Data

Tools

Indexes

Applications

Experiments

Open Source Science

konfound

konfound: An R Sensitivity Analysis Package to Quantify the Robustness of Causal Inferences - Published in JOSS (2024)

https://github.com/konfound-project/konfound

Science Score: 95.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ✓
    DOI references
    Found 1 DOI reference(s) in JOSS metadata
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    3 of 15 committers (20.0%) from academic institutions
  • ○
    Institutional organization owner
  • ✓
    JOSS paper metadata
    Published in Journal of Open Source Software
Last synced: 6 months ago · JSON representation

Repository

R package for carrying out sensitivity analysis

Basic Info
Statistics
  • Stars: 18
  • Watchers: 4
  • Forks: 10
  • Open Issues: 13
  • Releases: 2
Created over 8 years ago · Last pushed 8 months ago
Metadata Files
Readme Changelog Contributing License Code of conduct

README-unnamed-chunk-10-1.png 

PNG


IHDRz4iCCPkCGColorSpaceGenericRGB8U]hU>sg#$Sl4t?
%
V46nI6"d83OEP|1 (>/
% (>P;3ie|{gX-2s=+WQ+]L6Ow[C{_F qbUvz?Zb1@/zcs>~if,USjF1_Mjbupamhm>a\+5%QKFkm}?D\!~6,-7Sv5Z;[rmS5{yDyH}r9|-FAJjI.[/]mK7KRDrYQO-Q||6
	(0
MXd(@h2_f<:_*d>e\c?~,7?& ^2Iq2"y@g|U\8eXIfMM*i_@IDATxxTPBGZEz
MR"HET
RD4H;~n&!nYsg~vx!",$@$@$@$@$C}x    PhHHHH F	Q				
P
				(
JgCI)x.HHHH	hGj-)R9rH:u|ucrI/G				pk>}Z7o.ZKcqlYz-X-Q0@shm1cHHHH r}+WN
&5k/	2opGg^{M2d o    Hpi/]$
s`I Ay/   eDO:MIHHHb(Si%oc    pkhB<.F2\Jl@$@$@$@$n
+?PIHHHH@pk&O<[nI``;vL2f(RJI0av|A$@$@$@$@5@/?FEWRV-Yx$N9IHHHH)QW Qe${#G}[				+Z("w-F,Y{%w?IHHHH -zHLP					"er_?k2F=z$+W'J]z    E@SLQHeQyI#o*UJzS     Ws-{k#/^\/8_d$Yd2b2r0r4iDwAe$@$@$@$+:0/KE7Q6npllCLEA5				x=+t-[VB9'*NgA)O 
9sTjW0B>2$M0A	i0				h^]h`K709~XM}H:uW			BP=s~UQ`:t{wV\)9sH*UHHHB@ke.{ cGkJeAauwdO$@$@$@$`(]F:?(yRJj54K,FIHHH %J$=3fHeJxwV2>=+lU5H6m=e'				DJkabVZR~}eF@c_~EM\~]"lJDE$@$@$@q
eg%((H?/{#GD/p0qys|&   O&e>x@I05JDl{2K=sn:xHJ{{i 0{!{IHHH
P?u$Il2+1N
+H*VD//u*NL   S!mP:uopB*#P"5nXj57L$@$@$@V#
O*y	@&|
.kgeRX1				X\UVU9	(wV>Hd('W7pz%HHHH@f?e&)ST~fe^4ofQM"P*Y2tPNt,$@$@$@$`5Z>a@	yH"R`Ae3E%5B$@$@$@V!!*ohL ^*bO?5|&    =#N7T++VTC/TrMBW			@5-K,Yd
2h *A>  @iZj			G	ef	,<|P;&X^SM=(w%i			X@|@,X YfW_}*5o
_\zUZn-+W4OgE>#J3U]D.[*3HHH@V@.,A ]t1c@sgwO`O={&;2V=c%			)8#h?P6m$I}$ixx5iIg9
   
4@/%W+=\}U5IHH^@-[JJ^6\|Y|S%|+c   (^]tepGruY~(QB&Ln{6    ]ZG G.e:yO=9",/L>>rqyi			%TzuYx$K,T3g~MC[rD4iXmx&"E7kW			5@Mf5-[%qe%'OdV}sNS
P=\lE$@$@$Et^+k[F>'O$mG~)SkV$@$@$@$E[V-9+'zvU'w   %eJ3g(y\+W.C}!r<}	kKDy4Hj%Wu$,\Pj?/[Q#T0T|A$@$@$
E)D;F=5;cEDz{]V++Wu;vrI0\7tdV7@SoH<:D#4y			Xyx|x.UMfM6	Q/_VE_~Eo}j3c83}MyL$@$@$hwQ[}6IO?T]*U*yU5Vo DygD="?^9rDD,XPk'7^pA2df)Ch0m45
E/l|}>|s%ErIU:^;o<\%M4)B_~~mB1			@2@a`Ejj4zh{Z~6L^*0T.tsJ
HQ	c+[7U=z(7j),YRXaI5j7]t7+Hf?w[`P/0acub`tgre)\;'>tu2y>Y'd:[)lG]>sd!N=lI{~riu%ym9sGD#eu^;:n&MR)A^X3Pn
Em^lw#u.?
(\$`BBn\6
h-P,Jlyp'8zhS~O Sj%|[-[E?tP*?Fz`w#:nhTw/w|S[w
X\uDJNSXy\]JJhE%2k8`h]7?Gkz.0&\40>6\T{A0N[~Q	C
%]nn;aOn{g}.mC?Q9	9g?X&5}/;HZR=Mm#`^2ei<.l`'*O.-A:V;}LWN9V>ZvHcn^7ygVmUd)/6i*R'S7)R&3S-&sdBoUN_qfV9g;<9;nf0@zs1*7Vzg%3;i3g.o_'|kqmlh}:6PrA:05VD16I
U\*?tOWG~wH0 ~mxL$@$@$|th5^tIm[W fmylEw;lkW
V2f()SN Y|G/^Tsq!R+J}>x@*V_x]ro%&h@
a% /%$~RLi9q2^yUs?l@xbm[ -)	?_~7.3W>E2S]V^]E8-V7f:=XTh8Omd+8l\i^^HXow,e$~~IE364u4nm2K;"?;_
b*rwYk7]="-_V
/wT~ln?2
N'@{*cr}w~"w=wcdqv) V<3\t>otyOEV-;M-B;fpBlA9!6c4,b5#UT)v6c9/l!-??jnmU2=;w&b3ClrM!6=Jm+WDlQ!V&!H4i{[RUm>|b	G%O$&'J
ai$1*0g%IHH<(VUPl#ZA5VYi#8/("3!~=V3]Ek_vMocbrvV2eC[cZfV3 g}y1 +-[64PV*x_			x}B zFcOnd14t/cD>s.*Yfuj|zyg\xF0[
2@B$@$@$PQCKJ)^:v(#3V^"*~J8|E`U[8vosTqWuV$@$@$@F@kCHd88V*
IdJ
VRmC[H_)q}EEEXFQig),dxL$@$@K B(	?]vMx`5~J)
8s:$@$@I@Ef ~"ocZ*N~b{C+X2DmRW8=gJ$@$m ;wrXg!+o2~|Kv
YfJlF
HHHh[o%61tzi mMo"(e
/2XjJ3f			-4qys7nkN$b#	J
JPiF+Ro^%W@D=~h9+'g'HHH=mOU$l#_FAF#G/c>XvPrXl1Bj2J!+$Y%6TrXP7  r(V >_fMI:u(lv+XE>AgUK[^p4"mU3t45H_UHj_tnofb2^z K)?$@$@$`uZ{'
(9O1"kM6J#|wwo)S<|PkV`
)B=H@$n5T;%KmI4iO5			@8Gw0Yd*G7-n5p;p\zUEwY;w_y%3i$jqoEm,@C*VwiXHHH9ak
&GoO>TD"C~~~*}4boQJ(_}U$GeU%wVPAks$@$@$@	hH>;!+WHICmLRn*AMQk{]tIRHa0j?qB&,${d#s$@$@$oY._rUtUpvrVF_~JLXtGMi|&j{+M|'  pM@J~[vy^zI/b7
V?iXgOq>mjxzuI=B%iSAY;+Pc2e
c&#  pC
(}Y.GC\beyqyle"d)SNI}UX\Rv>XXH :RJ%mP`8:F|]2HHH@p+tuWZ)RD$q!Rxq:3Da\b+yv:1		L
\l#
m`*arE!0sL`9~zdoXHHHpk_
C400P r-
,a^Hra,Y.Ggcg7|M$@$@F@+($
Xe^ptqGCCxNHHBa#_6$orcK@
)Q?#)eYHHH6@/[L< w/~iYC^B?6oR>i_KI$@$@PlC~
+FjMoG0	x3}b
SCN$IpL=8w  2@:_x}V|B$/U>	3g1		2@AiIh"Yj{sN%2	Gaoxko^e5HHHDH	~lx@3oI%{F&K^?HiF/_nUr$@$@$%W@>|VH Sm&sV}"RUZY(M		6@VlYr\uCw 	 	I~HI-HH-*[)R0g!C,$@z!00PM&8C9uTXQiuV$@$@$Py0[o,Y2 `vohqI:$(*XHHHn?V+/E	sBne! @V2hB;(O2Qg  h!1ll[;E;wUOdQ2J9QXEF%:uJ.UPA//k{HHo!`ei1Q6JvD$@)T4Rlz}}n$3HHbPDcf/2._\>36]\	cmVC$@$	4@1m}wJ0oRZ5-dUxl];Vjh[d-C /\ s:(W*UJt<+IHH :	5@wO++gQX,Y+WN	bc
!|G!];wfF%WXO$@$@A@bDA
9&}@Q?_|rimxHHxsOw3_@\H+7nJ5#s$@$@Im|t}	D+@WsqWl'LP	G(+			&@5!$\rIej#FCiN1HH 	Fb@xd9r9)TlQ\+>s%6(0B^>6{		x~s^BP'~TTIZj2#mM['$s'  nZ2L tR9vtA(Qri(dc|&^UVb:|)XY  j+
H6mdre4hJw#f_b`_1#IH}{_2dBB9sZ!NK}UI&roxIH,K@} s%EdGj	xWd}aCsH	wu<    e"Qa-;c!l_`L4Ie:lN8IH,E@rDDm5gJ3h``L\C)+ A6$v3qD
-M4j2S}gO' 1Z(]&o$O\}Azx`[H;WOa

*EY		-4q*}q*EnkI	*3  NQOB
	-*RLVe|toM`uEtyQ,$@$@$HklK5%u.\8k 

VZL"[nC3% 
{C<+|IUC){k|
!{' Z+YdO%D$Is~WfE,p4	uK:t -2Y@K[%J0x@$@$
TRRj?yOK`Iwoy:	-Ql#lc		x
mJuv*Vh
v@#Gu3g!ho		WDU3fHeqF%d%+5N0ZYHH<-o# 	M3g/B)~nM}r	>R1		
(-5kGVH[k
]`Bgs_>)		x-x2iF5k&&	X.pI2Rp4>1~CW(G$@	h={T>YS=!<'N(-s;kIH _.
27]Hz???9y# 8=yD3SLD7mT+AHF)+_p		hByrqc5_	@[#"U%gHHPDWZUG&$@>HB$@QA c#t.9s\	  2@13geS-]E6$ */%KtscU()AaHH"$}>H0A8>EZnva[@	@yTR* 	x/}#~ObIFfHH F	hv$%5@o*)X|A4$e788X
.&%LPf%]v-#or]		D1qQF)O_"CL4bvd7n,AAA%:{l!Y  kpkB^z*n/$2D/n[@x}`|  pk(>XU	b?,[nB>n2l0=s#HH#m" ."SNb<
C>}Z%}9.&!@	J,$@$@ -T@9GN1H	d]6my!HHW@8 :2
RpWYj2pxLK-[+Wu&$J		@6@]
mr	6m&1^O4$`I.]-Zua5ty7o^$@$@1K@{ru$@$kP
P(Yj$@$|tsNh$X]>hj>	 kJ**@r==f4i$MRc`HH O*J).\h)gn;K|M$7nvKM S[3x@$@$9g<>}*7o;	'H&6~x3	^ysIHh)R)Sz 2		x=zBF9Ww1=mN/		xm'	W^-Oe7O'K$@V#mvQ-+ 

#G	6/H	mVv-EU@GvlH$@$,Y[Xz	O		`?Etk>|H<
!XJ<_	H8L2E,X.1nYSibeHH	hP|~d]+/hkT$O+?uTf;v	@th cP?n&		2@q
\|Y)t?oHRwnG>V}]?yf:|:\|PYHH C.G([nUQBuK$@q')@IDAT|BUQ/_>\>}9rzwCRNI0ak[_IQ,$@$S|}}e1RjUi\zUeSz{\Dbj8		+1>ha8b:'V/;gFfA`&IDOVUT
=gsz`H$C(2>XHH"F Bh5$L&MjnapQC^z%u!{{W=c>KVR	@T5k%Ak(QBiF		u[PcU[d	'O4!4vXy0{;,YRB$@L ?gK:}	raO
r+C~	_{5%nLL$@/J
!M4]5h@O+'RR0D+W.-HH5@Q?[nawmj,dOhs$@AHO?5kV=o4w\ilQ*UCa$@$`yn'OnN>KcbE=^^K$@%@VtE)@`J ;wwk}v:$@$
( 3gv~  +98*p/?
IH .pj?-[Sv{oa"{P<&zH)\hQ+|BB$@F@E@cPJOdiH?!mG F[ ;_4IH/^\~w^x@H
;K.QTV$@$
_P;[&i#vv?	wp+doR_ps2*(Ky[ /HvJ<}tA
OS!'L3		in!~eOOe2>	xm%K.![\Rw!lq	s|& H
(]+X
(fgL@
hLP=Ht	<|PDxca@
VuoPnlG$@H_SO,DieO2oB$dDj?lC0a(z1HH	3g2B6B?|C~xs`Sw}8`H+
PSHa_mcZmH@c(Hs{gJ< P)B	~a! 9	&q/"0~m]P6f-ak	o!q$@$`IO<}	MVf%W*7+Bc0^0B$@%mi=zT}O&Eu
"~I*_~E Q ?~iCm7N6l pv>		DzE+W.tMFfq

>I:s7]-
3:u%J<+HH <Z>NRqx
eeb! `YdQ3C|ld<[H 6	hZz/bD7mTbs7		@?g -AG8Tcs9k  "az+B{wxH-WV==k\pH$@$2f\M3#H"C@EH#-]T\Ysy
		 zC	9k	pD$@';4i"#!~ZH)XnlG$@$9uTI:ySe_+0@K(!SmxL$@h0alHVnH"G^}U~r=@+W#c9D%* o#m9s*gy7H4D#iHAAAGgz(t]8W@^oH1=\m@/
D^' @^N$@KB
fHH
(u@5		@I?(%S@M	FRD$@huu$@$@ E-t`&o	#-:HH\o.]v5_/g$HZ(S@g  g%J$_,^XI8
"k"H;	h!Hj_cm`1	@2@o!G~[
$wr(;# ^S]t1!]V`ofH<:uj7Og			Dv'E1)UTIN>HJe0 y)SF`nAVeNp$@$59p@3f)	}K
&H DQh @^N$@%P]|a]/l	x-x
GI$@$	QC|WW^Gu< 6~8:  AXz5%K*-Q|I$`An
>			X@>(dft}izw&b9z	!CV[nHyg  p P|y FAF%Bc'OiWO)"&L0H oSNRZ5)&gNN  i	]d|Wc*cdiBX\cz	pk3G>__0^z0u   $[7PrE_
z7o^y(QBf)m?c "- 7n)R"0E$ O'sNiBl>mMf	@4pjodI(a"
g	HHbrM
2+A& %m?4-*W^U[	xbI8qw#  '3ANWl~hB$;!="?/{U(7w% KPBk'j/Pw@2@>>n t4hP%J h#e"*`:>{IHH V5kSL[7oF)IA9R= #er_?,rJ8qT^=F;		@8r%7nPl f9r.]vPn*K+O	Dm&rAI. s[W-ZT4~(QblO$@qL.]$I"O,UUV*}=i%]1H	hK]VG(~1"

P#		X[h*
S)<9j<@PO.
POy8N }/$N(bKRXXH
cHH;C@suF		@4lM^~euHvY6l(n;khyw+VN$ FM65ADfH"N@]`HBG~4A#~K^A$@$@A y(M???5SNI
?WY=c&%	X
N	7NeK7|#ov;kn$m@*%SS<&  h%C	B(HAo_]\r%ZI .6@#D&MdC"b	3g,}qjOm+Sm/^ltwoe'qM6J"cF;>		@t(XS{=XXARu< @CUvrUs7edu#GJnd2cyc3)Su)8p@4i3-Q2_a{nB$@$@QLA+SF!+WVyQ|;vGq
owW'4iR7(q5l([.]RPC]~x^zPHH^@9e-W/;+&I n6@PBah9S5kfjF	mh&>;Zj_7
PZI]+W*#~:U$GG
 Bj3g
J	%dpW q !`  
,[NbBpa(	b(NdwQ.]LHA_gUy8C
7,$@$@$`%2dTRE!@jeRM'N44nb@<[Ob'|?!Kg8FJxg''VU^{M0&D		@l@lq
-"EU|&$Q	$|ptQF2hz2'M$@#5d0` 	&H-7^b[~OH>l9*S}h$mHH <wVc'N0b9
A{H5@fY+R7oxb<
C		hstIA(gkC3	un
Pl=?GK$@$.k.9}]/^\6l`*+Q-SSy  %0o<Q8Pif#e}J
k5H$[a% &GQJ.RYC;RJ48?}ts<	x*(e}(YHii78KSG^*r7o|Q.]*%kC   xw#]^^jU>$.	X&'`nM=*#F8.  (/^ANw%OR}d?_
'OD&-XHH XplR;Der@YM ;po/B~e
~   @X&*~@b;nAIU\rI5G?e$@$@$@'PP!l~grq2k )|kMW%f!='			@j@~X.]j~wi (O,$~~w}saB
&fIHH%\KC-B)SSJ**:Jq.BaCiIIH^2@$@$@i >&l@,Qu9~BaU@a?>$QPM+A9HHR'|"zlk<q2K4o<q@/>1B}GM,O$@$@9@wZ,$_J.~_mwe   #p'iglJu~M&X57|#oVYfze!  >rv>g3'@
(B3$O
Rz nx@YHHH {(U,_\:vh~+T sqb%HEH$"PD4>|8z5			dH
gK
QFKYH VPLFSh	e3I7ezbm			@5kvc:)tg{g[~Vqd(			@@Ei4\Rg1#foP"(GVX~reM`$@$@dI{}s:T#
heeru&e$@$@{U	7o}]tfGDF"h_0E'  HPB:4(~d\O&R@y'[9YHHHHnnh7te//aF!
-[J
Vw}Whv!d`!=Ja		xb1?s	HSL7
_P'O{9/S;r6H$@$@|J?(z	t
Ly7Fs9f?)
1A
pHHG:GvcjRA (Byfh3(HHH 	@g8pGxXJ1dlI0~dOy<+   D_&lQWzues-y&$@$@$R|y]lJw
e,AbK.sNUF`-W\				5K+U/=z{I
tYJ <$8S4mTM-+9lHHO.q}G_*
(fE"r%svT@Am		@bC5k&+V@,'gmBy31
?^x&#   ,%PxqYt+qnYy|-P*7G			;k7YU@/
i	GII;i		@@-[m*U$SND:J.$o&u?O
			?
.,O<kj.yg vG*	M			@	`tW^h")ZlJ~ 	dXQzTx			@*U_^:[KUO>q!7[#  3
9sdaN7o,WQFY61)T^TKSa$I$@$@$@IOs|r9T?C:t 7|>O"Xi)SFZn-H|i{OHHH ;\YF7on&)a3YB m[Q VbTPw)Y"+%   	O&M$cN8AG6kA<3?-GN/U4Am^som				6m;E]"?,W_}11~	2{lo_*ZHEOX:BlA%R@   "BoooA6
*H}YGC={w{_.@
(__t"}(RtbX
uE$@$@$@	&7o^=zL6MN>ds]Co8q|gd%`S@
(^(UKuErWHNR'   M"	?Jft"E0h[l8Z\pNL
Z#   d&PD	
l2;\:z7m~wg]X?n[
7 C8			@v _%\{*+VTNI 
O(K?^!F!g@$@$@$@Ds_vV%@ CaukMY3yGt2{\K$@$@$@E3,X+4&&zp7@
1qt5?[$@$@$@$qW#v$m@ 4w:qW(0H@$@$@$OoK
+:tG+W(?*{OI:M
7L| pSN9E8*+b^D\n0;r#$)W,1s1
,	0kwB-0Ew   D@VZ[ ?MTD+Y_
OxL"W0km!Stm!E_GHHHAC7XAMZq4'CP=[~
>2?)})IH)HHHYgnaAI?I%EF$@$@$@Oa1
&,XPOhr5h,+eN2z'
"b3}$vgqu\    uFG.@Zl)%KTERd[*]7/~tt=Xtom6$@$@$@$@YNO~i>|X$%3a	B`41EQY@1~KAaE)YHHHH q2k
K'8O#Yrd:m3
`YZ5}E+SN				B
:YW5h@Clk,];?p@wzzb
Yt NH>K+'   |#AwU@{1)1jre_e{$@$@$@$@@jNl~#j5m
(T1:'0j*z    /o8!GD$&*&MzJn*;wtr9+HHHH&Zvm:wIUra<U@g-
RPX9N&   H Fi%dFUjh&Y`^ZJ*0	}gtm*W_}%we$@$@$@$@	2X.\P-[PWR%xEY>Y@U			@}c8_>ArO    `|P0aHHHH	*+WN:Iiav',$@$@$@$@$_mR|y~\kL6uW				QHlw^qioHHHHU@AHHHH2KW5oA7n(vE|vPBf7~				@2;2d+EJ_ks9"$@$@$@$@NEC=$=z={Jyc1![nE^@e!    Z@G%7~Q>Q',#G%J,v    _tr{+T\Y=w    pU@1$O?]~'G\$    o>8"^e[-[&]w]V6IHHH\`~y9s7|u,_\@=wHy	27qi}R@?\={hH~c32+HH$"_},XP`iw^d4"stgQMHQNS0_p)i~}Ib{V`BN;MT~wx4h bM2#'l8#/r]w;?klk>O<9%UV:x[^|^RzyfVZSoUVNr){G"a{$[o='/*kC
G|3w\[IHHHH F
huZEZjvAN
6N8!I!gt8q,!\5,,\7p(UKu.HU.JY@/\CWguVC5jPd9c`Ma(				@')>HHHH r=nx7*Y)Ndkbcoa:[/7B~ax+L,+VqFPLDgoD}@q?h3Lscds3vpcds{{aC^}q0[*Si&dFSk7<xgy(\Gc\Nl1!q,YDz-?	J5e_}7gVK'}{eiBUM2}ISw.(m
nUqtnpfK=,HQ;3 m&~E4zGl0F	z?[5Z@><zSs`4B2[cA3Zy]0N:iO<6LER|^!SO=eh8czHq>gGL	m@Ainsy!l~yqun<=O0!Jx&Efb PFOaC~rZ*^!rV~({K~MBr=_fK~?f>~	b]H
wYoF2 $5\qscu7*t_
^CYo,a/xo="q"5J[oI-+I!Z[JCdQq
X
=p
 49mEnft";WK!Cygma,1"b)vUzX~H&M""E'a\o*^x~.]Dcc0?~._yRf.a\/<_aaP\7tS!U1G4b/XDJz0 bka=Ym)d+~?{}Wu9mAK=W4i{QFc{(}
zX
=w7mzX/{{,ZH-[n#YV]|JJ3i1*=d:`,K?lYc(CeUot5k!bX?R|yo:\r.#X3GW^7xuy+Y%~'R '<	o(xPLRJj0rm)fvUCD(^;Zf9>0Cf+WXL	z-[V,T,/KPC?Ngz"ba^
KNX`e,8y]+p0a41f[9-g>|p%g#`X$\:hq~0#/}g7Fd,Sqbt#B(=}e~h6>V
>{K~.>1^Hrs\reS/}?P2e:]J:LTVZ;<*J2/^sYoPbYu%CF2BAgV8b?_y 8:~3
Oj~pZ]0G'x">2]6/5PaJ~qYV
dX>[,7hJ 1hq^wl7F^\L9EB?JX/jt_z{Lm?}BaC%ZN%4hEC^5\G#lOkAvVBnyKeS~S)PC"O(GDj
o{mK6tHTN5J	K|Q rAfF!&`S0)JDC6m<9
%Wbi&eV\cSGk?tp2{]+80JQ.
0%X^Zx1W?p.7?6>A9cTY 3^)ycH_?0yn`rk5nP'fbdr,!k8p2D-aNK^X[_5"xaC	z
~POPeQO?bdC((An7mcFqcl%wU%>gKs:ox!o0WCQA^g$SZ/wfS0deZ!~P['X7s)PP` 	?bW]ut83!\|w(56xjrL3~uG/l\
pLX3L`eVq	V]~HA3pC3oc
w+!?,!X	##7psci6D}(xf.<@X>a
1ctrFC~wFh8(l2%fg?d	r>/Sq`dz
n7mC+'Qvjs/,
!'M<0|?X0kX!2J.A]vS3[
lGP`Mg|:UD=3E>nER|01j`i,T=h:d/fL!	m$:i
tXt"%}	
[2%?9@P^of,`yZ@T~7o)
_x5%g#kBZ`;\04T~;!>#aT(x~adC~}>=D=|r~O7{KNy0)2z#lYC3e^$\rZ];rZ'pMM<1tV
o).i/GV>XC13kq7{WGno!u5]l(8_2>>~Ba{c? VJS_Fsg5gvg~afBv	zr+S^eU+(p$X~u~~cCp+[zPOFar?)=/A;RSpeCAG0y(A3>#~[(UiZC9tX9{KN3kVx&b%{0!/Q?
t8K{XIt$.vPqOZKaM37v@M/MKzK`bYR:SDb.maVhZda+qMf*z_yzDk~'xv[GgFt\1v/_>'Kw~up=*?+SdrGl[, "q		B>$@)K!P*T`/l$5oq%1pb"v)
&"95:T:udXHvI)oIg;"#U	FUj\I$@nFHrsm13Br!w: T~4k6H];A=d8]Kj.lzbc_y]v'(C'sXc^^gAHd0=
"+,,$@$	@#`e>PR~ygny4RJi6#Jge#SVIeJ'8J
utAHPNn(b<|2qD]
7FZe(Klb	&ulQXw'H#Hy4cO(_IE~'IXH*TH0>LJ*^ WI{Q%|T1"8dBb4{|i
TZUaM_3#uw y
u\  4#BN$m\veeK.1c[mt;OP(<cRVXtu5zdr_,(MS#-[%Ktej2DwP>1{^|`>HF ]H1#
BA_ZJJ({jvXC+W_~A*^:w(`=?PY(p@H)g()vM}|B,~	T&*H|PRH [@ t
A(czKy,[nteje;w`H"z8|@+Oa(eX19n9"I$@T@y	XB	fJyu
/dLAwBuQFRdIA)SM@w,A+4'&C9p,$@$	@$_IX@aUcGL_P",d*Ue13fiFg.\Xj-{kD,G=hKv:oO0??*+VK$	0Rx$@YKR(gXP31HtR5[&(R,!,Ih~z1L}G
^z'		dH
h		=gWOo|3oR?p!@SXr{4UA)2B$@A	p>()G$@GAxBXD3/?}C`b<%3
,A1g:4\A$Z@3$@$YnxlUNV$'/-4YHH T@c}IHHH2MCF
HHHHb!@4ZHHHH f!+    Xhq_    LiHHHH Y*&IENDB`

Owner

  • Name: konfound
  • Login: konfound-project
  • Kind: organization
  • Email: jmrosen48@gmail.com

JOSS Publication

konfound: An R Sensitivity Analysis Package to Quantify the Robustness of Causal Inferences
Published
March 09, 2024
DOI
Volume 9, Issue 95, Page 5779
Authors
Sarah Narvaiz
University of Tennessee, Knoxville, Knoxville, TN, USA
Qinyun Lin
University of Gothenburg, Gothenburg, SE
Joshua M. Rosenberg
University of Tennessee, Knoxville, Knoxville, TN, USA
Kenneth A. Frank
Michigan State University, East Lansing, MI, USA
Spiro J. Maroulis
Arizona State University, Tempe, AZ, USA
Wei Wang
University of Tennessee, Knoxville, Knoxville, TN, USA
Ran Xu
University of Connecticut, Hartford, CT, USA
Editor
Fabian Scheipl ORCID
Tags
Sensitivity analysis Causal inference
View PDF Review Thread Software Archive

GitHub Events

Total
  • Create event: 13
  • Issues event: 1
  • Watch event: 3
  • Delete event: 4
  • Issue comment event: 6
  • Member event: 1
  • Push event: 70
  • Pull request review event: 3
  • Gollum event: 2
  • Pull request event: 35
  • Fork event: 1
Last Year
  • Create event: 13
  • Issues event: 1
  • Watch event: 3
  • Delete event: 4
  • Issue comment event: 6
  • Member event: 1
  • Push event: 71
  • Pull request review event: 3
  • Gollum event: 2
  • Pull request event: 36
  • Fork event: 1

Committers

Last synced: 7 months ago

All Time
  • Total Commits: 869
  • Total Committers: 15
  • Avg Commits per committer: 57.933
  • Development Distribution Score (DDS): 0.672
Past Year
  • Commits: 62
  • Committers: 4
  • Avg Commits per committer: 15.5
  • Development Distribution Score (DDS): 0.613
Top Committers
Name Email Commits
Jihoon_Choi 5****6 285
Joshua Rosenberg j****8@g****m 163
Qinyun Lin q****n@g****e 138
Joshua Rosenberg j****n@m****u 119
Qinyun Lin q****n@u****u 67
Joshua Rosenberg j****g@g****m 49
wwang93 1****3 15
Sarah s****z@g****m 11
Joshua Rosenberg j****8@g****m 11
Sarah Narvaiz s****z@S****l 5
Simon P. Couch s****h@g****m 2
Bret Staudt Willet b****t@g****m 1
Gaofei Zhang g****g@u****u 1
Hugo Gruson B****o 1
olivroy 5****y 1
Committer Domains (Top 20 + Academic)
uconn.edu: 1 github.com: 1 uchicago.edu: 1 msu.edu: 1 gu.se: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 54
  • Total pull requests: 94
  • Average time to close issues: about 2 years
  • Average time to close pull requests: 8 days
  • Total issue authors: 12
  • Total pull request authors: 10
  • Average comments per issue: 1.28
  • Average comments per pull request: 0.44
  • Merged pull requests: 70
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 2
  • Pull requests: 39
  • Average time to close issues: about 1 hour
  • Average time to close pull requests: 3 days
  • Issue authors: 2
  • Pull request authors: 5
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.13
  • Merged pull requests: 25
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • jrosen48 (39)
  • qinyun-lin (3)
  • SarahNv (2)
  • wjakethompson (2)
  • JihoonChoi26 (1)
  • simonpcouch (1)
  • Ritazheng2 (1)
  • yutong010 (1)
  • tylcole (1)
  • jpcmurphy (1)
  • ben3mey (1)
  • leRequinRomain (1)
Pull Request Authors
  • qinyun-lin (34)
  • jrosen48 (19)
  • JihoonChoi26 (17)
  • wwang93 (12)
  • XukunXiang (6)
  • olivroy (2)
  • Bisaloo (1)
  • dwinkler1 (1)
  • bretsw (1)
  • simonpcouch (1)
Top Labels
Issue Labels
enhancement (15) help wanted (1)
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 792 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 12
  • Total maintainers: 1
cran.r-project.org: konfound

Quantify the Robustness of Causal Inferences

  • Versions: 12
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 792 Last month
Rankings
Forks count: 14.9%
Stargazers count: 15.1%
Average: 24.0%
Downloads: 25.0%
Dependent packages count: 29.8%
Dependent repos count: 35.5%
Maintainers (1)
jmichaelrosenberg@gmail.com
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • R >= 2.10 depends
  • broom * imports
  • broom.mixed * imports
  • crayon * imports
  • dplyr * imports
  • ggplot2 * imports
  • mice * imports
  • purrr * imports
  • rlang * imports
  • tibble * imports
  • tidyr * imports
  • covr * suggests
  • devtools * suggests
  • forcats * suggests
  • ggrepel * suggests
  • knitr * suggests
  • lme4 * suggests
  • margins * suggests
  • pbkrtest * suggests
  • rmarkdown * suggests
  • roxygen2 * suggests
  • testthat * suggests
.github/workflows/R-CMD-check.yaml actions
  • actions/cache v2 composite
  • actions/checkout v2 composite
  • actions/upload-artifact main composite
  • r-lib/actions/setup-pandoc v1 composite
  • r-lib/actions/setup-r v1 composite
.github/workflows/draft-pdf.yml actions
  • actions/checkout v3 composite
  • actions/upload-artifact v1 composite
  • openjournals/openjournals-draft-action master composite