Backwards compatible a smidge

README.md

@@ -182,7 +182,7 @@ Our trained, released models are in the `s3` folder referenced above, and are ca
 Note that by default we are using the `--use_cache` flag, which will cache all the features so future reruns are faster. There are two things to be aware of: (a) the cache is stored in RAM and can be huge (100gb+) and (b) if you intend to change the features and rerun, you'll have to turn off the cache or the new features won't be used.
 
 ## Licensing
-The code in this repo is released under the Apache 2.0 license (license included in the repo. The dataset is released under ODC-BY (included in S3 bucket with the data). We would also like to acknowledge that some of the affiliations data comes directly from the Microsoft Academic Graph (https://aka.ms/msracad).
+The code in this repo is released under the Apache 2.0 license. The dataset is released under ODC-BY (included in S3 bucket with the data). We would also like to acknowledge that some of the affiliations data comes directly from the Microsoft Academic Graph (https://aka.ms/msracad).
 
 ## Citation
 

data/s2and_name_tuples_filtered.txt

@@ -232,8 +232,6 @@ abi,abigail
 abigail,abi
 jenn,jennifer
 jennifer,jenn
-maria,marcia
-marcia,maria
 theodore,ted
 ted,theodore
 danial,daniel
@@ -362,8 +360,6 @@ julia,julie
 julie,julia
 rudolf,rudi
 rudi,rudolf
-antonio,andrea
-andrea,antonio
 manel,manuel
 manuel,manel
 jc,jean
@@ -372,8 +368,6 @@ katy,katherine
 katherine,katy
 nicola,nikki
 nikki,nicola
-marian,maria
-maria,marian
 ash,ashley
 ashley,ash
 desmond,des
@@ -408,12 +402,8 @@ deb,debra
 debra,deb
 cindy,cynthia
 cynthia,cindy
-peter,patrick
-patrick,peter
 john,johannes
 johannes,john
-marina,mariana
-mariana,marina
 mick,michael
 michael,mick
 arthur,art
@@ -496,8 +486,6 @@ tracy,tracey
 tracey,tracy
 michal,michael
 michael,michal
-antonio,andre
-andre,antonio
 val,valerie
 valerie,val
 walt,walter
@@ -564,8 +552,6 @@ anna,ania
 ania,anna
 jeff,jefferson
 jefferson,jeff
-daniel,danielle
-danielle,daniel
 nickolas,nick
 nick,nickolas
 amirali,amir
@@ -1071,12 +1057,6 @@ marc,marcus
 marcus,marc
 tomas,tomasz
 tomasz,tomas
-christian,christopher
-christopher,christian
-alex,alastair
-alastair,alex
-gabriella,gabriel
-gabriel,gabriella
 elizabeth,elise
 elise,elizabeth
 terrence,terrance
@@ -1099,10 +1079,6 @@ molly,mary
 mary,molly
 jerome,jerry
 jerry,jerome
-melanie,melissa
-melissa,melanie
-edwin,edmund
-edmund,edwin
 jeanne,jc
 jc,jeanne
 randolph,randy
@@ -1629,26 +1605,16 @@ serhii,serhiy
 serhiy,serhii
 kyung,kyoung
 kyoung,kyung
-eduardo,editorial
-editorial,eduardo
 serhii,sergiy
 sergiy,serhii
-muhammad,maria
-maria,muhammad
 dmytro,dmitrii
 dmitrii,dmytro
-ej,emma
-emma,ej
 hasan,hassan
 hassan,hasan
 dimitry,dmitry
 dmitry,dimitry
-wang,weisheng
-weisheng,wang
 amirhossein,amihossein
 amihossein,amirhossein
-antonio,alfredo
-alfredo,antonio
 dmitrii,dmitriy
 dmitriy,dmitrii
 sajikumar,sreedharan
@@ -5091,16 +5057,12 @@ wangli,wanli
 wanli,wangli
 chidambaram,chidabaram
 chidabaram,chidambaram
-pui,ph
-ph,pui
 janio,jano
 jano,janio
 nazek,nazeek
 nazeek,nazek
 thandavaryan,thandavarayan
 thandavarayan,thandavaryan
-loc,lg
-lg,loc
 pradhat,prabhat
 prabhat,pradhat
 jin,jiao
@@ -5571,10 +5533,6 @@ tatyna,tatyana
 tatyana,tatyna
 artemiy,artemy
 artemy,artemiy
-thanh,thao
-thao,thanh
-paola,paolo
-paolo,paola
 zinoviy,zenoviy
 zenoviy,zinoviy
 hossam,hosssam
@@ -5589,8 +5547,6 @@ antonio,antnio
 antnio,antonio
 binyam,biniam
 biniam,binyam
-kin,ko
-ko,kin
 tayfun,taifun
 taifun,tayfun
 nasser,naseer
@@ -7629,12 +7585,8 @@ xiangcehng,xiangcheng
 xiangcheng,xiangcehng
 herbert,herbet
 herbet,herbert
-zhou,zhi
-zhi,zhou
 kuo,kou
 kou,kuo
-ne,nhw
-nhw,ne
 philipp,phillipp
 phillipp,philipp
 vanphanom,vanpahnom
@@ -11515,22 +11467,12 @@ tykhon,tikhon
 tikhon,tykhon
 ryhei,ryohei
 ryohei,ryhei
-pra,pim
-pim,pra
-rjl,rob
-rob,rjl
 norshariani,norshairani
 norshairani,norshariani
 anatolii,anatoalii
 anatoalii,anatolii
-lcs,lucy
-lucy,lcs
 alena,anna
 anna,alena
-mc,mei
-mei,mc
-jon,jh
-jh,jon
 vladinir,vladimir
 vladimir,vladinir
 aida,ayda
@@ -11549,9 +11491,6 @@ yevhen,yeuvgen
 yeuvgen,yevhen
 junichi,jyunichi
 jyunichi,junichi
-jun,js
-js,jun
-davis,david
 raineesh,rajneesh
 rajneesh,raineesh
 necar,nesar
@@ -11560,10 +11499,6 @@ neschiclyaev,neschislyaev
 neschislyaev,neschiclyaev
 hojjatollah,hojatollah
 hojatollah,hojjatollah
-rc,roi
-roi,rc
-emd,eve
-eve,emd
 luciani,luciane
 luciane,luciani
 fabiano,fabiana
@@ -11598,10 +11533,6 @@ gulen,guelen
 guelen,gulen
 hongnyoung,hongnyung
 hongnyung,hongnyoung
-eva,en
-en,eva
-ali,ah
-ah,ali
 jongyeon,joneyeon
 joneyeon,jongyeon
 sergyi,serhii
@@ -11648,12 +11579,8 @@ yubyeol,yubeol
 yubeol,yubyeol
 kebenesa,kebanesa
 kebanesa,kebenesa
-ea,emma
-emma,ea
 abulkadir,abdulkadir
 abdulkadir,abulkadir
-aas,ana
-ana,aas
 gourab,gaurav
 gaurav,gourab
 abdoreza,abdorreza
@@ -11718,14 +11645,10 @@ olav,olaf
 olaf,olav
 chuancun,chuncun
 chuncun,chuancun
-laura,luca
-luca,laura
 serguey,sergei
 sergei,serguey
 stefano,stefhano
 stefhano,stefano
-denny,danny
-danny,denny
 li,le
 le,li
 nuzianna,nunzianna
@@ -11800,8 +11723,6 @@ maryam,mayram
 mayram,maryam
 huyan,hyun
 hyun,huyan
-john,joann
-joann,john
 seungkeol,seungkul
 seungkul,seungkeol
 georhii,georgiy
@@ -11814,12 +11735,8 @@ mutaher,mutahar
 mutahar,mutaher
 amar,amit
 amit,amar
-kee,kt
-kt,kee
 xianonan,xiaonan
 xiaonan,xianonan
-maron,marlon
-marlon,maron
 bangshui,bangshuai
 bangshuai,bangshui
 yafeng,yufeng

requirements.in

@@ -1,4 +1,3 @@
-numpy==1.24.3
 scikit-learn==1.2.2
 text-unidecode==1.3
 requests==2.24.0
@@ -9,13 +8,14 @@ fastcluster==1.2.6
 genieclust==1.1.4
 pycld2==0.41
 fasttext==0.9.2
-shap==0.36.0
 matplotlib==3.7.1
 seaborn==0.12.2
 tqdm==4.49.0
 strsimpy==0.2.0
 jellyfish==0.8.2
+numpy==1.24.3
 orjson
+shap
 
 # For CI and testing
 pytest==6.0.2

requirements_py_311.in

@@ -1,4 +1,3 @@
-numpy==1.24.3
 scikit-learn==1.2.2
 text-unidecode==1.3
 requests==2.24.0
@@ -7,13 +6,14 @@ pandas>=1.2
 lightgbm==3.0.0
 fastcluster==1.2.6
 genieclust==1.1.4
-shap==0.36.0
 matplotlib==3.7.1
 seaborn==0.12.2
 tqdm==4.49.0
 strsimpy==0.2.0
 jellyfish==0.8.2
+numpy==1.24.3
 orjson
+shap
 
 # For CI and testing
 pytest==8.4.1

s2and/data.py

@@ -40,6 +40,9 @@
 
 logger = logging.getLogger("s2and")
 
+# Global variable for multiprocessing
+global_preprocess: bool
+
 
 class NameCounts(NamedTuple):
     first: Optional[int]
@@ -856,9 +859,11 @@ def split_blocks_helper(
             x.append(block_id)
             y.append(len(signature))
 
+        # Explicitly set n_init to silence upcoming sklearn default-change warning
         clustering_model = KMeans(
             n_clusters=self.num_clusters_for_block_size,
             random_state=self.random_seed,
+            n_init=10,
         ).fit(np.array(y).reshape(-1, 1))
         y_group = clustering_model.labels_