From aca7db9d526b7583e36c578354b9ad07c980a33d Mon Sep 17 00:00:00 2001 From: Alex Knoll <37813606+knoll-alex@users.noreply.github.com> Date: Wed, 2 Oct 2019 14:08:36 -0400 Subject: [PATCH 01/14] Create Open_Science_New new file to work off for Samir's Open Science presentation --- Open_Science_New | 654 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 654 insertions(+) create mode 100644 Open_Science_New diff --git a/Open_Science_New b/Open_Science_New new file mode 100644 index 0000000..5b86598 --- /dev/null +++ b/Open_Science_New @@ -0,0 +1,654 @@ + + + +
+ + +February 2019
+Samir Das
Associate Director - Research Software Development
McGill Centre for Integrative Neuroscience
Montreal Neurological Institute
+
+ |
+
+
+ |
+
+
+ |
+
+
+
+ Longitudinal Acquisition, Storage and Curation, Interoperability, Reproducibility, Transfer, Anonymization, Security, Privacy, Ethics, APIs, Validation, Quality Control, Protocol Checking, Preprocessing, Analysis, HPC,
+
+ Provenance, Ontological Standarization,
Data Harmonization, Upgrades, Maintenance, Bug Fixes, User Interface, Javascript, Bootstrap, Tracking, Extensibility, Data Management, Summary Statistics, Workflows,
+
+ Development, Tool Integration, Data Sharing, Download, Multi-Modal Linking, Querying, Image Processing, Visualization, Networking, System Administration, Partnerships, Funding, HR
+
+ ...No big deal!
+
+
+
+
+
+ |
+
+
+ |
+
+
+
+
+
+ Richard Stallman |
+
+
+
+ |
+
+
+
+ Increased exposure
+Greater collaborations
+More citations
+Less money spent of patents
+New funding opportunities
+Improved reproducibility
+ +Enable scientific discovery
+It's the future!
+Aled Edwards video
+
+
+
+
+
+ |
+
+
+ |
+
+
+
+
+
+ |
+
+
+
+
+ |
+
+
+ Databases, NoSQL, APIs, Version Control, Provenance Capture
+
+
+
+
+
+ |
+
+
+ |
+
+
+
+
+
+
+
+
+
+ |
+
+
+ Adrian Thorogood BIC lecture - March 9, 2016
+
+ |
+
+
+ |
+
+ Important value of hackathons to data sharing initiatives +
+ |
+
+
+
+
+ |
+
+
+
+
+ |
+
+
+ ..aggregates multiple distributed file systems into uniform view
+
+
+ ..a set of web-based 3D visualization tools primarily used for viewing neurological data i.e. MRI scans.
+It allows for real-time manipulation and analysis of 3D neuroimaging data through any modern web browser. TRY ME!
+ +
+
+
+
+ BigBrain - high resolution reference brain
+Multimodal integration into an anatomically realistic standard space
+Years of development
+20 micron resolution
+7404 histological slices
+1 Terabyte dataset
+ +
+
+ |
+
+
+ |
+
+
+
+
+
+
+ |
+
+
+ |
+
+
+
+ |
+
+
+ Thank you!Acknowledgements:Alan Evans, Alex Zijdenbos, Dario Vins, Jonathan Harlap, Matt Charlet, Andrew Corderey, Sebastian Muehlboeck, Reza Adalat, Louis Collins, Vladimir Fonov, Marc Rousseau, Mia Petkova, Rathi Gnanasekaran, David Brownlee, Tarek Sherif, Pierre Rioux, Nic Kassis, Leigh MacIntyre, Claude Lepage, Ilana Leppert, Natasha Beck, Tristan Glatard, Bert Vincent, Lindsay Lewis, Najma Mahani, Elodie Portales-Casamar, Alden Woodward, Sylvain Milot, Jean Francois Malouin, Daniel Kroetz, Martin Weiss, Mathieu Desrosier, Jason Karamchandani, Amit Bar-Or, Ted Fon, John Brietner, Derek Lo, Patrick Bermudez, Chris Steele, Pamela Patterson and one of my favourites: Pierre Bellec! +LORIS team on left |
+
-
- Longitudinal Acquisition, Storage and Curation, Interoperability, Reproducibility, Transfer, Anonymization, Security, Privacy, Ethics, APIs, Validation, Quality Control, Protocol Checking, Preprocessing, Analysis, HPC,
-
- Provenance, Ontological Standarization,
Data Harmonization, Upgrades, Maintenance, Bug Fixes, User Interface, Javascript, Bootstrap, Tracking, Extensibility, Data Management, Summary Statistics, Workflows,
-
- Development, Tool Integration, Data Sharing, Download, Multi-Modal Linking, Querying, Image Processing, Visualization, Networking, System Administration, Partnerships, Funding, HR
-
- ...No big deal!
-
- Exchange of information
Datasets
@@ -87,11 +63,23 @@Image source: http://blog.veritythink.com/post/87880448269/creative-data-sharing-and-open-humanitarianism
+
+ Longitudinal Acquisition, Storage and Curation, Interoperability, Reproducibility, Transfer, Anonymization, Security, Privacy, Ethics, APIs, Validation, Quality Control, Protocol Checking, Preprocessing, Analysis, HPC, Provenance, Ontological Standarization,
Data Harmonization, Upgrades, Maintenance, Bug Fixes, User Interface, Javascript, Bootstrap, Tracking, Extensibility, Data Management, Summary Statistics, Workflows, Development, Tool Integration, Data Sharing, Download, Multi-Modal Linking, Querying, Image Processing, Visualization, Networking, System Administration, Partnerships, Funding, HR ...No big deal!
+
| Fear | ||
| Reduces waste/duplication | +Reduces waste | Technical challenges |
|
- |
-
- Goal: -To create standardized JSON metadata to describe atlases -For either volumetric or surface atlases -Pipelines (e.g.CIVET) can access more atlases for anatomical standardization - |
-
- ADNI, - ICBM, - NIHPD, - Allen Mouse Brain, - IBIS, - Generation-R, - ABIDE, - ABIDE Preprocessed, - ADHD 200, - ADHD Preprocessed, + ADNI, + ICBM, + NIHPD, + Allen Mouse Brain, + IBIS, + Generation-R, + ABIDE, + ABIDE Preprocessed, + ADHD 200, + ADHD Preprocessed, Human Connectome Project, - OMEGA, - UK Biobank, - Edinburgh Biobank, - BigBrain, - Talairach, - 1000 Functional Connectomes, - Colin 27, - MNI 305, - 1000 Brains, - AAL, - ANIMAL, - MAVAN, - PreventAD, - PING, - MNI 152, - MNI 305, - - FSL... + OMEGA, + UK Biobank, + Edinburgh Biobank, + BigBrain, + Talairach, + 1000 Functional Connectomes, + Colin 27, + MNI 305, + 1000 Brains, + AAL, + ANIMAL, + MAVAN, + PreventAD, + PING, + MNI 152, + MNI 305, + FSL...
-So - many - datasets! +
So + many + datasets!
- Neurovault, - NeuroSynth, - CIVET, - VIP, - Boutiques, - Git-Annex, - SOLID, - BIDS, - NiDM, - DiCAT, - DCMTK, - NiPype, - ITK, - Freesurfer, - SPM, - FSL, - Mobile MRI, - 1000 Brains, - AAL, - BrainCode, - GitHub, - Amazon Cloud, - FSL, - IDA, - BrainVisa, - DICOM Confidential, - DockerHub, - Gate, - CMIND... - + Neurovault, + NeuroSynth, + CIVET, + VIP, + Boutiques, + Git-Annex, + SOLID, + BIDS, + NiDM, + DiCAT, + DCMTK, + NiPype, + ITK, + Freesurfer, + SPM, + FSL, + Mobile MRI, + 1000 Brains, + AAL, + BrainCode, + GitHub, + Amazon Cloud, + FSL, + IDA, + BrainVisa, + DICOM Confidential, + DockerHub, + Gate, + CMIND...
-So - many - Tools! +
So + many + Tools!
-
-
-
+ As this graph shows, the amount of data collected from
neuroscientific studies will only continue to increase exponentially.
-
-
-
-
-
- |
-
-
-
- |
-
-
|
-
-
-
- |
-
-
-
- |
-
-
- |
-
-
- |
-
-
- |
-
-
- |
-
-
- |
-
-
- |
-
-
- |
-
|
-
- Several default tools:
- |
-
-
- |
-
-
-
-
-
-
-
- |
-
-
-
-
-
-
- |
-
Exchange of information
-Datasets
-Tools
-Standarization
-Databases
-Collaborations
-Conferences, hackathons
-Facebook, Google, Twitter, etc.
-Image source: http://blog.veritythink.com/post/87880448269/creative-data-sharing-and-open-humanitarianism
+Exchange of information
+Datasets
+Tools
+Standarization
+Databases
+Collaborations
+Conferences, hackathons
+Facebook, Google, Twitter, etc.
+Read more here
Collaborations
Conferences, hackathons
Facebook, Google, Twitter, etc.
-Read more here
+ Read more here
Public Data Repositories
CBRAIN hooks
BIDS
@@ -239,8 +239,8 @@+
INCF, Open Science Framework, NITRC, @@ -273,7 +273,7 @@
So many @@ -323,9 +323,9 @@
+
ADNI, ICBM, NIHPD, @@ -336,7 +336,7 @@
So - many - datasets! + many + datasets!
+
Neurovault, NeuroSynth, CIVET, @@ -482,11 +482,11 @@
So - many - Tools! + many + Tools!
n{QafJwQ=xKsK~n0e0jg@5SK* zU}Q&aA((9oY14qHiervA4cAEMR1%pfxKd4IFLN5}0mYS*BKeI}=0;SMMGjX~6&=~c zqY2(^La(sn_2HJy@$DGf!O+)iu>jq-df@B5hv}OJ+~vna3exq89SGMd;}!oBBGk`w z6{GQuUAOB`?ncb^x`0QsuG@Xtt5ePt8{5v{j1FP`iG*D9+}X#)$&W2)+4V4VBQI>D z`nUeJZem6%nP3sL2JUK#TL;1*cbO2!Vd-I7gvvU|p*1PgrvB0<_;^Q{9cl@8LB=N! zIErN4eg@~f49B{0M}h71+((?qr(~?vIA_hpWV?(I=_mY~YIY4cnxBYW1BoWSblNLEllMcl!_axA-of<)mA^yi2u=_Q(Ez3O zy#ov}5%HzL^V0XP{QYR(@drO&`|^y8P3rBZKu$8y09v(g>N|x2QdB>qERZ69?8`SI z1zFOCZ<|q 8l;zV42|>Mk@2 zW0S`N%L-CsD~A>JaT+&Ay*Y=k`O<5IU-dzQ%EX4>*spSMj$+Qi8u5bJ<&{8yZr`dM zBQIMj|LAMUuHK*Q_Ee3-jRKA4jhKxYCO9TKCe Ce9`egXvKqa&3wN zYFsjPss_r-cM6na6v7HC@(;0hh}Q(^NG$&9{fn!9M@3i4R~}wG-Z+nGU%q@v_z=*Q zO#Y2LU=2r{qE|HJMTjZ_)BD&=89R!e*AZBsQCweCpg`&9=$_Nn(dyC~(?%-Id|D|W z%DMZPOCkL_{41cxujiA|%VYfGmv8vu;NrOB1XN$EvQ0Y|7pR<0txtWKYM!FpMV!i; z;wh9YOt9RxFtK2?{9qaJV`}_tLUwY^;<@FyCCGxqVr+b+AT8T(=W5$&r*&syXLQne z5|r6L@p7DS5_x=ULO<)UK;IzK^qaYzfs_HQX=5+zC<+HEI{`-^>n59?F_GC_Z%=3L z$og>Xh|1Vm*bXuWVa?kb7Do(6#M4)&EN^Y!g5nM0z2ep48%izIl+>(d+-5jRmrGBr zUNuUPY0&(7)9 C-?FgmEE!kAMf6yNc%n&tsn>Jd;N~L%Dl}^V$hVka3Qlm#K%*gfW)V>7#{8;wKGd z-cOCvR{ }^oyE(T!-#=H_ zi^M-7xFXbH*I-p)mE~@=@@He`8sZ^f+ho1qF6Yu?Rbrn9PMAuw)^Q2h@LN)Uerq~o z8^O-QCTs}!{LTQ&Z2a>J#&9MDjrO|N)giUbmf>~v)y#Dd78J%cWBL8@qch$0qb|Mj z{mf$r;cb 0?zAdb6sP%2DbDM(4*tNwq z&dv9$;@h`Z-Y3eJ3`Z#!>X*W+!q}PkibSlWg@kVWc5DN*h2-0km8N!bM`ppsQlhk) zh34DgtP7PtE6eRhkNl51QL2K!2OmpK4`dGn&`uWaTF`m`owU(}PKqaS8HhY-UC8Ar z$~h0rTSf2ApC$WO`nQXX_x$Qn_=xloH+p< wo<< z{=-36YF8e4WcG^D^;$^GRZJC4zd};lXNFZ4KD}yh{-0-xMe>%S_@0_B^N|i2C+6n0 zqf_d3D(h-@{Df{7rg?^@GI0i~$9%t<8XZZ;1X2&1GQG0ulk4~!JaVW@&F->Cdds!) z78dv~np vqWo9&bLxVkgC_sjXqn51}ujnJHB$E~cJ?g+i<6~f3^(mH^e*V076kJ&r1 z)sK!4Bk-_tUV#lFJ>tHfClXM2(#z$rY2_4|B}`wCq#BQasGiiDZ;hM%VPb3JtmK<| zXa!8KqU|GoZ`fvQp0~DOA3*I~eqFb_aqX(?Mcdc*kBfsm$}7r_hdIy+@W7SSb=4L2 zY{7!%{7wYEUy`rp>^!C;mZQ~aQidfU0fhB1ai+Rw1^qJF71UeUI|7t!ukotTjMm@P zsn;UWexa**8+979vDK@(F`cd-0RfctR={QyY=W(8AGz;^n(>>P@ZX1!+dxn|1_Dk_ z5r1ld%^ge~oIG|#(U5*!6-S_e z{oyuP&o?XV1uJsRSq)t^=~g0aVr>+LzutXXg2MX}>16 $)t1_)Jt}AfyA)X 2hLkGR_t-VnDj) 8q zGoAoE3{Ue+02~M#3R|+7KCGPhZAiu_&`-)v!Z`S9PHJF|xLYv*LeRV0Pq))YdsAIa zz5c)hC{x1s1V1%?Fv-Job5=uB6CoHM4}C1NpG|r0IeVfG7O9Am1RhPur(R{@Ow%lx zTyQ7taBSaQys9r#49F)YZuqM}MuDGeEHDWyZlHGb^#|W7Ef%^G`#7%Ao3;0^QC~x- zNTrBlTw+(FuPL=zaA_*a;pm(gHfc5KC+RRtVhfv#?F+-nHGk%JX0v6xe;QWRR`irJ zm%1!o!2;>~2?cTnl7{n#h03nUf<{`uBQka|iI%mNGTBU7i|^0<`iemt^rl}yzI*gi zcUM m8p=QQAC^N+Dao1<9BP{dCVCz+xViv13B{nsAA9+Hy zyOE%g%-TUOL^e@6RY7Z6vMS@$=ji )Mjn#Ss~h`=tYuz5Ms?l&9GznIyb2$ z--6Sx&nt1Tx@%n2(R5lSM*1O!Q9zOleHG Hi zF1|t@XAm)uf#BQ&eKUMiU9{X(Pk7d;#l6zB)VX=zQ@|^xNc30yf=!u#w5$6;)`6VM z#S-wKc!wEe*ShtiJ9ni}k}b04mj4Dn i&Fc=oqMnY+NA?KQ$*Q;i2?M{D@(CHsd8Ju4KE=jkj@;!}ZUQZp !hif5RwOx@?U(PinWcUb-&*b7u9S*D-xI)-{49R6iJ^+@WirTB#_dwH;Ln zL6Ogun36h+(a3MCbZhW$p!~*|ut0JCiT|y8i{&@2n6!AAgsoVha-~wDx?pZk-c(3y zoooq_im6IlZhqN?b>w9_%kCfnZ}=xU_YuP~N*nooZep1<^=A0y6c5!KHKcW ziB(B&*SpF5WqSQ9sjenAZb{W)D{Qny7o`HA7y~+%vXLg zdVTeM+bd`bVB&%Hg4bh(Xgqh5@jug)*a}w917Nn{u3*@q(yI z!W8ZF>q$WIWXY{+#&@62Z@t0GiBPeXsV>HeyIApr4IV21q2!{mix7r|q)>tE7C>Es zr=rdI;83WFl7OXjw)zq|LkX%0E{2=z$j(%F=lS7fce_}k*o-)~5xKE`KOto;)kjM8 z!!3Yfa#vz Ru$G~lOB4N};C(>p zZd_<*9h8|Ek_{D^Y;@Z vQkarL~IyZ8)<_aHw}v1k2tJ%)8= zbuu2}>V(}O{How`#1d?K)qEjmKWOm$5w<-hSuzO$l(uOB7kD2Qt&}}HALl}ZF_2_ z0$ALUTUmG|T_o8go+o`CtTmC&du|=hJwm$Rzz=9{@|eD1LgGOO5-hVHa3!&dCWUJ8 zYLHZau1jy&XgIB8am907bH;G6wC~<`b`stn-{+IsJu5yRJ$Z3fcg%6(iXru~l~5Lc z?acz#C_xm?HMbT`K6eB?fPB^dwSvP^yDuUt@>oH2-W#)@m{jJY=26u&jxiC^TUikh zrbaD1bw==s_TcoyoWnE+WK>OkFr7j8u}G_s`lpdG@nl{#!|r(op-g#^&LNPxuCz|I zPTSQ-yUz9d0keymle>^2Xy6p({%SC$v0% zGD3|3q;2gG( zpWg)2e} ^V0DWN8e`3f;a1XlyzmGa^?Do+1Ja)&5u zV5uhpC5q*H&n%NdoaX0pnFCRUF^b}a@QLsj0l=*Jak_2IFpkX^YPg;+3nE%1%_J`3 z1ql=afVp;L9sX)VQrT$7G^#w#FXR}@IMUeKUifk4yoh;SgA$5Rf~-yMi57%gK%DTr zfiIG;0zZQf67CaZQ2Rq^l|L#dn`15ZwRE)ir-Hm7Q_T&pbwZq(*wWaHLbF5rnGOq* zS*=;NX*o&qxz9fg-4+X>ZX;7urM({}PO9s2 yYf?(+vcC5Zz=pb(X`m?e>}tR-?Iy{Hn+^QU z8XQ69GX^cbB)t!g&Bd}+cOL`vsZ>;5^sc)U<*b>sm%E3N_s|LR%JDggt&2VnTe%(> zG;=u=oTZ 42sLo{2JN#ab6$Bwkp6I`5V+NnzmOW^Uw)A7G#9Szw zL&v;guW @FWW$|ta@d=UTl@(L>ir4lx{ksbN8B8T% zB}yesC03AHZ_~S7U5fJg@-!Vn4I1rPEd>ooGoYrkX0=tR^4P){*6 +H7$^L5MWF s?EvnvNP(7~LAjgOCyg_WI!ot^2a z1(Tz@t&^b}ldU7g--G;T95GWzV+Tt+Crh9$+3#@;jeyQhLgeJXC;G47-*lR~S^oD- zwvPX>^~4~{?=LKD%&aW`HTF|i!QXHB6)oLNtu@3fZA@()pXLCtv2$_>{?*}sefsYy z|3_EN|L)4e%Jx5d{*N#J^b}AHb;w3Uh57x)t5>hyzaJMD!4-RsrSw+a zr8D%6`mvFao%*qcg3B=g{<#Xyt4`s8FFxP=my*DsV(6t@+i1%Ai0qh&*-ArndU1LA zjp}s4t@HiOtm-uJ)32>_^qFkOAFfPx1Z?^kllRmH2!Fc1`h?rIzxwkCMhM)^s%TSd ze{9hq!K07(r_reu+29G6>5)F$|FMNZPD%wlHtQd*!o(-~-XPZT{;@^n_{gl!i^M-% zDzY6C4I#c-sef!Sx4migC;4?eqo+2=(e4#t`m>O&old#_EZ#TRmE&bbnQzVixB%SE z*93p!p4B(x#oV?Un_?)(ALPUOBwjD{KXIQZ()-NXsRXaEH|Y=Z`7Pddq(3fh=D*AT z|9Sa;a6j7|O(S%fGYn$2U+by2JXIv%CvkIjaS1dRgy9 >fu*_{; zH?1ZY5n(;0(T;H^VB4zJ*VWcg)wkck<9@P!RBA57@I8?&=bk{=|Lx*7_cOQA&wr_% zB9m` 9HRCUe!IxWf)Qu@DNKAvi81japE6sHUA8^%)8Mrf9P!Sh|Ji*ht zioV*3Op1mncqDSQ4+ImwWzxcVI2C^6ux`KJw90#2#RTIWv|X;$tu@S>rKqe>CFpz- zc6q$N t(>1o`O0}%5`(i>cotmAA%omo#g4ZY=EAN{Nd&5dhVw5F|GG}yQPkDR}lgSDEjxi z>fP|jL_hT7(O+lGDxddmHODPlRkU>#tCn;zH7vbuZfSW#Jjx3To9Y|$+T=KI6l8rR z-vIUYv@pZFxoCjsZZ!^4r%d(k5tWQ82p)^wEbDpf {_MaM`*g z#B#TW3z6E|;(=VtUEM+-NgDew1dlodHBn0dBL}!kk8~;goQ`&zTB|%?VoL9Bl& ruZzlyTX0MYS$h$_`0f}q@=JJy6bGW9wnK7dbP;|X-ZG%NcTKQS{vT7eYm?W z(!cG(ZC6x)mI|Hw)%i?pClB1;0Yp!V!Tkd&*Jp!xIl~8a6(F0>Ea&|9XOn~&TeDVr zhpiQ4h&xCV`VAgn{Qb+7hpW~@&|!(=R9*6^GB2c0OO9qGdVC0!t1||9IImbuf!>+T znI`D&o--nA-R}$E&X398zq>gtYgkG4?gw9WlOkO1EbZ`rzYTcszIAUuCOIHDM0dLV z+u`+L_$IXdG9AS8pK#kuGDjj=x^Z;+^?Tr$EI3oRZURh2JQs({rZEsRk>hu^o%e?f z`q$EKcgOwR ;p84y&G6@s|hEBeCPJ(Gzc0|hiFqxahT z4n{h=5o3G2*1Ni=|L7qU0f*^;CvdUs3a#|IJ_$7Tn>X|)>Fc$e%nul5fd~p^p1NFQ z`eC5r>U-I{b-vVlrFWK%n}=MY1E4Vb*>&D8y5hc-hD+kHohA5DC~V@oNC8AIo6JcU z&i&!|ZsoE)0WBHm1tZ+s;dX*E?lFH7WZ-8zjCEG}ET;_6#r&%7p@%x} O{V2e69Q_tg$o9!muv*QOa-RHR0=mnv z`xrih5ur~R+HJs7yMmwWf3HPnEX?k 9vLRQ!w7M?R$E*IyLlVE2v-$_}0{gYK zG6a01{dKc?gl==ULEx*P4p6*OY3}`~YkN$&I&bY7E6S0G$CH=Nv%;asC%U9Ou<1D_ z99(`P1DqQ)Dj0DqHy pj^Ya#)_}r7xxznJ)BfZ_g323F8Mv Y6^k(L0NWHz9WF)l2aZIS89m-hQ?ip}`mJ6{xe_&rYY^zPfW!wJL)P1Gz zQno^>CCBsQHh993nDzB}54M6V=y~9X17v;|_*j?|fw~>oy1x0G!h_<5@^awurs7c= z^opf6rAf{EcH|_yrP1w!M_ZC_1-w3DJCYZASfJHUN#Pr%!^d0jW5s3lF!NqGW`CPK z{k9fp3QLk`JTw&5sk@5zLpcv1n5!qvW4DOThO?HlXL5$uq0DtKnyT$MtDUDks)V!v zV}SnDZC5!X*`zlpq%I X zgeL+?8f`kCcc08YB&WawhEmh~tMDlAs?cHvHh>*&y_4$L4nt`TG*;@Ab6-Ol@bCiL ze7e3me&3vMl4D<&uF#)j&pqgMy9jNcsj@JT?qBa87q!Y$N`pxa1{&MPDgnKuWUh0* zEZE7KM%H33ItZmq8xF %al$BcIH43n9>XlG$(DBNZ z-2@o}LD(mEo+Ud`dIku_tw4Y6^M*-zfoW55KckRP%((ML2SV+SqTc06R~-`-snttS zE0KM>PWn2Hc7`&}*5`L6#E5M{T(Dxt%LK?BRT|Vn!=})R6O~&hM#pp9Zc^sv&Xoi` zZO2Q@PhAMiS$^J^K)plMtCV!^wmT+t2Y%QBPu%-^ep|@BiM s-&&p1G*62w zFR=(K>aS3UH(BE`7A82vno@-rU*F%SH$5~;3O-(sRd6V!z@(B_?syXQ3GG$Xft oWS zBK;h&@~ujLYdAkOB#twexExwF6xla2Ro+@Q4wtYn# zhkP$D&cjo}uSm0;&3-&{W1s^^MCBm922&nI`NyZ=jte;cs^ITsLYOnS<|i3FHU(89 z&RMZja350E8kun5m*`+C{%WbY gc nPCGTJ5cxyo8yixn_QTl21ov;=(Nw|_< zqa8=`Vr(5=WjyR;OaOzhT6jm bVk+xha>ZV{hU5VQ^*TUA~QAqnO%B7r>aXFWn z18Z?cRA-paux<$i *F3a4%^Fch(XNmMZ zemHx*Jv=Krt0$@z9;%SgI`5O13|VD~#E1S$*Dwn_8Hb?k$m;Qo6Gl^Cr~OTh?w9?3 zK}!a1gFlLb@WX8FdhL8CyU_xb@-M0*)H(XkDD%IA&T>fQl-rW?EU6-j!f0do8#V-K zukdDK<@+^7zag{Dv~(Zau>)6HJ8DDJh^?0G_BUm z;=~ZfR?5|sMLf$O(P1`uQb_1EH&i}-sz1szb I4S>W$Lb;rV{1>pf{Id2`24uA`?=kt%tcvrjU< zd*}|D%~(*sU|Tx CotK_l2PeEvR-B~*5 rP$7s>&Nt vcfSrG a7E^&4R|&_XcGSIL&O z6|bqI86f!GfE6a#v(x#JZR0NUsK)lSw6Fy6$^^HgT`yjb1@$O}0}`z8rLC_1%v$T| zQB;P0SUcWx*i>+AhE>#Fgj-m18UG6F){`3W= RoJw9b60YVpZIjf2#Tab6k;sSW>?sK<4 zf&j5-r6VMFw5SvWvj~`V+Wk@Tsa9w!OA4$jgM$W{xAkiqH8VK!mvFrmW9F39TM5Wu z68~fSFn`-kRtr11t@2j2Pu`_OBy#_F1Py(AvIr>4-g4CeJ*oEgA;C9UiM)Qg14}1< zNdJ>=&%#?N8H$+-DNEE$u-KCt3eEoBOYYope2Mo)yWS&+nk|)gUur(!SmRxS80%RW zoOQSj7V7HdvKA{)Oq|}(3x4wySG}(rA{n{Vo5l*9P 8n{N$Uib} zdxQE?X-21~F-$4$wp8cIL4@1FU@D0Ai1+)LVi$?BgrxKYo0}d`K`-GtX+WotilH7!0Zc89T2laAuLrsf=8YPg%JJ+HN#f*Qi1ik(q<0>D zQ1jxIt6uANK7k=)MSm|`FQ_vuZ{97&$;cqI50z*P %cyN~>TWPI6TxUG;-Ct-NvH%QtYDM=6(P(C5LvqkO2SY>kJ>;sLM>w@7nW)0R zycwmKc%%!2GoIPR*Eeh<3)7#I&D>##GC;3aa#ncux?D0GpX^K1x) })MK=|&0H=)r>uAx&0d5X<@ ziDEE>qWu#DN3yTL >_Tjv7Ebvcw{0NW_K5H%I~m0fxPQoa{g&G zl5i;5wzRCMzN`YG#((F#q%Seqme728={dSMyL+EC?X*X)4p}|{U>!05X7jU4$)oUNv;{^BaPl}6s>@MLQ|8N z^l^6MLAK&oNMXEd!=Bcqm$>M5=p%TjH2I%TrnS6f!aiR?AMc?^^CK>JZzMe=R(pf| zU*WpT=U}Dem61naC0|Ri s(cHXxq!Cc1*xo4c$OX_98EKsX!kOQ&(VML!F5?fe=aalv-fajz$1>tL+`SC(- z30L;sWT=DJsCBf%k cbMXE7>{if(`47!h;{I65 z{Jtt$9%ZR@H@lYY?9hpBJf!FOXzb5lio^RY61y&8jS5}rP$>W~^-IlrYtaA*9Ul${ zB664~&ZJ0g`jU-9Y>7beVYrJx2q?LEP(?b-@L0~gjn8jY+$^63aCg)_sMuXg6zjEg z33 zPOlI$1BG>CrBZkY(WJW>c^sKWdCsB5E9)_1s ZG4Ltq1B_@B9btK8sVu@ibc+QaPqR4yi^jZ;a(mM$iUvfY9 z`96#`& $FN6{Oo4~#IjukAyV6rVBa?=hlvvIY5a*{j0VC&b0!CRrjapq~S z0xD*4&V;Nb8-0CwQ+48W*P1TcHby2x6m;wQy)C@=(A`%h9V4ybqoHoaLPACRhg(xf z+(UCJ4V3id Mij&@Y3;M){B$Q)$e|Pi@i_PO%N02xF{$-I_vX0rO$aJ2nHriI@Md? zSn@liSz__#7uW;1IEBS$9$0PO0qic=xeDj`A}MG*V6(K7oOOjLXYAtC1aKZXQMr~k zjrB4>qT?Tg=*mU@7S=oALwo!M(`Y8UVm162k~&GMUWKyCKN8ijC7*HI2%O{5vYc!S z_Hs27toK!PPz8?L&A+O+;7-BlWCMtfIq~bLaPPSf+ep7y%dprkE_f%bECW4`a6Rh_ zYU3>XYH4FH6ti+==pX1b&YB=5=BFdtx{FInJ9&InH+y5h%h(^gUFdVc9>83l_DLb< zj&NdZujpnda?dEQxepnF(>qn%TCQZTpd7PCcyK0w&scEvZIO(}yENNyAwA!TD@9K$ z{X_b!f}xzLQp gr3Htx3e@wbI!bxwDjZa~}uu0ZhZqH@~stpDyS^!**) z$*(X!L&$eng1jdT(FEu chygOOfa#zWSWxZ8y*H;YUz2V9WwlXZE3WD7a zk}Go}aIX)}NA`L47 Z5mA?9??@wXMiF($R*ShLZH8bdC{?Jbjuki=?-E84+JgHqTVBtn;*Bd<9-C z(zJ)yM||#=k7S6+B{cpEZ(vPFVIBHX6rkj8*`z5OV9D)}Z3=J9yK3MT-nZF@oXVM9 zF&*WSQ-xkWIq(|qCB$=gfY#ruc6Z>@!cks$z-jF&9l8Q~;>E~055Yl+@iqU^VdL=) z(ePGv6&1`ia@^s%ni1BJH(kd_fNSGaf>A*AM|evF1skpN59sI<>X)hY8{QnAocJRG z) @PYpm z%BLdtgmD&s)k^;Z#woJ+8-(0vfk*rk&RCfI1OuvK*9rasW%aG6c_MOA9|7r4NT(v# z6A)QU{n`CbIIoSu6Or|hXJ~)IS~EZYUJALXlRpV+A^nL+8}JLfKS7xy)4##a T72+>fXn^pq zLj3JB{#A&772^MLn*S=qzY6iMLi|5%sQwKZ|Avfze8b-c^8XWs*#7MKzcPd$Gtc;q z_B=Tdh>3grea5&AyZqM~n2EnXoLyW5KAlE;c6UWn+F8+rQ;_C-6+8KP!8!Q&-Cx^t zUnQ}pltIafUFXg3XOa2%FVKuNIl&>}atP;rRP5bDguu!_NmCyp{JASOtBEQ4(Cr8k z1#VznvVB=i4TqD9ORvp`U0_RdGXmjp(=iiv$_-4lL@i*tL>>9==|+-*Xfe6cVPj|= zTQ6aFufE&~VD^{jSzS=(wz*wK sw`d3l *7r zHL8rnQDH3l?SeKX+3>cioZsWn?cCG)2&`sj|KceVj8IjveN?0V=;hV(`;A1bh^8-4 zjn^_am7y)a*CGQZ9W(s1ae`YQy})_yKXRb=ZH-ihN@-7F%6I&j;bJ?JJ$NA`)XQx; z6l>yStU`#y
%|G_-&$cWN_K(8-5j1$vlIA~5r+{X z&|cEs(LP$sI*tPXgwpLK2vc@+ceFR`^&fW f- zF2W*(-}& EqDA5`YWOQ+X9XQ>ZjyJs}KTe^yuXzPsv4zCq9 zJdyOf@JWsjO%Lm9jH`;Ij!gS2?e4fDdv%LMxZKxY sDxXjaNB4Z7{{jEsNc-Af~hbA8_e2GF1BJ6oV(RCWQApfOPP2&*cQU0 zfMIU8w@}hZq{jY9THc8vB|V(h8IRJQEuz@=&*0plqUM#q3l=%PKEk=I1fyT}o*XW# z0RnB(Cyzl!DjvFgdwp+ajh%C6cDczZ3pTp`D=Wo_92QfxjiOSW@~#2(8^Kc8b=4j3 zM$VD34(z>%vYv^Xac;_6M`}_GeZvbXf$26g5eoU+t4|k>-GqBXm1SXlJS*if5nj;+ z)kpjP Yds1Pw4s*9bd6qvXA! hW`1H(C94jv#)Eh-jH_hg4q+-FP8pAuW zhE1bMTk$ExG;v~ads^vOZr57w+9vSB#t=(^65k15#6) Y5PCLDl}a9a}Zu7$|Qs%T;;x4 zqG2aA_pHo%SMu1g;32{de-MY7*xtc^lFjMs=!Xo&)Csak-WzSb#3&MCMD=pd-BaUb z4Ye;fF_9OQhHkLuntH;6BKd1y8Fp1-r}0mvX+EUy76`WCJ&OS-mhv^2$z>r9DhBIJ z3>Bq1v_>rc?W`>1p90OM4w2Q95e&VMvdm4UjsBE>e$E!A?*G!5FvQAmfSgHQnxY*? z7C+m>YZ%>*y`4%_hf{^^P0Tou&SqbZyPA@xLZ76f`IGQUE64ux=PAv_=%1pM>R-eJ zp(nZDPh$)!pqJFitv+~dWR28*ZLSo;muzK LDSy|tI#{t3 zAGL5vZz;~hg{m;qh|q00%)U!0f85dDnKZE*zMb@Vz!S+&?K*Sb1u8>uu{lqbp*rl1 zMUfHs2og-we1kfwc$L8vx(70V<84IVt_k?<67`-3-sz~DURW`o`^UxJVSYXC89nwj z8O$}_l%e+#P9#t9&}~(t^m<4};tat?I)(ntqg3F<{@*l}raV>O_BLTTPkuBf5e}7_ zVqUR0Ps1t~4~emjsxP6dXfxBKI!o3_Wdbmii=#nTNZUqR!QM59Qs=Ny+#FrJlN?>- z5dDS7^_#fRH&I=8vP5=M2bJL4Fh6=s{Xm`oXW8=@ojb1_9b#pzHIyyyg`)d+LN?j* zVQwh^kS2TcF&9^U>Iqj}-Z9f{aiM>V8pYi}d9{N(#y>K9s{TzyzDsBi@{V#|%ol?Z zQ1tC|<1MS5RVeQw(cCESzz--w0`xIz6p|e>WRgN?z8^o-Cw`-(EZ%$j>%v81-s%Po z7#lE3mWCko1w_Ojw$4C2DaRIE71 m4*G2B@|#f`8bK-CGfZT%{=WRW(a5s*q_cTy+dgFP)I&(|1l{H zH9!B`5w~_9cdQ~^LT=1)2yatv 6#geA ztHeOq6(0Jyt#CFG?j162L)c%pm@mf=|GDERcU*4*{wOL)8SJmWq7px`W~B^HzC|s- z >P* zw29J@cY=)1@r8>^*q{sUj?d#-pLRx0XgDf#KVpYsad*EOF`70qlurj*@8&oZk=oM^ z7Sq`CuGM~h2_QUI1kI~!R1Xx`&9mg TEZrP-Vhs6E-8m=5 zkxmlQcJuk;B0c}(=##MqZez2NS#Cbe(B~-h{_GpzuJ@w1od22Mu52o0dw`t}iOw0D zh`-FjUL&yG#@=YhNfX`qq-*T00~|@v8Onl~ @QzWf}(|<4qmTc_7o-QVuw~lmK#Zn=|n#3jh2(H4+CyU$Zs>{ zgD9Uj=l`Iu@H&xtQ6S#~i#AFQb7A+$62X-a#4*QT(x3=nWN)-=4qi|nhze`x8J$Y= z*kj@}-L&~ce3X|f^VYr?a Aw#$eLQ+S {$qxYu>Zb?&{--q$`-$j7g<)$DDAlFG6* zUtfx3&9 o-C}|RxElYdU1PUAtauEO9-w}jq zLusxVahXdI P8SJgf|XRvC5li+U6mc*P` z)umZUpu;%(7~6Rg+5DE$pKc~m@Mz%!y}Ty}UjgLO3YuNBafKMifOzOFl}t@`nS^FNlr_)jd6@A!w!DWFeKG+1kEW?Q`wYsMMIWJWK> zAB+Kv1&l?^T2jS1b+6e22&}0B8u;P$ba?Bk-PvXpuu!Kg$hHF=(JR^9rVbhS=t`zt zU+%r-N>42#D^mw!iE4XqshzFVUy?C8%}VbPyf9ic@%LQoAEa(5Gui6D4RMa<>#NQ- z3a(N-%xX>oa(Mh_>^@? WLPQx;jbY_et0GzU}C9rf_Air?OOPFa@9!Z ze9XhF{6Ni6Cb@>F+ozbu1ZH&UEKo&jgA(HXmJCnzQEBj7i`D?6`h8Mg8j Il5nQj?x -=I~|^p#TaI733>w*#tjRBCJPG)v3$EO$* z=oqsSb+~E~q@g&q>^#YGRL-4V{*I#v8PVIq%SmJXZS~!IB|{}mP>G|2Hh4|hmyc{v zIRcZ}!2DafGrc#;gN8qwR`l%amv $Ko%M~Rb#T8;V4EKB-O(aM|mD0qC{lSsdII}0cv-0o%0T|FjNB0t--VCasB z-ZT|0Z9FD~*>*4+vQdQXGAmjuQ(k?5#a1j*nE&tDk^d7~dk~(FUnBABPh=+c3l;D4 z+=9j25$Ql9t2yIn1@cLYwg}ozojy8QeN~-RK^t<382=8@9`Vl#4y)K-6{z0XR`M^Y z0!Ko#rTaA9>#f>@l}tLkds}m@7SCU6=mZGR=K^ X`QB8=>nbPCjng9?`=G zaf>U*g#o! !7Hpp#M%;-Cz^T^Zm z)9up$uDZyud(bu$x2s^+5fE}58O!C+Ez-TNhJMs@@_2K%K-O*Z(v=9QW*I46XsY8+ z6)0dLEe4H zbN+YqH`aj2Q$|NpE7H%^EItZyFWJ`CvDmTRKEiM;1FoXZ5i1YRV! oh>IML zo4~O_O{t1%?ueV%t&$!cJJz3Cp4wV%eZ(qc&t`M?{>{*`l7|lNWNKb3Q>vGZdp1Ke zA#ohRPA1z0A4OV5%ZC-hp&?<>wLz!JB&U46D|8g*Jweeh7YpCM^|fwFzQ;HJ^GNdF zvvrYNpe7`hc&=QKwM?K`vQZiSIglwU$)>^lSfwIYA>|FdQi2}M0zH}PInOtXnNbt- zf=noIG~KHJc-3K 0wT2 ~&Ii3$9}h6FNEyTJ75?CUA2b zz4yHaWk57wf)}&%r55P>5gmngR&KL-$e7ZMDd=9!Mu8f<;z$NvD4U>`c9T{%K#9jI znB;!C6;DQ`)tnp-^N3g`9k0ra0L}(cuZ(pQTUgc+gtvc;n~Jj&@cqcG zC=8y(WDA5=@AEUFR9=Pwpz>=HR08#CaauHb1-3W^i z(i&&gUR4MBh{@v)i|9^71XPvA3X*2c=3}wkMSK<&rjf4=I(0n4>^#c zx&e#d@&D>#7yr}iq|{zeMjLCG-5kJ&1?;h8=89u+O2}0e$+v`hSv$=TmvUX_-~~5S z%)A>Pn!09QndHq@b6?x^=F6PeX6F<^ZgwAg {|h2GIm5168gaP`MEE>W=(ycE_H%NkeZc+kYKe zql8C7YIL<*zyFW4r%A5|Q^}Hzz2d0hgg9-4CV;O)x6MCd+R9{WWs2t1W~!JQ5vh?A zRDWRWpvjHS*p(rRtzgCJ$o#v$j*4H&s(Kxs!MLspAMIyI1@?x^3X9OL5yhPwQJ#%T zE*{&T=cD0ck4Jhvwkrvy=Cm2x3)p?w;=C!3qe2=P=cz2Q+&kj $(wkHLtCi<45k* z4+8)1Qx|!9?Z5B#aPa3&lzowOZ*YsRcp>NhsbL^r`_&`-a*ND{V{ Z&+76+I$mG|vOII&omHcXf2)K|s&8EnTP)xIeM* z2Qs=Q0?yXdE-*?}>{cr|KRSDw{XLK?tPm#!-D@y>bc~*C$$ msf zx*mJtse?Il-=1ZLekuv&6#g ZGXGc=fhw8vX&cb5-?fKI929 zrHodT0=y_4nB?65FyJ*~EMSH0T1H!)#~8YQ06kXrnU2UXg|jYAJ#IsXJcctB@|E6@ zTVDHmoOWi7q9Wg~G7Z$$OrxjU7Hh?`e`K`T&Z_^}jea8EKSDRV$Z9=8(&FbC1_bK) z9(!3o((D-ZL;*iO35d#)^l@Rmdn_V()f^Qf&{odTh&cXKD^k6xa(0REhIfPkcns^I zmraYaQ}z=fZtYf4D(3=${p;Cxc@EJU73<6`lItp(>$zSr3GY{F&dt%f8&;(74sW0% z@Bi8-_sI!Wi>@(He_vm -vInanDz^QZuN8|Ez9&v;gV(G7+otp!*O*(23a}sVAOzL{ z<<>gOJ6WXjsGXWlI*cvN@uhs*R;jRaI* &d^S=(?=Q@fD&xH?nP93nq{)HZxG`oJ}BD7N47Y8H$BuZ-#&E|#1**&lVis) zA|Gut6Z85EcsHogbMk7if1K0n_&*7xRrwJa@~QnAw0(w a!vwZLdOL@9-vYJb4upQzLSsgJ`?F|g $~4NUeYP~FTg3bI znX<^4_D8>(@^o}F#I&UF;Rx}TU*``m|372&2qoa_aAIdQkL=zPW%O(5+0tudVVJu? zAFYACtT-^N;zaOc3W~+>=rWjAbiKlUFaiQ1A4LMfK;(n`&ZetC2dXrs5&F8LpV=SK zNO>8wXS;{yehrRkH~KJ^Rz_Qzi;Y?{g)3}EHudE0L78cpd<0EN 0?7{R*4^C+ENBFQ?Bl{ktQDw+B60I2m7F!EOUL zrl84I0F_i2K55!-Xbj#OQLxOWPPfAmBk4M1RTa1fqQ}Aw Hgq+THNXnYnPa35{OO=?^njPyq{=8UU9)B~Tzs^YG z{u`8p;m9(f;3MxRXP@l>GVF~CN7h!>a*)0bLTt{eX;n;b_M5Jkre^!!|Id?~gYlIp zVH_mSG~kT3|G-tzoBQx}XDgm8^}dJ-aXvKv&Z>C=)IR^Xs^)L1{H6BSjw6@EH(?Ag zz1OL3rz3~04+}K=jXSA!Q?LU}IgKun!b#0Yp)-D7PJdzs!@Kt)-ADGQv12 k{or*Rxk`I<|y4S*=Jlq57|2Jo!Qn%s2+5i(eVZ)-r8oiNbMW zLc)QkO4|*3a#mL&=4vFzw4gw~KI5_eag%;G0?Jx5sP0UMo$Ni*6&qo0O7-e|{zd?N zV`@dUF_c2c7Y3^E^!PS+%?d1`BPC bsw1CGBT cK#C3nAaT*KFSPfH y-xCALm`engb1A$|qeCj(msL_(Q}2G2o#?#*+BD?=N_f_2=ihSo z?d<9h+dRMy0!3NF)+dQHP)b6|1`{G))*U<7?~-lZ4USql`q4TG!$niqHd53LS~Bdt zeS?m5#kC(+ 9A942Cgv!? z2&CXrv?{w}{}G~XdLzv1_O26GEOw8PpWq997Yto%K5we7>YueX+Zj^rcfJj@^T#_$ z?FajJp58pwv%gEroSt+trK*BxbaxCf$67{8!DUFxosc)|vflAH07}hN{V*?Ug$wg> zip1)izvPOpK6_|L+6PCag`O^3O~s9Zf+Bi!kJ+ZbonT>`n(hVkkX&X)=rMF>QL!MI$`69 zvL@TFFt@iiyWq|ZB-P`s&bC^XUzVe{)7W0gTy{-~5VAF`6rzzR_r0shHamFKO^u&l z^GBHeq2zhgGz5R@U--HM%svkdzfgY%o;W`2q4mYRSn$@YJDY03620jhK#pX4+rCw? z+xoIzC?1pH_a4fuh6UnXM@Z9&6FX%6&dBST7K2lr13&Dxh_8-Ed`twGk*R z50|Ka%U&%Y!$+ju`-@xf@qsnKYTWuNQHWiLt*AM+bq=e8f3?z_y{sR*Bv7lBNb#~S zmsh< f?U9upYEN7S#OWiV0kyJG9R44{MKnmX z-_$z7csNT<2Z45n*%YIK6$*gM?4Y0*;=@EWa8#h(9$Dljse`zX?Yq#hom}5#p^{6J zy6fM#*2CF8rU4;?!Xj34zUt`i#@cR&1($?y?}(Wo*11k(iYYbm2JYwk%0~7u$y)57 zw_t?Hx =Y3sK8HN)2EnPV?J%O**x|} zg9XbMeo}K-N%O!se`g1lR%sD`F&@{exzx!SARsB)AE@{vwK91`WkxQq>EQjsxhK_Y zgR<3S=k_anpLbq|jjj_AiBlMAXWNp~MwLDJda{b};gynijpu$yyU!fH#=|VTmD58h zf^JC{dP-=l$`*E9wZ1oq$f65Jz4!ioOG<2xy{+y#%6X?IsA6xmV>c{^hb@Gc9zJ_K zGS@C)*ph32KcVYkAsDA}@#$fi?rnp#2iau@Ay}KIi}S8Zu$Dv5Yrq|ODSm-DH<+rE zG98tb&%GJ2fCu (8hDKxe8YF~HJlr%~;>sUov zIWQ}JO~hO}oQp0X`0+=t^36^)5u;S6n&qCVXf((_SfA&IH4m+#{-3$YIaUnMmaS~$ zMEP%Zd!G4b*L%L(OWzhM_%ULso4~*GHye@YY$z=YU8D=ML2%x=j9k1za1M^`0FlBG zbjZVcjo7FcVOm8&JEZ(Png+2_0$iK3`2CW WhZnW^+a0gK%u@*rwlDn@z^Xh>x~3v_G}IvAY~#SHfHJs2IK)@9KDe{3^G} zs(tIJm49`l# =c;`mmJfCBZq+mVJcSztIHPlZgm@ha_uVUETpooLUkFQ-veLVP{-8xdJPRA zu^-M$4zJ~cM6RvvV(i%nNn4%=YrbBs^|ndCw0iXn)pQj7OGR~_Pda;2+srf`K6886 zL_$r%b~!AC2spC7tx*Aw5sg%Yb4}#}_)FqG>p Bzu@mv!ohAKT&S#V3F^|j`r%RGC?S(s^3XeM#{jS*r(@3 z8(@9hRRxHF>Y o~~X zJt@THlnj4H^XBkuLa>CJ$ZE0>?Ei(UYXU1`zNzVmIF*L&auOGeytIJoR;FV*S){ zH~ew+LI~UI*_V9KrobOUMBgR*D8DeeZm7Y{wK{a_4YZ*=`DOB)#fLN-Yf2Atk@ zX7hFP0JdL@Gi*OAe;7IwW0iXk+X-BCo{Z$YqE`r}xhHp8xZ!$_eRV}o6;r{`8JV#4 zR(@f@c!M5XIlzbQxH*XXFLPzI<}scw$Ffo7W;=Sx*X(oMWdkfwqIoJPn%}>zSgkza z#1*^L^WY3Ta>pOguc)Ogh|+)L>*=rZRt$Kd$0<|KyKtXE(FFpIqTj26c$~bPZc@Pg zFWB)my| 4JK^TaLpM74UK-?R8(T1)ndA$6$@KWDgAC^Zok8>{7$MO^1W zY(C;vC-E=<4@^q&VOIwa7$nJMuKMO#5XOMnN8d?|tya$;DOkIv9qZco %C)$|j?8y#Yj_knk#CUViQ2OAu(CJCn;JiCY{zM0+g4J|OpL(bY%O6Qe? z6z<2z6t+Nh;8sZ?XJICwK#9>~kZ*0jPCwquV(3&BmJx%+;!|V@zaF0pY9}!a^VuAY zvkSlrZSwSxc?d7lq>7wd}BBtldVOlrwS4zKtLk!Xys7@SJ?RzOzoM;^ezz+`=EI z `vm#7QXSvRXK3ov*s1Bb8IglIBDB1CmbiIVMrSv`C_$I0op@5VkMn{PKkK3-Kq z4TvqtjVZZO8CL3Jc-I_Sxs}|zOk7G9AR|XcO5z^*yN^?is)E)BvsPPQjiyA?TCato zvl@dFo*wemDv8@vap4KScUNc@qDsuE&0I5JiM@eW&u*NWR )e{H{lN_KUw=n+cfp}s6PCeD HFH%Izq` zr2y}&imLryX{Q8cgo?BMm`53RK$vsqt~Z!jS;@?_AivXk$tQ4aXF g=3QZwffLE$7Ax@Z`O)dA#Qb zs9Y)b(%lqD?6zh+&!rLuR|4D(lwx{Xa|`T@W&UJFd2Z8b7B4B>u_No!Z-(&+OLhW| z?vzVN?26n>c>Fh{p7yZYo}PG>$B4ih)~*9(X~Rm>@D>g=rIV|Nb`YIXe+z1LC2K^4 z^M=E-nfo?%q`kez88G|nVs6Oo>5VA2mo=+OwJN^skr##U|LphPrW;o}Q_<&mX7L;z zYFlYKq)5B`eISvzAv68aaHv@_Wis_3GJicX6|g6DbtdW?zKS?wKER(!Z7G|7e(>lh z!HIZ$muSy7*64?6o(gI@mof4H?lazgWz0L E2BdIni$-YnE(5gmpG|`zb z)hJm@wMDhpe|J`^aKqMKRsGH#OIlP~61^cJlzg^b8Yrjep(wayhuqC1Ezy}Vb&?C_ z>$BOrenr7#S|*Xd6D&zTx`tJFEZsIa%jwll{Q`!2o+ueyI%4fUf6R)9>uIBr-B!T8 zTlHXo89B%) Hl3Gzv~}RQPlAZS?l$V5 z&%u@WT1&W8@mW%ywP}|X9G*Z?FhP+vPq;{Kz+;OMqFAiHUQ%{AURy#eL{3`=+w6)O z91K9xF2Mzoowv9pjhvIF@*Shg4meE%rzjg7x$H)kPQUFIK-Mx~IkuXjMLtPRs5yea zB6s}en%$*Fl1u~rmI5`y1Q9X`&I@k?VQc;QGiLl}<(K*QTO>yT2I<)~ddq@@`$vKJ z{+feKv16~$y!sINwwn4?uxk&4wJx93y7{ k{w4!=%XVgVPS;rxEE}=o75tKIg_pf*xfA` zzKCXiJ MQs0mlwwi>Q(Y&*;!Yp|cl!cExSO{K z *h1(W)+Ey*{;fP_Aep8 UDEZ1z^iVDQ z956#W)|YS-h|Na5O#s41yeM6CHJ;^{m90PC^<#eUR~@Pe3M%9q|J3=W-obW*x>&_V zf5;Pbxlv4mk6lZ7+l{8f;-M8~U2~F-v^H%5mXUw_{^1&cqwg#lMj5RF0i5kzQrR=T zaO?S0<1sPIP5TmL?iAegpc&7U!*V=yZL{^%B$JX|0mzOH+4x=3_bn!Pk>B501jl0R*GqmwaVkyDw?2=Is=@~tO0;H&Y z^5|4PN#$a O3-ybdHl)+a%8Bxx#1ZwhBs4!oFDtnlt8Xf z{Sn^QDdVpCa<5%Ku zvzI !!R2iMU^K&0@3fq{pX-9yXJA#*ieBN!YQ@6D0@&-_bYXx6o zZl@l*R(ywr@o0w>lvF7XkB<64qoJxy^rl6`e3fpT5YP7_2(ix?V*k^Ch!2WXFT^ro z)tpsc>_F3~OD62@#WsRS{jItG*Sd2u|bcM9QiBy%Sax1pXzX|I7Vmm&)b0b=Sz7 zYB_kx3oob|Uw}&L%t7LG?bq^9E3T^b8( >^oLc3W!&BYtWi}w$B@HGDLtYR-=Pt3mol@U&avwN{?LLa z(kvgc1Ab-{_z%BqsMTlCDtw|UAbN2=v$aB|FTOcM#E)Y^I&
`R(YFe zx@mVWgf9n@&BK+YkmQDc4F1I+p*W>h-}UXy#3dAel5v;|E`tdzSMbr+&Z6vNoaaW2 zu+Qh{sRi6PwzrcE9td4zv;VTcpUG0o%&L$9uOsCtB&)9{7f1%fr=%Js=;BHf&Z{fi z=^?5rjVV{XDx%d^& -B~;$g&08&XwT|J7s4OM_QiJ2DzTBx;nb5WSQBNBT*v(l+por8RzV*-zp#9Vn z0P#m$YMc&;m-2eIoIWM -r9~F;_}AF> znF)YL(J$X>Qf{-Q f5HA@HQ1vqx-Eu%r&o4@AaD20X7 zUmVS^ioET;C!gA4!#q6C#`^nNq#S&YtYJ8wsjjQiZ?-Gszv{hu{Hf_BOY(mMU<@a$ zY=zo0Dmfj4R?KP?ReY5a7?#DjL& JDw% zpG|7VoPdeRS&2U@!gm?K(377^_MWcef)^dAYP-!)wEqI9D%Rg2OR1fAfDSE67yFxr z wRC?xA;B FG;%ciVGl7o{!FC=M6^RdR0cUOK3Foz^rTs)Sep%GJu~PW~MfY1MG6mx97R4 zH8z_QN-Z;e_QofzRxdOd$2xoXnWis;H7SExC2RkvT;+t;IDlNSH5WV-ba`hWRBX>c z2o+O9UcGkg`XEEXuvwpYR%OK8ucxwxuLgy{7f(0Hz8vR!`t$2I*}WnQVvvIkI_cCM zi7HZvf@BFxCXhMo1{C*{h$_OM(t8E(1cSFo!k|ocjinMF0jj)Z{9^}(E6WVLGB0<| zSp|0KY?{*vx*=_QHxwK44knVDuRM|9kp~Z^^^50Qm3zRS6Jz+@FUP~0ekL6X<*Gr- z)kdY``mSTeVt{kRmV(~(Z3>7!5HjqOv$+p3x7!t^&3W_}DAs@U+G#gxCsq%63_md= zd}e(P9i=y&7%1|8LiLe$;_^8FBz5&{L_^nF{oyr%J?R`rRe3ChIp?7Hslr7ToIt4O zWAkufRv3kBPnXgX^DYstD5*x)?N=+K9?@WQ3Ryy|XefQa(Ol<%$Gtr=j~pA?-;mDg zVXVe#|?d<}Oge+WYld+Bzkw!{Y+fp6XcmnBI2JT|4&l z<_-RbBcAR`!=bd3A?I| ^gzr*y#jxeKr>L>RiP8~G^Gu}`(!j(frMO6Q0E#g|f-HdZ zkBSXfLpsA+gJfpCVtwIBuE>f1;UE4z(AM(=EjML+>m8%_UB}r%@}VB4u-Hgqj)<=V zTl7@29>gB8e3N7Atc;u5o0^+?&hJv~G^fVxRvHayQU(8VWA`a!-EaN5L?Ef}kuCmy z?9JAIFS $1?3 E}xZmuhzE4Nf!4l5X9!mfJ7!8*G=6Vz)f)47$MFrpox H7X)b&a0s=Fr-^m@!0(bA`&5^N5aeP(Www0*g>>Bl@s}k5RA1=y8ZvnTLgLL*p zYOv6zWcV~(nF}SKK>b}|2_PRLIgxO*N+PVzE!$~LW^mo`0*OsimoLKlG(dU^U8c_G z*t@PwhLirUjvY|`tCM&+qL-ni2Koq)j+@p*kFxHhtb)ZilNS(AE8zt23*}qqqn2}u z4$b&$Q0ezDw`z1lMeuCS5-E FutYP4*n$?ep(} zt88$VCi9k)0(J{z46*}!^~>~3y;ycd-4 SkFYZi+>&JZ`GRn+ws4ddy*sQ?1gDyE{f z?h0;!0?yyE-bnI0>0Ha4;-bV11z+zcbhj`!Z8M+;;V&%K>R~%afa0$$$2d7BL`3Xm zyMu_ZSVfgMTkUundX-}aRmRgbCJaJV--PW5`sOE}uhwtg%F(3LXZg+&m 85eDglt`bedV2Ra{~Os(#4)1M~&E7-l-3*a5r)Hg1RckbXgeOJ6j zp!FPwbD3y=Cx4J*V5TkUa=wEDA!+~fz;#YX7Bu^XZuF DnnH zR5iLB5@`v_RV)twIyS4q$hwvuo#RK(e$!Ei_T4b4j~XRiD|LTaczCk}j2Cq7?NHkL zZ5^2|5u8Hm&p~HZJLlLAM{jz&Tff8Iek$v8rVnm>lq0EX=c8t2gw5DlI{dr^CM4ja zo90lLw0l^Kt2toD@F0&_AsKCuPS;fx8hj!#Q?~8Mb!}H7Hti6!=`TzI|3GQq BA{Vxh$Xfi>FwTPJO0=_=(+F6 zA}{=&vH~G#O!n>{{n@HSxQagd$=t8pHMB(j obM4Z`HR8hC_1XKqqou^HGI)RnEY;XF<(m *q_F+-bgV z4L*z>@)ZGwW+?B3s2))DXW9k_
*>t`Dc#3A$sCi&}<*Rf*P(ezzUcFG!zd zTq6!vPR}lUd2Vk5a)S&fu|N;(Ff&vZt|B1JQjS2IaC~HSL3)Xx<)!!Wy)I6*?A;oB$-{xy&JNPl_ttYIL(s*ELprSvejMp> zv1l)Mxu775^*}u&yy<&@7{Xyl@iGQ{ZTkezZ({M<9vH&&DV-WJx39vil1_{2K6umb zz(q*P`OICaMC=a;oenk_g-47=VOd^oUa%zz;=>X?!v1na#P59X)Z-8p>H3$Fc?z6Y z@Odf=qN=avS{>wFlf}{Dp~4>!Qq|uM^SMJ*d4IH`9&EaWwWkuxdnQy5OqRz4j6fRJ zu>Q=lbz&M)IIq;zFd9qStYp=5K2V)G%H8B+&!H|=g2KYgNUfFsE~_)TNeGAB-S}Me zAGXri;u$`uDNQ3IxZ8D?E`!UQU(^)jKk8>f-8;J^ )q=r4vG} coy3MuZ<#cxo z(S1cmyv!%VPc&)wXf5#a)NTK7hTf3tkcXR-()KeLT)@kE7K8{f^pSSkpWNYx3p@2| zwnKbbuUY%DVQu;B`)Rv%FqD`m^~IRnjM)>Gi|*^5pT-|P6W^)`5zw(=tr|J4`e7{) z8W{?haH#} RSXotsN1tx&x=x7F?KOpKzbu5JRYTnIkx-&A3tzwrXJ3hbR2-Dtuf zMR&R1Rzx4Y1iv;5s4;}@mP`}mvhHMMrgD6kB7nShcX!uvPOGG2=}epFbaev061j}U z5AtNzItHufT;>72?4_|}CVkHH@i)=dKVc0 XdQ$wXIt=w$MyWBCYQxBTUuy^fu} z%dG%@k7W*=!oR!4MmB*KseKx=e$6T@(C^-i!)r4?CJ8!FnTreP5KrNbh`>pi_Kt}= z$!R-Jf11cd%7)zLGzGA%GZB?7v`60HPU%iLmnRUW`c7*w{q*rY?yo0bv1}peL~gQ~ zKK7yc^=*?Y$+&ZZ2EN-M7g zBaX3rXHS&_Ku&-)*=hL}$&yAhbAmXU!acYSySfA5gWkms0Zxw#5g~;&d~7ZJUPsNj zLABn84R!|=aFX1+PmI^svmq4MAwCOHqCp4uzUPC_hYJc&tJrRb)EF3CA@5%%CIXh9 zZvX@G + ztkSZj2{hc?DkC!131r1%HhiTg;k%vS>=RxVEfi;Ib=vskN=xhyb@u&u+}o4X?aHS1 zsPiS$Q*e#`fnFX@G4O%7@jgjvmTA+_QmG|wej7V=I1Bn_>wfp?=})H9_vh@S3w254 z3%|YbZc>~@J^l^~9*^-|XEE<4TqL<9Wj8t2Qt1x_acCo|KS7=q(!9XZb3dc-wC>o0 zKErqqWW%uJKU|g;XFTdNqiNY>xdOBcK7GBv)Z+U}ettDD4U1v1fu2U{Q-uBNp!1ah zc&Gx#*HEhj ;tY8H}kYcSer(XGfy==umO!Kc()BsM@mhN zQKQOB5#+3f<=AXDl>? ji7oTYpiW_sMJQf7#AE z4+AquYiVag@OEgt;;qY~2DwWs2U7VMx!kaFKRMDw+bK-`uvPX#OS8kl &n-Lq>$ zHn~{^tpX3tbMWh#(wPCJ0k$Z|sDNKRXiaR*Qi>fk_@6YQBon%%*`M|XjKQi5_3won zjZhROcB$5`i*AhrXGe4mAY@e%j?JjG7?3q6AHSa1vsYMnjn=?h6Ii$$iZ)7fdNpiV zd$;U|uZl<#1>%{W7KF< qq|b0S>xf|vqVyNbQga6|>6b=wi3NM6 zA643V;yGa(x5P=~gLu;IgN~+$0JW53dhVNxHr39jE_*kk92@7FS=(zg@+5zfzlfFi z8IwiMf?cfR19>)){^S>ixRU9GzPHifHs5pnm%N`bKaf=zlSUB~`-%37<*{ic12M&W zM%aF7KGXgcU*}K5;nG VngVNFids5{ANB_;avEM~K zKwX)X-TU{;Q{u5tPLb_mBA4poXIXn+j%0|qkL{d(;)fR3izHYTo&oG+d{=^6L5X3Uz&Id3nV=*zT@JvBN%oTz8+^zIp z-?=lGyPa?9_Uf%&Z?+9h*(!YxO>kzsuIjSoEsV0qyseU@K~%*IBYvk16X*7-evsxZ zSHA60q(n^Ed(D>Suc)&k%UPUI@SDCLFO@w-Z(iE{ut-4@q&D?un@-Z3wSgWt;BI zNw&8QM7vcHR8A31Yi%>_G(^S$*6@HtWTbtb+D`9}Ovq?gJS>8)8&gjdD6~5*cfSMO zGrf 5uFq~$?@X^89)TxnA=0b#`gQW-2*9{r zZL_i!eLqOTE!s`@e)qJ#%4P<$vJ<4D@~!3LiSG}3!)X=Yim~iQA@1LVJ1o(GTBdI8 z$LUJf3Ydy1@Hv{VG^Hz^+1#mhZD9|CwslQYg1I|?c>VX$^rCz?LYC-SKwGN8%x;l^ z*v@&IsY_2=o>FVj(}W~h^7~#qZ#+22oe6KLaCLdu;O3XFh`yJ;BldjH^;Yi&l=(?0 ztJNYKuNrYxh?|e|;*~!J#q$p@d7&)sn29#qm^Igd*KdEk(s`|=%0u^+Zfkm%Hr^hi zPOGO=O#7GCFKxyRb)3J3Bxy>NtI=a_bYI&@fB~Y)UHq5^o_F?1d`mI@K*6b|aI2TW z!DC4-yo-P$p0{{<&&lMXXreyeXNs8V21j=dHT?*$Uwq>2FO|1ipwq2L)qY#4sQiVo z^qevLp&v0+H)4Gfe3ZG;{(|PkYU(8BC30Ji=g+oeqTLI0fp(~F1t7qmcD7K@%<%@3 z&qKm+gZ{ZH;M-7hQNJJmY!eS#;%f+koY@FmEJm^1{=%nX$S{AsHg}2U> JXUP zl!2;lqyW&c9yFGpJEJ(^(_9fV9hPdB2mzdkcrN08w8|TCkBUCn!aL-4vqCNwyj4;q zd*4jI#dpsUjIMqt)b|@d_~BRVsGt++cLt^DikNsl!`rhPAG2Hods~ekK5JqRB6z)S zhat^ I_5QOprw=CnN@hjpx&JDn zj>ONzkz)0=0%8MVrXQ~&UcD4;#~@OyJVQ+|Q|3yxt>okNF}VMEojC9NqpTf--}V9d zh4N{T@`{$oD-vwO7^$}_`F;$$KM$XW0oY!=)9Z!d%@b~lO=KH52(koJQLC|rM>Ax9 z=we!4UC;W#rp-0A;ZUlJmpPX_m0EK_YQzUOo+lSA8@HT)JrCZ8#y`#%PgI^8{&~c8 zE kW!`HI>aT4NY4-t1o4k>$v%sX~NaJz+{Vz z;#%upC{P`%6UmV@UYG0Zq@ES>VrUk+#hsTQt=0XU#k*#yYGFox7pYAJ=^BV!i1ODC ze;K|>h)qo5LYIMi6vWJo*01<=;uK}eoa|=3v*m$Fbl9%xk{gG>NI2Xt^%+fcn}V0d zF *`%l@ zqHjONF1zm$=__t8=qah`rr%2q%{j+Cw4%sK^6EJxCH&Fs+fQjpuTKF^F@N7H*pKM0 zPi!3jT6ES%R~&xpHJ)zuXC0 M!7h%I$abb>47{ZP`;f`QV(VZnUpl`9N5c8apkP zhJ~kS0PS#EcVScD 9uf;0yPR0D6q2kWCcuWp&A7$qyWNE0;!7&4qhYW9uf?0y?gf#r`&jw zgFq>I66C^0N~V-9ga%;*7eb6DI~d&bgopA7tN>k@ac^5(SM^B?0w_`n@~a1q8|}Go zMwbe7=;*?)qvN>5@efLa YYdv J*;o8k#ap6R6 +le%nf#R2vOM<0*8U80-Nji|q0uLTPsyfET`On&==l?Ot zW^kro@m%p>LFpQj4d5Y19m!M1O&E{ Ac{e&;|=!?EW<=hg3pvZZa1hiAO_E?t~gbnRt*(%*~jki%e& z(T#fn lZG zgFqbh7k1ym*2!s;nKA9HOz1;L(L=NlRG&bVp}Z8Vykw!>xG%z*L*`C>(Kp7JM5!p8 zc$D!i9s_O4H8#%7eJaovElB1eRg`F(@e6Mt4!otrC@tXac`B=N3`S*0Q$FQ)I_lHb zi^M!`?$h>*KYV0IkKZa!E4Icad)T&1er ^cjka6vnY$2LzRbKa*UC5 z)mJ)D<>R#0hC6iXY`y)mVV>?{bk}CJwe76j@^!Y`S=ZS)Hx0JQwf9U{?o_nV-glgM zhK+EeTWgokE*E^oMy(3=rxi%|NoS19?n0`#+u4uUX_w5jOU@coaT8SRzQsXy=-}Vm zpFZkTWNbsWgs*3M8F;PuF8ow+bu4~MnZTF5yf)>;se|v(VYH3jIHxj^cKXOKuCf;} zc6dDI?ZOkNeuYzlL%}#lQ<4FkLRwOn7~G@_&;~pmj{yPskLScYd0E{^PNnD-0m|Y^ zA@%XnZxWgpa1dRK8e5K$6ivsexD#GM#qhRrU7hXp<;!fpdk(fg%t`d@7@zQVf)4;1 zLpMR@Ty)la#r0Yn)>it9X5BZPBmhnYPt8I5jqIWLs=doy*)FzQ(^KTGE&L6{PRx zaEx)IJoxEByMDW>OFrRJr*wW_v962`#BYXIvuDqq9ez8rX3er0GiHSJn!&A zxwJ->nYYNEdE(!hqR!aWc3c&D;zS4Hq7yVFJ)GW)D^(BeU zVL+T+QTVNYK58#LHOrpgcPrbVYeh|@l?K=Whizqly6VwnzL_Wf`R`|G>joO|`x9Mg zjPTN&Xpr|;*RfNB4d_3>X3v=&6ilA*!WTF_D&-PfmW9vKa9uHZYuj0O-DP+8uYG}R z#n8K*_0n$-yKvG7+xxuMnB8` {j)_@{WO cI8AX$M-Bpl1^fM~ftE-rY0BUyss00-Y*?DyKC<8fk#HzD*u zwOlhw6HYNKCj&^MPx^!Ic;YIn`f9ftkhbG?)9K5aE{&6+yWg@xD S|1Jo9dgoS=;`bBQE`! zt9s<28>dDw#HkP3tGOBlY7}Tnfhvf~rj6E8Y7|)B6p-LRS?bfLPxu5juajbM<8&K> z00Dt;>0IZ~@9#o@P!FhZhg5L8qzb~6r$REgAwVd{)1It+DuiQ$8)GePGYGB{BIGp$ z&>X^3jy~kdg)t6va6w5a 5W?*@DqW>C_o|$U#-u1kJFA?t0m~>0tN%W4djyL%t2=;629KCw}&Xy$~6y8H4av z7zjNW2avJzJCqZ>6mJd|ekIM7SbBPgx&~XT&sx@Pjc$RTurcH0>jHn$3l99Y0`xHW zaVfQ99&iS4{3_%6?PmXX{{_~6r!!U=lxm2y6$;eZ9$%PjcHa0FBRpc#S+?6s{+K|E zk*!j}u~&Y!3SViRZa048(ty#A?|9LEJZ@Mn?AF C8XgQAG{mBy~r=N zmA;2AsrKWxnhUEBwHcSA4;kBHgB$5`s;_u8AkEWmO184JQ9m&*N?U2L?@o64`Qz-M zGk=}o%-rJmU;$y~3@E&T3g^X}lWy!8Xpi~A(VyDaToG3~Vf-eWZCHg@OBdVyzxYKq z_GAtVYhV3?m-2wngZ&9_2XL4`zirA1Kk$t`>8yQ~_0>Xgw3lqW#MQnaZKyw;fP-du zemn2K|9&|A#_vfqqMe$nQJ_YF0tISDw*oC{p;dqaFnELljxbK~5b-}SevBx5907wH z9)lalo?-s6QAL79Py$58Hubm21udIuPPA}@nm&UtiwrXKi$h3JPo8vzX_xTwaNxw3 zv1mQ(!~4=nu?z=K3j)&1HG(s^W;oW{USIs8ZJhHo{H&)QuqPcKZ~?CjpJ?F1NAo90 zdbNeJa9}Q&Ydpp_6at>e0a-Ir7RVzEE}B13S3DYqS?^Eeeiau+3y#7Q{ODH-Ibod2 zKp#B#kcJ~HPdrV|(rBY{qW4KKZ{GIQRL-?8$IC&urSA57~?z## Zsq?j@W;wJ#o`>f!2w9 zNQ@UGz&G)vD-2H)Zxvrv9(79d{6$vVc9Vf*<#LOs-*4AFk3lfOMe>kFg*PzP<4QXe zo^f5ufV1!>k1*pz2jFBAdLOTu!tY5_8I7N^IK>4+V){pYhiKY9^(5bcc;Qj5jkvwm zglSX#b8-#QN}O@1A0XxA)xPjid}YGEqyNXwANPb!`pruLZ|DWyI;qHbpsBp#9Xl2b znHA&j{YW=tO=!N5<*Yg4K%8ir(6Yfc->`qh-Kyf^=?~a1p5^zbl%`Pq0vWsJm$=>< zh||@A=A1Ds@rQ$p{p+ W$wMw9{`#xYS^c0;@X( zYDTx!eFdyy ueq!MzTryInf-z1H;SxcWm9J8u(Z4vl*q>0TuYjZX$?Kzpapd8Ni*~$fTGw-s zePXlCZRE%;Z0#O-&%(cFxBfi27+?L-m%>0fr712b+=%B@nbaQ;1puGi(ZW}1>x02f z=_po&p$}_>I)RQ_A0AhG!nI+OAvs^gHJkpQe;3h5ebN_-2~hn)n?M(bF`Y<@>xDwm zAL{qmc7lz}_ujC#xWFF0GkFy>;L -FHzY_3<;7~@vr zG{P}WC>P)JMw~LGw4)AB#`C%k{^U3q@BNf4YYC4*AO65oV&Muzfeoi7JRL tUS68P}ygPVFmCQ0X#i&`&USq{bqZ15fg*=`gr;jIL~;kC-0xO`kx8tJ!}w z+8X^o7uw-}J;-i+E76I-S2ScSnoEsAFn`|#y_t1JpU8CPjy~v@{#hG1_1oAu*oO4a zt5383Z!H=E{b?;Jthne9r;{eH--$Pn(Tm3Gd`vvF4>a|0m0P2XD|YHreW`8Y!h zup}8Vd*s4KaAyUg$y 89k3qI(zfRWO$BE n)Q9WcNK4H{?z`t-N%UGpmj8tdB+ z-C%!yKT*=5qZFf3TB*EfrnsPluHu!$WJ5v!VGZ~?k>M>iwvor&;zcVUt`zqe=aE}& zSUGBG&AA_9YAQJT0}q^NNE%_B6ix6@I$`+)-%vD5BX9h{`M)B!c*f)Q&|68{!sXFB z|88S8-qn(oSIBEssQ)&0;3mJc|9ie*bkiCTjN8*#l@~s+;7X&? *rbszN8g$+euwZ8jB{-0d`fb-MfUiwZ?l2p#^yWml3~!# zPX6t~cGp^?t#;lmBT73CEV5UpPPes349WfaU&BV@?8>nd?Sy44oa;{8H+Nqc+!oD# z-xhW6Z4GT;cFsJ0m)v7sH2u$Z{*>aup7O)n?YL2g=cB>E?d@~hnqB;8VG~a;@GM+8 zUaIs^Ao>&YSn45zx{uzy3Rf9Sw+A1XWgT1|3Ll{Gh|>tixJT$U391dX12a}zq`|}C z@$hLpuf@T?;pL1C7vzb@anx0MNGS6smIJhfrytV!r~@vM-No}!rl}Su2`?GkXus6c zSUi8=Lp@+V=Q8Ryx7)yj_N$VN>TAbcd9giqz*p^+65SH|HTtPGjU$Hn#*oyeJs#L; zjSy$Hmq0ABOj-APg|q`Nn@X+wT3>6zRmutu5%LRl~aCKqM>l44Yi}R8mv)Zb)Z0Q zcCk7TsW!$HM*%VQnAxKkb@OA(7} l1}WMLuU7gH2;&ea z3w&ezk$;(xCow2o2nF)9`l(O}_0xLP6<&g*We!1-MLgj3wC7geadvCNLv}pWzOu6K zr~cq^`@ywO20B4UJPvxu#{!zXa${Fo5bhMp j+4G={<^+ zOXet{nP> _S9-GncYewj;cv?$j}44`%0r=?vyzw`|o zb76n`*Xg4wYN1J`-lOc=e_Up3ZFNeMtXe{Qqd=WazsJ7@xz2ZOw|obtoG{((kV%)h z(QPT~X2LZ#cB5*T$>!OeKfm3!IytAoX+=!uE?3RT%TbQ!Z)xh1e L4u#L@i za8)wKOUKz_krHO2kH;Mz{bFuF;v~O;M D(nC0GKhnR)(Y7Q zD_yWm)sPhO)67tp_GrgF*UmKh_?(F0ZJ*ApbN5=e<<@Z8RJNu tf%k_g}-LXYZO{zq|1{g z4`0%Ki^8|HuyfDNZR#1L?FWy%)7q-dmhV0CWc$aJ6PnGhWwaj(bg_r+)So zl0 zb(meSl&j0GJZ+qt=BnWQ)YslWotAquTLny(*~B?#9b~!fnX@0atIxQ%OkY#&l3zSr zCcSk@-8b3C#`P>b=s{+Pk18C;B~ySn#R-@4+mGBRk=M<5`33V&G6hHbO`In+r%A;) zHW>pl-FDTL@p^#IIrv6bA-Kc&K~xIN2@2JdTsW3`~Fdz=0&aL_0#pi8j_w7 zhh=!1HEUM*O6R<}^MVoSqxs3(F)iv+Fi^)=7iwHt5mpt>Qbfp#^QTzA;4N36rKifV9Wj;<_KM|6#v2(D!d# z1H@XRPk!MVM~pi-*IbPP?VSQOqg#8Q;Z ln`dsk=9J^fT$zkdA!(_VMo zbp!0%w{P~r1Q>Xi&dFw%4Ka#G5SDDr5uomAS8byZak`Bsni$*kDgpV_qYe6wz3NIZ z0Oc8n!aylxggqn4(_q^J{NQ=JX41L#@P`SFL^BynM2{G1*qVnJ#(4@?3OV5>B~l7z zfPSBw)`jL7yyfG$R#-TKOT);CcI T_Z2CX$v$s-w^i))vi8t=O*{043#d7@VZM*KjMYib)zg@mATrw}} zfbqvPifKh29{g}|yv){3O|}gBNjLEot#NSF`l@dz7}rS4(o>_G;?)wcr;PrbJ@9_Z zP;W`8kze?MT{E^NC2M8cG6gz!>FGw>v+eQO)fh!Tn{eql {lB vT|v9z#m=CaSvX49dQq5#s=3J(GSGm zF}k4_a^(mg) F~9e+4iyuOq-glf7Vn>T)A?kYcrHd*KN5r^&1ytjKQ-P^7Rz-7vE#)LAD-d zQ-(UwLWVciIP{5iI2qnBw)N}R*9Q1iH@v0P)eU;o2R~rV)hMvKQJ{+4e{~~WZM-d^ zK&gO`B1Byo#t6fJVe~!y&bEI2`v)W2I_s=sg9i@|#y4Iq)svSX5L{X4?5`9e1jOuv zu=I9lOP;pD0Rb`Bzf6k3ji;HhpooR6>H(ML!u=AdP@{c3ZDvYVoR>DV^cI)a+se&* z=ZQbsmnU6nfB&FZDS`GVcFYH1=qOqMaio=_X}PqDN9p%(A>@N0Hc~n})fMh 6@_91Pl3HZN~|x+ZA8@q~(8E(`@#$kK5Bc-{XI}E;Ls4sdy<}h>Mn#3Hg3may$m` z-{hEaHdKvN4Bxhg?s`3Y1;INBEwQG#_i)aff7^9;zg%(asyJ}eZZ^!<3u`9)etn*@ zu#ZLaLHSa8sSQE>-YBQvAFvuua}z^w16S5OUhALrr!+y*e5$JCZn2#X{DD>PEJ1HO z=DL4a?Yvu+re~FHrl(_ei=90s{VZlqJlEdsXq!}~jSJ2>EdPlw+I{D4JM}z=>zn02 zLsACODke?1=Cd{|cYCke^-KLM>=gU)9WUnYWu4s*vaOw;BRAxNEb%z}Ee?y{scZ}t z7T;Z~XTFc?n9Z`6{xc)v^X2$`NDJp<3i5!ovW_wOc%)luEI`Q>g^9zzC3`r{gl>qg z7-Wg}!Nv2ucE{^*^0BNTtP^cI9VbY7z&*tkTU)@#ztD #u18wM&wXXFpoJ2d;A;!91y)eA>3n$(<{l-47&ifD^s;77 7X%F-l?r%#CZamGTZwXW&ILfCeH47L=qL8IeK@o0|& zAZ8wLVQx#tF8XRc2*v`pQX(u~G&4~s{lrwfF2GTE zHaE}0i~QaLH?-Xk`n-MjhgaCqyX60Pg2waoeSdW2C;6u|Abkrj!P5LVuCQ>1-qh>Z z@nd$_UK=aBV))@Re{FKN4s#h^$DTbq7_1-u-f!*AihD>ac3RK&7~MCU8`e ^E5Q+bd2_`>GT~>s@mroS?gKma$D68X&)gps4z$rg}y B?T!MsoN%E{)jNE-MmNO1aPz6fEsQwFChXX+IIY6i-B+EP+->$j zg$=B*YGduh{g?8tZ42>u|B)MQ@-oW) EkJ+Q>sGeW0Vdi z8LGG-@<{S2r1?enA?^>Y>+9WsQiZc_$(r#o{QaAD=tU1!IG8fk*4WI>zUZhj8O2G} z(yg^-N`C{$eCb=v8~X?zM9yuj!us!0SpThE6O=FKp^nyXOsVF|Hu-J1UKz&hP$%EI z_*#*^BS<~1``E}#Iy7Xxv2WwVoA!4=-ejszjdzrbo$AJEwQ!9B?S%q 4W_KqY&;1G2DbF{2+SWP0SFT>6^JqRLHMSENXidJ13W?@^y}@2 z(NjiY+94lb>Ljd`M?Ic0cJ!x~ TV?%06Lc7xkTb3O{RYizvPZu$GMcHGvzmeSU;vo_pi4{Lbr zCYztGDbXN&q13-VN<93=e0*}ksT9WfgsInbrK(iRq2`Agng^ibp&!RT#)mYGg)gC1 zV?z@ bh^ymnYT &H* z8uIDm?Kr#Cv|=V*cx)B!y>x>6DYtVc-`gfAKVs4;HY)#RZg%r|XDoBPojZTqe)H%_ z_CMR@>u|*WM_BipzU^nr5?Lf(1_FfPTktaUEb(4o?8wIn#(9;67tvT~PrNhcr^3-o zq zpdD9@hyWcEx+K2|g&Cjd#~cU4 zYHmft*S|Zpt1wV=7N-%Gi|e59C=LYYfUg%O&Wi2eu+(WyuGw#pt ?CZb@BQPi6X3m^xANU=4ANh$v+6;L5JOE4E z5I!|nqd;4yK+WjZ)@QH{;V(ui RKe)}8y$F%uj1f_H#QFIk;G}Me1o o#(9i{bk#lT;B9gbZt?WT?V*{)8<-`oSSGKP`YYM ^4^_Zw~?K8%>=u8;uIg_B>Tdc>KK3@@KbL0u5wf>kI>{}w=bX3iqu6f z-eD7OS$YNdNv~eL?8=|~**?GBA(m_E`i`>Ww(nsVJ&?T4R@yWCN<5b^n`$6@Eq02B zyf~wx@R~NHpY!uKlFGCRPZf_ i2hK9e6 bQb&E$GPp5STk|88hR<;06>8Vw?zr zOH-|^a?BVf{at$Sk+#jh{$!u3l8hR@{~31VlgHTg%hm2y(0>?*JhaoA6kUlY^H@2p zlA1kjT@DGq-c*NB%ghtFl&%@Y!yK~K{U2#~rBM&Z-bi7!8{%HJ>lTOFiTe&$a_iyZ z=j@vkzirRE;S49dXkUFoH}-VIWpu-^jpySOc)f+xdIV}UY7}TY6evE|*>>=*VcG^M zz!O5002nRr_VZPnL4yW`_x(9(gmTFf5Z%ocD-0ccGtNJpgbK qc>~?;@XMaIl9vYaHd?E{%29yRZqHN&tBuB;W_*X^xSNi(A=PNnPq|HQ zBd6SK>@_xKST6HdpxFICJ7=ksLto-*4Se^1{><*3mY3(&+0KWJ&twPu3kQ@8io>Mg zapJKGhs3J 3*4^$mo#O9qJF3yr|1ks0{ZX^e54G(3EpFPV1D%cK`9vbm|D zP524MIL5fd>B6ldn9d#ZlsuF!oNkNd5aC!a%XBkO&n=?70os=wO!|GwCXPM7iZW^q z8++#Ywq;7BFxM3ktmT!oPD){*bt?B;-db}dKe9L9Dd;mQ6|Z^HG~PH}Vdckbjx^So z()4O{2K_feKEIUQAFP@0uU4mTB|$6jQr}tso<<&P1fv@~jr||@cH_BDD12za_kYlr zvNczuKzpP>&FI!1XLTixNx~sULCm(^-|goWQZCixzBUYRyjIF-H;ip40x)C=a4CGW zB}TqvabaT(L&xYQ!<)W7B|`!E^c^c3v?(vfE~tJa%$5b?F)B=3p}iEMI7^7MburR= z_-H%rd*89~TlLj&i-aTN7Htu(Qtb3WgG9+q1gdBfXq>gyz5?@}yVbsZfAVymkug?5 ztvS(5ag_-L{ZDDW(gpWFW;a_ykxJp*XYIk47KOg(4;&Wz?<(9`;)XX2+Bou<(}spc zcFP~0thBeRUY8-GY`Y%m?