From c3ab23dc32bf58365b77cc044c6f51afa22ec5de Mon Sep 17 00:00:00 2001 From: aaronshaw Date: Tue, 29 Sep 2020 12:24:19 -0500 Subject: [PATCH 1/1] typo --- psets/pset1-worked_solution.html | 2 +- psets/pset1-worked_solution.pdf | Bin 269780 -> 269778 bytes psets/pset1-worked_solution.rmd | 2 +- 3 files changed, 2 insertions(+), 2 deletions(-) diff --git a/psets/pset1-worked_solution.html b/psets/pset1-worked_solution.html index bd80eb7..354e4e9 100644 --- a/psets/pset1-worked_solution.html +++ b/psets/pset1-worked_solution.html @@ -1803,7 +1803,7 @@ p + geom_histogram()

Statistical questions

SQ1

-

A compelling answer to this depends on the variable you chose. For the one I looked at in my example code (poverty) the data is somewhat right skewed, but not much. In this case, the mean and standard deviation should represent the central tendency and spread of the variable pretty well. If your variable was different (e.g., one of the population or income measures, it would probably be good to also examine and report the median and interquartile range. See OpenIntro chapter 2 for more on distinctions/reasons behind this.

+

A compelling answer to this depends on the variable you chose. For the one I looked at in my example code (poverty) the data is somewhat right skewed, but not much. In this case, the mean and standard deviation should represent the central tendency and spread of the variable pretty well. If your variable was different (e.g., one of the population or income measures), it would probably be good to also examine and report the median and interquartile range. See OpenIntro chapter 2 for more on distinctions/reasons behind this.

SQ2

diff --git a/psets/pset1-worked_solution.pdf b/psets/pset1-worked_solution.pdf index ab64c3db95f88ab108907a99364aad15e6731574..a2b5b895ea6c7486c5b3a0edd5b3d578447c7c84 100644 GIT binary patch delta 6836 zcmV;l8cXHWyAaa55U_iK0W*{Es3=D5T5WF|#}WR{Uoqce74_cEzHbo(u&p>TkTixY zv~CrBIFTp$YKm0(Vz~dl&+tTvq$Msbi)fk{B5v>YX6K%HW_EYxPP6KQwE=%n^~3mh zOw}QsSj?Ows$RCUQ~K^Z-0oG!|G8?YdR<>Mz3RnyG;2n)DI#11d(}}h9nUBIW-4L2 z==r%BwDt4xM>^3YjsXGLoc5q#f{_TFPVCueG=`oNS}4L4m19^OEKQYcUpf;r^R$yOsD0vw`S%7RXoKk|Q;ciJqdzHgAWT0B z3Pi6;LE=6snNn<{@|gcFM`gX+j>GN&M-0j%=5BC+CY$qi9BvOdf>VD!t?&`8a<0IK z-vbVB6c(mi9D$Wf1wO(aa5$|(Ot&~(R^Ar)hF5S zvD+6v7}>*`YMob-rrrSYR;9&GzYWM9 z7FBDl(rJYe$12-c01_U3_FB$rk@H2bkjYt-RZb;7_OPg;Xi$=uGXO|(XgMiuN_^~L zRW%tz#C!`x2c=_)k-P^W$tr7Z89@e&w!ny4TUT#WryX~{Vxc6iTF10x>S%lHeH{i z2C;hC@1+9o&ZV{t%X8G7%dsd|>~btNKAV^47JJU(9FMMEPsaT>4IGLxni#?m`CVWxiDB7Lz9eK3`3b9jLCi?x+kCGJilKjZp9|I(l>`pLm$)W&2}vxc4={>5mcbvBu`Hq1}8 z|3>R?AouflP!c(w)K^!{05sIYDU5o3{QX@Cqmf`ae%DS3zYf!%>2J+sibs=` zWyEI_{8N7vtV^u)t3afm+7AsG&AB>k&f0qP>jAyLs%P(}O-&!J6$Awp2TS9(nxwbb zBKMBl*${V*=m%KyuI*3hm-*~!K08&mf(s zr_Cb%svn!-hi2CH>t6N!s6QUGqYHUyx#GArtP#+ zNXvf)&3QG!v#UO)!*E#NbiSL9F6znra#+u2)%apOYTj4V9+jb!PldW=6a# zgwr1>gt5D&-Lk~Ak+8AFCRh~XoEJ6!qor(be>wY?R7f)X)g|Cw4|#QoO)P!McFFpa z{W3o=@s{s8yKuTLCvQkt*|dY4jY>Yv6y<-6mX}{;IgUz)qL^W?vWaCmjo2`Dmjr3G z>RPL`?n#i=lBkA@b)n;w@BV!ODUyH7Z4B%~dEp4Jmsi_+KRvK%MGMk>k~E7@r% z%Nc{2d4HLFU-3|M(nFoW@e^lsU&cPy8IQCroAS17{?E2$v(1*@%(g6FmG_acuIOQ1 z+3&e~8}v12{jAAh%ag-?ogDj^9M;|y#Mb@6vR1zScZuS5yCx?&47SJQ%W}wJ^yYiZ z$4gu-GL5jzTpe~W_eFcB{WOuW@qf5?{tlN1yUmv0&hp^W(w+YW@vm8GlcBH^vxSP! zFak3;lkli0e~nm6liM~7zVENlE%MBoOObjW)23#WwJ|T^7EbKX9j;|k|mW&a#@I`R>}5o_vJ1V68@F6yBO0Z zzr+g^^;R&_aCH#y8<m>b^9qf(^u`r>>%6E$)zry4%S2NY$zuniV17yF!&y2{H~7%$ z))@e+qshzOj5OMikTcs=mV%jpUKgdvT-Y7WuATa?2(9t=wCU}Yg3gX_CR!QISpmzu zAiUN&IO0U&!7DX;<#Lo>`cKf63!TvQ6y8}1e^oRIcvRGNO&9(+fpLE7x9tErsv`XY zcb|GYdPZ3-Fp~gQEp*-RyC1R}z)I0H=cLF)sj@_8mB?jI-gt|)g7Xow!!g{%3uzjCx+jhjy2aY{TagNRTN_^(gP(8?lSzDT=vYH38U z7ZA1w^Fo;lGuQ9-cvYTy0)?E{-P7XJf6Tk1=O=1&TZenGrj2Pt3ycp7SjhEJpcekMlqflawQ=e%wN2 z&>FbO&wwZf6l?9LC6nQW2z=1$>=WFEd5vg|xopR&MkzxA#05ZrLnKhluRa>h{y;)z zbKQa=Lr^RNqJ&COb3hzS*SAdSf2;*>MTHHS_siV6sUP?t*N!_Pjy(Nn%&jafrH}x! zB&PiRXvWPrIeQ~D3n_HS%^*pM(H1PFPLe?S#7eT<|U zd8ItlITc68uUr!eNxbyH|HQVDiDSXQ5N3D#e(F~ltBZ^VE^PbZo`!zj?XbSl%Vq34 zVCND7WekBp=|~I4vHwB&w}F&tp>qzT5E+YN9C?OjY<)CdVL9=3WJ9$!6IHWX!|m$>E_^m zusxSdbh%UjbieDz7Rk6Q^YqVEtwPg)La}b(xP9^#<6)*)$0gwPe`j>)mA*5kxOxo; zu25j(2oVWS16r4$@QX-$7$S&EFa~nooDVzQx@umCEU!5-jh~0m!{(VvpPfC>sHI2j zO+seif^iNh2Zxwp-WZzD#c*K$nQ)|o-*M%SAC)LD?GU?0rN3Cb0p&4W#z7k9$kg-# z0cPkPXjMG%e8@L}e}{`8#kH+oTvlt5HSE`!^45hIz633}1Awd+Aqgu(Pa%V4=|oGf z+DnXzk)9OV5|sAS94cWb16jJ6-mqwkQE{+-ic>1m*l(U#B-FNMQQJ_nCB>BR4c9JM z=#1aG{unbXz(=qJz%P8`e<`4>Ug=QuQF%?e-}t0OlUbGrRw^e-q?1B zih_&iYE;I(w2Pt_P(1!5;B)p%#D(v9jdQ%t4t35_dc^6YU0ag9R=Lb59>h zVeRUJEXVIOe{|sNXomIfo&=#yIs#5~qKs7yWR9-4d?M8i_nBr~pkOrnz=$AxNecXi z3Se;Z$KM-}<}0B2rV?6lAS~#b+XLcjMI}{1NFVy4jcrC~Ds3<}0TU&S2ND_Ycujsdd-HrQxo5PuNAQxZWmwyHXj{%974+jLS0Z*5_ z2LvVo$d}^>1VMk_Fz88JO#i^x55V^_AFpFMo+q;zBr)AfCI$F)aJ+jm+ymUtlIav} zIljya0)Nq_e~{PdynwBV9Ku;kdtvmJ7@FEv@*YhjFS6?t+pMQM=~n^ zWp}E%Rkh2Czg@L(NvHXrs#5Y zYx#@=KE9q$V^VH^u&=U13wL?z_=JJG1i0^C%cu1aZ)?}`akS5@<>TH1pSVSkE5&ASg&Iy?Lpa2z6uz!P+Ldgg3r8V%e?-^qUIBetao+*ak9ETs< zGmmi?HA9L+(F`?Lg2NPtaeI2)6$u*VIAl1SHLD#p9pNy4Q#Mr5h?H&CS)(||;kwyk zX+X!WtTFet1NF>d`(V;Fdftcx>hr_Zu**K!1Kh(v^{7yrsSrIX^kyn#j|#Jy3e}^+ zZl*%_sBoL9Fg+^#W-4rt3eNg;h(<@9K5v@T4Ege*n}Zi^*58}8kl~kKqdd;L<#E+s zTkewHG9%1?ob}{N`#i9eoMT^=3NyGMt;ubo8Y-zoXKQ zx~Wn&c~*1}M-9uQoe&>!SakdOQYdedx#%;?tuX7CwMpXpB>PfBus%shh;~`h=uT@+qqW~Zf9dBt>i=1PWWVG47ve3s9|CPR|3ry6ISM*9K%f(F`f@C;VgV1 zi!&0%9Wq85?off^<`!w(Ta+KnzbPa zb4p>r+jJF{hNBZKv4o=vh3;}kju>VclBo)RNNY7Z5a~FEokKZbK56r3$EYWcRWaC_ z(vrjO;aFi2S?`D8Svc~7Gz1XxSwS!@@;Mc_J>tVXK5~aS1`@{VA->{aY{THd4Uf;) zQB|Ow^stK2wN8YZRDlmS4)20QGLFXC#_Cw=qKQr9sAiPG)Cw;ou=vd}77~izRtOk> z(V!4#J&tk4OIvX)dE>g$xQhxBYRMJWB0`Z4Bg6}z{YzoMF{G3WDE)~Mwcy7>ftb#y z48m8ut3j^+m}_x4@#)s?m*H`1TK6 z;x`A{yUOKQVs*R2wIvX!L`jVXG?egvm=DYK;Bc7JQ2j0(J6_2)TyYJ5>cbI@jr4LY z8XM^_VmsCjfxG7@6qZ9AD@fp6l?Hr?2of8cR#>mJ2I-0hFVRDWbl9QVGmKtiduh*TgJ-{Jdx%V=LTn;`N1TbC zM!kxeW{*eJQD1~x24e2NQc$a8^4|Jq{V2S&B}Zp zf1r%NobT-Za&)r$_ZKe@^Q&aaS@o97-Xyswh>Dy~!c&qh4 z;P2GnwI9&!WcDo0E-tG>+z{7)wzvmH&&y{L5(gs}t{nUf@%ybPjl5ex6-I z>Sgq|06ae03FuEV0KW+VK10MOK#`hnqO0&4+(q6}AHUn$DEC(0Pr z7|lA8-57>|#hR!qV%92xPy%-#r0;{!+vDBCQ&r6X_5k-9|`u5t1E* z^r~**+6b{WLI;rLXRQWtvo%C07G3Y{y}H23{{GQ(@cv~!&0m!LrwgsfmSnEFtdYLu zI%6Hz@vw1SaJ#~Pbwp@Iay$>E-tCa%d;)=?%amwp^+uAV=_^RzCj zE?)OKvAlh~zxU#Ch1c4qsW||~@$!xXVB9PL>%i3li+y>s+-=(BKk3hRw#?U6(@cs{ zmc^&kXY_2Ij6S4g=vWmUyVT9b+Mr+c*N=;2g6*}_RFms}bXXSruJ(GnxlR{XXZU); z#dPC78#`(wiVQId+pX`Yx3l1`=4$VC3f(=}-rGA_CPR$eid^tjF1S!UUyuu1cxkm! zHta$UysEA;Fz#<}U1`MNHK)jn+o!=0q^}#FIx5{WTo?a4PHrn+(BP)$Yzvygc|RkP z;n|-^S$o@m*x2$erZ$njeU`q3=Gu~>Lg@m$kSLv zp$tM;pl8PFh@q+Lr@pd)^XUBw9qv`>TjF`UzTy78Q{r$V)T#^OZIvhOYti3Yr<_@H z3EGMu;li{!%IQYItC3!&2)<_1w2#wGUKCos9<=IKmZwv=;lC+__r&(Hc~N4;5M>7R zMN%E$$>>csE-#Dl-yZ^N^R^KFzl1wGL!Vu%?m}+bC3@}Rg0~DaU&FATYyX?JshhU( zu5F@an_g|(zX4Kon8%kPjR6z4oe>1O0S7rTFfcMPHkV!#1RMuBF)%PPF*dh>69nJ} zLpC!vG(s>kLpU-)ML9z^F)=wrL`Fh4G($8nH9<2)Lp~rpHZwOgLNGEzI5I&+IYT!w zF*!s;MnX3oh=5;T71Tf@9EVmo1H&)^V{id3!a8T>R;?1Mp%&_y zt%Guvv`)Xs3SeEpx`1^-6V$8ZKJ_IHDy1)c)CSEeu_qoAkmPdx!M3O*Hhp3M+Et2w zcsvdL(4kTm^0@`>{>s4~3oaR|=BIT%%$ z|LGH#U|eP5x5o*XgefjOQ{~40^Ie5$m6<({tFQ($DvNV|Y!)uV6_|s0m6bO>yP$IO zxsMiM36^0+<#u&g%zMd@XS*yhFX4vD-B%u|sCh*A6?mk(7T(rQnn&tw)Z3`H<*4jVhriwb=(9zTr}FZ$*Lj1lEBFPHy<@_$@uTV)=Bg|NW-j~==a+Ly+prX8fGaX zd)la(^%4E1>8|w?{XwwvY=GzwXAp*nd?Sqh*)WmshS5YDA^JNSg)ySPBMNNeM7}vj zF>R9QFN*DK8!!d5)7afcpKTgufKD2nG&*T?(!x%D+485mpi`Qt@X?~`qb?sUX%L_F z(Xs}2wtcjs!B_um+NwtSc6_v^k@vTJw64*3A>YPxYP4WmG+HY14_UL7`LXipnu8j&X5Ji(_6KS$7S0 zjp>>WD|ZUG)4-hy?sRacggY&Nrqg0NEvD0Q)>|`k0jpQNouAJZ*FUwR554N;crs`v z3xo7o^<(wAdUeW+3t^x?qtoP7b`t1Gd6u~wl*~!5v$71S7qr3jvnj^4+7wA*MSVE-P;fe8fHAFiAzT!iTi6z(?8x4h|}Y6+Vnt z!PxCM^3&m1t{&Q`giOT5sG{t&Y!$MV?J!tBJs&m$h+pADvx;2cgLw}?l2%!pTOc-N zFjHb=4=bt-2`-9vK;WW(q)UwKVM&#pMY5n#Go;@Ii z)E7DDb_s7m5-Nc0QYJZAP!fs;$!07`d5>Hu6{Tbn`E{uyWd94oju77_-joVb$EKTe z)F4(b`@K})-MQ43VR??ab2%2}id~My#%J^L++xpJoa52eo5{HUwt+)Yh8!MIb<%vA zZ6@v;^-18(`o!md-%_94@e=e-eqR%VPAwakFNuYO)f|O;LChdel-jK%hBS_0KtT+} zL4MG)_j_U8gLj^Ntas9;cS3licj9i|i5t@r(Vgvs9NcT`1|O?D-A42y`G|ItkI0YX zBbuG~SQA4SBEJjFB{3`;%9n&JB0pi(FNhh5e48J1K{51y9&*9@qLRQt_!8Ho&lZyS zn1uvS9?bjAgq~dwE>4@e^V#)$cCbq7F*yZ@t85-0tov1BYbA$}PVQBIudn2uK{`=S zn??LpKQ_aU&8+R$z3Tf>e>`YMm-5nb#hW{5wD)R%eExDg9Neq+w0iyOm5dlrUPR8> z%9EDzozC0Q)j!+Oi_x^byM5SRTr>zjiPKYZzPf5h^C{&}{dYc|HN)m&CNBZ2!5E}Y zr)_mPsXsPV-Jj2zs^3of^Q((t^QoG(!$DJB)&0qMRGm*6$Y4m_?<2CSL5oLB+i9hc zmJOPJi)w;rSA9%};jq5#d_Nyu)|2_wu%6GV@#T2be5m@h=$l^G{pRe6XGSQ`jPP}4 z>|vHmjgq2M@$l0iW zoUxLfhO(S7n3)fk$qy9|MJGMh85}=zM)zgxw>smAw&hsfmg666TMpY&jNi?+EMJvg z_mQ!#=v~?GxqBP*HD~=gIsOon!`l0T*t$Pi*2*{kE>YZW*W@IJ!SXle%(8ta(Rf`Z2A2x4=yd;`G2VaT4J+xisCQ=G%%O3 z8U!eRjaW-_+cprs`&aN5YQ};=@FDV;HchJ@+GgTQr|AI}VTlupPyjNn{(X0`3yN}- zPVE`vwE!01?tZ(pO!kRPe!i33X7E=gS+Y?{AxqKJD%lTGgsxFu3O#x$AI3|CkzuD2O)_J)} z$AccJx8I+7J1QQS!8kn{PeV=3%SzR$c0)JpdH!j&R-4pLd`3ylC#mFMhxI3!7a+U> zk$B(NRavIGpNto)EU!>BTdhk~rQ0ED)bXu5?ae)Ot8$?xEmmne#TVGP&qO8ue*E=+ z;r%9GV!=R^su5-0yh7tG?YKg3U6dQKY3gL1Wuhs|CDd z!86KgftdubYLV9s@BNV709J~onS&w|mCBMl+lWFIWR16|D;OUkJD$QzOy85s!Mq-P zc!qH}t{4V1KWqrj0fW}?#-a5jW(O80EH-RO*XgI;(9(GoK#SL_COueh#A;oC6ixbm zRTqHrt3&L-d$%<1$;kF|(6FVo;JL8au?k0AJX7ENqmQSaPuoQoLDT|HMZ`&pIxmtO z!X1<$oIc4?{)eY;3Q^V7^_G+UYTS7Kj#1)e8F+*O$A5iWhFX^K@nzcTQB#j#FTrh( z=7k~^My}f*@TolX1PU3iy{E~4r-@ew%bkGEw8OuLfc=J;A>147nH- zN9bzDqt<-wG`enp7uYdd(4%T{Q8es={$Qs*?2-_?CuclFbbN`7SITr}h}&EU4qO3; zGsEsoBi2Kv9*)r5x6iK*Ax6A7qD(=09Pwa2hal_w0EbGqe8M>d{seA+AKWs#aS{c* zr$O5RALqug(h-H2gQAnEItvszJDCxC5x`c_-xa??#aF2GM2X-u^#n0VIcmFM2cAKF zFq5AgGaW3A)V@&g5$bT9vrq7hGmR+A@Bw>{F^Uyd!&0kz&piXMKx}nUVYY=rd(wV4 zUY-!3SU5ukS)yiVIGVP9(@f}mN}k4~hOGN#(r)Z}rgNuSGreVnTjcIx7YO?SoX{h2hZV{Z z=FkmuLh8J@LF#LjNm1lEbV^Y-RpfT{9U55%73@$AyV5&D<-llvdL}=Jc?7DI>0>0+ z$SKuK<&+p5Z@DHBl6dKW`-y2I3&&)E?#t%(-Po-%J}$Bum{529J$3!G-(zm0%~h;9 zVCCWhRdj(s=ST_0vHjujZyhPiMP9HY1t#bl!n04>x=Vj(0Q2u7XF$+$(PBTUJm95 z-3!U}Qz4Phx_vijB;u+n(mz+V3IziS#hihC{p2nB!$iJ+j#I$t&uGxA^JYwO_8JhJ zA;-oZA`)7pwIwLLu|QDJ0X-`NF>mI}&bOXglp-r?_DtiaKGd&8rqX9;kJQuD#JVIz z22L2~kaDn#5$27d0X+;m=ARLJd9XXq{PCj_C59bh*QoRti!Y!!rpGu4!vd>U+CYFA zdIxG1Z=5fG`Nr{Z5~R3zsuz#VbCES{*NNiR1s}dREtms<+$>xYX8Mj?1|$P%!PKkL z61`%emRwuHq1`xzEEv*2mTt#4EUM8fj@FNHNC_Hi%`=OH^wuoWo8Us`uEV)BQ z!AUeV9>#UFi=r1$Jpuw8ipFm)#wUQ${&?$LhU4yI2;K%OFC4}w!fOKDI2rw5X--zM znK=k2o)^xsAn8mtLe=aYEi2U96Fx5F0x%(FmI4YnNYg;#jz?ys)j)1A!6{+t=mROt zU44vy75I&Y2Amv?FyGyiAe2Zaz=>{@F{^>h$#s@*q`cui(})uk^d=t|5ri*6f!|L7 zjBo0^Ol*MWn~lg7JHmplxjcvko~Fik$FA40%m^hM(hYyE#yW3jhj!Y<3<{scp+15X z%hia#`k2Jp3-Ya}E)oeb^P4`d>i#nqjdNi;QwN;P@a0?`xzWHk=b$RsS`WZOpC8HtKt2f6K~teZKtvRJN6ORkl@sx5_s9K9$|6=2q1%EBtvmmBtJ>-mx%O(k!-qH4Y{=mzb1k27 zz{l6~X@5-04fa)bXyGnz9iK38mjL(uYx%Su;%)6(K92U8wS3%r;FI^go`I_($u_tn z!5?4bMjepQBSN3%$2kEr9~7Vh3icmRQYiW0y|e~C_B~_l0EcZH-ZRDUo8$0fd*(3? zqh?5PD4L<>N^qFsFm6weyCOlu9ES{tvu3rUrhg+GX3B;t8j-TiI%^c?I9xYdEDh+` zl{MzxcA%a)Y#&UzM$a3OKz(_*8g|(Sdw_cws2&w+GZmsoh2Bhs>``GhQ=xiP*v(Yv z9u;mg6{bgp-%N$=QNdZC4$KwdF49 zEq^n@%vm1}d@~&SvYU&|bo8Y+mz(M6%WtkW)6tjUTyLhMFT=UnOh;de^E)c-sGBNf zlV?TuaMZ9&+6nOyhefxaFNN|ZnTtNN+zPXPS(_xjPqHsH1nZN8gm{NPDdQP9e&hHx zA9h2Q_554z#BT5|kM6YQG+O)p^Ot_UqksPABKsZRzYuT9{Sauo`6o)m(Rnpgolz?} z9Ds(a1_w1W;E=`9NHwpYyikO#NB9t98Q7n z$R`a)ta*SlNE^rq&rP*n%>~&?dyGyMxu75UGz*Vo>+LoEUWTfdj#g9@)T|9bm{SS^ z-lnUtG#s5^i6tCWD0G)Qa>Ovpkbg{7Kw7KOfk?+O>>SDg^GTaOIz~NltctV4irdD_%fyHl*v5-*wwtqsvhz5l? z>v4=TUfPOd$s5;|#$8m9P)n|`77>bc7$IKx>|Y84jv=L7KHg606%Ct}TH;B}!^Epnsu+$9!0>2ZzI)hU$0W*zroX;fibcQy-3KY^0ZK(b!0b z5!;A95j6bQdz0veHp>!8$A0(+e2g`6@OwAIpR$8H0o8% zGy)17i#g4wDV?SBEFaS%y-ugJ$Uf8Za-OEN{FFb8#_naXfzZDF z@Mawdzdn6^y!WaBLG*!O5d??t-`N0yZGqra2LwFa1O(<+f`9Nhz;FmKyrBs_qa!-X zC;60)DPTe`=q1hQ2RflwbV~CGPz}*XI;RCK5gNLn*Yp$p(t&9Cg2E;c{k;9;)&7%K zo*bqZi%BwHfs$mHD)^2gN0dYdrEaRY%~Hj*L6W=+(i4Dbhwjm*^cj6lU(lEI72OZ{ zgU}t*{{Vb%JAVL<@~f*Pz!+50^z&$vTmh!%_?OY}S0~;Dy}+kZ=^XIB{4%?Q)XV5^ z0eF106VRV#0Dcn!e1?cmfFd;yTQqU`xJV29nIb+Y8lO!9XMGTv!%-wLjLUp4CP{IL zVXgDN3hrn6h5k-|Pv_l2F!DZ8-rwGN_Vh)o5c;Dm1b@~7L>aEYzEPBQPn0pLF`9KG zyD{Wp#<(gNZ$vcx5vAO$2$!|b`3%d>%igLC(xj^bWxl0n=FbN9J-i}(|Iw<=V@J5UA*pf zVtM;|fA7WP3a_98#LUG4RDbDb`(&hYhwi|NLF zHg?oV6d7U^wp-s(Z)d?>&DGxP6uNt`y|;I=OokY_6}jN6TyUXyz9JX4@X~6dY}kby zcvW3xVBFu{y3&ZjYfh0Dw@-s1NZ&R-byT`%xGw&8oZMEtputVg*%mZ~^L|Do!?Qn; zvVZorv9aY{Ol=~4`z(EztAKWFF0m*o%<4yeZ&2Gr^Mk#s8tul+bU1m*P_3*PC2vY60{XR z!i8ydl+%rZS0lYl5q!<2X&YfEl;O#!+%oJEPjFwnkN3z0g+ap!bWGgxFY$ z4GFQ5SP0LeDk4@=5)umwiAB?dH48TW21^SP&iAqT5qmT^&M8L1F7V4lG4!}V;4#O}CC*d@lfmP1Tty&EvpdK2TZGbA3tS-OE zYG7T!x`1^-3pA<}KK3O|Ditq$)DEpGu}2=0km7Rv!M3R+*L`9DI#kMjcsvIE(5X@x z^<#&i3l2j!fApx-eD~R2mDG-pjzAiYLZ3=H?GvY9P-S@A;}D#H5g1dM{pk~DVO(Y6 zx5o*XgefjOSLMq8^Ie2#mCTmMWmtiX%KVHUI|t|C0?fdy%F-L3om08`+(+}U0E@7s zay=0i^HwTkW0NK3C0tXv`N|^|HLvKp%I$}K7Mc^#e;o5A^w|Q9M*f6nxqmNY>$6YL zQ_InC;F0cHcw3u+N9t|V+o-n{s63krf4lwBXG@_-<>fbzwAhMOUZ*@#d86`1jevef^k&MO~jWud!