From 656e6a9a857a80b5acab928528a7821e07b31161 Mon Sep 17 00:00:00 2001 From: Guillaume Lemaitre Date: Tue, 27 Aug 2024 10:21:06 +0200 Subject: [PATCH] Add announcement CZI EOSS 6 (#190) Co-authored-by: Reshama Shaikh Co-authored-by: Tim Head Co-authored-by: Lucy Liu --- _posts/2024-08-06-czi-eoss6-announcement.md | 110 ++++++++++++++++++ .../author_images/guillaume-lemaitre.jpg | Bin 0 -> 6033 bytes assets/images/posts_images/sklearn_czi.png | Bin 0 -> 30996 bytes 3 files changed, 110 insertions(+) create mode 100644 _posts/2024-08-06-czi-eoss6-announcement.md create mode 100644 assets/images/author_images/guillaume-lemaitre.jpg create mode 100644 assets/images/posts_images/sklearn_czi.png diff --git a/_posts/2024-08-06-czi-eoss6-announcement.md b/_posts/2024-08-06-czi-eoss6-announcement.md new file mode 100644 index 0000000..0dacc86 --- /dev/null +++ b/_posts/2024-08-06-czi-eoss6-announcement.md @@ -0,0 +1,110 @@ +--- +title: "Chan Zuckerberg Initiative considers scikit-learn an Essential Open Source Software" +date: August 6, 2024 +categories: + - Funding +tags: + - Open Source + - Funding + - Internship + - Diversity +featured-image: sklearn_czi.png + +postauthors: + - name: Guillaume Lemaitre + website: https://github.com/glemaitre + image: guillaume-lemaitre.jpg + - name: Lucy Liu + website: https://github.com/lucyleeow + image: lucyliu.jpeg +--- +
+ + {% include postauthor.html %} +
+ +We are delighted to announce that `scikit-learn` has been awarded a grant from +the [Chan Zuckerberg Initiative (CZI)](https://chanzuckerberg.com/)'s [Essential Open +Source Software for Science +(EOSS)](https://chanzuckerberg.com/rfa/essential-open-source-software-for-science/) +program. This grant is funded by [Wellcome Trust](https://wellcome.org/). +As in previous rounds, this cycle supports open-source software projects that are +essential to biomedical research. This is the third time that CZI EOSS supports +`scikit-learn`. + +In this new grant, we will focus on improving the [evaluation and inspection of +predictive +models](https://chanzuckerberg.com/eoss/proposals/predictive-models-evaluation-inspection-in-scikit-learn/). + +## Predictive models evaluation & inspection + +When building a machine learning pipeline for a specific research problem, two key +aspects are closely connected: (i) design of the pipeline and (ii) assessment, analysis, and +inspection of it. Researchers strive to identify the optimal pipeline, maximizing specific +evaluation metrics, while also seeking at explaining the validity and rationale behind +the pipeline's predictions. This is the cornerstone of answering research +questions. With this proposal we aim to improve and extend the available `scikit-learn` +tools. + +`scikit-learn` provides building blocks for model evaluation and statistical analysis of +results. Originally, this information was presented in a raw format and required +expertise from scientists to create intuitive reports for outreach to peers and +outsiders. Recently, the `scikit-learn` community developed displays to easily generate +visual figures for communicating such results. However, these displays are still in +their early development stages and do not leverage all available statistical analysis +tools (i.e., cross-validation) from `scikit-learn`. Thus, we aim to expand these +displays, using the right statistical tools and thus promote the adoption of best +practices when reporting results. Additionally, we also intend to create new displays +to support common analysis tasks that are not yet covered in `scikit-learn`. + +In the domain of model inspection, we aim to address several areas: (i) model inspection +during training, (ii) enhancing user experience through interactive inspection, and +(iii) model explainability. First, during the training of a pipeline, researchers are +interested in monitoring the internal characteristics of the model, which is a not yet +addressed long-standing issue in `scikit-learn`. We want to build upon some initial work +by implementing a "callback" framework that allows users to track these internal +parameters. Next, researchers commonly use interactive tools such as Jupyter Notebook to +develop pipelines. `scikit-learn` started some efforts to visually and interactively +display pipelines in these environments. However, there is room for improvement in terms +of user interaction and accessibility. Finally, as `scikit-learn` is widely used as a +reference package, it is crucial to improve the section of the library dedicated to +model explainability. We aim to improve the documentation and user experience with the +existing explainability tools, making sure that they use the appropriate tool for their +use cases. In addition, we propose to work on a scikit-learn enhancement proposal (SLEP) +to define a common API for model explainability within scikit-learn. Ultimately, the +goal is to come to a consensus to provide scikit-learn end-users with a consistent +experience when using model explainability tools. + +On top of all these items, we intend to continue working on the general maintenance of +the project, addressing bug reports and performance regressions. As a community-driven +project, we also want to dedicate time reviewing external contributions. + +## Involved people + +To execute this project, we plan the following hires: + +- [Lucy Liu](https://github.com/lucyleeow) (Quansight Labs) will work about half-time on + the project, on topic related to displays and feature importance. +- We will hire full-time internships to work on the other part of the project. The + initial plan is to hire two interns for a period of 6 months each and repeat this + process for the next 2 years. We want to provide opportunities to underrepresented + groups in the field of machine learning and data science, similarly to previous + initiatives (cf. [NumFOCUS Small Development + Grant](https://blog.scikit-learn.org/diversity/mentoring/)). + +## Past CZI EOSS grants + +In the past `scikit-learn` has been awarded two grants from the CZI EOSS program: + +- [CZI EOSS Cycle 1](https://chanzuckerberg.com/eoss/proposals/scikit-learn-maintenance-and-enhancement-for-gradient-boosting/) + helped at creating to the + [`HistGradientBoostingClassifier`](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html) and + [`HistGradientBoostingRegressor`](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.html) estimators. + These estimators are the equivalent of gradient boosting models implemented in + `LightGBM` and `XGBoost`. +- [CZI EOSS Cycle 4](https://chanzuckerberg.com/eoss/proposals/maintenance-extension-of-scikit-learn-machine-learning-in-python/) + extended `scikit-learn` to work better with missing values and categorical data in + several estimators. + +Both grants allowed us to maintain and enhance `scikit-learn` to better serve the +community. diff --git a/assets/images/author_images/guillaume-lemaitre.jpg b/assets/images/author_images/guillaume-lemaitre.jpg new file mode 100644 index 0000000000000000000000000000000000000000..f2915fe519057bb84ef9624deebc0e8504f2eccd GIT binary patch literal 6033 zcmaiYWmME()b4L)h(U6OuAwBPhb}2$$PsBIM7mp$l#rH?W=QE85Tp^LK_!$%KuQD| zKsp4Jm;Zg&{cu0s=j?ONUhCQWto`9xYp;E7=5JO33Qd#-3IKrs0Cc;6n?)cJxI+k~ zrlJ1N=;`R_80ccF+;1n2#fY<>r35+-vm#jKMsqe%RM(~nB8(W3`f~QVbL7qz zbq}&mB?PMHKz4i|<13;c!r>#*g`Sx?YiSeragLKYX;(f0ia=T&d7k7|UPX6Rn8OJ99z&YYaVT zik({i7M4eH$Z!M1)1~RHQM^&ON9ujw^eUwMJ^n>lA(2Ioky``~4=$Gwe`vZ#D(12D z@igQc@{Sf#eK zNDQOQGkuxI9HwUr%G%QH_KSbgG$N|HBh|~w*zb!iA2ySYrWmSQ@Qp^CSYmShI~X=v z!w0~wgwuaCDBQWGo2~HVq-^#E|CVm|sKPV{U%H~g9PmE6VoBlEUM{D-p__3ZEji9DL7`!o~SiErL0XJ zRRr9Ax=-kyuvLW2`zOE6_=%P?RFxp{llM_i_=V1arTnHJcKci8bTU!r=c}s!G+=Sz z@kwT|vvWC49N-V4knYBEKe8R&eXICOvawPE53#P+%$>OQq@$UNeoKRaxQh2qZg?p< zEtX7a>Pu`JY5DNyvrDu)W0|E|T+#=FD%OzT4f`?NYOa@=$Dh-_~}l9#eI$JNbEM^v)j0 zDb3+yY*At2TM3gu9F88{Tfi{SzFsqFe*gzvmy)fUKMOUQE?wheEbqAt{8)LVR8g;j zOs^&Yr7yueZAKG8&{#ZODkv}^GqJ!C7NJ!9FgE}14d7S~_->)ksaR zowaiBAhI{SgTrGQ;V2*cESz;2+3MfxRh%8PscMGxdNk=ntBlT`Bw4)b9L6&K!jNjp zrznnaa$V?oc|j-r62#F~>}&4Q?tNGL9pX3!h>S>nJDf{5J$;famF80YG>11^K&#Zv zi`tG_G+ggphub+OZ%fF*_uYz3s1-l$U2Gwz^?m4q+3GyxR=IQBaQoTlo{p5x)+qZOiUC{!8ocBxPeX~ZjFr-Qf{eQA`V`yH|r9hjb%B(qm$z&U5w2cB!A9x8c zl#+4yBE>}eW!?*2(7mj9x|qBvKqxLxx8MAw>BBX;=mu!|hwToz0pgO%l5G(PHy-oy{g)82zrY39ju&=gfp>k4WyzHj!85hJ03@r}R{rso0rgbK{86=vBD8yNLo= zgokGTZWa(`Mr4)@JGRTSNO9{C5jKTr3bycLTh~{Un}0@IK8db1oJoGOdKI^1Z#-qw zL)-1{?of5|n|AFh`hf;7aUkVr#Ym&MEM*a+iz{U^wrO~iw%qVhV$zn)K;QNpeRRq& zTT+O6yGl^~d^oQcrcKDloNL*5S>Ki(trj@f0WSaIb}L=qm|wnkE(`UA-=)gyZ{1TV z>ZlgY&Kqj5=ZhtrPr1A1b+PDt5mx;>*ld2dAgWHtPrsqL^XdurUvUcxQGd5a;$631 z%7;+RL)Nq6rZ`*Y*gM1)o*KkE3!|XWA(1Wpm-#X zWLehC)N~+xai_ibk(@x|a^_ zrarynfo%Dv?vBVR6mg``Y)P8og{R1?|6YQ@^I_N~0r9H*$JwOh+1l~@!6JD#IZtw z-O8PcNPl$g>7FG0vef|vr}*?4K-TZBot!+9(*k=uSkRm7LO)qm(XIN2(|3`!_`vC) z+02jY*hKhF-z=W?u)3aY(fVK1@|0P0kaq4L8J{JgA!kd5kEUGag7W{T? zIU|1=3;Q6p`+SGeQe3BWucgfPgm!*tPzvPE2;xffIdY$ieZe9l0 zJ=~Kpi6_>JGosbIQ!i)o*<2P(FnhB8WR-L#Yx0mA>vqqat{NjVC80vYNG==j#K`!g zXKjdqSVK20<5*V^;gYKrO@ySQgjU8yz%u%4vhGNkit2+^W6M|~xg~Su*0m7dTJ&VI zBtw52uij^d&83w^r){Y_Rz!w0gaNk2Q?whUSHe|lJoS(fk0!H$PUWfm`d*XqChNrY z_Zm8iUQTl_jq^+y==i2-kRK;GQuzgz5xLr%1?h93EtO7X`wixR)SXf{DjXSXc)w|u z{&C?NT2nA$j(sO|S}H?`-up0{312|__ejve%D}t8_>(i{*jBi_K4#KxlHM>Ahx20# zZ(tl4-h^V~OC@TS2N=;V=?9M+x3rBV`VeZ;v zR&k66g#L-BI`&m*m1CyX%9C7;pxz?aLHee9?I+8IOhbhiS;nl?;GVtqw0C*s`JDCb zHY3cRFu!ZJ`yZc9xe4MYr!beTTb~8=`o@j_D*8V6OJ$e*@!F}G#d{s$fs-LNLGuug z07}vf0|6Hpj`N;nxy~ocm}Ys~3|c*5iRFWA=T_k5S+;xrHm*A1i(xAb(R^U`QiWud z>OyXQ_`(sxwU}YwGWnyC>Sz~BF99J@W^RM_!2A}llaTbi>jaMv_=z@BO^!~vcX^Pt zQuK4Lei1a9`elF4P~7T<{UU7@rXS4`%@od$ds$3=_j%eBcq7VOk^uTmU z4M*ap1$x;jKSK;JLJSP6%*b$5nbz1*EYZ?7E91%wH=d4ApeN#-J7oU__ge=tRqops zev%#BNL-%rWz7B9Zo}Oxi!arJ`w>5h`2!2>svCetk^r9Q*1pNf)uGd`Pm(F`{kGDF z1jSUsdIRvAzyXPK=CUNR+Lp{g!_1*sj_!cc1NxdfuHChsgQ(WY;8=x2&Ta#%Cky5; z*7Y_mWMlZ%4fUSi02-Ij1!)>;wWOT1O`?A!6M>27P}S{GN2vzim1z`ff6+mDcUyY$ zl!?T5`n12;(A?gn-2S&Wfancy#d1iHVsZm0Y-4W#77bW_zH-uY%#tBq_2t}8_SN&G z-jfAD!`^Gr=t_&jS}#W+j@8YHv}}U(MNUC_->?3+mvJ7qItcHdnyfCVhwM?ghg2{I zZ@;cvRO5l={}>1-qbw2Vv@_mY1_V?{l#ZeiDe1HQFRT<3)twj`7p+El<6!2LK{o)! z$*8((2&(=(sa%4>T`;7G>a#LJJ88R9+Z}n2Eij?7rrn+ubdE7MUgyF$jGuO3KLfE0 z1c$Q{6~|bx>lO{a`8s!mp=!`~=R}c<4y>EcVMm+B24yr|J9IWZME3KaloZSEsxpGc#?(gFn`vAu>5)@H6X=t#uTiXG=ixz-WV z_rU&%Ee~OFlaYmjY#sXi{KFJKCO~_e*3BT@+3Z!5)}|@0j7K%~j3DXjj91VOgagV2 zmZ<;vsXd*Vl3rJ9Br1YpjZ$&*nePusr0)-IMHMwmBvZ1@2A7WbjtZlm^6*$<%pxXv z^zz;NCDFyde69Nug+HeD!)4W~ts9-i{yo<{#kg)AG910alTJFFeLRAUE`;^rA$GoW`u_4~hVKV*Iy^qU^;i!^^x!oxe& za{M)v-0gtZ#N%yf%arE2Kd)$jm>~r*Ai)%<2BIES&8uRT5ubGs#p0iXoj#?wOm_XO zBdXKgyugaG{bpZnY%ND^go_76>r^uOApLinCz6KT1ms6eeI{BycSKpXQEF(3PD_Xm z8SCZOk<|BYiVuzWT@7s=R2_9U&SX*Fofue}_YTsw*V2MtwL{6LKNl2@RZrF#<)#$R zJ$>Fz`%fj==tA}VV8y#t&v5)(b-NE=q?-D-5Wj6m-}_S-E+67?upFef!8YY5-(>XW5w4jpvAdCPkdb+-CYmV0cG08Lzrs^!@9uWnf;5%c zI30t73-_qx)`H_D1VN3{SI9OGO0pA_$%@}p>6;U)=1VeI*4k z#~beyHIH|yBX=!deH8&cPIVMJ=p^uYlKP!j_;!ZabtpZNG_2#H3KB5f`xb+v%(*5r zDp3vk)(l%k@%vRJk(j9R^KrMo@O`&4PU*IQszJEHAaSTCPpcaEp?Mpv++365{d z8XIHtSLqnOB3@0+DG$c5HlJ;3Jy2^o8G4bOzCp+$aszNoT40Vpkjqw~-UQkY>MRAY zXq*UAj}#+m_}`>#sCQM+W)0&m#4_)^YyG*^+8HQnV(zj0wa7XnZ~3j})Yg*w{h7TU zmd@7RS+X}tM-}&r)@GPr8@4rH6m)-kX-@O|DQ1sFPifH71@%c~PchEe9N2(0#PrYJ zRkDel|D$vw{>?DHZ`&WwqW> z_&C*W&jYJm!}-~++HpQ_xo`)@B3D{``F0OkN(PFL6(ToKu(z-exRT;+1>)4xO)#S5 z(Op>1L^&xlwaAW1d3ffm!eep1?RmdFwvvl4Sa;-gsQQ3rRWwRwII2rZL4z9U8a)8< z5ZZAJ7JoSDJ*9ullaP5(GhqE787g^}8DJ+;)5&g?q84e&Ck;kQ7&tVax=MAGWK;Lg zdk;XFG%co|%f&f9@;6A#3cVUIR<9@uZ@@b%*q;2eZhfy(PrN#8WS9H30Xpsq`Y(6* zJ`~&6+OUW91AJ!0`?2(21D{AMj`Q4$N^{qc66g3v}ZZp>0eNL~`Lml20(Z z4YdYAm|yav6(xpxs@SakyHX2y!+G%7N^ma9+EvZbVN;@d_o=XnyL9ri50m$~T1B2B zNvdlj*f-R%3DWRCkskd_{e)#`Uc8j%(i{`Fi=#BL*w$!**f_^##A3jptYQs;ha)uM zmoJ3WkQmgY_dE^$6`*q!A~1otKkaRD!cQ)>{qUeFamBb4muSVPZK9}H^N6AU4;1IC zMJD~XRBnV~FiLFWcL*M*xu)I|_t|;HPFgx#&HC2L)q?TQjBhoQPbJh)@?pZA%nalf z&64nQ(kxz(2R5@Q1Tlvy7O5fFfDoW~^p zG>y%A5S@w2hAV6)2l&QTQ?WRqvkH$1JAd12l^9hx(!y|l5!i-p2ni+K!Q2fn>cSIS z4E3N&zx`vIr{_cuDDuj2t|~9^U7{eb9x|_1-CI8VJqru_yw~tAg~#g!iSxI_HFYpQ z;J$eINy=`YLuzGNTd9dc`0$qiL0WZJq%F8o!-_Njk+QUm8a-4s>Q4jrPS-V^N{;Sd znKdB@!Or;}y>bCPtMzWW&5|R3L&_%Zx_&4;gg@|rM5_Q~iyC5& z#y;rov;FKA+ny@f{q)R9KQ>wBSuse#zsKQWxFT;QckC(S!+d~Y2#V}Raw|gO5br~u z=gY9NL^D32iko@^;XS-N!Myb_fu2)^fOR|{{D?~Kb9GH!UE09*1kJ0@HenJ>8qmfH mRP5EAV*CcKv!?9{Vbv(oNkYh?NO#AfyIVjy1?iIR6e($>ySwYa`~2^{;|&MGIPk?@ zvDaL4%^j_(EQ5kbhzJ1zfg&d>sSW`FO%D8=0sjH`|4c`O7Xkt@+(tq|RZc>J+}YL1 z(#GBb0)j5tKUqk2K$LjM#NekE1Ia1*c2Xh#PjZIsaxFUXa8<^pKTrSRyl0_6&&;^0QW-d-0j52%+s42oPG!w_1Haf%G| zyVs23mpBx+1$Zu!)RxDMMVS!?kL{6(wO$B$d;aHB)3w-&A0A=03BD8IUh!YeeJ^!e zr%h;RC_&H18bN6%zoJ^S$k^b`AilpDFHfEr$B>B*SBD!T8UGz2FDOT>p&5S-=F7mD zG{~8kkN+5FVWrsl{FWdRY@Kn)m5_k4~gp?sN2re54LLb@X&| z{B`i;T{85=YoFudX?*;J>tgB!tZl#2oGeR?87)Z(d`r>prBNd1)2w$Os;q!wP^f2A zK>s>Kr!_>^r(PwBpkI#6s2W1TAo26J8hoLdS#p?aYTp_`1}*g18o|U0?8*vk3Wu6{ zdl9vjs4IU>iKdP9|K68Z^$U!oD;+r#mYP}=-Cx+!l|pw$&(TC{Z8fBGEvZ9rJx8L% zC@(RWIfT3~ZWfPT9{T@WiAgU?9htVtDxpgQszc%y>(i&xjk49D?#0>bKYo2z_05f& z*^xCQ@K@zj%47Zi*PNk@nMC~Bi2C({Kodw>p_Tq9KDtKqoFIMVhFRkXt*S{c{lANb zq=b#4Hf8gtSpsQOdHRKFH{he6-Rp+&5Ls*v(ScQlzh+UW)cj|je=m~~<~$b}_LnE~mK<26S^(Iyoy`x|6yu$q$ z#xe2cVosUPm_{C*F*XpZ6aHD+W z$+G(I3wHQRQm|1ZB2@Q#rUwV6@12nKPPC^hFun|}ftm@@CV|pY)=ho;U~Ze-<1SfUsno2PtLaAap;-CkD4p_TVr6Ew<1ELIX;YGWsT% zj!9hP9m38{HB>|)bnr#c(<2<~Lh6D?kx+s%IjmCCdbW;NC4j{oSugf%$Q;i8$jt9L(*8x;pq!XfB|g|G8J%56|*3+45Wn!9R|^1{90?fksf}1WS*#_f17 zD`l#$m8EQ$$O2DvO>Sh;ci-jBWvS1wcfdSsA`{7Nq!YpDs(KNg_fFHbZ=t8(ng1=@ zCNZqJHi(QgU7-f^$!F!xZ`Eo&y2$3A*+IU+n-3U%S8RjFLrE#jC^I=Q3~DcEeQpOL z7H!7Sl8ESX9X_mxV%8H(bMaWEY|EkW1nx-BE*Y{Cz+?AF4b&w+_vhCs+z2?DB&H9; zLu~p#YJJ0_Os0lsA7+d`9ghgX-{__sk^!|B@brjVFY4RCN0$h#nz!t!a|IxKO4VbN zeTqJZ%~0N4xT)uMO1e*y#e^V$Ob#2WU>ebXMYjE6&$M)&L+GW_bYmi^pqx4k{J|Y* zhYxgL;5zkEEZ`4CFl^eubvKR4J{r-UEOr!Y(tgbOGxL^C}+vTyx6)=l$4tp zp8s9+>zB+*Y*Gm)0m6T2)YSI4)QEw*9&Ywk)|{9Duce;IZSB2;f;t68bocDzV=u2W zsPs`58zW_vV5bfA#jIU&=EE;)cZ9;VldX=P!lkb>_>uVB%xNb3oAMX*K<+oqdmKKf zdEC^J(<{X!hG|47oB7UEx>@9-N0)GIK+0md+sAb(srwQ4(`D+~38w>VS(f+1{}2r4 z2(1!>O@?p;%NKp56-W|!_VB+}&?j`;n4;Tw(~3!yApUe=KHg68fB(-2jiEjR}N}4bp!x5*w2^(-k%JPz?VxTt@Y|I-fqCJh_Q|_<#dF)-ptgn?TW9 za5QQ@mTf&yV_E#a&46;!+Jf)CKT>VNe+Hif#^HiClg8)YbL`fvc$|7)FB+AH80B8b z=~3KDQRMX%uyd4)m6G4|+qzbe$VD>CU8%hn!5^C+^ zV{ATvD!8ALmXmYv&dc~$@q$-Exvgc#`*T!Tzq8H%g)1Nx<~+WV2MQYXvBY#UTY6V) zGuXi+U>Rne&)A-C z+Nwqcbn}7mkeh@c+ULx%7HEfASN;95p=T*i6BX2}RRKQjD)?d(vY&()qRWInEt&I(dL~fhP zWWt?X+#o~tYC3s?8=lPUK;@r>k<6I&!gK{Cfb57nm#TUsblZAuo)_Z~p?=)trA*Ugd8k{;65fSN%f3njCJ%jd{s#&S=St(KNpnqw-;Z??*0$`3a`Lsm{6n2w_l3 zS<$*(nVTmpP3Mo@FW;AAHT%wn^tna4*@u~V0LzM#sU*88A)=2`oVaIwxKBB-Xfr~{ za%xkQ&XCoQ+FVJs&1IJpcu3HcJ(Itz&d@jcMfhQu5sgoL!6fEnCi`j~%nIxzs&HS5 zN%)Y#SyzWGf`?H+23PSpQFuBy{k)3aixqtcA#k44D+3fRuegS zn|D%$BaP+1)J@CNt7aE=n--*nD{a7jc)}|}bs479W{zhLz0G*=8SK@+SUI?`nOx{yZ*wRl-aFO%yB#r=X|A#zKZx^b}=#ZYU_ED+r14% z%m10Myz51p%(#}R6HRIG<&Wel6^rdv{ojb-woMLaP+w|@=Ps+ERRT;gqB!JuX{;HC z-6GR!PZy*gO;Sn%-`LC^erNX0GkK{x3!>AxGZ2Qz3@w~YjS|v&goikaHdXgz#9`%g1Ed)Eu zVG$Q?7Z<@>fT;nK>kh7Ku^uA-t7ShPmTN7|FDAn0m>rxckVbqOk*x?O)o6=yFW*(w z1qw?%P*)Tu?_cW1#_ALh*?Pbq>fdNjg^2oAM&%gN=VY|{OysS%1aH;wTF$%I@+|Rt zq^-{t4|7lpRduf@v{}3;y)EgU{occ>(N{noeJPakRISJtRabfv}4R18Q(z#`wI-Pke1cBobBMw3~!xfzV23@vB6xw9n@Z zlbnI6qCv_nRjk(YTtpVLAgCF8m!0X^km`9|&K#1_6)QTimO&i=jjeg-`@!9%-4u9d z7-r!NM~|4qv{?td5OtuVBZ^zN?2<9gUHZMdAb6|y!58HElE&05W|akcDq&CL+yod7 zxFvSNdu-N|GhLQ^-W8-hFn|;7eiIz5b0DhsMa<$1FQJfcmWZ&={Fuy%yVJwc!d6b6ic_deE2S%&XljGD=>9mA z1bz;$(3qvLjU$&%4qJToql7x)V~jIOZAX}noSc*ZSVuS3N~{3NZcV<4Dso6r7@XdN z*$Ng1Fv?OpqWOO0p*eG^+qvq(?F>vL?tb2#HO;?NM2Vfp)N_%fv|(Ck|Eg;IhkqK4 zqQD!khS720<g<$B@_&Fm;zbc3YA>2g9BsH?GBj5flEa*zLvsf;ka1*_0$f7oi-Sg*CFhm2t? zr&L!XPipt8 zab-iNwCvx(V|LVVNm+7-p*+CmH|_c&d$P?WGqbuR6<*C*NF*z4@`^)k#XH{?^e0E< z_+Hwjqp)G-D7@GxEB~n8fyTg#$i1doS-MO8a>f<;U|{P-57#F)cZ z_yIq25Os*XF2s}*7=Aq`I&g4Sh)t|;6@2JIZ+xr+3s-S5 z)@i>-b(wQeIuSj_^dj?*4$vQ!3q2QFqDcunxzD}*O@@{G<(!^b>QTwVOjF8nJYB~5 z&QVnYQE%$A9h6Pe{N3|KiEjQ#4p*B)9}w}lrMB=ny;xHa`&X3Dus+@;ktzzVjhH0wxyJ~9Fu zq92-HV14JP0`(RD7o@kv>(Rg6l($!CBTc8j?_c2k`EhPezA0-l3;lSWsMppJh2QGz zTCaz^Y2;CzYJGO@s@c0J{^x5O=pIU;A*M7$>zqqeRy!#Ea4N+f0A39B5Q*>;|1Bv>tv07J*R+)`l-DJ40ILwZwW za`Iw>G2;8|DanAwJlS%FNBQlVTWqwv4pQ33mJP9oz9IuQHf=kOgEH=>OsNjJVNFMa)0iQFD5ZJMWQ;}o$y6xnm z1aLk+BjK~GT}bkGj$ZNErUz%uvo!4JX~M@~zJb<2Ts=m3laU2IVBTy;w1tMDPt88S z{(tz;wZ&AZp?Ml(HlAoq^LXfhUn{6dL_)U~YB#5qtgwJs>8YnlRku*(Tx8oXPU3B^ z=)-b;!{T0H>Z4xQ{aB*51MKoU?YEX?Ti;LRs9>Y0+3H(ZBX+ghAgf z{0|FgvAKJ6pQJ1Zo+r>aGnq)e&rPdpgpG|lE zS8(ze&M2PMb}T^k0ng2jH074VTz)WeEEAF>+(qpQKImaboG941w%Xiz2z=8S1F(Jx zqVqy(52c5`4jSTKXAQJ=cZrk2V>d2f_GZ}#-$zwiOuSp5mV5j@5RwWOJ=rL_ z#RmZ3Z%S+e1iq3ag}UVzXf@p=0V6{38Qu^e3#i#PoF4W}FD4w?I_W7?+wUX<%0~@^ z@?B>%qR95S9EkfRLid3_~a((kIw9bcb$fq8ANRgZFM04 z3b4~_HSz4h6mK_Fi$q9PIhrtD)t%%bbPB-AlMUq`V5(0}r>$j34*VX1;4=dDcu&=o zccgx*ye|z`olpxUhn_tI?^h6%rKH3>)Dzb!S}CHW9clr0kie=}h}mB5`Pa}hem;L8 zph;pxp|Ht81NcTsOpb+RoUIHRESgmje@5&Hk&|Fb0?vR3*E>B zORso!-rJtO{o63~@j)Xk4YxHVSHe+y832$o!y!M>`MG+{NYM)b!v4!&4=*W{aT&Ct zz8BvwSm@*bfLMxANC_9znrA*Q>cE)LA7%QpGnDY2cP@2v|SWUaS4(^Zb0Cfzjk zB7mX{{@(M8=lUOELxP2Y*kAK)20dk1Kr;eOZ&#Jl1|N9q_2&9L%s)!d0AMKMKk56y zw|UR0Qq+7*&8-9WAg-B}F1j7>Z+19v`ucUL^l4KL_1(yceP4&nJOC``4tk8aTos`= zYXaa7YgyN{a1og_1QbqdZ5JLu)$GCoTpZ*~aPCM~wrVvy5aT zc*AvVN&?bQCLi77-R!7yKfbqhl{}1!8nuRVS1IAmNX7N`SQ1DiceA-t{X)KceuUv@ zVlX96mWHNu;7oubPihGE)AGB-5gV)R56ya4dhg|E za6H5@J)WeZbL8=1!RvZ3S?ti<~ zlzi_`|5m)b9hK$div$R2d{^A68$dlty2m@w30V*)(C8OGT4yXOwtMl9siP6x&HQCF!3z(wXO^^Xu#uZvfgOUQU})GH4PUV{SJN?N~f=WUY~3}fRicX|Dfu& zI#cvK4zWPA-Y?r3XoXej)`zGSOV>MX2s8J*x(YvTLVrNU|5JGCL=-XW(_RV_R7d{F zRRyi16Ztn%&iByh1PoE3gP3xhBJuq03rROj`sezdrgMuxcf!pfayt8-#6L1l|0?{$ zl}-tKvg~py1pOV{ldBuX#j9bT@R;LIup=9cLBM_Al<;%AX27gS`0R68>ep#uVs_A! z86Sv7Y2;G|E;au~z{@AAJRi%6z^QK>kuE#K$*HNc+mv61VsPS!`BMB}?jh^!|FYL~ zUdyiszWYDloh-U2hx9=GzA<2iBvD;e)QLB#^;=RlZ_s#sD8CL(5>IE-7MW*Yn<|3vhDfqwKQe$1@e-?#>M^oz5X=rd zA#N+*(Y5f;@YFniNuI5Un1!>fu-2tB4ZgnF(RmO;&s5{pV5vwD1xOG6Blh^#<{-g5 zJ&9R^P7doqPZNd^O;ic}9>Z-O!#156SdB^$Kr8H#Fp~L1fsH5mt}e~fL@`o;LWnty zT4>`GYRcJ4vUpV{nWOS@hIw+eM1l2C8=&EqAhqr&-uRvC(cfbe!4-wpT8}EauTkOudr0vpG~W?pkPfn zJLBIUu;t}-1{Z@@rV`1EM(KptD(K*qtNkqM05?Vx`qlct7~|((L#10P3~Nan zqm>J)$9w9*ki=Y?FY8}eU!yvWtS2-n6n4-0vu<#ytt78%AWN5Ju5c)od2s-M2nhCyodU?T@c+U-WzObDDht)akrFMS?)N__zY|FPFbH>0VIFQ^+4MkreuNwN zc$_T~5UIVuLt6ws@L0lo=B} zTE+vWEp~&+Pj9h5ePo);-~EUFez$p4gCmW68|hihAA3U_S8+R@+>%}ScFlBLfOWO{ z;w^Nr2KZ>OfkjjWQ6xR|2a~kGcDX)e!;Y0zLWyVmt3PZe5sc|}`#veqk;~xCy+0#` zg-m9m@{Vjr`h*z=!Y|%E$gD}PzUfqM$U0=x7{ssC zg%24ZvMDldonLuQb02-D>y^Hlfx`kH^R ztu7YPfcc%uvUX0<`RhJ!__+!AV~lwh(M{}wLCrUFLG!zeB2phj02amR`2i`R=5ay; zV9{Lo$v2uWSu5YDCc;v35Pf4ba+y{WdH&Lep3daH3(FES(%a1E$6vu}xLQi8S$970 z4}9+z@<&Dsq%Zd5t|4hxU&q;2KF2B_Po`%3eD$7Gx0kNkh5;7BrQPOtE%+i z1Jvc#$PZBN(~ew%eg5$jUDxw`{J3|8!|}{Opov?k1wb*HU2sFSm_!+=YX%apD^KG0 z#}8y1G9qhmUTI$tjb zZRX*GBd@8B$IDo{&IB=ABQzM#ueT_tZ#Xc^dzp8*!((&3>1j7$4V8zf`kb-MCQ1n$ z$)6S(>4L1NYs^c%QUF&0d4yIhlV}N48kCr%{kSkrYTsJ4GGBl_T}208q~2lPk)QyaIKFDm3GJI9Bfu&JQJk3p0{RBA^ixN{ND zKstZ!fAzYz6~U8(x%KpsN$^21eEH`ayQtl)ulPk*+!;&gTn&s#AnL{1)`xN-&(+Vtf8c6)p$1Ik4;vHvV=F3LZ?nmw^g}xCg_8*G+ci}9(5B{Fg47;J z&0hS&gx_IKPHd8<;cjM$n^L9c^o&0??_v6aDP%9s>`xv!rdh}$Q}i5&0$~BNgw0CX zGic*rF3b7hM@}WPV8{ zB_#>P3{AG*AnY54>5=E@nDt01J5?cB}rfOTs(JW^v&rXu#rI&}nxg}4bGnVn9Q(k-x2 zvV*5*nyXpscN_p(9NR==7}9POLw>V8D9QEns3Q5%Q*EbC#De?Z;&RGE-g^|X@&o#p zBJi}L_Cz#|cBu(6O3E(#H)3x30Mm02v4Q}#u&uW#*Y|4aNCIg#p1IAm!;UhyGc^br z0mDVFDc+9NhVNoqAsD#w@0V%(Nf0R=b*s@j|FYpozd0-gTF!msO&Y?Xs4;4a)ahAK z)+?R1+yR)?2jS*jak(IYq5-@Qa?4b0G8!7zqiJZV*9svnHegoc9%Kf+WU7Wmpp zd`B^6o6pxlgAcDDJ@9%F!k!Op*pO3AJD#Go^uVSUU5ev`M6JAH_fMnngh7=tYc;dn7^69W=%zDD6g8Wz{Y9ZQA_zn3g?*g-??u}A^5 zu$4G!9+6|>CyJJmC}1vQ-s#>$g)XGVKfuUPRJgluN&UFoI4_M-kmn;ez8A97$4oD7 zufI*)u{8qDuA~ak?s?W;>i95DzQ36N`NhBfi31qaDue!Fkd=ZiU;WK0J+fM$lXbSs zp&QiT$PNshwBb8ST*gkCiW5VzY31!Ra3njsv;CL~563vx4#0>|IFssq`8;z0Q>^H* zR=jFiqOf^%{c6CRo2nmLcra$F?%~w_y464s>iTK9OR%&1HpvIQ>t{zy+mndfMO{q} zCwcK*Hc|Tdk+*SX2i);!pu`zh$@#!oJ8trekl7y9+-R>l=bZV41PO1a@($}tD`|ZI z>HT*+J15QoGMNd&kh`78C6OKif8sUi;#^;jn6dDmwz&7{a+6B?r|$(N5B<;AE~hC{ z)>O2`)MYvXs9nxR>?j@1a0@&w)Hyb1)^Z6cVVD&4lHxTzZ@%l^JMpbl6qP!)337g` zZc{=e%6&WuQuZ4V%wA@HrQz$4S9{(Zb`t@D@orv5nN-Zq zETTY=Y|+VSz<+cpb7LtB>A-yVb?hlox59%9z0X#;%7c-ljIE0&^Ftov@Xv9ZiIu%w z5_qJ$Rujpexyy`5;9&aCFu5&HZ194~Ekx$q8@YUH?Qr1xK&dLh`H$Wy#E>&-+i2~y z6sS^1IjEL@e5NtVD~=4zFDfUtG<=ccI=@sCUhG_udpf!aZ&V*C1Q^_E4W4pErazYZ z;C|!wVq*C`(;{#QD_#w%W%;|lMa+8E1gF-RFvtxZMZ$<-fJ=4n=ovP=$)WmTQS0n@ zG_eR(7#bV49`wm<%D0@-l#g{R zCH2nFO$d1US$}s&M^AaV>#sai21Zz~->$WOqBp~b$!{OQAp2@@xN~k(9~Eq*wk3H< zbf~7mArhI`3xH-eDRZE===I;RO*d*|?kZItT?;GlHaSy(^V$guTgpS~#w?q*mcHOV z!E!6e)NFsKAc!8T{{}% zv;@}2SHCdmJLG#_efKmcn{A+{s}zqK*5TJsPZT>!M@bLPe1|X_U5m>9NRGQ6vveEJ z5&e?q9#nR3Hy1DxYV-M%H}2J0F7WHm{x@)g%X~p0{Ew%P=^CeaWXvS>&w)|#Q!+hE zfzPxH!&8-H@-$Hw7vfc*k5{iGKd~xwJ{Gp%0UaYj2E2`|Dlwg~=h-sNkPIhNWeTUPD4sDY}FAKlHtWfBPn{PcLskh_1nJ>Qh z`BMeQ-*0jaBj%V9zS&`A-8Y-NnF55Zom$!2`o@U_{2Zy?MEluhYGCEf#yL`L)PUW* z?Vzp(FRx2y!bO8~H${YBd;R9&K<) zOPNP-KqLCa^5ct?BZAZ9+F%pT$0_6a$g3XGkcwd^B7rtCI>cs--uvo`mzHV{jQ(M6 z+e(!me-HSR6CK9tkq+j&hPgX~*bf!cN|fnFCF;R;=2&E9XLw|d=tQ)n{K8tts;gNM zCE(~Jpb?QWO5n0vsLHYoU+eJ7*e?DN;I(zG?M-+Rg%eu`ZjtosC^xx-g9^;M=*)Fe zg42U%g`zX^<(&_{zv!qSewg=?@^`cKd;Ffd+a4&;U-9OW?sz8R$=R}V$#vfv24RA6 zjBv2swv~`c1r1EZhD&JCvomFT3 zReq0t?+Xur7@l+~XIMhdy0LjgR5Nv`ro8q-_uH-c6%e`+c`z9$jhkN)(dLdJ?`tVE zZBcEam5puE4)=h9CYiJ0=|iCv_~s85d6dsNRJ&tqujvtS{Xz%mLx`rN66kbsZ~2e` zf?Gxqx84g6@E@F!x0s}uFaS++OQRs@k6NdASv=n>OW@UXRkLRim&6NN*XX)lxcQ1^ zPoYYd@HT@>K?pS3phR36>y=l34>q3k4^Ln@y;g(r;6gpEVB1q!St3o%aNU;Tv~L?u z2cvo(i~Z|Q8%D3!Ve7=xWf)`rzZdwo`bs$GX7h%OMMyfnnBFN_qTDZYdF&?64EY2_ z8Er(gWhoBg1wwv8=&-dLco<`bR&AUTo$gxtS{gOsM67w4DVZ9OYg>#$)YKY54$#6=0GILC&J zy{<8%a2Ui|?9*0ktFjQ|{dJc(xu>)q$~L3q={kX4Q0r>g_fB2Lpp&TT<8H!Ikh77m z!hn!j9P8-mx~7aG64KqJxpTgo*xboF^TY`AI@XmgPN0v{x^$~KMz;3nDr3WUC;dD2 z{vfnc0}(+l#VDVnGzWYb(kG<*1g*R5y7Y^Fj};^(NBN~Hs6osSIfaM14yqrC(B2MZ z`JKPdUXPlDsX_YWYJYSxRY&Y}aSd)5bnARs9=f_x8|Yy51C}(Gcp))YBbF{{j+5Mg zViQtTTvz$KkckYmAwAfvLav*OSL~}QII8Sc(xA1)QcncFQ2ySK39Bh zo!-!euyf&l9$Mlbn`BqpmCon3FZsGU{*B`#I_am~BD?RcHN7xq^6q4qS!2D3w@A3+Zdep$zrnUeWTN1cxyI=a zXyIwf$s2ST|7jV^X5Cu@h_;58qGs9wKTA)#O=dstPEKGdsi){W@>M>~pDvdNFUG&5 z)So#yRx+54+0rg+X(c>Fx3J*_1V25!Y@UT(-3MN-zvzyysK1~loC>~xiY@OPddtOF zD->uu1e0>kvAtO(%13fyg!f(NPWw<2&6nWIetfRekMizJY8l`&abz(YaD{q^8+bV! z+d3#ir#liNj0@t#cc>GeWD8Ec0F<@a6t^ORQ2^!qc*9+lWS$LH(p`h<ShbdT-N% z{Z;fy>a}*Mfa*q1Evcxs#qB+++g;ga9TC2{mYjkRJu7{}O2O-T`E+7@4c$O|cP9Sj z5zH44GN)P)4$o~trU6mQw+yJJbcm`G%1?=vO9V#$wEcL$pd;oYV5&ldK7o#k_i-Vm zMN~yX;K+4Otjyd=1h(V#&*4B3Kp>w>{mORg2I>$!9o^@-ay50oK~Qyx<>!o+ek5|O zq4n(8Hs=6MjP0(S0H~>8U3LL(86o2>H7(Sv1mU->EEoLQGTuqqyKFlkIGeVtB=3zD zswD;PzpTD{^Y8De0%Hb%`Prls%8T`YnO7j}5eaWQ$7zeLA~L&^GcOOcXgD+i&Wu z6rzw=mPke8o%&3Sr1YUj{k$e(QMB>{rm- z9(B*P+;~Fv($Cxqfg0CA8Fl^buN(=Ymv;v_Mf8ObfCP9%+k!!L{+2I4N1uvNGJs=G z^ef(G`&M$6g)0yWhCOYg7@bF5fObJt(afnQbQQa={Qh_c+q3*_y0#PY_f0O1=`8I( z?bEf;05D4gk|{^_SA|qmC+;sAEL>Yx`CRkq1mXz(SHH5);VTN4^B-b1%L&7d;n0BO zrhxFhX2MC}iUFm_4BaGQsO2)H= z!=!NAAGcBUTlIffQ}+v_D#fWB`oYlZ9^#~8dsz&~@-E+AB<848Tyk1POLq!nu&Bi6 z5EDd8Q?nt&eT#io}qxj&oQrep~{BWLaGkSkt!T93D@)V7dVWv-Le3%N$$?F zh+`l58&Gb8h7G?)3tf&1%Do*s8@H^! z*A%;7?C~Bmqj|bO!v_pSqa+r%eR(&XKjM7BGJ%yZUXcy&%q$@e19m z?{QvB0U@}3uGOYkJp8;cSWTs83FGF6QSQw2#O1a)fpZuYOxWMUhzJx?g-q$N=gbX0 zv%XR)Z5HWW#~4a>uG6j#!YZbZp5W7QsWDN9h^KWX9n%0knpCgnJ&9xT1z4uHtBFa= zlbjmOCV#Xft`+%Tde~2AzZ(Pb#akv5Zf5wj4nm5vxQEhi-+)@%mmtBweAyYdi><*|?Bt6C2mB~AP+vb2 zw!U9Xd6Q+~yFoSobfgIe4fD+x17Z=wy*hl5#o*oe)eGxKC1>A&$C#WvvU=uXxs&ZU zIk!dT!ssu6Mk<#JtPRiA(aah>Q(BoyRcH%nU5SY8=Cww!00|FNATMw-!#$3{uq+ox zo3*X>6BGa^N~@4xH&SS9}LO?(w!q+H;nkcr1A%O zkP6f!k1T@t|%Pe^^_L(Sq*##$Zn!~w!T)|K{cYIV>|8jW?ixH$Mw#}<)1UD9YgN{RivKIyj zQln0W&Rk;*nm+#c7PkJx13+uVueo!^ddl>(3L`*>^Er8kLP`dZ%1i5{X&%IvZr@2O z!PFk`D1#QG)4kWYrW17;m83drb$V>#Es&R4Sj4LgV-CJ|m>Ex65Pc|oFdlh*?NLrp zRQPxz5qtZab$!g`ngAI4wwesi-wb&4|G%a^H{Up#CCaS2Qq_pMu>aeFPOVlGTQ}-Trp&jXjX-mVM z^i?_f+Tc>*_5_`=h>iXd7dZRSr1mZ@aO6cN zXR`#mf-WLF{VP%t;s(H1NORpIqKPJC#h^R zImE~Fz`D8c4dv*X zPn53T(mU-MQ$-cPQ*SS{cC;Tr8xo;v4uB|pZ8!g96vpL+a@<>4aI!_`$l_T5CE!GJ zpWwy!C$&yTv0r}?_9f^r<#7wvxyYpDv69^MC7H^c9&FZFBLK>Tw!p!m;@b>GOQ(!C~qU+093ve#tPpF_!aXWC-kMTm+ zBSn_1g9N+}r{8qr!TWF6F>)QWn&@3b2FwTpxQN`&kxyT%l}V$=j8-Pvz0vx}4t9L# z;2i!WWs-E(y4CF0(^zBG=y@xo zDq%bJ6YbfuKTjjYs+jjn@YgjG9=d7;jRdoMV8_ooefk7WURa=z2k1E@lb8 z(qD^uC4qSp?(X{n@;JQmc5D@TbIEyC82l}zjJ;bOjZsYAT$@?ZQG)~mFr1%NO^5qZ z3j(+s-hU7f+yTOWd3pWN1KpmZ^VUj>ql`qV%lW{<1N6a|+T3GzIC}{JSNs|ilfBRC`Ij8EEk&DpWI`TWfsy{%RvlX z9h}?4__sfgmb|bZy?0Z8A!sHVFNB`wc6kKo?DNV7TAR(<5*x<5y&_X^DP#;SiHxHc0E``hY5#k1zFF`nN8 z3?nl+Z7>N42xh#KjUg;NJ#4pIqMv^xgmnr+x;?dEj0JG>03jX)OSZ^;$T&6PzqnH$ zn=xhex%+`krj@2N+~k86i5|klGx}M=3z5hIO)RUi|F|AQ`f};rR5FhE=;89~N;UIG z@_Wups4<-=x>cPr_bP5{_`H#IkKY85P|9CS4?Zq!^s1;)Y=-VmdXojxniIvxu*A7K-_Uxvn3M9vF8ufZ0 z(|kO^yjzX+LaB=qCOK%VLie~OX;8Y9xqi;tj8t#ra)fz)52f$qV0r5C zLmC}Zt=0{=qwF_A65XU`B2_5{s_B)>RybaR&FuHgo|`^6G6-1=%sYzpvgT18gXp9= z=BTf+`bqaY4uiCq)R;}$Zaq7Pby1L`3VJ_WE`MdBTfrIYM|SS2av-b^c32u zK49o|vjV{O2N5{my8(~oHtT^YYt=u;i*X|!=e4W{Q~mlstG=Ifq+|tq&K$MM7-70Z z=lCv>pT!oizFbec$j5#6$Wh~`n&d8#?Y(4kc3y$WQr-Ri@Vf0SZUUztQ=bo&HdOJq zV27i-u)71E@x0OG8{X|lm6?4kp&{(@gubOtNVMgPkj zoEizb+bHF~Ijm6~RrC3_xTpoeaXrXR8R?c{YL+pm}eA8uUjX5-2r*3nsG0zJNGDu7*yuYxG7;*e8s$>j<4nivFf{J zdN&w};&)~4FcqA4_#OCmLq;!-Dn9KoS7l!&uVR3N zt`*+oxU?6J&!Q5vI|=C2qEEs!09puk4NEI&DFX5h@l+I|-U8a}MEaomJ}-Xq8fncy z#}6NJPJ=m$P8b;P{M%s7P7rD3xYB7<|Ivmo#~qZ~+A+Luz&PBgYmVJ$lZZx?DXnT? zIi6#kcqgsD*nIUyKT8@!8DYa#OGh`QPDR%Q)3|`cdS9|6(VX>{+ia?-C}SO#_bKYx zsRnVZ!uyDkR+8`SRFl8#7m+q)!5yC-VPR-YqQFIGDhd%dE9m|-D*qe52SX4x#n$WF zY2hTHFJ?)o=UoF+m?%^3L7EY4nj=_srd?FpD{XGMyzz|D?f5kVmjcmCpi7LirLlXZ zbdkA*KNC9jBWn-`xQW~(wj`P&f z`#&v!&+g@j8o?IU_@X0A_0z+z)aPGVc@XeAI)*~184-s;+vb5k)~>HzYdX&P>BR|y zXE?@O{8n7sRH!M6Kz73xFJpC#F?Ol(Cw|(MO2i36!8}mqR>tbI&p@+30*HMF(Qb&Z zFe}mjUrSdN)mGPS6EwKHr^OwLI}|7`#fk=ZcZx%S;##aY6f5rT?q1y8-QniD{a1aWbTakQlDUEXQsm2r?*e(gdx>4Qau{~Y z``fqh(U9h|n~&8T3A;mzfJEP(0xbT@hkr_~V5nl?Gcjpl69tivm8`iNXhr|8x(Gx* zOMFgYU(-G84F5asAgY);AGD8|<}h{0k+}&Q8j1=!kmT@Wxi|@7GheAOmnW`Ci^|e^ z27LKgMlE`$5t4tK_NBn~dbR!^`5Acj3C83!TGfpU^MDxB>~XF&%WdK1`^n;BQ3+Vd zO-F<_A*Opy!A<1+U@MOuZ1VDOsT#bISfPd?g8vzjL8#(8l7c7Jb;3~eL%1~DNsO0Z ze2}lD_v%d4ggNHJwW;E?pS2rj48e>j-^-WOMCQ2KKLGk7j)L2?fP3eWN+XXvvxxZ^ z-m!1(j7RJCd;&=<8Alpd40NSiO7{FJ3Bvlkn-}HKjR3PqkVB^mlD$;X4BpwBf zSm(j2ah=!bU>?5qa;UxX1eUWeZ2G(;HF_b2=`H_}$ZNs^nnItCWn z3I47%X%HN;jV$w+ddi|hqw13ug4Xe56cy38`=cW0*gKtS;+248>9Jv&Q_SQ zBeFePtddX(*=uIuBm&yciR3I{c;}^&4TZAevmYI^#gn@-qTf+~YqR)c?;wqPql?dB zm7i|zzpVefd;H?J-cjKZR!gSz8!Jz%9q0UEi%6%{*bbe{7ilkR}^!$-jPT zq2(`nTrQyBkyqO#L_XDUmVz=;+IXC#3*gXo7%_(p)&A zUK_Z2g$#GJa~41$nn>!5Vp)36{Y<#} z=(`t?B{`icsG5lDs`X%L(qPCsVI4@xH#DNKV1RRZuE*KpFqhO(`uN)NRV2Tfp}kw; z57E}rJBi%FXe9CebD8^E>Ebwr~_(R#Q2uQ$%DTTV?fidRl!?|O^bY!Bz(DU`L;upI?1F-xQPe*@_8 zulAO8NB^Df%g%_qOFCMe&X;+5L&&8+K9MHsz8&7T{L>^O{QejdG<2|IdBw{#VkRAs zg(e`URnrz+K!TFmu#{_#97&$p|1+rBaXMQb{X8RNezb`OPn~N1lx}y~^|AG`Ly-H| z+}o+WF$WQ6E9-!{dtZU%T1BPp{5jKhLF%!`Er|%L{z7uPG|!9KWWC{bx$0Yk4Z(zW z;(#y?i@;Q$fgew#F@|+x$-jQR0{P6AR5Ezst0b`5ct>JwZ7nYaCC&5QsWDXbXS3Rz z1g)4}+%6bgFPdj@HI}`+c;ho^b^hjae%J`Y05smt>k#qSkp>~4#S{4a-rA0rW3j}# zbgTq5K}E%>oaTzX6AGyu@Yy}#&|c@MXc4sQ(ioiUGH)HsA~^LvPAWubgNLKf9JKxk zO-_FcgXs^)S%Z=`Wcr_HzZdyD8Ovv>UQg5KfS#rlMJjejiBXmDK)EfeYVbz_@9OI6 zYVd&{Jq;I?7>PJ`KnOSIB(JG^*Ks?y%0x5;wG5b)gf3n!c=&UAcHi_>0!-)psEaL+ zfD=c}emvq--ok!Suy!Hx45e20Sk`LBV^3&Y%LYwWT>F_m8f}gOZrE4@_?F)40iscW z%g0x^pf0a%x2Ba8v#=K!3Qx~R72A`0&8zFXjE|l|TE8fVj?4I>U-ubSw7T_4a+LFO zCCSA72l0c)282hum#=(QUY@uCTvl3<%wu1i^74!80S*P0HKRKpnqM-8e% zTl81O^@D%DJ&c0Mv%d9;upABRC6nt7;6E>_Z0u(|>OAb<_;7Uym^$2tNG4Z4Lb@h& zUsdfg*8Lh+OwPi0ciMe5X8WTp(^C7;e6 zRi@K0|2R6MBtqt@V`^&pUnsT$)v&3lsm(qv<0uJ=K~3HD-q?1EadaGkFX@)?YO^ad zjW9Ycm3{l;A6zQ5>b`>W8<@#brc@ZMUBo&D3x{Lyl=dCb#9+3+yK zaOwFa)FNaGHTSl@YLPnlmo+Vykhx=|{fTdJ)e!){mJrQ!L#!F}ygCGnBseRQ<`W6NQFXmD^artASI7)*MKdFT#i zD53=K=7Yi^eK^IT16Y3lI>XVb9BAn%Wf9qHV@0t+hxxQEi>r$nsp}N!Oh}8XskPL* zo*nwFpIRoy1+Pa(IVa59(T0ZT(cuT{j*B${ut;$scs%Ynq_~t`CssTS+~*;45a1RJ z&?`23{?C?C=6n?(=Qj_~09p>Gz3QiLPk+z&!AMKFIZ!&^VURV`vlpn#K-5t8ulXMP z%~{K9{1xq4?m~K){lv?T4W^a2o{cSyk5p!~C-+oluqg2^-E|#L9Ft|UFV!)Y6CXuG z1t}+w+}M_T|5bC}Py`addXBYc`(SIhwP6cxs`@jvble1H&ay{GQwyxRy3DV#fMq zpd6M?lv?-MUp1$4u>*%zY5N|h5C~W`Ha=>sl%eM5M-Gi94~mfesq-ybNTOUm`>yT2FBwQpcj@e_L6EKb8Z1;RE#o=UAXoUay<_3K;Id4vPF z7?VE;X+5j?N9MI(4ZX0w_vAp11HgY2hU|~MqT>suyMu=(b&}S_9p3T!>+`*|jm_VO zZc)sO%K-`j8>qaV!sS$(XCr=__hhjK5!x!@N+(?M__&`XNiYZJZ%8=RnED5o!aX9k z%6Nd^rcjw~$<&NXHpkzl_p_Y(&0W|c+~g;L={Pa7=B1gF$Q}OWeJ_yiaph`&4Bm`}Hl;U-#K0JB! zbOcqX1Mu({S;k9d)WOgn`1gV5s*FLNVO+_8OHHiX`NZE-j&w7N?lyTu`>o9LHD-U` z!E)YlTf0Vj7vpOlL;$Gkz!$`X4Jm%l?cH)qjGj7X>CrL{c-^g;dKk#J16_ZW*al1c zCo}Fvod>cBNJW<+%EkTC)MuS?zKNH-nXM&OyN;PUd+<^a3~{{=O_oARgIUqrC0t-7 zG!Q1SwQX>_rE_W-tp%r!n^f}R&pc_dU{7wAPE<$^!5Hk zvWevvC8dF7`;ODfu~yIPBbyNj8)W8>LJFU=S=+d~n;Uo2p=4NOWbazr_o*6lrNW;W z#bA^1-+cd?T^R+1gqC-k;-UyK4wej)JTeh25K8Lo;8x|(smD0VX=F-6h`3uHYgz3ut8$*?zRT%Q$SH2xZUBXY>Dpt)qNR)Yy)nTm2(lT z;85n|x?xp1v(YL>eK;S<5n|YRz+#Y6E#2i5^-(k-6FqZJ)i$lpYk?adJrSxz5LYTD z2}zKh9`le6L#=jx;i`+3L2h0i6ufy}T%CN~4)h z4Bmb|D}KIG`P#9@H>zxaw=+{u^M;R4vq*?5M$!En96%&SHN9w z<<|Dlq=Vnmn@_(pGmoe8qG##PJ(P)~0)xd}(xJZjU$tpO4|i2nRakVp@nvyQQ706; zm?#n+?gReoiwjB~Z&=AN&fZWVEb-m}vK`JWgj&hdFW!lwcNeNMw?c3k_#u96=-bCA zB}b->OW&X2_;U%0Cr<}YV)Wms z@94Y|ygA=MDG(1hC>n<-(9rETK|wp4eG6+cJakEF^khVVngyz4ocq!}0?LnteqR$* zjn?5KR2%sUFhW1(uScQZbq?(;r|99)3AHmu!Q&9`dASPLVb0Xg-X7`-los~%bqtB& zM;$>NzF)NVT~%GcKI6D_i+IUa@428PYZw?`#VTTsV88SnqE4Nnw#n@re&bwwrH8Mv z1r>j*F$*y4^(mal5YVJuo?9Kw5Lh_!Raa37fC{_~p^-0uN$e~XgF;GGHNJ=PHtpg0 zIf0}d2sSxgs#C=I&sHWeYGPliz%F)r$RQNoLEzcbMd3e-vpa@(%*+gAXNds4x9opi zI^q`Dn+3!wx^Y?{@iTW4Yb#cYSObKva_|Yf(E)lbQh8ssEYzPgBN#QTcf0%K)DJ_W z4%QoZ0CH^JuJxsIGDDMx3>iy>X?9w3XNGgQxcE8Z)|aggiLWJT;mFL$5#gtA);!J@ z5`Kh5RP2-rV~f}y;KVA4{>d=TjXVC`?lG8apuK>mcj0pEUCxLl^Fibp<%~LSmA$bvE8m!IPFC*A>W3A_ zKa?3=kuggAYxwY#^?9b3w4lzq6IGj+Cl0r)$z>bAb)Wm6cXF6;)*0y1sHD7=M+!0M z&@>Q?jg1Welxmc9qp-F@>MSCOxsXFKB19engMx<8)&W>oOV$;u2|kE$a2sU}Yhc>V zvt+WbS^kIH%&yzSOT@d6%1nM=y?xs6Ia4~8(2IQXe>%b!e}2O3yaQ@48a1sSCnb8afW? zB86YyM1PRoQ*|NX$G%{<<$EdB)EDOF9u=(nX}U|eIJ~Y}@+x*lQ^d!bNSsWNQS4UI z85c}NGQTrdJ?b?wV(w;(EYys!IlkhB`h2(Yj_lbAbjLpzH7aQY9O8h2-5g#3TyldE z?GE|GG@PMdhu}RN7x-KZ+~&(4w5m;zU|?Y-8&WeeqA~>B!|Nk{{tVEs7#Lygi1d4Z zUI#F7iRphoW%sYc|kd#nox=ufDCBh`^8w20luKvc}UO0Q6l$N#me+PT6O{F6>?k92?KIuT7 zw2eHowYZC#IrLb|^;d|zxma~rH5;m1)M=nZ#+k->3yl$1sD5Qzgr4x_*M;)EiIBI- zASomS01~yWb~vMggL@g{*>6Lj%*5P$sZV!;VPl6mB9>SXqhD@Apq9dv_WEv!0T+~`pL`ZCa zj_Skgol(FXOZwv4gh1J;7n*~79qRby^2~!EX=%wNG;H_au3p1eg8KEuQcKFo<#xZ8 zsou>D3fqNPE%tHf9G<0$&bQTKod@nI$MA~O4`5NbzqZPMO{ofYzI4zTOmVXy6S<9| z*~ecOO<7DrBSxeNU*Nj;b(BTRW>2W`Ks1@hZjvSd@E?5mEV^2SQhix|vfn@85fDh* zxrnEW2|Kk)de=%aewkxu_aSWwBIGHr#l`=7e>axxbK25!RnP~Rfmvz$27B<9M_owX zz7R=rO<*nQoHrE)jn5@$>>nLlq<-}kl$>Z1*AZjIxn})bZSL0!nmR4$wG{?p8;*sj z+Xl$UDOKQ9fTdny#Rvs0vRD1aan;LI{Q;sPe)0Q_#q`sQ&RtgeD4+?HhnFwq`Smet zg}v35t2v2W^8T4h%-u1`w#(!A(f8HX%$RVH^GnndewBq&%Qpue!S{RKmX0xoS;Odz zqpi77qLaV_%ENN8RCxX=Zd`u{Kg)olneCn`liJ2xYBl&1ZA`-k%I)a_IcoL7@rj86 z+AMGI(pg@Na5wZj=5FU(D<-{W+^ZJ(KGnX_SSpFhCTDY}Je(!e#B}1TVkJP5sqOiO z2fE8=C1tz2ERnr+4B+2(!+@+8`SorPp z&zZroG5gC`MOoQ$M^t_8pt`o!){R`%|J<*DUsv%f3I@s#DcdFjS=kXND-~ILlde%k z+xHso5Gp0JRZgZGaD&Vdu0St(Q~#<*PoPk9*6?`%tkV7RsTn2eRteod)VgO)_OjJK z2BTo3k`V<6<9z0C{!}Rh|Fwk$$jgOML>tNl;k{Pf~HZL2l9Abg3oDl z@M_eOWVCC|v(e`XQYLQ!_$IDMu5BX=d1CBvUzPSS(e} za`i})q)(Dc;`|GRMUw!J#q>Pz;cPB0MSz>Q4cxj}lDJ*db65u_%SA;+<;G~fka{wa znY2;?&De}ypKcwTYhLTG8rFRiYBL@lJe(46mPixDfsgB%aHvc5t`Hai>oZG!pdyO! zJ&h=j4YjCcEAU5765c%r~4YPqZ7S~s}?Shrd7(bY2pOb_jpHUSt(z&8~IE5 zV(anoMX0ZDGBr_r>O_A+;UZ8;h@+*zOjC=oQy|yb;Wap~%cMVql~ubY(x;ZKT2Z6I zn$J}0GWGNrG89j(T-vuT;%_8vXK#DIKNMAu#&>!mee~clcFq*wcqN|vDVC9#d39m$DOlR+D@9?k(f{tlh<^B zs%fx&;kItaiM1}?KCSF77oyfr|9*}BmuwZ=w0xG#)znowV6-*&{6vVxdvk0LAtWw7 zHeao`dO;_CmrXqKEqdB_^vV> z9E{P-o`n(`{1|EAvVY48KfU)IPp)tB@ZJLhfd$OJ7YS!k*AT60ZXMzS71 zU_qmNd$#}3QE4b))J%v=_9O8M!jh30QY=GKJq_t&`@|catma)w)710`T|qg<+FQtt z6iRHS7%^LN_!s^)n%tEg2*-j8oNNrwh_AgICZ$+AE^d^TXfC6D~eCY6@rfwOWuO zph9Q~qkMR&;UFne)#iEePJ-{_M>r^HnNVACa$+NM3XNPR8|)22ZPCdE=`3|rkw0LA z%7}(X5U==3AxpQv3dp5&MD&wNHZ7gL37PmH@I9=7ayIa@@0{KOE(Iwsl!a?b6n+;L zC(wd7S21+{;_aA8(L_q+aXlv`rbOH68OLTMApX#eX4K4J6a{|(J8a$XHL?wRwHTz1 z(Rg3heL4?PA4#q~e9W7wuxRCCh`gs!pGueauQUS%+A@Mp$)|0e+w@8ZY;mwA8#iQa z3y6xb4Z1&D`I9LHZ%#zLUR*ytvzt0-wL#fC6FfCptNm>jA0y#JI%XX$o0OYKZTfGf zgzrye2J`2d{khJud*$Z2{uqAkX6__0LU$=2?->DuLs$*@mY;~B{O_1ydUZ92&A&=9 z7ac~;^3S58fTk`aTk^+$GTGmw09q2qB7{;vea%f}2bDC0)`DHn&N*25dwsWbhlO&O zSs~c~b?7k)OeQmXcS86(1UGLI_>+t8MIY6G!akCi9HXrZ6uo`g9|SeXHwYghrHtF2 zw6gjd)*yec(|b_}%ATWt#{W9v<>u~h&LAO5k%O$tcqMaw%~&@&AnWG|u}p!&?U>^tJJMd0-%v|rtLfvA@mi}Pu? z@@{htbg$VXIrT7d{VQ0liAq-V6g;M?qFg?(@-CM=%Uv4;Z80_rKzHWO_)&E<`+gjU z8F}`Vr_k5Rj<5dRXr0;+%2UJ->_SJ6T>25^z(vp!)_7f?GmItEDPm2(Pv z1p!$YlJejBFvx?$9OVAgbc*^--NlT*kW5d{VBuoY9r+fh(fu{1PHGtl17QldVBCp9 zjDSvKFd#J{0xSRkf8f7&1VsIQhU>K3a;~$lIc<=qef#Ba*&9@wJ00xjm-TV!%qoN^ zPApBT$?IF+fGzXeYsQ1P066T|3B&E{ki1MEBJc~c)dZ9oH6~Hq)QvXHlN<2bx^z^5 z*x-7+?6w-0N?H^(E^1@Koh&zCuy(vuTP*v&KK-ocb2~|C>`aJFjo9}*S!u$Fz-I<0 z0CMIeJRe0bXRRvVwHKT9s!WhCk|#tV-&z9xUBzu1zIhe8RP_;yhPsCuZJ|D2Cn}l?AZZUmn72-kt}j%hBlR^{e_QO%Ojq;J zvItT=bUP(Jb?}y2716z_KUxlbs;@ZLszXfMnTu2%hqwg`5RLuerNV{(H?;V<*oP|n zurw7JFwEG;Ou67ptYJ|qKVUR==KRkqTdnqVSDfc#@q`R)dh)Fdp6$e{*ha5Xy9{;htH}nPXmBP@Z4 z;lx{TC;@Drrb)_iC8cWP=tw_Cn&Qe{*sZ2{XW;^rcrKCdXYn|-%6$(JkVkH{>aTI# zNaHdo-VX{|rO1?IHHiMSI$;-b6r?iP?Ky5prX79bocHtWVqodD`yK6D+mjn|*o616 z+?>FhVY+zPOODDtP6AM>JH3ug`--0Mg~F8Mc`I?7_rIEy$AjVF<4NC21qUZ*Tqes| zG>yiy@%!7W$3af$;Fyxd_v^>mP_cVLqi-G!8fwHTzKiFTNH`>jyGw8pkjY;FE@M=W zHEfKpzu}vgeH<3A=;@%7AeK3OuBkSTHdnT1@x|EP@eVp6PMc6~Ami`ROwUd`8Wm~r z!7+y{f_J#^d(Fv$TwsgxA0Qo568Uep<9dAOhRjZB+Nj&3k(YZra6_XZ#!1ZrGW$&v zXQL|9E6>kIQI#LBl-|(<7gMao|6Et5_u5Py9q^i*U8J6^sQ5~8{q&rNwLN`xQKQHr z&Lj{qp1Cww@*^me9ji{cnMRD3>upnb?DgCFrhxQ)u4R*~rqajLrBZ&p~rgl#f{Ae9&ys zKCIXOu=kTCmjU)n#N`5klF>U}gpBYPBvKzP^o)-uQh-X^bv#0Ov!PcWXP9;oSCpWI zm!I(rAI5fg5k~rDQ6gV%18qwqe&Sp_Rvc>8j%)>9WDQ8LSIQyMeLnkLlPaFk=?m;! zw1y8eaKyJ%Cs&^F8o4-|76V;WQ}p(ubasjK&g_v3dQ>VR)Iq(~U%eLmk!02eUybW` zvdzuSDGOlkl!Xm)>XB9=G}{m_%=RT zUDyp<&Hlvy*qz?t@#dqh2p{rXjdfRV|Idk6YDu=X`!we=ie}ZxoiGE|r#W?laW z3$+xAa+%Kp3nv1&?})iS|RyX%j70Ooy=}XPU?gT1?~#YTBR452Kf5#`yje6DEONI&8pD23+{Mo(9(f@>NW*gMo5V@VNMU9Tio0yqxZFB{t zup3L2eQF}%w&{en+J0`}G8x1i+`WPZY2o3>mF@-Dv&Xmps*Dl;$fp{;ox{TQ?`IiuzBzm2u`|K6h$H3xIN)BFg^vt=HUrjWBdTA zg7^~oZ)#6cB!|uWn-g<#=>P)#W&dyAdC9xVOkgLurRyjCrSBvnS**QBsd`gFD>!Rs zvUG$9tpLJEGZTVC2f;(`U+sQ4OT@{`HO7LMTM~{JYK)UjBeo5=c-W3vezn^l&+vG;959TJB@m*c1Jw?KMXlI-K1fGHx`UB6Jjs(; z4f_8mq+cwWyW?~GH}s4~A#La1l{96o)4`wxorVqU^PSZQ$=m#|OwCjHYt3ab_lr=Q zgCd&M+Rkb=yYFPs^f=qab^MZ$LF}F!0lHI%`eZ0;;elIcxt$`-UPh<8MjXv(of5kb ziEK{rycJ@imvJI3t~I_~jo+tk8CLukm<@t+kf$1&=l&=HHugxz}~3CO<7^ z7{JnKhXWzv`5}mETgSdtZL2%#2y>O`nVfJt!u-sBC0LLzx~rfJ_F}__jH)Ifq+Ys_ zM_B)#OV>@$2g{eHDhe8m>b8joySJ42mbXAH8Q{RetE*&(fC|i3@7y8bPPRi^5_WHbluZ{{!K`~&-MpkfBCMBCA zt|NFm`}JRkUx$UGI82U0L~Nh^m(q+WY{{@Cl$YY5N!E1u>+{f~Hl&<l(a&@Hwi z<5!T$6noTf*7a zp%3niA6C@ExpZ`BsR9$kgW$S_Lb1=rmluNx70muV>>`XG^KwjMKYD1ffnR$2eq25X zK%DNlAB&v(VI@4_JE!9XztFlpC{iFibLy{wR;P$J@@^ZEW9N zaC3u%D7oAoCu)r%b*>S^CDE-K3Q1%<@p#uh?lZNi>5YZ(9q5CpC;QoA_Rh!dzt<_Tt>UxZfj7aNss*K>FG`;S=vxta@;LAnNe`7QI zBZ)pN?QajnMBo#{`9nw0kwZ)G(jFeXO+!e*Y4<)F2&mRs)h{{9b<;sb4BUf9{=;D9 zjHe*v6N^VhO`x#ASbT`qCIX!{vl<%M8GUx^QSg?bdpQw5l z(4u4@Y8pdZP=LJMKH_C%RAsrjTd@+Ep`uB59H1Zk>r$9agIs$t&2GMCsb2KoyB??h zh4S}@ml>1HqhGJ;XPg)=hH3Y!_H|EvSqXFcPo`ADA}*?q!!@Al;Q*p`^vKYTRqjB_ z4X8)<*h@7(Qlm6z^UihmjcFC0m#z-NBST4a+vx4ZRs_BX$Ip$-~5*4aMj{<#A zXekW275o9szXD1CyeR^1B1xwsj2bdA*^1sqfo00K%w1j+f&-Ntb1GwthsIKmumCp zJ3r7q1kHzU`V9ED`!Qotz`=Bd+Z@mptvwMY_LH#1CcE8!wWrDEMX6q7%+bD80tL2%2;$ndx|Spint$=NGDKs|aaa6JU- zf=H`7SOZ7)FvLQGV~5vKYN(7>CfAX7vB3$oE?VL0A|YvlVnlalGY526x!Vg7s={%(TQI@YVblGW7ki%u)E282 z#{vZ-Ajidn3GclDZw>aqq(8UwXqGUWV(_j3FZN2}+-#Y;gm5rel(z&_6PcqQeqjQ1 zo?JRR!$ROkQ{|ij49F3y0&6?X3ph~K)(c`02jaUZF+mEP6)W2a$y&O%HI%5 zB%}umh0x75lvSsGLy^tj%wI3>9LC`rIOU*deeF|(v!5JZ7(Wyt*j`NAK=5H zwa<_addb6-xlr|pQDUZ%o_TS|KX<_Rc~fNH*`|x<%X)~O!avT^QnvUBVv+y%lnOnk z976LMgZ&iz&MksS7!Pz8-LF_tO9+J(0Cxv=3+_)><J)2dm5_?uvQ@s8Ih8$U}Nyus~|eGdSuMD*@w~!?`z_Ddot_-7JX(j5{5RT( zxaEx)si4*JD36ep0^sb**;JkJxT59)XS6RmZwasgi!pdWBmOFgH*ux+w(2lC!8ZJ#l(GR}h;=aM`GYzOakI1WY!=$;ebfSz=id{ZM1 zXI`HgxN`&ME-vF`EU;rasy+oVGKIpmDKnM_`rc>+X1O=AwtJlJX%vy1Hkz;r$3fWU zuMMYga1ivLYQL}aS7U}Fcdj=B-`rS&Uvxn{@m>4*z&;+JWRhs?T;GBCX>S$+~tdZsU!_jkId#7BePsUGeNS1Tpus~ddu8ePuA#)Mk% z08z?XbD%0t+f;D=3i9vq@=lD$5PW*65DODRg1uu&+WX146Xt+*GS`(nEk z2xFSHBkBI;f>aMNFl7Hw68#7UR|JPfMWNf~zbnFp8AsA^a)dL)=_>!M@zf?|-G{Uy zhT=29NLBgW{|E>&*4Kap{4YKl3wv2}9m?Esu8OLc2gOhP4aj`zihKv724!c#On$-)4 zCTD>2Z0?jU1FRy1PhS2e@|L7}h?md4!B=)7qvJzNv)9Z0oUOJY^b~j(4Q%BPxI%_M zT?;U&0RImYm|nhvC>k|F`AK5WgGe*AG+yW@Av`kEK+rZ5I~FedAR!U%rwuUdN}^Na zFujGEQzN~pG9%HT>8Ul=$TjK1Fb8M}48m&w+6rfn{m5>EmraJzE^3t)%Ig{m5^Wj) zq(MY+K(aUh*;AC^F%;A)yZ_x86DV$By%mgTKPkp$C06z8{VD``(gxlm55HChF@>=! zl|jrAfvpwTx(LcNrvi~uIsoXDYq3#3AW}O6rRk{#btw~C0u!17RZDAz5k{