From c643329597cc337f6dec91482d6f78b075a9c9d3 Mon Sep 17 00:00:00 2001
From: Matthew Gaughan <mjilg@klone-login03.hyak.local>
Date: Fri, 7 Feb 2025 10:10:31 -0800
Subject: [PATCH] updating analysis for co study

---
 020425_contributing_crescendo_model.rda       |  Bin 1576290 -> 0 bytes
 .../verifying_count_on_manifest.R             |   19 +
 mlm/contributing_did_prep.R                   |   26 +-
 mlm/data/0201_contributing_dweek_ranefs.csv   |  716 ---
 mlm/data/0203_readme_dweek_ranefs.csv         | 4248 -----------------
 mlm/models/020125_contributing_model.rda      |  Bin 1517779 -> 0 bytes
 mlm/models/020325_readme_model.rda            |  Bin 8052327 -> 0 bytes
 mlm/readme_did_prep.R                         |   21 +-
 plots/cr-0203-contributing-blup.png           |  Bin 311921 -> 0 bytes
 plots/cr-0203-ranef-readability.png           |  Bin 94286 -> 0 bytes
 plots/cr-0203-wc-density.png                  |  Bin 426772 -> 0 bytes
 plots/cr-020325-gam-introduction.png          |  Bin 839472 -> 0 bytes
 validation/020525_CONTRIBUTING_manifest.csv   |  715 +++
 validation/020525_README_manifest.csv         | 4228 ++++++++++++++++
 validation/020625_CONTRIBUTING_missing.csv    |    2 +
 validation/020625_README_missing.csv          |   22 +
 16 files changed, 5016 insertions(+), 4981 deletions(-)
 delete mode 100644 020425_contributing_crescendo_model.rda
 create mode 100644 cleaning_scripts/verifying_count_on_manifest.R
 delete mode 100644 mlm/data/0201_contributing_dweek_ranefs.csv
 delete mode 100644 mlm/data/0203_readme_dweek_ranefs.csv
 delete mode 100644 mlm/models/020125_contributing_model.rda
 delete mode 100644 mlm/models/020325_readme_model.rda
 delete mode 100644 plots/cr-0203-contributing-blup.png
 delete mode 100644 plots/cr-0203-ranef-readability.png
 delete mode 100644 plots/cr-0203-wc-density.png
 delete mode 100644 plots/cr-020325-gam-introduction.png
 create mode 100644 validation/020525_CONTRIBUTING_manifest.csv
 create mode 100644 validation/020525_README_manifest.csv
 create mode 100644 validation/020625_CONTRIBUTING_missing.csv
 create mode 100644 validation/020625_README_missing.csv

diff --git a/020425_contributing_crescendo_model.rda b/020425_contributing_crescendo_model.rda
deleted file mode 100644
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diff --git a/cleaning_scripts/verifying_count_on_manifest.R b/cleaning_scripts/verifying_count_on_manifest.R
new file mode 100644
index 0000000..7678bd2
--- /dev/null
+++ b/cleaning_scripts/verifying_count_on_manifest.R
@@ -0,0 +1,19 @@
+library(dplyr)
+count_path <- "/mmfs1/gscratch/comdata/users/mjilg/govdoc-cr-data/final_data/metadata/co_0205_CONTRIBUTING_weekly_count_data.csv"
+manifest_path <- "validation/020525_CONTRIBUTING_manifest.csv"
+
+count_df <- read.csv(count_path)
+manifest_df <- read.csv(manifest_path)
+length(unique(count_df$project_id))
+
+unique_project_ids <- unique(count_df$project_id)
+missing_project_ids <- setdiff(unique_project_ids, manifest_df$repo_id)
+missing_project_ids
+
+
+count_df_filtered <- count_df %>% filter(!project_id %in% missing_project_ids)
+length(unique(count_df_filtered$project_id))
+
+missing_repo_ids <- setdiff(manifest_df$repo_id, count_df_filtered$project_id)
+
+write.csv(count_df_filtered, "/mmfs1/gscratch/comdata/users/mjilg/govdoc-cr-data/final_data/metadata/final_0207_CONTRIBUTING_weekly_count_data.csv", row.names =FALSE)
diff --git a/mlm/contributing_did_prep.R b/mlm/contributing_did_prep.R
index 7ffc6e4..0fd4cb4 100644
--- a/mlm/contributing_did_prep.R
+++ b/mlm/contributing_did_prep.R
@@ -1,18 +1,19 @@
 library(dplyr)
 library(lubridate)
 library(rdd)
+library(tidyr)
 
-contributing_df_filepath <- "/mmfs1/gscratch/comdata/users/mjilg/govdoc-cr-data/final_data/CONTRIBUTING_weekly_count_data.csv"
+contributing_df_filepath <- "/mmfs1/gscratch/comdata/users/mjilg/govdoc-cr-data/final_data/metadata/final_0207_CONTRIBUTING_weekly_count_data.csv"
 df = read.csv(contributing_df_filepath, header = TRUE) 
 
 #EDA 
-var(df$commit_count) # 325.5261
-mean(df$commit_count) # 7.743385
+var(df$commit_count) # 349.06
+mean(df$commit_count) # 8.371495
 median(df$commit_count) # 1
-mean(df$age) # 4838.649 days
-mean(df$age_at_commit) # 2141.996 days
-median(df$age) # 4597 days
-median(df$age_at_commit) # 1603 days
+mean(df$age) # 4939.859
+mean(df$age_at_commit) # 2286.772 days
+median(df$age) #4738 says
+median(df$age_at_commit) # 1806 days
 
 # scale and log-transform
 df$scaled_age <- scale(df$age)
@@ -21,10 +22,17 @@ df$log1p_count <- log1p(df$commit_count)
 
 #getting IK Bandwidth
 get_optimal_bandwidth <- function(df){
-  IKbandwidth(df$week_index, df$log1p_count, cutpoint = 0, verbose = FALSE, kernel = "triangular")
+  bw <- tryCatch({
+    IKbandwidth(df$relative_week, df$log1p_count, cutpoint = 0, verbose = FALSE, kernel = "triangular")
+  }, error = function(e) {
+    NA
+  })
 }
 
 mean_optimal_bandwidth <- df %>%
   group_by(project_id) %>%
   summarise(optimal_bandwidth = get_optimal_bandwidth(cur_data())) %>%
-  summarise(mean_optimal_bandwidth = mean(optimal_bandwidth))
\ No newline at end of file
+  drop_na(optimal_bandwidth) |>
+  summarise(mean_optimal_bandwidth = mean(optimal_bandwidth))
+
+#5.676423
\ No newline at end of file
diff --git a/mlm/data/0201_contributing_dweek_ranefs.csv b/mlm/data/0201_contributing_dweek_ranefs.csv
deleted file mode 100644
index eca5803..0000000
--- a/mlm/data/0201_contributing_dweek_ranefs.csv
+++ /dev/null
@@ -1,716 +0,0 @@
-"","effect","group","level","term","estimate","std.error","conf.low","conf.high","ranef_grouping","rank"
-"1","ran_vals","project_id","01org_isa-l.git","before_after:week_index",-0.0954554044167926,0.109224825519046,-0.309532128651795,0.11862131981821,1,253
-"2","ran_vals","project_id","abishekvashok_cmatrix.git","before_after:week_index",-0.378357737644148,0.158896560317473,-0.689789273133692,-0.066926202154605,0,85
-"3","ran_vals","project_id","Ableton_link.git","before_after:week_index",-0.223672206163464,0.131016231409784,-0.480459301116807,0.0331148887898784,1,171
-"4","ran_vals","project_id","AFLplusplus_AFLplusplus.git","before_after:week_index",0.344779661308246,0.0519120204381645,0.243033970884736,0.446525351731755,2,654
-"5","ran_vals","project_id","ahmetb_kubectx","before_after:week_index",-0.252324588331934,0.136119620341301,-0.51911414179015,0.0144649651262825,1,154
-"6","ran_vals","project_id","aio-libs_aiohttp.git","before_after:week_index",0.348421048988075,0.0518256061436343,0.246844727469594,0.449997370506556,2,658
-"7","ran_vals","project_id","aio-libs_aiomysql.git","before_after:week_index",-0.142475601320515,0.116488431659931,-0.370788731989534,0.0858375293485052,1,222
-"8","ran_vals","project_id","akheron_jansson.git","before_after:week_index",-0.39259701077219,0.162124736005091,-0.710355654345232,-0.0748383671991473,0,80
-"9","ran_vals","project_id","alanxz_rabbitmq-c.git","before_after:week_index",0.0285801853317628,0.0883974004109623,-0.144675535800689,0.201835906464215,1,354
-"10","ran_vals","project_id","alastair_python-musicbrainz-ngs","before_after:week_index",-0.266600883618662,0.139404019305656,-0.539827740757875,0.00662597352055128,1,148
-"11","ran_vals","project_id","amperser_proselint","before_after:week_index",-0.0175114460013178,0.0970422119111104,-0.207710686327198,0.172687794324562,1,308
-"12","ran_vals","project_id","amueller_word_cloud","before_after:week_index",-0.17398180916363,0.122771839835153,-0.414610193556251,0.06664657522899,1,201
-"13","ran_vals","project_id","analogdevicesinc_libiio.git","before_after:week_index",0.253673697862487,0.0612071449976703,0.133709898070532,0.373637497654442,2,563
-"14","ran_vals","project_id","andialbrecht_sqlparse.git","before_after:week_index",-0.210882537162697,0.128510129332999,-0.462757762303958,0.0409926879785653,1,180
-"15","ran_vals","project_id","angband_angband","before_after:week_index",0.292168789235762,0.0577947479447345,0.178893164768512,0.405444413703012,2,597
-"16","ran_vals","project_id","apache_trafficserver","before_after:week_index",0.403296299005798,0.0471845745052514,0.310816232349658,0.495776365661937,2,697
-"17","ran_vals","project_id","aptly-dev_aptly.git","before_after:week_index",0.227855341930666,0.0640765730767852,0.102267566447418,0.353443117413914,2,541
-"18","ran_vals","project_id","ARMmbed_yotta.git","before_after:week_index",0.322900028690542,0.0544009327856456,0.216276159705292,0.429523897675791,2,634
-"19","ran_vals","project_id","assimp_assimp","before_after:week_index",0.372933041553955,0.04988332880624,0.275163513664756,0.470702569443155,2,675
-"20","ran_vals","project_id","astropy_astropy-helpers","before_after:week_index",0.165573064481565,0.0710193295683453,0.0263777363214273,0.304768392641702,2,483
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-"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
diff --git a/mlm/data/0203_readme_dweek_ranefs.csv b/mlm/data/0203_readme_dweek_ranefs.csv
deleted file mode 100644
index faae09e..0000000
--- a/mlm/data/0203_readme_dweek_ranefs.csv
+++ /dev/null
@@ -1,4248 +0,0 @@
-"","effect","group","level","term","estimate","std.error","conf.low","conf.high","ranef_grouping","rank"
-"1","ran_vals","project_id","01org_isa-l.git","before_after:week_index",-0.360196460026116,0.700812637569991,-1.73376398957382,1.01337106952159,1,942
-"2","ran_vals","project_id","01org_libyami.git","before_after:week_index",1.07019505895469,0.276433172539435,0.528395996645252,1.61199412126413,2,4097
-"3","ran_vals","project_id","0compute_yanc","before_after:week_index",-0.320731187709805,0.695635392437635,-1.68415150325896,1.04268912783935,1,1082
-"4","ran_vals","project_id","13-37-org_infnoise.git","before_after:week_index",0.225848682185203,0.602225211706345,-0.954491043341242,1.40618840771165,1,3394
-"5","ran_vals","project_id","20kly_20kly.git","before_after:week_index",-0.143797845852783,0.678140072109024,-1.47292796365986,1.1853322719543,1,1760
-"6","ran_vals","project_id","3rd-Eden_FlashPolicyFileServer","before_after:week_index",0.231834326298453,0.430434389870294,-0.611801575554795,1.0754702281517,1,3420
-"7","ran_vals","project_id","4ti2_4ti2.git","before_after:week_index",0.815939206992516,0.327703515084161,0.173652119820382,1.45822629416465,2,3958
-"8","ran_vals","project_id","59naga_babel-plugin-add-module-exports","before_after:week_index",-0.126755907688808,0.651364074051162,-1.40340603365237,1.14989421827475,1,1829
-"9","ran_vals","project_id","8bitbubsy_ft2-clone","before_after:week_index",-0.205146281150396,0.669571717249249,-1.51748273202556,1.10719016972477,1,1523
-"10","ran_vals","project_id","8bitbubsy_pt2-clone","before_after:week_index",-0.20458078970678,0.674291735720321,-1.52616830679161,1.11700672737805,1,1528
-"11","ran_vals","project_id","a-detiste_cruft","before_after:week_index",0.0647967715492579,0.645646673537566,-1.20064745532246,1.33024099842098,1,2626
-"12","ran_vals","project_id","a-detiste_cruft-ng","before_after:week_index",0.546897049241753,0.281949458862905,-0.00571373559009769,1.0995078340736,1,3814
-"13","ran_vals","project_id","a2o_snoopy","before_after:week_index",-0.481043024740839,0.727987171182656,-1.90787166146604,0.945785611984362,1,233
-"14","ran_vals","project_id","aaugustin_websockets.git","before_after:week_index",0.0364783146612845,0.638573441958209,-1.21510263306058,1.28805926238315,1,2496
-"15","ran_vals","project_id","Abigail_end.git","before_after:week_index",-0.447835818148468,0.720613837361293,-1.86021298613781,0.96454134984087,1,543
-"16","ran_vals","project_id","Abigail_Regexp--Common.git","before_after:week_index",-0.37481737051537,0.69955807802628,-1.74592600854094,0.9962912675102,1,899
-"17","ran_vals","project_id","abishekvashok_cmatrix.git","before_after:week_index",-0.353577164117439,0.706989065076953,-1.73925026913191,1.03209594089703,1,959
-"18","ran_vals","project_id","AbiWord_enchant.git","before_after:week_index",0.176857104839888,0.608475795802316,-1.015733540397,1.36944775007678,1,3170
-"19","ran_vals","project_id","Ableton_link.git","before_after:week_index",-0.505657869358859,0.731127290958776,-1.9386410277524,0.927325289034678,1,23
-"20","ran_vals","project_id","AccelerationNet_cl-csv","before_after:week_index",1.20265687218351,0.269054467037921,0.675319806909567,1.72999393745746,2,4172
-"21","ran_vals","project_id","accounts-sso_libaccounts-glib.git","before_after:week_index",-0.0874130006669331,0.665732524988144,-1.39222477298061,1.21739877164674,1,1975
-"22","ran_vals","project_id","accounts-sso_libaccounts-qt.git","before_after:week_index",-0.19937264017795,0.682244947283506,-1.53654816548805,1.13780288513215,1,1557
-"23","ran_vals","project_id","accounts-sso_libsignon-glib.git","before_after:week_index",0.161140052545699,0.626538236803241,-1.06685232652588,1.38913243161728,1,3086
-"24","ran_vals","project_id","accounts-sso_signon-plugin-oauth2.git","before_after:week_index",-0.222041699943147,0.685512173752961,-1.56562087146271,1.12153747157642,1,1458
-"25","ran_vals","project_id","accounts-sso_signond.git","before_after:week_index",0.249473611684294,0.60422102631684,-0.934777838598539,1.43372506196713,1,3498
-"26","ran_vals","project_id","accounts-sso_telepathy-accounts-signon.git","before_after:week_index",-0.302849866957815,0.6935510801931,-1.66218500557514,1.05648527165951,1,1151
-"27","ran_vals","project_id","acetcom_nextepc.git","before_after:week_index",0.274877159770459,0.59063536637685,-0.882746886323786,1.4325012058647,1,3578
-"28","ran_vals","project_id","achernya_hesiod","before_after:week_index",-0.408830917112014,0.72079756496076,-1.82156818457927,1.00390635035525,1,779
-"29","ran_vals","project_id","achillean_shodan-python","before_after:week_index",-0.470414990630908,0.725462524523514,-1.8922954108305,0.951465429568686,1,333
-"30","ran_vals","project_id","aconchillo_guile-json.git","before_after:week_index",-0.0378869996314923,0.635896009505167,-1.28422027617436,1.20844627691137,1,2207
-"31","ran_vals","project_id","acoustid_chromaprint","before_after:week_index",-0.0181604033073118,0.647693078097004,-1.28761550941333,1.25129470279871,1,2274
-"32","ran_vals","project_id","ActiveState_appdirs.git","before_after:week_index",0.0271920386382379,0.644825770515774,-1.23664324787597,1.29102732515244,1,2452
-"33","ran_vals","project_id","adah1972_libunibreak.git","before_after:week_index",0.878286290423952,0.292241918987074,0.305502654436416,1.45106992641149,2,4001
-"34","ran_vals","project_id","adamchainz_django-cors-headers","before_after:week_index",0.0185463006288942,0.64076565046476,-1.23733129681242,1.2744238980702,1,2420
-"35","ran_vals","project_id","adamchainz_django-jsonfield","before_after:week_index",-0.496463945544358,0.731519505634891,-1.93021583057729,0.937287939488573,1,101
-"36","ran_vals","project_id","adelton_mod_authnz_pam.git","before_after:week_index",-0.117624188987645,0.665562330442218,-1.42210238612094,1.18685400814565,1,1864
-"37","ran_vals","project_id","admesh_admesh","before_after:week_index",-0.151211399956418,0.664326603930797,-1.45326761763259,1.15084481771975,1,1730
-"38","ran_vals","project_id","admesh_python-admesh","before_after:week_index",0.144588194515574,0.404592018690213,-0.648397590549599,0.937573979580748,1,3018
-"39","ran_vals","project_id","adplug_adplay-unix","before_after:week_index",-0.303003790135803,0.701338852216258,-1.67760268143833,1.07159510116672,1,1150
-"40","ran_vals","project_id","adrianlopezroche_fdupes.git","before_after:week_index",-0.290230201475214,0.702117085766424,-1.66635440250762,1.0858939995572,1,1199
-"41","ran_vals","project_id","adrienverge_PhotoCollage","before_after:week_index",-0.0302336997157088,0.658037541124704,-1.31996358079542,1.25949618136401,1,2228
-"42","ran_vals","project_id","aelmahmoudy_libitl-gobject.git","before_after:week_index",0.0812397137372587,0.644636400403104,-1.18222441417637,1.34470384165088,1,2737
-"43","ran_vals","project_id","afewmail_afew","before_after:week_index",-0.0413709063838593,0.641086087349392,-1.29787654857837,1.21513473581065,1,2189
-"44","ran_vals","project_id","AFLplusplus_AFLplusplus.git","before_after:week_index",0.198049343957151,0.608330546446462,-0.994256617773485,1.39035530568779,1,3284
-"45","ran_vals","project_id","agmartin_linuxdoc-tools","before_after:week_index",0.0458629016696229,0.62633056109105,-1.1817224404856,1.27344824382484,1,2537
-"46","ran_vals","project_id","agordon_fastx_toolkit.git","before_after:week_index",0.134105508894606,0.616844892924698,-1.07488826528527,1.34309928307448,1,2965
-"47","ran_vals","project_id","agordon_libgtextutils.git","before_after:week_index",-0.405007195839645,0.706564433727361,-1.78984803870221,0.97983364702292,1,790
-"48","ran_vals","project_id","agraef_pd-lua.git","before_after:week_index",-0.476819783303163,0.72521318578213,-1.89821150854969,0.944571941943367,1,269
-"49","ran_vals","project_id","agronholm_pythonfutures.git","before_after:week_index",0.481571609043492,0.407518062829606,-0.317149117152066,1.28029233523905,1,3777
-"50","ran_vals","project_id","ahcm_ffindex.git","before_after:week_index",0.804910837677974,0.306904658488791,0.203388760352378,1.40643291500357,2,3954
-"51","ran_vals","project_id","ahmetb_kubectx","before_after:week_index",-0.114589297196031,0.658901902441367,-1.40601329532603,1.17683470093397,1,1879
-"52","ran_vals","project_id","ahoward_open4","before_after:week_index",-0.46016794712516,0.723579468559664,-1.87835764545473,0.958021751204413,1,433
-"53","ran_vals","project_id","aio-libs_aiohttp-cors.git","before_after:week_index",0.0448411661567884,0.636961430757328,-1.20358029766868,1.29326262998225,1,2533
-"54","ran_vals","project_id","aio-libs_aiohttp-jinja2","before_after:week_index",-0.225755581389783,0.677163604509301,-1.55297185786934,1.10146069508977,1,1444
-"55","ran_vals","project_id","aio-libs_aiohttp.git","before_after:week_index",0.137130843265005,0.620847227636656,-1.07970736280438,1.35396904933439,1,2982
-"56","ran_vals","project_id","aio-libs_aiomysql.git","before_after:week_index",-0.494879226737244,0.731589017116868,-1.92876735177136,0.939008898296873,1,118
-"57","ran_vals","project_id","aio-libs_aiosmtpd","before_after:week_index",-0.502959338913778,0.73124046523562,-1.93616431481391,0.930245636986351,1,37
-"58","ran_vals","project_id","aio-libs_async_timeout.git","before_after:week_index",-0.439325057006695,0.714697557214283,-1.84010652898544,0.961456414972054,1,599
-"59","ran_vals","project_id","aio-libs_multidict.git","before_after:week_index",-0.161841427347303,0.664998877938679,-1.46521527786666,1.14153242317206,1,1691
-"60","ran_vals","project_id","aio-libs_yarl.git","before_after:week_index",0.189018633153677,0.622623551343143,-1.03130110340531,1.40933836971266,1,3239
-"61","ran_vals","project_id","aircrack-ng_aircrack-ng","before_after:week_index",0.235729651068806,0.600714237143991,-0.941648618733869,1.41310792087148,1,3437
-"62","ran_vals","project_id","aircrack-ng_mdk4","before_after:week_index",-0.0696531008142579,0.65511626144847,-1.35365737893978,1.21435117731127,1,2048
-"63","ran_vals","project_id","airspy_airspyhf.git","before_after:week_index",-0.236674328675749,0.677321137172296,-1.56419936350116,1.09085070614966,1,1399
-"64","ran_vals","project_id","airspy_airspyone_host.git","before_after:week_index",-0.194990271656145,0.675532480375987,-1.51900960358009,1.1290290602678,1,1572
-"65","ran_vals","project_id","ajaiantilal_i7z","before_after:week_index",-0.479184426336274,0.72806431151715,-1.90616425533884,0.947795402666291,1,254
-"66","ran_vals","project_id","akheron_jansson.git","before_after:week_index",1.26450760641029,0.228181832227482,0.817279433318065,1.71173577950251,2,4193
-"67","ran_vals","project_id","akopytov_sysbench.git","before_after:week_index",-0.371972959806522,0.714186243552308,-1.771752275423,1.02780635580995,1,905
-"68","ran_vals","project_id","akorotkov_pgsphere","before_after:week_index",-0.268510428816877,0.688238414356995,-1.61743293373354,1.08041207609979,1,1274
-"69","ran_vals","project_id","alanxz_rabbitmq-c.git","before_after:week_index",0.0504578951041057,0.627737163917483,-1.17988433793148,1.28080012813969,1,2553
-"70","ran_vals","project_id","alastair_python-musicbrainz-ngs","before_after:week_index",-0.471124630554692,0.72543446280705,-1.89295005080067,0.950700789691287,1,327
-"71","ran_vals","project_id","AlbrechtL_welle.io","before_after:week_index",0.113264992082735,0.619964534124909,-1.10184316649424,1.32837315065971,1,2875
-"72","ran_vals","project_id","AlDanial_cloc.git","before_after:week_index",0.0971342825889872,0.616110257634526,-1.11041963288038,1.30468819805835,1,2815
-"73","ran_vals","project_id","alecthomas_devtodo","before_after:week_index",-0.471403770712261,0.72839555295158,-1.89903282099649,0.956225279571973,1,325
-"74","ran_vals","project_id","alecthomas_voluptuous","before_after:week_index",-0.0876587868983848,0.651640317112961,-1.36485033931405,1.18953276551728,1,1974
-"75","ran_vals","project_id","alex_pretend","before_after:week_index",-0.204369872311644,0.670313670888963,-1.51816052559885,1.10942078097556,1,1532
-"76","ran_vals","project_id","alex_rply","before_after:week_index",0.125670056378503,0.613466082229498,-1.0767013705282,1.32804148328521,1,2925
-"77","ran_vals","project_id","AlexandrePTJ_mopidy-somafm","before_after:week_index",-0.0238366570804151,0.649803268826891,-1.29742766101752,1.24975434685669,1,2256
-"78","ran_vals","project_id","alexdalitz_dnsruby.git","before_after:week_index",0.0836063190080563,0.632852748822269,-1.15676227620076,1.32397491421688,1,2748
-"79","ran_vals","project_id","alexdantas_nsnake.debian","before_after:week_index",-0.476765219158868,0.725215272776467,-1.89816103483913,0.944630596521398,1,270
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-"1196","ran_vals","project_id","GNOME_eog-plugins.git","before_after:week_index",-0.465331130054567,0.725666756395298,-1.88761183736735,0.956949577258217,1,374
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-"1199","ran_vals","project_id","GNOME_folks","before_after:week_index",-0.0308175098459349,0.652317486901293,-1.30933629065815,1.24770127096628,1,2225
-"1200","ran_vals","project_id","GNOME_frogr","before_after:week_index",-0.0725835418870521,0.63996738770999,-1.32689657307881,1.18172948930471,1,2038
-"1201","ran_vals","project_id","GNOME_gbrainy.git","before_after:week_index",0.204978370906353,0.61011003204284,-0.990815318504191,1.4007720603169,1,3311
-"1202","ran_vals","project_id","GNOME_gcab","before_after:week_index",0.877764804681426,0.291045706296059,0.307325702486129,1.44820390687672,2,3999
-"1203","ran_vals","project_id","GNOME_gcr.git","before_after:week_index",1.30368950106686,0.191710998317735,0.92794284892388,1.67943615320984,2,4210
-"1204","ran_vals","project_id","GNOME_gdk-pixbuf","before_after:week_index",1.30278649397191,0.213850017532353,0.883648161515239,1.72192482642858,2,4208
-"1205","ran_vals","project_id","gnome_gdm.git","before_after:week_index",-0.0996534225031289,0.667540078220357,-1.40800793405208,1.20870108904582,1,1942
-"1206","ran_vals","project_id","GNOME_geary.git","before_after:week_index",1.280960251545,0.183136388419205,0.92201952598462,1.63990097710538,2,4201
-"1207","ran_vals","project_id","GNOME_gedit.git","before_after:week_index",0.129954511095098,0.621335661242086,-1.08784100724977,1.34775002943997,1,2949
-"1208","ran_vals","project_id","GNOME_genius","before_after:week_index",0.00580177056234032,0.628938616580165,-1.22689526642123,1.23849880754591,1,2368
-"1209","ran_vals","project_id","GNOME_geocode-glib.git","before_after:week_index",0.0687617633391499,0.62562201854515,-1.15743486094459,1.29495838762289,1,2651
-"1210","ran_vals","project_id","GNOME_ghex","before_after:week_index",1.12048044268045,0.260249972027367,0.61039987052926,1.63056101483165,2,4117
-"1211","ran_vals","project_id","GNOME_giggle.git","before_after:week_index",0.260197504383215,0.593152480536095,-0.902359994808126,1.42275500357456,1,3531
-"1212","ran_vals","project_id","GNOME_gitg.git","before_after:week_index",-0.101451048803461,0.647321914164647,-1.3701786869697,1.16727658936278,1,1933
-"1213","ran_vals","project_id","GNOME_gjs.git","before_after:week_index",0.231207443422711,0.607446214725627,-0.959365259984702,1.42178014683012,1,3414.5
-"1214","ran_vals","project_id","GNOME_glade","before_after:week_index",0.157836453922726,0.613915160453058,-1.0454151501284,1.36108805797385,1,3064
-"1215","ran_vals","project_id","GNOME_glib-networking","before_after:week_index",0.486481681926043,0.317658070749715,-0.136116696141875,1.10908005999396,1,3779
-"1216","ran_vals","project_id","GNOME_glibmm.git","before_after:week_index",-0.118298666573542,0.664192210351722,-1.42009147767497,1.18349414452789,1,1859
-"1217","ran_vals","project_id","GNOME_gnome-applets","before_after:week_index",1.20059199341786,0.179959236825746,0.847878370554084,1.55330561628164,2,4171
-"1218","ran_vals","project_id","GNOME_gnome-autoar","before_after:week_index",0.680241716036567,0.355929478353253,-0.0173672425719379,1.37785067464507,1,3892
-"1219","ran_vals","project_id","GNOME_gnome-boxes","before_after:week_index",0.462172223144899,0.417102452666646,-0.355333561945049,1.27967800823485,1,3761
-"1220","ran_vals","project_id","GNOME_gnome-builder.git","before_after:week_index",0.291747464985357,0.580753627627678,-0.846508729055877,1.43000365902659,1,3611
-"1221","ran_vals","project_id","GNOME_gnome-calculator.git","before_after:week_index",-0.130369813282534,0.668642298343393,-1.44088463657567,1.1801450100106,1,1809
-"1222","ran_vals","project_id","GNOME_gnome-calendar.git","before_after:week_index",0.147818267885118,0.618395573538715,-1.06421478444975,1.35985132021999,1,3028
-"1223","ran_vals","project_id","GNOME_gnome-characters.git","before_after:week_index",-0.44970565543558,0.719196176172442,-1.85930425855249,0.959892947681329,1,531
-"1224","ran_vals","project_id","GNOME_gnome-chess.git","before_after:week_index",0.141821906915715,0.624444747592609,-1.082067308701,1.36571112253243,1,3003
-"1225","ran_vals","project_id","GNOME_gnome-clocks.git","before_after:week_index",0.814733580585365,0.314453380644309,0.198416279705655,1.43105088146507,2,3957
-"1226","ran_vals","project_id","GNOME_gnome-color-manager.git","before_after:week_index",0.279347665899782,0.59856386874488,-0.893815959287142,1.45251129108671,1,3589
-"1227","ran_vals","project_id","GNOME_gnome-contacts.git","before_after:week_index",0.218090833169551,0.60465336264768,-0.967007980750938,1.40318964709004,1,3358
-"1228","ran_vals","project_id","GNOME_gnome-control-center","before_after:week_index",0.174087174473679,0.61698840297157,-1.03518787422948,1.38336222317684,1,3158
-"1229","ran_vals","project_id","GNOME_gnome-desktop-testing","before_after:week_index",0.134789606841943,0.623316926719098,-1.08688912048168,1.35646833416557,1,2968
-"1230","ran_vals","project_id","GNOME_gnome-desktop.git","before_after:week_index",0.986838704122777,0.274882591550032,0.44807872470768,1.52559868353787,2,4057
-"1231","ran_vals","project_id","GNOME_gnome-disk-utility.git","before_after:week_index",-0.475749813429537,0.728208871631578,-1.90301297504998,0.951513348190907,1,278
-"1232","ran_vals","project_id","GNOME_gnome-mines.git","before_after:week_index",0.0315610026732907,0.654759279617611,-1.25174360392062,1.3148656092672,1,2475
-"1233","ran_vals","project_id","GNOME_gnome-multi-writer.git","before_after:week_index",0.183757668980323,0.599129670635717,-0.990514907535027,1.35803024549567,1,3216
-"1234","ran_vals","project_id","GNOME_gnome-music","before_after:week_index",0.0525879518587321,0.628263394044062,-1.17878567327252,1.28396157698999,1,2566
-"1235","ran_vals","project_id","GNOME_gnome-notes","before_after:week_index",0.238608436194041,0.608222899551943,-0.953486541500291,1.43070341388837,1,3456
-"1236","ran_vals","project_id","GNOME_gnome-online-accounts.git","before_after:week_index",0.209619737695972,0.603696084981192,-0.973602846474997,1.39284232186694,1,3330
-"1237","ran_vals","project_id","GNOME_gnome-packagekit","before_after:week_index",0.235703255144322,0.602236340172158,-0.944658281774321,1.41606479206296,1,3436
-"1238","ran_vals","project_id","GNOME_gnome-settings-daemon.git","before_after:week_index",0.0553736791782772,0.632320670928305,-1.1839520625214,1.29469942087796,1,2584
-"1239","ran_vals","project_id","gnome_gnome-shell.git","before_after:week_index",0.244926912397663,0.600231413411527,-0.931505040278502,1.42135886507383,1,3484
-"1240","ran_vals","project_id","GNOME_gom.git","before_after:week_index",0.0577070283974518,0.622184239776637,-1.16175167331319,1.27716573010809,1,2599
-"1241","ran_vals","project_id","GNOME_goocanvas","before_after:week_index",-0.184075173109588,0.682623227391559,-1.52199211380754,1.15384176758836,1,1609
-"1242","ran_vals","project_id","GNOME_grilo","before_after:week_index",-0.23603668179805,0.670441010245639,-1.55007691563815,1.07800355204205,1,1403
-"1243","ran_vals","project_id","GNOME_grilo-plugins","before_after:week_index",-0.469209299553909,0.725510451954144,-1.89118365579141,0.952765056683589,1,343
-"1244","ran_vals","project_id","GNOME_gsettings-desktop-schemas.git","before_after:week_index",-0.0421917317827928,0.656203890619242,-1.32832772391157,1.24394426034598,1,2180
-"1245","ran_vals","project_id","GNOME_gsound.git","before_after:week_index",-0.466372931066413,0.723342870606977,-1.8840989059299,0.951353043797077,1,365
-"1246","ran_vals","project_id","GNOME_gtksourceview","before_after:week_index",-0.131376486825461,0.667558338152787,-1.43976678718433,1.17701381353341,1,1805.5
-"1247","ran_vals","project_id","GNOME_gtksourceview.git","before_after:week_index",-0.131376486825461,0.667558338152787,-1.43976678718433,1.17701381353341,1,1805.5
-"1248","ran_vals","project_id","GNOME_gtranslator.git","before_after:week_index",0.183153872044275,0.614534911505922,-1.02131242174984,1.38762016583839,1,3214
-"1249","ran_vals","project_id","GNOME_gucharmap.git","before_after:week_index",-0.214657295363037,0.688611183957783,-1.56431041527178,1.1349958245457,1,1492
-"1250","ran_vals","project_id","GNOME_gupnp-tools.git","before_after:week_index",0.261765312895439,0.600918951671703,-0.916014190008664,1.43954481579954,1,3539
-"1251","ran_vals","project_id","GNOME_gupnp.git","before_after:week_index",0.0216670617884093,0.650318873691889,-1.25293450911434,1.29626863269116,1,2435
-"1252","ran_vals","project_id","GNOME_gvfs.git","before_after:week_index",0.158451406920753,0.600401343088541,-1.01831360180226,1.33521641564377,1,3070
-"1253","ran_vals","project_id","GNOME_hitori.git","before_after:week_index",0.0253612748976037,0.630807902507679,-1.2109994951807,1.26172204497591,1,2446
-"1254","ran_vals","project_id","GNOME_java-atk-wrapper","before_after:week_index",0.032271924754863,0.64093508522479,-1.22393775871384,1.28848160822356,1,2480
-"1255","ran_vals","project_id","GNOME_json-glib.git","before_after:week_index",0.0996920369148775,0.625257991998597,-1.12579110844821,1.32517518227796,1,2825
-"1256","ran_vals","project_id","GNOME_libgda","before_after:week_index",0.196797596114172,0.619365969459247,-1.01713739727569,1.41073258950403,1,3277
-"1257","ran_vals","project_id","GNOME_libgdata.git","before_after:week_index",-0.140335371970132,0.676007246326908,-1.46528522805897,1.1846144841187,1,1773
-"1258","ran_vals","project_id","GNOME_libgit2-glib.git","before_after:week_index",-0.0430779800928599,0.635254064736413,-1.2881530680089,1.20199710782318,1,2171
-"1259","ran_vals","project_id","GNOME_libgnome-games-support.git","before_after:week_index",0.0718740348793788,0.424045283989864,-0.759239449554814,0.902987519313572,1,2675
-"1260","ran_vals","project_id","GNOME_libgnomekbd.git","before_after:week_index",0.0314756286053701,0.64225308432042,-1.22731728562242,1.29026854283316,1,2472
-"1261","ran_vals","project_id","GNOME_libgsf","before_after:week_index",0.231301623641456,0.605232793572043,-0.954932854022314,1.41753610130523,1,3417
-"1262","ran_vals","project_id","GNOME_libgtop.git","before_after:week_index",0.218894802947728,0.598723088380073,-0.954580886989807,1.39237049288526,1,3364
-"1263","ran_vals","project_id","GNOME_libgudev","before_after:week_index",0.113888846298393,0.481778316433599,-0.830379302443803,1.05815699504059,1,2879
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-"1265","ran_vals","project_id","GNOME_libgxps.git","before_after:week_index",-0.341007428320289,0.697976442808605,-1.70901611828254,1.02700126164196,1,1006
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-"1267","ran_vals","project_id","GNOME_libpeas.git","before_after:week_index",0.0562792642403176,0.625181301293372,-1.16905357010258,1.28161209858321,1,2589
-"1268","ran_vals","project_id","GNOME_librsvg.git","before_after:week_index",-0.00656732260061973,0.653121302555523,-1.28666155314533,1.27352690794409,1,2318
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-"1271","ran_vals","project_id","GNOME_libwnck","before_after:week_index",-0.0424475148846494,0.648023647880739,-1.31255052586116,1.22765549609186,1,2176.5
-"1272","ran_vals","project_id","GNOME_libwnck.git","before_after:week_index",-0.0424475148846494,0.648023647880739,-1.31255052586116,1.22765549609186,1,2176.5
-"1273","ran_vals","project_id","gnome_libxml2","before_after:week_index",-0.0019776856857827,0.645109226197058,-1.26636853512652,1.26241316375495,1,2329.5
-"1274","ran_vals","project_id","GNOME_libxml2.git","before_after:week_index",-0.0019776856857827,0.645109226197058,-1.26636853512652,1.26241316375495,1,2329.5
-"1275","ran_vals","project_id","GNOME_meld.git","before_after:week_index",0.732827287185691,0.282135540340511,0.179851789359542,1.28580278501184,2,3919
-"1276","ran_vals","project_id","GNOME_mm-common.git","before_after:week_index",0.232453622265351,0.602269700886358,-0.947973300451622,1.41288054498232,1,3423
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-"1278","ran_vals","project_id","GNOME_msitools","before_after:week_index",0.138087228613009,0.610873330916477,-1.0592024990993,1.33537695632532,1,2987
-"1279","ran_vals","project_id","GNOME_nautilus-sendto","before_after:week_index",0.0633193564200104,0.63826182383995,-1.18765083101314,1.31428954385316,1,2617
-"1280","ran_vals","project_id","GNOME_nautilus.git","before_after:week_index",-0.448093373193295,0.726401670253911,-1.8718144852007,0.97562773881411,1,538
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-"1282","ran_vals","project_id","GNOME_NetworkManager-openvpn","before_after:week_index",-0.368012456524394,0.708728813520296,-1.75709540582998,1.02107049278119,1,921
-"1283","ran_vals","project_id","GNOME_NetworkManager-pptp","before_after:week_index",-0.280604166107267,0.692405873820353,-1.63769474147914,1.07648640926461,1,1233
-"1284","ran_vals","project_id","GNOME_NetworkManager-vpnc","before_after:week_index",-0.289103429722654,0.694266273229102,-1.64984032093254,1.07163346148723,1,1205
-"1285","ran_vals","project_id","GNOME_ocrfeeder","before_after:week_index",-0.340333215480753,0.704306175305373,-1.72074795316844,1.04008152220693,1,1010
-"1286","ran_vals","project_id","GNOME_orca","before_after:week_index",0.198046691871725,0.615235725523127,-1.00779317215597,1.40388655589942,1,3283
-"1287","ran_vals","project_id","GNOME_pan.git","before_after:week_index",0.178479678695139,0.613634276522435,-1.02422140296813,1.3811807603584,1,3181
-"1288","ran_vals","project_id","GNOME_pango","before_after:week_index",0.157781195349092,0.627426835241802,-1.07195280465879,1.38751519535697,1,3063
-"1289","ran_vals","project_id","GNOME_perl-pango","before_after:week_index",-0.19459406228951,0.681297929177628,-1.52991346621938,1.14072534164036,1,1573
-"1290","ran_vals","project_id","GNOME_phodav.git","before_after:week_index",0.0561933525766874,0.627457922892707,-1.17360157810733,1.2859882832607,1,2588
-"1291","ran_vals","project_id","GNOME_pitivi.git","before_after:week_index",0.167394107210355,0.607668552594195,-1.02361437041185,1.35840258483256,1,3121
-"1292","ran_vals","project_id","GNOME_polari.git","before_after:week_index",1.00896447260947,0.233632434398051,0.551053315568876,1.46687562965007,2,4072
-"1293","ran_vals","project_id","GNOME_policykit-gnome","before_after:week_index",-0.0360048207164719,0.645815729623663,-1.30178039142831,1.22977074999536,1,2211
-"1294","ran_vals","project_id","GNOME_pygobject","before_after:week_index",0.361865029442655,0.409203554039315,-0.440159198820192,1.1638892577055,1,3664
-"1295","ran_vals","project_id","GNOME_rygel.git","before_after:week_index",-0.0258161871527619,0.634375490164837,-1.26916930055079,1.21753692624526,1,2247
-"1296","ran_vals","project_id","GNOME_simple-scan.git","before_after:week_index",0.213016022440742,0.609365321030732,-0.981318060207181,1.40735010508866,1,3345
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-"1298","ran_vals","project_id","GNOME_template-glib.git","before_after:week_index",-0.100119768847335,0.648573922203619,-1.37130129767831,1.17106175998364,1,1939
-"1299","ran_vals","project_id","GNOME_tracker-miners","before_after:week_index",-0.133189317635865,0.678131013118832,-1.46230168014843,1.19592304487671,1,1801
-"1300","ran_vals","project_id","GNOME_vala.git","before_after:week_index",0.160755566161224,0.625215158762534,-1.06464362760183,1.38615475992428,1,3084
-"1301","ran_vals","project_id","GNOME_vte.git","before_after:week_index",0.116024481730876,0.614036373953688,-1.08746469641592,1.31951365987767,1,2890
-"1302","ran_vals","project_id","GNOME_xdg-user-dirs-gtk","before_after:week_index",-0.171499638329721,0.672425022770024,-1.48942846526249,1.14642918860305,1,1658
-"1303","ran_vals","project_id","gnome-terminator_terminator","before_after:week_index",0.0840139860985061,0.419265315641668,-0.737730932525982,0.905758904722994,1,2751
-"1304","ran_vals","project_id","Gnonthgol_sosi2osm.git","before_after:week_index",-0.420376205120918,0.711023867431904,-1.81395737743583,0.973204967193996,1,728
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-"1966","ran_vals","project_id","kugaevsky_mousetrap-rails","before_after:week_index",0.0179261366994377,0.632958235022929,-1.22264920766354,1.25850148106242,1,2416
-"1967","ran_vals","project_id","kumina_postfix_exporter","before_after:week_index",-0.32720868640037,0.699046338330991,-1.69731433305371,1.04289696025297,1,1063
-"1968","ran_vals","project_id","kurtmckee_feedparser","before_after:week_index",0.142225015470389,0.606210402093201,-1.04592553968583,1.33037557062661,1,3006
-"1969","ran_vals","project_id","kurtraschke_pyRFC3339","before_after:week_index",-0.439747237212266,0.718358190555535,-1.84770341870047,0.968208944275943,1,596
-"1970","ran_vals","project_id","kxxoling_PTable","before_after:week_index",0.437717399513755,0.322019974342544,-0.193430152500143,1.06886495152765,1,3739
-"1971","ran_vals","project_id","Kyorai_cuttlefish.git","before_after:week_index",0.21334746799586,0.609630466349859,-0.981506289928219,1.40820122591994,1,3346
-"1972","ran_vals","project_id","kyrus_python-junit-xml.git","before_after:week_index",-0.383057075810114,0.705030751817233,-1.76489195736509,0.998777805744859,1,865
-"1973","ran_vals","project_id","laminas_laminas-stdlib","before_after:week_index",-0.494662534812297,0.731598565933749,-1.9285693751836,0.939244305559003,1,119
-"1974","ran_vals","project_id","lamyj_odil","before_after:week_index",0.593448045051882,0.335447194764439,-0.0640163754014118,1.25091246550518,1,3830
-"1975","ran_vals","project_id","landscapeio_dodgy","before_after:week_index",-0.12927871590792,0.660087208137299,-1.42302587051262,1.16446843869678,1,1815
-"1976","ran_vals","project_id","LanguageMachines_timbl.git","before_after:week_index",0.0180757037175843,0.654612003126001,-1.264940246257,1.30109165369217,1,2417
-"1977","ran_vals","project_id","languitar_autosuspend.git","before_after:week_index",-0.367026471826253,0.703716191543891,-1.74628486258997,1.01223191893746,1,925
-"1978","ran_vals","project_id","lanmaster53_recon-ng.git","before_after:week_index",0.849318644529761,0.341054685682972,0.180863743832508,1.51777354522701,2,3982
-"1979","ran_vals","project_id","larswirzenius_vmdb2.git","before_after:week_index",0.135415552189245,0.612471347648772,-1.06500623076506,1.33583733514355,1,2976
-"1980","ran_vals","project_id","lastpass_lastpass-cli","before_after:week_index",0.0759381841655898,0.617314303800252,-1.13397561842432,1.2858519867555,1,2698
-"1981","ran_vals","project_id","latchset_custodia.git","before_after:week_index",0.164731317287153,0.635550351968593,-1.08092448293304,1.41038711750735,1,3111
-"1982","ran_vals","project_id","latchset_libverto","before_after:week_index",0.15472399656699,0.617941443374558,-1.05641897700184,1.36586697013582,1,3055
-"1983","ran_vals","project_id","lathiat_nss-mdns","before_after:week_index",-0.296775167466064,0.68949663948457,-1.64816374831722,1.05461341338509,1,1172
-"1984","ran_vals","project_id","Lawouach_WebSocket-for-Python.git","before_after:week_index",0.122772020070776,0.620233439574719,-1.09286318350307,1.33840722364462,1,2917
-"1985","ran_vals","project_id","lazarusllong_sqldeveloper-package.git","before_after:week_index",-0.499317055019594,0.731395778047785,-1.9328264384379,0.934192328398714,1,69
-"1986","ran_vals","project_id","lcdproc_lcdproc","before_after:week_index",-0.107159746519123,0.665097160304138,-1.4107262269351,1.19640673389685,1,1911
-"1987","ran_vals","project_id","ldc-developers_ldc","before_after:week_index",0.381801079064722,0.398122040187685,-0.398503781154748,1.16210593928419,1,3680
-"1988","ran_vals","project_id","ldx_python-iptables","before_after:week_index",-0.48142414036048,0.727971447049508,-1.90822195835102,0.945373677630061,1,230
-"1989","ran_vals","project_id","Leaflet_Leaflet","before_after:week_index",0.185161000958245,0.601093572294679,-0.992960752077849,1.36328275399434,1,3222
-"1990","ran_vals","project_id","Leaflet_Leaflet.markercluster","before_after:week_index",0.214235590101096,0.596141313696176,-0.954179914439803,1.38265109464199,1,3347
-"1991","ran_vals","project_id","leahneukirchen_bacon","before_after:week_index",0.0209411061793264,0.644986601134203,-1.24320940255461,1.28509161491327,1,2433
-"1992","ran_vals","project_id","leamas_ddupdate","before_after:week_index",0.190715782633629,0.598954233520135,-0.983212943453629,1.36464450872089,1,3247
-"1993","ran_vals","project_id","LeaVerou_prism.git","before_after:week_index",1.18992827883091,0.244940956128629,0.709852826479998,1.67000373118183,2,4164
-"1994","ran_vals","project_id","LedgerHQ_btchip-python.git","before_after:week_index",-0.148256780135007,0.661544204294848,-1.44485959473412,1.1483460344641,1,1741
-"1995","ran_vals","project_id","ledgersmb_PGObject-Type-DateTime.git","before_after:week_index",-0.467541659308021,0.723299224357873,-1.88518208909521,0.950098770479166,1,360
-"1996","ran_vals","project_id","ledgersmb_PGObject-Util-DBAdmin.git","before_after:week_index",-0.317685572666816,0.690424174574955,-1.67089208888952,1.03552094355589,1,1096
-"1997","ran_vals","project_id","ledgersmb_pkg-ledgersmb","before_after:week_index",0.000757829275195415,0.65411194372162,-1.28127802227667,1.28279368082706,1,2347
-"1998","ran_vals","project_id","leenooks_phpLDAPadmin","before_after:week_index",0.0845485177798783,0.612971703984417,-1.11685394557173,1.28595098113148,1,2757
-"1999","ran_vals","project_id","leggewie-DM_gjots2","before_after:week_index",-0.432792204540026,0.716576382322338,-1.83725610606381,0.97167169698376,1,650
-"2000","ran_vals","project_id","leggewie-DM_libcapi20","before_after:week_index",-0.487077609682991,0.727741928167368,-1.91342557893077,0.939270359564785,1,186
-"2001","ran_vals","project_id","leggewie-DM_n2n","before_after:week_index",-0.437838517726588,0.716405887101601,-1.84196825475819,0.966291219305019,1,607
-"2002","ran_vals","project_id","leggewie-DM_scim","before_after:week_index",0.0395587000920209,0.647599022838471,-1.22971206109471,1.30882946127876,1,2507
-"2003","ran_vals","project_id","leggewie-DM_scim-anthy","before_after:week_index",-0.424770559466254,0.714425554772541,-1.82501891645548,0.975477797522973,1,698
-"2004","ran_vals","project_id","leggewie-DM_scim-tables","before_after:week_index",-0.415437865020602,0.710232197793365,-1.80746739335632,0.97659166331512,1,755
-"2005","ran_vals","project_id","leggewie-DM_wondershaper","before_after:week_index",-0.460385672045359,0.723571027171608,-1.87855882555836,0.957787481467646,1,431
-"2006","ran_vals","project_id","leitao_fortunes-br.git","before_after:week_index",-0.482275945131976,0.722773566655721,-1.89888610475475,0.934334214490798,1,222
-"2007","ran_vals","project_id","LeoIannacone_apt-venv","before_after:week_index",-0.0123396548408503,0.535838197473968,-1.06256322343069,1.03788391374899,1,2297
-"2008","ran_vals","project_id","lepture_mistune","before_after:week_index",0.0415366812322191,0.620989063056829,-1.17557951715244,1.25865287961688,1,2519
-"2009","ran_vals","project_id","lepture_python-livereload","before_after:week_index",-0.207046327303027,0.666155270964382,-1.51268666650474,1.09859401189868,1,1515
-"2010","ran_vals","project_id","lessthanoptimal_ejml","before_after:week_index",-0.23574165360815,0.68745375364263,-1.58312625178458,1.11164294456828,1,1404
-"2011","ran_vals","project_id","letoh_ocaml-usb.git","before_after:week_index",0.0889624751197947,0.52643317822831,-0.942827594474648,1.12075254471424,1,2773
-"2012","ran_vals","project_id","letsencrypt_letsencrypt.git","before_after:week_index",0.0101966028604959,0.645676580531285,-1.2553062406418,1.27569944636279,1,2390
-"2013","ran_vals","project_id","LEW21_pydbus","before_after:week_index",-0.452269897319439,0.71910753489912,-1.86169476673309,0.957154972094215,1,508
-"2014","ran_vals","project_id","lgi-devs_lgi","before_after:week_index",0.778378568747895,0.331046916794691,0.129538534637272,1.42721860285852,2,3938
-"2015","ran_vals","project_id","lhost_sendxmpp.git","before_after:week_index",-0.363053996008076,0.707089791800789,-1.74892452177355,1.0228165297574,1,936
-"2016","ran_vals","project_id","liballeg_allegro5.git","before_after:week_index",1.33659385235499,0.20503621093795,0.934730263390054,1.73845744131993,2,4221
-"2017","ran_vals","project_id","libc_em-redis","before_after:week_index",-0.44795928147788,0.720609277006692,-1.86032751133644,0.964408948380683,1,541
-"2018","ran_vals","project_id","libcamera_libcamera.git","before_after:week_index",-0.0174912959760154,0.658212684534317,-1.3075644518307,1.27258185987867,1,2277
-"2019","ran_vals","project_id","libcgroup_libcgroup","before_after:week_index",0.61922913327408,0.315961175255637,-4.33907399157718e-05,1.23850165728808,1,3852
-"2020","ran_vals","project_id","libeigen_eigen.git","before_after:week_index",-0.170349106222977,0.665927907292645,-1.47554382081669,1.13484560837073,1,1662
-"2021","ran_vals","project_id","liberfa_erfa","before_after:week_index",-0.122836523358942,0.664827912680367,-1.4258752881294,1.18020224141152,1,1843
-"2022","ran_vals","project_id","libevent_libevent","before_after:week_index",0.186573222780502,0.47810127237442,-0.750488052036135,1.12363449759714,1,3227
-"2023","ran_vals","project_id","libexif_libexif-gtk.git","before_after:week_index",-0.119516278298057,0.664339138922352,-1.42159706410622,1.1825645075101,1,1853
-"2024","ran_vals","project_id","libextractor.git","before_after:week_index",0.121782316814859,0.62959779930869,-1.11220669457585,1.35577132820557,1,2910
-"2025","ran_vals","project_id","libfann_fann","before_after:week_index",-0.0382534414095488,0.543191555858553,-1.10288932759859,1.02638244477949,1,2204
-"2026","ran_vals","project_id","libfprint_libfprint","before_after:week_index",0.208461898765201,0.608189932839844,-0.983568465360728,1.40049226289113,1,3322
-"2027","ran_vals","project_id","libgit2_libgit2.git","before_after:week_index",0.932373398409236,0.293264815784422,0.357584921538995,1.50716187527948,2,4025
-"2028","ran_vals","project_id","libgit2_pygit2","before_after:week_index",-0.178426245216928,0.668325319471252,-1.48831980133681,1.13146731090295,1,1623
-"2029","ran_vals","project_id","libhangul_nabi.git","before_after:week_index",0.178790933329863,0.602959275280762,-1.0029875303648,1.36056939702453,1,3183
-"2030","ran_vals","project_id","libical_libical","before_after:week_index",0.69947796978499,0.397401093982921,-0.0794138618383518,1.47836980140833,1,3902
-"2031","ran_vals","project_id","libidn_libidn2","before_after:week_index",-0.0340174879098666,0.633509314529483,-1.27567292825831,1.20763795243858,1,2216
-"2032","ran_vals","project_id","libigl_triangle.git","before_after:week_index",-0.505116648670555,0.731149860540761,-1.93814404263193,0.92791074529082,1,26
-"2033","ran_vals","project_id","libimobiledevice_ideviceinstaller.git","before_after:week_index",-0.248029223204153,0.690916067446244,-1.60219983173884,1.10614138533053,1,1357
-"2034","ran_vals","project_id","libimobiledevice_libimobiledevice.git","before_after:week_index",0.21993284093413,0.600081241206283,-0.956204779628278,1.39607046149654,1,3367.5
-"2035","ran_vals","project_id","libimobiledevice_libplist.git","before_after:week_index",0.21993284093413,0.600081241206283,-0.956204779628278,1.39607046149654,1,3367.5
-"2036","ran_vals","project_id","libimobiledevice_libusbmuxd.git","before_after:week_index",-0.450661346193106,0.719162980728846,-1.86019488743612,0.958872195049906,1,523
-"2037","ran_vals","project_id","libimobiledevice_usbmuxd","before_after:week_index",1.19864612404942,0.227954884816073,0.75186275970994,1.6454294883889,2,4170
-"2038","ran_vals","project_id","libinput_libinput","before_after:week_index",0.190357354935823,0.60478624637752,-0.995001906309285,1.37571661618093,1,3245
-"2039","ran_vals","project_id","libjpeg-turbo_libjpeg-turbo","before_after:week_index",-0.489947739833445,0.731808958473454,-1.92426694200518,0.944371462338291,1,157
-"2040","ran_vals","project_id","libkmahjongg.git","before_after:week_index",-0.0345611331141989,0.652761655048073,-1.31395046749718,1.24482820126878,1,2215
-"2041","ran_vals","project_id","liblouis_liblouis.git","before_after:week_index",-0.106630804453272,0.661188455125413,-1.40253636349276,1.18927475458621,1,1913
-"2042","ran_vals","project_id","libmicrohttpd.git","before_after:week_index",-0.237954030507018,0.689369861847014,-1.58909413175452,1.11318607074048,1,1394
-"2043","ran_vals","project_id","libmtp_libmtp","before_after:week_index",0.093175039393046,0.634313197399837,-1.15005598242908,1.33640606121517,1,2791
-"2044","ran_vals","project_id","libofx_libofx","before_after:week_index",-0.176366979827349,0.685582106966234,-1.52008321792625,1.16734925827156,1,1633
-"2045","ran_vals","project_id","libogdi_ogdi.git","before_after:week_index",0.650514799646044,0.293703684670693,0.0748661555647777,1.22616344372731,2,3871
-"2046","ran_vals","project_id","libosinfo_libosinfo.git","before_after:week_index",-0.406018900059039,0.715736991174961,-1.80883762516502,0.996799825046946,1,786.5
-"2047","ran_vals","project_id","libosinfo_osinfo-db-tools.git","before_after:week_index",-0.437202143963528,0.721488461034787,-1.85129354285294,0.976889254925885,1,613
-"2048","ran_vals","project_id","libosinfo_osinfo-db.git","before_after:week_index",-0.406018900059039,0.715736991174961,-1.80883762516502,0.996799825046946,1,786.5
-"2049","ran_vals","project_id","libpd_abl_link.git","before_after:week_index",-0.00926485546085089,0.624223744047433,-1.23272091208857,1.21419120116687,1,2312
-"2050","ran_vals","project_id","libpinyin_ibus-libpinyin","before_after:week_index",0.220216692976004,0.613066714348912,-0.981371987268168,1.42180537322018,1,3370
-"2051","ran_vals","project_id","libpipeline_libpipeline.git","before_after:week_index",0.314321194703808,0.409958711165459,-0.489183114328949,1.11782550373657,1,3634
-"2052","ran_vals","project_id","libpwquality_libpwquality.git","before_after:week_index",-0.164677628925777,0.671920279221796,-1.48161717668259,1.15226191883104,1,1679
-"2053","ran_vals","project_id","libraries_libqaccessibilityclient.git","before_after:week_index",0.114906400513796,0.618451100617857,-1.09723548289636,1.32704828392395,1,2886
-"2054","ran_vals","project_id","libraries_qca.git","before_after:week_index",0.250026907615459,0.392976090059397,-0.520192075686327,1.02024589091725,1,3503
-"2055","ran_vals","project_id","libratbag_libratbag.git","before_after:week_index",0.286308035093327,0.584718301800413,-0.859718777536903,1.43233484772356,1,3603
-"2056","ran_vals","project_id","libratbag_piper","before_after:week_index",0.0720581143567958,0.628240114743118,-1.15926988418303,1.30338611289662,1,2676
-"2057","ran_vals","project_id","LibreCat_Catmandu-Atom.git","before_after:week_index",-0.3786165261762,0.706112720324931,-1.76257202703867,1.00533897468627,1,882
-"2058","ran_vals","project_id","LibreCat_Catmandu-FileStore.git","before_after:week_index",-0.422818521702017,0.709173944198007,-1.81277391110433,0.967136867700295,1,712
-"2059","ran_vals","project_id","LibreCat_Catmandu-MARC.git","before_after:week_index",-0.043562445632226,0.656785556228965,-1.3308384814071,1.24371359014265,1,2167
-"2060","ran_vals","project_id","LibreCat_Catmandu-RDF.git","before_after:week_index",-0.315457309904886,0.697332388939146,-1.68220367747889,1.05128905766912,1,1106
-"2061","ran_vals","project_id","LibreCat_Catmandu-SRU.git","before_after:week_index",-0.484604411931366,0.727841476259523,-1.9111474918545,0.941938667991764,1,201
-"2062","ran_vals","project_id","LibreCat_Catmandu-Store-MongoDB.git","before_after:week_index",-0.273275467338431,0.691419361019361,-1.62843251315007,1.08188157847321,1,1254
-"2063","ran_vals","project_id","LibreCat_Catmandu.git","before_after:week_index",0.0420535524940325,0.630033433842754,-1.19278928689386,1.27689639188193,1,2522
-"2064","ran_vals","project_id","LibreGames_jumpnbump","before_after:week_index",0.0175749433318238,0.634496364528817,-1.22601507946625,1.2611649661299,1,2414
-"2065","ran_vals","project_id","librsync_librsync","before_after:week_index",0.0664413446808614,0.647202179462238,-1.20205161778095,1.33493430714268,1,2635
-"2066","ran_vals","project_id","libsdl-org_SDL_image.git","before_after:week_index",-0.335438241931602,0.706737776800676,-1.72061883097483,1.04974234711163,1,1026
-"2067","ran_vals","project_id","libsdl-org_SDL_mixer.git","before_after:week_index",0.00362449571760943,0.641740619119245,-1.25416400517255,1.26141299660777,1,2355
-"2068","ran_vals","project_id","libsdl-org_SDL_net.git","before_after:week_index",-0.161186529187945,0.674916924261852,-1.48399939329772,1.16162633492183,1,1694
-"2069","ran_vals","project_id","libsdl-org_SDL_ttf.git","before_after:week_index",-0.300301793737413,0.704377502019216,-1.68085632921536,1.08025274174054,1,1161
-"2070","ran_vals","project_id","libsigcplusplus_libsigcplusplus.git","before_after:week_index",-0.326985566908464,0.699631025717656,-1.69823717978189,1.04426604596496,1,1064
-"2071","ran_vals","project_id","libsndfile_libsamplerate","before_after:week_index",0.045318819017603,0.641793555913328,-1.21257343608241,1.30321107411762,1,2535
-"2072","ran_vals","project_id","libsndfile_sndfile-tools.git","before_after:week_index",-0.0668032690935564,0.646275975077258,-1.33348090431849,1.19987436613137,1,2058
-"2073","ran_vals","project_id","libspatialindex_libspatialindex.git","before_after:week_index",-0.197358574185899,0.677941672246304,-1.52609983540751,1.13138268703571,1,1561
-"2074","ran_vals","project_id","libssh2_libssh2","before_after:week_index",0.187632610517792,0.610081399049958,-1.00810495925793,1.38337018029352,1,3233
-"2075","ran_vals","project_id","libtom_libtomcrypt","before_after:week_index",-0.384046207992543,0.702174381683608,-1.7602827069591,0.99219029097401,1,859
-"2076","ran_vals","project_id","libusb_hidapi.git","before_after:week_index",-0.45500740843334,0.721915469183557,-1.86993572791545,0.959920911048767,1,481
-"2077","ran_vals","project_id","libvc_rolo","before_after:week_index",-0.308335305731493,0.676386658195062,-1.63402879541722,1.01735818395423,1,1132
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diff --git a/mlm/models/020125_contributing_model.rda b/mlm/models/020125_contributing_model.rda
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index aea3643c6eaf3692ef78b071b943977e59e1b282..0000000000000000000000000000000000000000
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diff --git a/mlm/readme_did_prep.R b/mlm/readme_did_prep.R
index 6eed678..570cf4a 100644
--- a/mlm/readme_did_prep.R
+++ b/mlm/readme_did_prep.R
@@ -3,7 +3,7 @@ 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_filepath <- "/mmfs1/gscratch/comdata/users/mjilg/govdoc-cr-data/final_data/metadata/final_0207_README_weekly_count_data.csv"
 df = read.csv(readme_df_filepath, header = TRUE)
 
 #filtered_df <- df |>
@@ -13,12 +13,12 @@ df = read.csv(readme_df_filepath, header = TRUE)
 #write.csv(filtered_df, output_filepath, row.names = FALSE)
 
 #EDA 
-var(df$commit_count) # 112.4945
-mean(df$commit_count) # 2.431342
+var(df$commit_count) #  207.7579
+mean(df$commit_count) # 4.31725
 median(df$commit_count) # 0
-mean(df$age) # 4911.734 days
-mean(df$age_at_commit) # 197.296 days
-median(df$age) # 4689 days
+mean(df$age) # 5074.828
+mean(df$age_at_commit) # 533.7488
+median(df$age) # 4876
 median(df$age_at_commit) # 0 days
 
 # scale and log-transform
@@ -29,12 +29,17 @@ df$log1p_count <- log1p(df$commit_count)
 
 #getting IK Bandwidth
 get_optimal_bandwidth <- function(df){
-  IKbandwidth(df$week_index, df$log1p_count, cutpoint = 0, verbose = FALSE, kernel = "triangular")
+  bw <- tryCatch({
+    IKbandwidth(df$relative_week, df$log1p_count, cutpoint = 0, verbose = FALSE, kernel = "triangular")
+  }, error = function(e) {
+    NA
+  })
 }
 
 mean_optimal_bandwidth <- df %>%
   group_by(project_id) %>%
   summarise(optimal_bandwidth = get_optimal_bandwidth(cur_data())) %>%
+  drop_na(optimal_bandwidth) |>
   summarise(mean_optimal_bandwidth = mean(optimal_bandwidth))
   
-#Mean Optimal Bandwidth: 5.44841
+#Mean Optimal Bandwidth: 5.471781
diff --git a/plots/cr-0203-contributing-blup.png b/plots/cr-0203-contributing-blup.png
deleted file mode 100644
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