From 01e647230dbcb7fefc6b7e86bb46bba792914944 Mon Sep 17 00:00:00 2001
From: Xinlan Emily Hu <xehu@wharton.upenn.edu>
Date: Fri, 6 Dec 2024 16:30:11 -0500
Subject: [PATCH] update docs & rebuild

---
 docs/build/doctrees/environment.pickle        | Bin 2268761 -> 327631 bytes
 docs/build/doctrees/examples.doctree          | Bin 137145 -> 137166 bytes
 docs/build/doctrees/feature_builder.doctree   | Bin 69652 -> 90730 bytes
 .../doctrees/features/basic_features.doctree  | Bin 13498 -> 13636 bytes
 .../doctrees/features/burstiness.doctree      | Bin 15820 -> 15930 bytes
 .../build/doctrees/features/certainty.doctree | Bin 9085 -> 9167 bytes
 .../features/discursive_diversity.doctree     | Bin 15546 -> 15684 bytes
 docs/build/doctrees/features/fflow.doctree    | Bin 9166 -> 9248 bytes
 .../features/get_all_DD_features.doctree      | Bin 14943 -> 15053 bytes
 .../features/get_user_network.doctree         | Bin 14291 -> 14401 bytes
 docs/build/doctrees/features/hedge.doctree    | Bin 7611 -> 7693 bytes
 docs/build/doctrees/features/index.doctree    | Bin 9897 -> 9941 bytes
 .../features/info_exchange_zscore.doctree     | Bin 11721 -> 11803 bytes
 .../features/information_diversity.doctree    | Bin 24690 -> 24856 bytes
 .../features/lexical_features_v2.doctree      | Bin 15283 -> 15414 bytes
 .../named_entity_recognition_features.doctree | Bin 28074 -> 28281 bytes
 .../features/other_lexical_features.doctree   | Bin 16292 -> 16430 bytes
 .../features/politeness_features.doctree      | Bin 7924 -> 8006 bytes
 .../doctrees/features/politeness_v2.doctree   | Bin 8637 -> 8719 bytes
 .../features/politeness_v2_helper.doctree     | Bin 96428 -> 97129 bytes
 .../doctrees/features/question_num.doctree    | Bin 8746 -> 8828 bytes
 .../doctrees/features/readability.doctree     | Bin 22759 -> 22928 bytes
 .../doctrees/features/reddit_tags.doctree     | Bin 44947 -> 45337 bytes
 .../features/temporal_features.doctree        | Bin 20051 -> 20189 bytes
 .../textblob_sentiment_analysis.doctree       | Bin 13394 -> 13504 bytes
 .../features/turn_taking_features.doctree     | Bin 18846 -> 18984 bytes
 .../doctrees/features/variance_in_DD.doctree  | Bin 4990 -> 5051 bytes
 .../within_person_discursive_range.doctree    | Bin 6675 -> 6755 bytes
 .../doctrees/features/word_mimicry.doctree    | Bin 48809 -> 49115 bytes
 .../features_conceptual/TEMPLATE.doctree      | Bin 9273 -> 9294 bytes
 .../content_word_accommodation.doctree        | Bin 22434 -> 22455 bytes
 .../function_word_accommodation.doctree       | Bin 19939 -> 19960 bytes
 .../features_conceptual/index.doctree         | Bin 6606 -> 6661 bytes
 .../features_conceptual/mimicry_bert.doctree  | Bin 14351 -> 14372 bytes
 .../moving_mimicry.doctree                    | Bin 13855 -> 13876 bytes
 .../named_entity_recognition.doctree          | Bin 17859 -> 17880 bytes
 .../positivity_bert.doctree                   | Bin 13939 -> 13960 bytes
 .../turn_taking_index.doctree                 | Bin 16130 -> 16151 bytes
 .../features_conceptual/word_ttr.doctree      | Bin 8527 -> 8548 bytes
 docs/build/doctrees/index.doctree             | Bin 29722 -> 29743 bytes
 docs/build/doctrees/intro.doctree             | Bin 34381 -> 34402 bytes
 .../doctrees/utils/assign_chunk_nums.doctree  | Bin 29903 -> 30069 bytes
 .../calculate_chat_level_features.doctree     | Bin 86715 -> 87407 bytes
 ...culate_conversation_level_features.doctree | Bin 50100 -> 50451 bytes
 .../calculate_user_level_features.doctree     | Bin 37057 -> 37356 bytes
 .../doctrees/utils/check_embeddings.doctree   | Bin 44624 -> 44856 bytes
 .../doctrees/utils/gini_coefficient.doctree   | Bin 13660 -> 13770 bytes
 docs/build/doctrees/utils/index.doctree       | Bin 8866 -> 8887 bytes
 .../doctrees/utils/preload_word_lists.doctree | Bin 13887 -> 14062 bytes
 docs/build/doctrees/utils/preprocess.doctree  | Bin 54593 -> 54871 bytes
 .../doctrees/utils/summarize_features.doctree | Bin 55759 -> 56009 bytes
 .../zscore_chats_and_conversation.doctree     | Bin 15809 -> 15919 bytes
 docs/build/html/.buildinfo                    |   2 +-
 .../html/_sources/features/index.rst.txt      |   1 +
 .../features_conceptual/index.rst.txt         |   3 ++-
 docs/build/html/_static/searchtools.js        |   7 ++++---
 docs/build/html/examples.html                 |   4 ++--
 docs/build/html/feature_builder.html          |   2 +-
 docs/build/html/features/burstiness.html      |   1 +
 .../html/features/discursive_diversity.html   |   1 +
 .../html/features/get_all_DD_features.html    |   1 +
 .../build/html/features/get_user_network.html |   4 ++--
 docs/build/html/features/index.html           |   2 ++
 .../html/features/information_diversity.html  |   1 +
 .../html/features/turn_taking_features.html   |   5 +++--
 docs/build/html/features/variance_in_DD.html  |   1 +
 .../within_person_discursive_range.html       |   1 +
 .../build/html/features_conceptual/index.html |   2 ++
 .../turn_taking_index.html                    |   1 +
 docs/build/html/genindex.html                 |  11 +++++++++++
 docs/build/html/objects.inv                   | Bin 4354 -> 4422 bytes
 docs/build/html/py-modindex.html              |   5 +++++
 docs/build/html/searchindex.js                |   2 +-
 docs/source/features/index.rst                |   1 +
 docs/source/features/lsm.rst                  |   7 +++++++
 docs/source/features_conceptual/index.rst     |   3 ++-
 docs/source/features_conceptual/lsm.rst       |  15 +++++++--------
 77 files changed, 61 insertions(+), 22 deletions(-)
 create mode 100644 docs/source/features/lsm.rst

diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index f31e7e92391490a097a8f573f2f40d4a00618a65..d27095a1aa288ec7aa5a637ae339cbc70b52ea34 100644
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diff --git a/docs/build/doctrees/examples.doctree b/docs/build/doctrees/examples.doctree
index ed989d52148aa6d2ca507ca363862a42a0b5104d..6110ee6ce5b6266cc798ade1f35c737aa837cedc 100644
GIT binary patch
delta 91
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delta 73
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diff --git a/docs/build/doctrees/feature_builder.doctree b/docs/build/doctrees/feature_builder.doctree
index 70c1ee9dada071820630cf45b7ec1f422b088945..a9545918a84df408109763a6ab0f7784fe637b5d 100644
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P;6^<tL!mb~k<R^pT}>R@

diff --git a/docs/build/doctrees/features/basic_features.doctree b/docs/build/doctrees/features/basic_features.doctree
index ae5fcd2c8c3bced266caacd451cda1c140340657..217b1cac730976c558def745891dd054a03f6520 100644
GIT binary patch
delta 406
zcmdm$c_fRqfpw~-=|<LAM#hB6hGHTjA*qSE3IRp=$*IM~3ciU21(|v2o68uFF)_}?
zDL=VUIeYVNmQH2@Y9{Yy;h%hoV;7^&=3dVItdpP1ifm5e4`E`Qjo0YO>&19CI|;pG
zCai7+Q-;pw81W=#AU!!oTygUgsTxKodvcei-sUYbsf?3PN{VbYlKafaI0K)(rJL6&
u>}SHGW^<#m0L<{s+f{twmTGBO!Nt2YCqpbW)1Ji6*n`i)l+6ytRg3^~pNgOW

delta 375
zcmX?-wJVdgfpzM7lZ~vgj3VCpp~b01#rhSg8KwFzsm0kP`30N18ILiEbYPL0EF+Y?
z`6){$GfvsbPg(dU3v%va%-MW~b3g0kYiz=s=kSL!iL_xcZnKO~8Vgn#phXpvmBnYX
zW*ui_VAy;>Jc${?oP0oBakHy*4I>iwiOgii$^0Uso7?5SGm120u?Xbu$@wZ=n`IRD
zGvQOQlr>9=nSlXpi@B;V&{8;exrP<cQaG1I3ux&qMefOSl(;r8*Pg~MQjXo?l+CA%
Gs~7<^Q-F5>

diff --git a/docs/build/doctrees/features/burstiness.doctree b/docs/build/doctrees/features/burstiness.doctree
index 463a9367c17f3256e11b8163c39dbd9d52ed148d..e001758376a8b48770fa9c204818276edc11fef8 100644
GIT binary patch
delta 373
zcmX?8y{m?`fpx0B-A2}6M$H)g(BjmhV*QHLj8c7<)Z*-t`~v-u)WlqcfTH~5)Z$_V
z-^7A~%)Io?IgAUKH2aBGuE4^<M!fRL3M@IBS8&O(FzReR&S%B}r2dI@F*52*{wJog
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aMz<L!TWX7JPBQ6Y*K8ry6`O3%FaiKBJ%}3s

delta 285
zcmdm0bEcZLfpzLZ+l{Qjj3Vy(p~b01#rhSg8KwFzsm0kP`30LB85b~#RAG^soM#g=
z`3@8B=FKegS@ElQ!llT<n6sIU-;4uD*@|~DGUiOS6<68(Mq(!8WHWZ*&C{fcnM9g#
z*|I=Ia`ST85;lA)4zOm;U}9hZ8Y{WET6G5(oU5`q(x8wDiTlB5JLBY|3Zk30oAj}Z
N<YTdPbDqr^MgS!uWaIz<

diff --git a/docs/build/doctrees/features/certainty.doctree b/docs/build/doctrees/features/certainty.doctree
index 6e122fc8e01ba67098aab512647b9f4318a1462d..5f729c1178c26aed9dd88870dcec337f9ee2f6f2 100644
GIT binary patch
delta 239
zcmezCcHW((fpzMUjVwWon$h~9#i>Qb`W2}erTQ+Z#n~nK1^OYWiMa{^Mfu68#l;G~
zi3J6jdFh+87-unQP9RqK<XDc}&8;j)n2Fc2IhKQii&1BDn$Q<!AQde(i;+=ha<rJr
dW+{o8jFUq}MK+(5e88^RM64S&?^Qg&2ms+DR&M|R

delta 166
zcmX@_{@0DAfpu!pMwTE(5jXwN;?$yI{fg9#Qhk@y;_Q<Ag3a}evzSDxvB*s3SBly^
zhvhmmPT9$GScEroa?a*t%-OtD=nFHDnk6=ikuhiTEHRbMkrFc**)no6<h&U-f0O*c
OE|QDIlFj@|2N(f~wmWkG

diff --git a/docs/build/doctrees/features/discursive_diversity.doctree b/docs/build/doctrees/features/discursive_diversity.doctree
index 9730d93f4f6508fa16700cc6773fc107df777bc8..bde9cf9acb84d5a2053f9446757b4d9e8b3b7470 100644
GIT binary patch
delta 545
zcmdm0d8CT9fpw~-?MBv2M$I(+(BjmhV*QHLj8c7<)Z*-t`~v-u)WlqcfTH~5)Z$_V
z-^7A~%)Io?O^kn-H0KkmeDX)Gn$3Ky=UIu@viT#I10$o(W+R>w7Dk=Pjxs8nPYY-<
zL77s*s~IOx6A{^bTcnXma~%opD4kp{Ew=f$_;1p+?Pbc)+3YBj$_%8z4mvL%%?M)$
zE6#_wh+Em5NpmwPF4}xr)t;F&Et5~HN^f4LnaKpR-a$tV?yP?Ojc{jW8qR?@OU`&6
QyXFiMoK>*d!MchO0QE7%pa1{>

delta 383
zcmX?7wX2e~fpzM7n~kiQj3R;hp~b01#rhSg8KwFzsm0kP`30M&GyY)`>B1s2xlp=v
zvmxs>R-CevmvWzG%-LMXQ^LZSGkL$E%4RM>EhZ>4Qg}7v<bxc-n?*%im_%k`x1f8o
zuf%WcvYQK~jTl+86qy(pz(${xab!l~8Yn~~%WhPh&p7#-r0C`ZWosspdDv`Qs5xPC
zh?)vBR@u!9HGeX(W|c5QZ9AZ&2DA;%<uTX@v<<}Fyx;Hu<K)NcqMQ4T7qN>pW3#DH
Lx?uAu>ncV7Rf&e5

diff --git a/docs/build/doctrees/features/fflow.doctree b/docs/build/doctrees/features/fflow.doctree
index a9c437e65fb1b5cc7efedc84d8e83734e15aff1f..77d54954ea108170ad707d1bc99963a8569af2e5 100644
GIT binary patch
delta 244
zcmX@-zQBXEfpw~=%0^aCM$K^j(BjmhV*QHLj8c7<)Z*-t`~v-u)WlqcfTH~5)Z$_V
z-^7A~%)Io?NsMclG`opaKDmM`V{;eFEmq>SY_8zaVPw?Vyp($z7o*PPSP7NQ4Ptjd
eBC!(N87H#~iEP%Ay1}klMS>fGHfJcMF#-ULy;gAm

delta 102
zcmZ4Ban7B!fpzL(<&CVKjEqi`9h5{iS1_(-Vk`qQeOVmYAk4|WEa{WwxsNdBY<|MM
wjf*j7@*D}3&HKgfFaky9NNi_h%gD))^Jd%}F7<+)F%_g6s3maoE~PX^0Hd}cFaQ7m

diff --git a/docs/build/doctrees/features/get_all_DD_features.doctree b/docs/build/doctrees/features/get_all_DD_features.doctree
index 562809dd0977da071f9e740e3fc684899daa56d3..a15d9bfa394f7b83b30ade6c6db818ecfc742fbd 100644
GIT binary patch
delta 316
zcmca#a<-JEfpzMkjVw8gjH#0g8AU`wQWJ9(0*dmJQ;Ulgd=m=_GV{_mw=lk9VqAe!
zesZHl-sTT1SD6W@nf!r8d~zJ;ZbqHWQe2;z8FePFmldDvz{Ry$pKk>tggZ&!YqO<5
z660icO_9wT1=lk%F2if@<X<wPo4<=RvJ+Offhj|0^Lp82ejp9E*+O>>Bb2{Me+R_c
Siw1Mp8K>d2c5|b}Jw^bE;%~12

delta 192
zcmX?GdcTCFfpu!gMwT2##(>F%j3S$7F}`GCoD5=4{$P>2S&H>4GlDx=idB5_T+ZE$
zIh!N7J~IO;U%r!!j5(8i`4l%>2rOb`%gD))^Jd(9PjEjI<3zYACZf~W5!}fpqN0<_
zWM{KxePm={0O}RrtR?5e59cawo~gTr5s90jzm9RTyp-r>HNyq$jE!J-ez3U92ml3S
BKvw_&

diff --git a/docs/build/doctrees/features/get_user_network.doctree b/docs/build/doctrees/features/get_user_network.doctree
index 0ee6570133eb86504a81bba257a510ce68f1f27c..405b203855735bf80e865b12afd0c227fa93768f 100644
GIT binary patch
delta 303
zcmcbdf3SeHfpw~x#YWa-M#iMcf=VJHA*qSE3IRp=$*IM~3ciU21(|v2n`;>VFflH~
zDL;9xZ06*9+@hPgSi{)}tGmglvv~*4IW9(>$q70tn^%iBF@l*Xn<q(TGfo!Q6xl2+
zUB<+?7^j7s=gJnd;E@M9sA2LFrR7W+I-3KO71@C_*s57t2N^+P2|70*_5|upV`rRz
T(;lEX8I#{}b8OBw%U}cmJL_jD

delta 199
zcmX?Da5<l~fpzK$^Np;@jEugM9nC~GPh$Md#MlF3PW~X9v00uqhYi7<EYB)B*@))|
zW6tL9Jm<I=b0+W8QQ7=TyonLaOxb)<GMkYtBPT=7n{l&)bQ=?6AK1_jvPCQqCeYCO
z$=u4zS+mYFF)#qNOKv`^%)t)ls%-wPb&wIl-Mmld1|ug}A=toKddt`utD#OypRCWy
Ky7`(}HX{It)kNw5

diff --git a/docs/build/doctrees/features/hedge.doctree b/docs/build/doctrees/features/hedge.doctree
index 9ada467a889e5c3eeb7881e3dd7afdc9db7be11f..73f1afc70917dbcd8c39cd27bcb908412649e393 100644
GIT binary patch
delta 181
zcmdmO-D|_zz&e#lZX>HFBV+hvMivo~kkrIng@B^`<kaF~1>eMig3P@1%}I>&m>BzU
z%1`d($l2V$@|78nn$4XY*O?i0HYf6UvjC~J0!tYgbtbPBP}y8A)WtaYlCa2TagiJB
SlUPKtIss@!(B@E?G)4fRmOEkq

delta 103
zcmeCR*=^0*z&dq<>_%2kMn<Q}3phkJS1`_HVypr)?O767Ak4}3EZLh)IJ21<b2cyF
x@n!*1Zv>VyGUiNvBcQT*n@|@cTSiWXoHyfU7m*k2jHw{)Ks|w*m&>Fv0syTRAou_P

diff --git a/docs/build/doctrees/features/index.doctree b/docs/build/doctrees/features/index.doctree
index a3a0f181bacddce6e0f9cd27d8b03f2bcc3aaae9..a7ad58d113552fcfded7e56557a38c76d56975d1 100644
GIT binary patch
delta 428
zcmZ4Kd)1evfpzMsjVzjsn&JAP#i>Qb`W2}erTQ+Z#n~nK1^OYWiMa{^Mfu68#l;G~
zi3J6jdFh)S8H0uR{d#!PQWHx`i&BgAbBc2(PZTy}$}--(U)Y6_(PQ#Paa|G3423LL
zMh1oq#SG>Qr3~c^d2i#*uA+iWjA4_*#UmNxfT|3E?8o9)f#gmJQ&tm@j>(@TRx_4O
zo-dij*f5z(%7U>8s7`irf|LeR9phvLHTlUarNkL~CLfdvWHke7D4Q%Utp(HoG=Kxd
z2U$7UQOJGrF=<uCt&`tKYqMGcg;z{|FRaM~G~QjNp3!*nahXkwXE#^L)-f^u+5A)f
z4RifjkW*!|&H$;blOXn&jE`APAf7#lI07OL0*TTd&b-9j)RM}A)Z!_%Q#7(b8au%H
zIy1g>g0*ylm3NkA2muvj$Y!WPOjOJGm{A5cF5^4cEU;rsdwA3G^EaocOk!kBWny3`
Yo-D{D&uR^HbJApaHGjs0$@ywl0A?SDT>t<8

delta 403
zcmccWyV94XfpzM<jVzjsB2N0D#i>Qb`W2}erTQ+Z#n~nK1)IYdgM}vV7S`MRPS}x=
z(QUGUsG)!}BLhQ*Vg_@DQigJdytmQjLQz2`#*oR);*pFoKoz>I{TT{bA(Qzft^!5#
zq)l0kfqdu5@{+3=OD3O|%wnvYY$j#F*Z@>3JGn<ngQ<pbvX7el<O!@ClkZCLGj>gW
zD;3CU3e;3G*;!f(s0m~Ui0?dkg>*jaW}pKSC%+d~XSD!|Et@PYqR9l5Dwe5dG@ATb
zW)tJ-&C6u#n7Drd)%EbD78T_eP5vk^yxB?NJaheNkn3f$P64T`;~@5zjE`9kAf7FV
zI0Pd01Buce&b-9j)RM}A)Z!_%Q#7(b8au%HIy1g>g0*ylm3NkA2muvj$Y!WPOjOJG
zm{A5cF5^4ctSnHFmG<za<>zmnpfZV(HJOQlp?LCq4tZ8<pbruzd#m{~#!a5BW(5FS
CIDA9^

diff --git a/docs/build/doctrees/features/info_exchange_zscore.doctree b/docs/build/doctrees/features/info_exchange_zscore.doctree
index 96d9a41c49ad9f39b1f5f2c5fc4c77c82c9d84c9..31e4e4f94c7395313ca317430c07797c553415fa 100644
GIT binary patch
delta 180
zcmX>ZJv)ZAfpw~Y-bU7JM#i+sg^VI1A*qSE3IRp=$*IM~3ciU21(|v2n_C#Qm>IX=
zl%M>VYvSf$)*4nkYBoRS%Hv|x*&HOg2So8J{9<I(nar=CvRO}QDdXg2(juE*Dt}{V
OoPpDp&7ZZeF#-T~Y(6>w

delta 103
zcmbOob26H>fpzLW-Hoi-jEsSk3mHW=&tlYMW}FXZzGdNIgD@w*Wtp&fGxuFi#+=O)
xMfY$4DL;i@jEp&x{S;I-=PE5_WXs6Okn?8TET+Q7!PpGa4%Cysd8<wuBLE_cB7pz^

diff --git a/docs/build/doctrees/features/information_diversity.doctree b/docs/build/doctrees/features/information_diversity.doctree
index c45643409c7afa5b7583ee094071a4310d113bf2..360850465b7dfddb0627112872c3eb8cec05e329 100644
GIT binary patch
delta 543
zcmex#fN{nlM%D(_sl16BS+f}#(<c`)iim`yCgv&x6y+zU78fh{CKeQA=B00LVdQ6K
zT#HkFashYOW<yqOHau!J7jP@EFzRfc$iIk#QD<_Zo66=0i3f~eX87g_QfZ8nk4uYe
z=8>7hgvS)1O~sq_<v+6!P%~LyUVQQamE}wsAgd%N&$cnzyj_)(3&K~~{8HbZ3C0dI
z+RiwcGe~5!qKPsS<4WAV46tt7e9tV71&^A|0oJ;VP)j$@wuxtlS)%M>39@i=qT4Zu
zWey&qOpGgVTL$vz9WOg(0%|7T@e-Q6*$?VbmCeomUCb~$&4M>V-J-HtAap*&-V<R9
Q*coTxv$tsTySNrc0KX=<!T<mO

delta 415
zcmbPni1E__M%D(_sp$zDS+f}#gC-X;ifo?6$j8h$1I)a{vV{%8oP3F;bF(GSG-k$}
z%@_C=aWLjgzMv{OSwM|@^K^*^j0o=J|8B;c&r78-P8Q}6-s~nbp9yY2(PRNt@yR~s
zyqlNGpJzc4-p88N#l*m{`GRT)7la8n-pjzA2~B9d(RRkk2b4rNmzk(DF-`$F73jXA
z$vvh5n?21FSx|*0huN%R&DzewzyLJUd$X^tE<2nH@xcNYOQ01{6%e8SZi^Tvw^@pA
z-smC8#5fslg@eD)<_d2eW)z{FtXU0gVB;a0<pa8y(S*(iZ)8LhS{6E=aq=&3?#X|A
VxHgA|FJWhFg<4a%c}jc>BLHqsiCh2x

diff --git a/docs/build/doctrees/features/lexical_features_v2.doctree b/docs/build/doctrees/features/lexical_features_v2.doctree
index 41753d790f8617cc2f71589ce272410e2a60cb6e..714880c69ddbbab58de1c30d115de161a7b76273 100644
GIT binary patch
delta 334
zcmdm7zO90_fpx03%|_NtM#j|1g-jwMA*qSE3IRp=$*IM~3ciU21(|v2lbaadF;2rR
zJ>RTw^H(M=X2zxX)Z|T8;1=0Dm5q~yu)3>^I-9?7e_&(OnarrGvYA`Boe|31E;4~}
z@^e0s&9P#enHZPgwQ%z!$#Wb8)J%S)^ol7%XY)nnVs;=6wk}t@pAjU+sCyM+*L%G=
N?05oT^L#TARsaZ=bj|<(

delta 317
zcmdm1vALYJfpzK%>y50Lj3NR0p~b01#rhSg8KwFzsm0kP`2~}wGrkjP#3u1UDQ~k3
zGcU8q1njc;lh3dSY`)0G!-7}E<W}w@jJ2D+cs{T()=u89t+F{@xSbKo<QAR4$d*x?
zA?MAwdA`_TCXs&Zb~SG1k=o6HRd(|Sr3gmWtSTl32B7JZo0C<d*dg4_`?WVCWK=fK
c(A~&5d6gXZWG)4+&5`;G*m3)Ng84EQ0Q*mKg8%>k

diff --git a/docs/build/doctrees/features/named_entity_recognition_features.doctree b/docs/build/doctrees/features/named_entity_recognition_features.doctree
index ca665276b14ba2e29b8ba0a25c3313706cd1d04c..55f5baad3db5b183726b8d3ed210d22e79ceeac9 100644
GIT binary patch
delta 656
zcmZ2=oAKuzM%D(_sd;%DS=$*IiziP|77+<aP0UpYD9TSxEiP8@O)MzL%uC<AfH91j
z@eoe=$$Z@NH?L$3WW}RqGavT>CPtmj=XqapGU`nJ7^JfKuDBIY1kALNn#nkMnY75}
z*V4zB7*FG~se5yPygds6HIoD6WjA}PxHB<jfGm*Qyg}_K8-%U0d7kc0Mi{$6e?H^n
zlYSzbEer#g7!TsLc=9b5?#XK`I40-H^KN!G+09Ix`t?vZOx~cjd9#j{5ZoQ<4x8cb
zaCTY*amPRBFeb*s_}$^_ExMV*eHk-hb$gKQzU2e9d-KPjnQ(hIhs=T4n-Lbsh$s4h
vQQW;bB7%>Qn#mCnLYu{-CUdd}axgGt$oXyFlzfJraT7idb#0c(>0<-{?`Q1&

delta 420
zcmex)hjG<yM%D(_sq=F;vbHla#!W7?5ZSzqF_f8cEr>Ze$-8Uwe%4f01b6a&R*}tb
zxD}Zgb2jtwz2s!fnS8)OWwVTg6;K4std^R|$d-|lA?MAwSwiL-6XQ0RQIn^t$Zp;*
zuf&27+B{Vyg^4-q9n<8-1nJ2?EjMpIt}es|6;Rv!Uw0=XoO4fqKI3FYCDF~jh9OLh
zYoMlfPu^q1KY5S5z~-$cyP461*Q>Biwz6EpoOOi-WWna2mPdhxgE?xOpEzs=8V=>`
zby~zY`I?#N=6shZCdPG8!{=|F<i3m<!rh$Y?FLjomksXJGGCBW!2)WV*9DitWYso%
zhR$J}EakyH`Mf9B=C5I)j7R}^AWCSmK;$2U$mRo4OF1V;M{`ZiiQ(E@k#c~YaW2UI
J%}F`pOaN3JpHTn+

diff --git a/docs/build/doctrees/features/other_lexical_features.doctree b/docs/build/doctrees/features/other_lexical_features.doctree
index b288c50f6264222b79020d02555095d03bef5c63..fcb6a4717534321d6adb651016245a2525e122c2 100644
GIT binary patch
delta 554
zcmZ2dzpjCiwSjf2vcpE!d`8U-{m|mnqGJ7u)QnPnm(=3ylKcYwkkrIng@B^`<kaF~
z1>eMig3P@1%^i$inKV}st$ZR&8Vm8tCr@N)-#m%4fSFNeGc)fZAT_yAPG$2cfl@{&
zGexM2aq?DEk<Bb3^O-bv5$g`1!KIVyMddepi_c&tLtD4>LnfvSoy~=E-OM1GQE4KG
z4|d&dl@$;t)u@RvX|5#6Nqy>kn>96`lA~>@&JvgtCL8nGY+k4T1IFKc-YA$6<~(nc
XIbi2)GF!y1Ifn$-m2B3st6~HIuiVE4

delta 288
zcmZ42z__HIwSjf&O#6+j`HYOglOKwSY@WyXg^6)0h&kEOu6VOP>nCOecd|aK@aBu0
z1<Z^&o1J(U0jbFgO;k2>3YIcLnTv(G7}+v%GUU7&HyetqXJT9mH>y^A2Qz{@xmH|x
z^H=G6OsrV~ObiTQbAHODGb3@^lyZ?}B~@22PBxSj-F#6^iivRw%-qS6x<Z?0X+A;{
z+AOKN8K|?68EWn)eG{O$aITMWFe8M!d7;Sx#>rAz+>>Rrxi%M?En{bF2Zw^A-CITg
D&kkN}

diff --git a/docs/build/doctrees/features/politeness_features.doctree b/docs/build/doctrees/features/politeness_features.doctree
index 565083754d1c08a4e987739e6ae3b873c38d9206..6b3321be25043107b04b786be119e6190cb36fe5 100644
GIT binary patch
delta 252
zcmexjd(4itfpx02{6^MvM$J_H(BjmhV*QHLj8c7<)Z*-t`~v-u)WlqcfTH~5)Z$_V
z-^7A~%)Io?4U8<znj45!K3PFFZ?ZVE%w{Flg)C%fOXNynV$|7ujAt1$qt4_&VU^7j
g1@?nP0);m+PQEN6vROj(3%lktV%@V@LG}tG0Jh0kL;wH)

delta 160
zcmX?R_r;dAfpzLjxs9ypj3NR0p~b01#rhSg8KwFzsm0kP`30M&GO{p>%*G-!S&XZ9
zvp?%R7Ob+H#kk%vG3IP$<z2?im@|2Tu*&8O0{cNC6NEQ1PIhJ&-W(+Qon536yUBT*
JAIPRL0ss^5IYa;e

diff --git a/docs/build/doctrees/features/politeness_v2.doctree b/docs/build/doctrees/features/politeness_v2.doctree
index 0f0e417abec195e4d0dfd681314c2e244fecf4d0..7188916174818fe95bd2cbe4a00a05dcfa55d012 100644
GIT binary patch
delta 184
zcmdn%-0#BLz&e#hX(MYiBV+vJL`D&jkkrIng@B^`<kaF~1>eMig3P@1%_WSdnHcBb
zl%K4_UAg%Tiw_$fHJf#~Z5bJLHfQl{W@pryEGVY3*-7LaNJLQV66548;v$=WioalI
O?80YD(&li5G)4fiK|F5&

delta 102
zcmeBo+3U>Oz&dr4;zrhJMn<p6iHstfyBJR~F}8!5bu35NAk4{iEESWVa35jJ*}Rfx
wGdp9><Nz_1&5a`G7=a=IVwV`%GIBEHycsvEN&H}EECuNXYDwI@QX!2I0POK1CjbBd

diff --git a/docs/build/doctrees/features/politeness_v2_helper.doctree b/docs/build/doctrees/features/politeness_v2_helper.doctree
index 804fdf02b0fa8c172195e3f1ea1054c68934e4d4..be8c27ad09178852e4c080f0fd751f8a69c7788f 100644
GIT binary patch
delta 2933
zcmai$e^69a6vsR7?FtJmyT}64NbN3!q(H!g0}?`7hD{V@k`^NoAx3~aHff?n9I-LL
zhUJbtMjA3iqIE;pOI=!<@y9fc(ewv2VPnPESd?T9HPtjSqrJE9-RtxR_wm;o?sxC!
ze9t-ep6ma^eDxo*sm*+7eZW))upLR@a6DCAS??@u+F4cY@i<E=8yjD2sKM=UQGj<B
zT}PAU625FYAsT4VWs?=TET<t2e{Y!(Aq@ozT=;YA5zs$7Z3h8e%yQt2=v@N5#|Nf5
zrbPn{N_E7b-evv54iy!TOA^+GY2Pj!aJGW>?UwVOfpomjT@7gC6Alc?RsoK2;izzB
zw7hx+MB!5@;i9qFuT#;@!9BQp)t>^5VkBea|4|HO>QT6}!v#3Xi=qjiye~>L&>%&F
zp3K!#;KDI^@gjwn-e0c5aiCyKbKY8*CcqGn=|RsGN8!SCht0;i_f-x|72~pv^|w>z
z)y*QHV3`A(pH30r10JhG?n(eFp5FR1PlzYW@77c3!ppbiGk3cy+vxx0f<nl|o2s^J
zHm6>=Lx5o(+Ji=4vLj226?fOjqOtZkwK`n)(-LYm;CY({fGQ3YVZ5tB<F9!oTL3?w
z|5j@pwzS+3jdcOa?%MM$V;_9OPuaNQz^KMe>984;SHi)rS&?5_2?e|CD90OWDYd+b
zJr6K$dtV3ThCIJ~SogfpZ#T%fgu4gg4RS4^?t!If?I3ICn}ZT7c<(ShOD@!D%f`JU
zHJa}@pW7hc>b_Py;ZHNjcSwgO{E-Nqq%nlf^jCpfXZqK%7McUC@lJoFH{P1@BmqVi
zEj*TjNhZ!Zl7jnD`Wcq^*t0uX;(ed}LZNv4La%1LW+Ik*lX+)e#g;G6b1yJOgSJc#
zDNTl9>I~z}e&eG&G=3oy&tB3!R)4pQS7_{=$ujW{ly_zy+ImIzcnTl?(aM-Jb4M6c
zE%5X;y})I^NAY~hdjXp8+`NfrG$cZE^LEt!7cDJ*=<jsaUVZ=WpmeRQW!DwU9SaWp
z^+F`?T&X+nwj5ge+HIjfEZyh_`HNJ@{jda_z&UJ0`QdWL%&|iSaf@)C4i6Hs1d8?L
z$H{OQXp@5^TYx({)OecZS{p==vytHBO%NtMreA7AiNZxwLSB!7W){GPSQ@~mad3|S
zql@-Afdpt1IRaS`bjr>|poJhmBtjm;7P)}VZda%j#E}GA`w^53-03ZQbD@P~tN`Vx
zFFxZ#Dp^s5%kwL5MG;s9^(=}9?}Y(oesvZ#Kb8$Kytj+GbvvoZfjfDx7ow={qNOL(
zdGIFV?k|8IwxSF+?W~h)MZoXE$_=oWbghSTyj~@WinSa$`Y>cM?)68Yj&ilEfAT2J
zdj4Y&!P{1z+@!!SmBJOCiYO`uSFcslvl-aEN_<<ORu8~UlqXwH=#nF|&qB1pOG%PX
zJP$U~xeeaob-VhGRh2${qLSe%_>JB^<l|Zxr2f^}M$XlNHrz;Y0}O;g-=Yn#Y}`m{
In_->s9|6=I%m4rY

delta 2229
zcmZ8ieN2^A7{AZG_Z7I8djatkRK$xP7%U7aR3>TKhbSw=8WoyhiQpX|Sm8%0lsacA
zq(^*16G+>%AQ(Q@JHuJD*&1!mG1K|c25fB5T#1@ttLQoBJ?C=u{&jxOx$p0Hp5J+%
z=M3J{T81=dwN?l1&JuuJRsrMiFkH67UcO{2lFQMhwK+y1b7>w{5Y_=D80YG8KnWZ2
zC19wx3FNXXVjr;nG0|8Ywb>2_0yJC4U3QE@_FHVL<{tu^jlPe;_6Z9@EQmwCMhNUA
zuv@9Kuy<-9u<yp}m^VGj4j)U(_l=??@S<;KsKbikisU%@^qfPGCKy%gp$a1(y=@<j
z;f%*l2K@zZr7~c<9?_Adh1;P<FmIe!bv!HGVIkZ&Zz6pVrCFTVmJ#C!f`gf>f_9C`
zF)#}cEhvOA@kMcbHsHv@Ogq#H=DwnhEPjz2`xYP79t^R>r45>Y?HE$YEzLsjveIw~
zxw{Q{4q$c9>Dc~qvK>Ad<yswsHTicR44u;aXF}y^@2s9rrwzc|H>&Bh3bFw+6{oLV
z2TWh3<Ke=1JM8Dw*jJS3l*_b|$@E3I%Vxve(iFNPz7#k9+1sDW9RUj}TY(+)>lnXz
zjvWkn#7g$$mI!vKF%qNS9dbMr#wtqr7q?9LNcHtG67rPmcefC|*d@pcDxboWd&+?2
zZ__dHqiE$Q)hC;~*MmL#t~#WnGQ<iF5PgG3(r2+nL@ywxZ>j%~=oJ+7^+(F++IUD@
zoBOCw`oWukd0Rc$-RN>yzNiq}alA?M7e!c}SOs_fb6#*NhSyH;f>V%nMWo@CFN%P@
z+T_M(np2fmywSX^8OkF|GM3$MKce}+jSS|WgPdQ*F#DUW#2<hI<{@Aw+H|ZrGt&-C
z+ym#%IeUs~NI{l!b{uQ_p13_@r9lTfH;_RBa)T0o8X#H)S@w-oT+>CRGI-X_TF<%g
z%Fh!<JF%SjG_1XFUN)kzheE9OLO2`gCYj68mJA#2_u~tfJR~JTTx$EZFG(r@vu{ua
zofmZ+`ZX^22Dn5^Pe<?#aEX>44~y<6iAG&!GTgt3=sCoSo1H{0c6b$W^LPJF=J)pL
z_}?F6RR-N771(^+sZLLjHQ$b8`S*ynIL0y`WB*E_UJAhCzl(`lLD5Uo{vm_X?&?_o
zZ-gq)?veM5TMlr3y%G!vt1~v+#E<okpJ!4p`#@H${9mKy?})Y8%>7PSOlo}1+snKc
z0$C)duoyIEZ5R|n-BoZK*8yCn(+z<c);;o$+2(;{ImH-ZgRsl^APOic??ju;AdPCX
zaV-2m<-`L*Xr~U9Box3j(HOM_$Gk1f)3K0Yhk8*+<dbn@0*p5sCc*H-L1W1jpaxts
zNfL+pAcHcJc&b@A4YrYx+UEwE=`&y*7|D}CH=7e7Xw;V*%a=lk`C1apQkO(UErJFG
zUB;Xgp4RC&DRwsnN=Yn$cg}_e5>wc+@2$tlKI2+4sSP{<F+p#YrPef;`xkh?EHw&-
z8=K~HwUBtJmYxZFNG*VS7s3HjQ&^<-<078gv<wo<d>R7fA+v}y|9loYRn5p?v*ypA
zA|>LN!EBP?*vx$%_7T0>6ZErlIK6)f(Vtij-XJD3=S8>^gbl)x#?3sQ!B;+uUJNcX
z=@sCUMFq_TE5T1X3iFrPyuXTjcJU?BDO(M?dNTQmx4#bIX3`osrfN<Fjfz5E3AU+p
w_NaA`POk`Gi*j3E3dcx8VLph>vJFrMM&6sGakCtbg}@Fuwl<hEx4>fi|3nG&cK`qY

diff --git a/docs/build/doctrees/features/question_num.doctree b/docs/build/doctrees/features/question_num.doctree
index d87d7375cc9fdc7317fb1ff9424d54dbcb944b16..e7523935f4502d274bef898413379109e0dd1735 100644
GIT binary patch
delta 183
zcmZ4G^2ddxfpu!(MwTc>#<<CW3L+vQsfoD?0Y&-Asl~+#zKI0|nR)4(ix}T9F)qa^
zKY1Hh)8;QM>saxq*}RQw4-=!#=3-tZc1E4abH!9P&k|t*iOdz-&Nx|BLS%E6#4~or
O4t%yGY(Aop#s~o49zR(C

delta 159
zcmez4vdV>}fpx0<MwTc>5l{Wl;?$yI{fg9#Qhk@y;_Q<Ag3axWZ<s_TV3V1{V!(z~
zX7U`Crp@KtR!odJn>X<?u`}jOz9Xix`KAaHNaT*#cE-t%*o8MQk$A~2QjEo9p#Fr-
IVv1>u0R6)`iU0rr

diff --git a/docs/build/doctrees/features/readability.doctree b/docs/build/doctrees/features/readability.doctree
index c9f3f02b5ffadb51ec8f5b55f314196ac0e2dd44..22fd1f5fdb42e1b019b289b83b01247cab199434 100644
GIT binary patch
delta 695
zcmaF9k#WLiM%D(_sjZP4Swk5$WA#IeQ;UlAD^fE`^<7envrF;|^g~h;a}@%L@{?1G
zixqqm3kovx(l_TZ9%s^=N38P67fj+O-(iy6e30cWGa1^fI5)E}>TG_;Ys18-Gx>p_
z%4UCo35-CI2ZFa5C!6buY`!R*$)q`lB=_ivif=w5CdEp+w#gYXtC%uC4w0HH<2q^c
zVOf7R2w!EhwTc7d<W=$_o2RILX4ITUqKnuzX<T6<UDqTHzRA(r%VBQN))8O^vNt>E
zPiKUPscvR8oXt2n%SdGNRwH&M%^AeHYx4z@=Pbl42S#-1W(TXiTo7xeHp{r42L;XM
m58e}@PEpys%6AdtWKUI*&8hx9?3!)FIt6HU+~(x)7DfP_wEuws

delta 397
zcmbQRneq8XM%D(_sdpkavW7A;dQ3Ky5!u|rc#Mg$6U3a%#96iZ9m^|b2zN6Rrxq(?
z&SqUc8z#n_$qQYjCf{-8+T15Fff2!-T&2sk*;i;S<K#zd!kf88a+ny~p=QNz5;tH)
z@Fs~%PQE0woHa|4iGcxV+M3Pka{g>^F2wLTDh`a3Qzb<=zft|p$k+%oY4Qg(fz34<
zCz()%Cg0Ou#hSH&8EhWJfOR?o%xFSS^otqMglY}vFmi%5X2^LnZk9C`XJTxIS{651
z&qR3hdDBuBG@<)e2e??Xm{}PZHZOF233NG#2@jSHKDj_!P=uWQ7BNnqY9YG$tN#Rc
O#zLt1v731!S{MOYQhkE}

diff --git a/docs/build/doctrees/features/reddit_tags.doctree b/docs/build/doctrees/features/reddit_tags.doctree
index f1b3df0b5b7de6f259be9c7d813b12b3497fac4c..e9077c6a314576048ce0341eee99161832645653 100644
GIT binary patch
delta 1531
zcmbPypK0bJCe{YlseBtZvW7D<#!eP26cGtYP0UpYD9TSxEiP8@O)MzL%uC-~z_^-;
zaVk#v$&O;FllwV%H!ox<WhSid1f$O82+ksAMx9B)iksi?R4{^A{+qY(MKVs_E-SKG
zSs<K=aTY%7$|swL^KKRrmS)DIZnLA95F=9t$d<{y6Qeg@5#PrI;cng`RRNLl-`paT
z$~c+RLS!?O+y_QNj{m33J9%ay@8VVkg8uxcyaLH?byc|C+!}c>yU%Ju?e^Aw#mG1r
zpN~^FuhV_TL_p2tb-LV>B@AaHS!`kiw^+h73uf^(GpNNO76d)Ld9T%17D55D*NS(t
zg#)t1A&zj1EnMng7IV2lE$(pt$;dbZua779d+=^%_xjF6gu2NszVncLz1R<Kd3#_9
z$ns6WTOiSVHsm=Y<0SkRp9^K*Y!beoi3oL*i=&V&o)itYxGXLM=4+z_sINC9er9Bx
zhTrnN>3o~DQlyv(t6PcW<L4PLizmO~;op2KI~!*C%v`AD;`xMwT&{q3^R&WHW<o&@
zR5!V>6xrt!%3u!ITvFKrv)rc|YWb-e!YN$0UWA!Y3fHaYo_w?kIiWplhFg5Jtqf%G
zW`_=FWb<~3Gchj0AKr4^;+wbhv@#Q+Zt}?qP%m%pohZo+3I5GzrgXr(yJ8yDyJ|C7
znHcBbw>W;D$mSih^q2{&TaOgc{qy18EnZXuv)FkF)Z&9nd)OJ<a9X@Majg*(010;;
A^Z)<=

delta 1113
zcmZ9KO-NKx6vw^q%~R*ij7n->exyT!B_sxt<wiwI5_AZ|q+-fuY<!G^AK^%-jHWha
zqID^=BncD2K88FkD#T5jh>8|1qD7HyLM;k~f(Sb2zUNHS?*7hw_jk_wbH*1X{!vl_
z%GF@#p;E_KB`+|gz#yBISb&bauf)Z_ODa4!b;{8t{w{ujd11`lCNnP|EzE{ITPMS#
z!&d{V3H2=2<Mm`#F>oZEme@epX4|v@>XLKisM38!`@v#j_-JVt6m4FR))B2+(mI)e
zWL`{nGqd=Z<Wp6dkxAYB#5OapO-|z7#qsbv>(~ERL)&jDTDffWnaQC(I%1z-t`GYN
zq&^3Bx*6B9E!=BYVLtC0V?D+%H1Y=pW?q+U1IMn{QdIelqK%mh{hQsSCxp?$AykVS
zQhWEH`e}YDd@5RF;ZR$lrTB|UN9ZfD;)^AP9+&Qu^`i*+Yk7}xBZ8jaPjS$PBI}$=
zv&7DYv#zdAf|m!^qDyxb%^znB>93(74YWi3p>~uDq(L)kNlqx_gNJ`I)*Y5RkE$XC
z`;m|oRi0L~7x6}ezGKutM-2It(}N8JQiJr9n8d~URJh!L>RwXAoa>UTANicCjlcKY
zRJ07$(5*I+PRGJ*o@YzsY0Y+?RS^f)<}y^%6*zp47@u`p_`OCIQd<77NF*@X)*wfa
zk91%hEfz!n*iU*LaoX{-{iqa3)B3t_+P&=-UVKJ{&)xs5gbSR36gj*KF76CixV0ZA
ze`Yn*IRm8D5!JE54pa*y^{Wf0UcyH!y(*LqrAcgfJ!e=Ro{%HRmxs6V{41#5m|&<Y
zIjMC-^^R*nR0|}vbRE?<MpD5)j=OO_tWB6GlOxDKOokM#DbY|`Zj(|+RIW^Qp;90z
YpG?zU5Q@F9&rHOzRzrLoDnf7BU-^n~WB>pF

diff --git a/docs/build/doctrees/features/temporal_features.doctree b/docs/build/doctrees/features/temporal_features.doctree
index 6d083d50b93543c7a01395e2a083f22307a13a7c..6cec63613116ccf46aeb51b12f71be6221a897c2 100644
GIT binary patch
delta 422
zcmcaShw<)QMwSNFsh2jgq%bljPcCE;5eZ36%vA^|%1=%$E>`eOEGWp#OW$0>_=Sma
zHBR}-je^;m-?JQJA)sdRdluQrfn2*8bvE;ID>DHpL*CVllfNs9Z2rVo&BV9>rwyAM
z1r6Bn$OBzaJK0HMHdBVqWJ6x@%|9hPxgc!C$-a)=n?EbFGeY^B6;zipPVN*J*?dne
zn2B*EPCJ2SR&3s@`J0V^n#p@L`8Ed`hA=@a5ZipvIE@!(nXls{n8lM7RIN7KJ7+^I
UKkPDtopBOA%d<A$^r>P50QxhL5&!@I

delta 275
zcmcaRm+|r(MwSNFsU90yQWzQiCSUXs**uByGZW)95OZ>XVb)|hW~t4_tZP_Mg(mlM
z?PJW@?8B|h1f&XhS2MC@<YdTsGj5jW?`C4`hH5Y0>@Bo|6~UdnL}CGJRyQL9!{h>9
z@y)T4o?LLQ;^b3~-J3&H*cp+8>Yc4N?@-NVoSY^qy4hGgoQZJ?)acgDmRfJwAl%IX
zhBuj5v#v9P%@y11Xp+VY=PGVK<v0mwCRA2&bG`FY#>wt_qMJ=z=dd%@Le0zEoa|f0
F2moXbTDSlJ

diff --git a/docs/build/doctrees/features/textblob_sentiment_analysis.doctree b/docs/build/doctrees/features/textblob_sentiment_analysis.doctree
index fecf54cd40fc6d0062e181b150680f0e245e4af2..5b6b728cc341b339dfae1dd9da5652d1f3348e98 100644
GIT binary patch
delta 312
zcmcbVaUheWfpzNEjVx7+jJcBojYLF3QWJ9(0*dmJQ;Ulgd=m=_GV{_mPh!+$X55Ke
z{ya-G3m*B&=UJw0zQTEcl~HH&RQ_GeKq^3Z1tX)*<N#rn&9b6187H@kiEKV2wup&w
zFHT#4rZi9XlMvY~DP_S-jJiLvi&>d6AeNj^c4LOI&DA>@q3p@BqDGsgH47LgbE%1J
UUZS;zopBjH2h?qTWK_Ti066JuJpcdz

delta 194
zcmX?*c`1XXfpx0;MwTi@#)!!mSwuFkVANn{TmoWFuH&4#xu5kYl)Jf(Gn9=nXY&>Q
zUCcnLUw8#0W6tD$VU^7>qB9xUGIBEHycswD6x+naxB{xZX|lhZ_~tw*Q)YzFW`DWu
ztgKnqObiTQ%{nS>%t+iB>Ya=T?&KIzqs^6?1&os!Wkfgs)Y`z#I1y@g?dAaE0!9EU
Cgg=x3

diff --git a/docs/build/doctrees/features/turn_taking_features.doctree b/docs/build/doctrees/features/turn_taking_features.doctree
index cebb086db675f3d6a7969a2014534f22ddc11e08..9e6183a2189dc58b60972ab1c17d9ac33ed8747b 100644
GIT binary patch
delta 430
zcmbO?nQ_GwM%D(_sj^-hS+f}#(<T=(iim`yCgv&x6y+zU78fh{CKeQA=B00LVU%WO
z+<;Sl@_EkQ%?_;9EO^vxKF{gF$f&bff_n-(kXkF$3*=2+E2OeHUStB}<m(zDn_0yw
znHZPgv!!}7ujDCa0%|6w$u4Bd0GTa0`MlxD&F|!b*&uwC%~`5P8DZ=Q^^J^^Unz)e
zR?^gEVqA#N-onW`T3nm&X)j|TLfvFx!+B8qH=j4O<AT{|W^)s6w}l<hZjhgu9Okhz
O&cJ7P!DbbYDn<ZI#FR+@

delta 318
zcmZ26g>l|wM%D(_sgpf7vSu?f22L(y6xlqBQHq&yHi$X-l6Jx5dM=sGS*+D8C_>j6
zb2f)_Phn@wnOq<zIeCK|_htd%OhzQ`Jdp{EY#BKja^8%ajl?>c82gb-<k}oBd5RfT
zXmY$H+vLl#vstsUnHU&07s#2iLzo~NHXl&Ez=+_2ES${6E42B9`h3R8N2NtKmung_
zG4_Dne@R<`6~Y9%zjpFWL!gl+EDQ`la~^G$FfQeUb0H4jY;zN6G*ksx2xRo+6Y6@K
cKiL&BPVUzi-CXRjh@G(+>Vy2v>pZF$0pm7i#{d8T

diff --git a/docs/build/doctrees/features/variance_in_DD.doctree b/docs/build/doctrees/features/variance_in_DD.doctree
index bd475d5c8201a5c539e410b84eeeef1cbacf08a4..cadb3748971a2f14602f2f111a67533364e56c00 100644
GIT binary patch
delta 127
zcmeyTwp*R0fpzMJjVuX_j0uw$3W|t?q$cJn1Qg{brxq70_$C$<Wag!Bu3-Ge#5f<P
n{NycyDU;tbiEjSQvW|ttFGJ36^LoyY?2J7)b!^@uc#07Kh4n7K

delta 107
zcmdn3{!fjifpu!}MwSFd5pVs_;?$yI{fg9#Qhk@y;_Q<Ag3Y~*-<U+Yu*gjQD44QY
efb}p7TSiWXoHyg<>zp6iMar?L-274S6e9pr&nQO#

diff --git a/docs/build/doctrees/features/within_person_discursive_range.doctree b/docs/build/doctrees/features/within_person_discursive_range.doctree
index a1cce30d07fa48c7d1714d69b3e3e8cb10a08e59..ccbfcb966be4d70f8d7847cd3003f035183589b6 100644
GIT binary patch
delta 177
zcmbPi^4Nr>fpu!cMwTW<#)8QWTp}VNsfoD?0Y&-Asl~+#zKI0|nR)4(XEEw9Gw#MM
ze~V=m6N_JloZsYJ0lm#T*pD+Yp2Vqo@-3Fm$?}|1o6WclS;4wC=L#%gXIz6%N6Y4w
H5?PD@6)-(C

delta 153
zcmaECGTDTsfpsd!MwTW<k!bzU;?$yI{fg9#Qhk@y;_Q<Ag3aq0b(lq#VUd}9fva<K
zFRLOGTSiWXoHyg-6#{yjAFv;164`=9_2vs)S6JCHZi7^AULmlAU1T~IRX{UaHvg2!
GVgvw_!8p_a

diff --git a/docs/build/doctrees/features/word_mimicry.doctree b/docs/build/doctrees/features/word_mimicry.doctree
index 37cb95d01741ca3f65c9f6926081682ffd540783..30f058dcd7fa25090c6df21a0f76aa5a746d543f 100644
GIT binary patch
delta 1238
zcmZ4am+AI@Ce{YlsTcNdWQ}BGjGKJGMMNYdH8EEqpeR2%wYXTpH?g1~GcSE}5#vWD
z#(6m9Co?J}Zoa`%#Y#ZU<QptflOJ*&Vbs~YjGLW{QD<_zxXR{BqCJd2k$CaFjFZdN
zMK&8rhA=Ts!e?3jW=@$W%y`snW>gSkWXb@UFFCoc+GumSVir4uud?}<#%!pZ%I1Aq
z^BE_fY!=yEro+a>I18Vp8Iv1yc{a1??`I}L-DGd$Rmk?cnxwG7?7w8S8)pAxE;X*r
z2W%!m+>mW2!^AirpBoZ4|8Y3XOhC=#KMvB9{au&C?2~s>XMwTvy$WG=Z|3xw39)y#
zuQ?OrQoQy~Hb`WdeAZ8D^7|x#%~J#3FcYg@Borka_`(|D;jkm78|IeD33ClL&xy-{
zxJNO;iivR<UiWOikYvF^K+WU}NlKIFr$fU5oDL@Qg~e_DlA#QDgF}8ViW}4lp>9}R
zB+bM)6R#UUVY1o2^aBeK>L%Nl3Qpcx1#`>hy6UBzusHE)J&WRoqIReozIP}xG0rCF
zhROds1tzoT3vAxly@-Wa^>-#9#mj=tE|XZ{?kSpm6y~1I33KN_;zV>lD-+`syl&at
zzi<W%0X38R7Ya;XvkVpv;Jmqbc^TYpr;Qh3c7xMI&Sq#>eB9E<&e(y^{)Ek+_iSSX
E07G-X6aWAK

delta 825
zcmZXS{Yz6(7{~XV-RpIZD66d(v?e(s6r|NJ(L3})Ewo@MVL4$^dbx#{(V#S1Q8LqB
z>`*j}d0B+LNMKJYB&@P52tw_r&|eFJe(?_|>N#h3&e3nr=Q-zmzUOW3FMIljsd4pQ
zDl@E}064_=_*P;9<{5O$GOf(2*^;M~i`?h_00#bWYb9WC%dEswZ!g&8#Hu9l_r)vF
zSku7Zl2}e_nt8ZJ<I_G38_T{s|7*Wc^(p3XV7y{P%a&5xxTzl&VOiAxxa7pvbwR*4
z)m{eIa{(Bx`RdFg<$3wcmO)h?QXCE*uL$Dg)|Mh0#h&Z7kCR-ETBaX2@9ZbJKq;Tz
zRn6c=PR@VsUX7`}&z*%W{%ij;RX<-u0m3+bV571Ki-RTwEQ}5uNm7778L*@FAcH$H
zAP{NcO?7Lr>ez2*VT(^4r+`^4djhVvHDP7L20DdoiOjR7dML!k5Y~nb3K1wnGR=n>
z^obA*L>?&Fk_RGJd90PL=8?<38olibNhQkXY`;lTfoPd;f$ux*!S?8S2G?@?#q!v^
zl1E-1E9FBSq%_>N(&~)5Y!u3EU0+BkM=djiCldzn`U@WX*6nA|wV>_kolx?~=lWi&
zdUA<<e5>;u9_1=&WlLx~9!`?h#t`05k@oX#4=%S{3@%Hp_<WxRm*Ge{p%k>nRQ=;p
o@#&ttBc&+iE1r2dLrNP%c<U7@#~ypIWc02EQCk^Ce`XZ^0T<#M{r~^~

diff --git a/docs/build/doctrees/features_conceptual/TEMPLATE.doctree b/docs/build/doctrees/features_conceptual/TEMPLATE.doctree
index d678f50dee7fb6aa179f0cced0829b589b3c22e2..2c3e63df40f771752c1fddc1162c867832d59e90 100644
GIT binary patch
delta 60
zcmdn#an6IKfpx0$Mix;<%~bu+;?$yI{fg9#Qhk@y;_Q<A0{xKG#9W1dqWt94;$j8g
P#Dap%y!6ewj6BK!fuR((

delta 39
ucmX@-vD1U4fpx0hMix;<kpTVB;?$yI{fg9#Qhk@y;_Q<Ag3V5hJjwtF?F{Px

diff --git a/docs/build/doctrees/features_conceptual/content_word_accommodation.doctree b/docs/build/doctrees/features_conceptual/content_word_accommodation.doctree
index 0a43dec88f17af6ed2d54535cb38663fcdb64172..d68041787c2c11db184b6ebf796cee64b71285e6 100644
GIT binary patch
delta 62
zcmZ3qo^ktnMwSNFscSZ}STbss>xUMn78UDPq-K=ryQCIpm*f}dhomOvDg+eeC#Mz{
SEBGcB6lCV5Zw_P(3<Chl^A?i;

delta 41
xcmdnKo^jE7MwSNFsna*ISTc$v>4z4l78UDPq-K=ryQCIpm*f|0PGbxV0{}Pw4#)ri

diff --git a/docs/build/doctrees/features_conceptual/function_word_accommodation.doctree b/docs/build/doctrees/features_conceptual/function_word_accommodation.doctree
index 4a38b1bfbef445bd89fa1584ecaa06bbc7d93169..cd5efa41a9eebed62c35936c7c4bf2663350c917 100644
GIT binary patch
delta 47
zcmaDnoAJkNMwSNFsc$#3STizKOm<)t5eZ36%vA^|%1=%$E>`eOEGWp#OWz#KIKc-1
DoX8N`

delta 26
icmew{oAL2%MwSNFsW&#VSTiyvPj+Aw*__GP?*jmfr3pU(

diff --git a/docs/build/doctrees/features_conceptual/index.doctree b/docs/build/doctrees/features_conceptual/index.doctree
index ca209bb8539ae18bbe133a781233bbe8f80ec839..82d000a37d9df91d1ccaf38bdcd38ccb97657812 100644
GIT binary patch
delta 204
zcmX?S+-kzoz&iEUMiy;G#-zyxj3Oc-sfoD?0Y&-Asl~+#zKI0|nR)4(of$9kGW+$2
zPrk?@!kkl_J6Vuli7AVBvjKlQBctl(9RhVsj3JxNh2JnosWLJ!WXNWz0I4iR5c^Ta
z{VW*}PZCI!_HgDU=BAcZ7NizWshy&c1ybGtR^6HLs1vNPvou2pD3u|bp$0KQE#rPh
lS(fDHTJd>|jC&``NUF2!0&1JQpG9_Ziljc{j>%IbtpHJ7JLdoZ

delta 169
zcmZoQIcLn$z&iEtMiy;GM&HQ>j3S#O887focH@`doW<Y5$f&&ey+9okW6<V2;Wx}t
z%8U#Q8M0YQKq^Zf#D0`<KT8V469*EdJ)C)oxv3?U1*yeTYNu#qfs}WERd;4Q>I5t7
zEX@!CN@d7qs6k9n%ebFWmL<M<i}*Z7*4;o2#gpaP<yoyW6tZ?qu9oy?+&1~Nq!j=!
CRWWA(

diff --git a/docs/build/doctrees/features_conceptual/mimicry_bert.doctree b/docs/build/doctrees/features_conceptual/mimicry_bert.doctree
index f7815022336650230fc6c70186e59aadd51eb2a1..94c390920aa1b619ceca8d5d2a1141a2119b938c 100644
GIT binary patch
delta 60
zcmeA#SW>{!z&cfOBa1AfW~P2<acWVqeno0VslH2Uadt_5fqqD8Vy;3!QGRl2aj}AL
PVnIP>UixNJ##?3pd+Zf`

delta 39
ucmZ2d&|kpPz&e#>Ba1AfNQi!DacWVqeno0VslH2Uadt_5!DcVUTV?<T0u8bN

diff --git a/docs/build/doctrees/features_conceptual/moving_mimicry.doctree b/docs/build/doctrees/features_conceptual/moving_mimicry.doctree
index c0daeea34a39daebb6bd15d364954859804f55e7..6025aa389570e343fee64d5d1e37bffa8facea20 100644
GIT binary patch
delta 60
zcmbQAvn7Y6fpx0pMixaz&20V9;?$yI{fg9#Qhk@y;_Q<A0{xKG#9W1dqWt94;$j8g
P#Dap%y!6eMjL%E}h5{A2

delta 39
ucmdmzGe3u=fpx0LMixazkud$x;?$yI{fg9#Qhk@y;_Q<Ag3W%6&rAReQVs3^

diff --git a/docs/build/doctrees/features_conceptual/named_entity_recognition.doctree b/docs/build/doctrees/features_conceptual/named_entity_recognition.doctree
index e15b85b09d943869ad8daeb0303e6fa1720b9aea..4ae8b7d849577a3baa5e07a179ace5dc10d26769 100644
GIT binary patch
delta 62
zcmX@y&3L1mk)?rk>e-Dfri_}U`k}?CMaB9RsTrmEE~&-YCHV#VA*qSE3IRp=$*IM~
R3ciU21(|v2n|&F}Tma9E7PkNZ

delta 41
wcmcc7&3L$*k)?rk>W+;pri>y9`k}?CMaB9RsTrmEE~&-YCHV!LlNiff06O0e>;M1&

diff --git a/docs/build/doctrees/features_conceptual/positivity_bert.doctree b/docs/build/doctrees/features_conceptual/positivity_bert.doctree
index ad35849828e74b9f4fcfaba8e4bf88d7d6d7488a..fd57f3d28c4949fc45836c40ee9800827e1029f8 100644
GIT binary patch
delta 60
zcmeyI(~-;4z&f>dBa1SlW{!SnacWVqeno0VslH2Uadt_5fqqD8Vy;3!QGRl2aj}AL
PVnIP>UixNhMhjB_pg<Ll

delta 39
ucmeCk{hY(nz&bT!Ba1SlNVtAzacWVqeno0VslH2Uadt_5!R7!)3sV3a5)H!u

diff --git a/docs/build/doctrees/features_conceptual/turn_taking_index.doctree b/docs/build/doctrees/features_conceptual/turn_taking_index.doctree
index 35429ae9a6bd44fac8518e5036d670e085e54454..9f2aaa93ee4f96fcb3b0e66859fee88ccc8998cb 100644
GIT binary patch
delta 61
zcmZpwn_kD-z&e%3ej}?Iqh_9dXmM&$v3^BrMyb9_YH@Z+et~{SYGSTJKv8~jYH_iG
QZ(>0~W?uScd&a}I0F1d6y8r+H

delta 40
vcmbPU*Hp*az&iE2-9}b5Mv+MU(BjmhV*QHLj8c7<)Z*-t{DRFPjE8LjF$WIs

diff --git a/docs/build/doctrees/features_conceptual/word_ttr.doctree b/docs/build/doctrees/features_conceptual/word_ttr.doctree
index 4f46a08e16911755e883a9bc863d2de322030003..a9f3baff295a82d92bbd9c6affda57083533684a 100644
GIT binary patch
delta 60
zcmX@_^u&p!fpu!+Mix;<%~bu+;?$yI{fg9#Qhk@y;_Q<A0{xKG#9W1dqWt94;$j8g
P#Dap%y!6ewj7kasjjj~`

delta 39
ucmaFjbl!=jfpx0OMix;<kpTVB;?$yI{fg9#Qhk@y;_Q<Ag3V5hN(ulFj14pZ

diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
index f6754f42bcf08c309bb5c8b3ff67446d1e496cca..fd76656bcc3890da26c246f7a825a28ef0d5d2b2 100644
GIT binary patch
delta 62
zcmbRBf^q!|MwSNFsVW;;BpEgR^h1kNi;DFtQZq{RT~dp)OY#f!LsAoS6#|O#lT(X}
S6?_v53NrK3Hybj(ECK+zSQfYd

delta 41
xcmZ4gf^pUhMwSNFsr(yRBpF34^+StOi;DFtQZq{RT~dp)OY#dgyD`2j0st?64($K{

diff --git a/docs/build/doctrees/intro.doctree b/docs/build/doctrees/intro.doctree
index 0c2e1a2e44b3c784f4fbcf63459fd18b094dc8c7..8d87292879612a221438aba1acde1717160062ab 100644
GIT binary patch
delta 62
zcmX@x!}O?!iKT&cYWPMLenw3{{m|mnqGJ7u)QnPnm(=3ylKcYwkkrIng@B^`<kaF~
R1>eMig3P@1&FYM5tpKh271sa&

delta 41
wcmaFV!*sTXiKT&cs?$ament^X{m|mnqGJ7u)QnPnm(=3ylKg_rHjHYm04G%r3;+NC

diff --git a/docs/build/doctrees/utils/assign_chunk_nums.doctree b/docs/build/doctrees/utils/assign_chunk_nums.doctree
index b7fd4727ddf8cdce94ab948721ed8952f0fe8743..6fc95f688883d4910e0438fc24d8f20717d65cc8 100644
GIT binary patch
delta 540
zcmX^AlJV;+M%D(_sad5PSyLGq6D9|8iHL-xCgv&x6y+zU78fh{CKeQA=B010V|>rV
zI1jgcBg=VKJo1wpS*kbR=dxsD)Y&X4xS0<~ot2-($fz^<th~zPI9rF!XB6`oC#wsH
zYz|PaXJVX%)27LS?nRqJ)hbyDsR_|}&B&CYGub!Mdvm|u0v-?>XxZin>$_la5IfFx
zJL6<d5s}S$_Et=ci}6|7u=$T8BP$*?n+4tPF~Kaf_p0ZFS@=BoILtz@PsPK^A(k!=
z=f&&OMwZmcb#X$Q?W2w{<MS<0-R8QuQy|MX`zCg=K`q{t5eu_-b6e&d#>u;qMK)V!
T&tPZl!R^sTmXyuj#Vw2ghy%N@

delta 398
zcmezRit+qQM%D(_sYgmSvZgXJdQVo=5!pP2@f{OmCx|(@uQ+)#KWjECf;*X?ReZA?
zw<Q~6&gKZg&3ueGlN~}-HXA6EF+!M=_t-jY=2psMoV=AocypI>6BA=A%&f_NPJEk}
zt5ve13GLQ-&B&V7#LU0|G)!`Gub0v0&w2}Z;6f^!cUs>?s8HFw$96m8<SAOBo15+J
zm>BzD=5O|Ml4V73f!4`v7V(H<V$D)ygP6U!*J~puguB@x1Y|2zMg{EdiDBi8lQ+4F
zZkC7;M0U4aq`>5rYJ!`uN9|xnayw9XvrhbOp!qQzNNzVtvS)(}scfE^5eu{jszPP6
aOx7I6$*QrUn@?oVVP`A{2YFxdb4CC=B!O%I

diff --git a/docs/build/doctrees/utils/calculate_chat_level_features.doctree b/docs/build/doctrees/utils/calculate_chat_level_features.doctree
index e7e393008dcf87e69dcf3e3541957fd2e3dab3f4..a3d616920981bf1eb7e1dfa4d2796ab2679f7fcd 100644
GIT binary patch
delta 2465
zcma*pYe*DP6bJCmo!#u6wX0TET857dG<u<|ZB$zJa)a%mAhnoi=DQb#;@ay&(eq-H
zMTogpE0xu)E@s+;iqh3I(uztGp`s5JfksKz>^eKQ5ADqCr-Au1zd84wxo2xDwO^~W
z8mqPhu4%#nGI3t8UT;pdWCfb?b5c^bZVg;%$<5uIokkYHMlIa)cpsO?o+1feQvwt+
zIKfLxri4TRj<@^#S8_hdl^Pzl0YMPi65cl!I^^J5T-`GgryKoAvN3Y7OqP_#HX)QA
zgp0dE$myjwz<s@YSuJ3Dot~^((T(7>99Dr1W}N^=lQ||6r;sHE^KvK1cZI@Y(z15E
zD4NN_^*aW{)<ipkPI>X}20dP~%SiSm=Wr^rq~7Ak)XAHedMs5`1JVv4c%`HcCutc?
zoSIy3b{Qwt*^$pg(>77;++K#@oxEr*^dl>F6><tWVlAA>>ibp1w9H~r>)T^PGL0bg
zSOu=#t0S8a*f|wB{Py5^sl3KR42(G}f{r7_2wr+Dk64a-X=LtW%kdi|@?`i>NwJkN
z#kX8kD$ngi(B@GQ$~ukvD||?2Wd^4vH=-(nE#$sSOzgcZiu<ec5xkHSOYyf)8vOq1
z7*cb6HK#V~xYflPruR0J)9;A#kGfU_AC={Rhf~R!`}LgK?2N}ztmZ3Em>k$3%GHf2
z2wIipoTd@vS+jvtnZ?hVwWR5}H`9aLn0~5V)I(mW(~Dk@BJppsRp~+&@94Bi&6V=r
z1(V{ghJjOPQ@5IJ*5RriBWe3ETg5i($kWe>8cE#pm6iJLn^<b*_W}g%$_w4{)0b5D
z<Z>#qq~)hwYApQVw_#{W(waf8AI^)PhNt$|2=62efHio|pLT4r4nui*{{CnPD~X2;
z=M1>%05gJS*|(y?shGqmgm@t|mVWSp7_GPru{3KWjC0Qb+A#_S7J_DZgW{(18~wn?
zIe4f;2OpIhlnUuSr{o$v)HWWZ^{2l6ZnttG$R1n5fl|u<nFQnbqdJJ8p@9&@$(>^E
zIQ5<e4(H}mVelnO1@qJ0aPSOBNBGG-kADG5dFw3j#XcvZ>7fW%%HhOEp0iZQUX(s7
znm6~KV!P+L&HN}(Y;wMTKDfG^b{jyW)aI@<y|4g`43Aj!4_>}l#QDfLxQN%C)6*|;
VFkuMT<l3tMM;f*CYywQ?{sKf$!iN9=

delta 1799
zcmZvce@v8h9LMkTJUk~SQhImK!DR>wr!_R_hoxCULjea{Cp{ZQ>AA+zP79{))?_up
zh(yh^uh%23taScZ;E(!fUtBOs$nuPWmT;^wjVx<pGg=Lcw(I+S?&0ox7x&lmd4Iq6
z`n*3sp6AAg%BM$^lm;be`6wk1po$cL6Q2aH0&T|QsI?<I`bb8t@8J4{%RmUdcX=h)
ziQRdVcDTszvr9U;x^f=27Ou4>Nta79B*j;3wOGi&wuPv!J_GTP)E79&4Tl{w%HIMK
zDps+p;<^OA0yGWlJnzbh5~=eza7<guz;Dkm!1t0X4R-WZxf$G)G#q}y4`gtSir(rI
z5`<#V!1FHRdD@0!YfsA4$lIUcj`ybu;Gr50HYE*9o@L--uZmx9Xpx{t0B2(Urb}|7
zMDjN&7_L1aE51E80s6^S4&@RKYzqN-ZL^AP{=*V{6$4&fnMU@!Xvam{8|7)_-7jY|
zr$=T+p?IYsj{(h4!}X2K<&Jt4f7x+dN|;I-RyTLbi4v)9&Lscr`atm=Ofz}k?&dr*
z)X?(=<MqC-;^5vU3C<^&%n7EG7n)b#7UGuwe}px9zD@D%oF!C0{64SVlr$_m#NaLa
zRs7~~y+k^!s<BfQZMTtwh3O>VS&ZwBEtW~^oyGxHw3V>RZ>9^t@CgnyB@IhYF`)mr
zihZa35_HGhdcIRg<m_y8pQ)6mkss|CWpf(8MF2n7$-$<iVYrKdYtO2<uKTj2j~77H
zD(CipHXpNkI%U0lNs`+0<%7)cjM)OVD8#X*q~WPc47;UQ#U*_kB<K|U+Of8Oxtt`u
z^u3b-Epr6m&>#nz5?j(R1AZ~UmUK7?sF1)9vrrkSON1ISDgE)N;`>|V-Z#p*rljGa
zpZs7m!j0MGfVcnLnB3m>F=uRQAOCuPQk$`TY-5VzyJi=xSC8`)rljG;KbZB<Zz?|a
zXM+TvPxS%=6T9SiNCFdcabl9Nd5t*YFw!4+m>jK|A6y3KVkeqj1~6m`9;>t%KRsK5
z_iV=hcop=#1T_+zo61D5EAW&Yk98J1sB0!XqA;7zcrx00D;U<JnnqLS0B;Y!V}Kj&
zuvHkRe$oxDspe3t3)t5#Hfzcb|7CrMs6v9@=Nbu2O{3l{BLR<%1jF-SpYS&7r*j}f
z?`EE2SzfsVa)p;Nb|aO(x&SV)QQUM1`2u-HK2y_ZWD(1!x8{OMo9>3q5_C;9Ngv4v
zC%teFG|9<g&I1r+>lw)qz>`a(g+w)t`W}iF!eXP4Ys*30B)za0+_b0=RtWn;nfN$=
t@iPT*cvaMKRMTi_DR=y45vY1!8MKqXavii~HDsm2UekI#t*B%@`433brq%!e

diff --git a/docs/build/doctrees/utils/calculate_conversation_level_features.doctree b/docs/build/doctrees/utils/calculate_conversation_level_features.doctree
index 248e92822fa9b77f6b1b6bc29696f8e3d153bddf..f4b51cf2f3d56cf1e989180d2e4f7da6030c2603 100644
GIT binary patch
delta 1123
zcmdne&OEt`nYDp+D#y`{tXhnWC6gzni-?4zCgv&x6y+zU78fh{CKeQA=B00TW<1Es
zcmt>W<ix@an@_N3$`exaRo#z~kQ#Qa5++9F%{4mH#2EkKvvT9)fDo?91>OpiWBYkG
z^SMlBBSQV=0`DnIOc~0P6K1GyHt@T`2xkZEW}K|KU1T#$5H~a9NBkB)2$$UaHgpP6
z>f)m=K`k_zY%pDTb9Jl))Y8z+Z{tcKmR2Y1U}F4)-%^lo<1<7yi=|XC6QOo<e8v&D
z#R^M=H|J(UEDl&2y7_(%)Z*N{2TY8=a9X@Mv2Z^N9(iEQU*F7K-pLFJMu-pZRUv#B
zPy@B-UM*gWfCg=yY}X<?IilZw^W(+_X8e|d)o%7|i%0R{rw)V<Q@WrQf9jsV#P|xQ
z55X4uPvqMi**}As7<DHm8^V0M*<iXhC@wcA%s2&!N9S3aneZo`t(*7HT|yw?Y@NJ+
zuH<IdMN6Ow#b~p_5{N|sOQ9ASFDH~>woX2<Mr`w`RaXck7Kpmq^&40aaVWI8Y>On+
m@{r9hww8f?H@STKipkpoMK+u6(Bfd+f-gvWHvd1cl?ebxqqqtH

delta 750
zcmbQ-#k{4RnYDp+>dM0#S+y7$<0n5{FS0q3@c=91VGwh2QQP{>pV%|yk+>!revC-m
zXsr?^#?H+bbf$?hzJ%)8u-U=o6dQs&*}+9?GoMch6KmE~HU@^tjRESLSNmOIgm5=E
z20UV%Jk3LNb8!$qGvghYAwXSRlix-OZ>|iRfF`{8ZPY`cVQ<)hh80%3ZWfJ`02&77
zKFl_nd~$-)=H~b^MozF$hP*f9WXIXUn*|cLGBMsoF`hS>fAfx%dS)!bTA5pcRy^Zi
zVA%XHI~Hg>h&dT%{FK}>#>xC?qLc6Tuy0n(zstn<6l(C6$sbDOCiASZ-)vdDmKjxe
z^P}=!X4b6xoIpbht3if>m~cZ?YJr9Zl!#9Doz1>^V;z#A*EaVx?SdM%xv0$mXvi}z
zuuj*_FFQe=hjJmF5AOyV^q^UE^WB~)OpI4yF5B!sVHq=mJK2AN(B`L8bU`lShK6M1
z43J@9F3hXPX95k|JW+JB@9gbN@aWkxxo)Az<jy9C&1Ulh5YYn`-dwSGCCEuUP#0z_
z1-lT!g}CtAGEnq@RDh%BVvq3V<Q1^!+3d7>9t$)|oK~OPd}G5J7NDbe!N$34KDAX6
q<VFY=Vw~l6pc|9cica3YW6k7cD#Dv<cIt94&WC!udvn~OtxN#HR6msf

diff --git a/docs/build/doctrees/utils/calculate_user_level_features.doctree b/docs/build/doctrees/utils/calculate_user_level_features.doctree
index 7beef27cf0c95cdf8248cc7018fe54740422d5c9..d52241cf66320ffd1bea5a23580c10624effad89 100644
GIT binary patch
delta 922
zcmX@Okm=20Ce{YlsShV^WYuD1%$Yo~S41QvH8EEqpeR2%wYXTpH?g1~GcSF!Gb0Bp
z;{lxVlNBvyZ2r#nT!fICE*U#ULTXCns+bs+H@{bq6KA}K)5^_?7S$|x<bh7wy*b-f
zkBKQmdGkE`+l(N(&hZiBWK$K9&6Un;m>AFDG#sdT=Hv+pER(xkIXB;TJH||`+Ia8x
zAd4o?vsa(&P%685y00V>pL_D!GNsL&{$-4ly#how&j{Ge#Q2bqBlsup4-%eiool-}
zJY+F5k?J>}jM$1~vFzsKQJ4;~i~%~NDpq9kiP%kyjIRkfL~C<kf(cRTVv>B>SqwNB
z7$#3N6yAI=b1f6&eL|)SPu`Htz1cDs7}i9pJyqz%3=Qke4y9&D-sRrBwrmC@qT?!(
znHVn;vYc~rO+C-#CvH}o_f~T<6QO={P5mb%3uQNNZ^R5=&1PWu0#n=M9W5)ssjjS5
Rii2?pKF8E-R_I&E1ON|8Sa1LU

delta 519
zcmaE}nCaj`Ce{YlsoN%OWYuD144<6HCbBt_k)4%sHHbOcNM_DvHTFj$5bkCpnX8O&
znfaS9$Q3a$c5Zf7loMw>308l|ZN}se*0P%&ERQmy3QcyfWZnGIR*#7_%a@gbVe(sF
z_00|rTNshJvQE1hC*QOZ-TcCN0~6y;uv-qfWwSt-lMlJA+RW(l3aBH9je%kFTi;kH
z6KIyv<~siwjFb0!h;CL3+|I;!2JD)m+~t$s2MTW9AM%J9RcP}55Z28dk(+=f_^^Xr
z<FdISS`xuEnq23vwE2BZ8RKNJFwxDWaoZRfuR#r6y(!TfiMLrHIfb3kZE|D2@aE}R
z8<`kSfn8pdTf+ijPA<ybz4>yHD>G}>O%AAKab+OOpj?P$XUl<>)#r<D4z5gRV%!6@
zY~kej4Lp-wEv+`6uHj@x2ydR>@Cj(b15T)c*PB2FLb(tF-CBSKKCTs=e5Q5H<YY<V
X&7Ezs9E|;7gN<aW!7&ohKZgkb?SjAo

diff --git a/docs/build/doctrees/utils/check_embeddings.doctree b/docs/build/doctrees/utils/check_embeddings.doctree
index c893968fcfaa91191bde0712f7f927f76b180c6d..76a641b7de50b2ea5b38305fb97d71f042caa42e 100644
GIT binary patch
delta 914
zcmca`hiS(>Ce{Ylsk-YovL-Sz#!q%M5)lbWP0UpYD9TSxEiP8@O)MzL%uC-~#i+u}
zI2)(@<b2EI$*-A&HmkF)<|IPh<PB?BHz)8nF)`|Fek`~^icx3s!5+iO6S{>rpU{zF
z1areTTj`ZDP7aR}*?d&Lnu&1+KHEz-pER1phDXijd`lTdrVNlhQj_0jnryyjHHQzv
zSD(D9W71{|FL@>iAL5P$K9W%N;hRPMDi|kw&J)?Z%%6veaUnj3<V>y#;@j*Hw3HZi
zlO2LsHkXH*K`jP3Y~ALn2rV{bhrEqLI3y_n>X6TgY)p*v@jIj|U0`!(N+Th4o4eB8
zU=G;)KJx~O<pPBW%Ug?}mW!2$5QvVP$qJ=xn>UnQXTcLCz(fO9H<`C)6>`jQ)s}EW
zV`lTJjt#I_**u|J2NWZl5B8jg#Ky|LZ;bfOPo2D`pLetB#8b>fsGD3m73vQ4&EC^i
zvcTM+FuMqv64W>En{xnS_w;!}Oav18W`%{B%;03RXvs8o#x8uZm9%-?nnjENvGG=B

delta 623
zcmdmSkLki4Ce{YlsjllbvL-SzdQA=t71=z2QJI;s4aA&m6qGcHS!i=0>uOF^ky-rh
zOpH03m4p^ZG3HD@SY$ZazDIa7yRH-?m>a&iQm>S8vJkKE=KuP2OpMJ?)3P@U8P8@z
za3?!iZD7rM#KOQZxv<u6vy=54J}CEKk^1DA&PkhRddV}vg&?;4^O0nP3x#hk@T*{)
z{LEZ*^ACRkCdMAH7mR}Bm?2D{7iu?u4>bcC!p;G;rZ!>;8<Y!kd3rp^Ot6ZBMd6!o
zCIHQx5G=YmF^P+bu?yz<O{o)+c#~2EHk)ODOkT$cF?n)rMAc@qY%QSaU?G_4%L+lJ
zgM>C8EIQA~31()<c{6UFQlbJ4oz0KRJXoP2^Qf$3@`;+|tXZMlKrMx}hqxh3U_h&H
zj_KS0v=Sr(3ir+SJvu<Mq1^DzM|y!SFRl{Z?9=~?5gyPflP#wSOb#m-*!*SUc4ide
z?W|cpc)@0=Z<d_Ck_CzTdUg@eXqfC|ZyTY_Gv=;ioSZUQbaU8zF(yQkm>jo2XfxNM
faOTNHOGGypE}g~BSPBia#L51wtea=Aoy!OSwQbtl

diff --git a/docs/build/doctrees/utils/gini_coefficient.doctree b/docs/build/doctrees/utils/gini_coefficient.doctree
index 2c93faab256711bae739cc231582c6a358f55bee..f42249e5efc98749733088fb899e5d76bc943c85 100644
GIT binary patch
delta 390
zcmcbUbt;>sfpzNsjVwuwn(_Lf#i>Qb`W2}erTQ+Z#n~nK1^OYWiMa{^Mfu68#l;G~
zi3J6jdFh+07|$|kP9|3Q<Up>1&8Jz4Sc%uNIgrbQkx^%J8}~OZMxDtH5-OV)ip>Lw
zI7pmloP3o}WV5PNFq7tN;@zN7v6)5Il9_ldn*$Y;nVB*mw$D|5zyf10(}-k*u{E^j
fGfu8l7uozkdm6iD7xB*FN}Bv%hIR8t<7`F%iY$vx

delta 191
zcmX?=eJ6{hfpu!&MwTQ-Mz6^e6ht;pU_8UbSO;QGp2(HI`728iD}=jwB9}2EW6tKI
z+~2qub0*hIsBC^9HV-6HFL9o6auJ8{=6I<vCdM|X-sH*qr3E(!%i1ub3F#`XV`9xZ
u&&0q0HiS{-0SgkBT{DsqiQA?%pK<a@Inm9gI<wdrOQB{bZjLf3U<3fVVLzw<

diff --git a/docs/build/doctrees/utils/index.doctree b/docs/build/doctrees/utils/index.doctree
index 80143e0332b042ec5c215a9a498d01a4563abbf0..b0545b833e6bad0c2fb41555fbf9a68f9f76ce09 100644
GIT binary patch
delta 60
zcmZ4Fy4{tffpzMdjV%0(nj!k3#i>Qb`W2}erTQ+Z#n~nK1^OYWiMa{^Mfu68#l;G~
Pi3J6jdFh+g8LJfmhmRFI

delta 39
ucmdn)y2zEKfpzNijV%0(BKG>B#i>Qb`W2}erTQ+Z#n~nK1)FUcs}%tZWesou

diff --git a/docs/build/doctrees/utils/preload_word_lists.doctree b/docs/build/doctrees/utils/preload_word_lists.doctree
index 2847206393dfea2a85a61eab7c3d496ea4d9e1f4..8953185647124dd49a4e3b4b96cbdb9d6524206a 100644
GIT binary patch
delta 510
zcmdm=^DdXAfpzNRjVu|AjER#41VuzbQWJ9(0*dmJQ;Ulgd=m=_GV{_mH!wb7VqAe!
ze)2ov?8zL=;+uc5{3c3WH%AH+qt50JTxS`9)IOf`jFZikMK&+y%VA<%iqD#+$uerZ
zn>Pt+;8VBxov=6~Q-;pueLRYrwMAo~Z0*T+71cK16-$Fy79+vI#JCWjWjT|xCHW^y
zs)=sqkgg_1?Pei4bta(2o9z_xVU}*btJnjvut^!Og`4N8&ctiUJk`3%CpD&mJZ7h$
hv$<c>8D<CAV;b5}k1f}k#m?A=&tqwucbl{@0suZFtjPcX

delta 317
zcmaEtyFZ7efpx0MMwSdlMxV(Cr9?JQV|>iSI2pv8{81xoGcT(UGlDyrmsM)>S&l>|
z#+=Ri+-DgXb0!~DP~0rXyN;19BPT=7n{o36z8WUR32^-n1bvXWlMjfjVa@7hWMBa6
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diff --git a/docs/build/doctrees/utils/preprocess.doctree b/docs/build/doctrees/utils/preprocess.doctree
index 1027c82bef5ff9dd3729f092afbd4d3a37418a59..596edc00cda1d6b2c0bf43a599a30377e0a51b7c 100644
GIT binary patch
delta 1033
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delta 735
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diff --git a/docs/build/doctrees/utils/summarize_features.doctree b/docs/build/doctrees/utils/summarize_features.doctree
index dc1e42a3c0b09eb300ef201b9bf723dc5790fd34..5d3249f2f8ef4f01befc509dedd59c5b3b105488 100644
GIT binary patch
delta 962
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delta 747
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diff --git a/docs/build/doctrees/utils/zscore_chats_and_conversation.doctree b/docs/build/doctrees/utils/zscore_chats_and_conversation.doctree
index 52bb517003626668dcf6d90499328aef1e9b752b..42f1f4a4002427467ad26d288eb39475dabb5253 100644
GIT binary patch
delta 395
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delta 282
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diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
index 906d30ca..5ac8e945 100644
--- a/docs/build/html/.buildinfo
+++ b/docs/build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 9a01a2cd3d4384710101b4a99edd7683
+config: d7678f479036f3220c73480ec4f2c467
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/build/html/_sources/features/index.rst.txt b/docs/build/html/_sources/features/index.rst.txt
index 1f67bc29..25b88f21 100644
--- a/docs/build/html/_sources/features/index.rst.txt
+++ b/docs/build/html/_sources/features/index.rst.txt
@@ -45,6 +45,7 @@ Once utterance-level features are computed, we compute conversation-level featur
    variance_in_DD
    within_person_discursive_range
    turn_taking_features
+   lsm
 
 Speaker- (User) Level Features
 *********************************
diff --git a/docs/build/html/_sources/features_conceptual/index.rst.txt b/docs/build/html/_sources/features_conceptual/index.rst.txt
index 38a7a321..dd812578 100644
--- a/docs/build/html/_sources/features_conceptual/index.rst.txt
+++ b/docs/build/html/_sources/features_conceptual/index.rst.txt
@@ -48,4 +48,5 @@ Conversation-Level Features
    turn_taking_index
    team_burstiness
    discursive_diversity
-   information_diversity
\ No newline at end of file
+   information_diversity
+   lsm
\ No newline at end of file
diff --git a/docs/build/html/_static/searchtools.js b/docs/build/html/_static/searchtools.js
index 92da3f8b..b08d58c9 100644
--- a/docs/build/html/_static/searchtools.js
+++ b/docs/build/html/_static/searchtools.js
@@ -178,7 +178,7 @@ const Search = {
 
   htmlToText: (htmlString, anchor) => {
     const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    for (const removalQuery of [".headerlinks", "script", "style"]) {
+    for (const removalQuery of [".headerlink", "script", "style"]) {
       htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
     }
     if (anchor) {
@@ -328,13 +328,14 @@ const Search = {
     for (const [title, foundTitles] of Object.entries(allTitles)) {
       if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
         for (const [file, id] of foundTitles) {
-          let score = Math.round(100 * queryLower.length / title.length)
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
           normalResults.push([
             docNames[file],
             titles[file] !== title ? `${titles[file]} > ${title}` : title,
             id !== null ? "#" + id : "",
             null,
-            score,
+            score + boost,
             filenames[file],
           ]);
         }
diff --git a/docs/build/html/examples.html b/docs/build/html/examples.html
index f91818c9..822299fd 100644
--- a/docs/build/html/examples.html
+++ b/docs/build/html/examples.html
@@ -22,7 +22,7 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Utilities" href="utils/index.html" />
-    <link rel="prev" title="Information Diversity" href="features_conceptual/information_diversity.html" /> 
+    <link rel="prev" title="LANGUAGE STYLE MATCHING" href="features_conceptual/lsm.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -459,7 +459,7 @@ <h4>Feature Column Names<a class="headerlink" href="#feature-column-names" title
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="features_conceptual/information_diversity.html" class="btn btn-neutral float-left" title="Information Diversity" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="features_conceptual/lsm.html" class="btn btn-neutral float-left" title="LANGUAGE STYLE MATCHING" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="utils/index.html" class="btn btn-neutral float-right" title="Utilities" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
diff --git a/docs/build/html/feature_builder.html b/docs/build/html/feature_builder.html
index 16fbb9a7..47407283 100644
--- a/docs/build/html/feature_builder.html
+++ b/docs/build/html/feature_builder.html
@@ -97,7 +97,7 @@
 <span id="feature-builder-module"></span><span id="feature-builder"></span><h1>feature_builder module<a class="headerlink" href="#module-feature_builder" title="Link to this heading"></a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="feature_builder.FeatureBuilder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">feature_builder.</span></span><span class="sig-name descname"><span class="pre">FeatureBuilder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">input_df:</span> <span class="pre">~pandas.core.frame.DataFrame,</span> <span class="pre">vector_directory:</span> <span class="pre">./vector_data/,</span> <span class="pre">output_file_base='output',</span> <span class="pre">output_file_path_chat_level=None,</span> <span class="pre">output_file_path_user_level=None,</span> <span class="pre">output_file_path_conv_level=None,</span> <span class="pre">custom_features:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">[],</span> <span class="pre">analyze_first_pct:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">[1.0],</span> <span class="pre">turns:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False,</span> <span class="pre">conversation_id_col:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'conversation_num',</span> <span class="pre">speaker_id_col:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'speaker_nickname',</span> <span class="pre">message_col:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'message',</span> <span class="pre">timestamp_col:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">tuple[str,</span> <span class="pre">str]</span> <span class="pre">=</span> <span class="pre">'timestamp',</span> <span class="pre">grouping_keys:</span> <span class="pre">list</span> <span class="pre">=</span> <span class="pre">[],</span> <span class="pre">cumulative_grouping=False,</span> <span class="pre">within_task=False,</span> <span class="pre">ner_training_df:</span> <span class="pre">~pandas.core.frame.DataFrame</span> <span class="pre">=</span> <span class="pre">None,</span> <span class="pre">ner_cutoff:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0.9,</span> <span class="pre">regenerate_vectors:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False,</span> <span class="pre">compute_vectors_from_preprocessed:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></em><span class="sig-paren">)</span><a class="headerlink" href="#feature_builder.FeatureBuilder" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">feature_builder.</span></span><span class="sig-name descname"><span class="pre">FeatureBuilder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vector_directory</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'./vector_data/'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_file_base</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'output'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_file_path_chat_level</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_file_path_user_level</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_file_path_conv_level</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">custom_features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">analyze_first_pct</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[1.0]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">turns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conversation_id_col</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'conversation_num'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">speaker_id_col</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'speaker_nickname'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">message_col</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'message'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp_col</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'timestamp'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grouping_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cumulative_grouping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">within_task</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ner_training_df</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DataFrame</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ner_cutoff</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.9</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regenerate_vectors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compute_vectors_from_preprocessed</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#feature_builder.FeatureBuilder" title="Link to this definition"></a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
 <p>The FeatureBuilder is the main engine that reads in the user’s inputs and specifications and generates
 conversational features. The FeatureBuilder separately calls the classes (the ChatLevelFeaturesCalculator,
diff --git a/docs/build/html/features/burstiness.html b/docs/build/html/features/burstiness.html
index 6c387059..8f09a41a 100644
--- a/docs/build/html/features/burstiness.html
+++ b/docs/build/html/features/burstiness.html
@@ -64,6 +64,7 @@
 <li class="toctree-l3"><a class="reference internal" href="variance_in_DD.html">variance_in_DD module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="within_person_discursive_range.html">within_person_discursive_range module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="turn_taking_features.html">turn_taking_features module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="index.html#speaker-user-level-features">Speaker- (User) Level Features</a></li>
diff --git a/docs/build/html/features/discursive_diversity.html b/docs/build/html/features/discursive_diversity.html
index fedabefb..f2761d12 100644
--- a/docs/build/html/features/discursive_diversity.html
+++ b/docs/build/html/features/discursive_diversity.html
@@ -65,6 +65,7 @@
 <li class="toctree-l3"><a class="reference internal" href="variance_in_DD.html">variance_in_DD module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="within_person_discursive_range.html">within_person_discursive_range module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="turn_taking_features.html">turn_taking_features module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="index.html#speaker-user-level-features">Speaker- (User) Level Features</a></li>
diff --git a/docs/build/html/features/get_all_DD_features.html b/docs/build/html/features/get_all_DD_features.html
index 0e01f965..8e1e8b4a 100644
--- a/docs/build/html/features/get_all_DD_features.html
+++ b/docs/build/html/features/get_all_DD_features.html
@@ -64,6 +64,7 @@
 <li class="toctree-l3"><a class="reference internal" href="variance_in_DD.html">variance_in_DD module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="within_person_discursive_range.html">within_person_discursive_range module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="turn_taking_features.html">turn_taking_features module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="index.html#speaker-user-level-features">Speaker- (User) Level Features</a></li>
diff --git a/docs/build/html/features/get_user_network.html b/docs/build/html/features/get_user_network.html
index 8496c49f..c540e0cf 100644
--- a/docs/build/html/features/get_user_network.html
+++ b/docs/build/html/features/get_user_network.html
@@ -22,7 +22,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Features: Conceptual Documentation" href="../features_conceptual/index.html" />
-    <link rel="prev" title="turn_taking_features module" href="turn_taking_features.html" /> 
+    <link rel="prev" title="lsm module" href="lsm.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -142,7 +142,7 @@
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="turn_taking_features.html" class="btn btn-neutral float-left" title="turn_taking_features module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="lsm.html" class="btn btn-neutral float-left" title="lsm module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="../features_conceptual/index.html" class="btn btn-neutral float-right" title="Features: Conceptual Documentation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
diff --git a/docs/build/html/features/index.html b/docs/build/html/features/index.html
index d71344a1..b9eb3043 100644
--- a/docs/build/html/features/index.html
+++ b/docs/build/html/features/index.html
@@ -79,6 +79,7 @@
 <li class="toctree-l3"><a class="reference internal" href="variance_in_DD.html">variance_in_DD module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="within_person_discursive_range.html">within_person_discursive_range module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="turn_taking_features.html">turn_taking_features module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="#speaker-user-level-features">Speaker- (User) Level Features</a><ul>
@@ -157,6 +158,7 @@ <h2>Conversation-Level Features<a class="headerlink" href="#conversation-level-f
 <li class="toctree-l1"><a class="reference internal" href="variance_in_DD.html">variance_in_DD module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="within_person_discursive_range.html">within_person_discursive_range module</a></li>
 <li class="toctree-l1"><a class="reference internal" href="turn_taking_features.html">turn_taking_features module</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </div>
 </section>
diff --git a/docs/build/html/features/information_diversity.html b/docs/build/html/features/information_diversity.html
index 9328793a..45ad9a6a 100644
--- a/docs/build/html/features/information_diversity.html
+++ b/docs/build/html/features/information_diversity.html
@@ -66,6 +66,7 @@
 <li class="toctree-l3"><a class="reference internal" href="variance_in_DD.html">variance_in_DD module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="within_person_discursive_range.html">within_person_discursive_range module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="turn_taking_features.html">turn_taking_features module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="index.html#speaker-user-level-features">Speaker- (User) Level Features</a></li>
diff --git a/docs/build/html/features/turn_taking_features.html b/docs/build/html/features/turn_taking_features.html
index f6be31cc..a70d8639 100644
--- a/docs/build/html/features/turn_taking_features.html
+++ b/docs/build/html/features/turn_taking_features.html
@@ -21,7 +21,7 @@
     <script src="../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="get_user_network module" href="get_user_network.html" />
+    <link rel="next" title="lsm module" href="lsm.html" />
     <link rel="prev" title="within_person_discursive_range module" href="within_person_discursive_range.html" /> 
 </head>
 
@@ -65,6 +65,7 @@
 <li class="toctree-l4"><a class="reference internal" href="#features.turn_taking_features.get_turn"><code class="docutils literal notranslate"><span class="pre">get_turn()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="index.html#speaker-user-level-features">Speaker- (User) Level Features</a></li>
@@ -170,7 +171,7 @@
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="within_person_discursive_range.html" class="btn btn-neutral float-left" title="within_person_discursive_range module" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="get_user_network.html" class="btn btn-neutral float-right" title="get_user_network module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="lsm.html" class="btn btn-neutral float-right" title="lsm module" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/docs/build/html/features/variance_in_DD.html b/docs/build/html/features/variance_in_DD.html
index 45501250..118d15db 100644
--- a/docs/build/html/features/variance_in_DD.html
+++ b/docs/build/html/features/variance_in_DD.html
@@ -63,6 +63,7 @@
 </li>
 <li class="toctree-l3"><a class="reference internal" href="within_person_discursive_range.html">within_person_discursive_range module</a></li>
 <li class="toctree-l3"><a class="reference internal" href="turn_taking_features.html">turn_taking_features module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="index.html#speaker-user-level-features">Speaker- (User) Level Features</a></li>
diff --git a/docs/build/html/features/within_person_discursive_range.html b/docs/build/html/features/within_person_discursive_range.html
index af35db16..682c6dd7 100644
--- a/docs/build/html/features/within_person_discursive_range.html
+++ b/docs/build/html/features/within_person_discursive_range.html
@@ -64,6 +64,7 @@
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" href="turn_taking_features.html">turn_taking_features module</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">lsm module</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="index.html#speaker-user-level-features">Speaker- (User) Level Features</a></li>
diff --git a/docs/build/html/features_conceptual/index.html b/docs/build/html/features_conceptual/index.html
index 1d72cf6c..d9fd94ea 100644
--- a/docs/build/html/features_conceptual/index.html
+++ b/docs/build/html/features_conceptual/index.html
@@ -86,6 +86,7 @@
 <li class="toctree-l3"><a class="reference internal" href="team_burstiness.html">Team Burstiness</a></li>
 <li class="toctree-l3"><a class="reference internal" href="discursive_diversity.html">Discursive Diversity</a></li>
 <li class="toctree-l3"><a class="reference internal" href="information_diversity.html">Information Diversity</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">LANGUAGE STYLE MATCHING</a></li>
 </ul>
 </li>
 </ul>
@@ -162,6 +163,7 @@ <h2>Conversation-Level Features<a class="headerlink" href="#conversation-level-f
 <li class="toctree-l1"><a class="reference internal" href="team_burstiness.html">Team Burstiness</a></li>
 <li class="toctree-l1"><a class="reference internal" href="discursive_diversity.html">Discursive Diversity</a></li>
 <li class="toctree-l1"><a class="reference internal" href="information_diversity.html">Information Diversity</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lsm.html">LANGUAGE STYLE MATCHING</a></li>
 </ul>
 </div>
 </section>
diff --git a/docs/build/html/features_conceptual/turn_taking_index.html b/docs/build/html/features_conceptual/turn_taking_index.html
index 88afd862..e2584be9 100644
--- a/docs/build/html/features_conceptual/turn_taking_index.html
+++ b/docs/build/html/features_conceptual/turn_taking_index.html
@@ -66,6 +66,7 @@
 <li class="toctree-l3"><a class="reference internal" href="team_burstiness.html">Team Burstiness</a></li>
 <li class="toctree-l3"><a class="reference internal" href="discursive_diversity.html">Discursive Diversity</a></li>
 <li class="toctree-l3"><a class="reference internal" href="information_diversity.html">Information Diversity</a></li>
+<li class="toctree-l3"><a class="reference internal" href="lsm.html">LANGUAGE STYLE MATCHING</a></li>
 </ul>
 </li>
 </ul>
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index bbb31849..06d12c28 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -139,6 +139,8 @@ <h2 id="C">C</h2>
       <li><a href="features/information_diversity.html#features.information_diversity.calculate_ID_score">calculate_ID_score() (in module features.information_diversity)</a>
 </li>
       <li><a href="utils/calculate_conversation_level_features.html#utils.calculate_conversation_level_features.ConversationLevelFeaturesCalculator.calculate_info_diversity">calculate_info_diversity() (utils.calculate_conversation_level_features.ConversationLevelFeaturesCalculator method)</a>
+</li>
+      <li><a href="features/lsm.html#features.lsm_features.calculate_lsm">calculate_lsm() (in module features.lsm_features)</a>
 </li>
       <li><a href="features/named_entity_recognition_features.html#features.named_entity_recognition_features.calculate_named_entities">calculate_named_entities() (in module features.named_entity_recognition_features)</a>
 </li>
@@ -342,6 +344,13 @@ <h2 id="F">F</h2>
 
       <ul>
         <li><a href="features/lexical_features_v2.html#module-features.lexical_features_v2">module</a>
+</li>
+      </ul></li>
+      <li>
+    features.lsm_features
+
+      <ul>
+        <li><a href="features/lsm.html#module-features.lsm_features">module</a>
 </li>
       </ul></li>
       <li>
@@ -663,6 +672,8 @@ <h2 id="M">M</h2>
         <li><a href="features/information_diversity.html#module-features.information_diversity">features.information_diversity</a>
 </li>
         <li><a href="features/lexical_features_v2.html#module-features.lexical_features_v2">features.lexical_features_v2</a>
+</li>
+        <li><a href="features/lsm.html#module-features.lsm_features">features.lsm_features</a>
 </li>
         <li><a href="features/named_entity_recognition_features.html#module-features.named_entity_recognition_features">features.named_entity_recognition_features</a>
 </li>
diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv
index 7ce944fa3772c7e03e3b513c1c221b3eece7bf29..8fa2c35dc8ae09c82d4eda30f42c5320aa92bde4 100644
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diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html
index 52c09bcb..0cc8c089 100644
--- a/docs/build/html/py-modindex.html
+++ b/docs/build/html/py-modindex.html
@@ -156,6 +156,11 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="features/lexical_features_v2.html#module-features.lexical_features_v2"><code class="xref">features.lexical_features_v2</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="features/lsm.html#module-features.lsm_features"><code class="xref">features.lsm_features</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index 2c6bb4a1..cb75e534 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
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52, 56, 64, 65], "whatev": [1, 32, 37], "wheel": 64, "when": [1, 17, 21, 32, 34, 37, 49, 56, 57, 61, 62, 63, 64, 71, 73], "whenev": 73, "where": [0, 1, 2, 20, 21, 29, 32, 33, 37, 38, 41, 42, 43, 44, 50, 52, 53, 56, 61, 63, 67, 70, 75], "wherea": [32, 35, 36, 37, 45], "wherev": [32, 37], "whether": [1, 2, 10, 17, 20, 33, 38, 39, 42, 45, 49, 59, 60, 64, 65, 66, 69, 73], "which": [0, 1, 2, 3, 4, 5, 7, 9, 12, 13, 16, 17, 19, 24, 26, 29, 32, 35, 36, 37, 38, 39, 41, 42, 43, 44, 53, 55, 56, 57, 58, 59, 60, 61, 63, 64, 66, 68, 70, 71, 73, 74, 75], "while": [32, 33, 35, 37, 38, 46, 47, 48, 57, 64, 73], "whitespac": 45, "who": [21, 32, 33, 37, 49, 53, 56, 61, 62, 64], "whole": [29, 61, 64, 73], "whom": [32, 37, 56], "whose": [32, 37, 56], "why": [21, 30, 32, 37, 56], "wide": 32, "wien": 64, "wiki": [22, 30, 72], "wiki_link": [1, 63], "wikipedia": [22, 34, 38, 72], "williamson": 62, "wish": [1, 2, 19], "within": [0, 1, 2, 8, 11, 17, 31, 35, 36, 37, 42, 47, 48, 54, 57, 61, 62, 64, 65, 66, 70, 73, 75], "within_group": 2, "within_person_discursive_rang": 11, "within_task": [0, 1, 2, 73], "without": [1, 20, 32, 37, 43, 49, 56, 64, 71], "won": [0, 32, 37, 47], "wonder": 58, "woolei": 4, "woollei": [13, 41, 57], "wooten": 57, "word": [3, 10, 11, 12, 13, 14, 15, 17, 20, 21, 22, 23, 29, 31, 33, 34, 38, 39, 40, 41, 42, 44, 45, 47, 48, 50, 51, 54, 55, 56, 58, 59, 64, 66, 67, 68, 71, 72], "word_mimicri": 11, "word_start": [20, 51], "wordnet": [1, 63], "words_in_lin": 20, "work": [0, 49, 52, 57, 63, 64], "world": 57, "worri": 64, "would": [1, 30, 32, 35, 36, 37, 38, 43, 52, 56, 64], "wouldn": [32, 37], "wow": 52, "wp": 13, "write": [2, 30, 62], "www": [12, 13, 19, 42, 66], "x": [0, 1, 2, 4, 48, 70], "xinlan": 64, "yashveer": 64, "ye": 20, "yeah": [32, 37], "yeoman": [19, 51], "yesno_quest": [33, 51, 56], "yet": 50, "ylatau": 12, "you": [0, 1, 2, 11, 25, 30, 32, 37, 38, 45, 49, 52, 61, 63, 64, 71], "your": [0, 30, 32, 33, 37, 38, 52, 61, 63, 64], "yourself": [32, 37, 52], "yuluan": 64, "yup": [32, 37], "yuxuan": 64, "z": [12, 40, 51, 53, 66, 75], "zero": [13, 44, 54], "zhang": 64, "zheng": 64, "zhong": 64, "zhou": 64, "zscore": 42, "zscore_chat": 42, "zscore_chats_and_convers": 71, "zscore_convers": 42, "\u00bc": 49, "\u03c4": 57}, "titles": ["The Basics", "Worked Example", "feature_builder module", "basic_features module", "burstiness module", "certainty module", "discursive_diversity module", "fflow module", "get_all_DD_features module", "get_user_network module", "hedge module", "Features: Technical Documentation", "info_exchange_zscore module", "information_diversity module", "lexical_features_v2 module", "lsm module", "named_entity_recognition_features module", "other_lexical_features module", "politeness_features module", "politeness_v2 module", "politeness_v2_helper module", "question_num module", "readability module", "reddit_tags module", "temporal_features module", "textblob_sentiment_analysis module", "turn_taking_features module", "variance_in_DD module", "within_person_discursive_range module", "word_mimicry module", "FEATURE NAME", "Certainty", "Content Word Accommodation", "Conversational Repair", "Dale-Chall Score", "Discursive Diversity", "Forward Flow", "Function Word Accommodation", "Gini Coefficient", "Hedge", "Features: Conceptual Documentation", "Information Diversity", "Information Exchange", "Linguistic Inquiry and Word Count (LIWC) and Other Lexicons", "LANGUAGE STYLE MATCHING", "Message Length", "Message Quantity", "Mimicry (BERT)", "Moving Mimicry", "Named Entity Recognition", "Online Discussion Tags", "Politeness/Receptiveness Markers", "Politeness Strategies", "Sentiment (RoBERTa)", "Positivity Z-Score", "Proportion of First Person Pronouns", "Question (Naive)", "Team Burstiness", "Textblob Polarity", "Textblob Subjectivity", "Time Difference", "Turn Taking Index", "Word Type-Token Ratio", "The Team Communication Toolkit", "Introduction", "assign_chunk_nums module", "calculate_chat_level_features module", "calculate_conversation_level_features module", "calculate_user_level_features module", "check_embeddings module", "gini_coefficient module", "Utilities", "preload_word_lists module", "preprocess module", "summarize_features module", "zscore_chats_and_conversation module"], "titleterms": {"A": 0, "One": 0, "The": [0, 63, 64], "accommod": [32, 37], "addit": 1, "advanc": 1, "assign_chunk_num": 65, "assumpt": 0, "basic": [0, 1, 30, 31, 32, 34, 35, 36, 37, 38, 39, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 55, 57, 58, 59, 60, 61, 62], "basic_featur": 3, "bert": 47, "bursti": [4, 57], "calculate_chat_level_featur": 66, "calculate_conversation_level_featur": 67, "calculate_user_level_featur": 68, "caveat": [30, 31, 32, 34, 35, 36, 37, 39, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 55, 57, 58, 59, 60, 61], "certainti": [5, 31], "chall": 34, "chat": [11, 40], "check_embed": 69, "citat": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "class": 71, "code": [0, 1], "coeffici": 38, "column": [1, 63], "commun": 63, "conceptu": 40, "configur": 1, "consider": 1, "content": [32, 63], "convers": [1, 11, 33, 40, 64, 71], "count": [43, 61], "customiz": 0, "dale": 34, "data": 1, "declar": 63, "demo": [0, 1], "detail": 1, "differ": 60, "directori": 1, "discurs": 35, "discursive_divers": 6, "discuss": 50, "divers": [35, 41], "document": [11, 40, 64], "driver": 71, "entiti": 49, "environ": [1, 63], "exampl": [1, 42, 49], "exchang": 42, "featur": [1, 11, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 71], "feature_build": 2, "featurebuild": [1, 63, 64], "fflow": 7, "file": [1, 31, 35, 36, 47, 48, 49, 53], "first": 55, "flow": 36, "forward": 36, "function": [0, 37], "gener": [1, 63, 64], "get": [1, 63, 64], "get_all_dd_featur": 8, "get_user_network": 9, "gini": 38, "gini_coeffici": 70, "hedg": [10, 39], "high": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "implement": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "import": [1, 63], "index": 61, "indic": 63, "info_exchange_zscor": 12, "inform": [1, 41, 42, 63], "information_divers": 13, "input": [1, 35], "inquiri": 43, "inspect": [1, 63], "interpret": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "introduct": 64, "intuit": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "kei": 0, "languag": 44, "length": 45, "level": [11, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 64, 71], "lexical_features_v2": 14, "lexicon": 43, "light": 0, "linguist": 43, "liwc": 43, "lsm": 15, "marker": 51, "match": 44, "messag": [45, 46], "mimicri": [47, 48], "modul": [2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 65, 66, 67, 68, 69, 70, 72, 73, 74, 75], "motiv": 64, "move": 48, "naiv": 56, "name": [1, 30, 49, 63], "named_entity_recognition_featur": 16, "note": [30, 31, 32, 34, 35, 36, 37, 39, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 55, 57, 58, 59, 60, 61], "onlin": 50, "other": [43, 71], "other_lexical_featur": 17, "ouput": 35, "our": 64, "output": [1, 31, 36, 47, 48, 49, 53], "packag": [0, 1, 63], "paramet": [0, 1], "person": 55, "pip": [1, 63], "polar": 58, "polit": [51, 52], "politeness_featur": 18, "politeness_v2": 19, "politeness_v2_help": 20, "posit": 54, "preload_word_list": 72, "preprocess": 73, "pronoun": 55, "proport": 55, "quantiti": 46, "question": 56, "question_num": 21, "ratio": 62, "readabl": 22, "recept": 51, "recognit": 49, "recommend": [1, 63], "reddit_tag": 23, "relat": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "repair": 33, "roberta": 53, "run": 1, "sampl": [0, 1], "score": [34, 42, 54], "sentiment": 53, "speaker": [11, 61, 64, 71], "start": [1, 63, 64], "strategi": 52, "style": 44, "subject": 59, "summarize_featur": 74, "tabl": 63, "tag": 50, "take": 61, "team": [57, 63, 64], "technic": 11, "temporal_featur": 24, "textblob": [58, 59], "textblob_sentiment_analysi": 25, "time": 60, "token": 62, "toolkit": 63, "touch": 0, "train": 49, "troubleshoot": [1, 63], "turn": [1, 61], "turn_taking_featur": 26, "type": 62, "us": 63, "user": 11, "util": 71, "utter": [11, 40, 64, 71], "variance_in_dd": 27, "vector": 1, "virtual": [1, 63], "walkthrough": 1, "within_person_discursive_rang": 28, "word": [32, 37, 43, 62], "word_mimicri": 29, "work": 1, "your": 1, "z": [42, 54], "zscore_chats_and_convers": 75}})
\ No newline at end of file
diff --git a/docs/source/features/index.rst b/docs/source/features/index.rst
index 1f67bc29..25b88f21 100644
--- a/docs/source/features/index.rst
+++ b/docs/source/features/index.rst
@@ -45,6 +45,7 @@ Once utterance-level features are computed, we compute conversation-level featur
    variance_in_DD
    within_person_discursive_range
    turn_taking_features
+   lsm
 
 Speaker- (User) Level Features
 *********************************
diff --git a/docs/source/features/lsm.rst b/docs/source/features/lsm.rst
new file mode 100644
index 00000000..d186b9bb
--- /dev/null
+++ b/docs/source/features/lsm.rst
@@ -0,0 +1,7 @@
+lsm module
+============
+
+.. automodule:: features.lsm_features
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/features_conceptual/index.rst b/docs/source/features_conceptual/index.rst
index 38a7a321..dd812578 100644
--- a/docs/source/features_conceptual/index.rst
+++ b/docs/source/features_conceptual/index.rst
@@ -48,4 +48,5 @@ Conversation-Level Features
    turn_taking_index
    team_burstiness
    discursive_diversity
-   information_diversity
\ No newline at end of file
+   information_diversity
+   lsm
\ No newline at end of file
diff --git a/docs/source/features_conceptual/lsm.rst b/docs/source/features_conceptual/lsm.rst
index 04eda880..20339390 100644
--- a/docs/source/features_conceptual/lsm.rst
+++ b/docs/source/features_conceptual/lsm.rst
@@ -1,7 +1,7 @@
 .. _LSM:
 
 LANGUAGE STYLE MATCHING
-============
+========================
 
 High-Level Intuition
 *********************
@@ -9,7 +9,7 @@ Language Style Matching (LSM) measures the degree to which individuals in a conv
 
 Citation
 *********
-Gonzales, A. L., Hancock, J. T., & Pennebaker, J. W. (2010). Language style matching as a predictor of social dynamics in small groups. Communication Research, 37(1), 3–19. https://doi.org/10.1177/0093650209351468
+`Gonzales, A. L., Hancock, J. T., & Pennebaker, J. W. (2010). Language style matching as a predictor of social dynamics in small groups. Communication Research, 37(1), 3–19. <https://doi.org/10.1177/0093650209351468>`_
 
 Implementation Basics 
 **********************
@@ -25,12 +25,11 @@ Interpreting the Feature
 *************************
 Read the code associated with this feature and answer the following questions, if applicable:
 
-1. What are the bounds of the score? What does a high versus low score mean? (How should you read this score?) LSM scores range from 0 to 1, where 1 indicates perfect linguistic alignment and 0 indicates no alignment.
-2. **Concrete Example:** 
-2. Give a concrete example (e.g., negative score versus positive score) A high LSM score (e.g., 0.85) for pronouns suggests that a speaker's pronoun usage closely matches the average usage by other group members. A low LSM score (e.g., 0.2) suggests less alignment in pronoun usage.
-3. What DOESN’T the score measure? That is, what does the score take into account, and what are some ways that it might not capture the high-level social science concept? LSM does not capture the content or context of conversations. It focuses purely on function word alignment and may not reflect deeper social or relational dynamics.
-4. Are there any edge cases that we should be aware of? (e.g., if the conversation contains only one chat?) To the best of your knowledge, how does the code handle it? If a conversation has only one speaker, no LSM score is calculated.
+- LSM scores range from 0 to 1, where 1 indicates perfect linguistic alignment and 0 indicates no alignment. 
+- The LSM scores for each sub-category of function words (e.g., pronouns) can be interpreted individually. Thus, for example, a high LSM score (e.g., 0.85) for pronouns suggests that a speaker's pronoun usage closely matches the average usage by other group members. A low LSM score (e.g., 0.2) suggests less alignment in pronoun usage.
+- LSM does not capture the content or context of conversations. It focuses purely on function word alignment and may not reflect deeper social or relational dynamics.
+- If a conversation has only one speaker, no LSM score is calculated.
 
 Related Features 
 *****************
-Are there any related/similar features to this one? Is this part of an "umbrella" or group of features? Write about them here, and do your best to explain how they are different. Why would you use one implementation over the other? This might be similar to the mimicry score, but is different in that it hones in on the repetition of function words instead of overall mimicry.
+This feature bears similarities with measures of mimicry (e.g., :ref:`mimicry_bert`, :ref:`moving_mimicry`), but focuses specifically on function words rather than semantic mimicry (similar to :ref:`function_word_accommodation`, but operationalized at the level of an overall conversation).