.25423728813559,"20129 1.530075
Name: up.fac.mean, dtype: float64"
158,159,gammu_python-gammu_result.json,3633.24517361111,35,9,0,1.20454545454545,"15894 0.912188
Name: up.fac.mean, dtype: float64"
159,160,GNOME_gnome-sudoku.git_result.json,3651.86215277778,133,89,0,1.4009009009009,"5040 1.11758
Name: up.fac.mean, dtype: float64"
160,161,pycrypto_pycrypto_result.json,2955.65322916667,7,4,0,1.36363636363636,"Series([], Name: up.fac.mean, dtype: float64)"
161,162,GNOME_pitivi.git_result.json,3635.4703125,149,83,0,1.35775862068966,"14666 2.107856
Name: up.fac.mean, dtype: float64"
162,163,apps_catfish.git_result.json,3646.72689814815,125,14,0,1.10071942446043,"1444 0.683566
Name: up.fac.mean, dtype: float64"
163,164,20kly_20kly_result.json,659.338854166667,0,1,0,2.0,"Series([], Name: up.fac.mean, dtype: float64)"
164,165,stefanor_rebuildd.git_result.json,2.95142361111111,0,1,0,2.0,"17310 -1.67943
Name: up.fac.mean, dtype: float64"
165,166,andrewgee_gpxviewer_result.json,2486.6546875,4,4,0,1.5,"5534 0.911026
Name: up.fac.mean, dtype: float64"
166,167,dstat-real_dstat_result.json,2396.44107638889,4,17,2,1.80952380952381,"3015 2.328976
Name: up.fac.mean, dtype: float64"
167,168,FCS-analysis_PyCorrFit_result.json,3445.14829861111,2,8,3,1.8,"Series([], Name: up.fac.mean, dtype: float64)"
168,169,OpenKMIP_PyKMIP_result.json,3440.93412037037,21,34,1,1.61818181818182,"Series([], Name: up.fac.mean, dtype: float64)"
169,170,mnemosyne-proj_mnemosyne_result.json,3641.94207175926,6,31,0,1.83783783783784,"12117 1.078349
Name: up.fac.mean, dtype: float64"
170,171,openstack_python-designateclient_result.json,3587.01260416667,14,113,0,1.88976377952756,"15753 -0.538723
Name: up.fac.mean, dtype: float64"
171,172,scipy_scipy_result.json,3651.2278587963,760,689,2,1.47550034506556,"18554 0.745442
Name: up.fac.mean, dtype: float64"
172,173,GNOME_meld.git_result.json,3241.10178240741,134,68,0,1.33663366336634,"11843 0.38452
Name: up.fac.mean, dtype: float64"
173,174,pyblosxom_pyblosxom_result.json,3050.37287037037,2,9,1,1.81818181818182,"15263 -0.882479
Name: up.fac.mean, dtype: float64"
174,175,OfflineIMAP_offlineimap_result.json,3146.89478009259,84,15,4,1.15151515151515,"13561 0.628817
Name: up.fac.mean, dtype: float64"
175,176,Kozea_Radicale_result.json,3417.17155092593,29,57,2,1.66279069767442,"Series([], Name: up.fac.mean, dtype: float64)"
176,177,python-ldap_python-ldap_result.json,3631.71702546296,29,13,3,1.30952380952381,"16044 0.379015
Name: up.fac.mean, dtype: float64"
177,178,pastebinit_pastebinit_result.json,3262.98521990741,3,12,0,1.8,"14055 0.642215
Name: up.fac.mean, dtype: float64"
178,179,apt-team_python-apt.git_result.json,3520.26155092593,21,24,0,1.53333333333333,"15559 0.559228
Name: up.fac.mean, dtype: float64"
179,180,ipython_ipython_result.json,3650.33896990741,200,611,5,1.75339087546239,"6776 0.76133
Name: up.fac.mean, dtype: float64"
180,181,jaymzh_pius_result.json,3354.85895833333,16,8,0,1.33333333333333,"14668 -0.904283
Name: up.fac.mean, dtype: float64"
181,182,openstack_os-apply-config_result.json,3620.59336805556,4,58,0,1.93548387096774,"Series([], Name: up.fac.mean, dtype: float64)"
182,183,openstack_pyghmi_result.json,2091.94354166667,8,39,0,1.82978723404255,"Series([], Name: up.fac.mean, dtype: float64)"
183,184,mvo5_apt-clone_result.json,2597.345625,3,9,0,1.75,"451 1.372266
Name: up.fac.mean, dtype: float64"
184,185,openstack_swift-bench_result.json,3518.02263888889,8,19,0,1.7037037037037,"19557 -3.697162
Name: up.fac.mean, dtype: float64"
185,186,otsaloma_gaupol_result.json,3619.54949074074,9,6,0,1.4,"4483 0.450727
Name: up.fac.mean, dtype: float64"
186,187,ansible_ansible_result.json,3651.94734953704,5269,1322,1,1.20057654377181,"331 0.419978
Name: up.fac.mean, dtype: float64"
187,188,openstack_ldappool_result.json,2702.96313657407,9,36,0,1.8,"Series([], Name: up.fac.mean, dtype: float64)"
188,189,gnome-terminator_terminator_result.json,3598.30081018519,22,84,2,1.79245283018868,"19819 1.645856
Name: up.fac.mean, dtype: float64"
189,190,venthur_python-debianbts_result.json,3401.83009259259,0,16,0,2.0,"15742 0.513538
Name: up.fac.mean, dtype: float64"
190,191,x_wsme.git_result.json,3594.74074074074,5,43,0,1.89583333333333,"Series([], Name: up.fac.mean, dtype: float64)"
191,192,ankitects_anki_result.json,3650.33571759259,114,147,2,1.5632183908046,"325 0.648813
Name: up.fac.mean, dtype: float64"
192,193,wxgeo_geophar_result.json,3368.33974537037,0,3,0,2.0,"4626 -0.941493
Name: up.fac.mean, dtype: float64"
193,194,openstack_heat-cfntools_result.json,3532.89836805556,9,46,0,1.83636363636364,"6230 -5.052309
Name: up.fac.mean, dtype: float64"
194,195,GNOME_gnome-music.git_result.json,3646.6490162037,263,124,0,1.32041343669251,"4988 0.731703
Name: up.fac.mean, dtype: float64"
1 Unnamed: 0 repo age contributors collaborators milestones mmt up.fac.mean
2 0 1 arandr_arandr.git_result.json 3350.68420138889 48 3 0 1.05882352941176 483 0.577654 Name: up.fac.mean, dtype: float64
3 1 2 pronovic_cedar-backup2_result.json 424.797465277778 0 5 0 2.0 1516 -2.23963 Name: up.fac.mean, dtype: float64
4 2 3 ksh93_ksh_result.json 2813.06396990741 20 10 0 1.33333333333333 7582 2.109004 Name: up.fac.mean, dtype: float64
5 3 4 openstack_hacking_result.json 3604.47774305556 7 92 0 1.92929292929293 Series([], Name: up.fac.mean, dtype: float64)
6 4 5 git.launchpad.net_ufw_result.json 1996.98329861111 1 7 0 1.875 20389 0.261556 Name: up.fac.mean, dtype: float64
7 5 6 SpamExperts_pyzor_result.json 3447.63559027778 6 19 1 1.76 16728 0.917153 Name: up.fac.mean, dtype: float64
8 6 7 etingof_pysnmp_result.json 2324.80037037037 17 11 0 1.39285714285714 Series([], Name: up.fac.mean, dtype: float64)
9 7 8 httplib2_httplib2_result.json 3331.05267361111 50 21 0 1.29577464788732 Series([], Name: up.fac.mean, dtype: float64)
10 8 9 OSGeo_grass_result.json 3652.39002314815 79 50 5 1.38759689922481 5585 0.250915 Name: up.fac.mean, dtype: float64
11 9 10 cogent3_cogent3_result.json 3638.11436342593 7 58 5 1.89230769230769 Series([], Name: up.fac.mean, dtype: float64)
12 10 11 mhagger_cvs2svn_result.json 3413.13443287037 3 3 0 1.5 2251 0.849819 Name: up.fac.mean, dtype: float64
13 11 12 debian_debian-goodies.git_result.json 3339.03509259259 10 9 0 1.47368421052632 2459 0.307273 Name: up.fac.mean, dtype: float64
14 12 13 openstack_python-saharaclient_result.json 3592.81670138889 10 112 0 1.91803278688525 16448 -0.888672 Name: up.fac.mean, dtype: float64
15 13 14 ytdl-org_youtube-dl_result.json 3606.22762731481 583 343 4 1.37041036717063 21729 0.256334 Name: up.fac.mean, dtype: float64
16 14 15 openstack-archive_python-tuskarclient_result.json 2144.03194444444 4 30 0 1.88235294117647 16582 -3.220496 Name: up.fac.mean, dtype: float64
17 15 16 jelmer_lintian-brush.git_result.json 1865.96652777778 4 16 0 1.8 11167 -0.763433 Name: up.fac.mean, dtype: float64
18 16 17 Supervisor_supervisor_result.json 2264.89758101852 46 107 0 1.69934640522876 19499 0.650113 Name: up.fac.mean, dtype: float64
19 17 18 django_django_result.json 3567.50193287037 2566 188 0 1.06826434277415 Series([], Name: up.fac.mean, dtype: float64)
20 18 19 tools_dh-python.git_result.json 3600.17729166667 32 18 0 1.36 2603 0.975365 Name: up.fac.mean, dtype: float64
21 19 20 debian_doc-central.git_result.json 1847.71642361111 6 4 0 1.4 2869 1.532281 Name: up.fac.mean, dtype: float64
22 20 21 openstack_tempest_result.json 3630.80792824074 126 869 0 1.87336683417085 19799 -2.838399 Name: up.fac.mean, dtype: float64
23 21 22 ubernostrum_django-registration_result.json 2898.06666666667 7 33 0 1.825 Series([], Name: up.fac.mean, dtype: float64)
24 22 23 sagemath_sage_result.json 1624.38295138889 87 364 2 1.80709534368071 Series([], Name: up.fac.mean, dtype: float64)
25 23 24 openSUSE_osc_result.json 3644.50706018519 21 130 6 1.86092715231788 13845 -0.563678 Name: up.fac.mean, dtype: float64
26 24 25 openstack_tosca-parser_result.json 3424.41236111111 22 110 0 1.83333333333333 Series([], Name: up.fac.mean, dtype: float64)
27 25 26 openstack_glance_store_result.json 3526.84253472222 26 164 0 1.86315789473684 4807 -1.282736 Name: up.fac.mean, dtype: float64
28 26 27 ahupp_python-magic_result.json 3565.34756944444 16 37 0 1.69811320754717 16079 0.647919 Name: up.fac.mean, dtype: float64
29 27 28 spyder-ide_spyder_result.json 3651.50636574074 64 259 8 1.80185758513932 19249 0.411512 Name: up.fac.mean, dtype: float64
30 28 29 FontManager_font-manager_result.json 3359.76890046296 54 11 0 1.16923076923077 3911 0.501895 Name: up.fac.mean, dtype: float64
31 29 30 irmen_Pyro3_result.json 0.0 1 1 0 1.5 Series([], Name: up.fac.mean, dtype: float64)
32 30 31 jwilk-archive_djvusmooth_result.json 72.0140046296296 0 1 0 2.0 2805 -0.707425 Name: up.fac.mean, dtype: float64
33 31 32 EGI-Federation_bdii_result.json 3295.27372685185 8 6 0 1.42857142857143 907 -1.795335 Name: up.fac.mean, dtype: float64
34 32 33 chinese-team_galternatives.git_result.json 2509.34570601852 3 7 0 1.7 4419 0.381095 Name: up.fac.mean, dtype: float64
35 33 34 TurboGears_crank_result.json 2267.42481481481 0 2 0 2.0 Series([], Name: up.fac.mean, dtype: float64)
36 34 35 Nicotine-Plus_nicotine-plus_result.json 2909.64869212963 84 31 0 1.2695652173913 Series([], Name: up.fac.mean, dtype: float64)
37 35 36 kassoulet_soundconverter_result.json 3075.46180555556 7 26 0 1.78787878787879 19110 0.454074 Name: up.fac.mean, dtype: float64
38 36 37 openstack_nose-html-output_result.json 2441.324375 1 7 0 1.875 Series([], Name: up.fac.mean, dtype: float64)
39 37 38 mvo5_unattended-upgrades_result.json 3194.09592592593 29 42 0 1.59154929577465 20447 1.073773 Name: up.fac.mean, dtype: float64
40 38 39 applications_debomatic.git_result.json 3607.61861111111 0 7 0 2.0 2491 -0.81581 Name: up.fac.mean, dtype: float64
41 39 40 openstack_deb-swauth_result.json 1956.50621527778 2 27 0 1.93103448275862 Series([], Name: up.fac.mean, dtype: float64)
42 40 41 geopandas_geopandas_result.json 3651.59908564815 200 28 1 1.12280701754386 Series([], Name: up.fac.mean, dtype: float64)
43 41 42 falconry_falcon_result.json 3639.00728009259 142 64 7 1.31067961165049 3538 0.105358 Name: up.fac.mean, dtype: float64
44 42 43 ncqgm_gnumed_result.json 3627.34760416667 1 4 0 1.8 Series([], Name: up.fac.mean, dtype: float64)
45 43 44 bup_bup_result.json 3635.72486111111 64 4 0 1.05882352941176 1274 0.702973 Name: up.fac.mean, dtype: float64
46 44 45 PackageKit_PackageKit_result.json 3459.31636574074 104 53 0 1.33757961783439 Series([], Name: up.fac.mean, dtype: float64)
47 45 46 fweimer_debsecan.git_result.json 2136.30371527778 4 1 0 1.2 2500 0.710243 Name: up.fac.mean, dtype: float64
48 46 47 ncarrier_discus_result.json 1119.01925925926 0 4 0 2.0 2714 1.170502 Name: up.fac.mean, dtype: float64
49 47 48 insanum_gcalcli_result.json 3625.01434027778 20 31 3 1.6078431372549 4505 1.044381 Name: up.fac.mean, dtype: float64
50 48 49 rss2email_rss2email_result.json 3551.51844907407 22 40 1 1.64516129032258 17599 0.331486 Name: up.fac.mean, dtype: float64
51 49 50 nuxeo_FunkLoad_result.json 800.969085648148 0 10 0 2.0 Series([], Name: up.fac.mean, dtype: float64)
52 50 51 georgesk_scolasync_result.json 340.822905092593 0 1 0 2.0 18562 -2.122194 Name: up.fac.mean, dtype: float64
53 51 52 kiorky_SOAPpy_result.json 1814.96144675926 2 6 0 1.75 Series([], Name: up.fac.mean, dtype: float64)
54 52 53 pytroll_mpop_result.json 1640.51547453704 0 19 2 2.0 12296 -0.14663 Name: up.fac.mean, dtype: float64
55 53 54 python-babel_babel_result.json 3631.79181712963 71 79 2 1.52666666666667 Series([], Name: up.fac.mean, dtype: float64)
56 54 55 openstack_swift_result.json 3582.56267361111 50 353 0 1.87593052109181 19556 -0.744861 Name: up.fac.mean, dtype: float64
57 55 56 mennucc1_debdelta.git_result.json 3390.91454861111 7 1 0 1.125 2438 0.769996 Name: up.fac.mean, dtype: float64
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