From 195390f6f073707fb8282262d6c15008552a31d2 Mon Sep 17 00:00:00 2001 From: Max Jones <14077947+maxrjones@users.noreply.github.com> Date: Mon, 24 Jun 2024 17:07:08 -0400 Subject: [PATCH] Add new demo with timings for each method (#133) --- .gitignore | 1 + .pre-commit-config.yaml | 25 +- ci/doc.yml | 31 +- docs/_static/thumbnails/create.jpg | Bin 0 -> 31001 bytes docs/_static/thumbnails/geotiff.jpg | Bin 0 -> 23850 bytes docs/_static/thumbnails/regrid.jpg | Bin 0 -> 42707 bytes docs/_static/thumbnails/reproject.jpg | Bin 0 -> 46124 bytes docs/_static/thumbnails/resample.jpg | Bin 0 -> 40964 bytes docs/conf.py | 56 +- docs/examples/geotiff.ipynb | 396 +++++++++++++ docs/examples/pyramid-create.ipynb | 179 ++++++ docs/examples/pyramid-regrid.ipynb | 751 +++++++++++++++++++++++++ docs/examples/pyramid-reproject.ipynb | 743 +++++++++++++++++++++++++ docs/examples/pyramid-resample.ipynb | 763 ++++++++++++++++++++++++++ docs/gallery.rst | 21 + docs/gallery.yml | 16 + docs/generate-pyramids.md | 47 -- docs/index.rst | 2 +- ndpyramid/resample.py | 4 +- notebooks/demo.ipynb | 281 ---------- 20 files changed, 2961 insertions(+), 355 deletions(-) create mode 100644 docs/_static/thumbnails/create.jpg create mode 100644 docs/_static/thumbnails/geotiff.jpg create mode 100644 docs/_static/thumbnails/regrid.jpg create mode 100644 docs/_static/thumbnails/reproject.jpg create mode 100644 docs/_static/thumbnails/resample.jpg create mode 100644 docs/examples/geotiff.ipynb create mode 100644 docs/examples/pyramid-create.ipynb create mode 100644 docs/examples/pyramid-regrid.ipynb create mode 100644 docs/examples/pyramid-reproject.ipynb create mode 100644 docs/examples/pyramid-resample.ipynb create mode 100644 docs/gallery.rst create mode 100644 docs/gallery.yml delete mode 100644 docs/generate-pyramids.md delete mode 100644 notebooks/demo.ipynb diff --git a/.gitignore b/.gitignore index 3b693fc..c941250 100644 --- a/.gitignore +++ b/.gitignore @@ -131,3 +131,4 @@ dmypy.json .pyre/ docs/generated/ +docs/notebooks-examples-gallery.txt diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 670b8ac..eab4f20 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -43,27 +43,6 @@ repos: hooks: - id: prettier - - repo: https://github.com/kynan/nbstripout - rev: 0.7.1 - hooks: - - id: nbstripout - args: - [ - "--extra-keys", - "metadata.celltoolbar metadata.kernelspec", - "metadata.language_info.codemirror_mode.version", - "metadata.language_info.pygments_lexer", - "metadata.language_info.version", - "metadata.toc", - "metadata.notify_time", - "metadata.varInspector", - "cell.metadata.heading_collapsed", - "cell.metadata.hidden", - "cell.metadata.code_folding", - "cell.metadata.tags", - "cell.metadata.init_cell", - ] - - repo: https://github.com/nbQA-dev/nbQA rev: 1.8.5 hooks: @@ -80,3 +59,7 @@ repos: rev: v1.9.0 hooks: - id: mypy + additional_dependencies: [ + # Type stubs + types-PyYAML, + ] diff --git a/ci/doc.yml b/ci/doc.yml index 4289ebf..4f2bde1 100644 --- a/ci/doc.yml +++ b/ci/doc.yml @@ -3,13 +3,40 @@ channels: - conda-forge - nodefaults dependencies: - - python=3.9 + # Building docs + - python=3.10 - pre-commit - pip - sphinx>=5.0 - sphinx-book-theme >= 0.3.0 + - sphinx-copybutton + - sphinx-design - numpydoc - numpy<2.0.0 - myst-parser + - nbsphinx + # Running examples + - dask + - esmpy>=8.2.0 + - mpich + - netcdf4 + - numpy + - pooch + - pydantic>=1.10 + - pyproj + - pyresample + - rasterio + - rioxarray + - s3fs + - scipy + - sparse>=0.13.0 + - xarray + - xarray-datatree>=0.0.11 + - xesmf + - zarr + - cf_xarray>=0.8.0 + - fastparquet + - matplotlib + - ipykernel - pip: - - -e "..[xesmf]" + - -e .. diff --git a/docs/_static/thumbnails/create.jpg b/docs/_static/thumbnails/create.jpg new file mode 100644 index 0000000000000000000000000000000000000000..a6d6193b76f1274b2a447f765b7c99ad498ea448 GIT binary patch literal 31001 zcmb5U1z1#T+b}wSgp?o+LrHf?4JjbqEiD4V&QBqRU;3Go9wtRhV-NK2clYpTgA zD9ij^&i__p<3H5- zZ`n^REM3eI6^;=PJp_Rq(OE(SOlb8t%=`$y`x_R0ggsoHToHBDA7O~LrZfV!K)}pa z|AOEB3pRIxJl2mu)Dg9}b9=<~cs=$Q+tNWt3-QK4JV1a8KocMbka`?HB8|8la{vIL z3jhEm`k%aaDF8ry2mnAj`%fPIR{-EyFaS_D{7>FLbK+zMG5f2zCy0OK_wNCK(?S3M zM;`zn7y$q<4gV@b{QZZ%(IAR|h<-UDepUcGfF*zipa5_Hm;*Qw5HElmzylC?m;*=y zFwoG@(NHna(b1ni#lXZS#KFeG!X|r8@Qjd>oSKS~90;VL=VYRJ!A=JRG7GY>bMx@= z@li8@#DsW7IbZVeJ~o2%^yyP-589|;8? z>ES10001OZq{of;zZViR$`dqHbPPnPCLRC@1qB%y6%7;p2?pvD6vW~nN>TCAp40LW zyx^78AT)D!i>W~;B7P~T8J}G}Mnb2f`!NA7ASL6<$FKDc;*wKIZxIqZ%D^aXu5B5J zXp;hg39RFrRvu;n*eHl^@KNvq5`e37T8ta8!n2++vqJ3Tt&5cxunIa6eaokP2}*hh%w?$W{_&Yi;@sGZqcCYXq_U z%xO*&KOVDfTUE3tMZ;dKe&E1os*EWmC@N8OvGQf4$%wPc)gCG2Lkcr zHv{`g(2nd{wI>ubREo3g@+|z`tmS>arc2A*LFzrjX=yC|WiWQ4f9zvk9{EkiqeZuF z344Kz2ifEVju!Wmn7al03c619DI~g1&-g%iG}U_tA}GYhoTa0pMb8eE6@%KE{2)b< z@0^wVF4{w6Fr`&w-A3?%snJyC2h>)(Hu7^#%nv%xRDlTmBr06dVQ-ut#CkeIx9D}{ zxrQ&*#uDwJf?a4-C$Xv)Pntu81c3<)6p%*a^Mtmx1B}qR_d+db#OQ!k^1H$>9(?@M zhyA#_#EKVAO;dZUe*Cr#6t?jS`X)n*_d0P;R?C=mSQ4noaPFvreq#KPnb@^RT)oCLHn?8akKV- z3f9{KSRk70Ouh>_{I-t&C-R~GMm)thySAIh0tm()PomV*U6b@7@%a{~gQmX2Y0C46jTP-8uDO}R%-R9&ccfv$HExY}b51~_d7jo~$% z&!*0)+f_E1Q_5_nk8AvVvuZL~S>b`l%?$*_WNst~a;W%)sV|i2z1NVmEzV4hjp|FG zW5pH)S~^pF+d@Vgo5!YN7JG`t^CU@3-=fC2EUB1-??O8wXv3Dnz%!|1qa1t^naoonrqRol4AyX=0<(1MH;NG$dHLrGaVysiYt z92~h3tDSoINo*8e8R>4&gYDq#1DF?bUM`j^VRPO0h9zD}bU&+v^H!06q_0ii2zMVVuKO_d3kBZCK_9Hb^Us&Y8O+i$#E3heE!)eF@X=6;r`VaI2e| ze~p{nJ~1baG!M=WR811<5Tm1v@TwfNYJ2A3Arg|a)^0_&h9Er6cEr8p{P3E!kb^_s}I$x z%@}L?&bs?zva-vGop)p=O9d-pE6yCJNAcjNeXqo&7g85C<)2(o9Hns=4O}Ro}*TX+k1mUxTq#aIx)5&FNh#n>kU3=F$Nxoh(@x!c|AFXL8^ZI6$rzfSxBjRh@nXH@r?5luoFvx^l>E>}v2bopMonvA{z=*o02Qts zADIthuzO>zJAN^cyFha(#}rGsxA&2K4*yW?M4JLQg^kW<`a1nrO-txH2}+=po$g+O zZj=3?p>O>7*qc8ogR$}hDLhH;owYqsk#4yR?K>{(idh}g0hoV5)YxVCUB1qrrovk= zJjucV^lL0B=2*_GlAQJ=l6@SSiJOq2-j}*{QC+i)>`BGe>QK-if=_&6U7VNr zzV&PEkq-vxkQcH`gp+o=(k$C$g5K$F)=utuYfd{@$DgzKKGk(&dj7q&D~Fp{Dy4)= z<)Q=L&&lsQIpbWG^rh%QO>~Tg-%)C~1H8D5>1ZO>#P**3Jpt{1O#pTN9no*a!W%cW zb9fI?315ObuVTG_mB>2S&fgGdJP@Gg znAjY7q+-aFQ|oK$R6E(Fui{t~%l%AN$y;nRi9h=nCklF~tW(K-GN0OkaMs2IHC*BL z?Wjb}E@ILARfKu>Ip&xhuI#M`rCsaNEC^lI@(T)L-z(59Uhxlmu`_%%iv(C?S_N(@ zG3HA=6bcY*WNp)K^I&QSJ#_%Nv^KJKpMvtwc0SUCS!**erDc4#96##7xMY z!*e-1tGz3l2X>Sr4_nbe6!vaF`k6MGT#&=no%}2 zy)ne_nP0(k!BR>c*>_&)ko;GVxpw?t-@}U^cNyRIz_-jb>&BT{8Jx>e8ICc=xi*fX zLN|E=;@Y{jXmKf&A*GM=`{`TZX{v_hiC_En9w){z ztuQ)g;4n#PF?d_i2%5q)$MduIo!~HUtO>XRI(It{YTt2gx6ksM4%qk?B%L?rN?1?$ zbNtVa;~Dpk(=xKdUt~Y1gU{|78fx(rTLk93=NYt);ESb5B6+_248WaI8k$`?uB&Hw z-fC>g4{Om8&aTzoC*b?J89lOt@)7lV75zoQ9jEp1ERp{smZ-7Kh`VgPKXrdmj5*B1 z?Lv&f?P&RaPXU!8#njLtCL-TAV!*=H!j5xjKF~RRZK!0a=0Im}`S+^zVlP{o8deS$ z$oBoG+Jh(1gI|EPM)m*Jy0Ea)VeSO6;_v*d)l?-pB_7*d^91;>OJbbnr=8@$wYWe} zC!-$yTCws@ud%v4EmoG2f}&HU&&B5Efh_YzhcUrNoM4~I8az*kG4(%PxBeH-43N8U zp~r_*;bu_P%=W=%&H^PU)TZ;L0r;n#bySgOy9a(}qEKmZ-L5U6a3I{KhPMtYL-~R) zAycz=M)m#b3Y)@0XhTC}_6#YIsQtg-a5Frp*EDb)j8X>glEcE8cV^U#jg>@seoar0 z@Q}tFAPuiguGK)+LKdr<3YPK<0)rF>9o?`w3EgjOXemKB^ngpTj^>Q-jSK6sjsE$A zWWS{sdV3$z; zS4_Kjv;35^92~agl|A;MeOfrLC*Bo+$e5&lj7+D(n{kIJI~vGd^uYC4Ro zp6YOGU*a5b<)310t?V|LBHhWQct-}Nqqpoq|J`4g2OFK)U>b|wB<7_fv=6W3*=-sx=CPNAwXw5Z*q&UjlKXE3!FM`tjeXQYeP z^F8iJCoTOIc5_c)YK7dGwzcezkj?x2JbO{sJ9eR^+B~adn!^rsx=+qV6=RoQs8|1% zC((bntz(9^{$jh20_DIUOU?$)fHPb1sDjyiT6BB(t0V1D&>tN~Bvz1gR0dy_Ne9_qOxUj=IG8ZPZRdR;UUl zXrYk$)(^o65i()IwZeUGof;i&*w(qUnOtbQC3_fW^_BSs!%qlB##+L=c6m)*>qM}% z4P#!e1kK^5Hp{Gj^#2R`jl}iAjy#b#UHWH#4}l6djBLLJ{SO=~EwHLKlpR6U0;!yI<4X zg-z-RLuIuBuE?gZgj&7{C4P)a@^{6h3*7mT%13gL@}X1X2LIN2#I(-xH;&x;<1!0Y zZ43>2)-9Eh+@dLXWu`(EF?$!UR}-!04UR9jYz5I@ep=@CWb;;qI|Vjf`80i>wHc_D zrd}V6mdFklK;y~p{OEzKD&%aG1s4yxtK^zym3Uza=M2895PSp?GI*yo?I%0aPMq|I z$*dd1)Q#OI*MJ@XghltJ8h3m<1C_7^+IKr2i23a8?ZxOxSQf-ymxeMng}Mh`3GwGL z1YpO4%5uK2U%Zkc^1j`*wQMSAt5OY5Ol4Aed8|6gXOWJ}6mY1{PHXu9kSFH4^oUxo z^&gYlLGHO9I{A}WajV3Y)%5`A_rD^5`|x9EmkHX4Y%~eqKBZ<5nZHE7UZ4m{U7bRn z0!ZS5N$DDm4Q{{EV!Zl)y}1&&sAmng%4{Vl_jYSf%NFu>mHtjuclZtLm+STEHG&x7 z!TVeaA>U{*`f2DToqjkhf1Y5G*CcsjNgN$Qs}vuicnlxpK2sBgKjQ;`#tTjhgjjiaQj_U^V>MSqo6Zc5_h%65t2Gik@l<$m#HFf`Pz|WcQ{I;qAn;B0>3O5A`%8+W$)I z%Vc~OwClqAOw@5cbI69+!_<#**HmZxo*?nFmD|opF2QR!n6A*X5o!89hvjKKOjGFmt)BG*-KES{OSK5=4oiy1Q}={GiB zHxvyT$eA0x6m|&7;Ny{GR(`dJRRaKy zUY&EQpcTWX46>CR+70$tG3ce$^np<{E<#`i{p=Ql!&nu{whcMmYtD$x{;Iqk{feua(m|Q>jH&Xa+r^PdG z5@zfKrMhcmh`OjM*VoqRZ^F~f;8mgc3Ee)5S*nEh;?p{5h_{2lrev3X6cfT# za}R%W2UfV=H`U{cFCFa8uS|acglpW3kW7>eoU}uHKz09#!XUUxl;e)sB9M=N6WRxz zk)=&x3G}QPIq&ZF#SP=R$kZuM3%e#m>%BBGhDg}Qs?fNV1|S40r4pxAG~`UYG)(-9*{YEH3@5}=j+fBQ-CFgn(QY0lWzSh=VkKJ*E-paKKeV$HORhj; z)yzc2;3wZ^UtAcj)U`3>pwKjVmGuCKd9i&wqwKQa?0Klr)5CGNL2s-^AGGVYK_!Pi z{=5J1X1b+u&GWY&T_fMAaTHzQ1HkGk9xkI6mG%HADo&rS>FGJSY`?mj*XrYUk0cTo zcf8L@wFaM@`Ckx$2fu(%a5<;$9{|k}Aya$^hrm99Kv_hgS$A2B+JC0oukXeGDvf;} zGJYx~F>|*;rSOQ>w>Ro!-ml{B0pP*&V%LkFTI-0VAQ5;eewxM0=(#99F(3-}nNk`5 zwpDqRKvwXDsrV|vp<#-eB;=2tNb8H1w_lh_t`exFhD)wW>|3_FVfk9FcE<{pZJ6%x z&DUV9%cv*8*tFv|$ar5t#RnSe!Pz}sL<8g*Epc;wucm-5YPL{NQDx{G?ao-pC!w`e zPf&3M6Ew_aALtY%6bK)WI#V<_K-%DqqdK2><_Uc=?p8Be4+I>V% z{WhJ_6Sf$0@{LM~v$+1*V47B3?H?kA4^Ac3HRutZoW6%ItN?W#JD#Rz-fRPBAzB`G zx7u*AA9~K}nM`bQl|B4;nWN_gYzKk7BTAkztEFB<62B#G!$Yc0NY{2Z1?$9E*G+|p zE=RN+s9{I9Jr95cvv}>5ZSo5(DwG`-Lw%U7Od|s5 zn7WjE0H{CGXqm-5u74HvZHPy!V(pi6RqFbv8aupTj(^FGf60(GNY?i%6H)o;TuBEt^s8vkLw4iN*__9$ArZ zewgW50y@>bMMh}w?;LdXVH_;QvjZVk8_VT@`dU8ia<(-u?jr;c?ECQp{d!a=X*g>aRgChiTT95IRK zZlPzpSlw*-Kl{y@FMs#;oYUd~AbPa&0I;0uzWhUUmwwac)z5E#0Cw)B>avWHeX}%C zpAR4m;W94Tk3>>!a{ns^y~zimv-6m}Qk|68huQ=dvr;wMki4kXOlTl?1m z>NMf;)~5LbV3wc>BkTe2IqSF7W*eisSIYG~$)(=SE zcGaMVMq6-mJjdhfU|{8g;ozQi8?Hp<+Mheb25!EhXssHhpl_T9Gbf*gHWj#c1AUR4 z$=(bH6(8mN>dmb;T(G%a7llZ`?g;VlTihX9qE(`1?+teF&oLwp zoE=M^1xg#u{WG$sx9&BQ9hO|{ z7m5dE>Y5U(@D2(T!D)1o#{&vvx|8BF>q~jR3%eFbBu{iC5?qDm#?E8yhJ+kuvc!2d z4WA(61^++qo8Nz=4)zR|JY)Qj+q^t(`;Y!gD5rUulKduEx-NN2NVx+$Lmy)Qda9%D z#d71n3+7o*_F{fU5AOpDO(vHThBpy45sZ8b0VopWQ?e+6H=`kHz<6)EQLINIEXj=} zDr8LR5d%3KP%DPG4fA78QJJ2*nytEBL)7Ry`&^A@#6ytQb2|IFBWvZ-7$Dt;qfMm8G_EXacyK>G+gu~ z$TrHe?n)#P0^vi}@1+iWgdSE&;=Q##+_&iobttdn-ne z%|S2hreoWv@7`;v^M0UR!p@sW@3Q}3ZMbjG)06;y{YOakfC!usdW*bW!mL>`qzf`XECp_oQI` z_B}SaGV4|Z-SFOA{gH+58E|<<`aLOFXp35Y0KEJCUuY!^*3G{lxvkVFHRXn$&AD;v z&#~fGn}xPC-R+-MepRgJzV)tp@s=yHOq>4>*IR{sny3Rin zQBSwgPmOw%YEeSj1udiUi)q)pL5J&R_apjKU040BjO1?rz+V!&sm#Hpl_FwaJf}5S8sl?r5zD^@(IyL_iDvw4At6inZy zzesO#;MSt0zY0}ME}?%;`BigtKwU0Rb_#!o?FY-2rHV|qXJ;ovqpnzvEU^%Z2JI@s zt#F2ip~ac0*De0@>Yl~P7t>+NPitQ*UvJNMwyp;ON}8X{cvKny;p4t@#Ogfllwm#u z*p5ABi(R9lag;N<=~GqSHQAL*+P|OMc}$3RIi1Su+*=AyNE=_MRdT|YwKr(BrmBlc z(L017l8T8r=}0~Fj}?Dzx=Vdq>^*0%8kX1MX%`FgArzyy&u#rul%wobVR57?oqSga zJ2b&Wo_dRD$#rSkBU{_!?JbD|*}+uTfVL6tq9T*KPS_=8$U?#>+t}KGwGl1>5En$m zBVSRkJfOHyek}fTY|4}RU6qz%Ms0cm2Ds-%euPL_fY-w@gwljqG?uT+oft7fop7f6VbRv_Wjd}sE{mZL@*1YBb(fG(C zH7wjRT?gM^UY?zl10A})nvN1B9+hqx2%n4L%AnOs9q@{}GhtNWe((YCTk+fUQjHs; zo{<_bFuk$Dvg(9{t0Tg;P7vnh$u>j9ir>prF0M4bHLJN2^piP?{u6M5QCM~K0r1Jd z&sOFLzv64s@YbCf_@a!YMYb(K*N^0fc-PfEjsAk)xks^|p4PRh0Yk>rlAL$agquY0 zx_2po@dVYQFcQ<)R!Ug*t^eg#mxbm(UGxAL*8M$RVp2toW;&hRJ~a85Xq^{NzBLk0 z#tUX+#|uduzim>HaIYEdv8#aDD^F(}YbbEzpF`5Q>qGB;IpT_Gs)~%*s8`pO$>@2t z)-iMNpVw__iNRHj<*$L3^WVFx-FXGhgO3j#iE{qO!^QqJ&3Ifz^ZIS2)^}D03-+QN zf5WjM1{HD30q)igACzu|L+V*O!&m{Sr|3o9g*mX5PdyT0I4QyVwoS(`ybMVOG)* z?oW|}Gfi?1A`8`Y0oJRkgt`a#V!*_H@DWqcM#hSSY7Fbm+BESSX_{Dy*Xiz9y{b>QU6+luj0h9mNqZ0t8KzHk4<4PwUtL^ ze32GGpwnblo)a!$)rovshc%JddEg^t-L!a!#$A{U(fVzWvjfC-oS*?LAx2O22)=NNPmV(x}FI_HRxo?S)ts~d{Kz;Jr|6MnoMehwDOAdxjhzq02CUuB1nvpegIeY|s?rZZcK^xupua1+Qob7{ zW!#U}3=@0m!Nrw*N~v8I_ZPc$u7~jUO zJ{-e_xtM{G+yI00&(5#(rJ0(w=dMd#V5lN5gv}W|f8tnmIZh*_{Z74YK zODfWG!kpfA0=i&aDPbhepsp*4kH_>6S%(Lv)6x-u8~Mm3QqDhVmJ zv&PVd`H^So%PS7i7*cpx_`Y#Ef~JORb>jwUs<*6hPjn~+jZoAYS_D5jiDmJyIaH<| zrb4S=qbSAY7kVmVZBQ(GvjQgopV;At%>V!g8IzbVuC?$aE7rWuMeS8nlRiTclsPvr zLR5z0jfscb=RKkJC{7%k!%}ECPZxi8tnA`)gY+nQxNVs;Y#QEdp6kAaQ{EXW=i?-Y zTK>otxw1N4Ox@S+*$^Cp>nlk>{hj!uy6Y7q^FIo1F^Z6jQvFamh}N>{W(;a3DiXy& z?d`N#{C@JYhgVE`LB75|$&7P+^UKALgF-Gkb)E7H#Lhj3>I2U>>*vde2wVIAcx}{J zz6g$9=`34V&UW>5UM(A#r3x{=%W1_GEl>HNJO@2Lc0#t%@!1T{{)3Lnc*GkF(PW3j zFu3|@^)%}GipjY(M?o5Vm`1+(4>pfzpKPef@xE!-^}OpZnVAsP+4*1xi`pmJah^R~ z?k`Ea8KKxx6^%u$t}{?+b0sdMXQ|o$@ff#0DxFlIbp~cY*ZOp=tXXCT&EpX&NeXl| z5B2qs&8y0O5F`xUyiru)W1nn1t3Kh_`@YWDnDXBBlKR+`jOfZCNoKOAzdc=494%PT z8HN+a%sSH13GcrkT)i~wgeBNjW%Qx0)JJ}O*g}*QjjE|$?3-R3&f$=rx~g%Pdp2nV zNANNskhnE2nXC~%Bfqko>a_0}Jo07RU-Dl?{YTbr;5scOgN4HXIRFpk5h|%{am6pmTWk*l3b)#<9)-N-ihhIktnNQxCPoXCu?V zqkVenEjGVRol0YZ(Mu!$*O$)gW0xrh*tO%*Vlpr3pMM+HVUOimUI$fyx|X4 z@l{%LY#f8xcJUL1{4cyH*$RYEIDPt@X^;Zdu$_$KS&VaBtH|&3UUbSKbbmUXEEh#38d+PY8OL0=}~r zL>GoH!18nAlqY6cDPQl9(N9_F26~Ae^b31}e`Ko3YuBoG_1N4Rg{&JF zaTK=Bwl{xN`%1BYE+j}^xcj}>x@w!2HjEFW9#8!;-`Ooct`by4J18^PpTKc2{*E+z)IV9e z#?Y_>BeOXY^y2&#>+MO0lW)QJl0HZDSX9|Y!X#7DolQ$&4mH{Q)I2$EZC!+-L{9_l5 zDsX~zq*+qM*WR61(Nj``BSAP-Cl>8+(~Gt0^~fo&&J9AP&`#RI++P{y+;@p(ZTu<} zLgtLBct4|_Y3aVQ`E@5or5`9o=VDV z*Tg<4eqO91j}FMgA$=NDC59>4%c>{f9%rqQ7{L-R7b}gW3>=RXdz*WthF}sUTiY37 zrG$f`+SmuEFTF~uoFT8vM71MX8P7EN&Et~jPSZh*k2=Jp8y!08OLBn_0uhNW)uG-u z5N&!}*^x&ik^3Rc>m-bNgPu;--?jFs-0;>3_mV^m)^NAeR@KcMK=JqI8-p$b&EN=i z*ypmM+Gw@g$*@IpljRoG`mM6e+U%?3sX8vXABIlNhnH=X^s7xr4*;b9ZWq=JA0V0qBql&j-CLf zcX+S2tQG+f%JrQluD0A75Rqgq#DGqqIKFe^W@cY-rsZGE$4kbRUq%rA9=+$&@d&wK ztXkCWl)1s!ppI=Gm5P>*RDYd#TWXpZ{fNC24FIxC^=5VSXJ|}M?25IDv`?c^(OQ#{ zJ-o}%mcJ}8HYwMY>zTR9RK`|}J36kYmwiW)iNS*EHfPS+hunh1ask~oX!)ytYjG-TwwdXpE$VE;Ke`F$PF)Ji7Xs9xsw z4cKz>rSPDCvq_nW)M26lENKw?rK7`SO(tqr^XE<3rK_ZD8oXc{5`nfW1^bG?*j!Iu z_^_r0z}~{yZqc~s?((#Mhn?hyYrIq-;~-cNGr8CX*6CY$K4>p$2Tlh4T3tT)ke9zVJ zKL1{cY|fzR78sA;Zv?Pb0{$9lz&>O_vY=i`F9US`7PYyVLT9_{)HRI zViUQbx)C!&QNXz7jh)Kdq6l-&_dqWP2ZMc)Cr)p?7epu*CThH82lT!&qyHi@xayz)huz$}_EWgsU<}k?5u;F=jHCu0C@N zc;bqxJCFp*-KV)d+Bm(fReM$iEiyni-bvZ%p=GcwLm|_cxr@R%(aO0KZ>mx-eo~?g zq|{tFipv=}N3v^(K5mOXwm2(y;JW@Vdq`g~hPCgk=cSXalB z8^4bgGdMs!AQ;E#$%)Roxkn~u-{x0;yE4y%*%TQN`C|03PP%Z4o42Quo6r#-vjoltsq#$?I1h%=5L-Ul{2l7^|u2i;6Zk zK+<`LQf1pyIeJ*LIi$6poI4+f6iDdTuQ5XvqSzS=zZLNG+kHvE?cMI3A&bzRN;u4+ z`W}*_^&NBuf=|x+_*=hL)T^sIuUr)f*``N+ zo1y&CedJ+7EjBB2b&ve)ok@RdR@lOc@znz$ta$mu!WEWCMH}>j3%2Y3bl`P$)9>vg z&D-+AZgEyOq9A&dae6U%qwG z*A;E72+Afairzv~`2%wQaL8s@%))Gub2^tXRu>o^Q|=2bDDe}bS^M$@!?{}s;B!NT zMKXKhM=&!h)%V7JLeHK|ao|FxpXsSZqTr2D`~))P&~}ra>}JLSnZvTr%?Z{^NiC;> z5ly|Zc?WF!%Oh+)&2b$CksYvQN+tgwFA1I!?*l-oCy?`kKXals2@})S%@`F`#b3s# zQ;eTa*=LEWCn$0uowB^QqZftddGU;)SeBvgn>0gxJ*nTmZk6GE3olpwr`Z8?uR^HgJmW8g)a@?^L&hD>SnNnOj%=I{|U62#i@5l=5uZ&xYXa z7cWP5z1=p)^jVX#=17ml(co6*zh&y2)o`VRb2 zzh8@%mNa}}o9;hRk+HDnM;w-n6=*BuiKb}5>B_FM?4&CdD&t?%k+e=-!zzBCY9MUj zH9LuaJEcaq8W|+|*@Y*rvlLI$r}jcRI|2^AmB00jsOr*ZkHQbDX+dkkd&+_9$TOU5 z(3M%ebf`lTX5gqBY6x3UwRy`u;kqC5v7>ygHV>5ltG8RY6V+P%(X2v0&Sq$sX(BK2 zGqzNV(;ix)FTxXx<_Rib*!rDcZmZ-3F%oj>T}1HLm;15WhRj?^v^Jr2P5WxKD`1^44R%*S1K~q8lo~)eSlIMC?Uu@=EMnFJ4Ye3|Ypyw+OxD6bwWEN|zb5tlLZdEf32xXd0 zjmMAq$zf;zPF+E?Uk{>!OSVby`H74ElCFSPjwgkeN0A8{2vww`hk;<$xwp)@?0Od+ zsWU(s(I>^tOdzHi_?S(>_zj#}6xoHGr`JcADK z31AChgE%VB_XAOpM9r%18(3ll70Prjz$!MmX8D+vqx`mTx{1MU#TSY=K*i%8m91y4 zdh)#l9|38_jV7^n0*2}TJOd;TO&x2x7^Q$-p?qfoh~gm~v%C^V)f_>k^I-{~M$WS} zu8+B7KP^_He#>T$V(y8nSZeRyf#{HPnS1xKXbTBCzpHasXpJ2ZoeNc9^7`4k&tLa} z&lm)r1)h3wrL{j@cSjG9L;=R;i6&Cm=3_9J{HnwiXmubT|Lrfo1Qoe+Dkz- zR+bQ+{$k>tj{B6uL7oiZYhftUKQM!o)z0p0f7D59WNSk6zVY4E4&X<6c^0uF<= zER#USMz91fnUffS_xG3%yTAAZ6KvO^qD|jkH{~FDKzC;GN^dMBbP~;-d-I}czPVdf zc2T%1_*%8Z++HefwZzZ2EWfw`#RRBN0iMRHJLp*S2;i2(&fKRdl=B;RH9|yc zS;N3IS-m@^Sl^4BEgaB&LZ!oqV`gZAy1a$^clvFODJNGfa%(lT;A6b0l?9B>Tyg#+ z1nCW~zBkJuu)o|xm_c`}dwT{)UNJtf<9>Ic@dXU()!N0g7oC}VBxxsV)sH6`vKn9b z%kD!IDi^V$oL6iRRuICSj7UB0fX)lC)V)wlXw5sHtT_Y{rco|8R#n!-k2BeM1PX|B zXgS+!VVXC`=R=Q`T_`&P;S@ww$q1i}0*YFo6S#*#;HQF4{>_iZSl_(|z$#lI^PQPd zAI6U90|4J7D#QiCDpKdi%0TyN(T|mXcWwJ!@F`2iu9OfF`K++BSjN`^N3hfw!l5fa zPXy75rFuN}>9v}=na(P!K@jhFs0AwQki8UI3xtzz|M)4F>H?zaK6ZsUxLjYw zyTIx#OWF*k0M8scD%+cb+`z5=9%6U9!}XIsKA!3IOwxVGn>jM|T+#3(R9OT0_2jV^ zqH%-^1jAP!&NJ1xCVu~zw2X4E`bn1>lToo8uQia_vq%^bXmt7EIK>Lus*w<4WqZw% zvY6UyfnI%8tWVMH>9?0ATIg;i*eXhI=djix%Cm@-#U_w}$D%*|G*Hl!Wd>^iUGGRA zV#&YT##<1z`J)CA^#fLNP<_~0;6(w)y{MfR^u$YUWeT10n-g^*ek(a z59h+qgL+gf5HAEPBymdj7B**$T~ouSQxIO8z!lo$Ovvyt3f-B5X3gUnO3*@3v3{$S zG=m#XyFDG-T3}80=)U~!6`NyWn5`0vmD>rvV2&XOAKFT zJ|!i^uZMZ2Z#A$~2#B=QhZ(bb2-^sME;dw9XDwD9WVcPME_rB+ntB3Cdc@XJHEXlw zRt^i9m`W3~=T{+x6qF~tD6>uga9E^wi_ zODpO)`pkL35;1q;deCiw7rt+38=do=B$Q1uTMcai}6~=4n~T zoE%;rezZuExW24F`Xl>lRwZao)X^e9=jZI)d=)YSlv2*a0EN78D)=BrTd0E2&|ykjr-gZ~kn ztf9Jieu=tvC3#+S@jGbx&9SWg!}hhdSg!?vUaJnkHTjb-_}v2_JP z>jiBJHi5*A@HU}$&Q2>qO|O&s3YIY^W9r(KLvw=NM98Fc?{Q78h|>d{c%UH3j!|;=lUH;0 zGArZk#Cvb*HGAaP@}Gg(Ib()69K|D(0YK+fNZsDEoSJ!olK3R%@^c4!OKu;I$(E|f z(*IN3dqy?Yb?w3^AWe!OAQGB@^j<@eCcT${(h(3sPv}KOR1ky!p@-ffG(mbtN(jC8 z-a+YALHvTx^S<|e-t*k!JLlIK1HvAAt!(yMYp%KHyym>-c7ID=^qLpP66fCd(1@(o&^D?4syKGi62bBuwW8%~GN!Oyt>0LmN~Q)|8MMLBU^W$`3n23q!PVB9vW|Q`KiJwE>VFy7iVdSG z!3%kEwIf-bQQOAjUgjwQeV)!$;PA-FUAU=L%>T}WK*_C~CGv%H@@fOa$o6!Umpt6qC*%{S0Dy z#%i(6De5R=GokEK&!cW8;Apjbjx=~0p(_D7uX^Ci1hjIQOA?L)g`m_(GN7?hnF zR==9I$HyRZIQZs=v4-CFb9_DZAcn2jS zI$d;zVp(T5)o4+Oh$1IqJ+UTc>j9raT81Yw&_V93_*RN!H2bH)b2j_~U~#Fg0!I6G zJ4$4Sc@0YRtP?+czuWBLd|WVhJGv=zTUl}QGA?-JG{mB%%_{w|&^S0E!z(0L1DGGC z#awpI@qvwgajw>Vb9HYE70KI8JEK>Fh|*g+yIxz?em8R&PvdU&hNm3EQeZ}l^mr@0 zow!Q~b|7J9BC2R5_E^ z!190q+GO^`F8BK)&Z4r%n+=Cw8=#T#8R&B1qwM^=dO3B~`@w1m@b=xqacf%RE0y+2 z0DNwFPN>!L_%%T@Y^$Yj{Ic(pQ)6S3<2L_KYe~1!sv1XW7Lgiu+yPi_mBF~j*oScI z*(e#q%?4&L53@I!f1L7G0%&ONTA*ISBsJjkfFslUr%VAX532bSEQP}l*?>}pRfJS- zP7{Pkt`gA9HpKZ=mrs%w1D%Wl0K#7zT-A^QRS#u}NdtVYt507WtJ3~5@odqjtiatd zRS}1__oM66X~2pCZCe9$lSJLJuEtCT+!P#Ot#E%oa$~(~n)x@@hgA~S1ExF5vc{Pg zUy=K&`Oc!oUP)Vi>;&+PW}sJtd)GtS#6c`lNYBttudQYmJjmGCzKBloSx>%h&(g%0 zut@)GOe>iwK&YJuP?t0M^Mxi*Ux>ry)P2@Q5R)z-R{?}KU8WrJilxB6hfqVjpz-Tj z!ksJ4#+MOrSRT^UHD1YfpcTvR0!t={gyh2)3yuh+NmE_*vSTHYyR}e-a^H$IukVx! zG2Me!w6rza)re|1$KzK}$*EzoA`f8SDq`emANhzJ^Kg{(r^=g<-?LYs+(I*-8neQa z63U4OsY1x@=l3<^m0Mh<{Vp7P-L6Sw7668HUDH_fICBwRkPi*+0RI2$M^1KI2IY2r+F0GchJA#iY#d zIyUWqHm{Vvg<-;ey^&r0hl8FuouX}3xMWe@F`d$;poLnnp)BOjBaI|^|$2L;Oq z6R2t-YxWyyzhe#kBu26=f)-CpXVjakUJ_ivES6iUUlu1pJ7ABx)=nZEB zSu}AbXS#-J-T#gfV{c6CI2i?XdChKX9=-IbGj<}L6Hjyel$?ywC#wxo?u5Giw?)?= zoVpb5ePw(xG1M;N24I6GiU2i*2iQ&4$IRwop>wgeS{rx0^B$m5!NCxX@`A5Ash@p^ zE4fY;{hYXbIg&7*ZKah)7x6p9=6a9FYFFAqxAvaOL^#{-1JmcWqTjpB?h(w&i+)Hq zurL@4fqRitg>%GF0TW#M8~)gbr=4pFkg*!SiFXTG=GD#lOOpZAix)5$L9zVba?*$Y zhHUXY|I+&Q2F%LCZe`}09NqkBK6#*i;;DH3vTVV|#5VMT^(QdvH9(Mt*DkON(&jzErKf463DSQi z0$K=5imAAzt#0S6V%=vouRjbNz=80t++wZ63nDalm~A+uZ!lr{J;rbvJloPsM*(*D zghwrjK9}^uyTUma0gEVB=j{?#!vzGgUpWTUeeSV#&zQQV!2!5#9o<7a(si0VLAsR`gL*LNE57^{^%d6${=6XNXZ;j-(G1{@lHDW>3ntqi zM|~+t*@bkGOw`@+UfS2zv};z>WMN47 z9RrE*|dYDX`a2Iy#b zcsc?}fH*0zr!-j(g)X3T^>>~;JbUGbZTCxa^S5Xy9@=ozdP|1#y#bv2#&^0EKmMg_ zVP@hRoCfD$4wLW`=hRsKkh?y}JF~z$Hyr-Pjd$md)42O3wRfUw;gs`?bY=6!oX3JoGvB zlVA&}KZT^vTod52j>fZ}lVtn)JodQZ>+l>N3Jxk6h4thu^nlz162I3>MMPjg^6X8` zpKR;nB8+R4sW${5j#+@evTkD|mG4EU4AE+*>$=%<4E%F=6>z<1Mhr1(&P*v#fm67pzj2uAJq^S#fG78 zR)YEFg9}41q7KV&WtEh?1uSuqWS+`#R2pvO2Kw4wiL9=E9!AU5v171wOKbRgUHxO0 zJ(cwLmOh*s3EN8V(7*>qJ4RZd#d4Q_xsqUC#WfPx;x}VbzfiyWpJhR27ykQKN^|

jyH=V6co!w+S9qYIJt zIi3nQIfzhvTA?(?cW4*h{-(ySvr-cm%Fp_KcBk_NV;fJ34Z^iUZZ`%rIZmOrVQ?zK z?C0}~Sz9iZl_$H%_!aw&=-82Q#qtViSX{Ujsk>HxdnEHh39*@!vE2Cs;wCXTC%=Fp5*H zVX}FmWarU}FB|5c=zylm`$ZfvHeMXhi3ZoZF_f>`yD0OU3i?+_juyw5 z^Y}%asdok#G3l!9)H}3kP1)=Ki~Z>*PPN272VrgKp9W7C6xs!?I|pSgnxo%)9^X-5 zZm0XW;9I%-`mi<1c=SEMS*&==wjs=K-rK46Bs&|HTKPo7PhM%E9D?2uJzw{`eeABF zTe4B-3;No5chtl}nNGU7tY;28ZPH^<+?6UyG*FzHUdkxv#>SwMG~4z|1>N_s3NqGy zROEt^A$C?z946}CpPf8xV=M_MuhI&ze!WRIujjT5 zLoavUDfgw!{{lHJdDEoUB(d#Z^_&@|UNQjt0H-VVG}sLnzqq|3*f^-IO$?&6Rg@}@ zCvX7`!c^t}la*sVayafd-et_I&pj@D-%MT<*Ol*})VF&K_~IIquYenONWj0g=eK*g zzc|9~FQ8{Mh{FS)^^Jq24_(VlPfw>!v$yJw^=2%3^_Qc#? zTbL~kO!Z5{PgA#Wgd-_yrC_h^gcBYx`wQ1Il9l4xc_FCYr|$IC1G~N*1ncLbXY*xU5x?`bCiT1Q|P^4%QRf8 zQT^~JmQ4&^vNrOP_UVF}(wY7Z1JOGD@oy~R@>QkOxs=qo^18}IW_fQvha`1kc_`&s zX-dOjzsWC0ISfEX*@3gwL zY9OKR>R#n*n7!7WfUGi@%rQA{d_|1|Q5BB}Wy)|E5D?Jx1@t6M)p|KtVAuM9ln#Zp z8Yl$?w%}MOoiJ>0{#sG2HRrVe`91roOengz?c`CeYr;Kb(6Q96!kM#0ONN6r`SC5@ zm-d&yQmzx{o{D*|G-N59w$syt8o!>ZZb*)WRzmc!&C5@qcFB$nJ7_i&#JwIr?D0d+ z=vC80QIM)89Sgs1)1VEcY5>AI;Hc`JvVSXZxLU1b;Ew|l zZfZLcX;hcS1`|d^QSPI)33^ac|A2Q)suGdjF(duzvx?6cj@N7b4Z_vcwd=d&U zHp*a`n!h}YnCkitK?NE7n+h0~oqzN^AUXReA|z|u{fn2l3kqPDcE3RGL)i$mruK7| znrajKN5UfaZA{hz$`bPIY5Y^V+*|}{-=Uh!tEc(KsT*uxU7Nh-aZ?4{ju?cbDF;_} z|LUjp%UI5q&PD}IFx@62DLv8BsmQvyZBK3ix`~l?4K#sLS=&Wj(5L#d!p0?LxwN}}dX5aJl2;s{c`s^84 z6ADo=to^|OXCvXr0UYVYj#mQ($_enK!Za9g1vZivs*;3iliw}rzFRWLhTr#0W&dOb zQ=ZE9XBcik?kU%q?5kb3HxU4fn?oD*293y77MP`#{qO6Fe3fgxq*i;A1T9z?GDlI1 z^b)Nde_4%TPfMX-YL$ws7U;lmnG}?dQP-3sA=R&ldJY370c9~Q?GTL|qq}d$yvxM} zFeER^ifG^S4wDP7fKVCE50Qhm3mvI9w5_nMwK$oMMNPIVslDv--&ml9j;|=YidUa9 zd<*6=kGBr<9@{oar1K3$Oj2$}oL&{Z3b*S8M*@PEF7EdMpqw5H>+w=?dCwTz4mhTs z5Ns=p_@|8}(!5*Jxpkn&0@^XjnY*9Ca61K~vsVk9;CiM^IC3U;aH4;}e1Q2)r8o?CmrAq9ASeB4 zd1&w}5i<=>5ps}$0h(JkamI|hG-^2~#j8>6``?S{{yD~7_fm=>Zl9>SKIJ@BT(6c% zto55{S;#eKIK`a|MxAQUWcAleY6qF#U*m)ATThq%+Q+(Q>i4Z^qS*@k`K2B55 z#^3Bg=xejAAbfeUAA(h4bBsGVa#-55IH=%-R=N3YV%ClK3n}wFO~Qrn2;B5CMeRwz zrh+4QK^XtPC;(}PNEzyW;YNHpu6s8E$g{j{_8i0fsqiA)J-GVesAcW~@czOfQ2~FA z+-g-wlf@8DCGCdFMgq1msE_-_^tTvSf`GN>Q>)!9TXT}J{rhU`D_65k(yj^IGh~xK z%-{n(CT%l`M~_f;aB#%h(dF2dKF~>VCC(_@JIKwt9IfV?X|b_x@I#NL^5XG#@1QtB zHrCLsI1-c(qwpp??omr0(nCQs9S0M?j&fJaI(n9b;^fC%%+0!y0wugun80d5FK!7w z(00@UvJ$kzQQY60+}>s^3@9KINS9H{@251UvS(1yp43Yq~-dRQKL!? z7tw+2@=uYP@bHsUQy~ncJlcVG+}pvL$l0*g(e&3mb6(LFExiCt(o_{F72-|aDAkM{ zACX@gazLu33h?Y9*+v9Yk2JG+}i3lmQvXtYpIcRN3x74awomYgrhgHsf}>W4W}oa63-!ABTvs6^2we54lbX$=_rz_fx9M@3?$#}r|TzM#(| z2a9{0;TA7{I!a^62RaGvGq)xLpGP#5rwfJ| zb3fHq{f(toy)g6?Q!{5hn4UQXuohQs3h<_Nf_6w#n|S%xaow+Yq2FF7Xx@F2bz}MX z0TRk!b1C9l;cK14FwN!Z}BZyoC~fYP)U${L#Tnt`Yqy6tUJk(8dQ+IFuW zBfH1BY6+a7OsNd1Y|5K@EUIaWUzuk&l@=uoc*G3G#Qs3&((D`ArK$V_7*L#b>uP(8 zutq9AQQ@i2zWSGeln*9x#@6^4HViS!?>5N9;Yjwjym&rNSYcjt=i@~Q$VRleaYU;+#UK{eM&(S;D|rrZ zA-Cwyq*=X{nR?`NE2qlCa4(!Pdp<8W60JFkcWuyXyyozd#bYE!2iBWYS%5&%E{V~C zrBhZR5U8~5#seJS0r1G0SP8TFY;)=+cIuntAT<&*gUqlnLNKchoQ!_6X%ACI)TZ(l z+=tw)>VMRpRn*s|WaS{KOc@4Z%2z@aa2!EqoDy9c=$DUy44eT^7y<`PdO7h z)xI0uw|hq_qKp}jDQ6Y;rSSOA+2SgSG6Ay!MFkGlpjlT~CJZ5-Vr;>kL9UQuJWzHn zyV{Wgbvlh5kEgqr&++AOyrKdd6ZsDr_2Bl28~mAZh?O>R7`~2I%*X%vH&*uK&p*oj zt!MDAuKXFBe{(|M5Ec6&%5adhHY+@>G+i|D+;OehV@%DO2_fD^Z4>bl-qFkFRZ z4~+^n$2(;>tGzC~1eKq93C7^7H4D7B*ILl4L>POdo2F<%n5RpH0Sws~kIV$?iuvCs zYH{3dtWmT7kjZ3Eur6E}pVjR$6p_hEc@7$Td~-nIF(ziOUdhDilC85B?mP0aYq=lD zzClIJxnNB$5ZFk%?O9fq!1dN5v~qO<++1qgCETCuBMA{VdGJ|>r@NSbhAm- z7R8+5>I^9`h&QtKDal#d#0W0>J6*lcge#{D}!c{Or3BR88f@#T^KLCyZrwD*2v zwf|cxG8*eUuOr?5rDz#;_;w+`^v?=mNT>t!0@=v4mZ*$#y|%D!U&3E$C3Z{dNYh09 z`Ez0(0)C1}mawC7?)R-KvRWzzy}CAHw;tegfX+Sg!X65sdAlwcp<2)9%DmtTUSe&J zhnLb2F^Z}+Q3~%^R zP2@oB#bHbgS`>m-aJp`yKP%<|oe~q#9~fx@~Y@ z*o7=MN3T$sFp0YR@W zHEJ{?mzzuB)Z}!U#I`WW+~!3KV+O8F;bEnTep*b`Y>~D-dyE?;ht?5#KC76v>{b|7 z8aumAW-!uEww=UW{oRt7MZCdZAV_Xb9GRIVzdBuYpV|+J5YwH|G13=_gvXahIG#yL znv2%;^RSizNN?kdoBeNfR{qEz^-t+He_Wm&qTXT``=DjG%tY0%-&j8ijo$rI{8cK0 zd_68ODerRj%W7A>spXl!QOCsRLVl@xH^+Let`qcQ$?S~Qa2LEFy|dLy>B5HD(~v52 z=Tu(2APo$(x%;zyCdU8u=d+?8NIkqj)wfGz=8MJB1q+xDWWac~{Q-ejB-WoE**D$t zlUR5$migPIzfKh#KRdVs#A&!mNEVi^-6eJKy1AR@^ObNc3_dM&D@{(w-+hLDYT(WE*2|B~2W=5|l9^9NnYTn#lW@C&> zPS_JVrAu;waGG}7?^@Bj%b0OR`1@dnqP3GMR5XNsh+TUNZJ0>B8Up>oJX`A-!bfRn zSL5@I#GG@^e>OdNXsjVJRP$z3e}-1%42++ha?RAhYF#QS-M}e5XfzTz z^|soI;QTYCN;e~UN{!w27%xby<{PQQpAW1f6*BWVuaGLnn<>fSK$BD7v|-;&Ep{tC ze(M3jpJUpa6BM@y@)3GB!zs+YnE<^+Qj(>VhB!WrTtUY>20kuV?Ap9}>fIf-nd1WHMH+uZOVF2k*ok#`Gt5%Is)jkcXm zPDrxKvDj>7ec^>G0$d2xZEXHY;oAxo+HP_qKd`e~Je|@lKOJRb;QU|X6|aK$dJ5GG z_Rf>@qqp;hM9Os(%(%z<{NL3(&jTz)+Hr!#6Chp6w;K>%2lI0I_Pl)`+t+nM>K{R$ z?P`rb2q zusHPS!cwHfJ>Un+g&R92U53%ad#@zs`@PqozRv*w@QjH^`JBf%LbcykBf`C4_4Ol< zeGhB#Ju7>Zm%v=9u`6}ILLSFAo|Sp+XAZ2v&siPUKlDfJTLoBBCE!s72`Xdvoew|k zStbtJWEmTancL=ds*<Y8YPsmlslwX@;EXynHK45iQ-e*j*qCVV zX%_6eGw9yjI-H3P02NgsvUWeW9bnp}b@pf_For$ zBD=LeZ^Ab9=&GnrU7yYtK&b>F)j`v@Z6#3WJhME4MVaqJp-}ghc zZ^;3yJn1z0iN)PJRi&=!Ea@b;wsse?@MOi|dAqQRNeH$<74B_K*PH*BYj7_kxnb)0{|AvB+5g)`{`=~K`qD9L*x=2U&)LnTE61Z)8p<(ADz9gz8J$+onK)XY0`*T>?OBDHW4~iy(!GN?ZxaD=1 z6`N#d5w&c@UCUdhhk==T@*qJLv~0RARsf0Kx(?`anQTJyg*)Xu;vN*Cp43V6Meow#L63+g`C^OIm< zlUm}WlLr-5l0@<_f=wPn+A$Po>UGmy$piO%_LF`jVl&TaWR58(G)@q+stGC&utOoP z^uX1HqM>g@;~TV^bU60~Ot}K`6!f|1f4bxF-6bzia!jE&{kp*XmW?gg)}_2|%w(H= z8B>(~r+-Q{Dui0%j>O}-{RA2ko~gOuH9+m%^NgLV|K6m!e~F47xVO{UQ*&h2!&bc3 z#Lfx&B=H`g*dKf9EQH*oHA;>Rho03t%I-hTYzaBpKQ(mL=*@F@I@6^&%<^;|_iSzC zWLnSaD$RfRsw#Ny=_3pXJ_{B?-_|~W{-^GO$AMS4SPn-^ZDaxXnEPg!hf8J2yc` zl#n6j(3F_wW7W0JR>wSc9?8H0DSEc10=SN6_tz!=m)(nZhxlGD2a>tqoyPPEf-MBa z;-OpB=LW!((GQs0~6Xf$n9Nec-icGLTiDpAzZnn2> zk(rD=%YAzo=_C`1s|RBWvsz?*8I+yj+PdRCMjgswZha5fXOAPp9Qs_}011 zwDbJ~C@)nude6~6@3VR78P}j=RtPS@lpxUUUR~cs6rLQZGu#!3bYuwh*%QYD+**y! zlfRog5MrR7lUXyvSUJmi{xPlFVS$EHeEDPg(0W-H7HcAn)WLn;QIS()VD(#7m&!5S z!TTqV;xkY0g>;;Cj~s3Ar_=(D*;qEYUc9I2<;mJU3M#$y6Lvzv5fUnv+5TzWtC*;> zdddWR6S#nVD;qKVr;IRe*yvfRzUJ%rP5+!PV+Ld7sBuLL4$NCqcwp>(jJJBFooWx+ zqG&;ev(TJ|A!RcKK6TBAjxdQL7)!2CYB?~WVcGY7A)$8@>G-D*(r zg+yd_h^!CdF$3mNku)xd7e8%VMrIt?XL=P zu!o16-dFsv2eY)d4zRJWdu(`LfmYH2fv0`(@q8R%@f`F+%R*~Bj$XSgZ|mBcEXCi= zcjC$6%ikUNKZvw3)^5*!7-)BJ1Utu46KUFb8pIx|ZF2;-8b2^A&$&H$udR^;xa{pr z?dRV|DWqRvSe=G+P$s~_X=aNT52tA75kL0f4Z15e^JE*6*I+ndpgTJMjT7vU;Y6Dg zjHe&9)y5*+z(R+@e!C>jiy?#k{|4Sns~1=6&3U~p?2$9G9$7RF7N4JPi&kBlgizZ# z&iGW4N~9t8wUvEqX4Y)-{LXr|Qieof;kUgZgFaoi&6M$}_EOxx#G-O4akz>NXsPAyjxmfgzvI#^aZ|Uea7UxGA>;u{w z+Ag1f~o7g`Vgv>lIOErSa(Y@2_2YyIf$s4Vqx4pSD$AiJu{2vm0qke|{U zRaREUWag8~(rCU4wlzk{vU$dizye3=*;o98uB9!>txn);ui=9yW!5=Vu=z|U25q5vwN*KD|U!FXD0Qb!GkKjue4)NPT**kFJzNqcF!X) z1(zbJ-5!|WFm`VDY8B)*t3#Xhp6_rXRc)%=Ce=0-NXe&G!oOmvJ(JTjqcw3j~ z+yw1vKZcm2Iby5Wx@(=OzIn+^;;w}SrQP|MUM{cy5R8beVt z?EAvEe^q3Ob7<^tOT0LbC(bz@pw45$i`ljay%ry7VXFxM56i61xonG`uzAOB!mg8F zia|DEgw^R)y0eu7p^f^A73(6ypL_LVnhqO#?%JH!JZSg5i~F5jZuwk0w3#EJw*`Yg zFetAB=SQ86CcY119Ifo>n#;Ob7*~G5R>96J(xxmg*w5Hm+ZAEWZPjn{ijF@TB|S^@ z_LyR>X57z^^D@N~RHGiJC=lcMtK`({#HFEEp$#C>NTXj%9p8Z;v2a=kk% zwmbM5(&;Zq<`ZyhZ}{vGP#o6bdU|bm`Cd@{!OI^Kys4S}5SQoZq>c{$~siYCQB_3hD1{;X!cKGR>Tz!&C>vdB18|%mpIB0^Z^E0Ci3tsdrt}61QNDQw{T9vgD+mY+kBTV7g4#L%eGpaKUoMQazZe|3(2QY?~J1ryc6PqR1@ z&F%(lq#+pCxvkTl(lPs)7vV!_g`)6T>~Of9>(#hG*}6tE--;)Vfd#9S4WIs9~k4$k%(W!jr_a5<$rvS%m3?>a=)kl EKd{3=Y5)KL literal 0 HcmV?d00001 diff --git a/docs/_static/thumbnails/geotiff.jpg b/docs/_static/thumbnails/geotiff.jpg new file mode 100644 index 0000000000000000000000000000000000000000..af4dcc77edc2ba19f4a5292c9b155eb01099bf51 GIT binary patch literal 23850 zcmc$`Wmua{+Xfhl1d5dwcP$#6;#M3A6bUYE1H~l-mli2b(4xhiV8ux&R@^1H6xTv2 z6ev*J^m*P#-rfDaWB11%J2^5rbI)Y%>t^hdbNIFJYaMV$Q&mG1fQ1DBU}0W>Uz=D9 z8cIsmkM(s`H6E$_SuhB|Bpg8iz{Sm}xXwd&q=YP9QU}Fn|U@CmZyxBc4H^&G|j=|)1e`2oR_}QOW<~R27boa#6dHfrD z80srwunh)t+5HPY`xl0|d;G2+hp8ju;_UVNUcb|CiHU4o!3LO5e9W6300Za))Bq2E zKR@O>Cb<;?01_7f0CwU(*Pdkp04?DF0QJ&8*Vyv`0Mb_gK=Z^u*Z%pNxIguH`bTp( znEclB=K#Q282~_R3IN=j1ORTE|51j?{s-BZF-7zkx!f=>JAgC57QhV90Js7m0DcS- z1_%O#01tjG1C#*xcz8fOTznu9NI-ypn~0p4h>(zo=I%XGat2x^Mh04XdS-ThPG(j< zHhOw4ac(|AAyH9LCQeCN31Jz25mDjajbITF5D*a(Q4-uMzq$Zq_*l_c z=h#@RfLml(*koA0dNB`x1-ONc^?M}#m2hxxVdDX@@G+$ZcK}$}*tc-7@CfjMI0QJ@ zf7HgoCA-UlcTY%BkDT=>G^rj)DXeek8In3p!6x?LVL{#0GYBj>rTa6xh({>CsFJdQ zP0z+DN7(E4_l*iMjnZOn_TP8JNPvTdi-#%WC&P&II{|QS0sj;V>lQW{4$EE4-Ei-* z3X8BkB^QN;B-MR>Snz8JK!lB{PlinfkOzF-R#s3}#`z;tvGjX~Uf74*8iEDFkpiA~ zP}%^ZA z_2Ytf&yr*5H+F5FbkaiM4LP$VYLpiFq0O(*=r?Ho>Vnee$!y7z_yO$Q zlFTaQIbHnlF6N^ozvCWw&2d#*NBHaUh{eZG&O}sX8o-pIR0m19P6Xq$f}h@8bhS6= z99&J`9P3BWYI2GtaE=Y8U;1Nj9iB5E=s{&P>`{alE{D=Vvg6T>WI~PgMjcc@p=rsT z{97w&$b6f)EstA=)nYUATCx;DjDcCDcv_TdM~V192Jf@7-eP6`f0`jmH+h4=eT{r) z8GC+-YU3rz4+c%#kNIH=a?%X_TWnsbOTPea^{D&c4hUa$z#{n_IR`=$;XQ{Zoa%!^ z{lW@|4=amo-*-m8YuFOrPEZ zE=O+LBIi0-AuM-5bo-rXZ1S|2cQW8Ckt|hz|1<3kddIHblpdRMTet?!h+jauloUj?2 zsuu!!KUjCZ#{B}o<^F+qh+K*mLnFgkp^L_P@STG`4x7YgH7vNYXhFPNtJt$io1(0`*zC)DS5;$72KV==#Y zZ#*p`uljoNMsGf+;I)EN29N5^7zq{|Awgk@CEEVRC!)l`w;TTc?Y~+vXRWwuS38eQ z{~+>H^dCeyi1@#M65M*8yx5tS>d2ri`7PbQk)m@<+5a!i@76Zka~)C9X7JQJ%A$2( zhjem1a$lcT?DnQoms7uBzKMDlw$bqm;8QqWnLY;#AW%u3RCqLOndW!krH zT&s`wlT}CTnc6@u-!H&72J|n$An*K7oLV3AQK|;d)>$L!JW_!?7VqpxyW2v~<5u`G zoc3H~pOTSh{<)0*wbK4x)xn-jW&9sngZk_d`|>)L?e5>AKxAZCWOx3`D8T*K+8X5W z7$dnSTF|(Nq^I!bukjG)d$$$Q=596RA<&?d8NGVk;D8fzP`4PN$d=m=@J@H z`;U?u8zql%SFt39!z;vcG(CsR`!|wj^}xiuVq?tqN78w9N>$Z34l$J_#~`RqfZsHh72zn-|~?H6DxY}MoRgW08Za7d~2)z56E?qSsU&e2b9ZRqaHce3GR z6cbthXITt?nxB$xgdv4&Bn_;Vau>va>tp zg@0{5S9^Gk$X>jVWL+C3F!6338m+_4LqDaX@LJ?D z_R&Hk8MW#zz#l+=lBNsGBiXQwc$3qx*HL7BH;zVc2RoJR(W?XrzvaBGS(h`D{OrgB zejxT-RcU3i3H}t3|Jfz7j`$3U9MIdOZ1XBKt9X^{*CVUmH4yaOC{M0MR_MwHahd8G znt^2i-hE3i)VuC@?t3#En4DzF`Pz0mRB;|D|DAVaRutMz<1|S8#hiM7D!%9|zZF7F zgC!t)PvQa=uc0?^(`K4}{^Io)GsQWJy>!uN?D+A|KNi6E3^ywwsU=?|kt46=pu2Z{ zjOQ6M-I8r5(etv2&0NKv+LCh+faIE+HOb*2-PSU8X==gZ3v98IY|_>Fulzd6M(^C} zjLz$BXJ)KAJB(vN`+r2XblMte8t-`XrCp^PxK(8#$5Ygum0WXlubs=P-IZCw>*9N0 zn*r6a#HIKB{lU>uN6Kcl<<2_O>#EC)eNfN=lAKdZ@|JqP*+w%SbYDMn)Kf{1*zYp~ z)pOBpoy97v%l>H#g)R=8#xb2m3;IAoMLH%kMd_=+tb(`z)*0+I^!WR+%Pl)~S0RrU`9xl>9iVmr=x5uXAG=sG_SYu~xx+`{fpHrM?-*VT@XWe{c z%?5FRjniUrtcLc}Wa`~X7D-DjT^|@xhu9t8q4zns^m@#9!Ixl2i*1JG=O;(!T1K(z zUE@~i;1Lx=_@8A&5!}0mXmP6;`IKreMXF!9={9TLGPCnlvylN<0i4~ECxOqpZ>$|1 zcE)KfrY8hGXaSEz{sPoj{1oD{`BA@m<#vsDc@mj?Hed4{FOKl)=WC|!kr6++@Wakq zN?IpdH;)5qOiy)=zG8O1s9yj=`H!UL$|}`o5C2<%x=lOcHRsA(i0riw2Z;)I7mUAX zd7wnY`7~Hf;OUy|!)0UQOUDQOb4z(5MFH%daW4`z7D75yr9xG8y*#3Lo#*UbWF(cI z^PfdIaA)cwRKu#o@@?XC(qgq`MCaeUb628&G)so2Q&RQx>N4i32|M3eo+oV$o%(bA z2$Y=m+>%)45)2%LG}_RRs@@WQIY;iVVdGno>~TsB?Me#C$C_tkF*fXxe-PQR@ zFInUa!ExzSX_g+?dq(0m?3zM-$dK(N7w#5m$^Cu&+rgRC?Q)_Ix_TKOMjI4}?Y(>N zh*K}O#Gu89yw1A8Y;gvAS`m@A_ONn7&Pj2b&~s{HG9JiW?fbO!Q*f67YqC1C*sQ^V zC?l=ydPkg}Xy{MN2j><2KPvN>%#5@MI!$@*HJ7y&rjH|HjGB_a zn5~8-SnDSv3rzKN#>gZZ@8xD1&*;lJN)-EzM6GNgjt_(u<4Sby zsVFrs-@Xk!ZkAltf-HRB_w^~?BW$?GxDu;;V-pn{k7)h(Rs;^zzNz%S$?iBX3d_eR z3h&Z4l2A2iOh=9{AdqFN`NYpfMURNSgmpy-~|! z%9O3JBp^fGN8#bpUR@EtJNC3uG!w3psN{#Db@!yBJhO+PD5C=kMo(qR6!_epp}s!a zF(l590dRVr*MPV-*1Z!Q9*@bzdwgZI5Jj z=4CAftuXy!Tw`Js>uj6|Q2yg>0|sJ4qGY4%(+hqE-P*aPo*G25dNHG~cTJD%JX^W9 zkMPW5{;PgE)ejIKy06EbUbeat1+1m&qnNCHA832$j^^BXNC^3Sh47!BlIwCyS_uFN}qa%~DQtqxfC1kQGE>E{fTVk7CcCtM!4@Qp2u#`=JT-O>O z@Yc16XnCO1(l(YMFVza{w#^SJW7WTMcL4DUu?<8HR%l7PlI#*gVUCWH<3 zX&)QI$Ap6W*Ig2DEw*kb6>4*4t`eiki#*Y_F7yNE0( zWIfLl{oCEJ%UkOc`N7G)x^9Wh_I^aVF<7!TAbavCqN$8{g(w9H>;~$@;%lwqxTdHH zHd1+vn`gTvJRHNA1CLQ12S8eb<=y0@%NvAgX>?Widn4*m$he<3zD&f2e+nBhIFNzJ1?}f44KD z{L`$U6i{1d(Kb9Yv42zCep>j59v*Rsi`X1~bG&4N^RD{w+b>T8?W9Dex)`^-U@k4_ zC70LDH>zpq>E4BB4p4TnB5d|ghMM;yKYZHgVH5lo`*yqP4Vw)~_ra`U7ORC$wdqN! zWL;A=8vf4Ek9PDrzoz$K2>u?s(A&St4?v$YoUySk+?4hSi+aLVq8?c#2uKR`_dFLs zQ9c(Cf7YQ&QqAePnC}$jtPZU2n*i)Sz+<}OV?H9>gp%P`ZWHYO0#wOYoeTAVq8HwJ z#(OTEhP4bW7cLe!M`R2h?E$=a+oE6wd6Dp~Xn0LmR@4B!3m|NHi z^pH5D)mR~0p6k${vr;D=sn;QRyyoz+*xxS)iwLF>ch1(Q3+*8|_tC4^a)**I+OGlY z^piiVR(a+l6R*y6Gz>!*L5d@EsgstQKF^N=Dw+o+4dMLQoL-(bpKCU<7T%pyI2JZ3 z(UWDGW&%D{sipy@f&u#-)gG!Aia0@tSTnn2uoJ~0O(^NZ+c$3^q9jOOu>qA=H9hVG zB(j3_urRuGhSzqI<51|qB<@i9Ga@_0x5@ij0B(AUjT_}scfclhA-LGy|zwM@X%})!GZ1mtx6If1 zXK|TiSdYuBy{L!F$!Dm0jp23kdW(@NIROn^f#_}!!bO^4n3%(3%17@hELGYGKd2}vPE;NoEQRtDJ8)!W>3G>dddV49+c&jbczbVUOHneaQ}0|CjeV2i z=8?sz$z9Xt?G2fTj%QVjvq6JQ!)IVS<|RAa2R?ueO|E)a3d4nXAtt z&C)y06OV2gzaLYky4T`5_|brkgwxr#wx$F=hE9ne@nDMzN0CGZMfM3|?YE4MIUlrs z)*FIpkQ_?Y_&F_iNS{xz1cFFR=tGjG0!b~-v9A`AR8?+-VDB(YN9pT~4;>n(QxbrM2Th3u5G}dO5a}n_&LBD+< zW~(AfJtBJ)Z*odXK49~-Pb1gIJxBuAa0$&draLqmL{T!tgUnlfD(MFJTCNRn zh!ev)78rThoA3-L(bvDndyGkFm*dY zxQyu1Bs@>*w3Wzw_>9(bYo?APf4%zTx#IB5zL(c+J+4tLgSzl9>h8>-<6wyk)rWI~ zSU90RmS?X5ZO`ZeY!dVUzBZuamb%upYi?~{Z{WlF$8R20#VCtOt55f@Gv*e%$Uw@6 z&Z{6#1=!DlUhQfQ4*$DZ*9T4Uf)ZCAHZgwZZL)YtA#O~z^s_?mMU^C+&3ZO#X?x9;uIYbtPNl$O zp_0?Ui-^mnyhfcJv*Gr&H_N5;d)rsE>g?$GZb)0cFMm6ut1~~iOC&blzfID0@eMru z=akuTs-c)`gD(jTQOsKD({T_UP`{t{dsy{ z9vSV(`!r(Bl&=n%q#@?SDx`X)f4@-+0!pEr!;po}NBLzg24M&s?Ypg>0$oFw zJ8qAU72}%pdxs+o@e7@w8%aNg+5@tG#60^g#pcJ_7Jt)SB*BKLkQGZyjGWO4{KQ73 z?}t*@T4fJ$zxZIorsRp?1^G#f5*WnxEEV0H^fuEAE+sU^4597xAPEOgzQ}3w-}p+o zM3*D$6_a(KdEn@<7t)}*I}oWp4^Tum@5z!&i|M9Xeme7b9yt-^keOw9CbiX#yYz<% zouEG|I!rL4x+P7)qE;`Fq1y(YmqqR?9m#a%MIYcH%c3&Y#{m7#tX1s-WclJX;zQkQh7ZNDQNrSD6j{_@N z2<|kJi-))PQ;Wy3`8@~xRNAVL#NR)i?L)~Tyno}owUHPx2Wv>cziMr}EdIGVnBnF3F;5xcXZEx6A)`Mv2ngDv9X$0>q+`}Y|| z>de?&&C?@Av5>M<1G>}zfCWW|wJ^e=qo^^BKG}aKh?xGp`b3GEQ?|R=3aOFN`#r3+ zV}rPM-fX>g_B(=j2Da4loQNA+j+N%^)=Prx$Q^Mfz`8(Ih)-mRgOdd#_L3r}o8}t| z30L}~bRUM~=1h>;>;;@<^zZ?Piy3gwks-3x<1;?>8tMZc9{J|uj7dBxR@OtFn)^S% zZ9zKLo|TG|{;AgYULaOG$^=m0{C!z)x?c`)QW^nEl3&Q=N zY0CQ)wx;=ooy58JDZH05nNWQVC!xs^v9WCFc}K-S=NeZ62Jy?)fhcu6p0CscI*0mn zeKv|}k(s;GLm@-fP2>{KwM5-7`a3*;^*ky#DhfX;Y%6QNv1yFNftooklqwr4bGd)w zLkZUIF}f~@e=w~E&38_o%>iuRUAGXQq#aE(KX`v0-u>ZID&-6IR%A;o8!ITjDAkg@ zUhd5(@r(sJLUe!pYG2nQtfFptzq}l0CT+i*!H7m?vbSrJozGsH$SoMSP&L;|{}tW8 zhm7}o!teQ#J==>hybhxz>ubDk9&&Z94tOqwFgLoAEK9!50ywRVzlsyRvdzB$RHwLq zhfND-thl;BO!ilHXImvV1~~aY=G_uhvvrLU)tf>u@8=g4N7os2(?Mb$z_TU=0pG}Z zNYUwT7IK@7f0?_zlu>^?y#jM67OXJQBF>fyMLJY)MwIHau-{U?+8^IkO~^X_vaWbkXInh&W38)3qPblQZ|~3s zrzF-<&=KXdr82zj&|IMY?5V;06l*zY-_qG=m@Afk`1!5zNE&&!gr&-X_(kb(WW52o zvSuhvjwn2a@-X0rKQuJ;{4KIxvIZ8flY~D0RA{W}|H2mVHN&G4IRejzeEUzuk*Pk?pf8-6S@)U?0U7XtM>9ruPSnh)^Au zW)v>m98X5);p_=DRqtzzlMfr~Ymy-GCHG0M5vXXcJ=U~UFPnbtFiz@yh3=Q*vZ||c zef3VDO=|W;gZ@owkA>}_g9V638JT@W7ro}KV>J?FWS=|y- ze1$K;u0MpP{Ce154{zO9>h8vQvNugp&9J+nDnxhDvfJri7MoI2OQ$A(%kCWvqqerV z&JChxHk|DTz{4W3oT)3#-S@1w%2WB{zp~HV*z`n6kkHwH?hOyfWxVXNt#UQGtFx-( zgwKJXN`2w0?je5o0l_|dr}ryfvT$9A(?^ae9kE2=6M&3{>GLllPQ@iezULJN&6--F(aVVKN48H>ql!x5Iw{oXg_9>}?C28i=5viNnSZ=fg&+j59*L^YRFT z05lI&wW<^2o4a8J@fH5Zam}y4*Yi#Z^!`As^qZ23wmb1W{oIzw(gyWYcORjmd@9e77pot->eX1gtN-v+@QtC1%%mVw%kc65;)?^K%3!TBziQI~bYyGT_+?q$VUB?r zI(@dPAhVt*64!bwY|7<)dTO#ySL{)$z;m?+y014<;;yov*i9A}{$@E;=KqlNzUcYH zt75Ep<8k~kaz)X;L$ccUO9T`>*-=Oer=}h^p82hWn;^56E?akMsQaae_>zEP9P!Or zCTj%o?gKj*szQ#t&%)(TO|iobKk}m(GpHsBK{B_F24kW(jitxcZqpWtJzG~Cf)mH_ zSwku6tZexHMf7w>mXqa-gz`d}U{Vr$K#NO4w#agAffFSvij}yi+(vhZEsKH8Oe9;> zk(!RUA!LCAR5v%A6**PUsUitfiqEye+V>fpa9vz9u&AAxx@X z+Em38r#Vq;6j-Zfk*^_8RePCHf9mFE~s zO<}BIsAOR{_ff%vR)$u+} zC^PX>eaWjec8X`tsfh-DhK(NeLbKzpvUKr93yrk=_A|6|VXZ^p(MJK+G~905k7rO0 z_|WlNQ|7$&f+c-gBkWTD)?gW&}$A z0(`1mbIvmBfoo+j6#z|=W08H`dr3llu+@28vx4#aKOq@f zq$){Zfc6(`*lk;jwfJ!Kr7aZ3NFn^6i*^{(kiR>0$PJz9(=;wW4jGohV3$US; z^AQCg^ZLc{f#sO3jMwXW{h@4ibcYnA;36#C`e{+_!lJ$H^S43*ud#RA#}|U7A&fcg zjkD9M9tgA{+os!Er5m*wpxr5Ir@o^cuPfL!g z(N#(tNsL^|XH-S1xZ5;M^2z2aYt$WkOa;`gj^#RCp8D31T= z_di**up7q)zW9-vu^Sk0Sq6Frx(U)cWaUPX1p?XQ$im>?s;tfiTvx)->O&mFyuSZi zaHG72O$MxZ!ISWU!oPwy!nY>u5R5T5Qx2BKOE@*7ovAlt(`UKc4^ksi@jeLki3?Pq z1JGPXV%$s1;Y+N%6d3g=He!=*3`})rwp;#Q#~3iB-+|4G(B_`Z;f&dy=%M7aC~^M> z7W2=k+PnVZ&1ZXZmSmdq9eJ;JKR$tFKs;W}KKDa>TsHoea8$AM*H5KKh?H2Yl zM!?rSx+9>(V7hGNtHuMY4hP27*_#c4*I(_g(h3nVvmkT^!<|5{I0*OBzS#$hka651 zy*VvK2_NlXmZd&y2m3|cN7&}%Pm?gd6F}GSCLOGey2fZYb`?d#0^2UnmEiP?5Lfqh zipFN9hj6Mco?m(|j2a;%Rz;qJLg2!U+w#PW?y_HI-No@Yvc8z=YJvTN2(r}6Y{jal z#RZaTQ{it)2}5w!x7cq9z4d>{%KT;cCVJ7-*ehbgnBzU+57~PTeM(5@@Nsx}1hZ#$ zy_!7xy;jLDsvv=q7CBJMGG}dhM9ADBB1d$V^i_u{>H*N{DR9hbwHca{+rvP3G>7De zqvTfAKZXH_5rU0_g7}LI6KZ6ac@&5j4E2VSN{X_D5oQt^LJBwDX@c2d5nI@ja?_y# zg!4wm?kb4J!KGnjc~MFx=kBX<5F@lp3N~N5XziR(nSA0amZ(IOwTV^t$Ogxw{~F|a zJ-%>Mvou#%P>ofMAxXZyT@&8jGExV{=6~h3Re*~SfRB?D5==aWw+WQvWBPmxR_xec zva1rsaL^B}+ctpwrx#c6gAxXa)7C*qa#?CN%r9M^Ym@bY82O zi+}jkQ@>F%{*a2muR&Ya=o;dXRJP;5#QqC#8d~SEiLSWve;H|&By#UqE!&RH_Q^C> zzi@-Zu7fn+D}Noc2PRe{1@%zf?L$Q^(|g%o*@3b1;LGm8jc3g#?ONz02%Q!y zgkZ=?VR*=27hhQ!x65iXjjl-}kiN8iXY{js*UHP<-L?zGK0P%KkVtF>yK{#yqz#mY=~(?QHs78n4SOEdCX4Z6}$G;jIq$I!_a}vg#+7A#i1f3D=LK0kCB@x8xe% zgMC`BQIB<m_k4nY(j;0b2HeS`RmOC7#Ue}3yJ+^hhK=~ zZb^18H&YEcAhttJ{geeDS?1ACX3Jk{kT3bgLhF+gUkMTv+S!oC(=6E*?<$(7qk4-h(ce7G!pfr zg;?Dn)J=N~ig%~vV%ngipuZ%U+Os`!T$(tTT2`uJd}~j?rjGJMWotrp$@GWg3lER2 z@>`GW9tAh%8TtQ+aY%(HRq^-ayq$oBLO*tKz}BeB3)(#3He18A*EkY5^kg}w3vGps zrNw8mt2#p#iX@qNpyjUAkG*Uykj$(YvXl+P>j|+a721_yixT(0k zV3#pn7M+6`!?6wSux*d*Ew^NF`M&IbYquryOkgp)kCvn}j}^i`q$ta7DwL z-eM(LXF)pL$5>6<`q7Q!urGr7g_s&Ib{4dCkavfH0o0K!rOD%4aZpH$nJ{=wMO|2L zExg*v?synquFCVaF1+NqhQ>K^jGci(rWu(&4(-6zusI74>}49xyu^1%bkok>?9j)Z zU1xl0+zXN%7jEs~uGjWK>FO^yRxYbwEje)4ke2zur{q~WU}g*zquv@Tq^dvUiGbqa zAmTuH(q_z^y{4Uw0fiNbPeFEw-^67rOaErHp5-SpJ-t(k?vvEb!sCD})zg9^Yqq^=;}NHxd-G5bKk6$oX<83xfJ9P*WLoH%me}KRl$|}= zq+&h6bK>SD_o;WnUTgD?5aJ2#VrEoK^;KoZO9AVb-`9R5dNSy#v^-XGZs}1YPaYf$ z!TKU^zM7J(@yWxm7^8ZFMLB)}(%q=BnKHY_uctPSK2@jw<;urRQJkSSo77S*TATfD zjLwe3ivLzy9$ZJ%?MiNS9{5PR_N|u+M<5-GgV3^?t1ofdVps{}sB7w8v z@$9~|cY~0uL_Bjru=3KJxYp`C1HG}l4hO%)cq;mXdSZQ27_0p2ARd&|lX-Z%)6ftT z!t;inYL07(55s_*iobq;(E2Q@+0QZZTXRF&C|M}1^Yd-(KDq&%>Odxz&0zMyO8NqG)dPAHvAXBW1ljsTw8_jZ75cN zme1o6YbkA`jiGBl)(OEJ^g!KOw@ts;5r1ay-3Ng6a63KKy+^yUC9TlG_bIxLXX$E$ z=08st<$M&R@}8YNOA#p#!r84d_Q>g(!#`JqR%B>%j=-y~nXmHhk^~W&Gl7<)a|dS9 z6?MgTv(UR6t>ZE}s9YRq;8p(nM%p6GkPC&;ea`@hoWsZYz^{)Fh*j8+ zb8~hQ+|-^hw)Xo-}0DA6;wmw($@KOLm9lj<8#$^ctQj`1A#oCQq)hr$1)%5M_*+@nkG9{x60Z zDI#JU+Goh5kMTzukL01Uq1v5)D28>%BmUYmh07$qxjPq{ZvM6n`e=K}O{cuyO5*Ed z1{Txf7f~@yn6a?CyG}x0UQu42+oQtQL@JQjA#(^_$!kp3jpi+gpg!1$r-nE~RVU|! zim>vX0gQyA7|sc`rq;87EO#XhAWi=VhWSiu{xq#{F!&LAF(QMGz4Nt%zXLlQ1w}kc zOGJmog}m+ew#t8Z`Ng}iWK+72Z1Y=C;wXgT@%&l#SL}NVfgIzs-V2dHq85oY_fPwc z*TiygDL?K02z%*@Lh>sk%y<%c`hwOZwo*b+}cK z+PH$!;}nYzpjQJOarCB%K6$#F&3vp#0tm&I4yCaDPrT11Ke?l(M~mZ;c0sF_&VUx9 zSdq1u`mgMOf`oz3kONxJhuFsjQV@+m@+yW_Q5*K*-cP2 zx}a_F7PaeeFLKi`_^R|Km)UU}<}+i6po2JOD@EJ8S-9nGm!S1k^z=7(+q6{uFC>kr zvGYyqHqP?6oks?<2H-(;5IQ<+>PcEDK)tfrg7TkaAw_FYDK~;Wb^0CflfnR)H7%Z2 zHP?h=pfcM-Gckrtv-cB=PcLc6z};8FAj3sjNh!zex}4+ z+s-|VxHOHEiV{YmNZTc$xokthHv)08VOVZf3(by^Pq%c^c;WJOrv;?v8Ym)J(?0-N zsMG@Afv-%9+jlJ^Pkz1wzgetaK z`bliY`pg_+yi}^l*l&%eVl9VWjNf@Ye+-{|v+XqNABOd&%Ofzp`SR}*nu|T3W_yj5 zegRTTzm^zn$EQMa7SXJ%1^NFu@Ppe8<*=!KXYodCx^S7DtZ7C_&DD9ViX(H451M#5 z;wjh|N1A>6#F(JheO|+-mBzH!ruo4er)mR-I0iPUU=~zUSnd;aar{y!$u!0t6Poj- zmo;-rbclL?;E7F8xSJW*_o6|E?^R(2!*1fb+P*Xc%c<>ua?dfLt?b{SEsDawTu97~ z|B>nszcB9IsvJvsJ6n)b8vheU7S*X%&4vo6BKTC#9z(VVFfz-&Lkh!Uyk?-2SeoHD05_C&J zf7}!6{a)e!B)mxUMViIEwzgMhyzCV*#D<>_pro>_P@u+WMcuPNavV}X0q26{_H zPXg=ZDh+hD0Kq^5c-y%tUCu3m2jnZU*t_L0ZWpny86~-Ky1P?o%BF&Nkc4YlQw>bD zCu5^^NLBzJMQof=&N#ocS;JSt=UqxFl-=L>ed>N)$XiK20hp3q=2wkz`j3zbos4GtrTnLL z2}>+D(X-9V%!gbR-{T{4GX`x0dlxQpYr3%Ik#69**z6YSJr@<6bFkgNaBIO`20$8Oy8GD{1?aT|4i9ztr7OlWog2YKGwp$D_?DuIdm>z`tsyqb^aHkMHPeH)OI+QUeX7&!uXkad07&Qhet*14M%8!?d%s9WtB*KZc z)8*Gg2NFxMgtYc~$MhIWRJ5R|&<{*ry;WzZ$lqCVKT1@Gc4OD-%@*Dcz)hX&xYKOv zcpsLhrN$t=9o_dTt?`y3U3{!%TD%l*`=-Qp&Uy#uJ<;*Ry)>ZlU4`Yc+CD2D)PI6q zg#VhNX4~ZvY|-par04OJy$=Ku0w7NVR%oYYQr=n{nzi87b)Tlcg?|SwwUM>l_ab84 zr3*6^xv)jXdD2~6RODmMvjX^a4r+K}Gy)Py2tHo&mr_x6)5T_Onh}8ZgEW0=3OTH# zKRu@@WUaQxjD@B#-Y3!1(nX3qjn)pM;ql{F{Yl6AF{3xC^VLDsNso=7qU4{LDMKcy zC`<*YTV(3k6xYTXX0~wmHo!>gkDn})`%avlVJq%)amh$ZsNW>L)u^3^p>!UNmX zUi7uh>rx-oy*R;~2pKAAu@@RF170muc=9*TM#dX2)a=yy1zKk1ywfF+3!s1@9RAYP zfyB8cRK?p*ky@ym&{MS;8m3t<3vT+_>hQV)SZpxXD#_u|ip2{#gWFIK;W@9nm&1O` zdXI*Bw9GcLrR%qSBjYz)P@4V{uM+5J=mXap=zbu?sjQi>O*OOy(R2W4!jq%;+>)Ji z&4IzMlH;bWE9#wxEv31-{8KmFC&w_)E9K5nY&xirsI+_*#4N~kKqZHide!l%Cs>?j z2ZD-}^xFZeTF>gV7_Jk~7hRkDPd z1p=*HFK_s%SF*gJ5YB2^V1yc4$C_SwzspX&_BX$3_R(Rg0+5Vh+v2_8$bPiI~^Cd#QiA z;HX6kmXl7&5~?sri8jqmhwPfwRU98_2f{@70<6|3v#aJa7Ti({z*;5WBr|9ZviE-Y z&zswCS`Sk^%lwS&TjMx|M@a1jr9H|H&}*aONuRrUJ^nvO*|ns#4!@kd;&kX({8^1z z3)*r0I^UZ&eyA$@1rWe|ui5$q;N#kPN&K3AXXZPjGwEbUN4c^r%DXZ+Xhx}j8IsJ>B^{+X`$?%xWA+40Fz%#rnqrv#++-a2W1)Kd=Y+BCCd=+H=?|t~y(s{0&)ejVJlk&_fStK8&=SaPV2aNNE}zP1=9#0Y{(TBcU0-f)6rv%k6r*%$#17x&*?38Ab>czqA6L zGLV;9uN6xSL{e@+lRm!Ru3#uxlx~?s`MNaBpa=L^;vpyoMb)bV>sNI`61>%DX#37w&sy6AI_BdPkVHno z+xIyoZT%L(+KU*5_XoPJahde=KSzOHLq^abgON9k)M&K&FMybf;L^|6+Y^t1G;Pn0 zrr3iGU)b1XqUM(HAOhLN$1Qy zO63Pun3u9USMHisn%I3<)Uf!$fr^)PdRzlDF|TyPy=zb(##hYiMbhiSQ~LIkM`3eS z8!BA1Hw=ZQ&)|`>tcvk$59#jZZ|-p?*WDG@X+9ss3AnxSB#&XXUDgP&3Nm@;K(K1( zzVF1#_(P$MZ5kQyI>*O|v|Q%`3tQ%OqkNe@3x3ew==GqI(zd&>FTL>ty?_Q9?Nu} z4WHv4@)#rrR+gGy(#Ci;+8}}~BV}ojVco{%7#vL^h+>6+GdXcEdb0O)zDexI- z6_6~)<_Uu+nZo<4Z1a2Aic(VR{*iUK(+TqYnC;eRc-7yt4akAK{V)pjIW{t_5m|pn zDOg&1u8mf8*~2R?Ys$n_o39Al<23li_*Nkz^K2scs~tA>qzqM%R}Ap6`c0JI*z+sb zactR`jcnTPx909^!{Rj`yaQj{t3F5M<}o~s*w2~@cN3bC;<+|4LX9vKz_}-nQM~u` zA}+w^MMA=rylh%9sjnj_=DWSU5KHWO=v;lrO-xC8sD; z8>eig*wsky^CLK%g9V|!;(kIO<;-{OTHD>-9GyT0tC!I~2? zl!va;N3D(%-0c=Qe0SbOV*Z7KYnS)Xew(BEDls`(Cv7I3+3~mF>JgJ_$gwKj*s)s~ zuE`>zEMON3l=KduFfi&DAA4>Qkh%iJeLv42X|t9M{n9DAjxVv0a>!X{;bQ4R7r9G) z>C(}Ho%e*$icY)8|LKH!)yDt>O$;+il3`IZ_wlC~?4coZp1$YNF}2wh)2X+dD-m%l zn*NCE_~F3zSTJ zLdb52(U>uo>|1sjWS_Clm@H$gX;BHK-syRM%X9tS-~0aay{_}U&biJx_qp%0-1q1H z)Uy=aB=ZeHqUUeL0D(~q2!7wNdred07Q|bGgD`-66S#h7K6IK#Ew;T3CB)-(7djZI zZSQpKhHzyVWeA3jYdbY9#Y+ z33(N?Z&Nbu>$x3DOP*W#KO$>>aysUyYL!YW#r>H0LaM(_N0UQ6ISPR8NXSBHw>WC~ zQ{LV@6_XTK->#SvF5jXOg;eRY^u;QPxO!66Bvu`Pq!464S@yX3iM=kdM$1KL#2-!{ zbV|F2d>DK#mW%}+4Q<$%_ZlZyufh3V2M$#XZ^qt1SAP}|@drnzsjqsPm?8-O%nSb4 zbLXFLZV5eWo#(?j;fN8<6;^9B>V>ITGu|0E(r4grii!BXFL|lbvpVY~6cymbuKN8D zT-xIuo|39G_%6NymL^~K!IxN&xbw!*i&p|+9KLGfp4z*R^C34 z(Si6!09)2`P#`gh6gYEhz5<$2R1#xLQu1%!p4Nr>G{Y8!#adNm{ zlC9Vy^}^Dp1DdJZIV-F`KG}=LpIX3!*PLI$sFAciDMvCQpXHgFy`s|nj0Gw|LtL>J zlP85*Sy%HjT&UvPpS1f%zHVYqDhzn0(S2?csEIxfkH)xg?N&*pdsYeaJqXFRFlw7} zNNa2*SDru0sy!*2iS;{QRi~jBmbt=|2(}mBBqPgrRkRB!Rv5w?+`5nz@4H*iwJeIe zaO3xr8rKm8CM*=UbNcWyJB}1s>b;&HC@sxW$-#dve^cUdVZJxJQ` z;{GspdDF*V7fgH8_y5@6=eGr0yPWYD_g0^SpE%6^>yC)v*}i8D3(8^N#p#LplXMHj zuKogWw^Q>wOqZ-l&mU^$YQ@ez{cKYm&a7rb`+RhjUPO--E@yKHA+olykK1i3|8`Id zAD4aXdmr9F~ z>75~_RIWtU691-$b3V)$x9jT9X^k|ePTwCoK&xCQ+kKm`PLz+#kG2dcPCHAR>fS$P_k++z&VJjWIihc9-iNP#b@gehSwGgkvDvGA%68?#I-fmsV200G;$?x+HE7 zt`4+&p@(7ma7l|G$YM0dRlJ?z_At-%=T!(L0Cni1wI6LaOX{%OR3w0;pAkyh*7d#& zYQ1K)thS0Yiv4i|bM~TF@HoLa-NS!M-naD7>f#DxV$0-__{C4hv#C3a{DzQD01x zlAD>Wc>m_qo5$dz3XKY_tFiR>Qqi==07)QcM7rc2oPGlJyEcaNoc;w^sV5aYt+&YH zrx-uN;jMZKX|9b%N!7?m^1#s&#tuw6S6P)CXvdJrWMc{aS-BVLI=(-sU%5 z@OIZtWt9ieX6xS0oK4xta7nTc`r^0Tu1;R{ioNyZBPl+kj}%(~&2HX{NVKmtmRR9( z88CW075H%{ZUpRureirh9z~9EuQ|AtFRSAQ85U%OD$j7JW;y)0ub>OL;`23RAD{Z6 zch*4EC%$y>#nuha1Vh1K*P1WYtMt&(L6XGic^@l%QkkaV4L9E)`=v0O&Bj7`#?p`pR1fqWZ;~|~ZgGTcB2dl>(difXNOH6R;%lHLqGz#mwlV~$g=#pqxq?GDR zQ}2KG9PoZ>j4q^9PQ-AZI{LYKm`&3!z~sS-fpT2;>Z!YQhM}zCNU2HXdF83x&bJef zpS%hEXFTE0JqC0$AK-U6nQJ1RJ$p*q*sW#=j>94s%E}Qs6p^v~>+lc_xus)$`rU!7 z#y0FmX4hyB-Y@fbT8*PK%40MvWnZ6fMYky)mpkc(KT2ddf@3ob%HQrg%NsCFCNSkh zU|@V^la}NMU%n`$Ki({-dYa2T9EQj+*GMulL`oRi8;E|qE+pE?;X4+&X10neDm#U0 zwS$$G26(NTY?UdPVbFRb2>}C-e%-su!AnS7XqQ;*G80iY zv)|HE&wMm-`a~=y>#345S>wisP3@`O`OkvyOn!Gx_cZ2h;;z&ajBW4eeosq!nI(m6 z(f?Mbl>SQF=l(qZTtFbld(OtS=yg%b}l1lEIL-Cne6EC9E)+Hvv;^6 zr?2vY`CNQo=l+x`e6gWnNMQ!f5BDFBQ1^PKfjF1^^UImmzYXKkz@HlR#K_x4(ZTb8 zW4GK+tWfI;n}_T#z`;1FrCK@z=Bn%hqG`b==|2VlHaq|>zQ8b>}Ew_pvBmH zWLtrHIqLUnGoLW@`N~_QJoF6V_U-6q7fjbuAwZmOO*sK+aPxaLVRw=s%p| zm9v`{ohf<+I-d)BqF>ZD%;CQ=`F*O2?e|(hQ>8#pxz&bCAF3?leiJx@ z!T+I_;0OS`8b|dx&cM{CTTu?D?4b8cZb45_bQFl7(GzY3-AB+08DW5a=Yfwob zhmI_3ZVOt~?wyf2Vxc26?iV z3X6?xd>2lc3tjhG{>u*kYB8kS#v<=t!Fx(q!9K@-RW7$d{(|q!Nl^Fulf9fd5@Ax; z+u9@_|3LBTy)+3}g(_RB0(h_Wj>jv%SGt{JMuMLou+*`X9dzScOQRliggF-h&M+Wv zpjwOzs`jc;)hLN9#gz<}b4_4|A>s3il^c+i1MNWdpwCPU1m0eTwx|f_2wlEE^*#ci zRLn5NJN3_q;h#ase|)qb)q>Scl5EK$-hBQSTHzLvEn6P=^y`HZ@86LbF2?G&q%Lu8ZdB>*YPYzy&s3!A zH4tu5jc*8h4d%i6L}%HZU1T*qy~%`Tq)P`mAB$3>A1H~6)r;olw6kUwLz)A*`;heq zL_hhu?8gd*dPb6d1ELDjumP)-fV&BW&A`?<#78^fBxPYwGyEX+Zl5haiq1oNbvES0 zb@;r4BWO9T178`R&crB zlYE0B31&~yn;a@Ua8lO(_N^9#X;TK!<=QXz1K@)*_8$esUVAP_FHH9J2Ze@(Be*EQ z)=t!bC?3oQ;WxZ0i68BmT<;q79bZd5c*Ch%UW%?t23s4my>lP*tW5xf2RVsh&|!`T z%a59~ZCCbU6fP96HOd#<b=b2Cg%E~xbYx`^S13UT%Ci_>)C^veiHTK%_Pwvz&Y&k); zGpA~&dP%_xYqH3Z_CbZ?0{T931{+LfK}O&-0t?3KK=OjwCp2Lfk5WIi9k-rsH*I=) zasPJ5tRc{Iif1P{ZiF_rffK$TbV5i+LoGZ*Nvtou?2_A%VyD)vQq?Zdmt z2gz=3&n%66mZ+cGJWmI5Hcbq1%W5X&P4=W(3Y|50Dx{G7U=OtBRv>>*PR3w4yQT&9 z^oD)V*|*!}Ub8H2)t^Yz(#DVgsc=sp>@&+AW;06F#7KNvq_UDANL}UpbmYm|{KG`p z89^6@11S&L3$@p6)hRcQpW4o__eTO4+Vs|E9|Bt}9riQp4urH;n~5Qctfk4H8*4F! zgHwo>?Boj_-=(vfzrSW*fq!^o>dDQkya9EkyPMTbJq5~qiO))N*S&nBJ1GpUxH43} z0jwgX@B_5=EE;O)@pSY`$ybpk693$uv7RZ=@h3EYKVRp0GF(Lv`5+75_SJ#M5=%y; zE)7a6G^`Z&U#OB(P@(gC5V5XUK-BUgBBlB$q5}8eE;h+FMNijnveO{S?QXCK&;u-= z%W8*wHa*b8jNmr!J9{tb`hcLm0Gi)O(p)!Vtg^RB>=kdrJ46fOWbfs&n5)9fm(yhw!j6-Er$yR-)UjkODY{BaT)dV+ zKbvM)h>UeH1*XFB`5-B2fy*8~D>5d1)z`mXGl)?HbtXM-Ay`;;JMAW$E9QM&x_0%k zV&2NxlYdm6NlzQq(d^%IL*?`KtMQANx^qIiLBN(vd-l&yPt9-a_x7ugy+~^K^#6%mZN75AEc|-PW>iuH#vwp!Y!RZVcL-LN~S$F3b)_ z#xS1@0RzygftK=M?zl4NY1Q(lDEdt|%d{+RnvKu1OvZ6?L*wRp6?eMzr?|1TH^J1H z#F$0nvg^%K^PiPZ%eP8;(>YMRDzN`;YyNNlw3E{Z6z;3o&enYOh}Ztk+rxd&<`(d7 zdbdKm0xWvMbw@%$yLgh2Ut;B6q6oNq%T|#(JAJtnjgjMXFG(Ks+a2sfgnpX#*5#rW zm&Tvvwn~$eTiV6rClomn__k}DTv6!qFeeQKxsKunRfE3A%vg%IuE38Xc1Wx2)|5~o zP=x_-_^Iw?%M@gD%WVUCf5DPbHjTFd*0OY3MlH*&_0@L1a(#TX&xy_#Y(UO=XY_E!y68bLY2$7Z|a^g=Wn8IJCUvT8zM~9NwG)IMq=( z^Dz&yNQU#cXk1m=+0IjeX`z8;1>S7}tO`L_Jt%(+`=f?8Mau*H5-w)Wv?!}Lo8+X0 z3gLq|b<;C>rcL5+TaIg7&pFo-J@(W_r|S>uw`;;z$-oz$4>*I5jj=C86R*$_Wwb`k zV}Y|^JGx7-?Po&8G1r)~km7OTjB^MN|mJm!sxQTC7Dr89&dz`{xO0hh` zCk1Bez)=BPWaSge-3X~+*ljM8ZNusI!|9mU@1CD3@oG|nX2Rgwc|Th{fVJ=p{g=T z`K#aD%$BczLo#gt`K_UU@n`<8IP8CtKmMI;^WT->`PoJ2$+lqOtVuO1mvawz0OT&=HTiLc=Tl;ajXl}ddYKF$AuRr$Y)oWJJ(2fAB9L;wH) literal 0 HcmV?d00001 diff --git a/docs/_static/thumbnails/regrid.jpg b/docs/_static/thumbnails/regrid.jpg new file mode 100644 index 0000000000000000000000000000000000000000..cd85c5ddc65d74b76a3552e18dfc57a7ded2d1b7 GIT binary patch literal 42707 zcmbTd2RvL|*El+&M~mnT5hXp{5G@Hw=lKCzhUmb;8*{K<^FxJq+}eZehDynA_nW@T-5oAgIS*^f9+Ia;`4kf2H+T_$$Yx_7Fq;+c(ke4Fq@s z^Z;srXMdId_WL%t(>ClaUlReW(ojMjRF97&HshFef)>KvEHJ9xA}6ry&M280DAx{Kmz~) zfB*uwkO)8sAPkWBGY?P#5D^d%65taN5)u*<6Wt}HCL<*wA!WEvMM2HX_<)6(5eQ`E z5a42E<6{Q`xg{U-2?>jdi9O(wmX{Kd6A%>>`HKk-F)=YI2`N1p8NJ9u;6suB&*4uS zfRYHO`;I;?4jbSOB@Qkn&Y!N^0^AB9{$GOl-+|x`E*?H14$&>v>K*_G7Z>-=9Xw)U zyuV67j05-!OG$A5A(b$jA|bV|Ee)-Rq`P-$0*YPSz$huXW_&{8nb#LO4pBYNs#n$R zV=Iru^zA&t!gDy4R6!AmNA~dCyxNY=$<i6Tcju@;LaT! zJe)iDckuCW|3z|(q{O@bP*{;l7oSbU);-~fI`m6byQtpS4;uDoD}OKm(p$nil(>|D zCxFAP4{zDn03SZwVPhrwFOZL9>N~vMu?RgQ{XG*P>Eh&>p+N?I%G}R^b6Ot6nAaHD zf<*TEX2W2gr^wHWR+&{%_mwoQRx)Mp-(xy`dG$cOZs0K7-n(&EOUc8Ny#QHMNEUG{ zZ#k9;vr@l z8LjX1iQng{G`4Y5M{I4pPQ<~{##4f>xuM4wxEdy$*nu6lnpY?&%JHq}<>jxOYJ{n; z&a+&|`9dtLS6E{ZN5UI#mvUhGyF}LR`MKpNOV^gV-^p@Q@s(=qN9qu>3tBi%8398W(SchusJ6m_&(cm8}#9 z+Y8q$u%h+#ulnjofUXF~lh|*vgG3{Q-Mwkk0U}?mYRM8;0>9SwPJ_U!c9m^?1e&e0 zi2KKYHrdPl!>8K1&Ie|Q&euh*^5YkfFQ30rxOf}B_}HD75D!%BQDnHF(P}ktx^6Zu znRlxjz{KV+@HjWD`4DT3OJu1>M1QgHwP3YEFa3fm%vbD!5V8=CUH2>z-Hp-Fx@ zrkAQ}GRNuX=+0teml23)f!Ce9nl`%TAK!tX>YqDh;f+7-%ZoCpOOb2?@bmkqswy%M z+0=y+9y|#kdF&djk(msb!H1Ef|>%DF&OX zKadmC(^VVuR6OchJsylB>w~VHKh>sGLe50j25ze$z{x$3T6-0#plVk# ztcQQ+Q`|iwVm9u@>aRwat@6|9UNz?6@kSZ?*9lGOWcsf9 z3T12AG$}|xjtYBO-0^>CyMHLYe}eD9(iOA;cL%#4Wd~`$o*pv~Hj)(aSI4QkuNWA; zkg&qeaKZYByAqOu3$C2T=0`t5B%hJTuw0v2sD^Y?*IBroUq_||k8knjw1|I0JTSI% zElA0+cYA@dt0(geQt7Q4xa09f0lse_PD>9F)vr2BnnG!X89NBSH&iB`MYFW9#w-_I>HU1b7`JHWIkNo=I@f^mbO_jh7wVpPu3Pnpq5klQLvn zu*D-7uXj3!uS_`*a3E{a^Q(+duKumINcp5z?oMvLOWlHIOKPN4p)3ASjSClN!OPJL z(#!isphFoev*(P)^Mc5*$k#gBoemX8&8ZljwO=N~{v&c1L}Uj^RcZxZ<#j_WOJ^oZ zR%SxLlfi}ahQ#yo4p@+HZAf&`O|R(<$InCO8`{fjSk09>>5ZDst`B30r<46$HDE?p zLACPvLZ<>3ln4mJhV~s~yJOr8Xq&Zoi^2QT?5|T3Mvbxf=3Vm^zC!PxfPB_Kz8vRw z&3`OTUGbk>Fgu(kQ-OK;l|_`q@pshooItbJWVYZmRU+2zK5n9j#%Nt!pDYy;ZN`^m5KQsN8as?2IH2J$B#Zq%4W>m zvDirL$0{}1u(-=lOgCbfHA|d#Z0GR3?er#Ep|Y4+`VJ_$+Q&Rk*x(ZEykg8Pt6}#^ zUhRde66mYG2=QErE%?D#8Q21}&|Qih|69y`>HRsJhG{VxNlTi*`Z1NMlHxCE^dKw~ z`oI=o7f;AF($qyVmFTAIP_tY01 z;q-VW%tGs~?#`Ink0QXX9W1ey;zD*+2jrLozdnu!m4&^5##{9xSnsTHoxh9rw$;CK z+LD(+Uj7QX*waJ*Dl#qeskX*KD!coLRF8WvWG7uUv%JnYpzA8E8lA2gATpt^ip`Si zWwQM3Jo7)ZtT3J9aclG+eJLX`GciJD`8a;1Ks}QM=Nvc2VUX8cQ!Su%m&E@2wv$Af zxd9bX4*Uze#VH>r?{57=Qbwn72;fptjM;-uNQE_1yo%`d_fyLwHC(A#~6_w!Znll#7n zXJo{ZX21jSKmXl368}z%RpfN)SWC$T-aPp_P0$pm`5e^=& zFIkYUD7ML25}z)I>q?fiPdUOKCBmVLW(Pm_@=^v>Twm9Z*VD5uX+CuxQch2k3H**( zB<}BDjVby4H>ZC{J)X}=4$`>4c0u}1rfgMCF!gZa`$k%^jD6WONwGWbS;9#*+nA3P zKHEsffJ>%g&RybNZ`_ic*p)m8h!iGp2s2wG))V|&82;Hu8yocc%@xJP4E6N-S=-Vi zgohoz5{6BjhvmMZLcT%LJ(zWD&8}|wAM-`EaR_B=8vS?2vqEVqv_HnX?a4Q7P? z2ID^O>G-w3xC-}gTUfCB^*^dzvPa23I|-^=re?OC8=q^|D(lrbOig@!#z5roLE@RV zW>Dxs#g4zX`1y!erDDF%-5!nSn7Q3oLgKJN<#)KPQkzVHm*xMVmo<8oi&dF-O_ z;%0w$+Ztc&(&ex{Qg?JR70>x4OPtBXgIk82YDn@qr;VmM%=P*jsrJA?4suq+=W=O? zj(Y^^KUB(esduO9mZtaZu#EpZlGY_P>A080Vt+WWJzrESeG zUe~KPQAZ``9YdfG*8t`Cd%E|^`I@`^&ms^SJg(pCkS*cl%u~u=Pk$g(-BPFVB0sx! z?2N_2jKpHkANRZzQ9@EXVaBZHRnKH6Hu(sKKxm|Lzy$p~7r%Fy5k_Q_W{E(n|AY7j z^%v{pA*_CL8(n>>Z(M4cd0dky6!Obkv>vzqjmMU=^xv)j&tA&mnEMY&{bwgrjrz~O zykT+aFfrxubqpAWSp|X ze5!IemOcDf)JfmzzBvtjb*p$5pLk6D0cboK$B+91Q1iPPG``_XsW84y+4+dM`S^^F zR|^BXguq(DZs$N3@^4!tRhKs!YTIht?kU~c++)*HtG@r9X8vQe_0a;=eNbWeOHwE3 z3u%c=`>E`N^>#jp`KEEDu>t> zUrn$6>`#hS6I0t@%qoXGiAlv_S60TMyoaa!l#&wgZ_tcitF+uqJMA$(gPd8THsE(I? zE+CtKBh;(u3YS+0gLz52s?}LPh^a*`L(PYM{rxX21+{jblj%GEe6}=2`H@t|t{k%= zWwX4TFdN=3e}lfuR{-57W%5?8?!^;Kb7BDMqR@wdZ^35L9Er0$GYqHE+q9+yX+w_i zoX=G57V^Tb0>+lunckZgLvb0;7onBQ85>55813q33v-UAI;N3?{Tx|ce6buZ@5SaW|V zi7k7h6*_MPlxVnIzVmzTaJC}bm~2XBJq|yyPg&*T!~ebJ|IrBl7l`L+{@b?TYI@;k zpFymec z+>i*P^~=ZGZX)sz-q>fICBON;u9r-E8hDfJJ1zbP5SH7_lfvZc zS?rqkaSyFa#(pQgA-QJp+?!>KHUc*?T8dq-^3Obv@_SKU6h&`7Stxv;<36DjP8db% z2*POm@J)WrsQ%<2^@&1>YNw74E^dCB+8re`Vq7UaxHLjg(Ga=uJTU_#gOFX^~`DIdlI;htv;yUms?iPdMI zAk|gL-(c!7^iU!>6fhHGIB`#?i;yAe){$0xdm_ho*zPpO>13) zqfO}?Q(`bl)4tnl7#2W?1LjEXIx4HiiJcobm4(Ykk81+i?TL_4UGG@@^*#%hLKp)w zo0GhgDP>IDan0YW&IKgEk7xWmtB??=&O>F7O*ua(tr4lq(Z$Q}d6ffm)Q}zT%shlY zr}ytQ;04{ifx;>@SAX_f!Uia+R$OFKMq@qsSo5J^;Nl*7n2Q4*m>hXCe{6Uz+M$`0 zm!e+RO&zV+%fL|@-{dY=qCKu|P$yr(;lpjZk}LBV;6pbG8b@YI#J!W4dQ-m@P{+O- z^m+dL@RG&!yy7#x`uc0tlReY<7cMA1 zjwvXNZb&Q!#*MMK__|V#3)hej3wu6||NV!`tGYpJYf<(n2{?|YQXUj<528K@BPUD? zU%C;P-}hzLa?NucepKHp%O#9@!a*BTc>u(100NQbfO2l*^~Ryzjj{eOE>>|q-_X`)r5=^NeoUu4^@0O+Oji+%cRJPhD;Jo> z+YCsOJ?kV^q~1prt6j6+Wc~Vjagb-0hD7i@(wkQD_cCPom0uz~IBTZ3KKgS$S=Q{S$3a9P&l&O7|B#fyd5=UH;!6DrkE#2M~BwZT$QSEcSSKXBcBeft!$FuTAMpRF@Q$ zlXF-k=rL}f*A6ZEpx>>}086*Ztq@-mMa$<{GywiOlIF>v8r` zs7|Zz5Mbu!_XXsf}3;X+s7xIQhoUNGc9fzX80`Gxp)watpe{xhUcFhTrG;AxnR9`o47&{O);mtBhAUm9g2CQJ*%la4q{*d9r)L_qm2l z9p&}p-#5ECKJ>Hqa%Uv5tqn6hpg;CnQj>Y5i62*Lu7e9M zVV7?VOA7IS06$-tJAGjoxi8YFr{Nl+h2ODl33Ul+wbVD97#{vQ z9D=>*(P4g%%?pWv(6~$^uDEx(TsdILBZV&SR9DA+InnKM6b;-;8mwUzy#O8Bd}L|Cq#Hdpum_KHW+i{Mhn0Wo8T5uMosm@bNmW7ooZr ziEbkwUJDG~vG*?jsWUd@`bMX4*C_STT$8NtGi}k$m?Gm`EeaKRJjtt79a9|6&M5bzu{-XyEk5hE&$J8Ko6d6PFDP9q*U@*W`4?m64$vL zs;fjT_G~VZC*{G6bvMT1!%JcY6Lp`LcE%=90bOX%YRd+Ig*pR!zZ%7tw2{yohm|L1 zhsHYrSx?`f<})*IejfH5EQ0G~N-%?dY|_!v+~D2;k87N#D1y-ZYIF9|#!=xJCm_ql zFniL|4f**OcDSf`GaasYSz8@rmXdXlhM$-lm(XduUx9ayIbGSHjzQmd_>I}_~Lf2aBJIyD+D1ktsDSGNze7feO{;Sj)Y_9G-+n4cRJam zb`f9c2*1WtpdfCG@}((?xW$rEYcbGfdO^Ls{IxOe22lSw4Zo$hwm1`A4b6O4s7=@y;<|jQs*cm@40M63*=02%KJ%&2kz6q)V-iD z@4vMFg~zX@3E?xcncRxK+gZ>Dtdji? zRrPNWb+I7mG+F*J#iWGOPL1ErF!32S3`k7boE>jQ#3j{B0{uW{AOo4fA$Jj#?ns^t zTrY;J(P#M5!Z+`02aPD4LFV#Z&ZCwr@(Yuv6eA^uboKcTK@>iyzD-&fAucmw{oeok zD3R8A=gXJeOl1BwYnY@ad!_a?$}WRk2M0>#uuZ=1F)5m^wOB`D2btHN&9LQgb#%Yg zyBzl=J#dcK1jforii^Fxm!^5x-j}P1>7KDLHE&4T=F0b<3#M>_Q&VuzzFWJ|-%=g( z7AbTDM&Jp%*ZDMuW){3#oV$916LXKovEL=a+W{B&Dz82@(0;Wk9mZ}zg^WX}0;3yH zm;C5lSfHTQ==1@uKu663GH9awuPOKD*rY>ghE*OdMtekx$TKV1^Y*>MD^JB4ENaO0 zw<(j35;I?7*XsMmS3`4-fS+pbVzPX2j^7hLyCB%7SMd7-Xbg|$O8k!G( zc0s@NUVN;17}~cVHbXA|3mL2eYbc0uMVv)e2CcB0H~eh*#^)fm8CJ;ne(Y>x%ny#p zjI3J$fGwF{P$T*M*fW`$@PIK?nW7uCIk`HPMcY}r#*P(*5uXF~+DT~_REP0lxxSx=O;ZIM#2 zguxti2aOm$fdbh*tED`{qgCZsVAmZS^y=o3|K!zeg{Mh+j(5 zY1TR|NXQ=_pMI%jhMBQ=wJ;v6FlzdMe1wDY(kSM^i7BG_fsW%;ZAzmlTNL95JpSA$ zKu_3)phtrXu5s{uP}zcP z6XAuYa_6+Lc(Za2^d*cwQ$Tl!IxbOx))lZ!A==uCkOltmQyhNI9eL!kd&BM&=rv_< zV!^VL<{%#z5wC7xHLmE$;X14;ySi93)_5Lgl$yPDmG9;Mru0DMwJ^$U0Y!e$BYV{1 z5m#aSvhVS#=MsA-{j^w$RN`9zbH8Qom_#fRr2t+Cv@d|0ENKsz=3w@lKKW*3z|2&M zF3unNm=_`&Br`QSEkA3}GLLVo+1G1A8??sqqnXw)mND^TZFm7{kVGX4`9Wqo- z{MRVDdv=(>J-H&`0NO)WL7$gkPnYOWSejjLT|QMU+{0t`sld__rsN7ngZ{s zbi*M|dEz2ifketDhdAYkPE@AB=2)<6Pqblb(W}CsXAjP1hL5H@ zwVER}L@cD~S(dWP#AzP)`X;?td7rp7scfZ@`Wjin$SA$DV_i+e?p6H+Zy&6x(YAI( z%Upfq@>NsJfJWY-6R6iG1A#E{`c@tj`kWk`bZmrV!0jky7mf zTogc1U+J5>Mt=Z#6=5<D&0Gy`ho1{h{!WjZw1T|&INxG~SK-AwOx;R|Pxg*Uu{S&*W2?B;1xVK++?vdj@s+#v#UM1pSnB z!v8-OCGbpW)u!23QTKyI5`#oQ;d*p`MdTX^tWO@rikd5V4 zJ)ht7lA9cOgNbxG`2z@qElj5CH9ER}&rfmQ_0k3Q?Jx@Kv!A>rm|z-Kh^(kD-HKa2 z1&uYT4DB;UT^E_#*Qt0>j~m|YU#o~B`i2Z+U}BOZCkM0a?+f6$hY3;KIW>b{7;CB6 zx!So~+J7B!K{Qv^-(>Iw6{uFOe>nh|2`K^+d*NuVXDYx6y1N%xK_hUoF;dGlQ)nQU z$z&S@7dk&6!)Xc?00PJfanwiuxq|jzYZw1mXH%b{9K%HGj)Mcc8^aK0gI+0fpe#?0 z1XP*#i&Rf2^xJw@;*uNM>YnGY9Bw@uKY8&KwV5;aVno)|m`{&UeTgY!j%BP(Rt=Z4 zx$mHq9xcblq=|4#fc7=>?-1D+y?GXTDqj6$+_kqTh>G7n5 z=6kJ}cnK~qdwJD;r-j%Izv%Sv-v>d{6BBa}7R%&44*!Vr?N@bGI^U|2Wg z#@K;i>e8!(KGjb3{n1mLaZ+0IqDoK-QMx}=@!pk*I$RT!rIW+>>_1$vyS5ATu>a~ECw z$nL0lFX5duT)ay<4;V(Yr&eq4>fE<)XR5=XHb-)Q(uZ zeiWB{-MKB!gIXWq)j1`ShP5!y#~2NFCK= zYv};>uNuD7hDUWy3tF1O9~0D9BWd5x>@%?5*+}dS5owyviPAXj#&DZ#a|Q!%t5w88 zlL&x=t;j-k_kLe2k8<9TB4H8*rB7!Ih%L+Kk2oH%V1fQHKg%?gn34Yb2p001tqWB% zN3o&0mYf9*@gBdqmkyo*5opda#K9$p_|P!cL+L|oqOwe< z4IfEO-a+ghDQRN=D(;@X7G$n}?z%r`?bAXqo8{s8Za(w4YC!V~zI*L>TBI=5ex{nl z?>&r%qW#xjDE!#zdA`DBPm)(>iAQREdnlv2bcI)rO>Gzq?}?OBX1$`l_A?ShOPFJ@ zYe&`lGbN=u<#(lDgw$$ZIejJb*;TeYhS>P)9XYqsP8rQf=gC? z`9TOB)tQMaW7d>F)yM6vT^U2IcUep(zvRS@`~j==vqfc7DNcnA(#eVKG+yIc@^V!2 z2~uBwewALM?3G?|yn5FvcU-FF@y@5d-Em5gD`e~n{B%*E=ZD={VZY{h$`q$32IFwy zv}WJS_hivC@Y2@ncJCN|V{VJ?v{VsYg-eRXvn8r(GTg%azD?5h zb^#@8V-k>_o_%-?%hyLCVQA!pDOb|TCHD$@Q%<=tjvX^UYiWnSgga~Azu5y5o3zPkf6*N{fF}CF78SzvBMeZUe4p%v1WW93s9ZUrGG#5&f6lHg75y zU(C&MHI@lrTUbz(fB3m#Sa@!aHRiz+@!V6Vn`nohJBQuR^9OgpSCsp`+sYFBWbzM6 zjb2*4@cmR+l=&R(6u$atSTUhMXk!HpChBa!NXu;;c4dApKu8I=*<&)%7nD%1hx3~u z%QxTpm`JQP_VH{$nIic`NRtT@J`Xc8Z!Jp)B$juB%3zpn8@2K!7HpbW`=uOcm$@ld zo^j@Ndb_15Ru0EU5aeDiLlb;ciK6d?&;-7*>TV_Ry7wdi5MUJs%k+J zM1EvDD}c)|sBu7afAVGXLqon9QSrzqohK1(Qnq+l7>k zl|#zSAk5titSzy=$)s; zKvcp&Porg#+qulOYi0{i)WE#O_yoOW{6@S95GZx2Oui%Pj2>MQFk?YX`s#pV56eFY zz1I`cmk|YqU*|OsG3i{RkDq$wcb|r|W=}{qYl6|$x}-A$#q0>~3ztU@;@!VC0pfW! zR7C{2L9cj;q;v6jZxU%qXg!SWW!sbEoI%B}kLv6!)m%U+H+DIZ=n z^=r_uv=%ffuy6|*#V!M+0OW0aH}Zasvo_^vZyVI~DM|+p?~w}hgG2FbSIIFtH=LpD zYncv%qS#B8@0-nQ@b7_e9goJH(s7rQ!)D3$cU#BBa}jBvzP<8KBM7=@2^ntvF~o#- z*Ii#s)p|}DJPDd;9#`MPK@UrF;lkDfHtrXBO7-ivqh3ejJ`Au-2tyKtNg2q0F`3ek z0JS`zV@@Xjn73lV-+oZ+*Qe*zql2wt{joBOF%so?IIm+Lpn5%3&_&WzB$N9NO^S1z zu%7HygFheqiAQVe90m^#bg(yAcqEZ6kHj*ipy-6`t}Pgav75Nb)_Ejx9gN3kLhlRA zU)r!skGvo{$qK<Vp6J*srJr^1C`r;W^;N7LgP)JfmS zvA|XId*~|uSIUeFJb_>fwiWbwl*zQ#le}~l@pL1(woA+17;z78BB{W|U!iZMR{sEK z2#Ogvy(=`Q{TFmK1D5DYBSlgm+Bb87H8CLi3#8_gK^$ux{?Ql9QQc)7!Uw!EciA?? zhgSE^%?%^#R+&C)sL5-ON}k#Z&S$Jj0ezl$?8|VejA8g+8XD0#+VN;5dtLLoaxJ1XUL|iotAG(ZH-}UX?W$>rqbC;f5VV80`Jg~e` z4Cb^fEuXCW>A1sDxYK+X_&xB`ArXKye7?)?0)J?s2zjjDv77Ii(TRRHDTm0QOc)`= zi$ftFLz*_ESxRJ_8f@#=vlQ97YNr$$$5f2D9pQcqyy1a&Hp1Kw*6oq{lRCWI+;!;5 z#O+;+N3mm3jqeflfh3iq6DbsYVdhKov&GL>TM{eEkWC^>R7_EH(gjBSP5w|PcKYQo zqJxm`eBA{xn5#XEM!tgV?E2R|;x$33yL~GbbB6}f4ZKq(TPM31#H3L_c2TY+Vl;JI zdzCY)gh3P3K+yBJFp@GRd{vN~!wxpf;!wTG5BT{!yVZu(GuhOT;XJxqY;l-@y9r$S zdAwlC*kAy}U#*=7p-hSJ$rv5zg*zm{4O^vU7mYKacsxv?h1Ra7$MMscNAL^PLXQN zILW;k*7dH|bfGCCkykW1#!T_*-gsS_9F!G*H_+p&^hy8)k<)Ts1tCd?al{<`leLH= zPzL&DN?FP#Ly*LMm}XidOax~n;icnJl~Y^fCZ^neZpHoujw9<$RL{af{HKRo&I-mP>66FlN?y1^#-Fl-2XpOe7ekBrSIEMj+7=P&RF*3bo?UoU&-kg0He9FowOulR{+-#KCe>y;DJUIcO zx#zm0iTmMU7tCV(X}h`C|KYEp{FK^SeL}@Fe|OvA_0QL6i`4`)JHNQ+9TDk0gD6FKbO4F;@_ZsP;pN?%8h#>;<{UlVPTur9wh=2>TF(ng;DxbvQOQe`Yz?9 zg38V}(H7rP`Wn_RucQ{3dGp;PU~;vovWjabG5*PO&c$WE{w1g3k2xYv%e<8#xRgB? zr0>ND??CN`7YS3Ul+U( zib38^w!W7qSHR0oT%PxpwTtT+v+eScbjpRN#*ae_a<-W`rLnWif{vRo4Te<~O=FKZ z2O5_A@{-jIVBT8_`KkLt_nPo$#$2e{DeFf_^+jl__7h-T6@*>C))1SsID2S&Esmsd znaA`S^6zSgJk|Nx!-$NLTZ6d;f!lC>6Y)Uk^B>>(Od$^J5!m{@2xUb->T3@I9qj3i9N_EI*{1J3hp7KO4z~045UMYX&Y2umw`bA@uFB@4Aj4A z^+I4ir7VgR783QLG#BB*mg7!_rJMLcTj}w+LlX#y&D)bAmrzfA&=UeL$ z3v(9^a)KF;;<_|Coc4Xx_)6gmwMi16Se`VU9=AlFItp)HO+Wd5tGahX%^}H%0)r^& zfRGy8?fj$gMoAF=8qfy_Gd4a|D&{IK@X1P(@AwSY0nWe0EDRlifXAD_#LWmT3%iw{ zJb4!${YYfxXSKq$FL4DtxbqwW30>kyLb!X@K?-?quKd)~#y(fO+bAF`U<-3m zJBo>^HW0hb@?za={#Ju{W)c4>5$e zm`w^_Uh*Hs3S<+f7k=D%MNzKrZGAd=&}jTF+_;CQ$s=A<9R)XK{K8nfonEb`TqZO6 zX;&vt==3tVnZmN{W8DF1VW5o zXPmht)8gU!&)#1t#jeeP-iF{3+ej%A(~pw&2T*r1$aH29VGCh1*g~YTD0R#IbIR)yaRI;$VX+5c*J(eE5g`$7os_YCAhKnyK6ndM`bOnH8IZNjLGck z*5MXElUowZ358ALLDkg`76NYJq?LS5Ip=)8ndi)*cqm5Sen2dxCxf$2mtzCQs%E)~GTU53fO0Ic?pRh%eDttZR@VuyApK(#{ zld)^!pc+N?Sju2foov^sElQwaRGo8I=%=Mzpf=8kG>hg|H}IcRH!Ih=CQfu(x6OZa z$>19Vt{{)%z67F8z+c&Kr)O4HookX*hpJCz{aSmbfAbi&G+CFQE0KWhJ}Cq*NGNG> z4Etd1_G6J!48ZG2$+3K7)m6aVjU@fsE zDqQOY=4z9Eo5_$niZ2EdxELsm#=FdTE6qC*r+zi?JL0G4+7zwHUghnX7iJ~daJGb4 z&u?)YvE`2V-E(-ZxNeQETT4HZ`?(tf2V(}Cf_bnzMj-DLPeWd=`GEX17Fx;=^kwF+)U$a4GZ~lvMvS7@FsI%+X z{KNd<7Z$x7&1$WVz7Djg6WDxZ9j0K()L2u+*v1<->IRBY)MD^kr0|vO;jb(iyxzOvTBt7f8+U+U&X|;0X z%A1`VEGFia9G1T(zvr2G0T>0$jsghLo5_Ozcc(Z-)O10O89&Xv>6u<&!LIutBMElt z46XApd$r+kLEC^y-6>t%lHanYAWXXCvv&i;>m9oA#`*Q}xX<~;W0PYCx8k@PzY#2Q zzsx36onrzjvknDW&EV)fCjGF#&v8N$A-!sRD0saBs_Cdf*?B03 z-$*l>Hyd7{@rlU6a5-|#CKGVnw~4vcrRDW=Qh;+LfC88jQs?oW{X|TRMN4h46=wC>Rb%rZ=1eT`1 zyH@3$3!gLd6sd`pluQ_?{CQLxGsKH(^9otF=^Tc7)C?LDh&LuIkzjbgG#b4eGkV!$ zvSZeR(xFQ4jP@|`kjBqjvsq3URwJ?GwfJ5`>Ky)nN8hv`<+k~V$;@bY%)Pv3rrT0U z@Ocj3UdZU4-90~6SXU{31RCgmVCoW@+poM<6=}3@pnFP?G%37e&dY1gl$-EQMToy` zhXB>&#?|?KRjwSfW)&+aZjkb6pJ72mzj<|I&~9D76Xd3FUq(pPwJG2cmmN;rpwN;d7-6jxBn|Vhs|HaS|Qz z5G+7~;OzJ&{y}XF@{BCAF{PB(gr0fQ)30A@InK%A)hg~bQvBsNdV830?Ty4fM3HqF zAf(V%LAQK4@?pl+mpA>Scb-tCWj9?66X2NbHQsNES4B|!mOjITFy_A04_^i#(8nVF z!jxj�TeqPDPVwqsdTSNjrqJ_)z@Bbfs29!tslLkh_Z;`DVuIlSPFPu-;jcnPG~g zf~KD>-Mf=Hn4y$$^j$9mT84UDB^GTMxnkvFs-_mf^uedF9qdei4;3ny>}MMA5tQKV z+%k}pZ5SEN?(bb9#%XdX=}6cT(DTM^)U;SzM!$`&h#I#|8(xk z;v6NMPlx>zi=uQZnYwZM-xH9X(We?Pv2HLJ(<|; z7)LZbw2t|m)G-vdS~ziy?hzk`*nFQ8uX?9cC>9nNVWIsnJMrzZ#uWhX1_$H?;yz{` z5}QznwGbTVCsW2;6_D}KIq^F(pWySu91!6mnmS`VGuQnmM?fB8lN;LNy)AzLDf^kT zV&Vhs_C?;DhH{dQY7lxP}H@^1vWEB4VdLDpzh4SN9e)i_2yL zRpi9PfAn)V&R6!{>6N{Ku-~39-V5~6PbQi+^BK`mQ-T)Ocaps@)(kY+ifqFv{qTTj zIa7z@absz3*xA*mKY+QIo3Q`ni4v}qBECrZmn#at!tKigUH5<{F*iW)cSrkgk@_Ec z#Zm7A1b%lY{`DbJ9JOWnz}|Ya6^D{K<*sP4(^kd!eEG4KhMdp>J!U{Uk3Rig^LLSn z;}6(=iOa}!jTE_=X>%IRfvMmMWJ$eB4{MLUq~7A^ zG`9KLb;&1&*wCBTqMp)~5dmkijL!kw_>XG44%#_8r7?H6N;vc93g$iH=W1WfIKw_J z;2uKC$X=VLxCr`4w=KlU`4>C?^DrhVB~}Z+q=koQi}ygh;@z;*RxUWBFSO?Z;;Aay z#?as1CS_hrj@FWYZ>i-EU$Qnea; zPbB??2A=(Tf(4S)DPjG9)$p6N=SPm~evZHW9EslNz1cf`@ICzxKzBD$eog?eY=>MZ zaT#eb9g=gK=WyGpZ5TdgTxP<8qz@X-yj#qiQy&K6TFua+(S+dlc)>fPY0;eup5JTx zEt`=HrTm`mS+f zkuR@i9UKu}G!F!7s%a`wM#0k<{ra)yRJb?_SPF$ZEocX?{Pz8+>=?78bk~qbc)0rP zzIWBM?&xU=`|!+})nDdBfW3;>=R>t?%kbM3Y8Fqt$}jxSZc)+kkw)VBn?3_2IfvapNodM`)z_KuX)NYi3n3040+#Citk*hyUL zz?>}4P?3rw;kZtCa+p9-y6tfO*NnvERV0~`oM_Y&V}t~))EUV|%o?c;2zaym1uSc6 zxi~~450p2>+xLeoFXCFr^_@rbb>XQK11SQM#`lgwcwI{ZpIq7-_(aW@#(4cN&fYSt z=|Jxv9)cp$3P=nD2GU3~TBN%{I!5;xT_Ol7!hlf{4yC&rX=QYc9G#;P5Kuz@JLla0 z`#JZ0UFUkP=XtSrzilse?Hix(Cw$SG0rx(|fjvX)FP^Af@VXp!6d3S65@=LihP;yK zecgT7lVr;8J2R_}H8JkOHXQI4B`|Nj5&d=yj68r#Bu7HC10JLsXd%0v zxbQGeoh1zoTspWAZQUwi-8rUkScv!^%^{Cg`Wst&Ld&t5RTbqjn9b0xzeO^jR+}1arHqlSdpeo7?D-m^OeKeaDe(vz-wk&3jIB_qp z`m!ERulpvgKA70|ab!=%CjJ8KnpmJ9H{fx&Kn2>cOPQTEF$fuG`m8kiD}M8J1(9IYb>1VW?3z~Q0SMmuLZ29 z`d4+J`9nPXKk8{+z$56PZaK=qHYCB3z;<%5}vB(a1Z?)GX}WW{WulkP#%=Li4B z%}o0D&9I+L^V({xR!^M}6<*AWph!MuOE(62s}-)NRP=3kq2 zME|<~F1lyhdS}1P*_67&EmZ%#!iTaF&4Y!gE@zmxkBY>_$sne^KNV^Tp%p&G`cOs@=f_rfkme6LpX`#j^>U{P2zIM4Y+kFH6N)}A&gUTPquT3P{r z47m{0X#nv<87xB5jV-yhz2Sk*&U*xQoEi$kk?8Dp1Tew*+7Cl7ZdR%JB}>P&Lc2xx z>c;wBbwhUr3=gia!p~^z13vBp(wFlS(Aht$VimHiw{wMpUIjg~Y0=)1}#=JN^p01XI zZBeWOG}2he#mbWHSqS}o{B#lELmvqs!lKBHrZtwknXw}?(nArfbx2k*Er-Q7cBrAEcPb|dI8IlZY-yn<7SqGu96Rw4Z% zveS8`xtS{l?7RoOFz6aTAsyh7c+jVotH+A`&XQE6MV_@ZbN0qfYH_hcaYl{&qphT+ zk9|iRW7P&>>@EdWNYlN%hqU4`QrZJVNC;oOINq-1ZAAt;!T1d% zUs}#D$n!#FkNI_)s(TXF*XRzC|2SSr?xW|XTEaIc*1p3@SgKHOn(gtAfet|wDT)MR zkj*m~y&3tO+Fw9s#bcL)jebQ%Hk?;bL&LN;dXY=K7q14PwtG=mSyLZ3%GH*Qt&UiB%jS{jm=av)66C~H_!(qcotBl zzT2+A1qDQcyJ%(46BNo^c7g0-^h|AP3+z&gFKJQLIbJ!L@oCw29>30SV|uA$X1R&0 zZHrCfV`~g;fAWgjCI^3F8F1i;j;SBcqH*xUkGpUE^GHwG3<_kjO!aH zzvhNQj&hnS;DY8@`pGkaiiL__P_~D|Kznb)?PQfHlS!dMx{?c3>BUuLFlxXIyYNXt zxWwU|3R~DhA`}?{m!2}MtZi-4AzAq)MI+Q~FSKh14b05QPkLP~61J~bU$bB}E4Yjz z;eXFY%h)+$)3Kl-RmU!3e+`Ygtc(}$69k$LiVUwe)>3VQy~i~YXnQWeNXG5^N92gi z8)C(tSs}b;%D84^__ST+{39zMtBu?;iq2B^*LUF%eS2+KT(HQ`pDjghLqBx5S8YiS zj16qM`G6u!cgoS(Aswlv)?>V9nLa^6KMN*H$3h-XPDs|OfqWflu&}pe8vq;&h8)rt zp4u?os%uu{Xa7iXrzq)o7ch4P0g*b7T1ZlULnrHap+ZaE4Hb4_&jU7CzY^lC;2vL@jL=(mY`CtgDS9jOpdA@H`pt(wmcW?lzqo z$*8Yx{IYfyBci%}!H;4KE3>>yYTiIx79x30ZQx3Q=E? z{e));D?1)ZG&1;m`ML4aHMNpapAKwSeW2T+)kV^)`(t1sN=h}h|L?+9Lg2r^PGd|c z4)fgdsQ(4~e8oRytXkjBSE%tFpI^DQA~$K84FW8W%*Kj-Od{thahynuCx>cFU&K!dq;a~|U$@a@Km$ZOD_YJ!H+c^Tl;*gb7g-Je&@w%-w8xPa6T4w*qGhT@&5!LS zsHRCnsJcL*onNo;|o*ly`SC$7y~ zcJ8*_-78Jg_zEdK?pKzvo$x~q?Se&ni>28Yv_qJr%8bpG&>MFxFMc}D8?lS{CUz@d z$|Uv8N_cK7bH{K)}z! zydLm*Kw`|f#XsN7hr$H36%wz9fE3eJW zOXlv801EX4#gNPHo93QVnS7|P{$9=)yr4C;!{AgF6KVeT2qS!eKPGW%Zs}wxL)w_& z06Uzjn-QWP+`hM+`EZtT-kZPk3E?`6r6CL;AgW%Xl9ms|oM3lOg>S9p>cKu}_K_XNob*v-gw`g2 ziJ6eD>msbo=3TC!-b*D2H4}xRl3h0?1??k!lkZ`IlqE}*x zT4ry=x+62TI4*HJt-0o#y$@md4X^(82n<&C`puA-BfzGK|HLM2zlbla53OT`YM+SG zL-WROeFFrcyn-wOoQvux(x7YERVvZ%IyYS)VrCbzOH`VUGu0|mw!?@Bq2r@X;2oLY z*EH=IpIYU?t3WHrLpzqI^jKk}HWc1FGy)NY*Dp0rDFc5Ic>^{dL-=G+blv7=OB&MS z2ASfmbo6r1((X(K9%f(9;x}e|Z&x7=wEQzcY@a^bV%4WaBEIhc^p@A6s*r#_1P7Ao z;D29;2%oIud+a*c+B7*c>1$6Sgde#W_j>O3>y~l}&wlY2!O3AeTmSW0(R}QYY*+2! zrPz(YU|V*&wK2!qct`o6+mbZoTqLe>gYGYYV1n}TIHN5k1-)DJ zk-1+VeGsQwj8jal?NhbGocjbP$Yr-j#n zOd6R|LB-e14Yeo)nQU~zgm*|anJ|jj^DG;0`zr~6B&WcNezzcl3W?zR;TF$f0A!LG z0zMD$nUwv`+>0NIBOlEoay#D-aHMt%k3XGx@{~%zDI0QN!b4(2mG~(R?%W;UBj!Qo zj87&z>2n0zq;X$xDfxg(!t$7*n6fgW5MfKH^;a2l1)}4vA7|gmVg%;Kwy5H2}V-sO@dVi8LBr>^@b?v_U~J&o_f?{sIPqFO`{+_4f%2 zz$l1LUQXZ02%WjPa+Y8CuB&EsmtYfVceskTPP(VJPf4c|n+Z)veq9xt?J*_R)5lB@ z8G?7QrBTsf*kGtBV*m3aKEA4iCtxF|CNP+h*D4oUbH1^-6|I}nIMiLw> z&1TK4Kzq`h2w)~b1~Ls7J7|G2c=D3q5R`vQGw9eLWb1xeSyQX?;+3Oxqh%!^{`;3s z$B>NyXHUZ#Ms>_{Vmtm=X1q;tHT|er=D^Sunx-p+VnK@Ql zyy-8XOgivgcR%n1HCaT%;4ZTHd>_KpFJx-T%aRaMd;dqXC+(>4Ux1P;qiso9Wod3i zLoWVle!!*9z=2fKV3HL-HO25?@H3KO=i<~ce4BUnz~7fB+Z?+UH7P1!r6u&YaPGUA z#hU9=H&5|*BkPg5Y4kxE)$O&?@3OR*=BUIMua}>uVTCJ6 zAkqA5#KhJ2nVo0}cexb`_N|RPef8B^ek9JsK}foAUI3tDlgYhHOYRjUJk$L*CR}U1 zuUTTaaasb-=N-LC;Vs{7qFF&6LQk9zQ5YihA%m_YuvQoeJ&2V_b!X)wmbaDOOnQy# zB<}DMbYXl}$ae%gtgj6DkZo(rmW}YHQJ)#`Z!$0Nc(lp8D?;J{C8edMyTVb%V-{U3 z354InfMb+>{yC3om8C*r%lWDp0(dKbv#9wYN-;s)B~M5US_#`|liC;hWydRPUv4d- zL#%NC9R?OD6?JSjA3r}6aUoLMK04axj+w}YQ$Of?Md&r_kbU*29`rTDY6)y!M{huyuhPWRvR^jr`B4d{+oANePyT~YrF zM?@Oj?>>1cIhI?Mb!B~Gl=D7Si|W~g&d52(uhOw^gM}YbFTzq^y|^Jz)V1KFDe@rE zU8pp9@M~wa$+)q|H-3>x;|Z;!a5l1tcAy_f-LCh^;ujD@D1`MWY}TD>Y`pJQL|JQ1 zJg4xri{+>{0?h2~9f97-f)+KKZ~k(GS0Wg6)G_@mp*|Yw*!o5_aVAw#H)X=h_ZvK~ z%2>a4AY#lJrCdvy%iIwL9YuM-8ut*3*=%3}#RdisORG1g@>7%~b7g;)K|0x-&o1&o zNSKL5ONQfbCU3!H1^@t>JjSh5wtF}&Rt#xz*{!NR@Alvo6x^!B95XR(!|$nt{z_z; zFyCa z>1E4chH4`P0Fgo(VIMyKLw(9;w0&scvZKa`tXRPXj%nL&^uc91-t`W+b_Nbm5($XLNxX0qW@8$M-TOnP_o53=p)Vo(-)REBTJc>O!0p zmW_HVS}Ae&m;jQf0=iG~!Kx^>Nr_ZRk0`nZJ;0~<{Ah0Hl8BxhNo;{<)@GdBDb~^V zOxJutD+CfpT0l--n5gVP5(H)W?Hs@?p0tpf?1sj9@ZQ@U*e=SPWhY27)Wpvc#wLCH z`ubFX4Ew~>yQad-|7P!+u3g8=Pc#WmA(`^EqfmkFoy=O-J==oCJ4ZU<6c42ej;8J5 z68ue)k~FIRHPZ%-0viW+zd7K3_|Y^CHaj|kiJ8SCotT&JV896@p1SPQ`_dEz-|!dl ze-_VtSQfce(eMm^+#FgtcRmlhz`+!0&~B1sUX6GjSC;`%@gV&?t=h?K-o3nBc)Cs%L|e@?kO zgr9`$8jm2SnUfUM{VpW*Pj=Ol_0tq+!ip19!S?jy86gL0PfrQMhUU%WoC2d%HR-BP zaA>5JFk*upLHJl6v<{_RM0tR(sW1zHh0T3p%_>~rU721ec%bWy=`X)8e2w~H~QoJ z%~LE+CnhAkQjFD`m41ofj)%M{hoPG84@J8xcIyG_Sb%s)=hpE-?jzi(pZ)!>WmH-- z{99D?B$bN3*}N8y>nho|u>b>pS~BSq>=;frx%hP~);X_fCbCaTuodX3obi=xAEkz- z8$1gKa}RHn(9v1TJeVpt^R?w#m*avqkv1>ilOEtc5EQ42Z+RvyLW0n#u@!grg#AqA zp8R<-AYI#@fuLB<82GUXrbb)A#TMwl^o9Jfh;`y&VjoC#uJK)>w$wX`lSqQRMqR#U zME#~{+G#k(X_*HdTegx0?c?q&9)(!Vz*nw^_DV`WvAa^Pg-NOOZr%p#g^a>-LT1&*}1_ ze2O!_*@aLHZ`H=2?C~f-2p9yuxI0eMap)Smt4+VISWdRv2BrhmT>4+9^S5ap#n@v0 zbV8)cmTTKsp;oS+oAlA>>YDn~Bi{^g5Drp`!*y(Fo^%;`Bk%X)4Y~KlyBV^xgsU4h2b* zT}fCulMrUBo=*GX^%VPN1 z9)y6Xt}({6%u;Z)TBzr{$mIzyjLb5>v84uI59yBqmW%@z60ZTs**YPpQOYO8C-<>- zXF*l^$=J=iL5(Vc!g)*8<5a_0Lrn%ylPVc;-KrN7Z;Z+GvZ5ASxL`CP)cz&u-NMtu z-pw|tu=ak`&5sIsJ|k)cr#BH7q3Hmk!vtCBS%+8De(Ve^3D|@qU*%o)VeQ!9Fk`Hj zfy=@niVoG*^qW`RmD5Z$HO8suK*(i|_@uYP1W6=)a&S5rLwdL>>X@WxuT4Ochex%pDsnvSR@Qwh#-XA;HYFkx_YK8V(p4?nr@K)%g#b3wy zuA4e!xe>p9s$yHQNTY7JV zxJmh7bv15vW5m+3(Xhhw!;S3qsSD@PPMjOpS~2?PSd6jign!eWm#fNQK2PkDi}?#e zMZ}s9N8dcZTy}m!Y^D)4zYn#+auD_&859J&uK+u4k{_r1C*@FD0h}5A4~{i=#6QuR zfYo0Ij3E;$|2@paQt#w#UnJicIjuYBe~4e6caBF`9Eqf82K8DRNI}SCyDXGVh!3vz z{=qWSvoW^jqq)M3*q-$wQ!t9Ty{E+xP!Mw>{`>BJg4+*+4ChF!mZ(<8p@NAH;kBvD z9vuj>A?uDsH1QX;nx$yOy)OfZm`e#x-DBQq7Q-f)}AzzAe1ht z=-BmYGsyhl;m2psvY?rQ7E_Ko7*eA%KDx{bi+yLb=qf3Y{%#>g;s|%DYN#M+zFfT% z_*|i$y7s%8e{pd^lhs|!%lny)t+VVPVsY`V?wWGvQL=F%C_-DP&ToX&rMPh^rm&!1 zcLDn_Nrp4|G#a6j2wP`UWoSA)?pef$YSsQWzH();U~?mRJHvO@wRnecFe#qk6g(Qf zrJNg!G+UB&{MdJ4f!UEyfLZ;C%X7K#wvfMwh=A|xf9kj_u{0L7X`eNikV!%@5*4{a zWe)hE8wd?LcxcM4!q3LkmU&N+CVpmu}fB-`_)dlxunsPXmo@Stpy!w;*vnhus8N=^S301X0gS9)(rJ5(TN-O8WCl zi7F1jg+Jrm-R$hmjK+e?Hj}km2bBiHX?FY@Zc;@CI zM?y-{IIV0_f7`eb%l8wKo_39bEw%JSG?8>HNo{#a1(kGt^0YiWuExB=Sq4Stxrjiw zfx+TR!Rb5q%+@y7X`pmKpZb74eS;6crfo!>-$ zZ0*pMrpp-r}va6BJRLl$_x|R&qaMlAq(*LP-ghrV%QRDJl`P0 zT!-hgv+tKTHAOZ4;3vUXUNJ7yMiLD}x8DA`nK7nN%EyJC)XlCeCAOiDRB(bg7!W9Y zux6o%r-J)1s;Q|%!al58Gt+{y;Kk8j06WM`OHGaKXN?X6@Qg^Riy6=(WC1(qIy^jR z5#7_#61|(|#~=F+hFz$tX?F|YoRzJ_QE_UNL?nvm2HzS`m~(tc_XJREBrh}puh~Ao zIAw8v)B14Ij9uz&U4Vp~m*0ar{no;Byag7xxECxF>_P|PSblE6-D_G?k?SrsFyK3n zA*_SL{sN$v&z#oKDSN313#ZDz00q~qUiW^t%#*Zcuzg$|b zbBcyKNnPufUV_KXIIv=AlyI>a5rc3cK}>dCB9DA+k}t~k?{w@^gW^bsN-ai)9l`jC zM6$!TWjsYjy0AJTmgtGMzBS{mX{L5?`XFsVQ1;8dQ|UG`nIUub<(#R)qTB*Mo~3#r z)iE~w+jR-TCptbAi~L4LNn-RdJ@}SiX}f`|3Bt!Oq2CvCL{BqUVrL4MGuSfwper~2 z258Th8uyg=daBAu9vR6@9VfNxaWKclZ6bS_EZYj)Q+`;-{ct}I%#UAHinFoFh9tPw z)iVvzJFZpYk9g0X5RG!T_@H&39j<=h!PKh9H==#qR%qQ^9i2=vh+qLEk>)vprg8*5 z`>)Cd=dAfr0-DTj{#bAqV@)bu^{l~yYhhYAy&X&b9c>>llg0Jzr>Roz(%9wE(DO4KQ+us(lUmWI!RO<~b2!|z`~D00GjH!8@BT%Nh{GI5 z*@KFL@+rwk30IDNS>v}+)#A>~P}Hjeh^6aMeJ!D$zL2v59+bIdp>7TUJ2eTUWco_H0TixK9zJb=Nn6Ds$8fb)Zp*l zu4J5J3gyy&y>Bk>=FCqiTGQw0f2ocFr+bM)u^4GoCX&B28;RxI$eFFwVqF;3{ZHa5 zvo!F_e?l6?F8^Str|z!))+*BeX>#}Ht~wW_d11l*ytN$N`hMFz_*=$Jks;Y{IndIW zAKz5EhF>ms&>k0^sdv(7OiV_FOPWcxLj}hs91qq85Hil1kQ>>0@+-6R+hBf^6gBd4 z@|W4Pg7w6h&dlyS|L_KQkxcmY!rbF5{;}e!9p%z)1)7wJ1aUf>c|xn&ynH!!8my#> zXw>b@=If&eAOi(hu)Z- zyr!=dd&&mYiU*fNfbOyJI<{DeTwndZ*}jXk7C0RlVKZp%bIZfV;HE2`)= zeM_Ln-Z|TRHnhz#>=&xVVzyR`nzZ02+F)|(hMhLHvFPKj8l>-%Ox)g4+8)Nd$wk^R z>s61=4DqbEY<3TP?2ynI1vDbP2y)I|u0_6%6=5ul@B>YSfj{-vZ6ky{g2P#9S< zwRLu{rT3W&t+SiOv0U<8HlJhK7sN>U6M2Iok&#+c=O-ct7(2{wdZw=JR7R#!QJ~!8#6KxGEkw;8^$lcm(~{Aq?tvoco!H<+>mJuDLzYl zOsx|JzL^Dao;#P~3palFX^9>Ymy2jQNO?{w-sm@U*@4KT z0BN3oE;L}s$It&4>s>F5RM^tBJOaNZo%=F*>#gx9;jMnb1BqNYfvH4)FxC|Kvq0XqG-fI z5$8^9gNlj0&$S*&(~_ikIO1mSjg`P6Rb&!~StuWBym_JKYhL`YHPg6jb^gPBNP^9Q zclfzS;#6a+nx#qWr;%Qp-PiReqes}9>zNlIxRrwG{df6@5etJ6&0o8vGFArhwFl%2 zW7U@%(HdJK##k-gGpw5b{DUyxaHi6U$O5(Wz>FkTgco%o%wi_;8NW>l# zPV0~xtJ*_U8Sod)ya8-yM}y@^q2cX|ZEHwMYpm&B7rzvUrTsm@f9O{z(if@ z-*A{1)h*#Q@%k^o)8uQtcZaY^NpQ^PzkuJjb))FX5^arv&8_dv1h=tT1s*5CA4<8o zR9+6G$tuI@0rH+klZ*O;}%C$^W|<4!D)+2>bTVVabQ^X%`3T{t3C znR(yn&KTc!;~}^s^F7NU`b0Vau6*cy^5tc`Z0&RVpL`LGv2riZ!yO(bkE_k+fW;nL-uy-+YbOJH3YELHm)yR_M%El1Q^p`mN~9_4ur+TBRS-dxjO zS-o$deltdBd{6m6Vq{2s6M8U8?jW2=yT{_IUo8WtWiI7%vCS)TkdYEo96t0^>(dVX zlNuDpl%-ix1;NUEqBg0OGL7d zP*Pg_3r%{!S4_Ott|SR1HmP8?k>K5bJv*ZJLt~37A93@sWnOHHYW64SWC+#7o#E|Mdn~5j zDj9hl##@K>AUFk@seu4ws(mt@>Qi+6L-uzQfVj&f^Yw$x&b72%?BK>lbHNF-{zj zMUvsB95|SfXYumWJPfXO@H8>bc>O3K^~r+yeoX18i3NWd^_F)?p*$A^LRi$rKfOyi3v**D^6By^at=x`qF7|jFFjyAFE|cyC>Wri;FQCtZqKqlhA>#Q=sqGlNyGJ zidQ`*`&vCr84J{mEbrImnOHR|H|S_lAGcKh%O}@x0A%<6RLXxwr1{VV+I4|9a80cm z5g!^-`>G}IcEI$OoxVlG+9!8LeCO!=XR@h%QVPX);fzNFx9pxHk;bek>VxK~iI#~m_HEZWC&9zLKzmujt*#$Zk0J|_F|E_0 z!eSkbl%kx4luDd#tliK(0m$25H8~J-6!C+Fg7w_i#$6+yW{Z8(M_*#iW~+aGTqlk) z>udP@sbZin5JzFCYkIzY*w*_lHy|X`Ug|WEAfop0f#tG-m*&$D)&gFb*Zt+c)DNdJh z#S`LD({ZBeYOZ_bc*KV{j`f#D$vMsCdJk^vA$pO&xBPZ&W05RWg0$lTV1rp_XIm$~D3;c<(PZfw+<80%c-IQSw;0N_e$G*Y1gE!8@3?d}nZP56@)xVqN zS?bz?g;nT9%<69+otrduR*JMctSl_J$CRR6%F8Qr_h%NCUYv#sN=ly zDasI9APE}A8TDTtb+YpWuo)8Hjl{L0r0i4ay6w`&Ayb)FI-cDu9b=U(R=21K2^2v{ z$aUQthCd$7e*pYlQXyBev>TUZ)I4!)ANN%4CEhCoemdzKG70Is{D$puY2qp%vkNdy zOC=ov(`vNZEM2)8ouz&w8E>@nQ!%yuLhs=?H+nR(d!8fVcH)w&wMI)xO{Hzx#Wu=c z+&7PORLbdzdPi!ny?-itYOg{*nr=FMO#jWo+Fos`al^WCo3mTM6T#6?Fsj{guVt$c zEeez8Sx;&cxB%BDFsOLv1v_aPiLDMC8NMu}d@Q1B764uaY+oLzZIV4VY#6wyIkhcm z^bC)8>y(`r$p4H?*2pLYrEv@dHZ~QpITVqWy~E~s9-rbM711pRX__HFUW7+x?!Nq_ zC;0~t3%0X4=%Ic?@ah-F;@v{ZN(R;|oY(q)IyzRmdNcnMl+z{06KW5AB3FMH{yyBZ zxbxfepQlPb0bYq!?Xl3|OUSZjem^1`<2xZ&6 zV6sTv9BK?1ztXE!dKBJTn4s}JAT4QPO3mmHvA{t{6)L zEh;ank=?`I4<8R}(n-=Oys>1@55q@Zl~%M)n|Y>fk6YNhPsK}`^2r}Az+DpE^tQpcqb%_iThf!LDc>hGb)b}-lsO$&}!C^bpK)gy}G_Gh3EXBY;q@V z$Nv>{nU@JVBh{H{deWzf^MC)Jqw{}Pq<{XQ_``O=POFuH_Y83I8(-?OPE(f7g=n_P z0h-x!+HJ^No7agU@DS+FFC*op#uJ<>jq)OvqPTRbU)**Nm4Nqj(OrwciGIdDa!60& zo{W*64NiTA-bc%(NEI}TlRuN?T}AfN>IFErwTpdmU>7$XZx~KAZfH|bR<@9~>>i^V zqqF3mRuR41$n6^2!oB4fpz}09iVf+bOa7IjlJoXV)%@5n@i}qH zU19494=FR+$%BU)(Ek20+B4IO%*Up@x|3Q4>?UP`D=BjtAAD5t@;F{c0C1ec31xb5Ec5!3i ztiLY#L)ffhIAm#9^H_c6h~Tm4sOQGlHulA&Q6XdLR=Z=I?yg0_3%+6?gNwvq?@%)x z+8t7R#yg~t(*%4JCxU3@=1yb1Fw^+tSyndnm;qK%eh%LGT!=7MW5GKL`9~(wJ&osd z9Ff}8^p)pD&XxYfm9vB9VMf5iN;p@-GtYU@;ephrv3f2utZbs!mE%HCVSZ(9NR?;N zLj@y76 zj0go_^JH+x4oNfBQBd8-5yHSwK+2FkgD{&6NhHpGe!3V|`sA}8fyo0GzH|Ca#F@8? z?+C@I-P;~~jmD;MqTlB75(kC?NNvsy??XFY7`PXSMJJiZd7<| zpC1XfWDLFK(u_dd+a@QwkNp<1<#x-6c_I%H6%|QB>FM5{XvCyTJ{EoBBY_VBQh(kDw^6I4yXZhdAu4KtAvO;8a`^N0-Z3)#npK?7GM&=TfBk1GI&yKuRidZy zh#_RQr#D&nJ#9kdo!rvev=|mXOHGlJbPw{h=UqB=9AlAh99XY-e9tM2y5@HaaSHiQ zwYVIrY@oMFyDnzXWV$0MRiL#X3byv}&IMe8?}!j|d|&9p&bv2n{!8Za|HIXna18L{ zaf@;H>NB7A-eF9Dj^ZnED!Fy;zko-qS;ca>&$5EaPpDtLOVWP);aLeXC0L%4T8;SL zeo&Js*G6&6G)j#CasN$iwg5O%*>XNFYM{$>P`pHxU53Onx1ePXQuT}^P3n_PoMO*p z01cT%xX#+kp^Omouvca>odCtQxl^;M? z%DIuWN!H6x@L8atLSref;jSpbh&au{)1)NjlPN$=7ntlO@wx1HeF~2B7wR>!0=Vkb zS>22OQp`^hz2PN6 zkSm*g@`uze)n9WjXQgJg2T0ixg}0IuT=b*=pKv96g82UtM|Ibufl{(i-R5A3fdP~i z)oWpaH#RvNHn`sB@N_8qJnL*a2HXf~>^aN6#=%brinBhF6s3`dj*8O4Hbaa}bgo#} zFZO3aEbGSAn<5Z0FXl(cEi*x%KxN4f8;aunGr>yj#$zGKNo>6yI!z*u6xduR_5S#F zUFK7>j&eQ4Sh12uDLs2p{INYq3hupx>Wy!Po{d8LsMwEK-i|#m*unUdTH{;&&fH~9 zDyPgAMbY)%R&;Ufl3HrhR;>Og&1%vwPfz~~u>OM4qlD(D{;SJU*_~A$T$mjjrdQ}O zds?_ON(*d8qStA?Q4WQF0qPXmn%=rUKkZGbO(AvZ=gm-H5xmpa%m5#vF$X`3oG7GO ztKCJ5k1v5mtB(4)a-5iyAzukbj&oPdF?4hhAAaMxv0UD}tG^>S^Cj<9eEz}W3c1u< zw$s4w)9zL5hhSl$R}^_GSB#dAxofV}!tN6IHcXuvwsPj*)TD=O;rtf}auDN01iuoz zzSxtiqv=1b5TN$11?wsUJjcT3`UJNUng$d~!@EOY#66uKXKx$t^^cil`&E&VwebPc z;w6ox{j+;^`f_$j#S1;I!Vb&lPnQ92I9lA`5{gLd16ZK9@@204myH%{ZpHbrEL351 z+S_p0I_>6>>?qi5Ve6{!=bnqJhGwEcBVbkAiXl1up|*vOk8usUaYj2R^o5R3`{Hu|~12QRpe-TN@pY0iWxt{I=n9?Q=RvL6O@M`Wtim$kK8fNLU2fT%t`HUcPIK9kD3$b8w9+l) zcfdhIgXo=PO^f<7PG=8C2!J&4Kf3A&0U;Z5cMgj(J}s6 zFW^m0$)j%7xsPGRBCd>Hx9pnP2gG-IWsCRrq32G6`cF5Kk<3_Q>$^JTq0dY^ajB!) z!&o_v&5fnFkhG*i&9%C9Lli@h*1d&;-d6Z9fp_7*tD~i>MifVg}C$c+UaS{U8mIfki{UmUm;&p;nik;0p#5S ze*sBtuy4lXd7M1Eo+)}WdPCDi$x_z!O<*>r`-IKhgu72~jkM3~?Y%Qy-_h|b%P-## zI)KFm5~er6_GK_3N`nvjt(oU8(rXYje)K>hTTuU+yPtM0Jp#+3{Jni6rH(_HmYrv9Fz!#p*~e%$b{}o1L5CF;+RtS?Fyfn7UZ3W zZIq$o7aFmjTEd0l^A@+?qLy^A6kr}F{d6a4F>~t)UQh!rQNlxR&#GpscrQF*Lh5>> zbKvr(a{13=*_p>uTFZy~GaH5uAMxd00w!YW0gJGtNV3pt@7zce2%TZZkT#Wad==+T z>va`;z-GW3FIrWG@h`xG4;Oi1z1E_nfuq!jiu`m^nVqf~>hvm8V8a>D+qU0hE_t?X7ob8?w?oBkcPcvloHI0qsh0|K|oModZ%ez;(o zb1Py>)j#HF_Zg_8($WRzpmb|EPngFRn`N zl?Cvgotss3@;*t}vsHV#Y?P!MghN_PGef=cUVcA1PTlG2kN~?*ZcAtA8&SOaVHi9y z_J^2ybgw$8B=DvH?k{Q_E8dM>=s9Fh=*TsAKl!22P|ELE)k^$JdA`77T2Em%E;!J?A#qtr zs`Q?(cpE)~bxjFR-K_if`^~>^{%&tB{&U*Y_IMyssyox2OP*yROu(_CoEYxwf1O*u zOH!>evzspF$jkgct$k-yliSvAC~m6ss6arJAQA+Tjub(pBR!!v0jYsNKsq7{3POO; zl-@&cQbKRir3DDmdoM~y5xnty<2$;~-DliC_vbstJJuR=uDQx=&$9%S&&lHVken}! zCsQ;5fUix@-9Y(Y;If+D$ow*=O8^yqY&f_WP{a{ z+7>oHf8sS0tjF@CPxEPBWyKtGMn1p$UPHor6W`haSAHZG6q8C;4jadPGoC8& zF&#rk9+U3LRbjo*zlad_eJ?uk5nbHeH8v1_Q>K*YVs7s6=tNpoXj9|$HsR5W{6XEZ zB~RV*PO%4Ud&jq>+m@j2CFqI@v*JhZrq45KTL1_FNkCazOg98gC`@NrtW_G&=;I61 z^_KEOZ5Jifnsln>^c&x~8Zy>uT{{64>3)bQ*B4vJx>3T5JF=4ygIILga<$*YJcF{v zaedZ_wlVYqZY6>w7j)Wdiy@e2+RIrBNmMqd735`MVIc7G-Hk8S)@70?s(PBGTGMtF zgA_~={jl1I$faGht>U858e=PS*NME6avRzM0kId0Qe{OB;)kKzB`4kY4zW3`i zgS-hvS95TR#~1Y}Xudl(yIv;r-=PkBWa?7jkR;kKXgRUo3_ps;YiVh+@-6v+t0G+A zXIoAu?l_wj5v9Ax4d-k3GoAItR&R48boV9lo7^bCuYx9Kk2S-#Hd1 z(7$c7Jg}{(*ieCr1B%$Uns`7SZCtb~#*n2r3?Kar@oNaJhimTy?EVwMV(fk)Y&ILm z8`Iy{-}eckBCi*1;0f7cFMk1jeS;xH9seNMT+0`BE!wv^byEOY=k_T1bpRZO})ftm%QX=0PhA9PB#TtGvmuCN!>Lec8k`+&Plsw6FQx6D+y|E^qx z*qA}D?H7Pezm=OJ#Zp|W1y~@cUMb56QpYBt4YUy+-Djy07qsi6U}YYlO}ONp&V;K6;(ITFmE2NFQ|i2m@YbvaE=Q}K-i+F=gqbcT@~=A|#to5Uh} zZYSTrc%8>bey4&Kl%y6H2~V8Le9`Ii+wapB5vjI+$MW5?jBZsR$Wxq}rq}(=WhlIj zS^8O+qlf#~>bE8PlWvB*rr2wfe#`CNF3;(X^GZ@Pav}{zM(ykQ;02?T5{4$Xa{TWg zrQ+RRT6vLTEx#eyP=aol^}v?8iH%ZvB{ub{=xQM>i&2k#&v$ia`v-DHa3T_(%8yZs zW`@At`Of$3W{a0h+7ralnhj{x*xRdbezfZz6?g5$aDW|OIy%6#w|JAa6Ry;0^UTcM zwevm`T&(Y1NR86GFg1C8YTou_edJvI;Ns>7o#$?|AApL-J-gH>-teKSBdyM_s~^9r z8U01kX@Hj`O^Z9e{lx=2rf+c92UW79-os2iC0Z>@5^@cnJf9{|*|Ojv=a;v?)1G8^ zQjyb}nFm=fQnS&5;((;QSzZ;v3%p}0Fi~Y2@99#Ys+zlL#H^}9uCp-VE(wu#FiR^k zTEo0;)7W4Ory*mD{1U`o_(f;=~guS5wj z-#Fk-qbImT5Z(2IGY|Mr00CB+VoUO7bf=ZVv~M6$hOzEO1h6>kAGez+&usOC%|-*oJp4{{q3gPj`#hNti~y;LmL%G59_B* zMi6+J@Ghe3an~~$O;Grfj9PpU0<8irp^e-1eJL+T$khXg4gmo6`QqAB5U;-3*elpX zy-~n4Niczw#7pHkPCjggQ(1PeE7-0e)Qmt2uV7KVBBxKT2fVdsLm5;OUjSlC?1)D} zFPR_~jHQPrxk#gu${O7&7en%`>%deqTdZ8Z*bGUkRRzT#g>oMYCh6eHg|%j-v{b{r zbUr}U=o#oM$l${w2$_d#2BmV*CD_#ned239Aws-@e=P?Vbp^*T6SWiRs4q0Zi`dju zzROh4x^G{l>@6q<4+OAMILgbqI!lmo2O+zjyKOpLUT<2QINVy#&W{+86Z($WWu3bI zYK?8Lwks`wX~p|W_40@q?jdE)?UFOjKS(S8&Rkq^|Gy#!lB^8v5}&wLvb8yzeH*F# zE;;n2KcePBM1K*i^R~)#@?F~$w1j2+fv5He^pKVP9_kqu?dD6%ulmA=qinb@lh0G> zF#<^J^V$jC=1R-h{a}J@`zK&!t=WSIue(XF_E^QTW^`aO;mX*UP9K#GCfsV7!feQF zdmfa6XetLq_JEGtI`ke%7YR~QiaidLB z#D;JVbg^WFOIjURk^!f>MeDn|NuD_KnS|>jt;HI;(fJ*Gpw&JXW7Do7IwJ;SL0H61 z1#(DCY~Jev*MnnHeT%tnMKrhO?nbNVb3u_V&ndLKbe=d`Z;W~n-4YFF2CPYupvZ3M z1?fL+9)ry|6pN`L?f3;A^#*ot-XHE^>>=uZhEEQ{k#ks~z8SAvt-zUVd6=4|W2aK! zw)tHOmxR$3D&(}t*^?^_LxM(t9w`Py4*CBwjQ$B}m{Cm#00$k4%wq2g5Ks+WY_(3+ z&Yj`u`;y7jzN0-zhtkBPaeP(UPk@$BCCoZn&8C_G{q^l65@#(U^I|+HDBK+9{T4uX2>vicG_aNn$InrEs7;s0TR zE!eu&m$L$z3B`$(fY^8S(D__mnv?`iU6M9kDTwOVxLa6hem&=h&K7awI=Ll>lsPSkrwZ>RxE)2*Fa zP~Mi~8w=?Tgc9ddX3S6umO)#fWl&4%Y*VYUQbo7zqNi~lC2fUDB2mX;!XCOf^@$A( znmLJ(GT0xd{)$kl^(V1v(lK46$q4U}0MB)|X-33KuGyOeSmm(r2( zcg}Yra8(gVbGjIdC^|)o)+KT2hM>i!;;zf0jneP@h06X2yp))F9|pslwWi>EI%6GB zk%3u_d0b~Sl=01gn-W>Fe_vh+vqHy0Y6CZOQOEM17-xSYB!?u(=#jmeE+#`HCDeKD z$iyFt9hf`)1iaNf4Q1MsJ-_USpCp{oqZc<7q|CrgxrnB=n~1~;I!bcqRD%`#71w4Pdvi9o|M)N;7;>4<|Gqo`7hgx zU)K<*giXzSPd#x;Z|-pEz)^q$hpTo3lv_Yn0c&it42XqDwATvJ9dnVf0H20)N8{7b zt3x$vGX*^$H&bVK_d8KLRs|R*%dXEZgQ^&+=}0^ENITgu)w>$f z89K_x!CVR4@Acv~5XZsxIHFY`S|r?9+7*_pA0oG-cQw*sn6rS6c}0)12J8DUzl3?0 zDX|A(ddUaK5ore{md?=YNMI?Hjw?xLxAd|h`vjTqvU18kf!YSk5e8iF>heJP*U~^{ z^>f-M^Z41vZcpBm;__1cN*F8~>kEy*NptD^`hs3+p9~4(&MwdoZl7%EKF$|bF6D{S zSlFS6-XRz8f!08J*oX4KzFL*4l-UKL>|?7+l{X5ch{)9=9jtw|&}a$hr8V|3t*)xS zGzAK%K1JG@E&FN((&Z{u2}FSCNI6Sv2H@ALC~h0~C`xe0yM`N)8Z z8tL82=Uq>}hkDmlg%S`AN>#|nh0ojm=-K}pP4epfNVNRvqc~OsGfzn#nAO83bA=GVs%)gKd^J_5lSKnWmB7alxpKn93QzCZlu=1}P2R&=TTOWE)yr53NaF*g7lqk2jRTZ^46$gw zxi5JH>p3Ge?@gm~_uMRwIVNw8Q;sHL`(t=RvaE>vGur0RTZtc7{bJqs+OOw#%G)@u z3bJ9BZVVr+MY_Ek#2P1TW{=Tn9UTnrxbEt9M<( zO02Ez$r^sv{wYzk|2X-RE#C8iKBz-jU^@t^k${JA)%5G*F57XoGQL<&wsGDTnWLEC zag_FnuP?y)KS2wDT$YdRk#D-5P;he`ZwHS5qmBw5y&?bdk&W$pq4jyt-4&yrbCCVG zLl|Y=;n+LlrK~)Z-MNMU8*ds#_)eGj<(RZPXQN|^?njeHy7_luNnLr23P9oV`_Yju z3`c?>lci)QP@rV&rNMucz;v`Gtlo-mw0eEPzikD^V`oJ4|dhZ5|4=?A*5S$5I=IqqMpTB4T9YHLYSy|ibT z^Bqf(?z>_TGQIB~p88Wi>)E&!o@{*qlW$C4wx+fvl!RXV^rG}Ri{$%#1qeFoy=s-oD&mc5N zOq@MggGK^rBs2D5q=wO>LJsE46u0Y*5W+oNf2Rz#vPxbPMtx*VemPY^LiJk&%p8A@7LH*fD>T>uqk=Q4;Q+ALc52EzgUjua1Oxe0@oy)wNMY zKeuQw$fvVMc|?h|T45+On<$btq5|Z5uv-26x30`bPZHlsU%s6g#^YG%u#}a{$iPV( z;HN>@lr-XOd%+H^p4d^-l4p+f_K!Wt!?Z3 zRmv@Dn`2{pgjCve4css}RkwAPXmLvZW;^?*6i*%AM%ZMjne2+5vP#>C2rY+j3t*+^ z5d!4g+eSOw{;6O1Og!|BSZXt+})YVbVig?qFS$6vBty%ii6Owhd2LpmHq`p@;`-_ zmE(Mzn7bk&C2LkSc)j?L_qG_vY1wVThtrwFoZcfMv9P-@-Jx6+pC?0K793+o7}*7O zP*!ZOlZomn=EoJN_!-;uydXtEa?U)o0jXpXHo^V#&gVH4tvGn!mE#d9 z|3+@z-CRmB_()AXxM)nRA|C8duz5{C&b7m_}% z1Uy(S%>-1P7z1<9m|RVZE31Y(cRs<@A4dtFDf;pSaR|rW*XgiAtJd>{O{o}JAz4l{ zoD2sg)e;4XIBe_i81fm=K`m$O@S@o* z4&~=QfXoUFw{Tnw9RD#^3kG?85g4?{9NpR)vC(vQs&dqmmYd&J%APw zNa#LXtQ6JStIgiUZ|NPpHoh^M?V z6egaR*ek~qaDkl`_~H72RT7ypyHc1{X|`3Rz_xkFci0w^YG4r*rr&F3eP?=2y59vL zV43c{2GRPJdJthr{d9I7lo`bHkugE(j$my)0UUiN`c>q;+AKl`>Lbw<^|KVy?kaidr-geeGwLp;`X1XFSE{k_~sPFRIsG>vrSg zDXy{5`~=WQak~&60a25D<%UI-qF9hAkWI>cn}1iHg@xiQ-r*OIDjhjTco5+(x#1H; zC6ZW>`D)_M5nn2W74p-8sMO)R)#$2vx9O;*l*SOf9Xb}3>jj1`x$b&+??Shq00S#b z{O!Fo3ae`I<6ZLI2Hdexk_gbUIFXr`w-8*EEQ{l`N{ggI_5g@_cHR8&d%sf8Ofoz0 zF(3R=$Mqmhr;#nm=WWGDZ|8qT29|-&gfvQlLp|4`kIVsY!w{~MpDat3-q}- z>G+YofprY)-Z$A3_)Z#H_PY{#e3Af7EFx8NHkdDeJBtZ1qTPrS77N%Xtg1aXhXwrF zT9aNJp-JO4vecvQ&8TQtNqI})jT{T)KmeL-QkCT1BM*3%)~vH|6s{efU*0*Jqrmmp zBe1OJjb|);xR2+vIM7;Ega2*HEHSq;Z$DvrrPn@Ntemq(&rTmHIl2kWAwai_Z$&nA zXgZhoOH-6hZ6)b56(i4|C<@AhT_v!S0z0(`*KQZfxaKkkn0djjUh`l2L;WtkobRhl zITIx6%cxzvz{C_k0h3f-|E}Wud&&C0D=Xjpzkj%m$)<^^{NXAfH8ZExYEMrG2Fl0N zZ`(2R53-8cs16e`96m2Ig1pzQU+5frun>Uh69Eyr>&uL5o{CS@%;x0%J!ALFc>i~L zDuyLQ*uj=ujq7Pw!ep+^v8;nj^?v0>hCN}q5rbCKjR($cdfOyo>HJ+&aqoE&gQ}7=G0B-I+UJx}!b`w)5JJISte(_hEm5sOOU-y4gZpOWs z{%dpqU_#*E^!dL%Cb6~iwz=tWd~*W5Zjj#)OLGI$IQ#?V`3tuG2Q2d!?C<00bJIun zFWAcfqI3h>-oQK#f56s%z&4&iZY2zsg?}li9f&>fhXnZ%$@_Hvj@q z11SFW{x|iT;!y+uNSp%zcqxBBvwi~rG)4me^z(l|0~P=Plu-ac!|317{+<(0D=(}6 z7!LpDifeBV0GyNo0OY0sz@5(k0IAu3wB20(4Q=c9K!$K<##85 ziWp}K*9H&g9srjL2agKp_s5$TxLJS%e=WrSE`+#v_yj~a#5b+aZUb=e@bGYP@kvPV z2?)rDiEwTj0R&Wp)Esw&?kNz_=vmRy35&yg!&B=yMGcJ75%0z)#1wrBfe`Pvb$3M` zMUHXl8(Q0VMWhvXb*~ZMSF(*RLVi`T^Nad0d3=L`=>|0(&Q1Am^ne=-I0S@5H;uwn z09;%gd>kA?0{oj!e|5RRPlZp-A*67J;GVFa6^tf4^=%iY$k;LM+E+;7?|A?j9?s3% z;ZXq|1CGv0cnCmX955sdl3qabPnF6$_Cg-v_gu^HVA%RH3sZ*qs0fYgaI|cu0n-E; zfA;VzePDYr#7;P>p&rY*QI(py;7LRH3qh2)10K6S|Ei$DlFDV5ZaJrEVCP{0x?Pw? zTVxS=TV#NUU0rZyTOhfx)HT!WB@e}24zY;zggoJrGVY`g+>H%ki;#k>G>cZ&nbJce zo;rKAW^>&S*-Yw2E4TFnplO(H1-yQmN+2wE$o~-YYnW=QTGuk0QK=ny>YDmpl-;fe zSRT2KkDqf}JEWY1mRFS9^c|u4lRepGpzyK7%(9j2?IJXao0OLX7!FU7q}_Kx&d72u z3h)L$gks)ukh?KUlre*oV0nuAy|5k}U`YT5pF>j?E)3J%^FU^64fcCjlaGkz^4~R- zQUYl{i%bk7paq#q97m8~B@6Bwlurscu^M)jQw!X62|s(e_Y6(ozyNT0ztxcfv=|HoL%jvsuaEm*c1+a*@e7P#-qd&6-j{r@=0V$KZ zo*w&lJZ>;}Vz+X2BFJbva3_|QS}I48(vI)C;5x2H?a8o4sk<1_gS%0SHcP-#nv76W z@|Q;fq!3LzcIq4?GMYM&=n?*IdbxesR3@KbL+$+fe5uwep*RYe*E^1=?vxyS1X==g zScQ!yb4UTa883F4bZrc1;lRq?XL*aN{%Gdr=Ehwf0%S&fBWBNiPsVy)?K19L2t%K; zHZEc1n}9*}jn;`t68cSIxCVwztKq#Q%y;CqoS?TX(Xp^MV$3h!3BU{M-cY=gB~jR6 zUh9Muk%jDBHu}g9quN zqX21<^$~#8&(!kabrwhYBz4&~kg=DEwYM=6^(nYsu&D28(8{f%H+P}S z)}xa%(xTNOdY^n%8w$4uAR3*Nix8sKK~8T2iGl5O%eW}q()AC^aQ&AVNEoj8KE%RjEdiajyQDGxsxXX4d# zr%5K2XEngDMifmO_tkHuXL}`#v!o{`)<*w;V_$)(^8E}*E=eaE1+U9QRp12UUyrLa zI}G6^y-HxK4fZOxSwh_c1Q~N`-y{5K1W_)x?t(1mtc`Ri<$_?+AR)E2SlGPo7)14# zfi`SJ&3#JZfAF|}VtD_mVjykW7Vxg~O+Z{Z-FPbIA-cU{KIIw-$cSS{t2p-`rzTvN zlO*yH?s$r|k}ag6ZF}OINnKg5AqJ|?2jk5I#jis@XbJB4+{tR^Quoa_R&q)>Qf|q6 zqduTbjrhVIfrmWghv{#{OMTD{pO#n7j1-L^4{6>FPF<9z zT}-bR=d&C{GxXq>98!kCi2)ZI zfs=Q&W)F{jWw@U~%Vzh{4Xc^dh6BQkKB-ZJDRgbGWwt-`(W8j^f{nj4jxKsXF40N4 zs2TIfZ`yhR4%-g0%hm8dQ_Yno{WLz?L_$`yZd)KW;Sv}e|2ZT$#xN{JVRgeBa%&oq z-Ueij-Gq6eygE@vvBD{ zCN(x*x7WK964)zQ^Zf6r|JbzqN?_zxDvJxGJ{rrH=$tncNhBjc9!;^V8isfeFEv+Z z-~y6vSAD5WA5}c|85*DxbQK+MSJwG#~YcPHrN#q@_vUJ z$*)#3)3{NFiX0;wA)s3L&5G z-wQ$?+g5pIwtXm>KVHDozTn{8N>@}n7{y+<7fSE-s>^C0dAlxkP~MncCdUY^dw##P zX_o1|>4aOd3;a!;rSQ$zC%2JEF=`Ex!T2~`qA($|7k^LZAG--B)4pBOzuD5{_K+U> zB+7onSC~y#p0BgBciit%l6|_&ptFTsugs%i&+Cx5kwl=4rA&7rN-8}JdBnj@z?_hD zp82nd7WLw9H1%K7csyya;D3ur=nXhWHK@9Q`I)5dBB@TnH}9K*(G z#kBOMvb(8`l54ypu;frRw-!0iWDm@e>)kiFQg1Yqe^^6{SfZ?)T$@|*m?HdOotKlN zf6s2&-yc%mW5rFo7VG5MP=Z7Xuv5d;Jc&7vXz9M?djIrn`t{+~6)oa#O8)#p;$mNt z6dExMJKCDCT7}S$9HdVrH`wu$Ye^$_r$uS8ko&i;ylj^q&~tS!nhH(qjd*&ln#FO{ z=O1D}s_M|Ae*^xe;!jTWp~LJjQ{9hmlF7&Ktj6 z(YYg~gk3_K^}cXEQ?T|V7Ov_UIu%}keR@ySH{5^XP;W}c#ZA$Lsv#!`aH?cY-Nt*;4KljI&f3M?mayq0`;!h9TCZ+K-;K%xA zPQm-;w&#(Ft^^#~xRMv)`qSwpbcLJ-(*@}fC1QZVm(2N6a9vW!+wGA=*G7$ep^iaMde-)qqfi_rY%f58Z?7CF~`C$BzClUH%uBt$l~4FUBj{f;z6AR!C!h#HsL+ zPWZ)!G>XgNz4DTptjBGboR5GPA#f1@1yT)q&cS!i%Oj+ablmh3KnX}51inG~XC=Yr%(&x$-|6ls4p4^4JH2TjnG6n<)_ z;Y1Ng-ck%47>tEQ$Xpu(Q_+GCmaAtB-_bnwi7EF$a+yIQ(vj(jb40`}1E=ftGbK6G zK|~WYHJOik%d?S(?xSIo{wy%~0A-1aG#DQ8a=V+a#gWC~Yr`Z)^W4Z?Kmv)1F&<12 zOR0^}!23v)&)Feyt9~5qQ14sx6g)jRDP|&U%xbZ|!g6Ngt)rnxlar7T;U&R7LpXEQ zpo)AiC>;TMg{ySX>nHbuC!zp1Zh$B%GBxR((Gii%!YuW?^bCPJ<>p3)5f$NHh$>Ga z{0x~hkrubJ=weQwI-7aKn&un(>+WyB*{9zCE+wTnA~;#KIsI-;2S{v1gdYMb3v4*9$umu_O!%5RERD zjp%>lWB4B`H}O{Ej}J_HX8u?P6pNZ@#}@qxbfJTO zSp5run(yWCa>-S-&M^YQo3wY7-KKeNp1;N$_EGUY$rUepDk(bP&Y7WE<%$0IvTcyu zub~Hfpx=O3ekG!~pT)nqEoh;iERscf=ZKdsU%lDVFZ<=g>5zZ5=ywE>1(&^PjN@t5 zZhSO06dy^Z0SoNJb8>TFQ*=3pKE|-s{Y;j;a7URhs~qV*IWrdi$#}kdVkIsxDYIyw zjv{ugENkP%7b~I`=Vl<{jOOsgSnusxT9D6l{Ysc$3GE$!8mJ5AJuoq$zOUbX+di~f80@=6vx zemHP7js4bFp{6%X^*u&sx{<9{R$hJQf9|{usnhY;7_2p>55aP=_@%<}MJZB%BA_8^ zBSjIGleC@eS~iZ@(#lpv=`s73ZQNLS?mE)!g>2dC(cGo?(%1F)8{M>AvXv3NS~`k3#5l9_Q6IJu=Lw)UQuw# zs)lK2k!lf>)QtYMO*Wk!v?is&LQXD0*@9D}CQvSgHU;N|JNY(x*z18(W1Jj@ci?S} z(QI>Yt^d)GW3P9D&C zTV9yRdTuc{ZFFLTygjc@0OlpZlT!lPey8M|Z&-TR-6gujWf@9eu zq#3Wank!00F^vOb;Lm%Si@B1>G7GE1lJ-6wXG?tKAq*r5h@8!ra%^49RYMjm*>fP} zegpKqO!0wkFb#VAv{_22(YFUH*uv!dSBTU0*6F*btBg&`8H+?Z>7)-|)O;P4UVkqqt%xoTYWvtOhcO1+Fb-833vtmkLarL0UU;`R4vOH=rGMt6`HF;TjHNg&^zN8Su z>(xJ{5DxS7Z@_DtP#5RwU9T%yBdAK!f4trFGl&ziLivH~H3N}hf z`r&`Dz5EWiQ<<=5fUnV7Cpi5bSJ|{mX*Mdigvnsev>yZs|4Oz!M0>vkN-i4FyIC-j zCg@PT$o-xb{>`N{Eh>r&q^dm`g@nO_b56~&{)J2TFLwKX^ETj!l|bQRL40Uj94M)R zoGE>^e~GKc=f)v{B9(?-?7Mr_(*E>9QV$T1!b*IFwT}yg4Tv`=Bnzap)E=pAF+7GY zzMwyM6Rfd#2(QPR- z@<4}CJh?7;@IR>xydt49eiq`v)-&G1jQUmQEju3GPTB^9p8gJ?6QZVS{c6l+uVu9o z$f@*o-6BmX)8I>Aw{k$q3C<=rJsys-?IrqY3D?0{qVI12>K7@WU647ZV^Ass{2*&u zIgOj9j=*$SA$!8FSIg_&Vm=dU%+-sxnQL(zK z;29Lnz6s*3=%%K`1Ad>1ieT<>y~n}JEoaE#+Q6S4g9}|rg7rXE4Hu`qtGVQ;;y*xQ z5u`5Z$hslzFxnhL-e8jTSB5tHGvq=^!7{rnbHh)ax(!6;-{Nf5F&^@~vTYLX@5J{L zMX-^|RiI#cVlev zp%XEx;^u((JXV5T4>!mT^=?KQX1ceUqlCKLNHO?|=y)6k3zpx0&TmC`sa=HeOj^aq|E$<6O& zxy`VRPsirLw52xg8(^w7!CU~i#-U5z)uYeH`C-GqVAeK}H?X%<-?}suC~W*RB<1in z5$om3?MA&Gw#H>0tS` zv@p_u)^c;WC;4Qfi#c>Ytqo+A8}ZG*Vr9u8@%L;;5Dc%d+w!+G9}odp>I50nXC zpp~tHRw5F)R^PtQaT!0X0&i+efM8aob52t};rJb`(#*is#t9B{y!C}q!qU7~a&8BY z&sTaa)JmYaHopN#W{}pAukgJ$f^G^QK;#0|I`2TtUkAgkf)HMFT;|W(x1XBG*`8&( zq&}Ozqg)0xu94X2ZBfqQaOVSTPz1=nJDV1ZpVDz^opefU|C%_dQ&kK1+?9zsxMB6Fi)>PJ#-psSd~GtMSEKH6Y*p6?cgLB6vyFZh zDn+JZjnwj)lOGrE4Y${5n;b)?S#N?*$iMkCzPH>Hg73>(_+Iq~ffVQ!)><+e(5x z(g(M=<$CJ~^3$068yH3VhcYOy_W2*Y+4L_xkZ)<~dq=7ME>n%#(>b=^fZO@s8l8>x z9;-c`qr9o*ek*e}eOjddv*~B5X9>vYU&g&|n55HDi{%6gGA@W#_a$d8A%7B>zHz%i z-OULjUu~Ei zR_H3YJy3`5?I}|FAe%~Pl8EqFD!sute`stFsXwfh8#C{}7&nFW85>HRd?nAkyPI&&hUVb4>Y;m*LWQ=nz>zi_>(?_jydgsz2RxnKW4fMc3Y<*tVw`-MxGXv|Vvg2j&t!vUrsf}1vy_~hv(;_=G5 zPS@L0&t6z3;wg5y&Av5gPQ7eLHc*=0;)N)F`)bA4OZncf;z8p?lAhLR&<7JaUtfVk znVe}}xOb0_Y-kbJoX7Lp4^BZ`-QbV5s*anaz}s``^h9uKoDJZyw1K?^eB0etT5d*+ z4{X%gh((cbw+pL1r(7~p?H{=R#=w5{h1&_T<^=VRil&k85MTAEdtlFPFT&^^q`pTWEg%@*A*cUUSU%i__P#_}cYU zVBPVczJ#wA$d?|ZKR!eu_!~egi01nZC_xBFn{_Hu)q4h>9$gq4SD7K&Wv3VJ-Ka-) zXEc0a>Z8`e#Qidn8}gOB*-`272QlAPzq@iWwPAQZL+$UQ+8+}J*ECGP(vSIh@KTV; z4+Fk3?nt?)slHuuSa9c8&1UqtQdVvX+nTILH(PFm(Z;6DvK{%I&dr^@tlu+3Y^E~2 z^r+1+N$3_kSYwI<03_8iyjzDxUC%Yi@4Z$v7jt(ta=dyz%sNBmj*by`(?`;>4Dw2L z;x)?|zAfP!b!*IUrYZ5R(ahY*Xcf85nO;&EVXir}!H=KL42+PFWZ#w~qUBxP=AwbU z=g&M^M!3!n%Zl&v} zRTIVTI-2mU;=Y$Nqz?pa!#k@-zm%z3xK0=bWW3f9rR*ZVX%3yNtKAR>EhXDMVv{tGF){02;wec^aJ?_>->8E0~Pb@{k<2t1qHu=U^HD}h2{n^~G(=?9HZA-JI8#?j;?0)A;FMPx?~NSvD`b$IPu(DT zCX0w)AB+*QY%u{Aoj5=ps#m;TiAEJP({9Lw)q*v^;S85Bi=nY2BuPv4rZ9Q0jNg)5 z%BiXp&7FE?KEF-Y5RG2hU%THAh@9>e_Zcv+?_XuXg4W@QWN?e2m|CqyRo zMH*T_>K^M!SZ!QYq?ZJIB(UmkQEECkH*U!;#sCA)Vmyw!2#SDwwLL9#1XzPw%j_+BHz3 zGvU#90VHl}GC9eNO?Wb-qtO){OBjRT&=v>7w;tx13p+GFiUzZc42XQt=9C^XGk^wX zrb_Q^P+jw>V5%Wb_pfbp6HB7l9E9ghx`FZM7O%O9ceB9uOelhG`gKnUd807V!jeYC!Jw|-G;iy*xB8BsZif$19hhQkU zH((t8SS7fns>BliC#})$x2I1|{oxPP*k-@}lJj5BMG^EKxxTBeA+uGc^$NI?yW1m zhjPm+qE6#_2KV%{V?PmESn5H{bUc>#uYeS0ZJWO<#nPveS~kldkoXcgz0v`YSeb8d zc}{$Xd{-+X@hDh*hN(zN$bPaq6pf;k%l=T};kHOKPm>xRjsaT9{lLkWncQV74RDuH zUXb3$G)6x>_Eo-qs2FfG@_euzs>wM6q)m0uDN%L3y4G2~C#Y5L*>rf#L~Fs#tX8D)9jA@Of$PzXaN z|3M3;{sYICf!UOd-qQ~5W+0k7=R&qJQoxyyD20z#I$ljCMa9^aHg*2v4wmOyu+~F2 zr)k#xp(%uV|MiG)#Ji|y5ReQzl!aYR_<65`?nyB17zEfCsHGOAU!Or^n83W6{w?;+ zJT-uIWW~}DF^IBylhx-i;7&eJbyrVc%fm6+Y5LBpyhAZVb>2sJ-d-~e8Muy@GtX&& zY~^f1I^3~3n>u5{02yv z_I;Lu1kezXuBP>$u=?^;l-#`=;~1TqwRE@3*&xG8ImjS--!5Yk8{Z|N&cKbA*WC`A z2}%sg)|2|SL&v!Ifz*vx`yyfzQk<5P61t)iic_8i`zhpSmk#PPk2%qeB12F|0PsG| z41dn^8z{HY43e7MkOaY8D|sXp>mUKEUy~M%mY9u&PrM)>Q|HaZ8)6GA|);D_qq6iZ)QY0Du9iS|2kqN>B;6@jZ+4?^vi#Idtco+7u2OB72k)v#6O^DJjQq#dj)`-*S7s zi@xFnc2tx?Jeup4z)AbEkd=)q3MZ>7zDmrchkF6S-7ID{PZ>l6iA-{?=8a~zkIG=P zjk#Z$$)xdQ0^P{`A>%mE1!6c!N$ejT&o)G1fKo8Nxj&CV`=C7+QvU%p6q z+IF}}bPugVRXzcVYzS)n|a z*h@Xj<;5w$oVk={Q9M2T{5o%9$PFBNF|UtWQ!oqY{OX4N3GMq0$UsY8(a!t^7_6N0 zu@%}wHH+whf7o8WUFU-DjZo84zLhTTOfaP(4>$Zh!y0AnfN*NmJp? z#fNXY{+(zp$E8OE5RF+LR)UPfLTL|ozdwF*+z204U77v(BKa@7Oab-|dPMAYSJPE; zz!e@fXeAhxw!cUrO`06^=vPni51*qRX~^zX)-U{E*f+h%d&4f7?pp0y4NRZ)65r-n z@w(bHP^vlhW>;1ySmL3K5vMw_vQ`5kGc(>e=x4#Ld#nEz7=TNyb>&J z>(;Ug&PWG4X|l7f0yHjk?|8}Mr-ezULCuV+-!7L1m9+aCu1BonI5}#fhzPV$@1&h;c8xqZ@$ zt;b1Q2_tH$-?3sCK!v;<1oQD=jAqmYqf6p;X0@{5?{c{RDowuIx=-Oncuqo z`FqVKbN8Bo7TOAD1m>Whm>r3~io}T!N?JAy8sa^7vo^@KIhk_=-dCJkyq!`2$(>zg z)h5|sU7Qwq1-s1H8`4h_xQSPcfa4A|PDLv!5L&BUp*yeb>YS7Eq>W&zYR>g$awcd} z6}^u8kJ&FOwg!S+8#mQ0FY}=}FcUnlxB&@ff6?6(^~)(zH3rd13x=Z3{u*%IL+4d> zQN?jt#Jx@6Tv9`q3{`SzxxUk|1;o=iI*G6J^}vsz8!wfx*t9S+NIInAI<8WoR*PJ> zSCTKOds9=1tf7nPhy}FZ@z^&JZeGFhlgWQj}V#i(& zy|))Pawf%P7t|#;kDbx_<`@eb9Vd`rZy+T*za5u`E~muFdVAgkw0pFo*w=0R;qg+t z2$E|OAU~kaoutOend9GIlQEuB@+`-`^=@IVv}o)~hvZu!W+zw*Z4*e%i(;*pG=Nj` zkhtoqN#%q00oB`L{T;=7>n?$m5)ge*>5}S1KaRBI(gm_2FLPaJ}c_^{pk7_Gw6~j37A^gKnH-c z(HAi}g|wMnXCiOs1AEP3lKQs<#k@jz=k@cO zl|wOp^)29#?7Y{p!Zx`Y6dsFhg_7NqL;##w(j_B@4_&)6ToR}nnfL@3izhw@wOnB} z=5Pez-FgrYdl_)!vb$;ZbQxJK5d$@=M)SAN;K&evtBtraPK#J_wRR0uY1T-_*ze0QY(qn(I6v?BRX)5Y zC$?{;2bz0JvE9ifvE4Tz_EZi%S;LU`3l8-k z?PZPT8zORBt|~Uqrr@MO>g;6zyf#xE*(Oo`O6o0@#vU(&IsV?H*}2KP&pEF}~u=Bizx(5{BgAAu0mMq%M!lCEf+X$43Enh`CXp}KUhMrpn0SG`P z{*j7O1a(xA68pma;`7hvJ2OYW0pfc)?gyi;7h5HmyW>>znWfylq0)1Hn_g~C0}L7& z$DGN&RDCn})b1H|k}aopfnNLvT2|U@>N9VA54;zDHst2l_*5 z#SYvH42XNy>rz_>pCoAxwQ1BObq@)H11FaT??Xd1?c%4kZS^DjE9k;he4Q-gCQbB` zy_`H?7{Q0SlybIrl4PfbksrN8;+;N%ZYh8u25{0FA;UX(n9%ZQU{2q%sH<{T;lPsa zgikE3-`@vYNe)YxY@lWQ`p;m6o`>;^2FIFa$j`9=W$U@bfKi+RUFLJ zw;?yCl-1)TP8SG&SR}Eq!m^hy@IKJkY3x_p0sM8ObCbyKgTmSw6IA`%sNzjFI2D|j z1P?Df-wqmQQhdmSb>EObk1a+8c`3)Po!gl)Dq5KBsjKM(4MLKB2|pB;KV>G326ZE7 z(qRWRNLgUQms|Nijlb$Wm3qJOG7nUWnIr4R!dEbeo<>>ma+}({C9$DupU;MG@mi9k zaSlY!9uzAyj-6M%!2IIf3paC56VOQ8bwB%Q7p>~wO|dm~63dRQ-SD<}I!1>KdgAMJ z30-{s1$MEtNH}?@6G^{~;MvHRF%X5N#m**ew`OQ##PS^=a|oOnDe!V8lfRQu52cK) zLxkGGQ^}!5nTb8O-s$K<6<%-*sk%&rEasd`$>UctyT!)UN8?b9DYUyBI^MgYmHR8p63wTRHG`MWwjTn?DtRAYPJ0LCps}I(&>v zcP0f=IgVC#_Y2YA{t@pwFcp2W*`k%HPoAPD>c2o^p+rE%)pWw76y6DCXAV<)E#u`Z zf;SfWHiA~zJdW?y$Zb3)5H>|p{b8Z5bW9I>g7<-FUphv@OT|w|Bg52~&rF1VzI2Vt z*;fW}yC_K>ueOU@qO)2RNrHMTy620kS^rA%AWEW}P<>;2WdY-y{?J9)Zr};mMlVFj z2<&a@!cZygJUNV*>q^o$NVhdSNpdb&q2QZzq*VoIsP|7d|14Bl{8*W;AH z2W}*ZoF%)dLUc`2r3L2Glxa$oBGOE!7i>{K^;xAy2(ty7%oL0!DRw3Hi5gm9XF`FJ zzX2KzFZP&!fg5b{)pQU2c6b^`5Z(#p*Ts*q@nSiL1d`p2NNmDEMO#2S#}H2*>R^vZ zN(lGP>{fMe12~_9YF#z(GBX!lA5p?gmV4d~_COpu{s+Su5di%?N%HIfVnBNby` zCSuUGq$2yEAmeL-H%2)vZ8p%$ndQr<_8iMZmBr$_PK$o+*M$OlpDpk;eDFFLRsqt} zm!^-)l}*O@#lAl%1;^VB#_xgrq;1&PrRpOv4uFk=E(saqGS<{{#E)D1rrHe;ObgT# zU7?2}_RSv3qVK7xPwhgrMgXc~vr;pye#eBhk1d&=v;&gMB#YjQ)A4e#P4~up zb3Q6CV(+cdg#>sEKH&Swq5*;IA#;Z;@20^C*9Llg-Uz;Xx~bJNSidAN5Dv3KsuR1b znKm+-vV(Z%(^4P`_++pZQEhbCkN$@3;zm}b+U!bsZl6tVFesZfe&&{EUnYB z8C)aom6_#&Vw+}qyKddqB1wgP#J3>R7#ivnVF+MAh8kuXRJtN;ZUQ;jP2TgHb9x=K zQB~OJ8C|FW36l=t12Qw;<{`d_skgk><}CiwwbP>dv%oX9D* zhzrPQjzHK}pm!-jEb$<{q3w%Ar>83xhzAdzoG+YDrIW~N82LF*face9R&v+M7<{n} z@USLL2BgrazL@MRc(9|9DCyJO?VvZ*PRMB0eO+Ot)nH_PjI2-p_MSb(yGvVU*H8~F z?iDR~9uVuO%<23xLrj{Sg!lo^gYty32zl~6Y4;ut$D6qKe+Hjv2`8Xg!;bap_O2HT zK1=SBiVD!QUl}_aKxTiI>&dO=i?ngNR|$OSb6A6*(7 z$sjCt4}N8coIkKQPbcE)wTQSSE}aztkA33n;Yi_0__>IfZ(mgs{V4Qq$fUU1)>1?v z37~CK_tr*gl-p7>JKpvJef2Bq0q3yNDY_-vGDardbtqFG{dbFjzP!MytBidg+aPZ5 z;iJbY-M;}q`?-Ssh5_DS8+apov28&#(u+cVVI}!g^nMAiK;v9pOCj_l9f9{_^^1p# zrS3w-Yh||!zB}b`@h;^Kat^DQY|m|52v-fh{5ZQAC%`pr00Gm^u11I)Y*6szv4YQ` zzMukWd>?=?5XB1VaR;XpUYw_LCu^(O6Y^ufEgF*Xl{+rs=Mls4K=8#I)Bz&|s@! z7hBwLU2b*IW;9+$y)}{ABf&Sa#ZeA>#rT;LS)q(%HRjReF#ZEo1gvLQ1#z3@^O zLYEc+r%<>_(t(;VY#2c}k%6Qer7xE%k|>tGtnb}BK#rp{VSTSd-9R(ueEPZRB;0v} zefiEAGxyG%0ua^nWUSAQ8j*( z2*rFlE;|ijaUM@ZB{htnyd2qN8Kjq4O~UDwj^EyYf2Kk5TzW+K#5=m72tju2sp5B? zk&Cg|;QBrmR9%9DW1+&Gkd{Pzk%hfu%}X{Z?54H=eji-wr;ZloqSXSJJ&t~yS&rk0qbI=C4SSZV@iDjegt zHeieS1i6?m>XqSy*{~-$%ldWi=Zxj=qfCqu-avz8PpFI`m;7eC^!jYxx;CEDJ zRiJi8hX@T*i8K~x9HT_ zQ>2Fb(7V}9wS-BlmrJ%KD$4ly4MKSoYXb+PRtYl?<{Gn>cO=GHCNDaS?Q|sKi2X~W zfwcH6+XTvFYuwGWhGPlE12f)Qk4B4KqJmT%Ys^R412I1y8QZly<(PAe%k|t9Mm!_D zIJ7*0`vrK3bZtvqPO5$=gHAR&G3ISCrBZ_@t!rx)!@w710nDDa31#HB^IzmYX^{Pt zfog7=dD^qG;leLP>J4>SBYx+g&{{6}{kD`c@=g@10)BcV9M+E=L8_j5jza}+&6pg5 zvn=(sxds@Fxt#GUd-4FNL=yxB|5hXfE5cFhkKYnjOW8;?nx>0L(pd)9x8Cu6uSx$K z@c#CaCaP*CSlRE{s9T@P^imWL4e05P8!K+usLcXK+nJ>D5hep);@x_eCPZZ!hZH;& z{>BY2Y8&t@Pe{KdvM=JQO{-(F_j$x0vDJS{x-sXMbT(XLQ!)H2(n@t^+*&F2VZF}B zL*+MM*64As)(?G*P`Q86(LN^|_Wm!f`Pb9YV;6=uf)4~X)`(BoH94*sSwJ7kQeBv~ zaENfcU;Qv^=R%&IpRT$g+4zZD^nP_R3hpP*$JoTfX6B1QuteNpoU$VU|7m0ob6Jiv%H1x}Cq zE{j*-HAPF%$!2>>v02VtCLcA2HSB1b*Ux99sT)4j2)BiT1$g0~{Su!@E4)dx`2Wewrco&qLoH2wCSkg-r;Su3Nm^Fj^vD7t4Kx z7u4Onh|@`w=SUIzN4ArhCOS`at#kpt-#b3HNM@SU$Gszf0{$edpT~((ouGI)XR2h( z7eQ@q3Vlhv%#2cohiK)fi3SCiXY8On#qzW)ZebX!(AVA+O5c{Maf+uuX{ zNr%jUo&^%ffX!zSl4!XKP40B0%Z(&q3Z1I+0}(ZTpUOABe35I$R5TXUY?DS-{D?f5 z?~zb4FZ@fJEX8@C{vE|3tvZYOXd4)*de@~_@U!bLhw62$ENQyQu4B;pgWmng*k?WZ z>r#q2B%GX*y*QHGk)6X@0&>aK4=w8#jl4PTFzJ7N{}?WB32t=nTBRV8xvngLR*5Ze z8?Sy@Vr>xrHd%$0IMk`1?tQ2IT`t+W#zBRD{^VCKz25$GQ*z0d=~>s7oC7mgE?x%u z)o|1L5=am)uM7|b?rQ4(Kb*aHFr0ti_q|$_1ks5eE4m=cs?pii7pp8n5OuM7O+*VK z%CbbSi`9E4h%QLcV6dx-{&>YbImhz|FL6sX2-C{9N*(p-tX7@B?P)< zmY|V1X);BsKaZgr_@OlP7qDaD09-WFdgLRZ&I$dZ}0H(pXIh1=8 zzxHx3W^0S5(}6r>>``f_?DK|VLvqeR`tPpp<9C##yN{QC?Pu+=8vMA`#ta!OBJpIi zAz<_9aYY62j%>h}=^=JD2NI zka{>-EPfUza`vu4Y$I`jlb}nlzV^0kuq?ul-Hl(zsbwh-{*7~xr&w#OWnM+q+lY)z z{bYH)G`FpmMdT$pf?T9=#451d`$rs`r1f?D?dz-O?fYOhxBf;6F6E|JxjIT)*iC?h zm{ok{iPzVM5v7T&5bE_Gjg6{Uv%i2Z-GotX6)9nfN812vjkg^+5Q%8VXM-q+gitN9Gv3~f9gChL|4am2AVRWI9#@_*&NB*>Ox zg?^a^mODu^0kg7##(ajcbRFDTr!F!M3s&^KK__NdEqmE_);ea0nj%4(Em3I1at_5u z@1lYPvP{ixlWXHfH+d8$=mfT@Fxlem|0j0DB2`}`=jBLi2}2wMggT-&YE=GV0AIC= zikz2{fUjZqtw0|r?;9y0yN}|41=sa*b=&6gwd_t8MxPXAQu!lBY~(S@OB&GmTq z)*aZljZ#l5@W$No;XsRT%@oX*8q4F;ZlvRQJjsLBF2WLR@|gyhcS@u#P8ApL5!U4? z_8?A`PeoT%H$!a<;M<9+`t{5H?|)AGavmg8Ycqb_?m7c4^$buKkhL;yHn|M4nO_L1 znI%g)Ml?j{U!k`)CBJ`I=BNR6C(p^O6ko|SF=1&|s){0}=q zDTU^LHLT^}|LR{63hX?(=kVX*34eqgHY~Ad6?yts*0!(SrvFTHc2GHV{>d;8P01HE zFaISyWu0FhG<%s%5lN>T`%HbA4PQAq93?%`9Pi>{paXt5C1csU6x=wF?$!jK^7iOT ztYB$Nib#s5UcA2g%-BRMTqBWDX~I+Ch8en>xX`RD*dnq)?T2c#_KzaYm2WzGsq@Z+ zRS$_+G4qZ;4R^1-I!h{MF&23@x6kh6VQ|An zJjA31KdX@^=(yj0-;rV0bK`?`LqqF{VV6YTCoTI%YCp*$+U&!`JL(!QMHIz}C``4a z-e3OA7&$LTNotF3X;N@&b59c;;c-RcL#0`Ey2y3*nDY;>GM%>`9XqH%i{cyFQ6=0v z!1iteN6p1V(nY*p#lakB`+v2A(aud)u%cRU47J37k?&TePCYmcdFA?mzb(Xe^S6Ot`5UoXV#V@tY<;WNeKpbbY6znzFBc%rqqQ|sMsxuf_F z@#Kb2`wMIS&{?!gkkEtiozt*6$pnAM_TQGSv!>|RZO+Q8=;-tLSt_{wMU zHc@Z*v|sB#_&anDKJSC;Ad32{!fE)1If_r%dj0~qu8dOi1D{X!jS8kK)$Ug=S8=`} zizd~7e*zwKBb~4{NOtm2*TM9NV_fnJ_WI~{4?-wx?&Fa)a4k)25$VZnIWv(*~EvF=p?$(~~~m-d&wMYc%BofzEFDFTmon z2I6NUv>1UrBN{VPF3ICwL751-y^$cYyJ?NYTF(WVYj2ndWAM~ zzKdej(iU&FFtOv5jkzV#J`eWp4Ad$I@};IUY<~Kc^RoW|y1legTdv6h-Pp&AQ7JAA z11T7n>pk@nOTFvzS$XIwR1@)D9Gn*D{h~@nF4~?DnPb=5eQVO2qMIbb} z3A1*-Z{6y-8lHH(%f#(##eNGJI~_S&{7RQHHBb&Cft-BhX9C;~GF3mIhzbpGgy%Rb zLzHewpB|Ulf?rs8clBO1Reb%|l_+m)6u;J}tGQNA!FYfFr!Z9V-);1N!@0DPpU({# zApAN(B@L1zSOVI{u1y;n77UH78b#5!za85q;XWpo}e1eg`QaX|5|-& zOJMB$vi@GJOTZ@<&@=nq@ZanD>UeA#N2OHp8+AsS6KI51K$%fIs6q>Nmb`O8oqf9U z#5_tFZ|HXK+%J&Y+^aY;LQvrO0JMT-Jwen=z@6hh|C;s|5^8d^o!$iMB9(1hgdV;u z`=oB_<)mRyrwH*-#K~zjH;H+gooi_f8~Q>wQw5$kouWpS8gY%E*O()O1ixbuOnZS@ z)zLHba%!HNAMLdG!)TWH%UeotovzLU4GdBm=D*shA)qVPGKC4aEy;NqN#Ezm{e3~Q zHyLDRj2?Fnk`UvJ1h$0v#e2x@rQSD=5aI@A`Bs)aIC);TXlK3Ubv|8EwZNjFIq*i( zF(;HhEPF7)y4?5Hm%g9~m4!?)Y-v+h{aK0{{c;JCo6ZY~2+l>gWQA@?%`t7cA{j^g z2;$Cglgv?x**Tc`*R(%m$bmpR{#{$EqXuuR#_I+=^Qw$Y*xdahfq6A=4aUK=>shYE zrB}ThVw4}~US=+V;vdz;be_O9`4csU36rhzF-I)-o!v6!V5#V)Ra#0mE|>#65r*DO zl>XMJvLrqZ;bY0Fhzk_2Eqtjcm_^OMqa85|HSLWq`)!f?7ZAAB$g*8O?$nI>liAr? zQdRt%3$tE4>Y@Z&rJy7pO_WQ>c576Rdof5Swh2KF%zj4*wY+Yz2X2-69UidmKeJ1a zmU_Y9iqok7Y;(XBXGS~Q$R!D}$l@agcxYPbj}83=gis_v@BR3==7yOh zS6+4vYZ@e#t-)_+TU`rrFXZ0pw-=+Q|Ea7JtM|OZQ)9_gpb>MZ`WAH+AI_&@%0-xc zTPJ(TbzIf-Q$Fwyx0+T*9Lo@0`co++6BD}NsglK-C- z>k4c#nCpABmkC0Fn-2xYWIiXtW@a~EbFZw;@5b7wPM|hVu*&U z+P&IzUXwjEYNmT&z8OX#ZJez^H6VIxOGGq@at1VE3tAyqNX)Xs1ezdNF!el7NpqVj>7AZ)@z2<>L`HuN3oU9& zJ(X%I04bgwn~yP+W^`C)+gDnb&(5#tzHSO^(c}hM9TqBd%bn%&FYZfE^fY~3koNsv z{Ym8s4+oEEI-kJ`8b4)QiF8?m`ApHaT3tJ_Sar-YDCMJj!-;+0AOr?Chb2PHiJ3GH z)U*V0zw1DLUyMFMEO!Qw)aLuq0VAWfP^+IY6r)__Nq+&cpsLsZDm@bRgydz8WmY6t z0xYYvh4UyL%CHJRF1LC77=Ogew=X@9Z0*?a{Ywjl%*Vh;&lR&irWv(?{zBl(dPv1kGx-vyS|Wmlkgi zFTDr8*3*%nFTOt`ad%FI)JzU+3k0f*=tbCeIyhnHwBj7>CX!zy_SSy(o!!dNnh`TzI{^C;B&M%i8!q`U~ggA z>_-ltg?-)+3ag8(#sl;5IM-&EtXVRVE=H69*KK*m^8;J*teMND@n_+5qOH74sGuFT@UYdG)HnLBs3`bGdMC^fMMO+%5ADy%gc

0EQCvW83-F@%wJxH*bH$0kP*xoeR#U33yW0wV%fpTkq+Sifg04LY_8 ztZPogT2zU&bI~!J{FD?CN^`OEhytp6`FYEJaF%|`!?t|ZUEY-0(CRru@2dOuHBq;R zVN#+jdvn&bO$;g>)#@r+JLlD^#<9c06Bp!sOQUiHv$teLTFSQ@EkZ?<>%>HtKH!?+ zkU}Ujj@k6b8sqIxLBpjunhYrV{825=>o#rqSa@+;WHJ9DGsIL0(Q7jBwf`g=zE8W-!r)#0vQzobSHlSacu(k#v2-?k}aOw0xxd_*z=Uf ziJ2~8D-Lp$GCw%Em=h%IB&M`hIpu-y^|`N*S&*synHdy&DNt1LmH@qd2Jj`d+u$vQ8}?43_aS|6o6 zll9Z_j+`E-P`dnN)I8>PnDG+P?KY^C-*Aisx)G1bdHn?(n*N9=e$lXHZ1d|-X|r{6 zB0(n0yt1q44V!tY9hemURn_`23i$z5~wSL z44*{8eSb=CP}AnPI5MZK#I2#ct;rBqX zIijy>XcFoPhoY*H!%vSMcDXM!U{|Ma20ZMls4^j%{T~)K0^e9h?;>W0NVRwg0-&K= zcoS^})cGw-uPMcwrqw+f);ABam_O8*q2|)&&IsAYHF^=+qJ)y8O2nyv`ZYcWkr4fo zqxC6GOM=Wo73L-$X*$5Lrtm6Z=B2`~}>*FnI87C!Xq!Pgk-S?R-+kHIWm% z^yJE%1jx4PkM(kEILvrn(b$9iqU_9Pe(wAt{r#D+v(JV#vw>jG#A!Wmcm6u2cyppFk znWPEA;fry5+cibqP+{NsITA5Li6{pJW|c0wyvTr1<(Wu;hvNE1=+yU2WP(R?>yJ;; zNT!DK%2FG2(`KzvLrTlH&0#z~&F()Zaxa>1YRgA9lzazS#fn6Qgr!+M1BKdV`!Qg% zo}m*8`8+mcY<%F;a8642@4!t5oJ43h zdrnO}Gusb)U(pbmQtsU0Z;k>nv7T+@$=7JMr=i(iWW05Xy>EoB6%`Kah?k7u8Rb#f zTbomuq$f#|2yfQ1LV5O(>l=N{sY#t|&RPwV#N379eC~2~DYpW7|I+LgwAIas>5PBz zO2BDtrrByd3F5hd=!iq4>@RNcq6W~TehgCfq(Z`Q(fQH$)UPro<(jE*!xbPV6-qX3 z9Okv537`O<9xK8peX+5aCB)pk{QB#syd>F?* z&syTAflQk!)HSOG5LJmCl%ozVFPwWa`5?ujc(HPJf2vvHiAV0fv+#vp8IcT=VJvRn zzH~^q8M~W;Unm9d+&+Z3`f}nmr$;@~eCbTz@D&2p4^6@H0Q2p#egM|L70ocUEj||9 zGYqa}q>wuorBI=PHSmx^Qz9d|`K5_m2yGKJxM=UFRU0-+sl8Lz1|Q}u$CH?OwJoz;ukzI_)YE^x1Cfo`uf{9iz6-j*=QUA z!`#PgJb;jm1d9Y*0e(w7`10C8cZ8ge?^$m%3muOK`))#j-K(xb!Oif5@8EKJSJ;}9 zmSLH_qjH!fWW?8@6~x6A8gL1dz%(=+d`^!EPK!+qU0r#5b_5>$jjk_MD|h*n_A2)P z88nKT;!mtx@y*bvw~aKro#a0>)rt+cOdXkQ>AyRIQX(?befqQPx9(%!J=${0u>_{R z{41HDc0MqtLa^Im4kc6h#SCzjMm7loZTm-7VIJLlX=lmOj7_`0XK7BYLH@nC6XF%o4sW5+d^q0 z;&RsXUOnZH5Sp;c`W2RqMfMBwNFN0m%|YvKFTtdCg^s%0MI|Ua;_w{NuppLcYUb#L z2C9^+oi(e+jm;WgZy1kX%@~9*MUb};0DS2nP{2;IRTxPbxH`-1d*+~hU!@MO5C+>A zKLYMycf@81Z1K7J(C;zogLr+cS=N1bl8#FyZ_eZ9@(X9piriU>xoq{qF~(TRz;-gf zqRn>Xx|3{5z$qPRvtHn8BQ`9N?i7`uSmD5iQ!k^JSOZ;O6oYP}4i}s_WkJB8C)+s} z$4>GXa+nS6^oLa)et1$A4$Qb2SFPBR`^Rlc-6I zTJYif2!9D}#r-J^lV0%`G%TmV`}rTpK0OE{~5Sn;@EPXnHzs*KPUNScMNSfex-)!`5p?y+Wm)Nzm_BPM) zscXfo8!93lkylP?sKUc5x5Krxv=j%stZcf~#X2FTg)~8?kk@=TR*}66jaXonAjY-w zp3e#bZVuuDxB}0<1^p1%=ZlnqOmnp09%qj_N;3odTVJ}Q{po-8BV(jOHgk&c?R40P zrH4Qt+Usl2ftXkj?5!2YDa4Yo=}~5o-XLO{+flX-eJ^}d!MNrfU9{_YVblG%9fGXf z;%aECu|dT1b|+gNE?Sh}XnZ=7HNL{8FJ&uk{hB4HeVTd)Z^`vF)1dNaC36p55#1*V zT-{aS=C_@V?Qv@OVI_%Z`e>L)wL^Ut#YNh)qKmI>PpJjkI`;+Y=x1hw?lrTf^Q-8T zdqNY5r6&}=OxX5YW%^}{5MnPd%=i$f2PJ@IlW8J2;6-_oT_)2&@21Qi3E_E^o=wsK z@?fH^W|bE_pSp~20`dx(ovqsv5C;4O998Gm1x9PwWj@nLegsTq7CWq4S2Mk6k+*Hh zzO8>9zobX}7myv`l>Wo@+ZG5Nm4cJ}GC@NYt`bfw7|7^%&EZ zLDM}R5R90`c4D_0!Zw`^5v^m?yZHTdxn8*uGa|#edtsQ3Yx3NiSsd7o*0#-uL_a3m zF)Sf%(u~aZ#i(goRZ+>g3>>)99id9!IC_E=dSg`IX>ZEUFFiawAis`xSUJty&_XWM z>I`-iQ}t^0gd~Rop#EG-6KQBTrQ;kTW*nq7kuXuclRLfF2tJMBQ$c`Q$;^|#p3s4O zU*lwhIAI;?`$yP&&V3h6l~RAA3ZRfCk-}7#AN#AWW~v?al-@P_&*n;;5RRgI_i`?h ztlpt}zX!bwd2n)}R>iLsCR&l}^!q83cH0|j;o0?nO1G*f2UvMU_kC>vlTsl}14D3F zu@vyD(?wGdO8`Lb*ItNW!5Wk~_oZ(CHrf9qskG4CApKVXR)+U4mx6oG$&zm8_rh;C zJU_9yF}}rUvU7v8Aew&_Wl-71g;5)OA#*ndqW1QW9&&RfdW}H@7h~RbU`1vq>`1?$B3tR7Q=<=Hz7+^43JNg-$=z4#w_7=u zyrtz7-sCD6HbsDxQ!%BN5NIMK;U$147N0e*GL<*YiTdGEHU7aqp}eF|tB*xbX{E1~-!KnJpHQ=qE?r)2G)ulSbnViz za8&j{@(Qz?Hh1-Ukg)Uh0cnOdrEkmLsZRU7*gZY#Z!GwR7P}jSYCN}O)~gRIpll$+ zmo2RFy zYIla96XaVeg=5;6d6wO3U#vY``8;ZnWB>CLcLPS4D7(Z-;W4HAi>aO0HM3LDy& z$kVQIXQTnMSFW;HHi9R7q_>eep!$15q z9J+^`S^nOVUEM~y%JW?het7($^u=Hc0ZUSk94;fks4GuK8Rtmvz;qR=8?Tx=O*@39 z#~(?v);w8bIxTygwUPYh_T%q0_H?GEHX!mFR?6hA@0^MrFGt&=91!2*8*`s>aw{6Q?mw=w^m1-1mCZPzLOV#WUv+oixLAKo z9aJumOr=5l7h*djvIw#x@NoePWmn^$KoSh`PjZ*4Cwf@NE_$MQ6uab>H6AQ4CR*z5 zNG9fK4&WWf<@_%9(ck}#?X#$-;3`8nl5rLfL-e=^2$m_A;N^0tWd>tGu&wi{c7JjY zfRYMetMKe{+IwzdCPm2N*B^f_(#~-)$@6lZk@)=(^))BQWtvt2Lc2?*%TtA$cB?R_ z^Jo9A1PS`{g*i3Nl~MU&C^3>t6X9u*)q1O~%BH!!qY5me`gBrH_vt2RqYVvzDNC(? z|5m6i)RTHcIVz-MM#`wd^aVmUcQzLMwVFpT+(Q+YZjrC(N$Vopf`h$YPO)8Z6^BNo z3uuxu0*E|_+@9y1QyZ^kT)%SM-7le6DOvBq)OjVBSyuBz%FSigId3HA{DM7+U91uy zcL@mo{n6IRUhK$q(CmkhYOX&4=oT59BQ}a$(9+@H#QjDi2c1Pr?Qmf&-G<_LW-?|! zyZfG$3eStG(+pW>#1c!CNtJOs6Ay)(n^*R`Gse;*av$dIl+oyq3PUSvERB3qPL(Zj z7%SGWTHMBNJ1}P3uEV&=?g=-MtK1UKAgrmcKT#js3i(dQHUqss{lZL;+r`g!PS5uT zR2Ou12z@Z=tVscmTQ0`A!qvzO)D`qW!{h$lgtz;`jo{sHd38Tb+c0?^Q(%Dg0SxE5F>~eq|El;iyFhEcxjE*G02d-!22C$2`l0P}Bd;l@}wj&kEcKb)>d)wVdck8nfylnVh z%IKf!rwfbZDgV;o=kHz&kng%lCbnfu<~&F9acZ(YqYm9-yXH!0%7;a%%*~e?!0?;z z1wl#KkLdVYKKLM}AFWX}8#LpBJ!Ef1abx*kE(@1FlW1t;Y5lC2nMDrsi++B{05nfs zb4bB9+-mj-IO&V^A2l>p>z3<8^r?r^X4cu5-CQ;O;#Q|91X|>69Q7b^shV$B-bly{ zA&c)z;Xib|ePw)O!eZ$3E9$OI%A1t$0?YYfWW#zZS!506!Q2&cy8rVe2b5xNr zw|pe5B*fXI66-BMSdIr8Ov?={zMj!>8+}RZMfy|JEmf00cK@B^CqG@0jTHTeQ@Qq6 zXlLN3=60%~FO^?AUQhWb((Q0$UEc}<>@RU8YhkixNqdL}f)2JkT>7hJSmjUvc(F8SIx8XS6AK<2=@;QPl4ZnTCXBsEo$ zagd}?Vp3;sm6_VNwSVj7I3{XA*xkVij?qHC7=Vd z*C5htZ1I5(RwRoT35HCj8O@JCVx$R1k55ZyQ0p^|!xS>qe&W7AJdI>|xN4r>MrsN* zgH6=jRCU9-PP4^)Ze2Oy!GhI@R=qj!q&h3kCiW zesER}v*BNJBfTdyXu)k0DPDBnD;^fi6|r-tGTeBzkg<^#H=1I9wamvY2XygCcKRvv zxJqtvtN4t_07VzcT`!a)IuOK;(B7l0sKok`H+=`#JR@1crL~N23RP^KOejq7XTe5j zYfft?_Ai8@|3k*}->9O-Tk-Ui|CmvnBXUV@1eWJY!nY-}WxrTfJwGqv8}3@BVxQe+ zH-IpH&(id;0r z1*Iy^)0p@d&^P)^t5Kp_(lXcJS$A}Q?e|%Evi-~VetZfQQ&ku&m8EL>V>_&BKA4Q( zd{}xwdNXz!JY{(JC%*Dz$q9O7z&+SHf?!jB;=9hLR++B%#1EJ;o4or zv_mxp?rtW4kx1s%gkEoV67bt!nxSV&vHzW|WUEiUV@*Za-hIuZ>y&9*)eRqe>g3|QtZ9yq((PNvFG9)v0*zBh$$aska*XFL@Z92u z5>mMjRs;^vYG~(@$SR+;e{A;k&lA59T%r-4{RMN=Y4>gj+*8dgoYapva`*ITq)LP( z&=co6XU{$TERw(I_LLa>F6jB*Ct!h$+qig#8YJ|iTJ9Y@-j&}6DLZl|ih2JeYiURb z4Seq(nQ?D?e^2&FnRe?K)=|AX7axk|5rA!Ia774oYVJ{$Z9F=CKb&kgWg=zjbAHgG z!?(-hLCW_lqZO*i&te^Cca`)YOqzZ`NWX=4L%EfJIe?^uxYHoUWXFZ+Os#q%c13ohD zWUciOx`@yFL48pNX9;Zr74hCLDzn|9I#7^7b93^M5&-UzUH&hgJOAVS97v@hBj8AF zByjk&x44V=*CPxa%NO?dcE4Sazig)o<8c`Ha;r-AS$W&MIryLJ8n?sv-?zq#CJ*## z!=m0s)>uNIA4DSE2oAe(ji3K5IoQUvBeZE&q$pRW6=ExJ?;Gf&sO{2owRlte%E~l? zOh1|p!utUVU(Jj#|A0(usI>}~L-z`0QfaAAlt>H?=;A5YV4pvwj3Z|tE3DvN)7{q% zC*wyu6UP;?27`||D`KJODNH(|>)gITF2Tfm)1@8%^6WtV=LQyDOxLM9WaeG-#V{74 zD6lA|$r^=Rtmxummujt84z?C#YSFOAB5`rsP5NQ-owN*iQo6Xqw%|C)`E9ECEbx z;I&s}v0d5O-Zu2+6w2pSR)!{pCW-(qO{x#FX~Hf9pV=DguL&I&E<({q8U6ogrW^WF zxjCw24?99Vj23%C6~_4wDIVqW8pl*rsgmB4RD{3dBjrCtk$kJ3Y?*~Ix(E>B)z(zW z3<--BEY>b@Bn_^Zdj2Ai;Ot!B5&pI{K z#@=>s1#C`yGt!TUB4lxX>TKQ3bV=pc7NmLNMp_ulV1)J0D9s)gn2rxy zSB_8c(1@;p=MObtJNiXM4A}tQ!@7L4s^o0httv~XO932^@zZHhUK?=)fNnfFoZ*t)_tWl7fzJjIFF zPacH#*_+(WG?;utA1O$D*Or?Ph#xXP5%?XkR8T-;K>N{6>@yx85^#2Sxb^{8DYDz` zZr_{#qh{{AEyeu>Z6w|Znulf@+WiF}?d(GO63)u@OTE1T-jpLoBXHO^m#h@SB-eYr1}4u~|KWh=Dv!nDI3 zvo?O)*d9iWXgdnRnQ#hqm>zG8&tI0`v;k)}4Uxi47X2azq!kn+pEmR|;My|$#t&p43$l&Lyx z^$q@_p~Qf-MI@r6$c=P4@m(1=2X2q=%ah1^C%Ud+&9h_TZAtR;*HQ&cu|<+;v_(Wm z=3%6y#GZ<}{yiY(ciMZ83whe*TQU0wvoym0DulK24-Pv1MN0*3}qJm?Io1}L*Y z3W+zP?%9HDl^c&w@w|D$ZFtb43XL8!+ zEV}bvB^}u{x{P5tA|_z$_bz*9ajw?2D``8LE+55{lKy$#n>!t@s24|zzE?z;jgclG z7QZumG2H6(#)LsgE14vf_v z2I*2K?S_Myyz|5YvM^`_h9et0JmAmrnQ0Clkr|{@B~f5M3<2@R7NZP~<<;^+7Ahq} zk?u}!Sm6RTF0B@{#aSF!!qK2!UzC`vhvwCEL4l0I>U1>U`$j=&`hD+tJVsee2ZewB zz~c8boSOT~|3(7;Gk(CmF?wcMZI6=aL?!+fGiG6MY~J>Wmba&y*BsqY=d zM;#Fjmk??IyLB~#&cV%2@Qy_9lkY``@yuUo2XGGCU7HA3C+S{KT`{kn^O;3xXCKN` zqc|1xk1!QS{EaeqE+tOd6O(uaPvqU2(ERlc?cCxf=6k__<63ZI~TxRtCqj$eC%}USdM*hOdlvR)SZ@R^pkE-j`$Y?Tqi zAs#10Gu+6@e!$W7|kDnsW}G!-vHV3GJZ#|B6EGL?Qd zGNUiact*f_W5_B@+2WZ%m0#s|nkDX#l6 zbzhQ=R+*3|Eo$f(mSKqJOXI6M>ll3}KXY$DEpe?#a0NlmUjWZaIFz|P)_GLEk5AK_ ztEC9bLwG-VNP=kU2Bx}W@*^U^ppY=@aRhHQR~)YcBTrU zwZ6E(0@$D$X<0d9cf8Iq;*dq@ruXW!D$_tGKulJ0)Z2t*@%(KC18(> zr}x7md<%6X23ighUjI)AIW{$mgq`GuFQbT!=!sPqW$vQy2h|T!`XByjM9`8|F5e6O z0?0eL@5~mv-BCjGy6beFPKdEQJR#h*;#(xk?uPY$WA8NP=(|&w=8sY(Z-;Kea6?V2T{|m*nunQ+O5VcH}m@>gq!?? zCnoVF*$lc`HtACqoq@mnIi*a;IEO|;G$BUN&m>Tff;@GvxEC#&-z6T*=-v(K`0((z zSF?t%IizU7sWEzZ_pmoMv9c0<4}ISQL!o%6mTEapU!GQSBt>MAw1*gbuJw+y86W_q zk0b=3#Hf|Jd`#o`N#V zM5)4j)FyvEu)ffGS7%#?v#VGj8vYnE^?Le`D{j>Jl$pIG>bjdc>Uvc?rgiVp){swB zTCMYH(RE@<={;*yp4by}OJXVQvZHf(9*_4z15y>tE{UruLTFwbENnylb2UQ*HH9aj zXH>sY!L6xP@%i9`V>;hb7bKP@&SNrs5|_Ytzpy=ilMq2mpxTPiZs$r8q<5rt^L=U= zFi%B2g7T9{+48DEhvDHuI>y_GRK$(n?b95KiC1W8kvUSd`>Bm0;hLlx?*I{@Mj9Zt zac77BvQ+FlFgJA~Itz{;tjUNXqYSwt6=F!eoS>2%k;&KMiH1wWaSzgr9H6SH+ouzf zbB{>cL}Eys1y_0~n<_Jh_=dsE2IG{Ta^LTTP;dJ2xS2GrY+CSug=$W1MT)6dg^u{t z`%yKocnct{(k#|SZG|#!z^3E0m}anu&ZIJuYJSuJQzk6v)tt&i?9a8nlg+vLY0@K7COLx^ZSpbZsK55mgf)Vvb3xp|0WE};O^eW=1spH82+tCwPb+^v`1nz%YG{Fu_Z-)V zd=-V%yf0PVu@9>%tjxzy3IaHg^Diqnu<~i?0rp`>49~&in$MVNLv$^_e8$=Ry#5EaQp~3BDb4q;;N@hsb@`H zaFSk(n#4JI{PC;wv%DhPYa!4#YX5Pmof?JSY?8OOGz?EV)yokOP3H|+ATQ#jXCW_Fu*2|g9_W`(=Pkv! z4d0z>ay-84v!dm#`FztI!AI!IHOG7;ntRMHlVS9qPOmq%B!eK!|B+Kd%B~RJUF~H= z&|U1Z*t2mc`>H@M^ZnBe?myfk3wwvs9@Fns5*~c-GkpiLNM`yOdAV)N4DA4gH?W|x zzFIiE4zD-|pCO5Vseb5dH4Hr2UXqVKk3RgUJJxQt@kDZ~yY(X~-2gKXtsfyIO>pXL zUMGn{NqJJDpFdVDvtZ8cl~R-S%GrOM9#{9^UM1=-{63_HT0MYAT5h@tO|2d^W{oD> z=RfprDGuqsOkxpg`Axs%M5M~iw_J!a0t2&7mgpkOj?I1P#;0c%uj$wLnRm06^w?n8 zRZ>gyege6USWB;5O{w2c5FGv;Acl371dksx_c;&Y#`A-5-V)aD{z2>Usy6%6L) z<7ow8RVjrAm-K%Vls;%t_gv#LRP9)%Hab<2OHKa~iqrqBg}sD*)(tZH-&jt^>dT;r z)*9i|0OWj2uhu(^7+k<+lb(4D^Ruz~# zhg$B)$Rj=^ue392>IG9e)Kx^fsmoi{I!z8f-tuMEt!%P7iti4!Lh3Zn?4=--qZBvg zcKFZO)EgJ)jCH5tKdNdTR6Zs`3vHn&M7w)mPsnWr;Dp)rUmA;D?!C>Jq5YV+*b7kH zizIqI(zN3qdeY9?QWb9D9~W@Z_Au0+Zc)k|6`HrQgOGJQ8abhc$4U5ehiRdXnG{b+$e1lZRF28xOVkQLkHF-{6^R zu%uiOBwfW?^F2zQu)p~~hu{CDi-lc|0C#A>de%)^t3A#nv!}kWkM*&iP~&>&ZJj;J z?{B}Y690^O742C{SG=pW@X&kRXhykM@wP!66bl1bPy+uOv^|dVYBIznH+#N@bdAq zebxx9YK<(^>JipSDv`*teQACd`(klZ=Of{(N>=7NlqQh||4taW_szc_&2(>sr`&Rd z#j%ODLobDo!sDB0&G`o)Uh_XS6!t!0@DSga5<}l)s9^6xy3LhCp_))V1?y0y(}z{K zi-h&45U*Q=mf-77W8q2)idifnGyimzy)qLQ&J(x0uW$iprZO?2W^*!1r?@>$tEWsk zBiYmMRd~tEx6;^bXNO&cyiY3Dgqgg`4h^_F$=S3q#2RHpnkUj&fiBl@Ci%<;ZYiEW zi*{;^&m$tkQ}o*k!@G=~)c7f|`7-_|@yyLDV$HR^pML=b2ktKp0^FD4u6Nc9BUECS zlewwVwZrD^+V11W;sJT&FL4Qv&5tUS>K6~)M}%9wH_?8p|`umineXAlTQBJ%S2afw+dYA}bxC=c5d zH1wTPojgDYD=J^UfDq0%?d>b5GF*hAOW4^LhO;&Sgk`Od?< za$o)hoaPVah}g{t|GyccWmWLqy9N;B1z0Nmx$kBXW^$>IxOXx+5@`E+Xh(j}Abuz8 zoo<1+NoU4bP$|*I@n;*?R%%W@``Mlo6iqu1h>H)z^=oe+@(mfR$WABu%lAW{+y{o8 zpBoPKJeJ+SyRR@7k^u@fR>jKrh?z_Ejn9bU|77C{L3g1Um3v47&9n%+@&klboy86RBt4 zuc~dmgmrgLpcge2k#HfEof+@snR@W2Fks6$@fLj#7@*VAD z^NqVQo^BIhPsyKJ>dZ0In!Dxkeh0$`{#Uo<@#)l7llhpe!hFcIufGYWJKDn@3v}Z% z>(*o1wtPL9q+q+q-+yMj*l^S4W$DqSPoD}`;)j9EDb&#PnpBWj=+^^mx;-sc;=Zf<71FM(+vO{(mu&uw(FljUR5sCMur#A zWwZ-brj|?|WaDexTf^cwe8nVpG6ihnp+v#r+G@YkQ}MY8cRBDybTG$ z`g=|+A2pAG5mN{58J8BI#gBFjw4_IOG+5a5Sc3ek;N=&s(||tvqKEjbT9xP$iY;Jx z7H^zg&g$M<-8M)@%~tDUO%L*XcMweRI4)P%#k@J>yj(X;&@7}aZm=}7yeTg|ASIoF z_+}h~S5q0IOHB&uCis-mO`RM*=90R5IfFMTx37!=YWxUlO%q&JZEdB7LmybpnVXu^ zg?i+9Qc8HLUVKVDNXsHaZl}>#;GtdU2a^Clhd;HFQ&v);*KkmP|#@b`=wbodBuDND;o@C>|6xjK2I{Mj$P_W(fH60_L;J0s#403txm9Hd|w&H)v z8C_@7-Th)YnMQcDvZ}U?y9IIiKf z^Q=OMrzbJbK||qKc0zVs1QF7sX8I;MEw-F2iVKi0ZAzA_nRtlevrKoIDJGJIYa0k3 z{Q^Y%PQ3U#!|Qg@lYa`B8s3ok-q3GMLQ3ptSE#G11mH%#t ztHaaqQA+O04Ogy``{d6R48EM@_Ne|2#d(T(=X>6jDJ^1Cpc;qb?OIUWAonFlV1EJo zrO)PbTlH6|a5>!oO}i5`aC+;eLspAYqmD~xJ3ctFJEI@QuQL`KhwiA(V=!(+KIrIJ zV{qZqPx5HC*c*Ev>-MRRl?G=S_r+36@jW6bb8K5$q)?*l7vS8|MtQA#+TBY#In5uS zGS#Fgd>*fae-?N6V0sk#3jjYW>6{mN(P?zOJmMP~`)}0fo{Mofot>LwuwG=hw4>&HK1>Pr=IryG?-}y*k;cd+LH5B`&NkgbfMumM4z{`N95qScKvOPy8_!Dbw(T*( zRFu8+6m1ECC9z|_)TdK+eGjzO^J`zeH7nVa#JQ!o;9un=-OqLKWLM99q(aDXSI zHw1OD%sr{J+t7|m-fi!?eXXj$w*;M60QK=Z#2(b(7s0xK0K^Nr&ez<_`xyj zkC+kpn1WV5fp3<|oJfsR-TXBcPcfxn>(K$4^d$o|e3?Uu|5ot$4+87*l)rQJS9IJ*Iu6#rYh7kdC2b?5RCVZl-He5B>I$AI@j?$9&s>MUN*sOo!Exic zg2y?tU3=(Myk$R%W(UQeEirH{ZT(3~3N*mS)Z!*GVurqS$X=$$ftf50dPTd($~XgM zS34^9Nk*$+YFcat(v0deNA(xMBoCe-r?4WeVAPnTxGz_1zm?TuUr;vQc6tJ#s{_nqZ5Bgktu3)Dd>Ijg@AplR~{R zm9IV__+4b=TD}w0VOG^uV9@p9tm{JdBz^NbAi)t5BY@+)Rf)#dOQ=I`+WRzz#w`JN z3qfgPYmO2Cd`*C_J}ghLt29%`Ir(MNT)oH@v45=cdT`O{pOJ4aW|0stH0A#a4Yoos z`wK6_U_^6|uufF_@VQ-R@S@JLs|o8l$I-dFEaz;tBm1*nPq|=n^|nhPIE!BZ{NNAO zRGBJVGD*BMoO70%xh6@cX)K(6Y1Ib%2tnU1 zz0|+2js z$=h{jRN!;|@a=aLAZoJg;IC-=7lv}7u!|v--p@IE!G{Jzw_%Lj z%{nRx&?yz^jwtSAPlls;6YessKHu*wHOVj-3N`2t?aPJUlU|8|dx{PyZudbAWKaPd z&`;Cpnj<4a!a5sZTa^!lqpy)C>$@N_k77!&x^JUn2aK4F%!rUj zO!G#aIxm3l){Pr8i~PWl7+w(6nxf5+hV!#Yfkn6^xI9;Tk!}QwUc?{yoZ<8 zN2q}0iO5!RUqVyoC37;oE$+C21 zw7*A<-K#j-Nq%oKZ^l5*w5|-&(EKUG?$sA^xNc@1y?;O-uQyaM^NH{y_q=H^B6#U6 zH1%-FhXRE{Z`BSvpiD6Nb%%;cN!+DLR>|M%#Rh3(q15k`2BfcVugZ3rX|;pA#f7%; zc=HIxD1N_`q=@R^FWE$%bSsL_zJAx^(iJ{W`<(^bI7Y7PBLxJPf+5*Yn;X4r3qw=w znM;NQW-J73sh1^FdRjr{z;PEO2~=yNL7hj^^OefCa*aw9nyrTYks+$yWd$``#%3!H zopfm~fQ)}E%$eHQz8sUEc@+`!uBp7#iij2y^(U9R3Cl{mHjLcPVd%wPk_P7I@N$ zX+{WGFV{cDU>d({_i^VRz_)6z_y4ouDfWju78=n=M2OQJWNuyoF znh3qRf1|eRXOs&TGBJgX&bm)IzgD<#R@omUiQP0gBVj!S1for@|$@ z8@Yi!sin_^mj~e>z6H?V^Sc^}P&V71(P!!~1^dKDkg_RY53un%Zn&P{yUaPP+V zs^yy)=byI%e~y`<@0YRN%GtTKD!xoTqJ8Z2xncE-QBnN^!gnJli@vH2rV;K8l$-y%wa?> z5qbBS<@;P0=Pj^~!SrB|%VhU86Ev}kNx}BDzI3Ps}QDXwUF^B#_QxN18mC0IbTGFhZ$95BeOmfxzLMx?< znHVNLC^^MsOiSiTE5SP6$@2&TS>l*7xjCwCl6$PR4?!44#&n>>x_)`>A#LbK* zR(i}mn3HEoRGF#8nGazS`Vu3Nc~70iEFYpe&6$eVY=q|W(JlUaWPyi!r!x=haBphO zGa583V(oMACd)(*Ady-2xd5)+N7~<~ptU!Zt;6&c_QtwTq94HKQfEw>BSPdgEiGv-O(x z%0)YErrZJHNXODBj^v7D{lI;5txTz(y;;o?YYjksz5Qi=*nlul#COe)1c-^d2H2Fp z5Knot&@*+m>Pzvwy}5hZT1R8`I4{{fo(lZy+lfr6Fi^h$R|JLhe&(Wy^$_FcJ;>1H zHFj@w>9N$ZC~KeLY9x7?t9cBy7OMcjE|*%GnA!7Zmc$=W|66ux>TlZZ|JjKdJ5LfnCN8~@R8)vS0W67&lgtv!w9-gW$o8={Kl^?B_w~OL) zkEJ!mv{2tlp$neYueKb#?|moKiqH0r#7s^rG>z!4nuvXYKq4)|nm3P{YQVN!kJh1^e1b;)4fM5amMN7JkEW z?ebzYszT!>Q_K-tiR7osG>jFfJY$7OD##YA5vW#KOQ;KDXjaXd*bZv>6yV_1;_|FF zqy@?%Nqj-O@jzZ+%l(j+``+;A4~O^wV7`h5Bco`tfz1OMW_#C7=50uipC(mGY}lcK z*Mo9(znz$2^IOG9p`J@esM1@le3^*MTzVS5$O%bMmAI8i=N7~$^NPupVcN%xOOned zWu)&TB*a;zG7}U0p&5vUU}>6Na8a~{LrNig{iHzcqw6)LD_rCnp>G;BxT8jx*I zbly+CxRj4T^O5sjr&82tNlTupIi}OV`AzqH;MSKPf>i(oXgavE<9iex+dOYsbueR| zd8fK&PJYrqLfp%V#WBZ4TqN=bXZHD7Bq+Anm(+b4nMMD`+-q69TvcH0b`orkPjhFm z6fWp9!I3gy28hgF!5la4G&f@(!7Z&>ci;67JKX#yylJCbA*C0Y=7|S!@%E|SnE|qm z{>KddK5l?$;>(xbD5%QBKRh$LPmFM+uIQ{dT>D52a7h0dQU3eZL<$1SD!;!lsJXRE zUpC~*z;%loHqz3mP2FKlD6q?=n8=mM2VyE{=cmd!V?w8nQn3uOi(ut-WdXhmTfIW+ zu(rjb1w!H-g2iWFn?9Di@A!RcX~Vt&c^@Smp^c`8xmEYg-xJ4oBs_lV zQY(c|x5$>}_avww760^6eQVpQc--qyrE zq!dhkC=OKZfq z)0gdt?cg$j`4bOL5J=aYS(=HR1OzaNT-Xql7W9O{%hyetR!Rl0k69DnTXqfBZ-f$8 zDIhQ_6W^CC5~nN)l3XT=h|*wntu~%|L*;ORV&RbY@JiUZfIgmbr^*x+J=o9 zgVlqHqh_H%qsn=M)eQ?3FhIuVCP@&+KOU=(Dm|dNteXH6Q^0m1d3_)>M4lfF1?*T- z%#mrvb=)ZrUNzhlyTpShPT$G16r$P&raGC)Pk>R0)j+1IHS1Ax3K$`K=kf?NP!%Uw zO&rO)G9Ce}ZSA{*cvlj#V0BBcu?ALV>f3K%<-XN!TsbpCMD)9Fi2L0)+cT@uVfxR* zYD*OMs(%6EW4_0<&V##&IGonW440gL^!yVpNgZ24vdY)u?=`KqSv|oS3RWeP*3n_E z!Vd|&Ke-2UCn-O?Rg6L3ClGB~&cQs>*gLOsEn94fxUftAO>_R)K=yt()N$?x!q7k> zagZ`)qvRjKtsl8gqf@T;cb$F#YOyoyils@Y$X@_(oo<6_UuR8j_6|4lar)K7!HD#^ z3)#H>YbnMqhHS3Gm5?tABNITQG3N|G_0^o7wPtju<_$h45a@c~u&Z#r&Qa`qZRj~Z zOxR5tPs)~7cos_y@(NCt`l|d+Bg|+sCJh{Z5FQ*Jmia>Y=&3DaUF1T983(D`-S zTga80JT0OnUTn#86$d&jW1hO_hrzk+bvnPR8k7;nHZo=h0tNN;LszOX=ncpQ)2Njy zshUiDw?)$7_>-dRyqmlXo*MczS_ApQAXB1DnB1S-E5Az}ba| zL%)e&LBq?7fAyI6DsVVYZom4HJpp~};mzSc>oJMv7D0MkW0>>~=H4)V^8K4@94YLzKzhW*ua70Hd4*g0hvN|Kn$pc56< z*U^f`1zPBgy_{x|XO^SJXfUShZ0M-Pvg z%4q2B9}xgWJ0O0Th)m5N z+v5Q%%>X5q1pC+cf1gTSj;C=@m|icNYK$&KanOXCMvf*WQD!qH{?o9I?8&MAs&{yq zVnup7dCTL^*WI%1enPt1xYq3G9ErKUzW|qf1GdpAClqhf^8OMLCiy&X|7x~EpN*~a z(hJ#*NdE#TxqfpMH(oG(RIQaeL2~*o%b9p9EO3{`)Q1}+&K2bOyV8sWwD1_U*tS#Y zYl)Ke-iVAUpwS@2g0$g}j7)kJpwl2moy`Oi6WJ376*w zUvQYjjC#8q+CTTT0SfEJ&qb04kT}x-&W|X{R~X{YA+=#0GhZhD5+`HeWC4FQfA4vj zNW!~B6Jdc3-8#8FQ)aXj3tZ8DU{gF^eJ0?e04!4@KzI4LNM6s6@Y7CT)MWD)Zkpbc zb$P$KVVBN`RE0fpHbCpetqzd$Tz}A)>h|-mEp0X(fKN@5s_~!)iXqAx7QAU|yR_)b zl#XzQMuW*oC)1<)b9&SL@9R8YDd-52e~l|cFjBJ+4FM2O4cX=&zmCmsD&;pZ2^=2( z<3H-1Boq4~?6yd2luOb!P5np$_jI$bU2XlE8t=)- zf{%|P}G<^I!`xJSjW_8?cVaca2DDT{b2w6yEl%!N+2jMZ4W)OsJ2FL z_Q1EsZsfAaS_?U^5mL*|KR`8pTcd>mFFkd?Zh%Q7Ga#g&nQlxLwHoRzE7Cw41eCj^ z*y0UK=n15e9%0&v6c*r(0OvX049EYrb`>}>qo`LyeJqKUSF0?uf3#1CAwPvCSQ-K_vl%+cRBDZ$VpEZrM zIX47V))o%NWO>%FB(;%!0i&C4=xJ86wI2=L%Xl@D{8u~s^ymsHe7Y*6%Yck{E_XwZc0K%%AkxS;r!34gq-R81jr4hB@FIAd zfB2%+7`k|&8*nm>!(s=Onh^HFLJQ$ni3cWaDA89QEYKcqns+0B`FKiquecpIou0RP zg&Y=sxn$8CDl9fl46+@L-T{o2nanNhpF20na`kzc^0@=_B*Tu&51|1|x0sJezppXB zxLHxp22M<*vIfHwsr9K2nT4Y+mtNxOa#Y|a01=Muli`$SsB?aD*S&fnz2jnBi-qk7 z4C}69he;hZFE5SwY~qlZdfmHXd^e>T5`Id38!wVDNrwq0U~- z?_(WxWeBz7UE)^8uaT9-ROI>8a^F~4`h1LO3@^vFQ#jh}8$? zq#V-yMleTSQqmSXs76lR$P2M8-{#8uRdYEiX>;}hdYDKqAT^C4xn>jJg;f8QhNFCD zo!12$X%jEC@#fklsdPmCc^8!7<*IM;V|l3Qrys}uKpzq@2cO0sH&6bcAeiXnTV8jbjYiYKOz-;Lpt=;=^6o?di0sc}?)Zkw=7`*R_C&g<}ZvyPb;rWtmx$j%fBh)DJ z=oC%x70rk}DlaUun^C@ZE$*z&JQ^mO5g-#VdxNZSo4c4p`jb~rHGF>oE3D3KCd~ry z!g%|DbzpP~!)K55er}*mB7 zM=9>;ttv7`xfv1WE-$o>pO{HG8Pm;Vc-w8o>xSG-W>-m1pz#?1kPPg3hwKDG5d$t9 zrbxxMxY{V`m1=!P3Q)&pb-u`W4SVBF)k_F<``OFu;fUsNfC`Ov#3Yk)=aMJ&07n3i zNVth20XD@biEbw_2iLOCrw6GeUr-~J4WY~4Y%Gi7r<&Rx4QN#%YauVI zb{EL-;0aVoj2{Si&q&jW$8*I^;mHeEuM>P)=ckzTv)P=)nYAro5+9*sO-js+&{};; zPkEH`pM^&jxc!E5WB)T%sda7xvBP+sFZ_)3{qtOs%M65-XifDNp!`JDz~5UhD21r|4t6*`gH|-n5anJl+u`ujw_vk^2G(kE6}(I!c_?&nP~3DqMfZE@M_~u zhz*swVe5sF)o`y4`87A;=9qb}2~j^1U$tl4@b+uMAP-vuSfBKbQ0O`#U07w=#W^4i zUcqaT;~d$=q~YcHG*C4%1ZBD8l_S~mzH&| z?V)|_O{!XJ-m=piFP)3E>7r9AV2UaCch%a__xz>N=g+}~#Ou+urGW$M1~h$Zh80h$ zfLt}L>jPd=>R*5n=GJ@w0KoBEb;943|34oKzxP~V*lnaY+o;?&zj`ou?pXds_K95G zUaxE3cSY6RMQx8Vct*@CVreHCmK4!B|Ha_vgD3Ykv)xYEw&3|(nO#exuj@x&lfR8! zDBT-1Bl5`;Q3Y4a&gXXL8vMUz|wA`=xMVNfU?rg&- zE8a>9PI)t7`)3KVUC#aM#YwxPpO;1r$|nsp(Rus6!S08nIl&Zj^Hb(hyc-MtxR%%5 zJ+LqN$R29XTIO7Bf5OtKKFLb+IzNK|YIWP_PAL~?Yk_DRH91KB~2~2yOa){ zi*GqX&~wnRl3##=og2RZ2x1vgySm??A;;&BqQ3RjPPhVL+< z+xv!dfuBu$KyCEr_D(K0I*Nry=pyxFVR4v-FW~$aF>sY>nH#+Pq&}UMog&6}ZSIR` zpWN+o@#|U2DbpH|=Ex;C!_KWN2onsVtwiTpmHnbHg$gZDlD_KI+#^cPhQ4R)VC^s&35E(eKjkk6)VA9`spETAp9e%nXu$eL3SA1YadpmN?DU?W*f1$r<%} zR$wTW)v#BIXDwc4gBZ+7-L873cz63@-0X1`)MH5x->_OTT24gQ#cc15EM6Pl754YKrxMl{ok74=*6+nnTB&~7!uZ}ZnzT);lq z^;GU8Cdq!_I2*s#`IHrt-u2|`y>g+dw+iyUjoXjUGJ1Xb8sa9OPTd^Ebj7j zPIyp*lT$Ufo%kU|skbl+3QW;f7kHYN=Yx)Hl>*2nmXzWv)6R*bcqxrQ{!zp|^ zuKTq)cgv4+x~3!;XPKOg*tghj6^N&r7{1Wp%%j1^RpJM^`+xL)@q zJ)d(VdoI`5>AvZjPBJARJZSHR*4iUYR_0k8w#D6!!>y>n`XEwjP#yZA(E6@|TFvJI zS}X@8Lpen<5|j$q`#uhRB~|(hm14lk;{%^pUWXGFB*!&TJZq^o+!inA^W?ptS*a+I z2@#*7AzS&#I)UT%KZ^>^Z)%Z%3rhp1=wmT4*&oF literal 0 HcmV?d00001 diff --git a/docs/_static/thumbnails/resample.jpg b/docs/_static/thumbnails/resample.jpg new file mode 100644 index 0000000000000000000000000000000000000000..bcff640bd8163315869cc06c7aec030935e50bfa GIT binary patch literal 40964 zcmb5V2V7H4(>NNWOBd-~KsrbdB`Q(_(t8&}4+KK!O$0${0fK;Z>Ai<82qGo)-a#Pr zE>aXkF3*)Lidl={`-om!GFt5Wu;Fte^A?_Z3)sMNYBk$_s^;cVerN4SiY6mmazx^k=J(&Rr zfF3{<@a(VmzrDXrZn*#e@C*RJjsH9EWhwyB7!Cl?&;Omr^$`G|cmn`5jQpMVH%;7a zJZ%1j4)6AQ$KDqM>QMmTuKB;pZZH2!-`H=9m~Z>#c6&GgTmW_eb^sUv z13&=6w~!d%5kM3mb+Z6a1P~Dr5E9@M5fTy-6BFGfy-!9;LPE-LkDB5>3nLpV3nMc# zJC`sI`vXBvW@cV#KEX$#5)u+@JTf4ln7pvKgxFt5aEOVCNl8fQ$;jx%IG8!a{(q;N z4geJqPWK%}T$~4hJ5)HhR5&+ZZ(rbc0OJ2O5dS9;+`+}eC&VGTEw!Qq;Naro;^5&C z6A|JP5R=_j{Hv6T;2wu4^#cW6!uvLG8d@=Fuh$86XiiB3qxVVU6I@cy^gMHF=)@5( zLu)(7RweXpJ;K5hbC0WE@!{g!rvGUifb$oA0>axuaVo%_ zJ2-eacku7vU1n_o{?G00!X_!Au_;Z(5Eb5E}SE?pORoN zvLH)K^(}RQ=LmTwTAwqFgvf7JxxUq1ZQDoaS>Vg z3DCzx4bGm}!R5-612XD4C=Dhm&aA4j;^$joDkv>_jf~A>;IdmC?%1m@%6aNGrf@Vr zT^X(K^g+n`vMjb`OIu=nyg|&t@dZMPuC1xZhZ!3xn)qdL+-l)*VR5ccRj+_h^;8Q| z4ZFa4A@2pVuwG)1Nj?@`3;C9d)ZZhrh8N^jpe7m^+NOC@HzNHQz!?4M_O)Y_e>;aR^(+c0)l7Rw8B*nB%r(Gwhyd{r6gv7q+fRw={sdU7>CgI%gG?{fG;|K-GR*6W&<_FP{lKBX|Bd+Ns>+8-E( z<=yMi^(kcp)eWYHDG;xMmQK+qQ@%Os)iicyRd;}ynYM1cssSG6et_xnZh7*<$IG13 zcl(PSOP=Qmx}ZKu0OKgdv_R3;U~|73s6bHij+eBVd4a@8s1v)bp0c31M*1RvHo29P zlO0)rBdVkmHDrUxKTQN7<%ELl?t5=<-N~#z6!Cn+AhyG_*z3dMG12o#joMRJHWs4n zls|cKw?tr3!6QFTs5$}R>NhX-Rh_P}N&u7+#0ahPK(qEG>rYYe3yte?&CsX*Z| z?>f8{IteMrI@VX%x%=|a{?k*S${kAsexWauYxCPsdL}L&NB2G__I0Wl>Wt&!#yxej zflMKM&B`5@EagBt+S(?ljh=&$_?1o!cvO=#cc&^RrAQ=abfgXH zEAlC_82Nbf_AN#OYJk6Mv0Wa_G9XIoH#&RuYX{bTHM12H>6Xf_oO@*tMWw*(v8@C> zZ|^L1kKl4K1AGl+>DIQ%#n_fY`n3-ewXAF;Rw|70OV}i4SV8Ge{~t716N~aOMb97*CzEUR)D=4u zIyI9dO>Av-;1eZ_F4Z%To6fHJ!8w!Wy4jAaUIU79-dp+aV%oxOy;TP zn37N@YAN96Pd?<)G_+u3p#OH@ z;pkE?Plg2G@y8I+dq@=E|;TCX1L2c7m^9 z{6i6MRnHiQ*^m#poh=q*m0ji@$%1KS#*?y-{12Sq443cq=HQ(`vUpF(Sf8as%-HB=&(m%$6? zX<6ng|E|jY+z=(Dh`wtk<4kn%Zhj54p;$Q+#8Q?MGd;e`_`xP14If0-BjpD9)ffAb zPIB=3I@O8}og~fqFX76pA!p=fUkUG8G2-BO0(9hw^kr)G!Krrn(}&?Yc_hAZF6)HG z6-leo95t|JFW8^MSEA|<@L?&31RLRInRoCo80|hBJJTI+FozX~gzWLV$3!g`CpFq6V zAwFEEcg?>qPhATAxL|QONuq`d2q}pvO5*RT`7;Vsd+&LFCS zeLd4TO=TwD!ZhrjprEHH0VpSi<@iVa$8~_rdTEuv3f9znlDusE^a8VIE8J+oUrG-t zi0NUZH^DZyS`Z(GwaUjA#P2Z)Nlj1iqd^$Tb+Tkj&nNmJe>ZBtd|?+s6_Nlcdz8T9Vv*GC?6BMxmwyBbqHM43-_ z_wWqRKOU>3DC(wak&pYq&NE`-9vBT^+saPOw+>}THh6jijJF#{7QM3jpFVXu)$E$~ z{QCY7lOhV)5Hu2(0$_rm2OJL!dOUnGoZy(87jUAEL7B|KeP7~yCW=MLLyeuIO0%A8G;H^r#ea8$4_Iw84MJ0&Rofx%##G#w&{ zU=omlRAWPdeJA|gwV$=k%J2T}XO?ZTF^{^*B;`Xg5?jSouvzdJEHcwjDi&n! zQh646hHr+?dD zY`W&>8$crVV~frrgQ4>M`a3Ebvwh58EXI~70N*Dak~Fz#Hm}MnF3Jju=Sy5YC&cJ& zGf^19+5>VQ_jpFeMbZqEKYr%l(n}HgDIgrwMf>S-=|;{SK;azIvB1ghzRVnPDH3WvX!$)iy6?F}&|a#)+V}h5J}|OdqQ!{O4teZ0bw0`aE$-ZYe4mOn^65gG7Kn z%F||-(=h$aL|nT!{pnKv9iH@`2`PR0U6#=?H?T5k@P$)C$DK7oJpjOA7GQCRWzBDf z5>8oq7I@heev@*2KY3=*mVqRUip1T(YrU%AY(3Jm{?8PQ4EWe8bpx=UqFsQN@`R?T zo3-GIGjJd^D-WA8)6+I%Vpi5yO3?=`J7E1{FS0Lh?Se4-f!;qipc#E@aV{<*!%K%U zJQ-w5M%w>*e2qI<$2@`x99RY?m*wZT8Ym0c2U*H}<%o~)3A5!|Z|q<#{Zo{pZ|!oS zfyZe4qTKd6W?CI7{a+u6{q0vr zY-5|SlygvED;RhlRh-&(NaiT)`GU0RHRijX5)Kt)W=7v!XiD-7&Rz<0-E#4 zUod2Qs47P50u<6Nt+KM&RNqnGL8*8vc8^WVtor`vJM+JFu3Tdw(SWk4S7a04coiSS zh#}J|=Xb)TR9H8Y2Rked1HRgl6EY0eQ!?&GdnwzFs~Q{43H{J*$#Pa8Vp=||TFQ9c z$m!NtIzI0iZpq?RYaY8j)9DmDHmbb)MOs>Du0<6lx5$vZPJjgW7*tT=Gmo)-a1Kst z`Xgq?sXIjVE23z}JP!NtsoEG7KDxXFRPH5Vr!Ma+r znYv&r?kKT2RkFh@E#ND8R@EsQgZ*SmS?CM^v@!?u1^kq>flj1@5jvgUJoxQyY;J zd&&?7EaR&>WgubXiX zPgyT2_|$hAbZzu%-0%hvouqDHK6Z3w_)Tr*kFa5L%i?B3tvFd}%gPo?N{{Gd(HC`r zrl=1tQ@zyvEwb-7QuiWC$h30X$#dc;rqPn0Z&j=zm)FM4N$Vw-8W*`cE*=|oHfcq{ z@(n=4;bT!rGT&y9L2N`;76GA#1QIU-eUHGMm@6JYm{dYAMO%ppDr#5Mc^Q$L=I``e z^8S<%8H#R24)2aCM@J|z9&4H7|I;#qbc`F6e4@Viia{))c=O%wF8$Mr-tUR*T#o;3 zyZP6g685QTw`F%aw89xd4-IR82!S zfY5FU7{azI{j(fAMsjXFt|D+i=g;A&uRxvVv+NP!XcZY>DIZG(_^0RG%`=mR@-oAY z$cz8Zk?s zVK;z;)ojThdBn`+eanH#-V;os*@Qv~(Dy;ss@AITH$#fX_y!6K8Y}Ujk7qp!dwo|% z&o)@!x>*>Sv{_%BWj5RZe!46)vRNU{geyO#Lr>S&jKmgesi^Et9?UF>BoBy`{pL2O zkuC?%b$>d0a)#3bUa_@3spZ|VyKbo!w)qw!@4&EIJ^#J6L!8P(?gmiExZpLv z3Kw&xCW$PG; zlSP6!>g<=(23n$vGq`wDRJ82>Fm@uLuLdQ)sV{tHxO+R98h>|bo>sJek1t^a0fB+akI>PllD*9Zpm)(z}4&ZVLCK~8POkNgZe85PAVe)f+=zQxjHY_P@ z`{*)1IHBsdMXAAOoxE$_KU85dUP@lcHvlE$Xvl$&G}vUm&-J)h<(C73t*LsDlaO3y zV|Xhe%cD_RHWJErI`s#&1V;&2LSmK0x7U$D$nfuUQqq7eR}sS3eZyi!MD=*)>dLyh zK9h9KPW*f?nhccq)=FY}Ia8T6?JpjkEM}}QGXn~E|IGsY;LW8*z0RbGP1BH8@3g+r zm=v*PMh}Z2CGdFt9woJ{QRz!@y#Y#gx@t7_YC`z%X+>lU?JqmDfw_x^hN=3c@1cZ5 zX3WOeBblW_@G>)j#%t!+y}ab8yfn@qWZL76Y(38#Qq03O+j+lfI+i!f^y0s-j4a5S zmAKa`}6Md5#Yxs#)kf;(vk4@>ZXs*j6U8n16ov)m2;Rn!;fLY z-8^8y)1pj9JLCoHFynOUJ{TH2k}Ha8Ibjw}=&vS;ZisIKb}QR3DcI164uN`F6M764 zVhIPcY3x3p=liji*{Jn2W&Gr$9e9aR3lS4L5rg;Moe;xfuo(LR0aaZ5mogomdJu~O zZjAj?ob6A6OI>dQYHMuy8K&sBYUWwyjMw55N0i@D2s~iTc_soZXMn-RDMI^;y5f{= znmC>GkCdgH<+4fzE5qwl@x?c()TW!`WS{{ZVF_=kk8qUMbLbwr&;IO9EWDJNxMw05 zRN*R5R$1)h$jT7Oz?9ZC*A!309+rICpPDN|>w!q#R5GHa)L{Ydh^(Dm7S0^2mU}b3 z;@gvxhB^9Zz8zsP_!W2q*pYLeF~0YWweQuh=jKj13?ui%TJ*rK!J7DAb}Zdpf)mc}(Hvk_GKivX})hX8~eofrF~)Tx-1%$n*LfpU8=e((uwO zDvEeP7pyBtT_%E($hX5;g`3cByT=PE=h9FSWW9$)=wAP~s3X~#u`;(QgvG%RWlcG!rE5l6?>LhbVQ-B_07)b+moM+?skrI! zlk(p@*K$)=+WPy1S3}MF7e~ET(w^TfYo?5*%{!?EO)-jAkM&b#@8W-yAQM8(u~<&O zMz*T0Tu8y0a|uNc=OOGY`Jv-}@~- zWr&{00oKWVw-{Kbs!xqec0A8NK5X#Am$ZF}Ti+pCB?6oI%mrYSMyw`o8cj@ubFNQG zc*yb)Wk03IkoXEy__4EzHh*^fVbMaw0&ec*f`o5(`X_OVJd9NCV%4rLao#B_N!17I z(kM|3&)N6}ScZj#0_8(#HoAf+_lUNkwrC4yJ4!uJn9Tcc#{%ADT_2T(T7YFjRPCj$bS7TI8bj2qlFE zW;Su%BW7v_{Pdu6oHjI=Y>_?MqoGn<&>gxTl-K3+sb^opq2#f~2F7gDt^;OyDZBRL zp&6fa*u+5HO1}S}9p!-Ol)IP20nVlYAe5`nFsGwDC54WG5nuFcXwThG2g44y_&%%B zO|8+|sD(7(R_@sW8Ei#tUqJMDhFE;2+n8x~PU}ZPmRSB+p{WysiyK?@oHgoIkpxT7 z!1L*E8wu!B(Q%Bt7BHYta49*2!qZ0$bN+&j$lX)K9X1w*jk`)24~{$7WK%WjS8rl8 zw0!yD#X)RVu5^)n zPTNozB|-hzWT*PtOsLFiYqdgOrwsNnhcmy#**r4!jK(|a($_S0eBk-HWHXR~>xGAV zeQW}hFSTc=3?;RhA!vGMeu$Q~-QLDD(@Xmy&v~+vRu2tI#+W{bY2dv}E>5pN(IwNL z`l(m1UoERNhs)ry+Ig`lW>2?N9gAG`P5Z~4&TX2XvNXefk%l;SzX^Go3`9 zm$bhhmuN9F>nAQVH`|LbZ{?Xdz)v{dKT%*ya_qbTNTx!^PS0b_O#=#0yg9`o&*p(2 zNnKuXa#6xD_WtB$l|$+%C-}Yt(Llt|RPCIqLu0ps0tG~a)>|CzEe4iHY3mu8Jy>y* zulx9bm#zS$4T>0GA*KBK-2>^EADDVr=ST?f&Abj29o>rlLhhlfBpv2py~CujP*_@& zwsK)GA+sMS82W7O97UqQ3G)!0VVzQmok9DfhX^6NNn;y-s+uq#dd5C`kIJ^v?|u2z z|9H7FCtkm2t6eohwA@J;&I16*qFPmRU70K$17}*!2Q;~A+B4tRDc3LfJUWt*VMfPL z9c(|_Z`8JQcau+yXq80?$`y}mND^T9e8IP?qm#A>*M+sn^}<; z#L&gwwxeP}@6D8ZU?J}{jTuQ#^}a?nyp^w?cKu+C)l&w~uQF@XHn^1~s8MFy8OPo} zuQ>`T9OqRCQw(!jCY8$WSTq zJfP8aac$oL7uY}3cL9Wu%*5!a)kb6LCZ|H&-LXW`MiU60?&`zqb6i` zhe|h5S#Ks)^_esV#e3hn&@wzSmn~eNm2cF4vN#6;p6Ep z&9(@zn1u{IYw%k2q(KqOvaWapt9G6)mES|Vw3cE=$E~uG;6C=)@xI^G^%V>}xQQJm z-UDZ~-v!5X49-U)fCcg1Fc_17PxT3*(U1M_Up9j?kofOz0Jp!(nTL%Qg$+x5(45%H z7!xMjID(;esjID&jOcWw(p`p zgv#7D@n|AQ0QTFKUnMW?+Yd77@rI+GXZenIkb6hzZ5pSR+DkHO@BbDneMEJZ{}Lgl z(AL-s{zj4T(-CRE2dD6BZ8q%QXBz%w;aA(cHvmp7eo9w z=&Rr+nNR= z;iyS(V1by@96d(5k$cG7Ol1fg@5g?|z_>O(G5oBQN4deMzgMRFb0S9vK`STfk%wpk zQigpihGia8`0b&Hvj(d>@La^~yg5Ci!!m=MF7A!eOh#f;mHkF+z^l4`rsGRtF~|9* z3w%UUm&3R~*x&&+(=^o0AQZCwW}`>XPSvkbL&2KDRYO?14i0lyU=F3w zp%Xu~-XT8QNESfvi`7(mO4ifx1P+S;R219wTYKq20D7!ISrxx~l3tgL*<+1(7|aN7 zaOF7v5}C|fue?leGK;ly8G_K`nvJqP1^D9UWXV&1Ie&Q)rT#c6g;bIpy#s=>D zq8E7Um^`zT6avx6IqkfNA~Maa`PwlZlaYbbt7ptwJE*MeCx1G*mHl#;cN6`2YG*)R z@;$tZE3Vi@>G`+{iA5mMR!BZ{xR*h&FeAg*@xg=8O=fgl&~9=y?Kxb3h&sY=V2OeL z+=t?qV0T`-^MGa~sy4S&+OQsp;F|}--5JP$gfI`8$I#3hKz(%Y_W8H#^cz5|6XTZT z7n$gP3p0DrTWU z1i+cB%0_qht}RzYIqw2Vn8YFJ(;tN;RzL+Kj=QXj%)Urp%QWSf5zM`0R`R;-3l%d* ziJ^w}+$FGNkMEq010vwrB5HfUClJNBxdoG91>(PilEDoN>d)F43g6ESu|Yxdx}w7Y zkqI9|-TfneBBM+d%Ft(+>NN8q>P+zlRi+KngyCVp?7ke=DK_Z`zM-9F5VTZ)C(SQ2 zcD(=OLJk*~>%_O?^8JK)gNJwUiDUCaX=}BVfa{hWRnLU1Dt!{XM+(%6oC&om`|B4q z5v^ZOg8LMgiF)o1a=giXyAI5{RR;Kik=PMpECX0S$FbCdgut`wny~Odu9NN-8e*Uz} z6f~oMg4WQ!_qi?AiT44;AB+s=Zkgt#{--fZC;YWlT|<}1f?B0nh?u+!N81_>50ERx z_R3hMXUf2>>(_SesX&*>ep%=Nn}WZ_xU{9Iu6@*EUl_;1m6LrU6w+tEc*Y~Aw!#LZ zqdqfnWz3!uu8G{)-jm}m{GuIH9?Z(qW!Lb{1e3`SJ4F@)YQh6b z_Oc_8MakLjOTWD)SX+0qDa^05M$k(OjrQVkDJQpX3m%zX;Ft9zeQkQa(CL2|^00s6 z>!16OK?+=x`!}_f1a@pQPp3G(_hI!}8CRCYmQuH_mRUisl|Eu)e*JGggpH?)jE5^1 zB0d5_KJEdxJ_O9AL-?npOQ}DF;=hA@)(Xs9Dy>z1ru}&n0Ke2Fi&oTD-JN<*m&mfox66a7G<)%LQ#{_*DMqFV zX7=ULp%hYEru92d9eTVMe`vo|f9CO;F!>v~z@tUB=2To8=;G4H7*a%!K|Rd?BNQL0 zp-@>;R(`e+9{9yM^{ZvN79;(1eX5)p<5&-P7tz0%`_F(U5`CY^>Gb=j$BU)bB)iPh zstv@fVp{|;$>@lUucR4X=5~aqd43J%=q|o8ft{VLv|5xJHu>ocsJt|Cgq`&x0DSUP z69c%X1=v*|pRe~qo|*0@Umi}s?Bc|U+;^!U#2;(!Aij--9#<7$-0{x&JiB+$;QzB! zK)@BD@!ZB+F-_rxyE}G+Qnq-gbW1U?+0oxzcL`J}-QK|dg+;CN`Szd(#Xjmn!u840 zNGNWBut?t7H9>0IuDRt9>YaVNA(**Fwbe#krcz`Jh*QA{$ZGSowBI9}cg&+ro0m1k zIch0Qns`gW&crEtp7ety2;Zc2$(jGrMS6ibo4^A>$hyn$68au|lG!$%Xv6c?RE6oW z`l_xjAb4rEw;S>%x?rYk_iA2*iqH`Ylx-Y1+x1)=kPQQH zLjc=%MkZ#WDTQgi)02~Ayf~C!w%`b2Js>*k0;LhT z3kIq0l~#f4M%qum5m4v#7unM~#c}2~KpxXu-c^Bre)x!sSsA2&SA#DR~1*byWz7*#do_+Iqayd~Rp# zGt#(kIFdzlP}rhjIG)`85IvwN{_utGfJWNNQ{eGxkVav>5JBnRj!p4@cWj=NnKA#S zj)@WO+J8A#%3X+q`!(fhufS4KP^ogi z*C(wr^v>%CM8JUM->*Y}*gt0kB@EnNRT|TNOS&5V-{{IB#8O~d*K+}NF%bImN{uH2 zIM&)iqt92Oy34c z-!FTt6bG2KynWP$8U3&5Ug=najh*+rgxVQpBl)h3+l~UY5iCmpoOpkqIM$Bl)_R&{ zFukQ`CE|n6qqMiEiBK__m6e3Eq;8>^z+TQNRZVG9so!-+s9H|+3fXJk=9An2R17ExoJlj$QHZ$?Is)zx?n|6iy4dQC_9dwT+v zgN=GvfA5G45Q%JZrv@0n127q_Rk7W2xEznphz>pkv z_smFE{_?z_o~G7EI*!6)`}t`R9Mx?|T2Qly3%NhhMbx8kl=AkTnCf#1>M=xeNI-#( zbv30-e|c%lmGWAen*-^4%lfI|9ewArQajP)IUXmbH@4o$0WB->&CUrH^|)oX#O2B) zI>s*(@`nQr(tz7-0k_(l{LhUSeQSrM1M}!uc%0gP<)`cCjhvW7A$dOsiUb*(-m4~-lI=+R+^it6)@-#bF+Dt7vh zx5BsOIf_D2pO{66t>|oD+yGE?ok)+ZGegSNQ1?$ly+C8rheUmZkMR}qg1d|EFl9?Z zg-1yEUyvve?ixuQZolb1Hl)$Gu<8Asgt7HoSnV+Ar3)x+r)QbGR@2ksTOXPjZ`uu@ zw#0hoUu}w1q+l9|8g`*f5%A**o^Lflwx5RFE~AeTLxn%@{_U&Yc%Zu!^uwnlIJ)Gj zNcdSkaphs0$Aw4jjF0NA(b1QQ;={5gh~WmHmv;kTF~2o5wkd%aUg_P&WH9~fE};5S z_q6&_M@ji*=YLxq|KU>C4dT?Ku}`Tg$V^{N+dv>y)??69gG7B>IeOs?V+pmcGN$*- zq1d4D^%>DFj*h9Jc-41L`=(U${O^)v2K5&=&9O&L)MoL4-yh&~7jdp1uipCavI-DU zW18GSirZLE&&s48THwjF?Ezupu;`kxU1?#>(q`E>X+DZ>yk?53iBy$oQH*(%nYc4W z&X<){ou>rE)-a{97jNNYO2Ub=pYdT}d75;8{SfgE-b=sTve$S$_`TjxgQ-k|a!<)T00jlyIY9sW=X07i7fW>D*uExwO z8(aXt-Qt9h@LA#Z=oeW;vF*MuQ{(I7Tw=VreL-7WT#b*PvPLHxjDs~fa}$t|Sq+OB ziO_K%d$|8$OpB~Tdn&hNm~kUs74u+t@}>vS>cjL^Y!Jd?yRN_CXCH|@#E2`#Pk@hw zX4hj#W45I*?9`B@XYnfh8r4gqhy-@D)mW=Ng=VH&ttRSV0rFe+=SMrMjov}2BP3hI zc}Mr$(*i6L2Kd(-UG2yU3FG#!epxGDO3Q_3@pvviQ|aN8Z<-2_R57KRBEvsuPVG3{nwj-c_tHpU$KX{t-;80##%jst|@TF5(QR z&Jrr~%cx4u7g+X-`ni#?$^`wnj#SN0KeH^HqY;v}XE4K<3S=xc;h zmN;vTZBJ9}N}J7c%EO>}xzHs6KVgpUj1WSFP%U^!Gu1l@ayp~TZq-Bho;@~T>Gx;) z+jZ_tsIjrp(CBtA03@XTL!!6U79r*Ifzwu#|4M*SeV2fjYomhM{P1#vtksv)AL7AJ z_&2en44jGCZd%a>tD!BN!lp4i>pcjfRTKCA0biqNqmoRoxz3npMfOGt4*WT6cYn!( zY!lwmmr|8y4f^qifuf`-&j^4qRo;T}UuW~+DOHK|y763IzCxaNwe+|fJp9Ns0V>qX$NcqsCkw46w|F7U4ETfF zoAKK-gcS4G65rxQTftGI@5hARVrVd+8IQXFpE0p}?_o#A#CmG46 zkSCJ-%f%;hyUWoM{xM!-;n9Vqe1I0thzu*qcK5&es;pcaTDhCkx?k`fw*P9K{H#2A zJ@G#BA3;!cf{2LL7SOHJs>^bTb>nbjWB;)t{P8K|S~dE&tK02I%U=EEH`_-I4dAe? zrMX&0r-z6JERTyTyrXYxKBqla$SZDQ)L81u-R?=15t}ZQeP4^;jvf>D3KVSo%e`@a zz+`Mk*32F(DGuGsfaJRxvHXr$I_pDQ|c>va{v_PDD0+)0vBZ&s4klHRE$$c-< zL((V}$q_MmlvMpkIyze_H0iPLY5;jrowh@9t5kDLZXuV}FSG4IC5TXf1#a4*DxO2a zX70nN0qwjBuhaR;@VLCD$2E-(1Q>1Z=b1&&CPEzac^o}C9(*M0jsDEkLOuQ;(~5-s49v6u%3brIDhL2hiU_NTJPHbKjX5(oGNYu z@XYu*Dyon&n$y^13A*Ob;~Vl3VaU8HLm3@cjzX6y&w3xmG@{K?uj$q1@q3%uJNnYe ziH$`y>b;3_LC;_9^#pJDxI*ww6dtC(o)HLRJa4+|r)H}PI|QybiD&t&D0Dq2G*_2geQif6&=~8Dm3^%aRu{pD_CK zMz5{kh78dxkQgNVNL;d58f1-{NKMKxZT^HbeA^pdZtrASh?{pVK){L!OUg1U z7Oj{>{(!f<%=OJ!W;RE4CG-jLa1!DnJ%DCAW?M8LAO`fm^wNek z^Ipk3njdfQj*fNBYUkf&2;hHLS97IU6R)rmDtoWIfp#6R~Xi*Hs;5 z)Ys`PaVf8Gfgx3>?sqieqRE`Rm$iM`di>1m``Q?-oJ&MR=fzu4MF9;j$g0Q)z2S*n zqA}Qv%9c;*kOmV~Sn`HfK9*S=)5sn~B zDeSAfa({s>##d(Z2{b?6Gx2q2_<Dbf*ASOZ<`y z3J?WWlmFy`FYk&0f!oa-yR~fn)%&=U!coaoL*AwS5gET3^p~NVbzROVm$7FjKi6iL zSw>`fUZDd6jSBX7(PhH0K-%LkBE(yD%%$#CwDV!HI;JZI6oWwBody7a3bS)P9`sikR#3bqYb-ElE3p=eG8&{CCZ^;mT6~V>v8!<$9 zh0i(dZ_OHp(fVzHXd!cG-%=9bc^Mzm42;d12b9cFfn}}SWv{A zNwX4h`Jx;X4XR4B9ZrSC31b<|WYzl|y@??#2{GA#W>Nc5^>0qR+$n~pZ(I8!1m$K49UVhj)- zehEc+wIUO~uSO$wEj8_1=lNE1s*qsi>7@uDt<1OaHF-juthYtVGCHw#MJ}hOp3-*% z0v}Cwdp6c1-?;!7n_eFxiPuk_rI&v46|pXfyZ$gT`@cz+kE0tyKAr(7tx3sQ+ZQ4p z%?)fciFy7ae{wtjh&A4txuV|s3;)Sg`0GZjBx>7|&CYuCGY-}Llz$KV7UIV0D>zq0 zh05N&iiNIb@o{LlU!y8Gr(^HXLJ&w6l_y+yM5&+ zCV70%q41M3vzOSk%Ixrp6O_A%XBmP3U(gheQi`QN2jkgoBv@3EIwfozvKtP{AR@W0 zz+4}>|C>HUZ}VU6p0cgoTJ{z85bpW8PdRETuV%}9H(ReoYdlZYWN%bNn*{&*h?okK>&Ph|`75q>nfwz#70pGCu}OxC}OZurd!b`k)w+-m5E zjHq9JF4Ui-cvBZZt%!NRX6UWC95Ka$d2n2-k9s3#UpZF*Yg8u|aNPbTFAA*hu7r62 zxCpj*LS^wm<7u=FBk+bLXST?+UwD&0-PY$#j>%WB+55+Y=WS5|8mbzKR8gojMqkXL zIW;cMV_#Nz{2-6v9gVPsG6nj2KB@U@GH!x|n)y9Qd0x(bDd+Iad6l;qkvtvMXi}?^ zsnj=%gaRE?u_5@{3)$3%by=fH0vL%8`-8^PpACwZMa>XUpASZwfcw4wt+CMB7 z^mpkcNsotludPgGO|bKHM+|-R9X&Ev#?Pj`TUy)F`2B$arg#T_u$5(83wgC4Bnj_` z;_m@jr}zryR(=~T7@WU4=`TK@X*8za-YNWWNG3<`zIck+25n&=+OB8(sV`E)YgK+Q z{TgN_r_j0|g+UZHv>3~_G!TNSZ0zLy2n9JRd3@LDY~ia@0;R4KW{`-xeq0rS!zlme zc7rhCUIt*F`v}_iOn(o|d{^}Jq##0tjXHG_zM_{EJ0;%0JAj*+!N3J&+8W4s%I2Ih z_V#tVo@)erv~#TLwR0fhhx$XgA~ZRR%nivN zO~n&ie6cv}lXOY=7I6=JlHXEO z${!GjF*z*CKw4?n38-m{?25?QJkD$U_4&l!+;wzDK?h&K)!h61{&niZz%6#xkPsjX zc*UcJrwGNDeLtZ&4iarKLrSTt^9)mO(5>oGn4JHlF3PBFQ<`#R)WcnYP#)fA45Ohm zT;zA=`x?Q=9k4Ke&k~&xgVNHT*6mkU@mQ0wOdB4U)g6mCTM?YD32zp#H0R8LZT1mk z$rdK|_>a@mzt9|JH00(&aNqtoyaAM$$2TR^BYhg_jdn_3aNdhilh>9POqqJNjI$W@ z+Ib?nhb)7K7y`A+`r7oCmQ~)PZC_!h|8%Op0}Yrsv{JfoV~=0)!-hYRMp>7{v{SIq zF&~#d{=YbT%djZe_Fs39R7#X)2&Ge+Ar;9H>27i8hM`LY32_);DCus7ZUiYALb^-o zp-URUJx~cE-`O}P_@N> zqibCVW(I^vNYayrWEs*ap5NI_{910c7)_=N>nud8Xv;c(I4sVz_VPEvl5$2R2@MM& z65W+O(_LyO+VjT-={Qq=4xESJ)g!$@a3iipGV~2 zz#3gNe2=6UglI?gHcif?O?Ra0#wPmA2CN&IAK?d&`gAZHR$J_fr6}*$S{6MhO)`F0 zbW1nyB%ohXQsQu?@cP?IuX1r-bTz?ysrnwPo`-a+1iuDSbNTeyMvPkW%uTO?R>;U{ z|8KxNcg26#I1~S_ap=?|`X|~j{DQ_dCa5$W#HK5#F`|$)N$Ya#ne{R8^<0e;7b9nI;T_oo_c?(_Qh?JV!D-EgV>ueu=G*1K+w>oZX7Q$a@(I+oaS z_W63yH&#t)dO7mxsFDj6;LrPubnW86ABpjCap}NEejz#NPEwisZ+YxvjNsI5=9U!> z5q9$dMU5!xj>VvCq|Q=_E#%`=!D+9_K4hWk_zxfrQ(6Y-h!_0C!TjO5Kjo&xTpt{4 zHB}Seo-}oG(+F4cA*kA-aj*tcN$!gS;b1=P`cI|`6ec7;RaJ$D99o|lz{GQU-W9r~ za}7%-kp!x8?JOGhad8@RiwUG(#)Zj~@4s2zXt&ob=6O3b*Pd19DHLoM0Jj?)_HUv- zVlX!vo6=NuDM2K8QHnPmBxA#Z{lYddJ;W6ZcJ7=p!>3u9`B2U6?$xA@;N4>Ds?E{Um=N{?^>z@6gjSuPW(wQpAIY%8YBT#O* zsDyQ`!;U0B!|(L;xM87{y$75n#5mqQrA}#v2K^@6eRlNcaiO6o4L{FgLrPP1DWT?M z&Mcm1Tl?8bpe&mR_L1zanAH`Uz4$xpYl+>7*~#Xh^|6(2aH1!bD32yf?0uk>@52On zoDsxA=JhfW_R8d~gQQi1WE;%$QNo)IM!ZIS`?r@CAu~de zu8zGvY`o9s=?H)^*dw#qco_%%Zp>24yhYX}9uQ_MH>7s|uhfrfS1u`)mQRA$1Iq-L z%r%|L;khXra0?nhED#Id4yEBXrg!-s5RCLva$R;WuUr}wpR~eHP${clQcz`yozQH^ zIK*wsNoWd|1->C-v`6Jk)t$m0r4f@lk9+m2jZxwWtgC0mL`5g1-=lh;-^xI(Ze+T? z_C^oV}*Ls&%)H*iMJI@r7`*LYYoFpEAA$3TD84k!z<17Xp`>=q)fjb{LX}eL$ zsku{?1u2W=^@nj~#rdQzb~Mu2K&;i0u!2j=6uad|dPA`ny?#8!+fO^$MA3_dep3Xi zCMmrUGSNJfSbMxbd}J7&7&jUpttzvA2K6nM46(%&SLR#27Si5}^=a;axy2yrM;ax< zZ7>l9xbk%))0)&7(5JZ8)XLL6ljiG@7mt-|pVfHJ>amCrm>K(x?TucZ9i*YH0`euD zzlA0CjR%Hi47qXQIryG17LSH8)_d5s3q-CCYZls2)W;SHbcctS`1Dd$_Z%H!?xXMbjVmyQNfU;nR$q>J~n~P z%bGO2`?f3DM-8l6{%f)Xmva5#V8QMhbCQ3^Bw==_M_`zqGOpc4>_9yKz4wdsa`9hBV)mOS9j9 z0HF$wr!M5N6O+0#ug6#{PF_AGhJxt@!CQfu4=mo~QtnD}boe+54on{clg{Ct*S!yh z3mu0F!sJ&Z93!i@7v>OmRnEZ4G%a~BmpX!Vq<0UNHOz(=L?zFjvr}g$_y$T9*Yf}Z3 zm}4p%?29J)c>*k8{szCXhu4DLI;7U$1|rR0{-*60LB8urb?69zbLLlg0;itwdGhc& z!Yztf-h3WjgewiufHsVaW+*m0-AahEn?@)+goQ;stcD895n8<=f+jBJbdpVAkh$KaU3I_wz>U<&)$Xkt23D<(23R;%eI;qY}Own6Y zky?|=WjYda{|zrMOYHdS>LO^_Erx~9nPG8t3u8qEQDxlTasbPAYQdU*+$6Wf|Smi!Hf%i*7 z#RSrY^eKs+yfRe3%-xw;T2ntx7s_msYG{C#J}&E3c*-5i@hB{1)_qC#b7OziBI~=9qmgR8 zs)k5oDjJ%BVz5Q}K~(0Mb>&Z01sz3YsEUcfs-QS_r5PnB)VjHOs-w#)O$fkmoa|jC zGc}RazGhcc3HhtRjzvEd$DdHd{&)?g^9Ev8Z7F-?6r z+3+lsC7Y=AMjRgy;~Z2_>6Km{SJR$J^||MBBsjeJJ32lcl6`b+Fa$x0In|Rz$lNml zh~v%P2WG?rZs1dq!V9@u`}^>Kg!;5~(az=df8mbjiS!_2wX1&>i4cm=`BysD>K7saQI_8qkqH$+ zPH7h7?C*TWj_i>p5rf%#2-NK$3MDEv*{p^XILZfWcjBMomHtCQZeQqLM z^4JU*+_p2iOVo+P7Mn!Ia$^zQ!86w|p-mNoJ*-y`mrhFwMFeJ0)Lo~{7Kn_te4dGv zndhG!VLUM|<$dm6=J@O(rR)>N1U{f}W>X*g$b4x|Sw&%DdEV&qVOnM>*dH< zx>$kuRkwYqa>Cnk6AqKNkrE~Oj?93#Oj-7BgxhArAjz(9!uec5lvl_3eh-`mJ8mWP z?$b;Q|7mKnfi!2YByAw@PSn|UV18bBq3l9M%PJfzy2+XFL?R?W0@L1Az2aUI# zbo=wkoLAF5G0N~;!`&F%oMx>aPi{K^Z)6KcFn;V3l7ZVa(8;i!5Lj?EaQK^IQZH=_ zt|X^6A8Y?QgcJ1R=N;_$2Qxks6vc1`s#>rpdWvsMeJ+a_*tQ_@Uy4=o>~`&S%evy$ z*dyr!RWy6#}vF<|eXK2oO3Q9gWM%fkd1l`=el6-_P*sCdEeyne){&|aS0}T^@P1W?xNTWKZ11SQ2j{gBfmH&QSYMT=j z735O#{F@%8`V=;)tlcZa%)l_5?~0O00k5uUCN=W(3}F&zQHU_IyLqM`@9>r50vH|a zjPr00O)ah^k~8&CU$@&SKR>C0njPuD&6@A#2#bJ>kN_K>5#hjJuws>r*NK&?%4zMt zW-n`Qx%Z?={%|V;zPTyN52+3EijP&Pj$OqFYoLru9%rNG%vSQ(A(*!<^}+M|Dw4TT z#nPcCfkmDR!M=mgU_64wm)m_9^Wy{TZHaw-`)v3t|Mv}IlVvPU5Tl{t6qrL^uy{xK zAycNfbmqM*j*6P{GPp`$yF{5MF};l~JF-c3L2*V{xQ2gxGkSP1vj490_=U+ta<^~0 z>8(+HVp8AJLPz&rqs{w~@9aBPX0U77<3m=-QB=FIH39YTM*N=LW%bvY}i;{@MxV)$5|^OCINok+OXIQdzZMs+NS zOHKYVTF*vseGGr7T3_}JPvvpUnSamU9=aLR4pMNND7`kD~auWOX}l_ z_1VrF&>BDU0SCVAUvJ0^S3wTL!w~f4o;v$5(AB+F!Mtl)v0E=L<#2EkYj0w`@Oo;* zgm`eA5Pe-8Bt47oL(Chq3Bfu{Os`OR>2bOwW$g`f<`>WH&6)%YL!hwIWHWDI$?$=VO6A7MG7d35k@2#Pxlx4hE~t471m|YT-{fW=v>W2w!x;W?)J5qE3VL zE+%Kv;(^)wEyQe{p@&?$1>0*FBZt2b%agX0{)2T8#e^ALbb&Uf*Z0~>Yj)YJOg{AN(TIO`QOpW=*=P@?^iOE`nuAu>f%GUn0 za&#vKzc1eRZNt+u(~H9Ey)dCk*UXcef#6sA$u2eYr#-d zcwm`h^LE3O7n^>apa7laQd2;(jZ2o6z+DqYoKPB-Q`_~zUq&Su=M)vgz+Lk-ss#}p zi~5DSkYM&eY_cmzXW1|A?~7)%`>cV^F?|=-kE#lU;73*8FHOT$C9#4)-UG*-?3q$u z1am?I`|6^6Qdr{gWK7bNn=-QniCs4`Enjnjh$amvk_Q#qL%4Ppki;Uu9#M&prPO^tlvx0) zuI^aRwNAosZJH-kwOv{@rY1V?&W-%Sm1i$Ud_rEVW$I9gKH#n7d)8oRS0o1JO@Nof zC0agvr5KZuP{SU&ukL4HftG?Br*8_{_torq>nH0mpt+#->p5D|BqQa435N#~r7ixN zjnf)hGo7xMb%#iYbd)5d(-r_j%t-F^?_dEOPQy%7bN9KO=5vodKfeHn)HPKj7k?am zcS3{c174+aWTvz)I_sCt(+(m-ipPZ;44n33mHWjY8N*EPBd}u_$gBTScFEOe6xOut zTa_10oX+&w$*&sOmwfIO^RZ^YevjL2*NFnO4!zdVu$}L-E)n)?I0F++J(~0)YseUa z)#7BCi>LI>md_MDK_I5gH*~2bsycu|zM?U|mAX$QTeo5WC z(g|2-yPW=Fnu=09MUvT0O6syi;@`o?2h4d6tKl=6kJmp&Q>nnw{Y)-0jbhl}Pe)$g zlbURnJ1%R;kc*G^72zsCWk3T%^JLUN>~G5gtDlN;};{x2s=X z(`(#0t{m&eEkY8OnTZLC>GB=)-*`LEyVcT+)Joa>>?+U&p^`6deec#4EGS=}>d02L z82P#4$q|NvE&|JpZk9yq%i+HHWpVpI7v$;c7vnmH@zrtTos&vyIPxnC_SPLf&A#9z z-dTL82JJuUB{7B~VAx>>X%7Pc{sXS#+~x25=HwSa^u1TvQuc%)xMP872(-12`VjS9fe25Ji#xT#N)C*sH{gQ;-b;$38xdtKmO|s>xnYIW$Y9 z{mbEowKh9Py(yhD8PIl(x?^<*@C(7Iv~^S;vxh5N zI&ZDpIfT2#Dn1yPPy9r*Ik|mno1aO0;$F%P^L+6>smTWvmaeD-MA9E8BwWbtJd!c8 zapH|zi$^a@DIu071a3oBu20&{S807TKQUbfkxHsqqS;NFQSn1xD#h+8O8At)t%LNj z3_3k>L7mV{R{#x5g~aqP-`|CSg=B^v;h13GlVOZA94GG1Kzqvqo=N%bF*dVp2bPlX zRH?Grb!v-^z&`4&i86DsH=~W_ffna?WKrU%u!KgJ!Nh1QkhDHftXp`eG<|;Ku1S(Z zRgR}A^3#OagGG^tlU42a^AfX{o8crhCo3lMSV|%u!{n2b`}pl>a1%qCqQDtu?8(Y( zqzVSJoK~yT0e{_>>|g?P37SAR-cO9=uFsT63r|uSW|Z;Ue(;W@88{VLXhzT0q<8tE z9(3OnF;}LTvl8kwDP?h;p9~Co1$+I=Pjq*m6TR-RK?--PwrRRw37x zOO1vVdkWyzcsF}3W08nUOSp|BBoLU%^TsB>G*Xc-ay?lZRts#?;Tn3ilQxO(7!F!$ z8@64^w}fTcVZAORw(f2CSarzGI$>kWU;@p$A+7d*PLf`vQ;t}Z_P(am`9WtbXEFn; z@9bu=1fGDnr#>(vKh_NeYXeM7wVPT?#Jxt!TPv%rE7b&D>Krp)KIMKy5&5(jZkQpW zZjWjesI4X5LrGbB9^Fu!YK%Jx@*6*_ua(d+Z|=sSYHIug=uRiC)?_7S8K+?_cz-Bu zven7Ht3Qn!IL@U+O_!|Goc8&Vz3_`_2aQi3vVK&=r-?R2bFFNs!Dxr4B@G?@8=R- zQ0=b_ut1iiWK;@1+B~4aX_OhQ3A!IP{Rg0*Sk-O{fAjgpG$vvbECJyXvZyF(m{R5W zE!-ogjFZ0ZDkXk?<*8L%TFSL*8T(?(jl(gz)WVMEm=_y0xNEMTpFySMHI+PXzK(Pj zG<1kJGJXh^P@IVm@2?xaqN{(Y+~HeBLnT4cIn zSB1%wf|>0DKh-0`j8@{C|xU(=?!QNYtfyu3T9E<^BBzI z|EzI6F-(eCzmmDovu5#1#ouemR+6U`KefsGjn7fRD}1CAE;74Gei}v7ys*R#Ts8eN zg~}3GmC`x()LFj}R|4L(x!Y0xa1Z%g8{zL#fI%%3;lFPBQrdsD7EX@>3MY#ExI?Zz z3dpM$oiORSB|W<(`Cp>aZ(rYO*JD?x_nkwhR6JS7mu#al{h}20Ojw{fIfV{JR*7gD z2k;ehu*pF%QDWh#`Y&IlJGM#;hs8Vm&8F?#oY1J);Rbjf)Tq|)Wkb`uj7d6W%KFyq zT}R!0urDVUuv4Y}<(5Po>vfh$ANxDOIDH#9O?uGCLi$FNHkF3+mPX0k9j0_tKb^Yb z>Chrb!^O;s`4%B&yJ-WXxpUE(^R>PXdGiJYe0^~p0BE`|?@;@UOWj1OzY{JmIqL$V=Z1Z90iYWr6MH_eX^qleMM@F_tigk zjQ7*T*TuzPVpzez=4R|W?c|pxyUN;8#D+>vmuBJZT#~P=wEW@~<$05Myijh3C)ln6 z-6Ql=3V)41Gy@^VxP%;=Uiq10`pHo~Ig#qS?66Rh@ofQAe<#iEKmwNvtr>$6VF!~W zFxc-8Ap7Rw!!#M>q(CG|?nF%|SXzZMxAGIwBDzTg9zfz2@TTegWL)Np2d@7SJAT@- zOWoDA1kitP*8h@4B+=mdd@GUT|MZvYwdrL|OGBzYHT(heI?}a3D$SyHIP7G4NvTZ? z#*eV8`|z0<{c?Stmb^du-f{VZe>021jjX&}Ae4cYgQ+Nrz-Uw9aia(_t~(u_=?grS z;`tyC<|Dh$I_8}HYRAqPJJg!z30xYxy7NZ2K~8Iao7K~7$6Jgzv=-ZLEn`Vt?!5ei z67Wkn#(D^5O>HVlO*x*>@%vIlXEn>%n8iE;r+AhyW}G1+_q~wdQ$7Yw2^zz|Ekf|9 zy)J!u`DYN8Bj~IN{v-irqF&jmY*D2vTI%C(_#`fx$&u8}t^*K1Qp;82Gbog{kP-;j z+TpY*12pZy!cSQq&)n5BLn5pJQrtTG4hv84L)?FQ;oth2os4x|4w)6~(1!j2pwCAn z)n65eKVy$ird)n}#wnWE_-%);xVV76I-Vy0hPDNSEZ%_Ec?cE4{aPY7DvG|*rF`*5 zy<>jg*|(cj_Q1BSGHj~=xBc6tLh7C=WtWN;VVi6h6Fj~yr8r1RXJhqCp%WD-lT%At4{#?h-RRT!R~12$H80R} z%k65<@3$aTGz>qYoNt)7*AmgcZ>X=$KGsuw7{PbIX7&PZZls-nPKHSpgi@(@o_J_g zNyDj`N;&N;@`|jaB}L`G?>mEg)dB){POhazQ?$)c!~POnm6l$$cuS7(MH?QkHSQBo z@ARcuC8!@gUmHhxHbc9bhx@@6p+fNVY4ekRrOn8VHK@A%q9AlP>@S!}QQlswZdoFn zMj3Ld+PW^$33cVgv9IXsM;7YdTtqNuW(IAbj)|Wi)B5TkX!Wi(@{LiH#HU}DnN{sU z+>9TnK8KbR^OV7~dg$WVjDBbFU?1L4{-EcS??S2aOuX?L3 zkjv*~qO4_lB(#xbzb)9)zY-uw{M}#0LY5YfQzUk!y0_JN=8T>>(`3Xb$5>B4%zgf!u%TtMAhDkAuZnIwJLD+$Q zS?H!$M%tLz&=TWi>erru!hy$IX`2V1eyf_VT54Nu3^oL^$Rv=F$-b#irkAw(qSLMI zUavVdbpLmH{L2}#?r=dR<}U}NG~zoAw!z&wbqh{ucchKuS}s>+m4uL`!wwq5|LhOq zvW%;izoKt-pf&NTYg+cj>c37@4vr4+uX*Qwe1oXHdL`nX)V`rm?lQKtyUkY9&&=^8 z%0`flAlotpArrHR1|HyJQ+I8@5`m6U-V``lj+9r1JUE#!Rl>=snsUNwJ2Em69HsS2 zS|&$*T4LGvE`@b^Ch2P-1N!pgBX;`? zo#$3|bvQ8?(w8T;9lw3U6`C6xviVqF%wwO$(qlPpUn`7k?EJEn!`R?L3asMU;s}7z zPeHLWABN9wB|m-o=s&W$e|xAk1HHWF?3OlkFc5gl28YHounQ68_set4A^==Nl!uYH z$jL%c{O!4Yap`lmX{YDEDcTxlfBNK$@D>LOc~b^&L0cJ^v&wcfK~_+Xev1*4la^Ed zZ|V=DsONxATfKknU-=^ata~S8JbhYoB+q$kKUrDf@sqGPMgCr4kv#DZAg7Ph;Sp!7pvK&Lickv`a>ma*z8>twg%Ti>`w7PTn zt843tskkfU)a7LoOxz(bFr|z54?uMB9cstwDK~FVsZy58%8sgJfihsVP)S?m)q!=+q4cN zmWxD7F9te@>5lMUsV?>#ROMmHhxwxkhH-97gke`Is+%ZX+b0AH-~ zr8<-Qy@Cq$jhJ|1)mrGOgXz_Ie;6yyX{yPPCa_vY6zf3)iy)y!?!-^8|Yf9pmi4yob% z>-5mU?s#2kjz6+5X`XAIR{HE%q<;Lz9GoTJ72N?+QO-H zhS(viwa#NIFci`&Fg)`}O;($Q6Qq6qW4YWd9e~OhKR5ylYXVSoyCw(wfoyyujuETiMt0! z{6Xy5z2v6ze21#VhG5kN3Cd=~gXuX+n)ebq zr91_aF^nWB^nNEj#>3yekHa1HJYbyiW{TzEy&c)tGv~ZTm@KMk2-sPihGva{TV~?r zE^8DmxYV-r%v$m!?Y^5c7$9tU#1Ej^?n>vOQPgwp$wRfj>#SDDpD;>F)6$eMNSo79 zy1ND@d-<}v_yd69=&)AB>h5P4_FL=IfCU*jB|*7pBCH~*oXQK)+m|lIKfWr{eue2Z z1QM9L{u`Mjdx%@?6hdjA{F9D5^`di5=1E-hB5@Bot`4h_dYPfjIZ{spcHHdQA1!OH z3eAPrz}3d@3)SB!58uZR9nsKx)rc!4T-8A90|{qCJ22ZiD608jnY@Ig^Dce(+Zhm9 zb>Q^}@S!A)v_f}$-zVtW& z4Aa#PGcK96!qHL2`UyJ%(Cfq)suwHpim-p7v;WamJ~QFl{vhu@^6Gia()P4#N}0EY^r z=UMyG%DNagET|`iarc|5`ZmkCz<+8>2hskKgMhoBAQePlk=%xVo8+@9DpN_GHMz!z4{w0IcR*(G8hEN%;!E)?t2?h(^eiG+&tpeVM`B|!E!Z~^AEiH z#p|EvVbO`SR8(CF2Jn;M!`0O(eB_{@v((C!wXQ*%w~h9G+!-eo6F9oW#RWgxMjYhS zX7JJ|E*uUc{In-{rN+ZShza79v19T#W6U zuH)#Jn^kZnCQBRqJ#BIyEnfXHC(izrs>rAa&Ft}O-*aWQRLmIHSi75EvZCklWGhG*ZOHC@A{Y)>?En*xm}VnhZ1?MNIG(qf#DiTL#>QnJ zE&AFWv)?0zda$yPSgO->bz_RWB6S`$*grjWxr;~`I_79%>X4$rjzbfVL~|9vpk@=C znCP%*Xq&TR>^K-(h6ePDOXF{%_29VN|61^gY{+HT>3>b10)bdUU40xr1&d$Q|9sn2 zodT{wOI!awuR>9N_n0+oV;Z4=|n^}H#APw>&)1vy?$7yILnAraL6L{Y8n_0 zvlv>x2c0ZazH0`K#ZDQ(=O-_R52P_b)zp}K8DoC(sD_e?sk(?tZj|~Ujd!~tVa+J`iWd;8?sIy<^M2b1qTRau z`PST8)C=vkceVtBFi>CrCYLDMqw3-4a>}@8+(sm3>*TH;HJ8#3YLHC&HS89%m&J%1 z9XRQAD~;o>FY$64I)|bYL@&eEIv~s?gfTnB#+u%3HE2Rp1r|+$yge()RPhlXNPN?k zTi5i@XH#ND+A3N`mLVBc`1jn87So#$?rZUgdU!@d4Rmnzk$(c!%I!zin{ndd)%jFE zZxrt18$~BF;*sb@z#bZ(aS5fprzsiu?Np!Iey*pq`%YeQnse8B_-9zyn*nIo zZrFVu;E(7e=?PyOHHO4z>;)p28pRsZX4Wplt8KLBLXT^9>-5u*C8QXP@)IzSNS#oP zxb=a%5Zg#unbfk>id2q`ROQ#I`$F~2P%sP07cqJz^Ad=425V=XOG66sWI!_TQ9M$1Lk0q6bJ9yBJI24+aoV0=`WmJ0GM9TW7WghG=gu89P3l#Z` z;4AL=A(<7Wc90Km@CVS&lIfVIzv++OfM7z!Z7t;Uo3P{s=oP~xm`|ep&>g`(HFaL` z5uw;U$8S+1=70it0^j9MMCF9WoEo7AiXW|blxit3#Eqm#)yUaRicH%#PHK$I4s22n zHi*pGF|EZa1?!cRSrwE;72@w9*dwZEF_}KuP9uS5Tw7@$JaXCd9jMvQf)Izl`WWfu zb%uz0`z-A67k(^4&n|h@dt1;(6{1(Bz&QP(g#nZApy#e`%+$TEpluYjCPc8o=83M| z+Me-f!#kan#=>S5ur7r>--7V7M*<7b2<%wj^Acf(xHIZRxTjC-z59^t7?N`!!0q4( z^llbW`AqE0LDlsuIO#8E>!3|X`{Td9r*AF@d=HTA0 z@X(yr9Gsu%�U?PJcv-gFQ*{3&Q31ZocxH$t7mVY4i6uIElmj9%bBU=(0Xb-H#rW zX@D6!Ip*iE*lJw=RsY;HOuXKNZE3;gnL`it!c5GC;g%w)IVbHV`CXEgBd?Qcp*S1O z;uf06?&2N^=)B~%=EAx48(j(4Ninb*Qj?Hv2l7sk@oMIt0f zpEUX}DZjHUl}uui_t$b0cjlcWoQ|h=xIm?=MXXg_=QKnyK>!ElEi?iEv{@QBW<3)^ zdMIl`4?pVD6^1m-mk#l`cbo2JB8?`rftoJ@l@Vs2jI}j5g})7|3xShoJ3kwEJf4{KSi!# zycA-1r*=>!&~78w|BIL6|5FFgYl_xbDAzems_;so9bHjFHP*Yb(-5;*dfq%psL|7c z>1|6f+kVPa+1A5D*VOeL+ywswxp+qx<*fgTTS2i)$qtvdKgcq;G^-7|z1&y(j(*O* zzBUK*r;ICny;8fXgQD}57;>(!U2qXv;5HY2^b$*u`hp*U1#s#gCQW{?zjfvb|JrzF zzkgRrSd@ICPG|6=DCyTs_J-@g0_^OpW@_s7woT%k|Dx~n3x6pJ_$=?ch-FOZv~Q_- zl^cI7f#S6B6~`{e#=hP9@XS6hrW6Rl+IjH)8vIpP`^y{+kS#SA@6|=DcL;+YaE-om zWwZG#b6+}l1K09dtfRlmY(Jr-V#GZI@YUelyB&=LfQejBe&0K3i&5P)WydBEqLON((!)8$TPTau6mE$r@3}+{v#qZdIqy zepM-;W7JJv-P5PPM)Lnk4QA#~-Q^V8xllrh<)M>asvh6H2)civ@Wt(a>F%^j(Rx*I zlv$J_3fU*B6UM7I3ch;*6@6S9=c%5SwW@16=4L;`IQYLa*Y4kkq?=v1EQ|u5Giv=P zZFC=bu3Nfr(s_ATNRDvYFr>iGx}iuZLIEgXW_}xf0+nzz+PdZ#Hl0Ly#+yWjIt*## z{ta4#Om?rxhWFW7z@tCe`(i$B#KrUprfQq4Z;eTH=~P!G`wgVYyh@Dcdx;XX^B`i z`6sTz2OO4&7X*AVMltB~OxpE6@Z;Q0A|V);A)uPycZx?B23>*xCer2qPr}l5{Gsfl$6T|RGfw}DRo&r_$RH;t3^%d!mF#Jp zS>3lX4Rs}vUaklgMUx%xPJJE{SQ9{5pt&6zcoQ%Hzh=6s!;Gm>rN8B)+`otizMh-_ z7wpFytv2@W4u^0`>VX!yB=uTxZ0di0&5?5MDkT=MDyr2nGIW8BP9{tE{80H`A#H*N zC5tbTfJdzqi?I$;>(@C47pXfOkw0wbQi4dnQs7AtB+D!QG7q#yCCv zeT)W4vXgG;*e*#nzBRxKrp% zdZXf)I{1jiT|x6>P3!BYTLlV(x$!k3`Rm6BA=&L$jWcp>t0uoI#a0%oGQQ}YJ*W+lBa=Fb^Z86GPlNT z14_e{EaF&YMyHR9KwIg|Jb92AX7V!}7T#2;GL^l)SQ1K~o=g;#F{k6KlWg%yA<=4C zzrxmaH%x_Ov#vB_ObHPa?#P=YnfP6JbW}%2_-pNtzWz7fKq?PrN|26Zl{Bs&IuVEhMA?$BcX-m)a8ep0XVmMo&i=A3q~y2u42b2e|z z;s~X^sIQ1yFu338)(K*;0b~_d@XF^OrEJ@lg(MWEw?`$lOYUdd8ItQ8QT3hBPK)Mz zXvz#GI?*##cugKF;g^yZPPyiRkP^vb$7Z?F9}!L6)G)KP-yrdD)luT^b_El=VmvC8 zo-=JiPI?97tBAd8HZTp5dXj#9Ty?>)KOFnT4)}-=VZZNhtZi&4D=X#L7=4787U{K) zi*SebLPG>PP4Ujman&M_6(oBr#f{B-`vmyy!&@>mEbn7Pe%+j`LdWcikfICxGsb+( zR3ExGM-;5a5v8tJ2GaTgTAdB)eyv8@%~z3=NlIOkXEHUBd!*DaZL&<;mH%)Mv$QG;C(upVbTa(-{ek~ zx$fNbHmCMSLTCRIcbJ6!?Fr@1(DcvGCXT1rb>*WST#f?wqH@XeF&7B~m4)b!-r4{1vmJ_!2l zlTYt#uQ*XTpUk@(a+@|$&j(m``?{DN{n9j*mQ!J2#UX)mPSe zSP{KCK=q+gm(^hINg`V7i!LYcn3tFjCuK_0_`)6aS&9F1gZdG5DvykDNopX81cUkm z(atf`5kgLs6t!4`ahwJhCKN(!mVX*&UtSKUUbobe$KhpqBPh43F1^}(r&BbBKHFKq z>=e8yD&LEm|2eBQU&DRyQK^9L*7C6+iqU!=yka>{-*!QNuqF){l-$QUE1VBjzUgZs>zM{6Hikm{|4070AhNlZz!NnXW@mk_t7El)lw6(31Wxe%TMVJSTK-Cia!l>`m#OCN0F%e7M%WD z^wD&9@am#Fi8>A%-u`WJl5Q;UTkZDD7+4!qAK09`9?&f?dZ6juno(KKjLzUi3s3J|8 z0@8a4NbkL?fc?JQS3bP!eeYZEt@Zvp>#TETX3ySd=Iq&f|9&Q0>~KBUz1p#XsYFgP z*|?Xi*3dk*M&rR7p#8TO)2viqXmgUAI$`-J;ORML;Lrq+wk69-+xhJ^|v^eD# z*thA+&)#%lQMjhF`|ccQ=Qzr%Te@3#J-rwP%kemHYRIJ^eIl%;=UYv^#*&gJAxeZH z4wPd{3@hfH!oowKwuraOPlVezX%t&4k6)(MEo3I-)DX1OwOL(is#Z8-Q~@Ad&%Ah3 z0&(4vv~@(+F|+Lg)mIX~k{eIdz8#Q$Qdg1im^gF>wh$X4{@+7OYOWMQS-K6ECQt0W zA@iBJfuR%lPj|P>k4mY`0jAv;=knx~iIM7zUkgW$CEbDvy{;l6ix;cbbGw{_9F}S0 zKBsseL!)l+&iXj4V)wq{4AYEEI5Wq|9LV`?7E+*5tEa`AY3>=HR|MZxt*%AE1nmdt zSJ2_EPI|dr1+Y*S{kyU+D;MwXNDikqNOI*_yHt>d`_a(o zeqPhhvGV>-E1?h8U0*a-w<&|zcWiHe*pEx}XEc{DdvWx<0R38xIXHpi%-$Z1>O8@G z;975MjMMb?=c6^ANFi(~%4*`h@CRX9cD$$W0Gk0-U3sxrn_juW1Ag5d?o%=#mqeSO z%a$Hv^3#E))m{iaOl@qP?5kXa`jQNVrE;DB{+48@k(aMS`PmMa>wf}Cf*Q&;!p-@f&8>nGF@Mh^ zP&WeW`HU$&Voa%!F9KI+znfA6r8Tw;u)KS;o3)aDW;9*#Hr&Y0X7APA9mI*nlr4}K zvW`(*Z7CH4%twKNH7Ab>nx@6C9$Fq^@h|~dw*Xy^YxI}q-*oz5Qx#Avf4zROA7`6h zeoJSZGLX;UkrU@iEl{Fm8ZVPDs@azn)RW}n zmvgGLI9d<|kw1ZQVo1-~%!&|h>MLN~s#GyPimhJevN^$wNe?tAn^Fqe^Grhaw32k6 zUweEZ&L-6_1SZsXMe2=mPi{HcW+u_R-)EBhL0MtP_|yQVn! zpj57{-wdSO`s9j`#7#S?iXS&c>@*jbD5(~E3qY7uDkr&Kv-Rm-vxUK*RQ^VfE=O+W zecUBk&6ku8T9)!tAj#DmXOZtI{KpfyPo8o=TKo-3_IEn%)jk}*@Uw#ya`X?J-Y@bV z`p7%O$e-(LN%bG^izxo0f2K;v*Ut#b;YPU0$;T@n5ABa+dJ|m*1&jXnD=6%mEY>c> z{bg=sLat5V$r#XBK*)CIljfshi$AGQ4nHHUy)WPz0^1_%yxr;`++!c#JicEOy_Ike^)5inz1i12gAYVR2XHp13KdGE`Aj zx<>k>VX<8jY-%(P*Zz9t)12dWOwlWGh;2>!b8{#tS@-5tz^@&T)ml$>iWA2GS%9Bie0M4J=qGfTbyt zG7~PrLO%_;4Z@TlM`qpMX>D6G&S8DFN@I^1-iBzupyvIpc?|q;!QHPqn%i0azy5-BmpO&BBPa2%|Z)`4~JpRt+Fy-LB?4S!3uQ!-aM&oxc(SJ@wfT29;=OLK!L|>EVL8{F*a%!E5Wib&wPN22nj=uMkA2!c;ExlWO z4q9&4GZowV|HTv1?1nJ8i0zx#y;6n zY=`|1#>ojQUcQW?y5TDAwUK&X2dkOKgUaH2QDfB;ZyF%cJ&(yMC6gIyyp{g2 z95Jq2@iF_3id+D$PH|=m8{hxJz$^=!K$|`NGPwL2rxaQ9vqd8Ive7xwA(foxMnF8B z3hON%IOysz6P-q&;n{Uog7|$*&9iQyX&!17046l((FZ`M9Y^YIK(~HYjqPEU^-PA}SxXTs$a|O#AjzZfO^G zKXiU_>N0BmsHU+#TT8Z4vvow?$7>Gq#&bDD@bye~cMBlsKiAY%;yU5{r;qaEKYbk+zu~3b*K!Eg~rY-c{h0T#87qY z6)-T3vuRP%6lbM;c;y}tF%}g6cS~VDEDbVyX+ZfB^7>+wFF5107c*Si@haM_#PYqK z8v>q_?j&ws%zjOC9WeQRVL4GQXWJ4A@w#a#41BN%vsq6BK!v5lpW-#;6)AW<8>)(3 zP$hwD&8M0_6$~h-PU~|zUj?UK8jEldcm4Aw;><|T4RJN~>DhN1*Qoa??uaO=a zXQXkVnq2KQJbE^q{n=aSIx6+dGZ1TCYqed&jI;CvL~gb!zy7I)cyfFh8lxfLJzD)f zA?EIZrort%!waWh$ZrefztD<~Oi+W3n}0+v=uzgjb&y?dfK}(q$Je!gzT0B~eDvM$ z&%7q~*{i^sBrcINYIe_qK*(0iIZ}9sEejNtsRb>_>j%p0{w~F9IgO6W;k+^*o z=>MvSoaXL7o_0fP@`nwyn9sm?tw98lHsOyGve)YXO>>9KPtW8x4F3$TjbyQZZGd!Y z=k-eW(SU;->_QFao}_A{R1VniFTptc+V*&Qtu?>?mXDcrn@Q`r}T#wINjrLxYyS_fv!b6w^!`~_8 z|C5EPY62`&a8)j}Y#miQZkiDK(xJd*=Jv*oJ2TldLVlxiab{PaU=bpfAEv^ekdEs{ z&+}c|C7^hprBXM5SW}m|#;4%zZ}ln(39}BFg?P;y3_^v(yR?v$xJD0$Qn7tDAErWnFO3)ticlyUpF(add#}moi*|7bcKCzw0F+Iz;_z9N3BoB}hd-uEXll`pBey`D{FP z+c7s5Q8|AHm0#J9M5)wGn8GjI`(fANt?*(3PybA!32dL<=@cku(kX|~&?RH)MH4#s zC3}1CvOzQ{WR%U4*f5&5H^|bHWEmJH8(*1Jr_io^Z?|j1)9k*0tf|sfT}w$+N#^Kr zk8@%8^?nu^?zI&Zo*u+eosi;QSTLT*Q)&-RtHK?&oqsP^S+6~P(Fso-Mx*~rQ}g;* z5ne#(VgPh&oleA%h=-)rEPW$gWBPtYuj-F6dVI zOdcwOS0;6133Z9PuNS-g?j4jbI6MbgcT9T$C-(6!I@{8h`v>r+z=v9S6xS zw{|EF%qtgZr144QQ9T(->s`DYnIG7`gf#v#4NBprX6vtVqzOCg6q-o|q}{D~pmU`8tp_ zkXISIBfX`@&3*Per*nJFOp)|w_6b8uxE+@E{I78PXbaU59d%q-^~LQU-VB@e=@DhV zVuggXk(P=utCQ;JtE`?1(w<)hGUZoj7=#20MH;kiGV%QnNQGJQa46gXe|P4Sa{qH^ zENDc&*4>f_!qjH=q-6tOLPv1$=YfdiK{j6ICOk$7`M7B=5W^CPk>4hs&5c6_wNZs&t^;OvvZKsdt=xdAETjmWvTOKJ(I$& zO)rEWvr`cUAIGL1G1`SOkhcbX8jWb|vm$Cjm!^9CczQt{Sl4EO7#r5Pm$dfQ6-a5> z6PL8Ly)7eaE5R@|oplw3>?nxi%mP#RRX;I6As^%Izm^h45z=llaTQwych0X?NuD*E z>LVk%dFB>DQQ)@wo&XL9#eq0@1X^kq zNkBSgUmysbDRV)~Y)X!0Z5hTQB|nt{a@&=-BH_I9n9T9y-J=f~NuBf_Tu|RjkVyCJ zS}Sb7bmol+9mX(Ag&@lmzK--1f~N}EDzOe-%@jfso4b#x7AwdE0p<>$Bo*zBD;8wQ^8{g>m*UI*DADfFMiazt z@@VqbO0z1mY}}|lX3^@%|WLu$*kx;7HXa#)pJrOyk$>A|#67uc^*s8@MdAOQwXdevJvrh(GpFAQ5YJE(~9N{F)aEHNB4H2NkN z1Ws1sc1cA<5sp9H>+353veH+h?JGH#3%hzTgp01~^uXfW9QR1F=wx8k*a(~sLIKt< zz#6vxnplnMI^ffyWe$wdHi23@)=pMM$&PPnZ)W4>@LHj43Cku7(q3Cuo;M6c^u}xU z?`Jjp7nYrW6E`aFeLbEnI%L-q15X|SR3I7X#aW2|$lUy!X5QD$2-X;>kQ|-uQQCBI zRr_h{Vxa56vBy$Xx4pKM;L#pAvmyZTec7_gUiR{53rnK>!~nG%bRRg;B}{>O4i$6Z ztxg+DCE)}cK2cwwyEmsfZpi4?5~EZ^6cDNxoi=eFHGi sTO-+wqzb$|ehh~OBwq;sd&chH!?frAqdJ8W+xacb^Z#~9{paMr0d_aCkN^Mx literal 0 HcmV?d00001 diff --git a/docs/conf.py b/docs/conf.py index 8381d3b..9829403 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -6,8 +6,15 @@ # -- Project information ----------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information - +import pathlib import sys +from textwrap import dedent, indent + +import yaml +from sphinx.application import Sphinx +from sphinx.util import logging + +LOGGER = logging.getLogger('conf') # If extensions (or modules to document with autodoc) are in another directory, # add these directories to sys.path here. If the directory is relative to the @@ -28,9 +35,14 @@ # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration extensions = [ + 'IPython.sphinxext.ipython_directive', + 'IPython.sphinxext.ipython_console_highlighting', 'myst_parser', 'sphinx.ext.autodoc', + 'sphinx_copybutton', 'sphinx.ext.autosummary', + 'sphinx_design', + 'nbsphinx', ] autosummary_generate = True @@ -59,3 +71,45 @@ repository_url = 'https://github.com/carbonplan/ndpyramid' html_static_path = ['_static'] + + +def update_gallery(app: Sphinx): + """ + Update the gallery page. + + Copied from https://github.com/pydata/xarray/blob/56209bd9a3192e4f1e82c21e5ffcf4c3bacaaae3/doc/conf.py#L399-L430. + """ + + LOGGER.info('Updating gallery page...') + + gallery = yaml.safe_load(pathlib.Path(app.srcdir, 'gallery.yml').read_bytes()) + + for key in gallery: + items = [ + f""" + .. grid-item-card:: + :text-align: center + :link: {item['path']} + + .. image:: {item['thumbnail']} + :alt: {item['title']} + +++ + {item['title']} + """ + for item in gallery[key] + ] + + items_md = indent(dedent('\n'.join(items)), prefix=' ') + markdown = f""" +.. grid:: 1 2 2 2 + :gutter: 2 + + {items_md} + """ + pathlib.Path(app.srcdir, f'{key}-gallery.txt').write_text(markdown) + LOGGER.info(f'{key} gallery page updated.') + LOGGER.info('Gallery page updated.') + + +def setup(app: Sphinx): + app.connect('builder-inited', update_gallery) diff --git a/docs/examples/geotiff.ipynb b/docs/examples/geotiff.ipynb new file mode 100644 index 0000000..dffb962 --- /dev/null +++ b/docs/examples/geotiff.ipynb @@ -0,0 +1,396 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0", + "metadata": {}, + "source": [ + "# Zarr-multiscales from GeoTiffs\n", + "\n", + "_by Joe Hamman & Jeremy Freeman (CarbonPlan), September 27, 2021, Updated by Max Jones (CarbonPlan), 2024_\n", + "\n", + "This notebook demonstrates the production of Zarr data pyramids for use with\n", + "[@carbonplan/maps](https://github.com/carbonplan/maps), an api for interactive\n", + "multi-dimensional data-driven web maps.\n", + "\n", + "Some of the libraries used here are in pre-release condition. Specifically\n", + "`ndpyramid` and `datatree` are currently udergoing rapid development. Use the\n", + "pattern below but expect changes to the specific apis.\n", + "\n", + "All of the libraries used in this demonstration are included in [this conda environment file](https://github.com/carbonplan/ndpyramid/blob/main/ci/environment.yml).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "1", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import xarray as xr\n", + "\n", + "from ndpyramid import pyramid_reproject" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2", + "metadata": {}, + "outputs": [], + "source": [ + "VERSION = 2\n", + "LEVELS = 6\n", + "PIXELS_PER_TILE = 128\n", + "S3 = False\n", + "input_path = f\"s3://carbonplan-maps/v{VERSION}/demo/raw\"\n", + "if S3:\n", + " base = f\"s3://carbonplan-maps/v{VERSION}/demo/\"\n", + " store_2d = base + \"2d/tavg\"\n", + " store_3d = base + \"3d/tavg-prec\"\n", + " store_3d_1var = base + \"3d/tavg-month\"\n", + " store_4d = base + \"4d/tavg-prec-month\"\n", + "else:\n", + " import zarr\n", + "\n", + " store_2d = zarr.storage.MemoryStore()\n", + " store_3d = zarr.storage.MemoryStore()\n", + " store_3d_1var = zarr.storage.MemoryStore()\n", + " store_4d = zarr.storage.MemoryStore()" + ] + }, + { + "cell_type": "markdown", + "id": "3", + "metadata": {}, + "source": [ + "## 2d (tavg)\n", + "\n", + "In this example we open a single 2d image (GeoTIFF) and create a Zarr pyramid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 4.07 s, sys: 863 ms, total: 4.94 s\n", + "Wall time: 12.1 s\n" + ] + } + ], + "source": [ + "%%time\n", + "# input dataset\n", + "path = f\"{input_path}/wc2.1_2.5m_tavg_10.tif\"\n", + "# open and extract the input dataset\n", + "ds = (\n", + " xr.open_dataarray(path, engine=\"rasterio\")\n", + " .to_dataset(name=\"tavg\")\n", + " .squeeze()\n", + " .reset_coords([\"band\"], drop=True)\n", + ")\n", + "\n", + "# create the pyramid\n", + "dt = pyramid_reproject(ds, levels=LEVELS, clear_attrs=True)\n", + "\n", + "# write the pyramid to zarr\n", + "dt.to_zarr(store_2d, consolidated=True)" + ] + }, + { + "cell_type": "markdown", + "id": "5", + "metadata": {}, + "source": [ + "## 3d, two variables (tavg and prec)\n", + "\n", + "In this example, we open two 2d images (temperature and precipitation), combine\n", + "them into a single array (along the `band` dimension), and create a Zarr\n", + "pyramid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 6.25 s, sys: 1.29 s, total: 7.54 s\n", + "Wall time: 13.4 s\n" + ] + } + ], + "source": [ + "%%time\n", + "# input datasets\n", + "path1 = f\"{input_path}/wc2.1_2.5m_tavg_10.tif\"\n", + "path2 = f\"{input_path}/wc2.1_2.5m_prec_10.tif\"\n", + "\n", + "# open and extract the input datasets\n", + "ds1 = (\n", + " xr.open_dataarray(path1, engine=\"rasterio\")\n", + " .to_dataset(name=\"climate\")\n", + " .squeeze()\n", + " .reset_coords([\"band\"], drop=True)\n", + ")\n", + "ds2 = (\n", + " xr.open_dataarray(path2, engine=\"rasterio\")\n", + " .to_dataset(name=\"climate\")\n", + " .squeeze()\n", + " .reset_coords([\"band\"], drop=True)\n", + ")\n", + "ds2[\"climate\"].values[ds2[\"climate\"].values == ds2[\"climate\"].values[0, 0]] = ds1[\"climate\"].values[\n", + " 0, 0\n", + "]\n", + "ds = xr.concat([ds1, ds2], pd.Index([\"tavg\", \"prec\"], name=\"band\"))\n", + "\n", + "# create the pyramid\n", + "dt = pyramid_reproject(ds, levels=LEVELS, other_chunks={'band': 2}, clear_attrs=True)\n", + "\n", + "# write the pyramid to zarr\n", + "dt.to_zarr(store_3d, consolidated=True)" + ] + }, + { + "cell_type": "markdown", + "id": "7", + "metadata": {}, + "source": [ + "## 3d, one variable, multiple time points\n", + "\n", + "In this example, we open 12 2d images (one map of temperature for each month),\n", + "combine them into a single array (along the `month` dimension), and create a\n", + "Zarr pyramid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 41.9 s, sys: 8.3 s, total: 50.2 s\n", + "Wall time: 2min 12s\n" + ] + } + ], + "source": [ + "%%time\n", + "# open and extract the input datasets\n", + "ds_all = []\n", + "months = list(map(lambda d: d + 1, range(12)))\n", + "for i in months:\n", + " path = f\"{input_path}/wc2.1_2.5m_tavg_{i:02g}.tif\"\n", + " ds = (\n", + " xr.open_dataarray(path, engine=\"rasterio\")\n", + " .to_dataset(name=\"tavg\")\n", + " .squeeze()\n", + " .reset_coords([\"band\"], drop=True)\n", + " )\n", + " ds_all.append(ds)\n", + "ds = xr.concat(ds_all, pd.Index(months, name=\"month\"))\n", + "\n", + "# create the pyramid\n", + "dt = pyramid_reproject(ds, levels=LEVELS, other_chunks={'month': 12}, clear_attrs=True)\n", + "\n", + "# write the pyramid to zarr\n", + "dt.to_zarr(store_3d_1var, consolidated=True)" + ] + }, + { + "cell_type": "markdown", + "id": "9", + "metadata": {}, + "source": [ + "## 4d, multiple variables, multiple time points\n", + "\n", + "In this example, we open 12 2d images for 2 variables (one map of temperature\n", + "and precipitation for each month), combine them into a single array (along the\n", + "`month` and `band` dimensions), and create a Zarr pyramid.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "10", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 15s, sys: 23 s, total: 1min 38s\n", + "Wall time: 3min 19s\n" + ] + } + ], + "source": [ + "%%time\n", + "# open and extract the input datasets\n", + "ds1_all = []\n", + "ds2_all = []\n", + "months = list(map(lambda d: d + 1, range(12)))\n", + "for i in months:\n", + " path = f\"{input_path}/wc2.1_2.5m_tavg_{i:02g}.tif\"\n", + " ds = (\n", + " xr.open_dataarray(path, engine=\"rasterio\")\n", + " .to_dataset(name=\"climate\")\n", + " .squeeze()\n", + " .reset_coords([\"band\"], drop=True)\n", + " )\n", + " ds1_all.append(ds)\n", + "ds1 = xr.concat(ds1_all, pd.Index(months, name=\"month\"))\n", + "for i in months:\n", + " path = f\"{input_path}/wc2.1_2.5m_prec_{i:02g}.tif\"\n", + " ds = (\n", + " xr.open_dataarray(path, engine=\"rasterio\")\n", + " .to_dataset(name=\"climate\")\n", + " .squeeze()\n", + " .reset_coords([\"band\"], drop=True)\n", + " )\n", + " ds2_all.append(ds)\n", + "ds2 = xr.concat(ds2_all, pd.Index(months, name=\"month\"))\n", + "ds2[\"climate\"].values[ds2[\"climate\"].values == ds2[\"climate\"].values[0, 0, 0]] = ds1[\n", + " \"climate\"\n", + "].values[0, 0, 0]\n", + "ds = xr.concat([ds1, ds2], pd.Index([\"tavg\", \"prec\"], name=\"band\"))\n", + "\n", + "# create the pyramid\n", + "dt = pyramid_reproject(\n", + " ds, levels=LEVELS, extra_dim=\"band\", other_chunks={'band': 2, 'month': 12}, clear_attrs=True\n", + ")\n", + "dt.ds.attrs\n", + "\n", + "# write the pyramid to zarr\n", + "dt.to_zarr(store_4d, consolidated=True, mode=\"w\")" + ] + }, + { + "cell_type": "markdown", + "id": "aa9b2962", + "metadata": {}, + "source": [ + "### Plot the first time step at each level" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for level in range(LEVELS):\n", + " fig, ax = plt.subplots()\n", + " dt[str(level)].ds.isel(band=0, month=0).climate.plot()\n", + " ax.set_title(f\"Level {level}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "255fd0b4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ndpyramid", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/examples/pyramid-create.ipynb b/docs/examples/pyramid-create.ipynb new file mode 100644 index 0000000..6edded4 --- /dev/null +++ b/docs/examples/pyramid-create.ipynb @@ -0,0 +1,179 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pyramids via custom resampling methods\n", + "\n", + "In this example, we'll show how to use `pyramid_create` to generate multi-scale pyramids using a custom resampling method." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import dask # noqa\n", + "import datatree\n", + "import xarray as xr\n", + "\n", + "from ndpyramid import pyramid_create" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup output paths\n", + "\n", + "You can set the output path to object storage or a memory store, after changing the S3 URI to a location that you have write access to. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "S3 = False\n", + "if S3:\n", + " output = \"s3://carbonplan-scratch/pyramid_comparison/custom.zarr\"\n", + "else:\n", + " import zarr\n", + "\n", + " output = zarr.storage.MemoryStore()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Open input dataset\n", + " \n", + "In this example, we'll use the Xarray tutorial dataset `air_temperature`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.tutorial.load_dataset('air_temperature')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generate pyramids\n", + "\n", + "We'll use the `pyramid_create` function to generate a pyramid with two levels. This function can be used to apply a provided function to the dataset to create the individual pyramid levels." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/max/mambaforge/envs/ndpyramid-docs/lib/python3.10/site-packages/xarray/core/dataset.py:2549: SerializationWarning: saving variable None with floating point data as an integer dtype without any _FillValue to use for NaNs\n", + " return to_zarr( # type: ignore[call-overload,misc]\n", + "/Users/max/mambaforge/envs/ndpyramid-docs/lib/python3.10/site-packages/xarray/core/dataset.py:2549: SerializationWarning: saving variable None with floating point data as an integer dtype without any _FillValue to use for NaNs\n", + " return to_zarr( # type: ignore[call-overload,misc]\n", + "/Users/max/mambaforge/envs/ndpyramid-docs/lib/python3.10/site-packages/xarray/core/dataset.py:2549: SerializationWarning: saving variable None with floating point data as an integer dtype without any _FillValue to use for NaNs\n", + " return to_zarr( # type: ignore[call-overload,misc]\n" + ] + } + ], + "source": [ + "def sel_coarsen(ds, factor, dims, **kwargs):\n", + " return ds.sel(**{dim: slice(None, None, factor) for dim in dims})\n", + "\n", + "\n", + "factors = [4, 2, 1]\n", + "pyramid = pyramid_create(\n", + " ds,\n", + " dims=('lat', 'lon'),\n", + " factors=factors,\n", + " boundary='trim',\n", + " func=sel_coarsen,\n", + " method_label=\"slice_coarsen\",\n", + " type_label='pick',\n", + ")\n", + "pyramid.to_zarr(output, consolidated=True, mode='w')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Open and plot the result\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dt = datatree.open_datatree(output, engine=\"zarr\")\n", + "dt[\"2\"].ds.isel(time=0).air.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ndpyramid-docs", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/examples/pyramid-regrid.ipynb b/docs/examples/pyramid-regrid.ipynb new file mode 100644 index 0000000..8a67584 --- /dev/null +++ b/docs/examples/pyramid-regrid.ipynb @@ -0,0 +1,751 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "47c25919", + "metadata": {}, + "source": [ + "# Zarr multi-scales with `pyramid_regrid`\n", + "\n", + "This notebook demonstrates how to use `pyramid_regrid` to generate pyramids using `xesmf`'s Regridders." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "336a85c9-9750-479c-b166-d78943610814", + "metadata": {}, + "outputs": [], + "source": [ + "import dask # noqa\n", + "import datatree\n", + "import xarray as xr\n", + "\n", + "from ndpyramid.regrid import pyramid_regrid" + ] + }, + { + "cell_type": "markdown", + "id": "49fa5f10", + "metadata": {}, + "source": [ + "## Setup output paths\n", + "\n", + "You can set the output path to object storage or a memory store, after changing the S3 URI to a location that you have write access to. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "64927f45", + "metadata": {}, + "outputs": [], + "source": [ + "S3 = False\n", + "if S3:\n", + " output = \"s3://carbonplan-scratch/pyramid_comparison/regridded.zarr\"\n", + "else:\n", + " import zarr\n", + "\n", + " output = zarr.storage.MemoryStore()" + ] + }, + { + "cell_type": "markdown", + "id": "35e9a86c", + "metadata": {}, + "source": [ + "## Open input dataset\n", + " \n", + "In this example, we'll use some of CarbonPlan's [downscaled CMIP6 data](https://github.com/carbonplan/cmip6-downscaling) for the input dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "72c10edf-2dc6-4087-8c3c-b69681233d94", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 4GB\n",
+       "Dimensions:      (lat: 721, lon: 1440, time: 1020)\n",
+       "Coordinates:\n",
+       "  * lat          (lat) float32 3kB -90.0 -89.75 -89.5 -89.25 ... 89.5 89.75 90.0\n",
+       "  * lon          (lon) float32 6kB -180.0 -179.8 -179.5 ... 179.2 179.5 179.8\n",
+       "  * time         (time) datetime64[ns] 8kB 2015-01-01 2015-02-01 ... 2099-12-01\n",
+       "    spatial_ref  int64 8B 0\n",
+       "Data variables:\n",
+       "    tasmax       (time, lat, lon) float32 4GB dask.array<chunksize=(780, 72, 144), meta=np.ndarray>\n",
+       "Attributes: (12/17)\n",
+       "    Conventions:                     CF-1.8\n",
+       "    activity_id:                     ScenarioMIP\n",
+       "    cmip6_downscaling_contact:       hello@carbonplan.org\n",
+       "    cmip6_downscaling_explainer:     https://carbonplan.org/research/cmip6-do...\n",
+       "    cmip6_downscaling_institution:   CarbonPlan\n",
+       "    cmip6_downscaling_license:       CC-BY-4.0\n",
+       "    ...                              ...\n",
+       "    institution_id:                  CCCma\n",
+       "    member_id:                       r1i1p1f1\n",
+       "    references:                      Eyring, V., Bony, S., Meehl, G. A., Seni...\n",
+       "    source_id:                       CanESM5\n",
+       "    timescale:                       day\n",
+       "    variable_id:                     tasmax
" + ], + "text/plain": [ + " Size: 4GB\n", + "Dimensions: (lat: 721, lon: 1440, time: 1020)\n", + "Coordinates:\n", + " * lat (lat) float32 3kB -90.0 -89.75 -89.5 -89.25 ... 89.5 89.75 90.0\n", + " * lon (lon) float32 6kB -180.0 -179.8 -179.5 ... 179.2 179.5 179.8\n", + " * time (time) datetime64[ns] 8kB 2015-01-01 2015-02-01 ... 2099-12-01\n", + " spatial_ref int64 8B 0\n", + "Data variables:\n", + " tasmax (time, lat, lon) float32 4GB dask.array\n", + "Attributes: (12/17)\n", + " Conventions: CF-1.8\n", + " activity_id: ScenarioMIP\n", + " cmip6_downscaling_contact: hello@carbonplan.org\n", + " cmip6_downscaling_explainer: https://carbonplan.org/research/cmip6-do...\n", + " cmip6_downscaling_institution: CarbonPlan\n", + " cmip6_downscaling_license: CC-BY-4.0\n", + " ... ...\n", + " institution_id: CCCma\n", + " member_id: r1i1p1f1\n", + " references: Eyring, V., Bony, S., Meehl, G. A., Seni...\n", + " source_id: CanESM5\n", + " timescale: day\n", + " variable_id: tasmax" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Open the dataset\n", + "ds = xr.open_zarr(\n", + " 'https://rice1.osn.mghpcc.org/carbonplan/cp-cmip/version1/rechunked_data/GARD-SV/ScenarioMIP.CCCma.CanESM5.ssp245.r1i1p1f1.month.GARD-SV.tasmax.zarr',\n", + " chunks={},\n", + ")\n", + "ds = ds.rio.write_crs(\"EPSG:4326\")\n", + "ds" + ] + }, + { + "cell_type": "markdown", + "id": "04a39a7d", + "metadata": {}, + "source": [ + "## Generate pyramids\n", + "\n", + "We'll use the `pyramid_regrid` function to generate a pyramid with two levels. We'll use the `bilinear` resampling algorithm for comparison with the other pyramid generation methods." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "92c8ce42-aa8f-47f3-8228-c686a7e4b2e7", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/conda/open-source/97cda00c-1719258099-186-ndpyramid-docs/lib/python3.10/site-packages/xarray/core/computation.py:452: PerformanceWarning: Regridding is increasing the number of chunks by a factor of 8.0, you might want to specify sizes in `output_chunks` in the regridder call. Default behaviour is to preserve the chunk sizes from the input (72, 144).\n", + " result_vars[name] = func(*variable_args)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 3min 8s, sys: 1min 39s, total: 4min 48s\n", + "Wall time: 1min 28s\n" + ] + } + ], + "source": [ + "%%time\n", + "levels = 2\n", + "regridded_pyramid = pyramid_regrid(ds, levels=levels, method='bilinear')\n", + "regridded_pyramid.to_zarr(output, consolidated=True, mode='w')" + ] + }, + { + "cell_type": "markdown", + "id": "9b17d1b8", + "metadata": {}, + "source": [ + "## Open and plot the result\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2c778a55-05f3-4b50-83e6-1db22d857f62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dt = datatree.open_datatree(output, engine=\"zarr\")\n", + "dt[\"1\"].ds.isel(time=0).tasmax.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f25efb8a-51c2-495c-b950-4a357651d3da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "open-source-open-source-ndpyramid-docs", + "language": "python", + "name": "conda-env-open-source-open-source-ndpyramid-docs-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/examples/pyramid-reproject.ipynb b/docs/examples/pyramid-reproject.ipynb new file mode 100644 index 0000000..96a3b52 --- /dev/null +++ b/docs/examples/pyramid-reproject.ipynb @@ -0,0 +1,743 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Zarr multi-scales with `pyramid_reproject`\n", + "\n", + "This notebook demonstrates how to use `pyramid_reproject` to generate pyramids using `rasterios`'s reprojection functionality, which wraps GDAL." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import dask # noqa\n", + "import datatree\n", + "import xarray as xr\n", + "\n", + "from ndpyramid import pyramid_reproject" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup output paths\n", + "\n", + "You can set the output path to object storage or a memory store, after changing the S3 URI to a location that you have write access to. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "S3 = False\n", + "if S3:\n", + " output = \"s3://carbonplan-scratch/pyramid_comparison/resampled.zarr\"\n", + "else:\n", + " import zarr\n", + "\n", + " output = zarr.storage.MemoryStore()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Open input dataset\n", + " \n", + "In this example, we'll use some of CarbonPlan's [downscaled CMIP6 data](https://github.com/carbonplan/cmip6-downscaling) for the input dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 4GB\n",
+       "Dimensions:      (lat: 721, lon: 1440, time: 1020)\n",
+       "Coordinates:\n",
+       "  * lat          (lat) float32 3kB -90.0 -89.75 -89.5 -89.25 ... 89.5 89.75 90.0\n",
+       "  * lon          (lon) float32 6kB -180.0 -179.8 -179.5 ... 179.2 179.5 179.8\n",
+       "  * time         (time) datetime64[ns] 8kB 2015-01-01 2015-02-01 ... 2099-12-01\n",
+       "    spatial_ref  int64 8B 0\n",
+       "Data variables:\n",
+       "    tasmax       (time, lat, lon) float32 4GB dask.array<chunksize=(780, 72, 144), meta=np.ndarray>\n",
+       "Attributes: (12/17)\n",
+       "    Conventions:                     CF-1.8\n",
+       "    activity_id:                     ScenarioMIP\n",
+       "    cmip6_downscaling_contact:       hello@carbonplan.org\n",
+       "    cmip6_downscaling_explainer:     https://carbonplan.org/research/cmip6-do...\n",
+       "    cmip6_downscaling_institution:   CarbonPlan\n",
+       "    cmip6_downscaling_license:       CC-BY-4.0\n",
+       "    ...                              ...\n",
+       "    institution_id:                  CCCma\n",
+       "    member_id:                       r1i1p1f1\n",
+       "    references:                      Eyring, V., Bony, S., Meehl, G. A., Seni...\n",
+       "    source_id:                       CanESM5\n",
+       "    timescale:                       day\n",
+       "    variable_id:                     tasmax
" + ], + "text/plain": [ + " Size: 4GB\n", + "Dimensions: (lat: 721, lon: 1440, time: 1020)\n", + "Coordinates:\n", + " * lat (lat) float32 3kB -90.0 -89.75 -89.5 -89.25 ... 89.5 89.75 90.0\n", + " * lon (lon) float32 6kB -180.0 -179.8 -179.5 ... 179.2 179.5 179.8\n", + " * time (time) datetime64[ns] 8kB 2015-01-01 2015-02-01 ... 2099-12-01\n", + " spatial_ref int64 8B 0\n", + "Data variables:\n", + " tasmax (time, lat, lon) float32 4GB dask.array\n", + "Attributes: (12/17)\n", + " Conventions: CF-1.8\n", + " activity_id: ScenarioMIP\n", + " cmip6_downscaling_contact: hello@carbonplan.org\n", + " cmip6_downscaling_explainer: https://carbonplan.org/research/cmip6-do...\n", + " cmip6_downscaling_institution: CarbonPlan\n", + " cmip6_downscaling_license: CC-BY-4.0\n", + " ... ...\n", + " institution_id: CCCma\n", + " member_id: r1i1p1f1\n", + " references: Eyring, V., Bony, S., Meehl, G. A., Seni...\n", + " source_id: CanESM5\n", + " timescale: day\n", + " variable_id: tasmax" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Open the dataset\n", + "ds = xr.open_zarr(\n", + " 'https://rice1.osn.mghpcc.org/carbonplan/cp-cmip/version1/rechunked_data/GARD-SV/ScenarioMIP.CCCma.CanESM5.ssp245.r1i1p1f1.month.GARD-SV.tasmax.zarr'\n", + ")\n", + "ds = ds.rio.write_crs(\"EPSG:4326\")\n", + "ds" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generate pyramids\n", + "\n", + "We'll use the `pyramid_reproject` function to generate a pyramid with two levels. We'll use the `nearest` and `bilinear` resampling algorithms for comparison with the other pyramid generation methods." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 40 s, sys: 19.2 s, total: 59.2 s\n", + "Wall time: 56.8 s\n" + ] + } + ], + "source": [ + "%%time\n", + "levels = 2\n", + "reprojected_pyramid = pyramid_reproject(ds, levels=levels, resampling=\"nearest\")\n", + "reprojected_pyramid.to_zarr(output, consolidated=True, mode='w')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1min 28s, sys: 31.5 s, total: 2min\n", + "Wall time: 1min 57s\n" + ] + } + ], + "source": [ + "%%time\n", + "levels = 2\n", + "reprojected_pyramid = pyramid_reproject(ds, levels=levels, resampling=\"bilinear\")\n", + "reprojected_pyramid.to_zarr(output, consolidated=True, mode='w')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Open and plot the result" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dt = datatree.open_datatree(output, engine=\"zarr\")\n", + "dt[\"1\"].ds.isel(time=0).tasmax.plot()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "open-source-open-source-ndpyramid-docs", + "language": "python", + "name": "conda-env-open-source-open-source-ndpyramid-docs-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/examples/pyramid-resample.ipynb b/docs/examples/pyramid-resample.ipynb new file mode 100644 index 0000000..b65932e --- /dev/null +++ b/docs/examples/pyramid-resample.ipynb @@ -0,0 +1,763 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Zarr multi-scales with `pyramid_resample`\n", + "\n", + "This notebook demonstrates how to use `pyramid_resample` to generate pyramids using `pyresample`'s block based interpolators." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import dask # noqa\n", + "import datatree\n", + "import xarray as xr\n", + "\n", + "from ndpyramid import pyramid_resample" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup output paths\n", + "\n", + "You can set the output path to object storage or a memory store, after changing the S3 URI to a location that you have write access to. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "S3 = False\n", + "if S3:\n", + " output = \"s3://carbonplan-scratch/pyramid_comparison/resampled.zarr\"\n", + "else:\n", + " import zarr\n", + "\n", + " output = zarr.storage.MemoryStore()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Open input dataset\n", + " \n", + "In this example, we'll use some of CarbonPlan's [downscaled CMIP6 data](https://github.com/carbonplan/cmip6-downscaling) for the input dataset. It's helpful to use chunked Zarr data as the input because we won't need to manually rechunk the data, which can lead to a complicated Dask task graph if the rechunked data aren't cached before pyramid generation." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 4GB\n",
+       "Dimensions:      (lat: 721, lon: 1440, time: 1020)\n",
+       "Coordinates:\n",
+       "  * lat          (lat) float32 3kB -90.0 -89.75 -89.5 -89.25 ... 89.5 89.75 90.0\n",
+       "  * lon          (lon) float32 6kB -180.0 -179.8 -179.5 ... 179.2 179.5 179.8\n",
+       "  * time         (time) datetime64[ns] 8kB 2015-01-01 2015-02-01 ... 2099-12-01\n",
+       "    spatial_ref  int64 8B 0\n",
+       "Data variables:\n",
+       "    tasmax       (time, lat, lon) float32 4GB dask.array<chunksize=(780, 72, 144), meta=np.ndarray>\n",
+       "Attributes: (12/17)\n",
+       "    Conventions:                     CF-1.8\n",
+       "    activity_id:                     ScenarioMIP\n",
+       "    cmip6_downscaling_contact:       hello@carbonplan.org\n",
+       "    cmip6_downscaling_explainer:     https://carbonplan.org/research/cmip6-do...\n",
+       "    cmip6_downscaling_institution:   CarbonPlan\n",
+       "    cmip6_downscaling_license:       CC-BY-4.0\n",
+       "    ...                              ...\n",
+       "    institution_id:                  CCCma\n",
+       "    member_id:                       r1i1p1f1\n",
+       "    references:                      Eyring, V., Bony, S., Meehl, G. A., Seni...\n",
+       "    source_id:                       CanESM5\n",
+       "    timescale:                       day\n",
+       "    variable_id:                     tasmax
" + ], + "text/plain": [ + " Size: 4GB\n", + "Dimensions: (lat: 721, lon: 1440, time: 1020)\n", + "Coordinates:\n", + " * lat (lat) float32 3kB -90.0 -89.75 -89.5 -89.25 ... 89.5 89.75 90.0\n", + " * lon (lon) float32 6kB -180.0 -179.8 -179.5 ... 179.2 179.5 179.8\n", + " * time (time) datetime64[ns] 8kB 2015-01-01 2015-02-01 ... 2099-12-01\n", + " spatial_ref int64 8B 0\n", + "Data variables:\n", + " tasmax (time, lat, lon) float32 4GB dask.array\n", + "Attributes: (12/17)\n", + " Conventions: CF-1.8\n", + " activity_id: ScenarioMIP\n", + " cmip6_downscaling_contact: hello@carbonplan.org\n", + " cmip6_downscaling_explainer: https://carbonplan.org/research/cmip6-do...\n", + " cmip6_downscaling_institution: CarbonPlan\n", + " cmip6_downscaling_license: CC-BY-4.0\n", + " ... ...\n", + " institution_id: CCCma\n", + " member_id: r1i1p1f1\n", + " references: Eyring, V., Bony, S., Meehl, G. A., Seni...\n", + " source_id: CanESM5\n", + " timescale: day\n", + " variable_id: tasmax" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds = xr.open_zarr(\n", + " 'https://rice1.osn.mghpcc.org/carbonplan/cp-cmip/version1/rechunked_data/GARD-SV/ScenarioMIP.CCCma.CanESM5.ssp245.r1i1p1f1.month.GARD-SV.tasmax.zarr'\n", + ")\n", + "ds = ds.rio.write_crs(\"EPSG:4326\")\n", + "ds" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generate pyramids\n", + "\n", + "We'll use the `pyramid_resample` function to generate a pyramid with two levels. This function currently requires specifying which dimensions correspond to `x` and `y`. The data also must have longitude values between -180 and 180 and a dimension order of (`time`, `y`, `x`) for 3D datasets or (`y`, `x`) for 2D datasets. We'll use the `nearest` and `bilinear` resampling algorithms for comparison with the other pyramid generation methods." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, use the nearest neighbor method." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 21.5 s, sys: 6.88 s, total: 28.4 s\n", + "Wall time: 24.2 s\n" + ] + } + ], + "source": [ + "%%time\n", + "levels = 2\n", + "resampled_pyramid = pyramid_resample(ds, x=\"lon\", y=\"lat\", levels=levels, resampling=\"nearest\")\n", + "resampled_pyramid.to_zarr(output, consolidated=True, mode='w')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, use the bilinear method." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 23.7 s, sys: 6.41 s, total: 30.1 s\n", + "Wall time: 21.5 s\n" + ] + } + ], + "source": [ + "%%time\n", + "levels = 2\n", + "resampled_pyramid = pyramid_resample(ds, x=\"lon\", y=\"lat\", levels=levels, resampling=\"bilinear\")\n", + "resampled_pyramid.to_zarr(output, consolidated=True, mode='w')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Open and plot the result\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dt = datatree.open_datatree(output, engine=\"zarr\")\n", + "dt[\"1\"].ds.isel(time=0).tasmax.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "open-source-open-source-ndpyramid-docs", + "language": "python", + "name": "conda-env-open-source-open-source-ndpyramid-docs-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/gallery.rst b/docs/gallery.rst new file mode 100644 index 0000000..8f25c2b --- /dev/null +++ b/docs/gallery.rst @@ -0,0 +1,21 @@ +Examples +======== + +Here's a list of examples on how to use ndpyramid. + + +Notebook Examples +----------------- + +.. include:: notebooks-examples-gallery.txt + + +.. toctree:: + :maxdepth: 1 + :hidden: + + examples/geotiff + examples/pyramid-resample + examples/pyramid-reproject + examples/pyramid-regrid + examples/pyramid-create diff --git a/docs/gallery.yml b/docs/gallery.yml new file mode 100644 index 0000000..228870c --- /dev/null +++ b/docs/gallery.yml @@ -0,0 +1,16 @@ +notebooks-examples: + - title: Pyramids from GeoTiff via rasterio + path: examples/geotiff.html + thumbnail: _static/thumbnails/geotiff.jpg + - title: Pyramids from Zarr via pyresample + path: examples/pyramid-resample.html + thumbnail: _static/thumbnails/resample.jpg + - title: Pyramids from Zarr via rasterio + path: examples/pyramid-reproject.html + thumbnail: _static/thumbnails/reproject.jpg + - title: Pyramids from Zarr via xesmf + path: examples/pyramid-regrid.html + thumbnail: _static/thumbnails/regrid.jpg + - title: Pyramids via custom resampling methods + path: examples/pyramid-create.html + thumbnail: _static/thumbnails/create.jpg diff --git a/docs/generate-pyramids.md b/docs/generate-pyramids.md deleted file mode 100644 index 04464b9..0000000 --- a/docs/generate-pyramids.md +++ /dev/null @@ -1,47 +0,0 @@ -# Usage - -Ndpyramid provides a set of utilities for creating pyramids with standardized metadata. -The example below demonstrates the usage of the `pyramid_coarsen` and `pyramid_reproject` -utilities. Check out [this](https://github.com/carbonplan/ndpyramid/blob/main/notebooks/demo.ipynb) -Jupyter Notebook for a complete demonstration. - -```python -import xarray as xr -import rioxarray -from ndpyramid import pyramid_coarsen, pyramid_reproject - -# load a sample xarray.Dataset -ds = xr.tutorial.load_dataset('air_temperature') - -# make a coarsened pyramid -pyramid = pyramid_coarsen(ds, factors=[16, 8, 4, 3, 2, 1], dims=['lat', 'lon'], boundary='trim') - -# make a reprojected (EPSG:3857) pyramid -ds = ds.rio.write_crs('EPSG:4326') -pyramid = pyramid_reproject(ds, levels=2) - -# write the pyramid to zarr -pyramid.to_zarr('./path/to/write') -``` - -There's also `pyramid_create` -- a more versatile alternative to `pyramid_coarsen`. -This function accepts a custom function with the signature: `ds`, `factor`, `dims`. -Here, the `sel_coarsen` function uses `ds.sel` to perform coarsening: - -```python -from ndpyramid import pyramid_create - -def sel_coarsen(ds, factor, dims, **kwargs): - return ds.sel(**{dim: slice(None, None, factor) for dim in dims}) - -factors = [4, 2, 1] -pyramid = pyramid_create( - temperature, - dims=('lat', 'lon'), - factors=factors, - boundary='trim', - func=sel_coarsen, - method_label="slice_coarsen", - type_label='pick', -) -``` diff --git a/docs/index.rst b/docs/index.rst index f2040cc..3980488 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -17,7 +17,7 @@ A small utility for generating ND array pyramids using Xarray and Zarr. :hidden: :caption: Usage - Generating Pyramids + Examples .. toctree:: diff --git a/ndpyramid/resample.py b/ndpyramid/resample.py index b7806d0..57c26e5 100644 --- a/ndpyramid/resample.py +++ b/ndpyramid/resample.py @@ -53,7 +53,7 @@ def _da_resample( elif resampling == 'nearest': fun = block_nn_interpolator else: - raise ValueError(f"Unrecognized interpolation method {resampling} for gradient resampling.") + raise ValueError(f'Unrecognized interpolation method {resampling} for gradient resampling.') target_area_def = create_area_def( area_id=projection_model.name, projection=projection_model._crs, @@ -64,7 +64,7 @@ def _da_resample( source_area_def = load_cf_area(da.to_dataset(name='var'), variable='var')[0] except ValueError as e: warnings.warn( - f"Automatic determination of source AreaDefinition from CF conventions failed with {e}." + f'Automatic determination of source AreaDefinition from CF conventions failed with {e}.' ' Falling back to AreaDefinition creation from coordinates.' ) lx = da.x[0] - (da.x[1] - da.x[0]) / 2 diff --git a/notebooks/demo.ipynb b/notebooks/demo.ipynb deleted file mode 100644 index 76fb76a..0000000 --- a/notebooks/demo.ipynb +++ /dev/null @@ -1,281 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "0", - "metadata": {}, - "source": [ - "

\n", - "\n", - "\n", - " \n", - " \"CarbonPlan\n", - "\n", - "\n", - "

\n", - "\n", - "# Demo map data preparation\n", - "\n", - "_by Joe Hamman & Jeremy Freeman (CarbonPlan), September 27, 2021, Updated by Max Jones (CarbonPlan), February 8, 2024_\n", - "\n", - "This notebook demonstrates the production of Zarr data pyramids for use with\n", - "[`@carbonplan/maps`](https://github.com/carbonplan/maps), an api for interactive\n", - "multi-dimensional data-driven web maps.\n", - "\n", - "Some of the libraries used here are in pre-release condition. Specifically\n", - "`ndpyramid` and `datatree` are currently udergoing rapid development. Use the\n", - "pattern below but expect changes to the specific apis.\n", - "\n", - "All of the libraries used in this demonstration are included in [this conda environment file](https://github.com/carbonplan/ndpyramid/blob/main/ci/environment.yml).\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import xarray as xr\n", - "\n", - "from ndpyramid import pyramid_reproject" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2", - "metadata": {}, - "outputs": [], - "source": [ - "VERSION = 2\n", - "LEVELS = 6\n", - "PIXELS_PER_TILE = 128\n", - "S3 = False\n", - "input_path = f\"s3://carbonplan-maps/v{VERSION}/demo/raw\"\n", - "if S3:\n", - " base = f\"s3://carbonplan-maps/v{VERSION}/demo/\"\n", - " store_2d = base + \"2d/tavg\"\n", - " store_3d = base + \"3d/tavg-prec\"\n", - " store_3d_1var = base + \"3d/tavg-month\"\n", - " store_4d = base + \"4d/tavg-prec-month\"\n", - "else:\n", - " import zarr\n", - "\n", - " store_2d = zarr.storage.MemoryStore()\n", - " store_3d = zarr.storage.MemoryStore()\n", - " store_3d_1var = zarr.storage.MemoryStore()\n", - " store_4d = zarr.storage.MemoryStore()" - ] - }, - { - "cell_type": "markdown", - "id": "3", - "metadata": {}, - "source": [ - "## 2d (tavg)\n", - "\n", - "In this example we open a single 2d image (GeoTIFF) and create a Zarr pyramid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4", - "metadata": {}, - "outputs": [], - "source": [ - "%%time\n", - "# input dataset\n", - "path = f\"{input_path}/wc2.1_2.5m_tavg_10.tif\"\n", - "# open and extract the input dataset\n", - "ds = (\n", - " xr.open_dataarray(path, engine=\"rasterio\")\n", - " .to_dataset(name=\"tavg\")\n", - " .squeeze()\n", - " .reset_coords([\"band\"], drop=True)\n", - ")\n", - "\n", - "# create the pyramid\n", - "dt = pyramid_reproject(ds, levels=LEVELS, clear_attrs=True)\n", - "\n", - "# write the pyramid to zarr\n", - "dt.to_zarr(store_2d, consolidated=True)" - ] - }, - { - "cell_type": "markdown", - "id": "5", - "metadata": {}, - "source": [ - "## 3d, two variables (tavg and prec)\n", - "\n", - "In this example, we open two 2d images (temperature and precipitation), combine\n", - "them into a single array (along the `band` dimension), and create a Zarr\n", - "pyramid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6", - "metadata": {}, - "outputs": [], - "source": [ - "%%time\n", - "# input datasets\n", - "path1 = f\"{input_path}/wc2.1_2.5m_tavg_10.tif\"\n", - "path2 = f\"{input_path}/wc2.1_2.5m_prec_10.tif\"\n", - "\n", - "# open and extract the input datasets\n", - "ds1 = (\n", - " xr.open_dataarray(path1, engine=\"rasterio\")\n", - " .to_dataset(name=\"climate\")\n", - " .squeeze()\n", - " .reset_coords([\"band\"], drop=True)\n", - ")\n", - "ds2 = (\n", - " xr.open_dataarray(path2, engine=\"rasterio\")\n", - " .to_dataset(name=\"climate\")\n", - " .squeeze()\n", - " .reset_coords([\"band\"], drop=True)\n", - ")\n", - "ds2[\"climate\"].values[ds2[\"climate\"].values == ds2[\"climate\"].values[0, 0]] = ds1[\"climate\"].values[\n", - " 0, 0\n", - "]\n", - "ds = xr.concat([ds1, ds2], pd.Index([\"tavg\", \"prec\"], name=\"band\"))\n", - "\n", - "# create the pyramid\n", - "dt = pyramid_reproject(ds, levels=LEVELS, other_chunks={'band': 2}, clear_attrs=True)\n", - "\n", - "# write the pyramid to zarr\n", - "dt.to_zarr(store_3d, consolidated=True)" - ] - }, - { - "cell_type": "markdown", - "id": "7", - "metadata": {}, - "source": [ - "## 3d, one variable, multiple time points\n", - "\n", - "In this example, we open 12 2d images (one map of temperature for each month),\n", - "combine them into a single array (along the `month` dimension), and create a\n", - "Zarr pyramid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8", - "metadata": {}, - "outputs": [], - "source": [ - "%%time\n", - "# open and extract the input datasets\n", - "ds_all = []\n", - "months = list(map(lambda d: d + 1, range(12)))\n", - "for i in months:\n", - " path = f\"{input_path}/wc2.1_2.5m_tavg_{i:02g}.tif\"\n", - " ds = (\n", - " xr.open_dataarray(path, engine=\"rasterio\")\n", - " .to_dataset(name=\"tavg\")\n", - " .squeeze()\n", - " .reset_coords([\"band\"], drop=True)\n", - " )\n", - " ds_all.append(ds)\n", - "ds = xr.concat(ds_all, pd.Index(months, name=\"month\"))\n", - "\n", - "# create the pyramid\n", - "dt = pyramid_reproject(ds, levels=LEVELS, other_chunks={'month': 12}, clear_attrs=True)\n", - "\n", - "# write the pyramid to zarr\n", - "dt.to_zarr(store_3d_1var, consolidated=True)" - ] - }, - { - "cell_type": "markdown", - "id": "9", - "metadata": {}, - "source": [ - "## 4d, multiple variables, multiple time points\n", - "\n", - "In this example, we open 12 2d images for 2 variables (one map of temperature\n", - "and precipitation for each month), combine them into a single array (along the\n", - "`month` and `band` dimensions), and create a Zarr pyramid.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "10", - "metadata": {}, - "outputs": [], - "source": [ - "%%time\n", - "# open and extract the input datasets\n", - "ds1_all = []\n", - "ds2_all = []\n", - "months = list(map(lambda d: d + 1, range(12)))\n", - "for i in months:\n", - " path = f\"{input_path}/wc2.1_2.5m_tavg_{i:02g}.tif\"\n", - " ds = (\n", - " xr.open_dataarray(path, engine=\"rasterio\")\n", - " .to_dataset(name=\"climate\")\n", - " .squeeze()\n", - " .reset_coords([\"band\"], drop=True)\n", - " )\n", - " ds1_all.append(ds)\n", - "ds1 = xr.concat(ds1_all, pd.Index(months, name=\"month\"))\n", - "for i in months:\n", - " path = f\"{input_path}/wc2.1_2.5m_prec_{i:02g}.tif\"\n", - " ds = (\n", - " xr.open_dataarray(path, engine=\"rasterio\")\n", - " .to_dataset(name=\"climate\")\n", - " .squeeze()\n", - " .reset_coords([\"band\"], drop=True)\n", - " )\n", - " ds2_all.append(ds)\n", - "ds2 = xr.concat(ds2_all, pd.Index(months, name=\"month\"))\n", - "ds2[\"climate\"].values[ds2[\"climate\"].values == ds2[\"climate\"].values[0, 0, 0]] = ds1[\n", - " \"climate\"\n", - "].values[0, 0, 0]\n", - "ds = xr.concat([ds1, ds2], pd.Index([\"tavg\", \"prec\"], name=\"band\"))\n", - "\n", - "# create the pyramid\n", - "dt = pyramid_reproject(\n", - " ds, levels=LEVELS, extra_dim=\"band\", other_chunks={'band': 2, 'month': 12}, clear_attrs=True\n", - ")\n", - "dt.ds.attrs\n", - "\n", - "# write the pyramid to zarr\n", - "dt.to_zarr(store_4d, consolidated=True, mode=\"w\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "11", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}