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fit readme model and generated ranefs

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Matthew Gaughan 2025-02-02 20:06:35 -08:00
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commit a4431932e3
6 changed files with 5040 additions and 4 deletions
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data/0201_contributing_dweek_ranefs.csv Normal file
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"","effect","group","level","term","estimate","std.error","conf.low","conf.high","ranef_grouping","rank"
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"669","ran_vals","project_id","untitaker_python-atomicwrites","before_after:week_index",-0.152834899728803,0.117019575119352,-0.382189052448913,0.0765192529913063,1,214
"670","ran_vals","project_id","varietywalls_variety.git","before_after:week_index",0.0774144449856542,0.0825633974438188,-0.0844068404454971,0.239235730416805,1,401
"671","ran_vals","project_id","varvet_pundit","before_after:week_index",-0.0909420940275992,0.108596506434927,-0.303787335486929,0.121903147431731,1,256
"672","ran_vals","project_id","vcr_vcr","before_after:week_index",0.300346100044626,0.0566323935201245,0.189348648386883,0.41134355170237,2,606
"673","ran_vals","project_id","vim-airline_vim-airline.git","before_after:week_index",0.250794279220423,0.062208056175112,0.128868729568959,0.372719828871887,2,557
"674","ran_vals","project_id","vim-syntastic_syntastic","before_after:week_index",0.314366414566401,0.0552940138801542,0.205992138800641,0.422740690332161,2,620
"675","ran_vals","project_id","virt-manager_virt-manager","before_after:week_index",0.304379939778706,0.0568849542579229,0.192887478170968,0.415872401386443,2,614
"676","ran_vals","project_id","voxpupuli_beaker","before_after:week_index",0.348990913830841,0.0519492924185047,0.247172171668232,0.45080965599345,2,660
"677","ran_vals","project_id","voxpupuli_librarian-puppet.git","before_after:week_index",-0.39422551323252,0.162053783935859,-0.71184509330524,-0.076605933159801,0,77
"678","ran_vals","project_id","voxpupuli_pypuppetdb","before_after:week_index",-0.296897304660233,0.144628391440308,-0.580363743025198,-0.0134308662952685,0,126
"679","ran_vals","project_id","watson-developer-cloud_python-sdk.git","before_after:week_index",-0.00466489730332885,0.0951357687263136,-0.191127577648435,0.181797783041778,1,319
"680","ran_vals","project_id","webcamoid_webcamoid.git","before_after:week_index",-0.037041763400456,0.0999757201043483,-0.232990574133436,0.158907047332524,1,296
"681","ran_vals","project_id","webrtchacks_adapter","before_after:week_index",0.291563349220042,0.0572926942629675,0.179271731887362,0.403854966552723,2,595
"682","ran_vals","project_id","websocket-client_websocket-client","before_after:week_index",0.197776682968342,0.067642776549638,0.0651992771167612,0.330354088819923,2,509
"683","ran_vals","project_id","WoLpH_numpy-stl","before_after:week_index",-0.0877980950901149,0.10536403537173,-0.294307809684511,0.118711619504281,1,260
"684","ran_vals","project_id","wtforms_flask-wtf.git","before_after:week_index",-0.0896057377295899,0.108416284955035,-0.30209775157909,0.12288627611991,1,258
"685","ran_vals","project_id","X0rg_CPU-X.git","before_after:week_index",0.100819116462142,0.0795716427928496,-0.0551384376025291,0.256776670526814,1,428
"686","ran_vals","project_id","Xastir_Xastir.git","before_after:week_index",0.0604885496605608,0.0832039581603247,-0.102588211704853,0.223565311025975,1,383
"687","ran_vals","project_id","Xaviju_inkscape-open-symbols","before_after:week_index",-0.0840533586580127,0.107471745431413,-0.294694109059238,0.126587391743213,1,263
"688","ran_vals","project_id","xonsh_xonsh.git","before_after:week_index",0.343590234792073,0.0522108731709255,0.241258803775671,0.445921665808476,2,653
"689","ran_vals","project_id","xtaran_unburden-home-dir","before_after:week_index",-0.0771036692781287,0.105537532368671,-0.283953431737954,0.129746093181696,1,268
"690","ran_vals","project_id","ycm-core_ycmd","before_after:week_index",-0.000605397284301289,0.0946615699163441,-0.186138665040356,0.184927870471753,1,328
"691","ran_vals","project_id","ycm-core_YouCompleteMe","before_after:week_index",0.324527083149419,0.0541634904978633,0.218368592496629,0.430685573802208,2,635
"692","ran_vals","project_id","yrro_command-t","before_after:week_index",-0.20755983067889,0.128814487712847,-0.460031587283048,0.0449119259252668,1,181
"693","ran_vals","project_id","ytdl-org_youtube-dl.git","before_after:week_index",0.449591992027548,0.0433834492172356,0.364561994036644,0.534621990018452,2,715
"694","ran_vals","project_id","zaach_jison","before_after:week_index",-0.332005744433942,0.15136793570203,-0.628681446824096,-0.0353300420437893,0,109
"695","ran_vals","project_id","zeroc-ice_ice-builder-gradle-debian-packaging.git","before_after:week_index",-0.335455388418513,0.151354855240113,-0.632105453574409,-0.0388053232626177,0,107
"696","ran_vals","project_id","zeroc-ice_ice-debian-packaging.git","before_after:week_index",-0.027148431809379,0.0984513949449932,-0.220109620129294,0.165812756510536,1,303
"697","ran_vals","project_id","zeromq_czmq.git","before_after:week_index",0.381249216427842,0.0490685492305357,0.285076627162362,0.477421805693323,2,682
"698","ran_vals","project_id","zeromq_pyzmq.git","before_after:week_index",0.219297261009572,0.0650827149762302,0.0917374836400749,0.346857038379069,2,531
"699","ran_vals","project_id","zkat_ssri.git","before_after:week_index",-0.137219468453288,0.116022491632154,-0.364619373448909,0.0901804365423333,1,227
"700","ran_vals","project_id","zloirock_core-js.git","before_after:week_index",0.0286208178547907,0.089960456742353,-0.147698437392995,0.204940073102576,1,355
"701","ran_vals","project_id","zmartzone_cjose.git","before_after:week_index",-0.337146755776738,0.150737404496958,-0.632586639713821,-0.0417068718396543,0,105
"702","ran_vals","project_id","zopefoundation_BTrees.git","before_after:week_index",-0.506067068334373,0.182996828739419,-0.864734261948677,-0.147399874720068,0,15
"703","ran_vals","project_id","zopefoundation_roman","before_after:week_index",-0.497237220569924,0.181809762271757,-0.853577806660357,-0.140896634479492,0,24
"704","ran_vals","project_id","zopefoundation_zc.lockfile","before_after:week_index",-0.432749289706663,0.17034543413337,-0.766620205538908,-0.0988783738744178,0,60
"705","ran_vals","project_id","zopefoundation_zope.component","before_after:week_index",-0.502740499493984,0.183210022507988,-0.861825545216412,-0.143655453771556,0,19.5
"706","ran_vals","project_id","zopefoundation_zope.deprecation.git","before_after:week_index",-0.502740499493984,0.183210022507988,-0.861825545216412,-0.143655453771556,0,19.5
"707","ran_vals","project_id","zopefoundation_zope.event","before_after:week_index",-0.396242576932826,0.16309670627248,-0.715906247223996,-0.0765789066416564,0,76
"708","ran_vals","project_id","zopefoundation_zope.i18nmessageid","before_after:week_index",-0.342604671720735,0.153904664448915,-0.64425227109333,-0.0409570723481391,0,98
"709","ran_vals","project_id","zopefoundation_zope.interface.git","before_after:week_index",-0.444330467916948,0.172628764726695,-0.78267662947691,-0.105984306356987,0,52
"710","ran_vals","project_id","zopefoundation_zope.proxy","before_after:week_index",-0.52583950599937,0.187319682347384,-0.892979336995726,-0.158699675003013,0,9.5
"711","ran_vals","project_id","zopefoundation_zope.schema","before_after:week_index",-0.52583950599937,0.187319682347384,-0.892979336995726,-0.158699675003013,0,9.5
"712","ran_vals","project_id","zopefoundation_zope.testing","before_after:week_index",-0.439747589323972,0.171892432910718,-0.776650567043946,-0.102844611603998,0,54
"713","ran_vals","project_id","zopefoundation_zope.testrunner","before_after:week_index",-0.527875337776401,0.187178404445512,-0.894738269173277,-0.161012406379525,0,8
"714","ran_vals","project_id","zsh-users_antigen","before_after:week_index",0.107791818445195,0.0794472420990712,-0.0479219147400187,0.263505551630409,1,438
"715","ran_vals","project_id","zyga_padme","before_after:week_index",-0.0799196805037215,0.10680930645632,-0.289262074371811,0.129422713364368,1,265
1 effect group level term estimate std.error conf.low conf.high ranef_grouping rank
2 1 ran_vals project_id 01org_isa-l.git before_after:week_index -0.0954554044167926 0.109224825519046 -0.309532128651795 0.11862131981821 1 253
3 2 ran_vals project_id abishekvashok_cmatrix.git before_after:week_index -0.378357737644148 0.158896560317473 -0.689789273133692 -0.066926202154605 0 85
4 3 ran_vals project_id Ableton_link.git before_after:week_index -0.223672206163464 0.131016231409784 -0.480459301116807 0.0331148887898784 1 171
5 4 ran_vals project_id AFLplusplus_AFLplusplus.git before_after:week_index 0.344779661308246 0.0519120204381645 0.243033970884736 0.446525351731755 2 654
6 5 ran_vals project_id ahmetb_kubectx before_after:week_index -0.252324588331934 0.136119620341301 -0.51911414179015 0.0144649651262825 1 154
7 6 ran_vals project_id aio-libs_aiohttp.git before_after:week_index 0.348421048988075 0.0518256061436343 0.246844727469594 0.449997370506556 2 658
8 7 ran_vals project_id aio-libs_aiomysql.git before_after:week_index -0.142475601320515 0.116488431659931 -0.370788731989534 0.0858375293485052 1 222
9 8 ran_vals project_id akheron_jansson.git before_after:week_index -0.39259701077219 0.162124736005091 -0.710355654345232 -0.0748383671991473 0 80
10 9 ran_vals project_id alanxz_rabbitmq-c.git before_after:week_index 0.0285801853317628 0.0883974004109623 -0.144675535800689 0.201835906464215 1 354
11 10 ran_vals project_id alastair_python-musicbrainz-ngs before_after:week_index -0.266600883618662 0.139404019305656 -0.539827740757875 0.00662597352055128 1 148
12 11 ran_vals project_id amperser_proselint before_after:week_index -0.0175114460013178 0.0970422119111104 -0.207710686327198 0.172687794324562 1 308
13 12 ran_vals project_id amueller_word_cloud before_after:week_index -0.17398180916363 0.122771839835153 -0.414610193556251 0.06664657522899 1 201
14 13 ran_vals project_id analogdevicesinc_libiio.git before_after:week_index 0.253673697862487 0.0612071449976703 0.133709898070532 0.373637497654442 2 563
15 14 ran_vals project_id andialbrecht_sqlparse.git before_after:week_index -0.210882537162697 0.128510129332999 -0.462757762303958 0.0409926879785653 1 180
16 15 ran_vals project_id angband_angband before_after:week_index 0.292168789235762 0.0577947479447345 0.178893164768512 0.405444413703012 2 597
17 16 ran_vals project_id apache_trafficserver before_after:week_index 0.403296299005798 0.0471845745052514 0.310816232349658 0.495776365661937 2 697
18 17 ran_vals project_id aptly-dev_aptly.git before_after:week_index 0.227855341930666 0.0640765730767852 0.102267566447418 0.353443117413914 2 541
19 18 ran_vals project_id ARMmbed_yotta.git before_after:week_index 0.322900028690542 0.0544009327856456 0.216276159705292 0.429523897675791 2 634
20 19 ran_vals project_id assimp_assimp before_after:week_index 0.372933041553955 0.04988332880624 0.275163513664756 0.470702569443155 2 675
21 20 ran_vals project_id astropy_astropy-helpers before_after:week_index 0.165573064481565 0.0710193295683453 0.0263777363214273 0.304768392641702 2 483
22 21 ran_vals project_id astropy_astroquery.git before_after:week_index 0.288250494539489 0.0583054298411379 0.173973951947732 0.402527037131246 2 589
23 22 ran_vals project_id astropy_photutils.git before_after:week_index 0.00813807966640954 0.0922350063123202 -0.172639210819562 0.188915370152382 1 334
24 23 ran_vals project_id audacity_audacity.git before_after:week_index 0.41021821654575 0.0465435966897316 0.318994443322919 0.501441989768582 2 700
25 24 ran_vals project_id aws_aws-cli before_after:week_index 0.388291972634572 0.0482872521065197 0.293650697593388 0.482933247675757 2 687
26 25 ran_vals project_id aws_aws-xray-sdk-python before_after:week_index 0.101784568310363 0.0787404212277687 -0.0525438214235767 0.256112958044303 1 429
27 26 ran_vals project_id awslabs_amazon-ecr-credential-helper before_after:week_index -0.415735503471387 0.166139922148114 -0.741363767275979 -0.0901072396667964 0 68
28 27 ran_vals project_id axel-download-accelerator_axel.git before_after:week_index -0.0850546223578752 0.107255527868671 -0.295271594123303 0.125162349407553 1 262
29 28 ran_vals project_id Backblaze_B2_Command_Line_Tool before_after:week_index 0.0797322141628766 0.0813977351426763 -0.0798044151398992 0.239268843465652 1 404
30 29 ran_vals project_id Backblaze_b2-sdk-python.git before_after:week_index 0.178265814766173 0.0695394361306075 0.0419710244449593 0.314560605087387 2 496
31 30 ran_vals project_id bastibe_python-soundfile.git before_after:week_index -0.142382072633849 0.11461442534909 -0.36702221842682 0.082258073159122 1 223
32 31 ran_vals project_id bbatsov_powerpack.git before_after:week_index -0.529467857304426 0.187068390904348 -0.896115166122808 -0.162820548486044 0 3
33 32 ran_vals project_id beautify-web_js-beautify before_after:week_index 0.251200100897068 0.0617910222151063 0.130091922787545 0.37230827900659 2 560
34 33 ran_vals project_id Beep6581_RawTherapee before_after:week_index 0.367637847750999 0.0502868047732415 0.269077521497849 0.46619817400415 2 669
35 34 ran_vals project_id biojava_biojava.git before_after:week_index 0.222449193190932 0.0648998034905838 0.0952479157456608 0.349650470636203 2 534
36 35 ran_vals project_id bit-team_backintime before_after:week_index -0.296961102649306 0.144459638553153 -0.58009679143316 -0.0138254138654516 0 125
37 36 ran_vals project_id bitletorg_weupnp.git before_after:week_index -0.379701932652238 0.160418172358214 -0.694115772940077 -0.0652880923643994 0 84
38 37 ran_vals project_id bk138_gromit-mpx.git before_after:week_index -0.0153630139492314 0.0959804991631537 -0.203481335527189 0.172755307628727 1 309
39 38 ran_vals project_id Blosc_c-blosc before_after:week_index -0.104578671917407 0.109926356799348 -0.320030372195828 0.110873028361014 1 246
40 39 ran_vals project_id bobek_pkg-pimd before_after:week_index 0.0715670663829984 0.0828478352662006 -0.0908117069358622 0.233945839701859 1 397
41 40 ran_vals project_id boto_boto3 before_after:week_index 0.276328579154936 0.058872919883992 0.1609397765176 0.391717381792273 2 581
42 41 ran_vals project_id boto_botocore before_after:week_index 0.306676976728393 0.0558484344014266 0.19721605670865 0.416137896748137 2 615
43 42 ran_vals project_id boto_s3transfer before_after:week_index 0.0404966681252584 0.0876435244545407 -0.131281483283797 0.212274819534314 1 365
44 43 ran_vals project_id box_flaky.git before_after:week_index -0.187936137521747 0.12503861925042 -0.433007327929186 0.0571350528856927 1 194
45 44 ran_vals project_id box_genty.git before_after:week_index -0.361033836795586 0.156330521740751 -0.667436029091813 -0.054631644499358 0 91
46 45 ran_vals project_id boxbackup_boxbackup.git before_after:week_index -0.412619962823563 0.166863393176575 -0.739666203787797 -0.0855737218593289 0 69
47 46 ran_vals project_id breunigs_python-librtmp-debian before_after:week_index -0.232245485643344 0.132780260488797 -0.492490014059233 0.0279990427725454 1 163
48 47 ran_vals project_id brunonova_drmips before_after:week_index -0.113654580437882 0.111895595848891 -0.332965918330359 0.105656757454594 1 240
49 48 ran_vals project_id c-ares_c-ares.git before_after:week_index -0.382154982197474 0.161188052687146 -0.698077760202426 -0.0662322041925226 0 82
50 49 ran_vals project_id c4urself_bump2version before_after:week_index -0.33773554672198 0.151496792856902 -0.634663804494833 -0.0408072889491268 0 104
51 50 ran_vals project_id calamares_calamares.git before_after:week_index 0.382744996817375 0.0487773278545149 0.287143190960424 0.478346802674327 2 683
52 51 ran_vals project_id canonical_lightdm.git before_after:week_index -0.504827591973122 0.183076060092487 -0.863650076185886 -0.146005107760358 0 18
53 52 ran_vals project_id capistrano_capistrano.git before_after:week_index 0.302426756055821 0.0562530127882514 0.192172876968978 0.412680635142665 2 610
54 53 ran_vals project_id capistrano_sshkit.git before_after:week_index 0.0208968450718041 0.0911861367389383 -0.15782469882586 0.199618388969468 1 348
55 54 ran_vals project_id carljm_django-model-utils.git before_after:week_index 0.0160878330434113 0.0926554584523026 -0.165513528494149 0.197689194580972 1 346
56 55 ran_vals project_id castle-engine_castle-engine.git before_after:week_index 0.414084511704366 0.0464106203450174 0.32312136732797 0.505047656080762 2 704
57 56 ran_vals project_id ceres-solver_ceres-solver.git before_after:week_index -0.0028044553902808 0.0935245469631276 -0.186109199108436 0.180500288327874 1 321
58 57 ran_vals project_id certbot_certbot.git before_after:week_index 0.403128257554985 0.0470775252552564 0.310858003573408 0.495398511536563 2 694.5
59 58 ran_vals project_id certbot_josepy before_after:week_index 0.403128257554985 0.0470775252552564 0.310858003573408 0.495398511536563 2 694.5
60 59 ran_vals project_id cesbit_libcleri.git before_after:week_index -0.123007324638189 0.113731675580416 -0.345917312677199 0.0999026634008203 1 234
61 60 ran_vals project_id CESNET_libyang before_after:week_index 0.0397474759206843 0.0885217831150155 -0.133752030832012 0.213246982673381 1 362
62 61 ran_vals project_id cespare_reflex.git before_after:week_index -0.323168820328775 0.148561902712167 -0.614344799119366 -0.0319928415381836 0 112
63 62 ran_vals project_id chaijs_chai before_after:week_index 0.010226978678349 0.0922558167292966 -0.1705910994754 0.191045056832098 1 336
64 63 ran_vals project_id checkpoint-restore_criu.git before_after:week_index -0.285460371798831 0.142759442928367 -0.565263738391431 -0.0056570052062318 0 133
65 64 ran_vals project_id cleishm_libneo4j-client before_after:week_index 0.205923732686893 0.0665566571035282 0.0754750818325959 0.33637238354119 2 516
66 65 ran_vals project_id clojure_core.cache before_after:week_index -0.487755589956678 0.179819688715682 -0.840195703550618 -0.135315476362739 0 28
67 66 ran_vals project_id clojure_tools.logging.git before_after:week_index -0.270642315451277 0.140127707265377 -0.545287574927589 0.00400294402503382 1 145
68 67 ran_vals project_id ClusterLabs_pacemaker before_after:week_index 0.322047264987985 0.0548789950462217 0.214486411189638 0.429608118786331 2 628
69 68 ran_vals project_id coddingtonbear_python-measurement before_after:week_index -0.480787748385956 0.17836092722241 -0.830368741991049 -0.131206754780863 0 29
70 69 ran_vals project_id codedread_scour.git before_after:week_index 0.12538481298355 0.0751447465395375 -0.0218961838613342 0.272665809828434 1 452
71 70 ran_vals project_id codership_galera before_after:week_index -0.00532075748358315 0.09546136017135 -0.192421585334636 0.181780070367469 1 318
72 71 ran_vals project_id collective_icalendar before_after:week_index -0.0521097459104902 0.103289802656833 -0.254554039088132 0.150334547267151 1 289
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713 712 ran_vals project_id zopefoundation_zope.testing before_after:week_index -0.439747589323972 0.171892432910718 -0.776650567043946 -0.102844611603998 0 54
714 713 ran_vals project_id zopefoundation_zope.testrunner before_after:week_index -0.527875337776401 0.187178404445512 -0.894738269173277 -0.161012406379525 0 8
715 714 ran_vals project_id zsh-users_antigen before_after:week_index 0.107791818445195 0.0794472420990712 -0.0479219147400187 0.263505551630409 1 438
716 715 ran_vals project_id zyga_padme before_after:week_index -0.0799196805037215 0.10680930645632 -0.289262074371811 0.129422713364368 1 265

4249
data/0201_readme_dweek_ranefs.csv Normal file
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20
mlm/contributing_did_model_fit.R
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@ -20,7 +20,7 @@ library(lattice)
# control=glmerControl(optimizer="bobyqa",
# optCtrl=list(maxfun=2e5)), nAGQ=0,
# data=contributing_df)
all_gmodel <- readRDS("mlm/models/020125_contributing_model.rda")
summary(all_gmodel)
#saveRDS(all_gmodel, "020125_contributing_model.rda")
model_residuals <- residuals(all_gmodel)
@ -29,3 +29,21 @@ vif(all_gmodel)
#getting between-group variance
variance_components <- as.data.frame(VarCorr(all_gmodel))
library(broom.mixed)
library(ggplot2)
condvals <- broom.mixed::tidy(all_gmodel, effects = "ran_vals", conf.int = TRUE)
glmer_ranef_Dweek <- condvals [which(condvals $term == "before_after:week_index"),]
has_zero <- function(estimate, low, high){
return(ifelse((low < 0),ifelse((high > 0), 1, 0), 2))
}
glmer_ranef_Dweek <- glmer_ranef_Dweek |>
mutate(ranef_grouping = has_zero(estimate, conf.low, conf.high)) |>
mutate(rank = rank(estimate))
g <- glmer_ranef_Dweek |>
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(glmer_ranef_Dweek, "0201_contributing_dweek_ranefs.csv")

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mlm/models/020125_readme_model.rda Normal file
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53
mlm/readme_did_model_fit.R
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@ -0,0 +1,53 @@
library(dplyr)
library(lubridate)
library(rdd)
readme_df_filepath <- "/mmfs1/gscratch/comdata/users/mjilg/govdoc-cr-data/final_data/README_weekly_count_data.csv"
readme_df = read.csv(readme_df_filepath, header = TRUE)
window_num <- 5
readme_df <- readme_df |>
filter(week_index >= (- window_num) & week_index <= (window_num)) |>
mutate(scaled_age = scale(age)) |>
mutate(scaled_age_at_commit = scale(age_at_commit))|>
mutate(log1p_count = log1p(commit_count))
library(lme4)
library(optimx)
library(lattice)
#all_gmodel <- glmer.nb(log1p_count ~ before_after * week_index + scaled_age + (before_after * week_index | project_id),
# control=glmerControl(optimizer="bobyqa",
# optCtrl=list(maxfun=2e5)), nAGQ=0,
# data=readme_df)
summary(all_gmodel)
#saveRDS(all_gmodel, "020125_readme_model.rda")
model_residuals <- residuals(all_gmodel)
acf(model_residuals)
vif(all_gmodel)
#getting between-group variance
variance_components <- as.data.frame(VarCorr(all_gmodel))
#getting the BLUPs
library(broom.mixed)
library(ggplot2)
condvals <- broom.mixed::tidy(all_gmodel, effects = "ran_vals", conf.int = TRUE)
glmer_ranef_Dweek <- test_condvals [which(test_condvals $term == "before_after:week_index"),]
has_zero <- function(estimate, low, high){
return(ifelse((low < 0),ifelse((high > 0), 1, 0), 2))
}
glmer_ranef_Dweek <- glmer_ranef_Dweek |>
mutate(ranef_grouping = has_zero(estimate, conf.low, conf.high)) |>
mutate(rank = rank(estimate))
g <- glmer_ranef_Dweek |>
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(glmer_ranef_Dweek, "0201_readme_dweek_ranefs.csv")

6
rstudio-server.job
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@ -1,12 +1,12 @@
#!/bin/sh
#SBATCH --job-name=mg-govdoc-cr
#SBATCH --partition=cpu-g2-mem2x #update this line - use hyakalloc to find partitions you can use
#SBATCH --partition=cpu-g2 #update this line - use hyakalloc to find partitions you can use
#SBATCH --time=05:00:00
#SBATCH --time=06:00:00
#SBATCH --nodes=1
#SBATCH --ntasks=4
#SBATCH --mem=64G
#SBATCH --mem=128G
#SBATCH --signal=USR2
#SBATCH --output=%x_%j.out