From 29920aa56c44b03ba615655fa6f1ac838ca1dc7e Mon Sep 17 00:00:00 2001 From: Daniel Rosel Date: Wed, 22 Apr 2026 14:22:41 +0200 Subject: [PATCH] preparing defense content pushing --- Makefile | 6 +- paper/defense/NARRATIVE.md | 51 + paper/defense/defense.nav | 125 ++ paper/defense/defense.pdf | Bin 0 -> 721372 bytes paper/defense/defense.snm | 0 paper/defense/defense.tex | 559 ++++++ paper/defense/defense_appendix.tex | 322 ++++ paper/defense/manim/.gitignore | 3 + paper/defense/manim/common.py | 176 ++ paper/defense/manim/defense.py | 23 + paper/defense/manim/defense_scene_order.txt | 14 + paper/defense/manim/project.json | 47 + paper/defense/manim/render.py | 176 ++ paper/defense/manim/render_defense | 89 + paper/defense/manim/scenes/__init__.py | 0 paper/defense/manim/scenes/appendix.py | 670 ++++++++ paper/defense/manim/scenes/main.py | 1523 +++++++++++++++++ .../manim/scripts/ffmpeg_concat_defense.sh | 25 + 18 files changed, 3808 insertions(+), 1 deletion(-) create mode 100644 paper/defense/NARRATIVE.md create mode 100644 paper/defense/defense.nav create mode 100644 paper/defense/defense.pdf create mode 100644 paper/defense/defense.snm create mode 100644 paper/defense/defense.tex create mode 100644 paper/defense/defense_appendix.tex create mode 100644 paper/defense/manim/.gitignore create mode 100644 paper/defense/manim/common.py create mode 100644 paper/defense/manim/defense.py create mode 100644 paper/defense/manim/defense_scene_order.txt create mode 100644 paper/defense/manim/project.json create mode 100644 paper/defense/manim/render.py create mode 100755 paper/defense/manim/render_defense create mode 100644 paper/defense/manim/scenes/__init__.py create mode 100644 paper/defense/manim/scenes/appendix.py create mode 100644 paper/defense/manim/scenes/main.py create mode 100755 paper/defense/manim/scripts/ffmpeg_concat_defense.sh diff --git a/Makefile b/Makefile index cc9711f..82f932d 100644 --- a/Makefile +++ b/Makefile @@ -44,7 +44,7 @@ SWEEP_ENV_LOAD = set -a; [ -f "$(SWEEP_ENV_FILE)" ] && . "$(SWEEP_ENV_FILE)" || .PHONY: help help: - @echo "pdf.build pdf.watch pdf.clean pdf.genpop pdf.genpop.watch pdf.summary pdf.summary.watch pdf.arxiv | test.backend test.e2e test.all | web.dev | install | train | benchmark | benchmark.simple | benchmark.agent | train.agent | train.bootstrap | stats.lines | docs.platform | manim.defense manim.defense.hq manim.render manim.render.full manim.render.poster manim.render.appendix manim.render.all" + @echo "pdf.build pdf.watch pdf.clean pdf.genpop pdf.genpop.watch pdf.summary pdf.summary.watch pdf.arxiv pdf.defense | test.backend test.e2e test.all | web.dev | install | train | benchmark | benchmark.simple | benchmark.agent | train.agent | train.bootstrap | stats.lines | docs.platform | manim.defense manim.defense.hq manim.render manim.render.full manim.render.poster manim.render.appendix manim.render.all" @echo "backend.server backend.provider backend.worker | platform.up platform.down platform.logs | docker.train.publish" @echo "data.pull data.push data.whoclicked.publish | study.margin-erosion study.margin-erosion.quick study.margin-erosion.plot" @echo "tpu.ray.bootstrap tpu.ray.deps tpu.ray.verify tpu.ray.teardown" @@ -110,6 +110,10 @@ pdf.summary: pdf.summary.watch: @bash scripts/nx_paper.sh watch-summary +.PHONY: pdf.defense +pdf.defense: + @cd paper/defense && pdflatex -interaction=nonstopmode defense.tex && pdflatex -interaction=nonstopmode defense.tex + .PHONY: test.backend test.backend: @$(NX) run research:test diff --git a/paper/defense/NARRATIVE.md b/paper/defense/NARRATIVE.md new file mode 100644 index 0000000..7203bcd --- /dev/null +++ b/paper/defense/NARRATIVE.md @@ -0,0 +1,51 @@ +--- +present_time: 15 minutes +qa: 15 minutes +--- + +> Notes for presentation deck: keep minimal text, highlight only key metrics or keywords and diagrams, if possible do progressive reveal of items on slides, if going through a list, make each appear progressively on new slides like an animation. + +# Introduction [2min] +> Hook: Extracting margin in markets with high density of AI agents. +- Say what today's agenda is (show in the blocks at the botton of each slide and with each slide indicate which stage we are at) +- Highlight problem (add financial consequence) + - What are we trying to answer? + +# First Stage (Platform Development) [4min] +- Talk about designing the platform (nextjs design and apache airflow and kafka) + +## About the Platform +- Show an architecture diagram. + +## Dataset Brief +- Screenshot of the HF dataset and highlight some key features of the dataset with big numbers indicated. + +## Experimental Design +- Say how we collected data and how we used AI Agents + +### AI Agents +- browser use +- models used (say we used the LLM router for different models) + +# Second Stage (Distinguishability Construction) [4min] +- Explain kernels of behavior (what is a kernel) +- How we separate kernels and finally how we turn that into a probability. + +# DR-RL [4min] +- Explain simple wesserstein balls and ambiguity +- Highlight computational complexity + +## Results [1min] +- Empirical results from experiments + +# Conclusions +- Consequences of our work (financial and future implications for pricing systems) +- Did we answer what we wanted? How? + +# Appendix + +## Derivation of the COI theorem +## Reward Structure Composition +## On our Sample Size + + diff --git a/paper/defense/defense.nav b/paper/defense/defense.nav new file mode 100644 index 0000000..6d4bf92 --- /dev/null +++ b/paper/defense/defense.nav @@ -0,0 +1,125 @@ +\headcommand {\slideentry {0}{0}{1}{1/1}{}{0}} +\headcommand {\beamer@framepages {1}{1}} +\headcommand {\slideentry {0}{0}{2}{2/2}{}{0}} +\headcommand {\beamer@framepages {2}{2}} +\headcommand {\slideentry {0}{0}{3}{3/3}{}{0}} +\headcommand {\beamer@framepages {3}{3}} +\headcommand {\slideentry {0}{0}{4}{4/6}{}{0}} +\headcommand {\beamer@framepages {4}{6}} +\headcommand {\beamer@sectionpages {1}{6}} +\headcommand {\beamer@subsectionpages {1}{6}} +\headcommand {\sectionentry {1}{Platform Development}{7}{Platform Development}{0}} +\headcommand {\slideentry {1}{0}{1}{7/8}{}{0}} +\headcommand {\beamer@framepages {7}{8}} +\headcommand {\slideentry {1}{0}{2}{9/9}{}{0}} +\headcommand {\beamer@framepages {9}{9}} +\headcommand {\slideentry {1}{0}{3}{10/12}{}{0}} +\headcommand {\beamer@framepages {10}{12}} +\headcommand {\beamer@sectionpages {7}{12}} +\headcommand {\beamer@subsectionpages {7}{12}} +\headcommand {\sectionentry {2}{Distinguishability Construction}{13}{Distinguishability Construction}{0}} +\headcommand {\slideentry {2}{0}{1}{13/14}{}{0}} +\headcommand {\beamer@framepages {13}{14}} +\headcommand {\slideentry {2}{0}{2}{15/15}{}{0}} +\headcommand {\beamer@framepages {15}{15}} +\headcommand {\slideentry {2}{0}{3}{16/17}{}{0}} +\headcommand {\beamer@framepages {16}{17}} +\headcommand {\beamer@sectionpages {13}{17}} +\headcommand {\beamer@subsectionpages {13}{17}} +\headcommand {\sectionentry {3}{Distributionally Robust RL}{18}{Distributionally Robust RL}{0}} +\headcommand {\slideentry {3}{0}{1}{18/18}{}{0}} +\headcommand {\beamer@framepages {18}{18}} +\headcommand {\slideentry {3}{0}{2}{19/20}{}{0}} +\headcommand {\beamer@framepages {19}{20}} +\headcommand {\slideentry {3}{0}{3}{21/22}{}{0}} +\headcommand {\beamer@framepages {21}{22}} +\headcommand {\beamer@sectionpages {18}{22}} +\headcommand {\beamer@subsectionpages {18}{22}} +\headcommand {\sectionentry {4}{Results}{23}{Results}{0}} +\headcommand {\slideentry {4}{0}{1}{23/23}{}{0}} +\headcommand {\beamer@framepages {23}{23}} +\headcommand {\beamer@sectionpages {23}{23}} +\headcommand {\beamer@subsectionpages {23}{23}} +\headcommand {\sectionentry {5}{Conclusions}{24}{Conclusions}{0}} +\headcommand {\slideentry {5}{0}{1}{24/24}{}{0}} +\headcommand {\beamer@framepages {24}{24}} +\headcommand {\slideentry {5}{0}{2}{25/28}{}{0}} +\headcommand {\beamer@framepages {25}{28}} +\headcommand {\slideentry {5}{0}{3}{29/29}{}{0}} +\headcommand {\beamer@framepages {29}{29}} +\headcommand {\gdef \insertmainframenumber {17}} +\headcommand {\partentry {\translate {Appendix}}{1}} +\headcommand {\beamer@partpages {1}{29}} +\headcommand {\beamer@sectionpages {24}{29}} +\headcommand {\beamer@subsectionpages {24}{29}} +\headcommand {\beamer@appendixpages {30}} +\headcommand {\beamer@sectionpages {30}{29}} +\headcommand {\beamer@subsectionpages {30}{29}} +\headcommand {\sectionentry {6}{Appendix}{30}{Appendix}{1}} +\headcommand {\slideentry {6}{0}{1}{30/30}{}{1}} +\headcommand {\beamer@framepages {30}{30}} +\headcommand {\slideentry {6}{0}{2}{31/31}{}{1}} +\headcommand {\beamer@framepages {31}{31}} +\headcommand {\slideentry {6}{0}{3}{32/32}{}{1}} +\headcommand {\beamer@framepages {32}{32}} +\headcommand {\slideentry {6}{0}{4}{33/33}{}{1}} +\headcommand {\beamer@framepages {33}{33}} +\headcommand {\slideentry {6}{0}{5}{34/34}{}{1}} +\headcommand {\beamer@framepages {34}{34}} +\headcommand {\slideentry {6}{0}{6}{35/35}{}{1}} +\headcommand {\beamer@framepages {35}{35}} +\headcommand {\slideentry {6}{0}{7}{36/36}{}{1}} +\headcommand {\beamer@framepages {36}{36}} +\headcommand {\slideentry {6}{0}{8}{37/37}{}{1}} +\headcommand {\beamer@framepages {37}{37}} +\headcommand {\slideentry {6}{0}{9}{38/38}{}{1}} +\headcommand {\beamer@framepages {38}{38}} +\headcommand {\slideentry {6}{0}{10}{39/39}{}{1}} +\headcommand {\beamer@framepages {39}{39}} +\headcommand {\slideentry {6}{0}{11}{40/40}{}{1}} +\headcommand {\beamer@framepages {40}{40}} +\headcommand {\slideentry {6}{0}{12}{41/41}{}{1}} +\headcommand {\beamer@framepages {41}{41}} +\headcommand {\slideentry {6}{0}{13}{42/42}{}{1}} +\headcommand {\beamer@framepages {42}{42}} +\headcommand {\slideentry {6}{0}{14}{43/43}{}{1}} +\headcommand {\beamer@framepages {43}{43}} +\headcommand {\slideentry {6}{0}{15}{44/44}{}{1}} +\headcommand {\beamer@framepages {44}{44}} +\headcommand {\slideentry {6}{0}{16}{45/45}{}{1}} +\headcommand {\beamer@framepages {45}{45}} +\headcommand {\slideentry {6}{0}{17}{46/46}{}{1}} +\headcommand {\beamer@framepages {46}{46}} +\headcommand {\slideentry {6}{0}{18}{47/47}{}{1}} +\headcommand {\beamer@framepages {47}{47}} +\headcommand {\slideentry {6}{0}{19}{48/48}{}{1}} +\headcommand {\beamer@framepages {48}{48}} +\headcommand {\slideentry {6}{0}{20}{49/49}{}{1}} +\headcommand {\beamer@framepages {49}{49}} +\headcommand {\slideentry {6}{0}{21}{50/50}{}{1}} +\headcommand {\beamer@framepages {50}{50}} +\headcommand {\slideentry {6}{0}{22}{51/51}{}{1}} +\headcommand {\beamer@framepages {51}{51}} +\headcommand {\slideentry {6}{0}{23}{52/52}{}{1}} +\headcommand {\beamer@framepages {52}{52}} +\headcommand {\slideentry {6}{0}{24}{53/53}{}{1}} +\headcommand {\beamer@framepages {53}{53}} +\headcommand {\slideentry {6}{0}{25}{54/54}{}{1}} +\headcommand {\beamer@framepages {54}{54}} +\headcommand {\slideentry {6}{0}{26}{55/55}{}{1}} +\headcommand {\beamer@framepages {55}{55}} +\headcommand {\slideentry {6}{0}{27}{56/56}{}{1}} +\headcommand {\beamer@framepages {56}{56}} +\headcommand {\slideentry {6}{0}{28}{57/57}{}{1}} +\headcommand {\beamer@framepages {57}{57}} +\headcommand {\slideentry {6}{0}{29}{58/58}{}{1}} +\headcommand {\beamer@framepages {58}{58}} +\headcommand {\slideentry {6}{0}{30}{59/59}{}{1}} +\headcommand {\beamer@framepages {59}{59}} +\headcommand {\beamer@partpages {30}{59}} +\headcommand {\beamer@subsectionpages {30}{59}} +\headcommand {\beamer@sectionpages {30}{59}} +\headcommand {\beamer@documentpages {59}} +\headcommand {\gdef \inserttotalframenumber {30}} +\headcommand {\gdef \inserttotalframenumber {17}} +\headcommand {\gdef \appendixtotalframenumber {30}} diff --git a/paper/defense/defense.pdf b/paper/defense/defense.pdf new file mode 100644 index 0000000000000000000000000000000000000000..672e5ba7727ad2b530728ec672087cccb78ac42c GIT binary patch literal 721372 zcmbT-Q?TRT-uU_6wyoZ_?ew;7qql9_HhbH)ZQHhObNY9l=RY%5=Ukkb+$0y@N~MyO zSG}{=C!}&hBD9Qj?9ik$3xg}rEX)K91UA3Tp?P?q>7|UUO&m=LSXmhf{^tfwFJflt zXk<@7FJh_hXe4B0U}I+Q$+tpsVNkRhimBW5}l>M_I z_-L8=t4Ljon|v>xBXkzqNO6fpNPU_a9yc*riW*A5BKRbyeAmqRdFbKW1kVVl*A{iU zL8jm>_RK?fiVi@9Ai#J|Bk&4Zf``%v;y%SwNr%4+cz-&*lYD(-`&Re%W|fsxkz*;W zP@F{(a3}oNv#XMFf)Tod0TD~)0@0elBPFlT3i(qHb%Giu@0X(A)!shvisge5FjZ5= zv#2nhhKAU~7IIR|2N{{FxDf`8F1h)sXBsq}?@>Gmsy#uKsVJMi5q_;yn5F;jTvw6q z3$8MMGv^F!5_e69NpTu?+CG}ziZ;Qt*V?T8DwqS<@wjhTo(;O%3Hoxavt5b$WV@3Qoqz@Qvwu6vYt7w;RiOoGYe54$Q84dV?>$vaF3CoDuknM=7Vd zA^-H*Vo4ZFelxfP_0jd7gh67qc`2AZ;FW?QQF>v2Z_5|Vmg%B77|^Cq*l0bsFqwU< zUD7`ML;{p?U?;+@Pbz#W|CY!SMq-oxU~MWh4gT7%uJH#xP2fmgBfm%f6Sc%UC|?;` zUo9iF@9JE-9afNaL9+?E-~G8qz~gpqw|dXL=sHy1J+Q(KprfE7?(Mo&oXe~daJApP z@dPppZDeiuzboeNqkmQ#E9<{6J0=DO=Kp%xX^h(Aup@S!Q`?dt1nBA7i;t;iw8WQ* zElu9~N z$nMsCFAc6U-@!IiAgB3_K#Ole9BP0TZgJ;0c!(hK3)s_uiAqUGmGYlMwE?(&&=tKG z-51^MG^8M7ZLJFSSybbjxp>)SerEb3?^~N0RYZuu$T-fNbw9oZ>NY-^%CiWga#|5Z z*|ij1^?8}AE&4luS4IdnTKAS~Vs7dVk)ShJc9bkjM4+jzXJ-2A2aMQCva+Zz5m=>csBdd>WCi%adicpRQ9b@z(W^F?e1Ep)4O z&I0c30)iI#H)LA=^G|9B5f47&Grlk+JVQL==O_Kah-Qzdtk(mvk!WV*3*1Eby&KTe zOC9%j2S;>dgw87vrf0q>Yxg0)!gE1phv+BLV@BLx0LsuLNh=RhI{|Kk=nVJ|&9`oH zvSWVR7^8#4bH$ugg;eG!Y}y)yER&xQ2&cJTSMFkWa;J{Z74XkABm+jXZGjEW6=Xak ziB5mmk|8j@W0b+`F$jc}^yG>ca;r}zj%CX9hL+Ihg3Z*F;rt3GmZeJafkaK(O*sT5e1@xk53V@U!QhF&4G?0d^R{bG?={j4c_k*;iLy_7oSe%dw zF}V;8O2Uo}ag!w|8&hsD0M|LBgMcfpQB<9Czuku5aUZ5VV+!3FQ0le zmID+L+O>rGDhjFHBC3(uoUC_Ux(u5p7wY|nBm_ta>w}@Ao`Amagg4g!KN_BQhbf)+ zy``Mm`S3}s)Wdvk=A&XxKrZIbQbRO+%n<0xvq3*QQv?E1Fj36ruxbNa309(RMkfV;H zfFNYrz+6`1ik>-@!x{UD0!LxqU6KfiR8lkPP=O4%1|4XgVp}SagB5BKTOipHXoX9z z9R4KSGM83PO2fk=vas?=>A#=DNwMwxsPTB{@4R=+-ri!5fGq|WF(+gh(`M28b+;4s z1Hl4Q(Lw&7ProKq)5RfPxrtqJ@X1q;RDHKK1~)9uL39K8XBj8fUe=J$s4SN%!>>uV zLxipi60j;*9D9Xje&xh`rF*1&H4{fDVdnuWAy+9`{G`g32QLZ(BcAXF2?jH%%ynzq zJ^*4rf#VXrOrH=Wdr7(j{U8E$uS}(&&UKcnd?p`bvMku8r<7O1HhpS1U{qAnIME7g zcvloI9165B*OjZn3|Lg4%(5TE9QJSF>dN+s^k;mGXENFtClNOqOY{T$NCy2k~B#+EeO`l|VXq}mdBhRr20c=rhz_yge`}(74D^?UiJ9WpLhS)c9|ERvasGRs9EDnMXjXdR6k|sn0EoXUgRjDBnQ$ z8|{F9PXso`|Bwi*?4197B3RjM3?Y40>Gpc(&&2L_T^B*lw26Tf^Wkv56>;>u3aMk< z$jo)F+;(3xw@cc)9b^V2l#`YG(A{Qa5T zCv%#?I6*p+CO)^CZo2CW;wKh$rofr*mLa;haoZ_fb$$7V&Gq@BGvhD%K(^PmtnJDZ z`Qv*h-u0z)f^MCiNj9EuEvVMC%A*K%6p^j$2bu?aNh(p_BY=k4S2 zuy)iZ6;)d*tE@u55c#;%y&eLRwY8Mh6Fv`!&x9;wZzg7D#>V77GTE;C^#|Fv@iQML zxJ7%pS;SM1NnDgrWo@rtW~a9eO?q$j1|SR_2~3(%_8I0UOS4)>qB)Np>^@$l)jd(y z%FN{33qR#$H;}$6Kc-ElrW1&|gyWBC3<<|MmJ9jWRn)Y(u3#c!f&{}?Yahvw4-q|$ zy95n&j;JO}kQ%t+>x)a!VHZUp$C=C|&wt=cB2y`|6x7l&-()nfj}D(R|>n;jY$i13D} z91q_z!B7vG9FFe=_8#GmZnv%OYqXCU&+jkWkL=}-%FE03>z~0AUFLvBlG^vRQqad) zd9VE?5$k4d9?!a;m@YOEhFbJG^tuIGusJ01!uX^ylJ0FFS{EErMyd7(omPC+tuvH%1u;Y887vQnmIh z{A-8JBT3sZ4nMPQJECd8WlPvyDQP^B=Ff|b$o2dSynwcUH53m=^m0Hdd+2@ms{oQ{ zV}NG`;NtAD81aD_KV(7UYUzG`mCQMZ*_?6R`2jn~C?wqWvj2glK4E8z-3)VM_Fee; zi>|2}@yC=#0o~n{ouLkn(tzq`wAV^{xEjq%X^9d;QRi5?X974c6HX8@C~sXw`~+n7 zwFV3dlZ`H$LgxF1s|1URBP&s8Y&n&j6{&Qgmk`ph_W~w30=5x@4Iz+rk~!3Y7;Xuc zX?!k4t%GRHbT^1$X=;{JmMZbl9=cawV{r zRvK8c5}`VZI<82YEyEj+iVDxDy_L_KoYRnh0c z7GbJ$zoD3HZ7{E{1>>BDCT07CaWSB#y(e6G>33X)u;kM&;m#1yHKkHMINBWAo~7J% zpTqTnr>kE|fEKVv&GF7j%oZ%G2%s>K9=CD1VaxAJ7^?YBo4qTsk2voIr5mdB@B86p z-C(TYo2z_ou!mG(;S`aW4y9h>&&#%cSRstc+6};y{atJs@MgowI5;0SGV%z;Lx~Dv zz!?FUl7yK7^2#X*rDS)5Z^{%6bv zDo~^DK1BvqTbcYx#w_%Abh{!+VxS~6Ul9wPpE&_Ytg3nT0R;`IAT_$ETZIe~e_=p^ zBiLq9yRS^l-6APNJcZLX0_1m)L)mT0G+n?JzZ$1pS!$$2G(Nls80zlpX_ ziE36ku!wW{pmV)$R4Stwf2LVPy(;Ywv|VnU>L-&H-kr%0>&8r4jPg~sEm<$WES{gL zJ{nLD1EJJyu^u#cu2lR!KTUYT#ZDK9{f=XgKvM)$V>qFi?1YSl98IJmV#85T%do__ zFOf*ocdYLhj)1PDV*4oXID}a~3y3w=U<*3G0F#+F`g}QtF~f+E?TN`JxF~1OFnk-e z@i|*WmxugiBbk)c0znL8`?B?FG7XMDZBGy-_J1dQRF7uGDwBQBvydJTU`6vROEdOL z1}zmPS1^ag?yTF2V(8x@hWMe(AgxWv5r(C$udksbJ9W}v=g6TDfNl)s=$deTu8z9( z_T8uS#-F@y-JUKw!Di(}WPw>2^RSokVTB$Ahq3I2?w={CuJWqx>WYrP zspP+f-_NJm2x;I!2G%Ivvcwoy|1gJJ9G>aS>sD5})J6BwVu5p1NoB0)Al1Ce(`M#c zlsz^j7$e7B|Jzp*obj4t99`Ii#FXH|^G1*!E zJuw*>SXln+#8i{CS?56PdRMiznd67vE^w#PXaIx0APlqF`iZI8qy-i5@ zTFT+8Q82mWOE{Z>70>+9g{8njmJtiOn~I!Q;6;uNqg0*4Nz?Yq(p%j_6{jVCBGE$d zB%HdpWhw{EhJX^uu;)MM&ny%a3N>3IGiz`ENu|}Lrd{#HK|RL#z)%=;$dcgi#0KJz zp_>_qY9K6eHc%yE7o60Ljjrwd^4n=BJO_Mpq`zjMg_OieWrvP zTy1DPbWQ?FV~9F+>bO3m+Q5VFY3&7@5+QJmh@b zO)j2jt;^66Tsl+>Z~ra3eE^S@>;36P4hjY?&}?nMi=9Xih$auet8BXU2d=c|&MwcV zQ1)i*s5>8mh(>hO1S=Ot#8d7dZyL(D>qxTH)OVZVA-v@5c3n1a+YjEBn z;VjiIjEK-+3Xi`TIZ|J;RBqJUK_{nDq+uB!?=G)^IwZ#3e`! z4q{CE6@*aB(oVqg(zgv_6cUL)7hX>HTkIlyL^60grD3x!r_e(*@ZPC;066*OxoJv7 zs&)sT=H`+$2*Yh&c?5*s1gRj2fEwe}3(^is!8D0>rH-UTu_U8#G;JvHe&Ko32Akru zbK_vO`-tw^h!9rJq|;n;^*iQCUjX_nq6!}#sRr5c0&Kq4cRl#N@6S?1Lv-3wgZjL& z13M)|NNR~*>DXCG4!rmdI~dg#lF~bp54Mu-GDUa1TKh=0K6=n1Ss!!6m%H&Kk)NII zIYQdi&dI3YR9witUMHp0X|I_?h#h*W@-PuPi`l%P@@nrghhDLc<1uA3+cpz|Yr^ri zN4dxT&E|Xr*mxTikDVHa#C6_lz;R(4G&uFRfnJji|Od;pKP-`BM7 z7hRRCpsoeS0adrlg$w`J`&C*4gx3@7gQg2Us2V%vfxa&u&yRDwz~e>0N{U(AN_@}b z!s2GpsoLCfbcL2%CeNc1<@}n3We(Hg@XIxQ(NnldctxPbtZcVmnsT!(kkuu}w&0`; z446DgG9vMyLGOdbLEoX^boMP!xu5{TifM>iiqXyo$)1oOnr(su&;%l+XUuP)E< zhi)Z-#|Ol=;DGLbFoyF#8pHbk-IyBoQ-UBH1zt35OBmD@LFDa?e~f9IA&xtMYwPY3 zRH(z#wENL0mbSo0Fq`ozlCkT_Y-lURK?v2yNGc@$F2jOeqSI@u=J@F5uM6}KGO7QI z%uf~ypovXT;>Z@g+8tPV!ruZcWr__MT3yg7(a9yEJP-AMfNHPHYHRhR-j1W2Ob7k<-{8itYub3YsZ8qy{`1D{81r{m{1!y6g zE)G1tw6gUSc+&rr3yzpfd8TTf%;G`~yvXuOFgT#$ima?|KCN0>r3-<$Dj`Q~SM?98 z@Qc;k;T}paLKmyU+jU1Iewg8mVfoyFK}}6$ndSMIpAQq7vnd#M)7Sqo1_}?oRY+k1 zyH5G9G0K09foG+_j(YQOPy8QaY%po{&LU|48uR?u7-Lcq&Nk;)4*N!8qI=t1wfp=F zJd@`uyPd`31QBvN4&Xe4C|B@!B01TB*da^? z?6{Q2dyUfHs3LTxU$Ij%MB~>f(#Kz8CO&YJZoNofKhukk$rc&+k%a|@GPwP%NiqAA z6>{T0cRTnrqfBi8Tr*gg5f6jvdd>7&)HK{P|8Ha7|JRsn-!6#3e~dwp+x}}z+K5B& zcJp6j^a}nTW2T#?|1pLd{pBsbFQVg`>);<_68~k4)j!5yCeiAtBQH=oPR$ug8;rS~ z9b2=*HGJt<-(C1PBs|w4!Y-&+ucZW)?^pQ9-mhedtj~I(TWJzZv;|(xg zhevZ+ag&m^wV&E;_p7h!8b#rsKshyB$^!>%6iSX_Q*VB-If?_SpH6F}<_D9>tc$9w z*`$Z_yFiQ%$IcH*$rb-B=@@`~Rssygd^#I3gcS`*9W%b}aZWs)V3t>w)?R;_J8xKr z64eG`QvQS~dS1OdTJOPnEc=36G7`wHnWZz(PV!Ss4MhQ?*daRxP9;Q~5ptmo{N)kl zR!&j!^Vg5iUK>pns6*{}(c){~)9A7a8Wi$b2J`>B?a&$cE%)2qGwIaL6!Is)b-7cD$XD6kw7o zDBv{zgA5QWP20r{m=pLv$Q;b5nO^RtwFG-mmzV?nMFuOv-B(>(-%(aVc#Pjl2T++r zmLzp0d6;VEJ`Yc3fXt)6VW|3Cepu}Q!v%*uBL%PIlP*&Q5J-q!fXw-F3}cCvx(rUI zo1saos^`#G5WeKHxEpFTGAuu0H0BsPt1?h@(ztJ&EJv{GYYZEM{Ze*Q9MUbyt_C1~ z7*_pR{w5uH2@?~M?kcln1cw=4QL^g1-LZiU;??jA9{;6fcBMqg+#s3TPlPWP-s-2d z#H8>-W6W_X7mznw@~em(NsQHjoA=#+7Pt-2{$S1G{vdHkN5x1rQyDWHSB|&)rx<21 zEnDci#ST9UV#||@`(%Jy)YoN$KtDtNs)sJCr?Xi4m$x5T@9ke?il(jpg$yz6u=^2q zro)t^-AA1~=(y6qLM9=)v1^v-MfvM>>;o6=){D&TeURBU;VjWE44F`IikIKze?sP{ zhLe6)hM4n2Hri2Sok-9gedQWv8G0O^g@m()`_ zVgU&I3}4&}$xZq>B)&-(y}{8Y^rq=5MXe9{dt-4mkP`hf2&}8K=!OWt4f=IpOdZ&a zbgW$189zWb4^~4NM$I^nD_~50wZqJkby{Hiv&nC6d)zAS+u}N02fhD?(^h#C&hz&y zucZ{f*X(0IA+U;nbfq2_n(g|HimPeo$XS7zRXV#B;5osbAv6q*Mwt^2ZILmouZVAu z8+y@u;G0%ydz)fA!Sj8SvmXFm&Pr4hYf_zGh%&+0$ z20G-oSeYlr%X`F(Lm_k29N*3in4M@oK9Wr|qOUXclg>PX?hgnsv#s|3K+J#W7$#Ou zrvJKQG}i5LhLOCERWFFuO0_3H`hd*A3MrE>#6sn9e4eX+S$N~sZsyTUQiU&*4Me(iO-7ZR+ z)so;v-eCN&X`NU#qo*W-5XkT4-6ojC8-FtrV)t^;K3O_Ay*96+dO0upWjW10zOIhe zXD3z@lrGzT){l?%j#`oy`00B&Im>rub(|HcUYgNHW!`jWEsed7`pA%GKdih?dd|+~ z|B)iLw`0~`h+yry8FfcVXNxd%X$2%%)@h3rXbx|k-)pyfrI7VQq&F-i%75h5DzkbAd8fyZ$=Uo1e}1=2<7sOAKcFc*IfB{_z%+*Wt4GK4Zoio1h$V zrkryaH}_NjPi+nlG#AmW-F;W5$If{6b>;&Jrf5GGi+IK{g#*JL%0&A&=8>)v`Rt8Y z`E`$}piC9QL%&qYu*Q+FQ??yoXg`K}uyCLrdiMn}IdSd$S*-BJ2JH(_8}U>44OJ@Z zjxREL=#OQ_vhwBZYCc#Z<1L z^HbpHi|;4?a>B&NM#z7k(p|4L6*R(bC5YkQLcX^-*=I?LU>t^U$^>Q@g!1aLYx0SdOCCOP# zICY*gpWn#W2Ed=Xfa&B#12wh^6Hd>O-AHyJ3}zC>8*xe8-NgQfOoi-N$d6BBPVLKB z8dKI+$&Z)aGHs{!Sgf4^Daj4&NHCp)M-QiS{%wp!MCof|dd~NNH`^+PUnmAl)G?<0 z8CZ7eoMJsKlQ~RLjsBw@n^=^gJieqc5Dc}JsopDJ{NeEf>O1j+88|iJgafb?&JB!n z^%MJ%i9%DRqX)p!ZHKJjAh$o>IE+dnwlJW{VeKGHGQ>cC}l|6DI){7h;*ey7(Z#LRjmto+>e+bSYf% zcflIR$Pe0u>IinSpYOG)Dy*z;KaD&XuLIfzX086qedzd;7yyw-{zuXDU? zV!o3fA8-)G17)pJ5wgQ0AjocA;7K2Ynu1kPPf=AHLUw`{erBaJ#0G`-%7MaSniA3$ zhXe-*^s8=~at-yw0hMv$3cK3}3|=FQNB*^f|WSmTnjmh`wISNpcrFs-J# zWz>E}EBc-WtNSIw52R2bf8)=OZx_eCY`QaNKmG)6mslxsj1z1Q<-Cp=7VZ!vA=l8o zL<15Z6BwCuaj!Qj=Us5Jw7ef{Q=5?ZmRoLhC}F6RhfL0M#EV|bQnzqB<=$u&3A>Ql z@WX-sCUu9~uD>_5Jm4kGaNV5NiSuNONKpz=oT?h(T$x<}!jguFhfk~!IiJqJmedV(~_ zm@QmCAR?fuCA8W#IRP$>m+c-V$vD;q8!Vo+Ok;OyU`WUD9td$3Ty^o>W=U%=b$WPh zo9xLLc$H@3+^Wmja}hRkzQM$|ofe)kj1Ok*g zp|-ADo@~yn8FPr2!F5Mh)i6~*>LhO3GAz-qB`xNQnKcNCTXpHHV}iP z8VBOE_)P@}6dC3%)o^=RIvS7=5kO^wz2Wt`6lB9*S;!sN{UTQ)^5Enlj2y7Wq(tp-7wy? z?hX0p!45f@^uqOVz4_Pd-0Fv(EOJ!$Uh9nT}5mL9y;zQhs_W$BEo{Dx@Qb*5U{|k`XgP zYIO-TnjZwRTk#FrX65P^TC*-zbIi)vz6kHTc&*$w6TZ)BfJnUc5H{so#18&;V<<#p zqW#^I@n+-gt-Hi8LrJu)=Kg0=<%77KAH62}^M@(6373vYIL7D7%U`pDjQ7eP7gg&k zZECv0B*BHo*Q$x88iL&-Z?dBC^cKnA#D(>{*F_CQ&j~LkLS_673U&Iw{C))>21IMw#cruPXE>8l?fiNuDA z)CfFVkG$>9Dd3qQVQb?Y${Nm(gaDeOYxk49O&Wo0gmLG^%hmv7NPI1FFKC|^g_W;Q zt6Q6W+LtV-uo@?0%Qm(tO60Qx5iZ5iV4X7}q-DhO4i)F>%R z1atFM);#ZKfDx-|#(Vgpzk|ieJa7ZRh%x1MWt0TQ(vf5KKPGb3+(I?6ktLc#iPZAvvoN2#k-@0%#e%= zhEew}KV&P8isCujai=#wn2IEXYHi6J z?Y~0nzL+*fOP{|MbZTTuu&vP$%~k!rUL0&%?T}5_4TwrhAAMK9*pTk%h`c=iF;yfz zkREg1GWO&=pV7tp9fW#-d>S56*Ia&H)M>`H@FXU3FpJJh0ZVy~>V!5IK^K2z1MOKC zPnNfH7zN)uLA@2Vw(j^)fP{#=X0N|oZ{=9OL49JNa(2XaA3ID;f`nOR?r}- zW=ug5;}0+9xzTYAkKp-u-F?%(-~VxcMuPp*>=7uE?cl&z z_Sb}?Q-#q~*?Z(Y=T9FUN;=XkWys<8nt}zHZc(ZrpYfaLFzpA5xnjM$M2O#xEK`P; z9aTd=GkM)K_4;$|7QMzV?UDq664yG6;wz4WZVjc6jWUj2;sywdGRk%cWw>$FShj?Z z1F5)<9sTxD{g^n^sc6k97=M6UcbWiRN!JTpybY%2G2FY$1K$78#-GfpB*~Cv0-NCwtDj0D-e`R(}Y?>*CSpk_d zpELo6V-J#Iq1{k_G~aZ>)dj~Et3w%5qo6K=adK!syt)0@cw#t1a8NuIU; z6@TTU`p7`@8@)v{3avqK<*u=>XQso-;BG_9N@e_su7AF5unuf+I1_JZ6;U_!U`x*> zat0*cp{56C|HAiBYtM5xxczrZZP*r95j34)34yzaWRXb&`R{HKV+;BT-;2&2kU9@l z3uDh+%#HUo%1JGqd{J=2>sg>x<~8b->bS`oi$Sp`f!_C(soH{pr#-RQB>>na*vXKc zbHG(wvRJ^=TxL~#sXK8Su}8S)7dutg>K)fy=CaB?(B^V+U%rA6){D3E>Y_W?_I%%9 z8|iie>Ch^wZt_iE-*yi@CqV~a!=4HSFG0sn!|?_>BaM=q2}>Mf z^(-?9j3P1sMh97k?oz^;iqa#UUe zJyXQcK|k)jyCj1eC-J(v&FM_EZCygaT>L#;H2qxn|X?;Yozi|oI&%A`vu@=YO;H1au_OPILtB3OZXgM zsa1c_#7_A!p32Vv&tt2p3T_RHNzg)EjxP|QV79VAhVhd;j zX}pS=HJjE1wTFk;sw*M}D;^M>G6MvI;u-~NPz%p(7oH|G#wE9Rrxqm)UH0HNY+vYS z%fGWS$qhiRDR&3Xt)KiqIuSvhM}ZMGMCJAhawN^G-XO`b>97U-*E zX=*Im>B6WM+NXUeVCpvjg&?^nrEnP8b~y_cJAA(;*t(fY10+2uv;_8Xa+D?Vy^BL! zb9&My;OZ+Q#JM}e@@h}dYLEp70)UB%#R&$0z&PF2W!mOTwul(whnEg&m z!$nT7S{JZD1$BluJL-+XXT4hKhK46S6g%O(PQX9e)xg2(5;xH(s=<)43(gw-JI(A5 zm^2udH(iRJ?5=DTJ1eHjuKMmUdAnmAAdwZ1v|>N+6?MNd)qH?C1Pl)<4sWdR~(TB*}BcGq)eFPs)f?%}(6~U;h%$}O4$YMZ90M3dri}}jNvl|3E|8k)Or#ptP_^E)UB6x8tm8%n=Qj1FAp8Rdy>DWj%lEx$_ickb$z&oS$;ZhApa?z3z2LETU2}i2c%l zQU^j*w1-SLm3hWguxE!)D6JB&U6d<fR*OxOC*nt{=l$%2L1EQ?$M!mbFhi4Z zN6wi*>ZZxM^`b9iKW|O5CU#xp>MJqlW~H;H-790XYHpq}ca`~a(h?f^?sK(%vQ|ve zHi3CG8}EY7siNtZ7n$t*Z7YV`HxMw+&$(*c&4B^_ca3179Go5VNKX`bwtL^#@G?0h zSAsYfXx-V(v`Zbk_awXb&`KWbg@|lam`D2i+Z2E)$*FNga$Y;+*R5B8D?_qE^wwt8 z8W~_q>LkRnwC~;dr7I_#2N{*%g~qb&1KGOa&xAq0W20qyj1?}k=Fs$0QCQ{uqLa{X zwK5lP;jkjs2aAGldlEPA`VV}wZ1!V@OV-Z*fo`HT#k2)Vfon{;*9(iXyD1FBTb>)m z+F9qilPog7MLo}TDNXll=BDkcWxXyO;ko8@NSid*&31uweC;h66O3Y9{Y(wFowug* zRkn4O6C$Yvt-;c{x^dZCeSpU{f6Ao$&o@sEmT~7{qeQ;YU9Qu68n2^w?&IyD_6Ix^ z$gaL8`1r+P>j-Iq`zJ9(Kt=J}PmTa|fhDCqD2)9HqwS^WBs8dXSC)`!~g^ zJR0eb?Wz3s;_lO{KUO$oSoO;5wnL7h*-H&&?kz*hucGwb01F?8PD^rD2*bkP550lO zUGocm1`1IvlNt6RZ9J-r9Xqu&MpS81rB990grFp=YxfyL=Ex-X0wz?ZxcMO z&Zk_Kj1OWiL-8yc;VSPs_c4IVn_?YN_u8|z-)N84NsI@}kzF&zB1-q2$M~H*jmxsB zNx;OP)2-$tX^-i46%EqlZMamjf5^&Iq{z6``sNHVo|jd9E>leFD~&algy-pXGPON} zsv}ud{NAdos6gURSvJbY&mQ+|#y9P`FQzPJPldaAFf4CvUsv5|qqHAf(%+4`-y?il zbiRD)FMq2cqyTAb>AcbRS3iHP_M0G*7`r1*9fPA;dNMOie61LjrE z&$y3i$t67ejfVW2L}WbA8|-|zHf|4>MIm?{hU9DD;r50(M{#LiQ6{)Q&xUkWO}1`E zoDuXI2u#?SFB#?*OOxH?@tCLDKVCK^YT>&ZZC^id(UZ~|JY)-RT+Y9IjKi}I9_*Oi zrZ^76hNOuNRTuqt=Yygi3ao00w9GWUFWHsNIf>yf0qtxCq6;e$L_M#4EfUI5tEPCBUBBxVQq`sEpR4 zPm(|iTBy0+m+O9pGt1R`j-&;PSX>(6mdA&64zqi%F!kq)d42*?h*&027enugr*>fB z@1GJ`B;a6ReB^_yqJp%;zLK^_qqh20bq0Q2Q;nKQFJp$%qM1WX7rIRPtoTG9kdhzM z@Jod`!f?w@a&7kP7|9r8uRFyn)Xh*d*>SFR+gx>NRlng+Q|7mQgh)=c4IXM09objR zH<20A$S?2`5}ZU>Ug=$OrE}9lhqG_a2_EdXxxLu#^ZLprt4hQ*JXUOrq$KKVHrg}WPI@|ER`eKq)({M zGgDfZDGr8o(+;{z$xk;V*`N{D{|^s(>&st}2k3HM^($YnJ* zH?Am^L{J`^{kKrU!8uZzl2n4BpwwlH>>$Yu51LazRJ^`{$i&w+Bcp=^yM~1XD-y-a zNn&nJq7CXgheT&bzU|{thj9cg(%~MprCRIwxkiaKA)+yEgajZGVtqeAv3u&xhk%R0 zv=8x@s3l)Z!xDZos--WWl2s~MCTCQT1HWCuSAvbiaUeL-STrgD^$NETtCkQNKm;P# zAsVSCY@@cqRH8c(mm3cYg%?MdFW%20-qb%3?gyjZo3G^?yoXh)2jzu8MeDC6-K$|>dx0SR`@DX*p0_z>WQ8_wP|>XHo`XcY zkG|^w%))h1H_2)YvF4T|uwSvNW)c;5H&~Qf0KdXv6Na*+A=xt73iJ(LGpCL9xQ9O` zjxHh)7)yW8c?` zCS%F@zX=?H&iQK1)nb9oFQk7U!>dijTvjs|uVp(bx%mAw8 z!!#}@5e0ptu?{@>=nfFoTvGuCucuC&A6&r-W15jeikz#0p*c$gk1@Yqr*`#TB8Ox= ze~}Aq??cz2&N8|VIfp9aK6TCIZg~z-sg1k;oURU8-z4_JPw!ztyny3+`qB$C3^fP| zGGw!q#lLkE=ApH$HF|3~isY$79XRwban5}$hnx6ZbQfPrcCWp(37(AaO1G7y-lV;B zU#u2LFzRmSK6bv{@o78P{=kjRdLvZ9Vd=JCZdu$C&n=Xad=YO3bS+C_U%+Lm(|y)h zGU|~OqPK?}o<03$w=^>*#n6mwUuTo`aQ-vN#@jw&;j&4j-Z=18@w7yZHyvg5r@WTsGM=%P{0;f|cA&V%EAiiKZ*+V_iWq2rmzf`5UZAKC$ zCfK>xa5g^*4DLdTv0~1h*7$i39`WSB2lbOc{T8$3(-#y*h9#vPCm^!HqBYq_)Vnku zD^x?a+SAxl^%PvJ`&0{FmBIJzPmEl1Yu9}Vp_$F-?cjJvr0cCL3@IIxbPUn~#y0{&q%ZTTdeqTagz{meYdu+4gnV`$ zs+DU7yund5-Ow!gz3ql?$K+C$EI$wbYDoqvj>f(PjX(bSX(Zz`5NK2gi8mBC zt#6?TM%MC4W_2_iQjUNgTX6YPnyA^^^x`5VpF6Ft8(7sBUP1F<NE{;8=bMI8*jSn zz4g6?@u4Qqj==l4o%n$C-60DS4{RtC3HFreAB57KI-h$EinVH1Z2gDktvDaD*~uCb zlKnP_XUmz_=yjX6u88h5HrsE->9*bs6{^k4gc4W5@6V-gzaHP@Iyb@$0m1Pr*_vG3 z%y8FS*9n`&L0)+}q4?immO&I||Ec2H|HGy+BlCYhY^kB?u-=B`{aoFX&q9l|K|jyQ zY_*oaoWSX2yT?wB5GgcnPBEK%((?Jd3Fhi2G&VW{0JOT2F`j~S8+TC z%J;UizC1*mDOB$`wVh7dm|Sqr+=-|I5mmDcL!_t(7ye(&yb$uolVbBY zZ?&pRQ@v(Fc3bD__=;YS-@XXU2AY?Fo8k<`^*ij#)-TH*V$*^IK9Id11IIZ+y=^JW zmQ($3HcY`6oYV%Nc7>@Kc*08d<7!Ozr0I`QXhLEa?7U-PGr7Czj>7R0MT;Ev)1t#L zd+!$aiKcxl*wrq9Lw3?;Kf|{M>R^?@S8}HCpx_rT(I6~mXYL6&v2M<3hLdBSQxD4M z4?PsOP%YYMUZOKJ*3+jx(f(eW=a(S_UdoeB;)AgDp&M!k4b~QYB2G@`#(gSJH~7y?nX?RNd3^Ngf!J-LvMd{a#}cpZyum$b;AN6NB>FU3H&BCm@(2 zhbi_nFdS;j!8_XkvzaiZi&oL;zd(P%b_=2- zGgnoWlNI;qZxZUx9J^`v>9eS!fmqcj67ro-8dkKjFueF^N?r8W+^@3lha7QW(w}-N z<$K!|Mwn_I09ic$;C*ihKm$sXH8Kr^FeW4Ez}CCNNQaNW=K1)dkuZQ}8iUIE&WR}K zIW!@n~_ zT;+1@C@6`35NGT!u9`N#{I~Z20pnm0LC|zs!UAML#+in?F6|izDu71{D~{*tVtZ@T zj3h*ykgbpQ`KWFgfu8-y9hE07Kp~}h-Bc330FXE zlO>BWmog_jNkF2R2bCkr?AL_U#Fq7_2;tfnnPNG@_u9;OR0PIpl!VlREF(!C?|+I~ zdeINh;h)LNFdHDmaxnGCgj`^a`eM9Q1uZbhnoY5!dqZr%FjNRAbBeU-WlsY=$B`^}+Ya9MlpAI!_X{W_e>9BnTZ2;cdKt`5vqq@kejoKP zM35dCD!l(PK@RZ^P#5NdE+F*&Jk7(s%P3Pe+J$rSi*2^8xzXj#dSEdikfG)T_rTQA zJHjS&w57XQ7fz+jEYG%p1}DY4CJGF`1R@5T?OZ)j0sFX(m>k~>GxZcnN_};UOu+PL z!5UTOY@z|SOakp4h+`Qu5@2DQ?^D`Q z{peEC=fJb~_5vt|nIx4fG4DnF0EU)%haowt?h$oOwRCN@ttGzOYb_Q0VsZ{LOfhPJ zBDMNaJu>5!v}g9`6O4HZRD7C45w8q#R5EN-l8>61;BfuY7B2ApnCwddt>Nmb_lsL) z(b})Nqr)bW%e5a!UsLC()dU%~pX;>GnpJy?C1Zx|?80;6*QCJHef)SQ?e7KU%dOc= z;!l-&*xFurYayk{C3Y~ju2F&d=HG)+?LoUcKASEK{`z%M5TPbFv69WSTH)S(EnmZ9 z;D$$xuN%rFL!X7eQ1+5&?_=_;4WhRS^>$bw%1lsbCLZ>QowEQGltquS+Uw0h{Oij3 zTSvSB^nYnON;O`jD;JobCW8jc*q+-2Z6gY*!0kH zP*^fzi*tgL+O_C4_VlsPtpG36}uXYWR=|Oo8i>c{aCY3leF8Vh|N%K`@B7DclP_7 zY~p{Z+wI`B`RWp|h-?iT=f#GohF#YaEK+-hgyHWCbAGAr-J5Z6z z$`$Va8>b|FbBcTv&g=P@$SlpD*ZckRac1|UY){y^-ZmmQ0n@iVy3|9*$BiHCcQUt{ zigoP6E#uP9)9LF!*J{+Yy;~ban{7@jH-~rBRP`=>qq|#FkwZ4#KRi>|&ni{h$Ft71 z-XDhVd-v84&qcY{W%7{7jTAtRl`?@K5x49XY<%?{v{|4V!{!j1r|d(7>>-qX_Tn0L)>+lqxn$ zpZf{*FPzdH^Z&>xVb5c$F74ZBH)*n{VgXpx$r1`&_Zn6;veCTwXp3C**j;XNo`#%o zU{hZB%Vj${6h;{ERA*ACQAj@1Fk!YwtbM+o2 z1D9lElw9gSVNwhjenz}uAv@c!NN@Sg#3&vYh^W~p30ZPJLNuJcIUX3|Si-I>T_3i? z45SEyG_FdS4iwZlfAB+;cV{)5jlk8lzrT1W1Q0ac#$X>=pfRSQo*M^7{1Twiyo%F_ z`sk0w_K0RklESN>+aCC!5c;5Ca8T@dYN27b_>=PslFqX0=yhuPJ8G98&${f~&)J2x`DF|Vk7MS8VL-w1@cvShuXq1Fif~=xQ zUY_ej&E08+Cvgwtr5Owm;y9Q;N(WqHjQFEJmIW=+OPNivWcY$@z%W)64*39bd6snJ zPjMK+lEwQ#R_rC9@m65T`yO|7X>120ICsJIOC44b1v^XLmzoP2n~b!N<31 z%NsXzrKw*kMU9~H%(wJ)B6ChE`<1`Q|G(!H!GGqIwEw^D zUuL-uR%U09>%nEfpaxp=)Fab}&qy0AaW-C7ojB!kv)fxjnjBOwTIjHNQixdW)@yYj z1#D9e;&Oa5Of<`+$+fkevi?&OC4kffWItR9!npPbIEq7YrWx~vlXVhT1*6?`{0#qZ zoRa%*oHBbt5IZWq`bLgCXC3n4@5jKb^?}<4UV(8+xA+DQGy%l^2G0R82XI(B$UCNf zTKK7Tc8zA-2J+I?O0zRVk>{#tIyjFucH^XHlH+|~W@u8R*%qcUGeAj9CEH9g>HoT@ z5Mn%8Q?}N6z&FElqreRv1VTuI*GSMsgTUuoEQkhN*bqR5cUyWp&I}rQ065wTE-+EA zv#%2Qs69Wcp}%iNKxy_s`?FD{vD3u~Hv_(x74|i)02`$WCrXt<^UaXebvp}&U;2qX z-GGk6awOuGLzY91i%0HOGXs!t*451k;gFsECF^In&)4&TUqPnno6+*Jjq*|hG#bF< zK2464OHp zAkq~VLi`2ht>GmAL1$|x92G!#N4UQxTHUwSrZ8k4+xm^W5O^$2Jh+Kmwr}(=OlhS1 z#uS%-!<6=a!4%qWOws%|OaW*r-)SA`0=)hUQ+j{=g(+sC+gJY^Q}!ngYMNg33?4`c zncY9}hWdgm?py%HBpbogf7qU3(MuAApqeCHX`O0Z{ff6cwd_1yE9}nUgm}30`31^l3fWkSN$&hlwXy)S0fdUq~Plv<9yNMh{Nt<31P%mcUOzB zQ^1EXCg?}zsN$+Eq1O2UVnw~5SQtzbsK0Z+19q)odE1P#r>Nf9ww`x)m~YVk1ya1Z z{wt*TMf^)J<)SHAi6CLcV(7cxqlF6@HqJID03}Fvg(Gf7gES*XYf*NV`@PyF4vn08 z0Me5A0%wGE6#luX&r;FrJ9bl{m8Y*pBKA%lTng1e%l4-8ry{{Le?qzRPim?R8La!j zfib|c;7TRa|>DAqu>NZocdpLDx_4c}d z^u=H`(cbr+=T|GQeHU%~0%6}mX<3)TfpCgs=Q_lwbFX4ucmBB|k6!eQAh*w_(_>}~ zS-6_+-A(LPuvi+0DJFHxCNdeZlDnJXBb=dJw8mw#DL;z3^X`3>Z`RL=)fE&purJ^R}>!dCAh?98t5iT(K9N z4(ik9yJRNxL{e~vG->p(0)l0)TqRV%v3LbrM0;ld<2-h5r3@b(d*Nve$-}i6zStM9 z@L>afn$r|Qn(3k<$siD6d~`+T(rFoFDvs38`Yu&+(}O;GRKi|w#6WIUMIca$Q7{?^ z>?xWU=w}1UZlXn#nkJtF^E4q1Xmy{&1nXTzu<|rUb~1YTFGiM85nJ5|U^vuqW*FK)MKLjS$_AY+H?O0Q9V|`o+nL(@$b# z8RzLOyKWo8-~{K_86zM`DL{&VaWY2*K^#fklc2A~vYmhsrOx+IGA}- z+@Zo~jZIW8N|5&BxoHo=gD_&fMub6=r-(?6S<6c$4CU#yi(8(QU_Kf?hgguo_QHt| zCRNsI9nQlVdbucI7oA6Bg2uz@rvV1BA~(hRlEONmm2!ZO<8L9-`>^0F`UgAqK-TcO zqK0ia7{T8GrdTeyh$LER96QHb5z#0`_@)B5PYK#LP+eR*tt?1?G@HxpA=h9>OE)0v zvbvwj8z#v(oDxiS_;6tkd3iI1huud+hiPVBjib0kOZLc9X3V?y7+B`1Fc}egL0BPa zjl*OPWJ`ye#Fs2FNhmvF79%gpU?eL|>HD;kU#xKM#X^qaE==jqv#_zaU{osHX`bPM zVk^LCp*mus?_+R)6ho9V0s_tq&G~5qbgS50r!7;VNYU#F>S5e775HPEk*1#j4O@CtiIIZ|RxPsxEg<4#~#nH+qmAVgZsDq`+MJl||49APo0`8g3x6DE8FEYp1|YXZFv1tS(5X9o{}a?mkC znevyL=+_7k@(*B1&MLcvoRZ9~nyj-i@8?>Jxn7v9e2pWGYN7F8=v57O+s4mY9liZ9 zPW_6^a>=6>0}cy&4vDi9Fc2OsomoKyz3t=t$)e|Plk~lzmYElEs_Lz>ilcNI05nlm z?=9Aagc{$5Q@=6pzs5 z#o*<7?x%bxJejOAP%6@Cyz);c?N#>#B#T;#DDTyUNzc`R!iuVkN~7dQu-^c1Th#sn zoJ#5#+io?!PPmsY2n`=r0R?#>zQiyTfM`-tVaB$-i???MAw|VA0x7Yp<~weYW5w)C zd(h}~I(`XvIIy$5iEsR0M0FdBk7aOD%3b3!m+u1lHoL%}F;N37k1?upxb2_6FjYWDrL_73Iv_FKoM%UTkI~`#CK{ zOD(1%@ghmb(tmwi01-g)8Ivbhb@3#n&l$P_o`1SF07yb6MYl&IeH%nRJEvBjzd~gW z>dO1^7X0u}URmr3CAYZh&%T!@q{kg9|`y4R2Ko#Zm_&ci8U|Cs&SlRSYAl%4+fLwz&Y<^S5MRkLN(xh z*mV0cE{RqG)+r|aaaJ8hYYX~%{SG=!=YNk)W^2}{J=;`yBi3m0I7Mu8Xf3W$%ByH; z0-ttp-?K&ke80+_lIwmzQ4dE2=_!^GM3mdt^-;RoJ0%ymSD>^lEF6|S1^z6sc%(6z zZR&>kn-6EFmtqDaA<&{BOpUg3)NS`W&hqPv*D*X6$R|Z6wtX~2;2;&Eg0NM)JOx8c zdrO$oJ&gKb!L(t*GM1;{x0k#A2EZuQ!*wS7B2cNKmem#9MGk}-1lieQPzrx!?|6Ir z^@i&VOF^t^7MD{f1}JuUa1xXJOfNon6|nbC-g*wIzziuP%sOjBa_a;D$8Hf61u#*5 zdchDnmEuutk^4JHLx_|!kB%CL9<^Z#y}7+v56M869X-<{1Al< zW8p4N(vpu+shdLN$xKZnK0Zi4lyZz~9OVjF%3g4wQHFiIlMBFdUO34vNIYpaC%ICg zUVS!f^jA!@P0H{1w9P|KRcD3S7h~)bIg?NhVcrx>!$i2D#m@$y#m)h=q zxiw^9M~{KuW^w)7KwQ9K2kRr9i4~ov3d4PCEp)=XbomJ(3t4z40AIE z*`5)V6awa0Iv6H=G=)LpB5uZ~4LumALlBatJ78i~m2FQu!Ja?BlxjeQo||dEe+X)y zh`txcCG>NT%?7f=PD+Qd|Zxv(X=ao8FO3hT} zv}|`V>RlU&R6(vp2$j?mORJdvPgXC%g!34_ej*f*4-KC(#6(0-W?fQu1k}J7lazy2 zY;2VIjPOmv9c$HSXH{wvL*Z*M!-GHg0N6S`P?g+*M=uP~!(Kk(1ll#asOt#HB7eer ztvS$GZ|NI=3+C*8Zmg+cEHNnaii6hHIfHeJ~mX3wo+g#L6(uNv0O7jl)83y5NH;lW0yq{ z8K{k{l%O`U^4!YMHbA!pNqx=lEPz%$Rlg%2XqR~HSwn<&dlhuFdnC9S4lsLK(iKBZ zLcwk(FMsTIDl&MTq4UY%TAgkYh$pMf776TbhYZeIWj_XY#+(7IcW_Cu=P>6};JaJC zaWLlRTOsLnK~G^@!EQowf|1Mw>a0W-!0T|fwGfgCg(EKW)nKO)8z{GM+mdTviVS&K zE5M%87K9(lZ$#PfR7Mlh_Oc{_P!Yb-$S)ya~hOtYps5DaP1C8NwzDQ|%`n z3HTjVW$<1aqoM%bw~kF1v!I~Ly6`@^18v?%m-h`T&USa68|+5&;wes3fTS;;$>N~9 zv>Wlh*D3n_)~jr^>LM0px=lA8j{`|JdRM5$Bw`r|H=u;TZdRMw;mJUO))@}hwZ&{b zu+^`3p$56U<8qCbIT2T+1wsRV{3Sl!Y*)g1%mAOEH^W@>Hz4;vhj%3hf!>` zBT~V$@sU+rmRl85z@?94DCG|}78wWm2=EAJnPn@=uhWfQ(U19fjuoDq&W6bQjb<>c z3HGG{NYXT5c7VsmPyi{{fPsHz2;;}ckm6&+*%vm315nbUe;$vXKL5G3M=uZfkia5k z90!I>#O0W`EU$;%RzQH`aM2VU<3+|1#woB*4DyMUh_Y*lglgmTMUw?hMN5RN9!nBC znXmUA4!Nt#X5n}BY|hpQi`UojL&$u}xRi^EyB7;GCBFuOuY%#>J>xZx)j?GjY1~Jg zHY$xTY%l5wIyN8gVmsQimy;&I-F7=(K(ygM7y=eYF2qogLm-XLI`pZN(NT2}CA+HF zsjBiMC11^=bW7T>c~-5Bf^9lEEQAUEoxHg5VvX**Wo>6VdGvN&v{ro`+ZbJVcI(H@ z6mkn@f=5x~Lbfv^c&~g=3J~;aRPq`gyA$H??Bw(CptmgeZfS_R-7WEcEYIJg?)}d6 z=JX8Jb$1G0H+hn)BnjlWw-mf1xu(&+QPlhRqE$lB{)rzJiJJBgOvTLf4{;x6hX1)K zqSl$+<{0cZQwia_1z6f{$8n>WFOCAbg%!%ZPfG^zYCc|?;77ROvVZxEXC$zAa`M%5 z$|?azl$1!!z`PKL;Y1*jVLD-wW-}JuoYJVSU%+m{@q4};V17UqXQze&k4p|;4+JL& znqNbXd2?{xRJe=0Ws`~4xQK9fqE`1&Cc8v zv^bC9yXJGtt5i0IJ+r1!9nS*UjJu!dB0`DUt1Y|qX|Qc~5+7g1^EjrckE@*IB*Pdk z(jDmT(XRW`#T5+(KIIky7T2)_XBSv@RhiZ)m)AIZcJKKvYF`F{G98V$$x@NGhZr67 ztL5`5Lf9GUq{`TFf|m{it5rk-wtY*eW{Ba}DS2|BTN@KyH!YjybOQOkcQAMhtbMhT zeBBENtv*&s^W){*c7%S2{!cz$jTg5Yc20J5-;J3JvZV$~WwRNCB7NYLIm)}@uaE9V zu7RhI3|(IZt@ZuYHpEk6SKNYBjHZlvoCg`vb2)Dh$cnWN6OShM3{cw9~A<3F&1hKqvqFe$Ke2Env25e{R!7o#9yy zrwS8obH=oE0EEXalm5%AXvGA;;OCLesB)_yoniV319N@flkFS^mf_gGVdaubvE)un zxNw&8#_wbc%L$3yUb*IYk+Za>GJZ`Hdl8{QwhWH5+!?l{Cn;P{H3>nDDk&@TW^FiL z3(_ME6efzTCQDb(DM#670}v+yjj^__NDtH4ja_mHK~SN^lL3k+6IetZvJrH*s)uDB zbfGEN4W`YmEGOkW*1oH!cuQJ@fjXb|9pUENuS&oE*UpUKW?Lu^}gZGKcv?aky3;Yu~onqk}ayGVF1C6hTh5Fr=Qj8`_`>nixH z5zYg}B9f)KSLm3`@XOv^hb(YIOaSc}OuXR+O+fZZ0d1S8Ez{<1ixAo9%q@kf_tPL_ zHw`s|Cjp49Iyi^)JU__fs^!sJwEa?ww*tV<#E=VInsb8dJod8f;YIiZJ_zuLqEF24JTJH2h#4FN5B!c;3+U`vm^xQ`uFc?IvHi*Nr`b~fa+(WsL^uP z77Q2@8L*g$6vBo57m82$D?}S{{YpS)q2++Q^#076bsy)>Ea>k)F$%+cIFC06)$J!F z%P?$}Tz26R(&K5Y*~V8E51f4W%6p33U%*p{WF+@?v|TGpXnIzb7v$#aF^hAd>?q#C zB_MW!Y@?fF*_MK6@M9d{&}_hm?t0>~P`@&h16#;S^J^ly0X-Kb^tET%0d2c0KPTSM zP6=9bhY1`D_WqTqK>sGHy}yWxxGzQrH3^)~@bThQ!FHP{_$|dzyEtaMZ3<_#0v}dS zrmPYHg6K zEQi@%JK+OCx)^bKn>zmy*v0 z$k2>jptli(QyYyXWSKR{OG1_5?br_;UC>>8SG%ZT9fcEAujea>mK%KasHl?KAismr zp1f^g#U*M`w1XQT0(5sFGv44Is{MiMwKiI{;R|w|<_DAKG2{n-cJ1O5F-(MpR-<7y zYaE=2l%ODfx{UO9CjNSsYw*lvhnYMVbjl$ zsMFNq4(iTW&>Q_deH@LXT6psYWaX!oc12Y1sZ-d>xub6N%Ar0&JVLoXbnhzLNx-z98LC%``&4v`NKxwxVr;ujqE zW<#rE@de=dfmrMDC5uSNJO~7T0+VaOqPFxi!wdkH(N#gTn+38BAwuQgoI8nVd84bT z^iAI!SW?wD#mnf6=57X)W2M%$*?$hF9GA(}r6QjpAVr^v7kErL!)tjLvSYDu2Z(!X znCL%Mi_hV-QQ*1>VQHNN>gtJ+54ZqBc(VnWnWmOV`l6TWwB?9i^9$?u6bZ0u5+V~VyO z^}-v&9l=iUC~BR_^uz?6l#R#&f<2JSyF|tQNc#pV?}rP#e*vo8Z=iBi;Kv8x_uKg( z^_JfD;0zu$aV}O#^w&AbytabIrgrnXMHk+wL?K!I0ywTE8vZAs`UmH`V&+{r>y z+74SB<~xx#xdglwm+a#FP1n5~$oDa?pE~>|mU|}+8h4S%4YW7&6J05TjQQz%f zgPR}>7bfg`XpVUl=_HSVnynoqf0a&_MU4U1IKwBm1|9#GBAMi070CsHaATXY7zQF1 zlFf-C=CYh_#z_g2git9AyZZROu}mE>j)pr(uM>R*R{6J1GCBf zc&d+ISW-sF?%sjG$ufSJcpzHrlqQm|n`YjU%%(n(`cY~A9N$lSJ7@FF^V3Z&&QdaP z$QkZ8%t6n3aLmwE*{NGCcUP9_o#NxYVZgS4W=0T9c7ZB``XdS%I9QDUrB+BZglp&A zM_A`h$vVcRar&f59~zwGuJ-!}MmxX)If(hySg*lCWh}K=>Y-D3IdBbcAG7XvGOhcW zTjpxZw!bmXD@88QiNzf}MT8f;J;;D3!0T-=-%pZk{$>vGDt|9PrWX7-pmb80*GcM; z^LGP>ueY+0;4l5p^L*8;(`m2$(p`G^JaM`CpuirWB%_s|>E;896)^f7$!K;A80<%jWbFSdGNn)8nx+O}{d4iU& zP2Ig^?VIMLm6WXU&_sflvuKb4@Kzncggq|}aZptcH(!z^QzEWUQ!r$1fe(!5QA_)3 z1E=P$(A3g4+Yg2W1w13pUgfTqk)m!Yk{=n7(?u7;0TnqN_Og8pyWzLTM{4bb-^6!y za5)+2$n&ObE0h^rlLg`w&^hn(1BnoJbo=;DivgW? z`p-{^s1PS@nFO6zu>t2S)P7=mY>VZpr)ysid1Bo22%=;{n3E99BIv}Zu89`&?juEH zbIs~RWl~9o*y|xl$XVbHSw#g)_|FK>N2aSSnWX&+SC1;LQI)d7S}1Jbw%Ony;H{U~ z!CGpydHN|^CF;d@(r$^E+4y*@mFpuv@z^l#E{SW4R9j4z`u>xC=<5+9=o+#>jUGZ3 z<(5blXl}>lG+^MEU{j!`RDmH}O`%=38jMl}EXLmN7Lbc$sbA<%-vwkWFKF398;3_q zh^b)Jp`|Z2_!q-;Z9{}V;0_)3eCbH>;>h*_f3ufik=9dXPE&Ah$;?Cp>ssBgVww9QWwqA%DWwt8?Okk+N=X}*s&HKvtMVB4W(n+RDyI(n zm9o&CL(f~_$@>ezkd0LOjV7(8-yuD%R039N>(J%^-V0y?$^$sSb0nL~CE+DugShoT zEN~19LM)V`ZHB;wd)Vy&N&qqg9f!XmEFt)51Md2aQ0t1$c|6!@k{H;IAn`>cMNu~_ zpFcByd%Qk9$R?P5iNQYYEzerL}ddAgD+=zz5k=+U;PDK zdC(pCPp{km*jiG>!`_5|UPIo{(!|IaieA~p(E0CA#OxexzGar*`@cspLeVRzh-%P% zcRMwaGq5osprE6pcXBkMH!?S{|L%Y4L~mnk|HItH#=w@&-q@7#UxzCgn3>4A*cg5{ zNd31vNZOj(iC7pp6EObWSyc&&UP#E!oj{x6dr{5A$;Lsz#Ky|53q>#PXy;=8J?O8+ z_V*wq6DKbmZfZ^|hu;5=0F*5kxe>Y&|uEvh_U;b#06rYwV{6=2 z+NIA|$zMQE-rjPO{`cLCqm^4E$Y{TH9lX>TXvM;X7I?AKZbAwqG_XvnmT zAf3|g$(!GMO>5B2$Lh>I|L)h1PJF+C*3z%Jgg;-~et#rcY5WRuTsFN9z-K>BX-XE(Ng;_F0piw9>G~TBwTNP@V`Bkp$r%0`bL+Oo`a<| zkiHOR(478a86tQ!Qs%h_CSfsFOsM&FQPBHC^GQyXS@1K$Fy~wZQ76GnC(7}vmb-eA zb3=!~hB#^qqa}hzVDW79vNKNoSPG^4bM2$;>?zsR)Nat$TwU|?{w=T8@1&=9WF^*- z0rHI#J!TXvh#et;#|>i$;78~1T^t1@UfhSZz~O-Y4FT7#Oc4B07SurF2IaSJvL;2r z6Z_hvr@3J21Vk3^{RMY6JmdS`rj3}qyBHKB_}b1d!tQ}vx!U)HBYEyv?bi2#I2mBp zwg4_Nb&^eehdAkMUv%)%f^)zkzF6*89)HurLvWq8$L`$s;Y=F>dlV%JoKW)^U=(^m z0mq|l5J4^Az84OXwAa^{HGJuG!FWeOkO!bXgR~oO5<0-9=#tMCZho4zkovkcUbA#j zXCpg(#s+TW?1GM9NDA21b!-|OvEz#btFwPZG$)S(E~<-W-GdQ$jO`rT+c&acfZ>e{ z1wj6Z0(C{w&+ykZ_CgFJ#y*eF8Kq;i(n(`Lu|JIwNZblXf+SKjkm{pG6VuWDAW~2O zHi%Uh27YD-zG^Q)BVrpri;zsDiRcq0q1y$LBIsgaUix!zo0v*{9-Nbu0)fC=O?7yf zk1GH~&BT}Fs9fAH1UrWi6S4I1>sQQXGGOeuKh~xQgf=DgQw_ca7tg{mEF?;kUPvS` zgyND7&M;s$l1N~*8x{xVQhVl$Bf()(JzyxV7{?8hz-vZP3gcQ<@LJ!^^#b&v?%E)w z4&GyNps_x&%0UF{E^m0I<9m(iQE}m0a|(7NKwd~DYke0Jq^lJMlgG0M{X9ZJrh`F2 zaMbO4{Z$nsPjZvPic>BbV1mZ5T=RG%6a`P&lJ>lnjFe;`&|ACV*t~Vbb04_{sHz#N zH=17j#tm5cFA5`+f;73ZPy zFju0sH0o*1=D;4t00#Oso7FS{+hD2WU84AOT@gBO->FgrF(N>O2_7_q6e+w$Esu1w zWZPcflu+&$yIm3h*;L>ypi4~0hR`7p5~|{yhdcUjy}*c76_tU!rf=)(fWYcvxB0a(v)Zwt43o}b4&1qw}|NV0E&DN z#r3=pAIN~0wnK|$1fwR5Ajh`$b1lgBqRUS|NGxn!x1Rz4cP4unWGHOGYU6xMBYUu_ z7wv5eT^>O9ZuT!?*8X-`GtOvI)EzSO3OFX<6q2nqJ+`7N*EL=@q?! zkPyDiJ@H92+AjiPcK$<1&c4LeyG*_T4-On{3aBrIZW>%VS0V?p_z z_IdNZpbs{-widV1$dv++1N!ufOVIMSQ5lZM=00D6S3cC@xtP_kn9KXGXlkrn?o@YPQVF_ZP!01I$r zFXUtyfa}J^AUf7_s6-Y+VaGDGY}6LLJC^qWTbWJ#&j_rVDo_+|GUNh*obQ^*w?A6S z7>ju?DX;jduHhImiMn4zXZwEKniNP|;9y{eOcFC_96B{FstE!acF2cM= zP;4|!l>GHDLB??`!^Iq`>bqkNP(P)rY0FIcRxO@gSG-hP!J1ro4wt<}d7v{~f=6x# zGqvZ-p4=dH_z8NL97_77vN5(#3H7KGuJrKcNT`OE?_4OW7ABJyXV9XOhNW6wT#)Sq zL6!__)g*k=HeB#hR&{S)!VW1dfPa*xLjzC8=2%_dK+bYRX_GaOaUyG@TCJr7i&&O_ zy5b2-4Qcd+nk-XL#kiQ!EJsrSsFaIEuI5+n3xB6RQ zoVAH_OXTmjOTT*`-Rpl?V6gmyGbtm>Uux-ZkpEsme6JS>=*6tR@m<8k$j;d0FI;zW zb~G`tfpX8*O%#+rU_c1D`b6a$03?+?!6+_AGNk7{4?MYqmpGSKlJJj54@sTt+yTmTX@kM-*>Clir!rqgRW$tC z->UL&95bb7)(@%dvsN9yvdS3XJ*}#nm!+XHOWm8;zjEPWaOoy*f5>C0YiDiEfZ;l| z?|j^r@mJJDKHK8oem3b{{XFMBxN=e4NWOxlec?Ru_|sj=hqvtP(%rblaTz^wZB%DN zi7EEAO}@w~QFGRnUQ61#D~72)gpcV5vXgYxuYHTwMQGO-d)^0s2woo#x*3mcFKx>V zeFkv~;RWewGdkcg?(mBE>@ejphWLF<5P;LSEHPh~o|~Kx3IZ>X50J+k19sF{EGR8n zL8YDDw?`ZGa%yAWTL(2mmw(jXF5Be`@d5S0y}Jt>ef37=!9G5-!h0tz;ej%Nn1tDV zC@cTr)G-CEa`XiFS=2fEPjmPWMgfd0e+BCPn>nPHF|jpsHfJQ@WMpOfKW22x16l<| zz2%X!`Ap>@>#{UUo!=Y}mWU4`JaQJVXha=H#n~GKIMQ4u8pANU5I7Ujm_@KCkP(C% z$}-*|9%J#l(U6F2yo~LVW)lDS^pL&`*-*R=^9%vbW$m|}_vMuCS*^?J>*|-fL&s^h zXZFYQW9t(o1Zl9j1R~(RRu>WX)xl#WlhD8`BGJ^3_o>C&TMA7?T-E9 zo2x9y2J}5;?KHjyHn-~m#)F%#*!a1J$yDRt-mh67_z3%Rduwwh9QxS=b|XEG^5;KM z<@vQ)`*@JvChL2TB2uCn(bZA{A91)@B8&Z=}*A?hj*X5X2`I6J=_JUh!`ll=9$H;y@iw;WwsBCdi6`cr+s7lV`D;E4e&c>! zCS4{>WuzWLnS(pA99G;`{AcbP>o}CFnORdmvIvt*;iO%ZROr_P6dRTZNrp?x(NS^5 zlfp{jBBCNvt5f4=%T(pMok`6_29f=a-70RlKrQ!2pJOaioTpNK-dgm(n>~#v^0Ll) z1cUk9k;2|k_r%fLL!pvC^?IHzRlUg*RZGAT8nSkVntA@5KFIf+Lk9TZ0Mc5Yq_9>| z&Iw&3O(|!_;BV)uZ0B814o$V_}E5v?B+A--&`CL z;4#+*X1veFwZ&rd&MoUry(do^j3=Ci%@o^_Pn`{`Mz>`M+ZVVDZUW>n zN9r$b(6jVeevdah-A~(Brd^r+wad5YL4nUTz238a&h1)w5?qR!9z<+(`K!NA@?Of* zLS-H_Mg!DQx~z+2x-310qepr!a<# zVro!vi-Zh0c82ncp!0~6`%_tqdPn|3=A!rQcjSZdTQAf}+PHx{Is*iukA%qqN7xGp zm`aIge57`Ax|9VJsdWR`Tz`jZnqD}ZDCnHMK<1E-ApJL#N+3k)2w6jkg8V5dCT=WR zF(b<imQ#>Z?V+!F(6~=SGTG>a>FtG+x$`7QsQm*@iUwg)+>A4DE@eq z(x?l&){$R9OJi6PxPpo;B=?SQ7p8}>_tiv24O_EBBia@xrhX)#-iNVK(zr}4q?|*R z35N*ps78fG4kT??V9tg0E?%yKEOd>r$MRRnla_1v5H&)PSU#3lIU-3IKi+JvsH$gzH-6??Yv~-z|6=W(qBD!$ zFWpp7v01Tg+jdg1ZQH5vi*4JsZQHhOp8UEGy3hFcIDK)h_st$-jlJhuYd-Isd|4HL zpo-8Qz>52$sln|Z2&mkf*a4HV%c18hOigii>cj>u7zAr6pXPTF4V;AAPYvG46mZ)p zwWCd=J}KBusR-^iFaZm>Mk^R=SXHHAe!^hTNV$c5tyShJbc%I&yhWE6(uPhMP3^L$#~*lXP06Yci124|8OX0yI;)!J_S8YA!-3EgJ&ZK zsx`}H&tft zNZ3;RQCl5Sbq_ie3p+??ASW2#L zA|nG2DQLZPK@UC!^Ib@rLvi9uJrH*w6(Mbn%Ztk!9`eM-Ehd}WzY})Po5wkwdKht1 z^-%I~^6=96FcAx_C$1Y%Mr!2n@a$mgBHCJgHrp2RhBxAwm+1L{_uR?&9LIkDzn4Oo~)!{vu)B7+IVVk1eonQ zkF*Kc#w?Q~3L84!gMd0h5Aq|@xPA|ukBtFiyTIY8g>#a#=;aOLXCg+&lKLqmij$T_ zXsZ#E4+^S!#)(-fc`lruQ9Ea)%}(egXpCMRd$okByLQGMT9TLq?@IaVDHE&JhWM5G z@30u;$&?{QsuT|ODH=0lk!suwPQD~x0Hoe8`IY067H&MLl&SL$45UWHEtI{2mn0Zw zSsMP?W~KSQJv4rjkW_?qYcE~WWOli30|Zt6;2_V4+=>wxEDKr@Pa{iJC}~%$^;J|W zES2OJ_hC-*ZnCydQkGOuGAh%9%hbGU&tI6*6b?Wm++6|@kwrKkaCAh$W8=WFCPfq) z2GuUrva<5yR$x}(=BP`k%q8|oo=g59+o+P(k#~S&daAd%>G6@-y1wN&YBU#?6OC;x zAN$!oc--UWSCOVx-$l=_p zew-rluUYJ)6>!jmaY9XJlGwC2t7(0aj0|90CT3(4U(P_`)wkmGdvY)N1m?K)}vE$tYC5MHuw^R%N>R=3f@h z>H;F=D&4>I4EI;w8qcHnPv1;^I<`JThh&CSXCtm6cg}%ENM~TM+Aq-VD9kL5Po@n-? z$*WjLOd3#Eo7Ov6i-3BsAO4y7FbhAMn743zCO$0FX}R%yCZ57C8@b%`&G{*%b^d6v zl=Mel<74>1z}kwMQ?Os!X$Z#Lxo?WULn=fPL>yXYWe`$;+$OOlF{*+LGZjf3pD5z6 zDjii1PZn+mof^LYu*1hezkCW3hdcja?$8h-85=l!UB7*O>7leM$Qz|AgQ53*D8~qR zuTcmY_5vu35+y^5R~r;8s*+J#->c*YC54VavSQY2?qUpT$mV;lArwE^aI??nRol>z zeRVajt3ZiLPhGX-uW+N&Dvh{%?d^_4_UhmDvi@TO#H8uOp|8*?y}IrtDL^yAlnY4t zd4UaLq!y?gRjlvm%=v5Ug6~O8+fS&qW3L@2zw_Zl?zt(UFqK0P=!k2C7qJOc)yl@u zmuh4LDLe%l|B{=cmVx-IPcFpefJJV=?+yA;D@Z2rwEc{yQ3XvJPupLq)qf=~^XFYe&!0wb{BZLo#e; z=XHrOkRFApn;qvque+xQv!0@0$%z@hUwU!vY##7(;Z4_l^@eT1ir)X8@ul+{z)^tYlJbApDXNk*aNEmhSDwy4{{GofTa(Vw^8x9HEqY2=sxvs%mN`*qNJ~djsAR zBf+2W_Ms99aN{bJ7bWpciNt0)(|90^szq>stvF zLxw^QLuw*(L*_*4t6|rA{L3x+CPhJU^rdJ)FDjvT3Zz+#m!+%GX12U?l*Z+o=KB@8 z0lk{uM8mPiQFlCjeT<7fjC;9EN7T>6F*fsEI5&pOz+kHQ_jocT?Fuezv$M3Us@VlM zlATt#TXNwd^jd@tHN^o)pidu}V2=IQh$e(R0{PNn-K~YAS&o(LyE$0VnRO=>L!>Xs zkuL1mSXhNEgXO4v*%{ckRq9h8v3{#OJ_^*JU~G+037XQ_hlPB8KqWIU;Q+f1Up$zr4)3!{*z?=uTXdV!ydn>{^SD9eNq`*;SMQ2`(+~B?YCEqen6y zwk>SN^R{ncloR^o>t4Qa=Kv0BQmte8^zZ;7%zzvQ+9CAq0vi}koZS#;GRjS%xYdia zm>u2r-(y`zP5isV)f9;$m@2-X;cuSrREyi*20@rX*<~NI4_$He%q(C}%NJY9f9ow> zBct!9F53Pum6>$eb64trzH4h=SKEr;L*~?6lG?G3h+e4pXh)`=Kv^RGz??I94bXP zXY%vJuUdtcvRK$RiNe;iXhhPdLupisGLBNF62O-z)d~LM%==5u&n6piDlLdPQ|6=* zsX@YkxC(UNzUB7lV1}PdLI(KyE7;-+lks%dzu*yHSI0`l*E<%yBnR!mXL@4aJ^ZJw zhpnshai|B!XK#ke^>;`<0FpouB7CX9f)qM_RX9?to?orU#Bz>B4oa?0Yf^(av9Tg1 z5rPiVbA?tWer8|`owg4zB>>VQMwn*4q``vwq(YEAFa&X;sIHVoqkKwcgIP2LKt4N} z_jAEi8KydHk=MY`#*9G;r(Ad%2ZJ0WL9g%-vY#S$H-fw9_UJb0Ryn-GK<>mWCXQ}e zlR78Oq0J(dnVVXvE$wiEq|ZT(m|TB2=kO}w+~iVfQ>f3PF0%}UwWDqiGN+W=AWNH& ztz4;$UIxuPZN_#Y8AwwxAum9ALaR@v6h>FiGl%<1l4xqzYLmT-&mmqOWWi2|t6wcq zJu0TO*tU(eg%H(iev5Kny3NQ8eY{)uf~$F6%!;M_WfqY%G;!i3=l$I; zChl-pqh;>eDZka20m=x5aM%sTNeDHc7=1V5!4Fdq^Dv{%oX#udE2E1-3z6NjrzKH^ zSk+eYGk|)?#d|xK$_!m?d(w#;u{?jJ{k@!i*LaWImaH;IxzXAA4z@uzEA@5$?E%8a zH;&=Q*%uP1oEBCR`m#Os%(w1ebE?2awZ=bs52rZZ|;195ZRe5|vR*)1ZVAVhAn)-sPJCj&|aGsFL?hxA; z*V$4%a9$ZQM@7CV@rKKuIcP?EoV~q;^HXBdbY@D>PZlPfQQhOPVd5 zVNc&4i2_;;s80M(muK}|M1s_E-qn~+PKUM{k;$yaU1JIfU7u@rzFD9nF1kscXlnuF zI_78yXJkQoE((cq6{mPPw+ME`^gh-BYzYei6+t5Pa6Pa?0&|R?yzJPGjE{Gr{zdhR zQQ-^6nU-ia`j@1JKDPvZ>mE(R4?z^lk46BZHRRFD!%@7&WLR}R*HPjJ@|AneI9BBm zr&Fzae)srLFpX+$rNdLd9H6O8*JjB3t%}Zv$F67brlsor9C+Jln;FA`J8UvJ`1c0} zV&~QW=mE-x2;}x4eZI&S$oCu{az!0LG5T^U8S`Uu3nh}UCO30#FG>%FgO)bCz4B;9?2}zcqDdiZTpK{ zG&V>AQRL2=QWpy>W13%(!8eK4_C5gtfK8 z3fg50`qMO;^hSOHLx4)_KwHa(^w8)Yl*dU zCS-Rggw@`+D}?od1%PM&@auoa))?P)2#?o3n%N6{j@#9SLuXB20psdG2A;&8a&$}Y z=YTWi=os9E0nB5kv1jbr&4ES^+ANLqK9icL!r5kx7};j|vxN^J+qSHRO3T4#+=SS+ z?6L!v$8-Jq8Q>nVeWrKK;6A2+oW(XOXu+cv(pC}K7SeWEP~IA4*(Y`p00Gz*6Y`V0 zJw6~@F);72Hx_Viw`jH;7yI&$VNuHVZX)1`bb$IXY&ZAn*iLLX&&Zp&-%oZWkj1?A*x=_d<1)9?)-<;r_%vQqxCmVN~CzR|IAv4Qax}USPSKj9tWMWi-#hZ53#aU9^{2 zid`hlT1U}KznW_rA4x9(4{x8M28TSR&kX<%^1JAj#c+l4VL;`^9&*57TALVB(|ahv zXI+EI7d=}gmy<(?Sm=jR4*WkQ4;)XG-hRc63H>g*FW{qRmlI(+hDtTw=RDN*4~B&8ak*A z&45G5E&>jyLWya@A1w}qRY+N--c%4co|RdD7q}+b5Df6$706?RB#>OQQh7Ln7kP1Z zH4Zg)P)GWGSQ9wXg+*q#2rPVZa2V`|HiV+%oc?xaf}Fz~2LH4GDBHjGF*Nvx|3c73 zg#V%1p|C4<#6p7jVfxwS@TS$jx~IK-_lbVlLf>rLM16xcR#g6%5cU6Py8Zu3_5Cn> zHctQBR3FQKK)(N(>SO=$jTl%NIR0;{?>`9Ne}BdQM*00_2vizsZ=Klo(GH@_){C~TXjp{PCSZoNL z*VQ`;p7i6pY}LQQfPZ<2Tjl`pA+!c1*4AF_;*PGLC+$YHHK{nt4vJ!v@<}+jY>y`Q zgA;nQq5Hr^C@nm>yl{0&riB=wzSlA8qe#f_XwOkP+S*loOW;8$z8s%rKb?#h+UWo` zzFZjA6a(0(wElEMdwmLFyrtVd3KC+E-t=c2Utc^OUO{+~9!xO`-DT5Z1HEsM$NrF< zYKI-l%@z#!@e-QnXFY2L+M|psW!sD4LbN*sa9l0>!rI#&hZ)OL2wDW^QY`x8SS;JW z9I3&Io-OCILM=(}d_(a%-1@p&^7QN{r+C`2E0zmUR4LWG6DZ8i>m~z9GN&j?#@Ba? zo6(Q_J3GC&IyOpT?}j31ZJ2ezx+p(#hg6fN0oio5-Ni^ULq%I;$Ti_`ze)E1@M~Z_ z^~fN2|FHb8g_efgxW|RUqXptgUS&DRv&F&PHh)0d!;C2moYwm*1M)(@1m;IwICx7;fn~r%kO#h>Zi-Rx61%%Qh(e{ ze`+BY0`b+8J4lb&HFSsw7F|;G*3SKUoJP8Frj3%3#!-C1mt#H^j>)mmM>DWoenYCz zutJJbG2sP4;3AM4v%HRiPy^(pVFI1p^-lNqDvBED@f$h*c*`C1o8P5GQ+07H;9SK; zYPm>V1EJAR#7$;pxUJd58|kEaX)wk^^N)ZWmedLGhz7)M$4@TQtKY40j~o#Z=_?4W ztkEgD4-4NY`yDNVA9N|OV2xLrmY*vGe|japYtCK=$WT(9uY0t5Sh$SbuyMmw?$Xy4=ifi0e{!T ziV>%S0K+?DvV)Ravow8L9YE*C7aqT?PX1FiqIwm=dKndHUKhgvlv)bvRSx3dx(Zqb zMz7$%=TNbdjyR)ni8Kt4nN<$|yM#Y@iVeYhsE+)L@tkh8abKH{H7AUAy~g*4%bnUSn~ zg}S4{0FZ-F*wk_YSULL_NLoTU_S0NXWcvn?+`;9K5``hId?Gjo$kj3kf;TYIiP68yQnMF;b`XSl{q4e1dWuKo?(ALfO79T;X;5OL ze+EjENSH<%TrfGQrIrNXI2M0$yOB(>8mvdq$OyS@NGKnKj|gLsROFD2kGQ#mRC-Av zLiCpaq7`CtcBD{ITGpY1?z_@s$c6g^BgaGOT=jBEF`=O&0(yA!$Rb^V`2)OBCJn*p zPcDx@O#6*BejKoFkw`>pC5on$HNu*tHo);1^*|RJZFq%bU;&-8>JcaydjI%Z8O@OX zAmhx8w(enQ^Ndu<@Pe3_6%N;#tzJ5RX721p)fLaZh;Qhe?|KCnKcC=Twts5CPqF6Q zbHpJU&tLaF(sw=>I<{AO*UL3iNP?H$UiIU~ z{tHf;r6BIQPltu$xgD4C!3)~$SRi$zK8Xs)ey@v#&^LZ2F57o!b>#HkZyt=kXcu%TC4 zXOelr$#&j&CaH>BG|&aiCaW09Nkz8}HW;j!CEabQX#4)nCxw$zCCaUNHlbhfJv zYt)7}g86piQr!4nA!4~_K5D};eUay{LlDNyG=hmjEJju(2x_vhh)ibdSH~(yOiVK)A^YFo-Xfd$V4N$Qd2Xf9v8%c6HXroo7d#P9BlTC{*TA|%mNgYzys$c` zg)RY^w(Sqi$1aNMD0s=^6URf(`DK=w-UI#P*l3*|4u-?s*s1xM~$O4@!@yK#u7p|*(IP}eGw!}MPLAdnID9m@`2a5ghh*RXqFW(H!8Yf z(yJyIcq;Cd@=lI|&$_PXh>S0pdxn0HX!ZK9*6u$e8ny-&Q2*H?{&%7XpMm8+TigG| z+WkM+5j{Qg|AZY~x_P>xh_tyXcWZC*EKf+AIHXIFCQCpx4-EX<9uw zB!sXxL<>0mUtA0cCW1JE5C*|77f1o1?hF^PG&E#a?{c@H`$VfUeA@rtOOmgj> zw46*3p&zjbYl+FwJv{@&jM#X82siVfsE~x?HoQtdaShrQd`fvp z7O)MU22u>~gy)ojo~p__6j{GsHvcLjMJcS^r>gaGhC~I%v)h&&)FWj3#20c4?nBu7 z^_xV~J2!624_ma)+O%Z}8iLi2#wA%Wqz4Wt8L-B-s6Fbg$aflof4N+=h_HMdRcd~a zF4jnIjnU~@7n-YG6`J$v^hmi;(B(|eqdJjz&3>$cgOEIK!l5{1fiqqlk+2v|CWpX3zK8VJvC4=F!h@ILB&o*YUi zm|y(L`rGTX2m1gRS}~X)GSi@}RhN*q5;SOo#tN9bmI(<@Jc!1xTVM87`Ig0;rn|Mp z<*3)2Djoj5xoY=Kxf^qGY0c`!K&MZ!9#U*R#sQ7T!c%D%s@24B1jW)bT` zbsqB>vmbj+D(BFsYGzjNYT!qk#KcBeLb510sd?~}NYix2vJmiOsZsCeO;zH#{TPfP z0A#;#b&JSkEB<(nA-b7LGGZ0mt&TiPX1-p)Eb`+M0P_*m?D?91LauiJEy2ZF?P_ek zudyn_GP!bvV&H{Rc!~!&;wE|PP|~&moU{5rUTKqY{l{C_%@UN&m$Fcffk-u?oJbp_ z;A;6Sib!p+pDy{E*jcfDn0ZCkzqY}~d>wTZd)y_6Pn+&L(zH}%ouatdM2XcGM66YA zO{>nt=6&zf+s9ZNzJ+-)=1NjNd^+?ITCEY<}CjEq?vObA&{+WZ(rez(3R>WBKO?gdvJJ zGs-Kf9~pesI6y#=w`JDmV6NuqS@wrT+NPbkf(P|6jomuQ3TZo5<|1>owxj?qkr_0B z`F8>{l3{h6w{rpAA2E~o;St6=PeQ<~53%1u}nlnols!^gs_2$G`6wFV8`H2y$w>R z96o6!e`Ay#viKB#RyJo)uDxa+)}?@EUA6HOORxez>$($*74BIimT6Cc?A`^7`5BBo zX*xwUifWzdMPY26_<%TrWCPRi{J|e{b0xn|^I;7|q*hjoO7BWTyj4@Sd~==>**APf zH_%UG@lm8)i4bRV4)`mY*UP~}D!R!xe~n>olu_G-43^kC{T%#&JlHQlnZ#(tDz!&*Y49SN9bkbLBeP`0_E^3$f{EhtRMRr2%T)2=> zxPQPFTWCN*O;t_VcY~JJ1T+oGW?KucF1pb5TYtpvvg-zFc>KhU0 zt+ipQ@C?idNW}iwu-j}G-zPu z?@a$CTiQAZ)T6&(PNJWgT{2QuVBmu%cwu31=@WdvF9R(ruBV{qPjCPv7VFZY^+ro^ z)NN_9k&hXJ>=c`#4GAx@j9cdiT@Udo?Pa z%WziZ%T72QZwb4UW0p?)lX-=JE^3}E$bjGkI=p#bN#s(HWyHavUFocuOR_MYBlFPf zO$Pf*%8)kV6CijQ+U6YuW@WfZLo`mpc@4t)Qqo}*S)7wY9<5#(m_&8OD=1p&GfyAce*}a48HK+ZUVuSup&)dKN z?V^g*jEW;M6@z~8_Hkr{1+l0l(ciI19}TcwLWMx^3A9ZN(|^tdMP-niMIK$R9%Hjs zsP-BtOj6*wty31xuu!^DRui)cX|Q5V|R{&sN250#HD7+K!2M3@BSEl@&bKkXBk zY~M*N(J4=0MFjW^TZorfAQJr*+)*|tl94P`DK?9lpdbymuRsO28Pc`D*IKg$RgI2F z==W_P6YQ+Y;ae3D3*ZdVAC{49YZpkGX ziltr0$I;cbG{t*owzb^nZd`Fe;P4PRCYen`Jb$bD&OvGfrDkR5!#~+`UsMz=POwy* zRxylOWbNm#)iok-L=8p3h?)vb(=`$$em{-)ZTiruC)NK|nU00Y>M9T2y>(0T9h|ni zZ+YF}co}|w+*NUO?9TO#nHl5P)HL@FY{@bPu`E9%&NydD_Hz_8qh_dBW=$I$vIFfP zUp2truQ1G$*0wI~jJv~Hmf6m4X+vlq)v?+(dtOb&g!okqE&?qqbaA-|UL~^?`?|JT zUu}Gq@}Z}#!uAb~!(aHPec&P3=abjc`m;i}`|ZWeDL7W+B!=B#{hR*RAtSQZ8!?WD zCiu^XS|qU~38gTkv2aKnlaDc+Ok3jTNzCMATJp~y^zdaAuuD(i;q`si85t=QRSEsW z$`GMBj*njTpOkmFM?6lE9TDON#(8$e<`C!=D3;D%EUTKA=ERIr9+khADA+#GV3p+JnUXyit8=2)RoswdWI)|jP;B01$GzVqj;03PGt zMs+@cN0yR%Icp<$=#)p+b0w<)ofjn^O&{p5q)t6DwL%eN8iGn{1?HHT02lTpa<{HC zUVQGYS??-^Iu{;MzVoixP5c38-@rHAo{SU{ll)BZP3vO^8tb`o)~tvjxRqDYnfB67 z7v4DQ_juS&tgs_k(eF$!;@y81CwwoT&v+UhZ`?ej7pGIJt@lQi@^0hHF>KXBjrRr- z_l_8Hp$BQMDFSpD&hvTNAro~jX;f=0lI4yf;j9tgjI$aBRN?ab+X1)R!-b0?>&A?W zRT##Dm|R8Cn6Ald>-0N}jEo-0d!8%=)SW)`WnRjxztzw6<4QR7V};IVI37R{`QOjq z&H)y|7J#$hGiRHWn(z2MT59ID#*WPqR#ok<%N(XzBV6hAO3Fk*(5XSgJQSR$^uqQ>v zcZ^9h#!m&W8WhEe-JKZTq`Z)8;u}**jm|e9Kn)gJ6*fdw1guXoUf9_j8zt8L$YDuSQJz4E>-X5X7ff?`U6 zlli0cahLNZ+VH^xMZH6c82VIj_nK8jkirlBAUXrX>&AZl4fqSrv9p?O-?L?lh7s@A zsP;)%7)){HFuy}N*VSop>7zfA+Xv0VgAN4`Yi@-SXZx2|-@*pYc8|}%d~9?R&{yJc zn`%I_CUjUt)bXTabHlJf3Xg0<{F_y+-A1oTo@3u=;F{YZkD6og|rt2yT2 zj1UJ>VI-07e@3+}!^B`u(gIMM8)(e<-4%5WFbxLVdtF^!-8BX+5-+DxqjnzXop5q; z0ou-*%?pdxs~X409ZbdgV+m=c)p(=q9cP_YRnICoQ#a84)4Ht=UmJ;3y0>z#$+F9q zpYK_2_qpzlrwC9=1wuzt<*J4@q(u&#M{PPeTenuh1I!wc>_X*!e>5^xQUt&zVTfgkc4S~4UcKsZIJ=Pgh|LqmSIbYV#+(*}a0H!LjN_(DRsPW6tj zztG?2sDBdbDSQhq@@WI1!Tg$_*J};<^S0BR5(+NUOZF2^AfF8bEC!F<7f6p*F0&kk zK2%?;QT;@)OTa3WUh1vr7I$c_ieFNpCsLv0Cb2TqWR@OC`jlk{_cf3qJ@b$FEJbD3 z{HCB8G8TbUl%d^VS{3#jri@T72(v+C6>5B8 zTqm`T*H!EoO?=B7;xU4+M77ZGZprSX?4-O_wRrSp?xMx^N8YnPTJA8nLYwLVyVY(Y z1hRH1`!dUj8k&6Y^?3}Ku6}z3;Ca1ofVkg}epn$O-E+W@)FC z@<$YeJj|Fg189r8^XZ^WgQ%`RUBf&>+6hRTip4%%WWAgyCx_n4ZMWeE-~YH?eZLER zzIg`O6fZXX4!?Hc2tVZJ!E5=xhKIOu3o;7{q>2ckj?{aq`?l};ZtoXY(qy;4HsP<5 z5@&`aB5;En?#uvVpiU@(u7G`Q4Hb?dZ|MKV{l3dN9gx$g$sm0!NW1D)!F8eQ#m%-$ zsUVW7J%+LVIb{J|tP63Dh!g52rHzIT~UZGUx(%Z z{Ek{0J&c}yK9D=%8#`(-?An$Lj8H$hG|4U(?RT+}#Q6tSU*+*-1Y& zMdo}o*`SFVeb`5H5#pGeP+BDNP8@m3I1bVoQ*v40k7U`FbDWC1e@evlKE$2HLR!pV zj4axoG64raT>LM22}-+ye_eBWPas|DG(P^Esx!wyc;ZwMq!Pq(9Z^j~3mlkQBI3Ty zr#U-+vOQeDd`p!C~8$AoexzE(}U0$D#W{|9{UIa|oBXExi%pyOJcDKKd z{`*2^GHr!-iT>m5xxlcRUu(NY-Jztp68UK;3J z`i)Pj%bc%J5k^E8w>}5~bwZkqpPUp}D0qu7Q>LjhYjE33KhmIM%)hFi^kjWA2rw|zftZ?JQi?)Nr zu|kuA!|_8R$tuyA78ZERCv%^fsaYC$Gc+MwVQHM85=#6g_uI4()+T;!ybrG%RW2-^Rr>F2@3aZt^FX=yU1T`l;~RU*k4Y#zPF|LAXH7Ok!ap!N<-S{@+uZ!1%Dj*nHi@7`T+IN!Y+T)>iK%gmkuI(tLQ&Zd$Z zpnuib#AWH1EkJ+?z=XZEXP4Gb0cY#LKDrAEAcY&|z-AIM3J5HX)T)r4p-s+(&*aZ8$e z%E=$fGi##zb>KYN7u0i-`meM_o48P2{_G}d-Ru%|Nv@3MngFsE?N)LDXURnB&a@pJ zn*%ygftRFi642}HO3IjOr~pY2tHIN#BI5Z@5XX5r0ZoN*UGvJ;iN^BHi4}Y+*1@s8@zsBn@Hwm)+=W zXBnH6&&(j6gWJqs0-JO%GZdRNf~^)ZmwwA!Z(oLf3JBf~Lle@FQlA;{9`sW%A&cRR z?ZblDfi3EQ!LZRMs;2)^gTT50+#ig<@Vv0mIUR0QU#`3d_p)*|~2=fRuFwDqzmp zDh6`S*{<4kpGUI;zm2MGTx`lrzcTpAilWc8)%X3_U-{=igjiUHJ24XzzIHifZsU z>KU@x{xA49cGUonv-3PtKb58 z$bcv@AVdp7Oe)9`qCdHhuy?3;j36NZ46nwHKELWnK~DpgpjGccZw9~s0?xx*2@iq; zUJ1#Jjp8M}i?1m#28L)GhVhHFM`s7(l9Ut%$O5>}@6G(G?by8g8xQX8TjSsNt=$(M zHcZsUf90n9SHX&`tpEG%AL>#+?H>qT@2WTC(+Ln;(LyF^E@@5<7D$^L*eIzyO*l%|P1)2???rZMP9LiYw?f?JqUZ_M{C61pCrZyVN`Z$E54kH=ME_?`MI0z@>VP z@fc8R5FQYRPDq%A{73VU({4qP2BPKCnEin_t6d|svRm9g{izZ>65g(gik1=N$FP^? z#*vi9q7d-BT+kr|arL}2Rv9WAB&GIqe*?1%qQpb35jT5q%NG-jZAaAX^ad1O7f zl+TbW=6c1m6)}r?n>x<268+ST)AJp|QZ3AB49EJA{UUhYTiRaiTY;vXS^H9()qK;k zxjjQw3DoFU-tNOE4C7lhHb1zz(kJBtGBz_QdDkiXl^HLZZU-lm+Ak+PJloqlZMv>q(-kK@8nvxtx2JWtnS3G}K*0Ti zU38Gkl?0Mn*kr?IUBgfi7eFluA3$j&OBLpfN_CF{8e(-6+@`kfFR+EGA>#w4uL$Rr zGbOp#jjj!lWHK&6r=7^gI&lj&m^-uKpu4=Cl};s`qWoONCFYn$aWd{8uW-6VKhrOW zIdDa8{1~7{Mh_wIn6;%JC(?3k3no_B_wqH zMul*7VGY>0Xb78tl%Sanxgq?ma#7K&ZltXc8|WZ}dL>V`YO)Uf-&e0UZsIl;oqos7 zg`!9wso8O-@}E>rFf(;5Op85A9pNW8zvxM29L>G1-rL8=KCS1jmgU!bD@5JXE4>aQ zI)ba1GvCkov@7>jP)@#4=QIa1C;~Wt$rCW!buW<}mY7dRz^L0W$k#h4P$pJ3f{G%w z>XD}+?^owf^_2(fg~LO=`q_z7z^}%47*dNCc{WHmROd1~Pe9v0{HvFqm!+O=t}RHG z&A0B2ahRAxQ7mNK)1F3I`$J)%|JPkr`M%tgjDZTUYCq^7wx}SyDfG_7)l>;C7N-Xc zmXzmbZWaTbn{p?61~t$Q^6$j;uk$jvbj0BS#T>Jl9J!&F^O%zEH6M?I!5_*Tf8h!1 zB=CkZ2Bkdijg#)ru8y%Q5tjPj1yr# zea-0d zORyXuD|&{4@gkVvcfm)&=DA-5!jF_hC%1z82bAs}Vl|9^SI`0{2qEu7a3@{?IUk$d zMI6oEFyn7Bc#3Xr5(xG6h%{NB4u(MW6wcE~P1{$2#mn}=>A9$`z-s?V;3RcEU}qw5 zSIgB$t~D$#Z?Z?q%}yNo^@pni!l#vl(js;DAOFQp*#@v9EG2u!5+Ouj`H})0wFH!N zTfd|wZb9zsNRx&X3j$LJahYF-35D|kh>-ibB1>j)Wtx3{X=jNsbsIQUcMIKEenH$q zvRPn9BYh0G5825IxET5ORDoh5;&2h@|d+s05YCIjc4=Sz> zSY_HAqgXA)O0s+CpJagtiuwJ zvZ4ZTb-^2z*lkqHMfuIo$?~z0LePI~Gt&R25d{?3=YC2;E|!^|-F6H!y>|5% zt*bo@J3;4n3bCXI4v}YC34P`&6u6CBm5&uvHJ+ZLbVNM%ooX!eWZFH495R=h(y?5# z%~L9?g*av`PhYOv6z=h~KGc7DwCDZe(M%3pKi}i-+`K?Kd@CYEf+J!>Z7~H)N zb_tXOm|_O-$&nqxorVgb6#n|l_3?SC_qAjU3;QoEV@p-0&y>@v*EY|A)EU9R2quca z`UjY-bgS;Z^OuElbg~bu9Viv9(A=EJ9DuwmS<&pD8!z_VKhq5g6K07LhA9ZV>*%Y4 zqvf^+?n0&->iLpcv7z9)nP3Am2|uD{@gGsEx-Auh=X1c>MOvjq z{$uaB&okJVgYLm;)HuMy`{+Tr3~p99@ZUsD;78Ps#(FC1WXdw~iqs(yA zcqa!h3~O~!*NtO`s*<_#R?wGE-?_L4D%7s3B>gv8yINKqnmg5PZC#s}C!arU{)VYn zH-%50uD_0ZzE$tKc9)yq;0?h{^)kIQ$7%54)<^p z6OaCsE6Co0-oxqUf5^DR!9)|j^k8rt95@8R#nBdN94Wg@uxE$u%h^h5K>zAJ0Wn-G z`t9_*f%4UKd+!&0Qjk;Kb3ib!8n7}c5gtMVv8mX%+;F#f_{EdI{YpAA{7! zR$$t?kh?(cE~@S%)yCq75Eart zOF`c=^ZyYw3F`ZGwHc}6*(N=44ij_8QpG>DRi;pv5h%4ar4{96kBjB;YKi@4Ed~OE zXXJTTx%a6!TuT87#3}rKg=Tt~mlQUp7qK`O7i2NyZLDzb~H;m0j@ImM}pq7|q5&SPv|Ih7fMZC6Gj5 z>c`j12U)i(zIhY%RUSa9gy2J~F`XBGQWgrWRvQItPL>xz*7zlW5}w2&FEX03N6F9w+`l;jF8j-gJZeS&v6Ih5Ti@q8-dfLRYat9!U94|3Qma{$6&;@ zLCFE6Lx^sao4?LvE$$+gW@mmhP2s<3nn+)da8u>!Y6!%CG)+b>cG+JdwFV?*6URkc zm9y|k;*w)ZS{zNqY(@BD<*dxwD{N+3a^PPCjt*$|#vJv3H0|HD-v6m-MwW=68_MJ4 z;7J2PoSXW^EUcY}B0(;&~dEP|@5&Ii$vcvOvFHMYpQZw#`i*-EJTd#X)es`Nw+QcEFv_LWA4 z@Q|#r<+WbdIr=kzq}EQ`8pa(m)ZiX}QW7B%&K4be?PWOL=Af5HzflOZIEud!rG8oaPf^PVh;DlNu6WVbtAbNdBS~;6MX%^5wz5NVltOH zmY35!)KW#Wrk55g#n}=aHKlnD3L1Hug!F%bW{4t={SS)9`FAzK|623L$^3u7kv@0a zkU;p%1@eT<^E-dN&KdV}RDab#5Y4hU32O$&&~;XSR+s&~-}l9nY9rBCL1V);jZMf% z`aAi^{>}K83Z+4EQ-*?IRtq+RoD$j$ucgX8@eIiR`7 zmTUzPYJt==Xtfx|QF8nSi|R0ULHwePDQzq8%|>;2rYm4 z?pi{obK+jPdCU$dX)*W*CIldw30)C;5fs@evGgmd2Gz; za5-8~yqIL`mDZj4XaQ-kRHdHtG=@!(Jbvh0UUMJq`vu@tjVnk-ToiVhaLm;@l zGlB{Q13cRtd)|~?fJC8m&oLYzYq|@D5Lo27!orx8744e!WxJR9H$=j^Oq;1)M>%~b zI5wmo`lt6ES!db;W6%UmlRlT#CK`!*qO=0tg2%cBYx3Z4Cv&~mRzU>~3~gJ!4PkIt zaURRSD~w_a9b$QAVLgO_w)DM|FjU&|7jS0|N*~*5#gA_tV*+IQHnJs3onm zyLIYk{yp0&7ZTL*#zIFsv~mNXJWHSuAmHVuFfe#wCX*=ePCF(bOgm4)330@@wn@`v zn(%o?Eed6tS5ZGMn{Iy9`hmF)tOv8PxN%lLYR+Y!o=oNP<;ZQ};0F~lWhoR95GP?# zZc6qA1&)@w;N$)wF4OB=)9HL-ks@xoos*E$>& z(DslwQY>3&Y)W<%ZS^E72NFynec8v-#Z|fVGj-{E<}2c%OB+!1mk;H`jJ4(;Mbi79 z3Y+k_+G14e_DWD{@TAAxlr$c?yU!Zj=90ykP5_0W?PK&#jFdswdVOEJS!Ja$FsrIB z3{|2n54$g3aS)4xOtKl*Bn+m@f&%X=2GJpA5w)6PNj|Agob_m?guR+5nKQMDuAX$_ z$ROjexn^(V+)d~ru#e`{gW$PBvSH)EWT-59NzyN@zQJc6IB{SO)k6muoas9yf(vnU zM^WV|gqAoyfaFhEvR+(GmGKKN%p7{Gk%Rekl>5NLgil7q`D#TAopwii>novdSx0;o&BM3%(qb@9IU^qQFq?YwLHUM9pc3i8WBQqpdvavb3=(l zD|R?D!I33$0mS+XwbBC;vbEK{*G09`bz5S}XoPRVU zC+=lEA!&BLW7iC&T-U!}F3w-{N<1~lfA>PuA$+GHcgRADyoP}tEB@)rPUuUQ>YFl) z4Le+wJJG2~mgc&!ra?ss2OV!g#TB&o%S5{+MuZ2j4n`6;*fmt(pf%uXRGIApdSCGt+QKpi+AU^cAt6++8;yMiqWXGg$mpG_0ha3n@Z!=(F=?p7SV@tu~)iOVO}k?T1D4f6%}GDu4f46$qpe zsJa310}8~!l$iE*-qQtlrZXzn!cHa4khx zDbks!caAfhQX~2?a*NI26jhjm@|ve`eioaix|VV^$%viU1O>6VT4{!Ihf&S&J;^~H z$s1*|et}qE8l020rG)5=XOG}Obe*q~lBL906Y6@*#$8Mz*>_rT65jnyA3Y=+z62WD2cVl8_MeIk}4qK8r&Xse(U~Jto!eABGb-tiR*1+h;oOI>z@08axki z^u%ebK3FLM8V5|l6G1MtAB<@h1Wr^nGh4W8H`FtF+iC{v4{t4Q!9KFgRgJSQHq<7ZBnE!M>^>^f=-Wg8_oLD*`}4Mjr4;60&;fm%x8>^&%Ezm$uqQBDJ+AaI@r7KpjZNzt)Dk_ZFF;b2G> zaq0uDFva3X80epyvPn^fwVz2*VEZxHAz+S4#k{@gxJ@UbZtW+4-KFllG~(_^_ZwEt z1>aCEvrT{R98Yr}JD#wV%F3i=GJF=uN~c9KaJq3HXD+yN|Jbx2zurP4Bp%ao4`Y_a4Zypxz2~Td)4@ z_6^l03Kdan&(ZQnV)0bT;2upc{g2R)4}lo&HK07b1#;6 z0cioVeV6nV>zu9OqVC>Y{ZY@1ZtgX|hsOuS2?ig%_6~@HElYH-Ea|&3JEIim<}KkI&ER~ zKfDh-Y$LVzqIdj&PdI;-to;lnUHMMB0t_Mt=|H#n9SCULSDAeUeC6+XgL*L!B$Ae? zKQD&p@l**sjd4?)>m!;E{H~IL!hy_Ai25+nS$9F1hAnTY@#iVu&jpFJT~{*8rGUQQ z{tHOkJDI6Bx1`=Q;g$Z)X|O!Z2RWYD@nI&~%+Cd4Ge119$sek0&kTs)@Y&j-XLmln zv5o(>i&xA;6bW@FIsh*nDl+erAzIAt1U&jK&q|^{t#NKq{5mlWdm~tQ>XBu%7l=F5 zm_TZabPUp^_;a_U`sg^Jd2)NmF{*i6NNbsNB)W{|>#CSp8s5p_MY-tuOe3S9t^ade zvYEi*%dIhohqKcLrf7F2VpHTL!a_G~MtDdZJFjD$Th^I!ibCz(E*nGD+{TXN@DSYKoD8nb)d=Z5L`jpL9N-Bo8EG4F7Z#}e5`2hcwRo=!SBw9bd zprO#zGNuH%nrE2k@mi%*%{C+eUx#}E;kDMFV)doJW*82{EcxJPrIB7ZDzrt502iUD zBI$K1j}D0mWA)KDZPrq#vxaL=Gc}1@E(k!D;u6b|fJaZ^5JW(O7V@VLU=}j4_N`-l zfDH@FzAFis?mpVRqwSgSf*>J}TgdWxi@0nSi7v*8Fm@q`TbOHxRZir$vf%Tkj7Q>2 zitM%V4pWC>72vK}a2D8Pl-Q5HplIC156APON9c8;i+4*t&2(0Cll@E`sx{85FQ^)zi7V10X{{Zz4071Rw4bWx|u~s7J6%fiQ zGG3&xP*kCXtDxQgvAEg7-?wKgIXcpI#v{ga-w5RGr&@RqqMo@UAt(EMTm-{ z+MqCG72aYkmyCLdl8Q#G{Y+!!AeCV zfT^lv2?`yLZr7<^b0w`v5E}P-DhX=3dGycG{mGK9)n7_)jUSH;ogIs61ur3`Wlz#u zE29?UIsE$9uy-}91^g+>mD$3cwQenpChL4C6@j0l;)3QqpSRre?vB}(hK&F|rY!@^ z{nc(gi}DTvtObCO_VgV~^KDmo4c+Z2@s*!|@26B+Z3&_iajcXnMWf5ENATbg!xt2Z zd{VJ5Whs(mKrpY(#Tnhh%Bco95X@_8nP<%cG4CC0ZJDGy!&XrkMY(?v6jv47bZM0F z6A0#QE3D7@mGx~P={s)@^jJrXUf7f(iz2_Mjn&NBGq;)V+i>ue7RMdI$X0fKpp zYE!utzTqAhaQ*O54kW9^tI)Bk61TtMcTv7}Jo^;5!@9({|H|Y!9o-6b^Pq4?JPp!= zn>|x*8on3JI?fMrF^@VX-+zO~e7~eShAx_2kgF`hsi<<~ns}@O!65dTDI%Y|Bpq{! zj6A;O?_t|%NyFLteV*%9+s5lyZEn?55k+PCv5;wmWv#tZ-g!0A##FryzsxASe^@@c zG2k*!!k&f-ZE~S`)MJy0SC%c!JKe|D#R&4KrZ<5oJz0!7JzNc9-%K-cXUAS2fT|zJ z6pX)>PTLf#Mb9yGnXQ5sG%RI{`doagG|&-X9sItuxPV5Q9i&j3-{^m9w1`F*{Tm_8 zmDcP&qVh$||I#0m4mRq(sSGg}JkPlxaS=t~g<(ZngxR2(H7nOv3$xZ7<&T@M1VY2u zm7Hl|stHe~{cE1;4x9Ijp>ulQGt$S{>z4`rs?Us@Hc1($AOnqjANO0kv$a#dWivW? z2u*x%8_yLhCo5X3B^*H!KIN6yMJRz*Q7-55!kDeE*=D9(_OY&l*#=?svk<<-6v3W6 zZo7DLUoQmaN-&wH_*gnCo#~AjrW9dJI_i9EZ;&cNzV4s>93ZdYn#bd}-wnX9iFikf zZ1E>I8UTI14-+)3Xrbp?GcOBeX{9eS$!iJSqik%4oLk7BsXAq-pxdo)KqTfeOB`>ZoLHPfFEj|j$*Z$`_`^d9o$COVBZkHn1BAYTKicZP4BdTUFk$z4EeOj`uc9nS}d+af%C_!^2QHc+c=kG1n%i9_shA)?RzIa4vs zLzr0JF(EC9vfHo<1+U!5I?|C?P3fj&MxSw}?pSz&d}y0O$)3>=V*O%o+oztochvc| z>)e@{8mr1@3A6)*L-Sj>MY;B_$K~Y7M6-)I*OQuL9wKpoe}&V5we#82g2~P}*($QI z!F8+PDsO4Zm@@U&#gEwy2Cx2KdGOxO5M9`htpqlSgj59zVZ}C~Q%1i>MJZUF;+>Jf z7|ZA|E)uqfj<%QRFAc^4*4E8l!Z?|@iBMdU2P+Kw9P{27>vQ#G?klbd*S|u z*RzXIg!`l*&+YA*52{uneM9-S0_mPyGkH)|nx$3RwV>5sx4-oNfgSiWrZ%xIy|@p8 z_LhdI7qs#8HAz<-S?k@^xP`>YWfQ(imw`BuunjARfo++cMXfTmNZXh~XB@ggr+-d& zPn+x3JNoU}`U)(AcaI*9$(|&+=eZsPM?cjcfLfKd@ItyFVmZLhi~;AiIs~Q?pVosj zhT(kaj5BHRd5Z*tO;mPQbzzIj^e1BS)T$wK0FSuS<%J=**V%RG3^*xt}0KO+mwN+lvZQ>23;HLN_Q*&9){a1uP|sJ^8#K_s-$L z{HiPg3!(F3u9viX0xGuNJGXc8yVl4R`$p%&dPoPvtFD8w1c_)@<8N8^6{?9bgV ziegY8A-zPyU684ICDakw*5AFx@3#M=zWcEttz@?e*AH2Jc!MhX@N~z9FdI#CNV~Y9Px*#Q- z1(9$@fEN)ZNMAxXtch7g3B5S83yDZT>N4JB!h8@dxpYz|+BOu?2XEX)xU=KDxM~qG zIx+(F)1@{XqIJNGRgJ)17FUnK6q%rK;JO-gTSnxRS}PC0q;C(p-9uQ zU;-EhZ~Zu>Zm6G-EBWn~p8cS3yU}aZQ_W~qNARdxAn(YOr6(HoXmMwvJXIQiC-uUH zkNutuO!Xa0t@JqO`c5$1^}BhiN1NWcWE32^Xvr~xn{&?qW+$%-TN}sAg1SFn?%&Du zJ5xFO1Gq?IQpP7k_EF)ox_pFi0wPg-vo(lfvdxq$8>*TX4a;;BhHHf4a(qiCP^7L< zOLOEM_!o*J88V}jkOgXardxx|IjCf6HX{ceyd2jd6@Oi-c^$+Q_4AaIpPZT@MczOh zZ8>Kz9Z{ypVi2%&>wm%YH zMk;6{Mx-jJ(MkH!fkAEV^pb9{gD4Jerj=7XCM~N7ZLTub2xw$A;yX!`qL9Z>rKpdZ zs*1AVPDnf*fsGAg26hh2J9 zup=IG({^69#_H{ZWfnH)8r%s`$^VNV~%YksROZ zoDySpo4KdooxBKJh0yNHwF)la`<0!$!np|v2T@%aHrb{Iny|~)|6L3_3x(Q^$Dj0EGO7=+&Ti)>t9<} zZ?VfMO?Oi@4({LLPpxF!FEExLQ^NaE*T#(T#qGQ8&*c{*LQ7cdMeA$Spp);(D|I+F zD3DziE!zIu!fPmNic}x1yS4)QdyoNaJ>mumnb$vRM6B`yOK5rnl!Qmp1itt1_2oiS zBq8{v3AOb2pjtIW`P~f^KI4r|T-A<^yCTRE!EBi!&00@Eq9qFuF?DAd)O_YkC!S>^cGUHpF_|gZajIVb8rt z&Z{7jgCxC#kTI|s6DDJ^L%dG}VW6N*y-L;>_Oq`_cfBV*jTP(fFAe|SCQC~R6Yhu{>+Hq4%K$0N!b=jRR72P|5vf@gA^+pw3f11H5!Jy zv8{c)xl#(>Jvy~pc#)4s%8*e0{2`+wYPz+usydeFA)Cr`g5Xf=U`d!wmoGD%B>;Wy z77-$>$>}@AXJYv+3CySHiNU0#zY2`h!$6VUyZ%Fx&)r0-`1B6tL7%+|Mv;;WCf@Bmc`?G?{J#99+)4rLWo>U*d;NmzO~ z?va%OCoW$tsPs-K==-MNeFA=O`#u=-Idr=oW|^s6kW${j@ZZ7~%8 zv*KsrwKRcM#?{OUDp75BXv6p3d5pZFf=@Rp{ICyCj>&zC>vwaF=(g5ikaA@v%knWX zsgW=%0Uw_y*B?Y$n6f0r3+{5>)B%Ay!ov1^iBc2F;-oM{?C-JWZ)?s6nkiuZFJA&o z!9xFoSabi^sQv$4hQ-ay^4~7Q0upsMB>pKamIB@N+Kv+q7!^+9uu2$q4gga?Y8Lw{ zQZ7l}5$b*7cs0d9Q!6$ZKreK zD&M#v@U{O%OpVf#*!6K$QwXfco_`KXPg>hFEn_6JW^KP`tw(FJE2ByH+TB@#v=0sG8V*$R6=x$$8sfA@Jez_T2&4wIfdT!vM9K zD+PY6ig=a(Kz{(3p>`g#KHQH_s@^*zIQ#hk&<2FHV?NhT3(lKC6tCdq=g8N-7oU#S zS*cK7^+-M}wuYIvVwPyMzSZSzGQQ#}8g9|vkK;=QxGPD;F8~NI-eIRUdLM29f5n=1 zkDtwlL^6-(D4-b7o9daiX^~y`atJl;O@B=VV& z!c*_3`tK&mNl}OMEpm`04+3^4+n>L2$#bwahUZ>pfOiCVYWDceY1i=D#b}LjOhAjc z50b~eT#zB6q6}v2#*>>%38JBcOuOAo-9@|R{>V>W8LH&(&Qte^QNK4#c{0cB&vZ7O z&#R=7xsqe%Ft0@e`E3`@n!JnC%S}7mpXncL)X_~a107f@JKnUQzT?8Y;z^kt?Ka;P zL`yhrdG5oLVXtzdFFx+Z-Pf*DV;R5wdei4|haXEZk9yjMlfCHZ4Eg{j4^J((+`f?Y z~xB-BuVqupw)*bN`Gj}2bUrC?#;zz-tN(!4I9I9S9(=) zjGOO@T?xz9s7pcWYBIXANfH7r=p77-Eo_L6$|Z5D_yb6g!U8w-BtD(>HI;F`w-xb9 zJn67QxNdk%IiktAxXJMHnH^cHym)xa3va6RIXIYZW*W17&}u5?`f?=-evJ#S31UJr z^soSgQ42ZnCKzggGP@k3X**yq2KJDG#Rqa_Xz{f>)<^J1)0qfenn$gMaBC%j1&A2( zWWm+@*Yec6n|7R#H?9oG^+R>-(5|IFHf~Mu+cFOlcQ`!*(Jh!y{wuIXkZ)xE5AT|# zaf)!=I-sD3A99camCeh&g!8=-fieQkboO2+F2C9OxUa{91@QsI$4;%>-1`{B)%^Yy zm~)b)T{iAQS4+zm%ciZ-tdi-Yo5*t#S(ghOFei(i*TS+wP83jF%CtsTD=$2{2fJod z#ehA$$tO~RB>B=P9~>34E2w+WXsB28`SI(QSsOo0b;~X8`6SEp`s!9L2{>4gRc9g? z4hbQ^fdrMq7mj>q}carYLlV1=9zZjjb-om+Pz@XkE~jApZ@s$1FE-`eepOq{ek z4;$ffAcm!`&uR7Fn8SLPNh&fFk<~o2Ll$>0twSIK{526Dg`^Ab54Y zPCVK8MwxhA{HCSLIjAbkobU*4BObByxaCrY}l3!u8);lS$Z zpl$=>b~eS8!cqY4_%vNk8oA!p9Tyh7DU75aRy(RoWT?PDCARt<#b&dobnl0-U48B`vM*nfs@epDGB7*u6~Y$3-9{r0JWXb7y$Ms=hLzDcD3BN>2)*o@-#S z{`AJiR3vk>sNlzAYjYAus)HYJ|yG#Wix)ubjKg}T{_tl!IBBnXnW zFz-anU4dhe&cwph5(_f3!iqO1MJt?)fvOqFWKkrJg*YSdhN3IroYVgCUGHChw+S#v z4wsu6P-I(1GQ1N%w_Ly>0cQiI`8s=wnAiU3)L@0t0Mh{slD}u}A{ro?we)WZxUHoC z19t!RyMwLYCoF2+#NhQyCK&+9x>fZ5l%JU#-_2bg|A2E%RR&BIb3E*wUA(bx0)ymW zCx(b*@WiaP&YD3dJU`g8rmi$jZTPZEJwIk$`F_mF26NoJd&Gxy9r`NPa{-P3*V%jf zg*XHjr!GE8*osXwlW zL&G9Hpb-tn*X#j&@oX118OU=2`#ylUz8)G9_69w`HmJyN~83kLy{5kN+_P?HImdJX+tT_4;vrkIx|u>_hw@RIa`Oowub;>PY~6@ejE!%D%V%HGXYQ(1NU^YLm!F=!rlDg-C8 z=iEQ$N4_?l(&j{$ovXcRp|TiEIs8toqB(eSc&q#M9%`E4CiaIOit0f(TeL@L9|0~2 z^Y?wh2Ap+YTD=GRZ{~6ZuOHh*BOW_nk;lhNuvw?WLq~&{-AoMEUW~foJLUxX+srEU zAK+uT(MJh_$)in?L=)3oL8=DP39AMG2+VT$5eauc)}o@PVVMLX5ucR+kg0>7Qx@_d-9FNJP4FUsm<|YgfQ)+DH3(B z-NQFKh42^H7LTtCKRLgO7ZuE3U3J(p|5B~*~s_u7cM&`z&ONAWqVFy zn&nrEuaaUPu8qJCuTlOwoEo)=s$1CB z=#mbG!cYC$`^1nQde{EdY2fzMb`xp?=uW1!NDc{W*wM z^{;;fDb-jMVBy!O0{5ybweXHxLz^Zr#&Z=E!?)*9+#t?ZJsyCj2OUVk*%7Po?=iHj zGRqB3Vn%0d^rqf!a+2f7om%)Im5_r!ONN8^NL8G$dsndZK^r;U>0V4WGit1D?HrAP z22y{>hhi69?pttCxGVhATeYVqsF7j5>JmQu7s@PVG5=ZX3_Sht!)GAeU)m(H zT6wUo%^HbUi(YYmg&dAfzZgLGMG^I{kWU^R%L0WQ)Ag^AGyhA-IlBO|Kp|%V3c1}s zLXOD_6!O=9gnX;zg`)_Gg=eF`X(WHWML4=g$S(e{z zF^lMiFS+PIA+P=Ba-8qxiWkWWkry8vK>YQ3-%eDG`w;GrCUsnT z5QWNcENf&f>?jPf?V*>AG(QRyUjO@@KA$CxEXIj%IeI$UysL?PDIMEX5S49B&|pf| zS}*z}{?5Gt{#6?z7Y=UlG5Xg4Wu9ED+>Z#6PSQ#)zgBnQl?T?vp8?oF9gq8$jwkNH zR)1z9D023Cq?ZJNumW{Fc>R_rK;6e7H07AcO9?;j)%q7m8c@e?s7P?XI!~(olnbF+ zM~ep3NBh)Hbe|n&Q))0*KR`4mza5~KeUkhk`Y^OU*R8;acdrbDUw8Q{<7se8}#9h*4zJ6##xyDQ{z+?F0TK!jBCj{?*D74uS!2CZRnMxH%;p$ z!#76p#t!<&o%Kdjp;XS)q+fqFcts=7?4=F*wIQTzh$GT>r<^Rfwh^QyI`%fvB_NNN zcUE{yCmbM$b}KfJ(I4T8yOlLSCcgf>87fh4ncYDc=aa)R7PFRaNffh^=l*V%mUMV< zq~7k6&?)tPRUE7$l(1|)+{~uK!2*uX=#UeD7Nok&6}PNKkx^3;TE@WZlfXkVG7;$% zI4{Q==K0gv-wUF5kF&g1c#Z|9E%LZF@BO>cZJ&Hts-b8Y$1gToe zzI(0!uy@IS1JdfE>HP0uqZ+;+da{G8l@|u{Q6)zVH__;;>-RaY1K}W^a?64+swzw!g-+P)SEW8{ar?f zDb>0{!fLL9Xqz=BFpuTU*El>k<-Q@k+ibfsfRZ3(5~Vz2mPw?;!4fBE3w8aE8`pMx zDw*ub8VqtX7*XTHSkuf{bGR;KI zRTeEpaQUFEYy@{auYL@HhX*QCZge3wdvZBIhIiS|d3wWZ8ax*znCJ%Mo=;TGwK5$n zuDv7`zp5U=+}9>R?OI!O;;cMFV<&JJfyHBnnUsRY22ui9oQyeYaW8&7VobczEX7Je zGK;FzvLXfi794PYDI7AEicM34c`07-rN*=Ty24M|Z9Ab9y2ZMzK*Oe7I=8daj;#mM zZ-Mz}mvz2IUy%iw1{B`Kz9KCwOe5rhnLvkvNOM^a2gw zX=*xTW;ayO?j_biy?_kFU+qGHzm}81?~#;Hoqbroz~2zXm%0KjW%cSX;Wgn7c9p|J?1|Tp59g6>}G3H*+&a z3u^~sJ4PovN8r2vj14UuP2F7$O&zTbO*{>a?VPNP|GO|27A8)hbN4^NSlBtZ8MwK* z*;$BL*;)TJ0%BQI%v~MbT};hgiU0Q9mT+`%0}hB8C0K}AnEv{QDvT1$z~SF^5`VEN zj9S17ZFAGVMsSSsOvEfeck!Qjw8Ra<0E~1FuiX*v-w{#o_NB zz*nkP#%9(Imj8aGe)_Ih2}$V0w)Cj5B)gA=>G+vi8Le*^#a^gyy>xc$W@tBl)H{&|J> zsZQ_i&ncn6>F2}G-Rq^@2P&;S%eSA{VWRY98M410(g77M0bkl3c-(bQ5qj^8rpqvF zuEg5hit>EiJH6HIzwVzaCO*1PrhRe;t5%s7>n+ed z%ftF66S&Td<@JV=_YV1eZoZG)92pXPJddynMzkP@2`G?EYXO+qv+WL0c+B>9<`qhQ z^3kjc+_--2fmNWHo(G9@%G7fH*8jlfP2-BDP_}6jt?H!6e{vb^gJ+zK2AL+HJ4^bI zY;#EutH3={DZXA27Ci$VnlE{(92KovT@Xy$ew>?$l~KmSOGMEg%}t7(af1Q;3Lwi8 zuRRA()hK^J$s7*M=$Y;v^KHlldJlZs#CS~>g{4ETpolEvU9w$2x?*PAREkC+z_7O3 z*oG;YE|a3W;4~rkE3px1y2Oy=nmB4(#gIr>KYx~`y2vVf*i^{YGAFB^7-PNqgtKev zmh8nz+9a#rk5&w`4WZIg>#~`}aA=m4kR7L91 z_)V4V^+kC;CP9*>h-#NTjPhm_MjM(o!iic_rd5Hzg~irxP&AZ#jprT10^f%OHxQ4^ zQWu&M!gruFVg+rq-u(p51UC>pMhQ^tLFxYBhngm_#qlWHE+nfgM z2ydW^)QaHt4MIxUX`&@FSvBlPG$_oe+#+23nTtJ~1TK~ggF7O92v+g;np1jzv%W=l z1ky;q?9@9OdMsv$sJ;mhMut>`Hw(WvdkiIOH;5lis=iy_o-RT#Xe%8LY>_qTe#93d z>UF*kzPzFn6}WI>p_sr}e#C9Z+hB~$gNX?%^Ci-Wuh|?HQ3r9NZTM2CM+C7ntG4dJ`9R}5Cd+|%kH{jN zU-K6eMDXu6tn)4bn$)ke6?jv`97G`=zdc-e)T8Q$qp^wk1~MRX;CkEoyA$o9BlQs( z%9O(}(0d&zUAY^CiKB&;pRKOjc+`S=`~O&A{c_Dx4-*-eBT3c@=JbdyS9KqTva)s< z{F=P3);d%%g?G~Z{DQDGSK(FqW4EUI0lvG~iRTEGz2W@;)E+%{c3?Km?$e|4ROBj| zi%y{|B)}pGY*2QZD@PiU)_(!ziwlQG6lF{1^RMtB8p@2SVgycga%i#iP}McrfR`+O zvi^RBBd<1?`z1D9)Y4W^_?GV*X9S72MhMkP77HO9vW;adFr~QmoU={FsVumV1xt@e zRGS^C!tnt?RTfmBkDKIK6VzIxOg&?%s>ybxNa39JfB1D+)rGRH4=BvnM8ky}h4TaK zV@%G|GHmCpsmP2Y?9=t-KbW1kBGK86(+LMbF>z7e*aj(DOFWgMTPhog@Fdi&%sQ5M02ceT`5{XOaUe4;h{?7!zFt|5{Yi01+bV! zG**nvLjyO-SwdhIDky%2!DkxImcmBCnrud9#TztLF@tq1*2WQS55;_xZUrIuhJo>@ zV!;)>=fs*Y?*J$ChT>sNp$ihrg?8xK5rnWT)9Sw((hpb_@1D=0y3mSKDMp?4fJx&H z8M+AVxta0^XK(mohwDIT`wGK$?U-Oj!mKcv7*0kMsGCT)v+5oQE)7+z7_M_ojV9TD zzVbM6)z2V}rBd`%?efheKR@bv1LNGE5;CHIiD=n@NdfALF8zk-j@5@3QF!&Dn1u++ zgLgMS7Rw3^OdfowSWzKknj#}dZFDGd-0NWD3*v#eN_lix{0ItCf;m5ybLhJGnvrlX zhdq%qlmVmJkTE?&d)KTCh-9t#W zWV#>*sJIx)Lhm>39NR24a{&s*iTWM93W{XZ;(LUl4Fgq!VBSlm5Su zbG|VVjfw!zG}6%-Di|vY2^LfiyL+M9lZl{JiV|n{u%Hu)70<$k-57?&jPM&19?Mts z*r%=wpX-qrsah24N>v0%H^Npm+$b0_0Zd3s7;HaySoz(0da{Z9Eb^#;N~p3(>P$@H zdGeW)sq^p^C=SK~`A|`mB+~4R#E#JkCm3yK-T;TPEK0K3emIs1Fegf4Jx{2PG}JD3KIF z;3V}ikPNWMrJs|aqNvni5F9-GgQfk<4bnaK0jN`2;r^QtL&b&EEZN|XAYgNdVHpaq ze5ND>rS{MrOYtfFM@GRYIrda-4+gBJBs9H77N)n``S4Q(-Yr`~JxTXysY38bQ?CA! zD#p?Q1PHYJ_Pjgzs=HLIL_uZ}NqF;D2A3TghP$_1Fv;pf(4NRqkQs6T$;FcF(^5bN;UaZWi(-i`;VOKhOR zrR)+sLkTJAlxm|QZ!PxFU0QhR*6|nxPS?;y#nsLM)+II@0neeL`f7JHU?TNGwcW}eN)`lN=*zLnzuPJ?V+^`U&Q0_(v3;%YYYK z=+@JcZ^}Z4JVh#!?4iv%poee~blK!#$Wsz^OqqhEkT$D)!J0TT~yU`&nQPg5C$WMUg#k6$6ky__kc(%dLP*wZ*0>c|wL!XlHbCaTJ8ECY(?-4UqFRkV}&+Iu{X zg@h0(;_CPa=iM;uIhdG*=vV7X7GH@o$lmlB}PyA>bBDK(v&`q)V~`<${lf zw-lnQj06iyUN(jYH&Ih(n;$xK*BizYb3H;lxRu&ib_Tw!s-Ap>Zfw7c5I$Q{u15le z)fUW33Y8)r@Dxclsexj54W@==e#j<7QRy@~T-j(crf-)LKm(7f7 z!JL9ik`DPo20>Z+y69X9z~Nsv#YIo}RXq&fAb-%!Hac9~NsZouTBh>tz>B=AG73y` zeF=ji|D5fWgC1E7Loc_0nG$PBT)iP?luX7{E_!WVjw^QkvLWZO47lUPIBC+~**mG5 znMu!4YXVLOrW?-+$;FJ-Jhf+W!pXJt*=F&@%;mVK+3hMDLEaIGv%DNE<*GHXO8_92 zxP!RpNlW6pc>T#@pgVA@EDfDj7Bv4CdG8n=Xt#6?c5K_WZFSVKZQC|F=-75Twr$(& z*tR`+&UfB<-w{()@G)0fc4b%PE-p8SmgVZe;CHy(!n;}q%!j-k38XTH%SQ(Avh4CFw ziKF^zwhX)XSiPZ;u*26JwzQ5+`SEscI2xSMAm5p?{ueMZa$<5hH6#k$QUNX(2BO%s zqEwNvBd~`*fpdcJva+tSc_|aVGF4a)sA=|}JwtxUG9~raoK!%<8GK|lB}G58k_8Qf z&-uE7_2X6dJTNBQ)XFGE07wX=5GLH=$|!rWYu7xFpNav*#LoH5t`h{D;yle?1^s`J zs^YA1#P$F+=l`H?Ld1F*#S2qolh%pX6l;_CNBF;MdO^`w5Tr9yH_ZRycQ>oIk_AWC zuW2dT7FJM(>F23-t}(ZrrB_9VHdg1cLN1u-!GI5&7vh5X=8rPrn_NaZvJV{pozWKv zkg8mncMK%Sme{RTuD>}GqAM@=WY z5+zfF`QW1n%x}Y#xhR7{vcy=4YHDLO?$zOnHCv;48oiRy2@wl69d5@r5Tnj*q1#S%1Gy`@6?b@J;Qh$QYp{Wnp`G`>Yv3PENsAAigtUgINQxAmdu6MFtZ!n#&RztcA9Ia1yv7z{(b~Jlz zQ(x?Q*~*gH?y^@HK#bGZqgEQgHIr!&E>=VCi;PTF8enOglv`f$Ntv=9gy|qg(X!IWd)5}6xgfjzVFXR3bspK1t|5Bsnj@r|g>$p;2 zLbK~W%lXcg2ozRHU*Omu>Z_n7*sd>^!lD!OPPHI>4^%us6+3V)45uvlkPgf4&wu(B z3gqu7;AYXbAKt~))^0UxCmGB92(VJHlb1r~R}(=6IU4hm71hBxJgL}RlX;NIa3;~5 zr5NY8F~{saqBC$h1iRIBY86#Xqd*Eyw~4?viYVz5L_ktS@Sc0sB>t(&0Y#PXRV3Ki zJ*RX+y^X*m)xV*889gOTmvWADC1WEcd=YA4B|W-q2CA< z`7`Jxbqv2XT7QoC@gRO58-&@I5!{p=Fr>SRl>`(n0^di~JRYvgHNncdET#k#u;u>U zKwEFL2#cBuy&my~d`p81ls?rj~@-^dCPlQDF27`QSl{zVX0n`Dn7&P{D#RgViDoCV@ zW!59}p#Un+7Tnf^bch30-Xd9~s8X~8sy}6c&@3nqD7M>H=vbF14)fCPwSOv0tB}CJ zsv%oThmhdv?@j=Dv4aZm?le^{$#}2gyu2;oZE+G^E3hCrRn%6NpW#UBOnY43Als3J zG%T_-|6sX)-s$IZT#F`Vt8u5V@E{ydPgHrb4r9g(SZ^WIa1jZrhji*l62#V|(5&}1 z-On$7Pd!1NR>2=j^KYGq^&G-fxXU1KI9~>9jGSF)o;k$lIvDgSl)#0wTzIzA_>{y& zZwj08Rm6z21*(?EG_b56ev3g>2U%q~{^b%aegb6e#j`miRN^G4g%|zUS6cgK=_UBQ zrk*5d?(A)p)s=3CP`n+~a>`Ibf{Hv^P4E9#-giN59~OOQ>wD<#zTy`IK(Fa1$a zw=1X0EFv~bX4MPtG?-|{p1OcmIsdUOTVSQ$#%Z8UqKf#5D9UIP8TZv4?;1bH_Jf+s zQG8%EA1^~||Aqh>%_ue7R9omocmr<+F%_$0`_j{Y9m_jq z9&i=?1A1Mg6;gCFZocl79Ni~CL5s*}wyXP3d;%5=m8D>LiZNg6K=eYY6u_fc zLyy|Hnq}mWR0n`4BV(#mhgF>Y*f4xk%hrk^&S2(N`IuIdSljooIq(Z_`%2rHHjJ11 zIPWeG`OMBNXrc2V3ZOJ?M}vT_Ex<*gEG(`v%gi9via}(*o%&_FHASM$9JSjwc*8v! ze_aRfm7%;kLXC$Z8C7M*7;7sXz8DD2!K&d2EC0A7rucrvaVgK(+d3BJO)?>lmk3}^ zEtq)a`RX#RvjZ8b-!j$dt5K!L`Y|=BF0EI}OCq@fOPnk0)Xi#wi8d#eJGEUahVxpF ztk$J3g2iQTmOG#Q4^Kyy)d6BvBctoLF$JlsW9x*;WxS@L_2cKQ*s7uTryEPz<$NT5gPMt0czg z%{EN1mTIvyTCn_JTZTc`TN9KcsQq+LQMh@2&s8n$O^DbecMH%bd`RC*1LC&&oXx55JKV6i^|TBQox^lnXS?taiqh61 zmd^Q^wOOf@RqtF#eO<1VTHWoM^##!LT(nM?tPQ_`jaG5NoCAVwrYz3obzb_x%(^VE z5xVdNu$u;~IoUplsn^w1tw}7OXMH;eV^nK-q3k=tsFQN(1YxIMuaIv(q4$NdnyF~C zTr~L=WhuquvnC=uV))bO-5u6J!c`8bpmqFrI+C^QiesY>W~C|k?MNO;b zoF)2P-VrU)(cMFhHI!9SlDa-|De3rG1(NP*ehU5CJo)xereyLtCCa6uql&H1O^Kc1 z8X~@rTxqc!)41nqKkc@xW2;Zi8jyt~(;oi);=nH^otgbL7N+eV^=GLet%)Mo+_Q#9 z71b;S`Io59G*+$mBG~CXIy!MgyvfM84~xf`3JrSY9zHNpu4=R!Yk!EK*XlJ`&J*$I zN`sn}H)uf+_xpSU_Gu9iZQ39RUp@DxtlMDaU|smCNmz1)hE}aade{T%R@S_Txfc`I zToe#5B~LiBTUErGf^zCSTLZ-6#UP`0tSxJrCUfuR-zExSFyhHq!2KIbf0u1^ z{UC>TnT$7;R*rORl!s`HpP9!|?x82bh;6+R?}^+bYPEeZNTdA;n_z+4Zdm%#n}z#s z`-)}_Z?cXrJ-BgfO`pDZmDTn=+%-@!Xn7TF@D1d|3h4a37HBPhzc;Hce=!TWmFMm5 z9(p~W^m^C6jBCls9GhO>fp7aGXs6V-eu<+bh9$J9+l}POmer<{&+~b2>&|A|4!iSJ zT&1(~b#$vUs`ESd>)n-4q|W>OC7urM`=#A(zi;?%`i<^+0IpX~U#9kD<`{a()@F95 zpUZM4N!{&qASqq{@%XLD?IBd){jL8)fH5~~mFAkG*%rokDm*RIvP;G?f2(FD_uIhl z9`4;9-)l$c2qA0uK$8!^%e@?Ps%Jy?5EfoBc%HxK@U(C8{O!F8=Y%oKq7;MbML`9?mM7-&pP^w#!clTFW;!xn&+ zy?L{e_vP+t^a3^lnaMA?7NJ1&^%(3e*Bdv1^ z`DbW03p%FG?A2K9-dFA3-AQWEf#RI^VK#SAtRg{g#@u(8X_HOOrD>C{Ps35qAliLV zqRNr`F&D$$+tA=kmP4Ld2W*%3pQk(QJ+3iF+oK#Hjc5a5w03-?TNLcL1 zSim|JEniUR>{lvXHEc)ZV_FDy^c8k1cAx2rt;<%cRzlnC$eLlit9PBLtYcToT}ACr zNtoApXwy+zh?;}$yv2rLcGZWpyLFsnS2ocktQ)sUo7X~Jh!@=`8f%NOx`Zyo&(WOh zT2R+riFC<0J|AcQ`MB7B9%p|d&gQ}U${W!d`y%|7uI>)MVCpe!bs0v|s9_hkYTeHj zOJ(T;tQ@c$+f3E0GdEeS0n0cxaUpGw^{PL7ro2krsBsm!t2&+&|WA&*#}lL=w^4207T;-&;RJ&RYlF}t%t z^7uAhsnvRwuSoY!nT4g}biIA?tI4hL{Yv7N&4zfRN#FAZ^&ny;m93(K$GiVb%_RuC zqipv>RExc8!mVZqn?AksXY9vj2I_mo`XcH_U_6_KL{y`+O(fDPdTTR}^8F+7pNQr$ zEQOIq(0jbjV*8u#<6*S!XE?YU5r#V zZYS?4WGyaXBi=yF;!LV$M$#M7M~vAde_lI$buS+19-P|R&RT``$|qG8zYY7~+M0H2 z>a~JcR77pT3^`zBPvT2 zy1t;$1@URV5FDN(;ToI3Uf)-#Y{7Z(wbvkzg>&RMY%^8WEd9?;S6lOG1l>RtS$OBu z{ac#L;H3BCesI=1>GtFDhR^e0?_?%N$9vv&bCS)z$ZOTb94ePPSd5kE}X^-mi(*nIr~t7)c@=~(qmpw&2bEK8JND;c!Y@|AZG zA?yrH5P`f-UyC5;2jt+4hnxEzqDnT&4}LRipSEsHJl&2@!d-NDeQdHwi)szN zCLQiLi$4v)NjK-b$K!epQwSi>AW4-@;&r&Yek28Vo}L~5wDIkHp*b6U&b;%wqIQ7|3XIcFNMT^ z$?X5nGLrA#ZCpPk0W{3COl%BHjQ{<|fBoa%zdv;w|8?<>iRnL!0j#1KV0-DogfNY7zi5^?e5wVHO{nig^+r1<)YW=7QE?VrU&_4WWt z!s_YaD?5e@!sfDRl}1aQd}Wuvm)HFN%P#*2Wd6U!3j;j^D?SYq3j;m_D=YnH>qJ)e z{|*sGHn#s9A}n%Zk$wE&tp_OY{KRAOqaNy*cR2?iiwyH|g8m?Z4Ey3Mm*TJ5VuIlz zlL9GzszS7)uH>NFNt0gDCWNBh&Cwl7TjK39w(tnBiQOg-^q{NY1HcZ&^7yq>C1F$J z44Ua=rb8v5TY)^pVul9fA3xqSFR1i$%o|UckXrJ#mKTDQ{pgE9l%*lCCBLp)7nB!VHRPQCL*Wj<*zZ%ICIor+J4Lgr(3L zdT0DZZGMa{fyWG$uzEQyK)T@2*&v?Z2sIZbSZkHclaO|PUIETy18^!V`5-z(`weDB zgE1hl$upN&jgH0$@2imgVyX@!8_Rz-FOQr=&F2@ma)6B8ot)*B z+2J-T?EYaz!aYuE>W>gh4uygEYS=utdR@498=HLHY>CzFz_aTVNGAsq zlAddKtY{QWeg#HnDHN4lEeIQiEU#|81-qb9Nz&p2cz&`r#Q@EaACYbBP9%c_R$Mvn zs9FlIHW!-EE8`T)mW$Iil)@92i42@5`3hixO01iC2Ts_6hoU%V=B28h+p`5UVNr+M z^&>|WFQ8p$i!@)hsmh9@Azz<2ySvKiv_jN_C?NS($_2}t=dff`r8|g=^Ys}LxaFDI z)}IJur(!yDd}(-7tOkyER_5$CLa`oG4Y1s`b%wd+^zjhrkHXtC44|9G4?rIZtFbSP z%lJjdE=JbBh}}=)S_?7!W84n@eEvt`12?7l{@eGJKN$5?*nk5;6@5aeyp}m8xxH6r zf>RSclSS>inMJ0z-!lg|T}4C);8$!csE+3t-)wJ?h6g>8bLUr#Oh z^J~Nitdp6~8jq&S%HLberTYA$jI)llps*m0P}am{yC(^Z*%@nv7N-4q9+0kHYC4Wl z9NV#nACdWRrr^niY;RxM(_$UH3knU3ly=B_&Yy zA67isb!lU9XPXBEFo3nM0hGB?ZRTc}RY9${yx^s#Ho!=NW9cq)>vkwfc?g%MY>OFd z5gEizU}Tan?}NsM!BI^Rj|HN>63L6}66#Uilvy=<)&sPPI6my3mo5P4RP#>+F`eR` z0%Ssst?!~0_SP`TqBx85b%*$!hM)Y7m>&Q#QDVhc38)##pWgw$o$=9q_0InjK>zEV z>Hp#@m73r}?7{~Jo?2IM1r}EA@nTFt-ha2cj58&IbJ6v+la%Yj0~aOvF9gt3wOjtR<@Ac9Dvx%Uom zn2EOdt0go256u7fk{MYz{xh&h$#GZ%GeDobL3--~oFs143PkH)f3VI$N9Q4y|0K=l z1jCAP4asr*t$9U2m7#{((z?Ns55eQr!?L86{j{jG-;5)@@xhS~ghRoM1zy z4(K>a<%Wm$iG|nuw+bDt`LB%m#f1pAzpy1!1G5snEIkOq04eC_Axa`7MUbWl={{tE z2xPM+J_9}x*ckn{8Qlb3NNP({eLvmglr+J-P3UMl_;zqqAw)wUe-Ku}pHwj4e3!9I zzFHT{|L$Z4#=qciQj=VWKm_2Ro9ha;z`Aa3S(2oI9v`fmm{LSpjC|n%)V|rtq7P8% zTx~_g`)?Jw(7$8){F)0HtL1X0mt4gtd?6IhYu3Gc@pz_fUuHF@%JJrap_ZLkxq+}m z)L)kTs`h^kAR3fen}O2i{Y>TX;rLV7-iZXlxc}8le9@|jk>gV%`=1o4|IIKwvq=&G zOV($9FK9l0ELMx{!~2n2TAH+miYK;F=UIr+CE>Lu7WXAy)K4&{P$t9<_I-2HK{@1P zaJ1W019EN4*0Ab{5R#EJ+cEk9S-DB=$=&nZL3loKG8XjWM&IyIrFy1k)P7O5V`ME0 z!O+;CCq_V#$EUo$c+r$QeSzZSqDMie%heYy`|BQ+>#~Hs!H~MG)JRo^v~y1_KS;|A(`)^Z0T==+bf83OR5oh~Y_CiRiQ-t6AY2){ zK8sc{0MG#7AiI@Fl&d@N?HpI#5pzD1sH-TS^q*`pgw?BR^-KEoQMB5ji1F9}O@pE0 zxK(%m*Qi8>PrgzA%Le)@WB()K{x2%{Z&+YrVE)g>=8+e(?xTlpeL;Ec`ljCAMkYMn zJN8kTA72pc8$gnVoWPCbkK8sF<3O}_mESuVBt2M|LNn;G)DZk+Zj4CpY^FqL3zGp@ z>w7K6<7O~Xg3RQtU>C1~E#Yb%3oh>3V?)xzqM83I7#}vBaP-(!=5o2g#AoOai?@hn zgTnJHbp)?Rb})GLGhQB5tWwgZSgC+Wu{^?HsYu;KziD2y;3*e{6D%xB@#tbQ(k!L0 z5&j2KTr&0;&~L2X4*wn zXLO1>>ul{3L(Z#ygL6$%+KjG^Rqv6J%BE;)TUcK)O({k2))_IS9a6bIeT$5-k@s_O zbu;GZtk}?$=Sdaf7(vgp1!s_nR(;EbjxVa~@K-+g;+8Zc>!)`7KLz|h(ERCx z(|f%!Zyi|V<|1zk zM!>8jNqw|e@#qo_t17;aa)_L1e+G*m_An!$bNBTN7_r|%h$c=a`nPTEb-u+^<;P}k zJ1z)iO+w+!C}9IAlb;AUcA+~eiqNW$Wz0kl{{qK=ViQt8n*nzH$muRJd=hMrsPx{B zQI-3xRGA^bh@|D>mAcK(_H1&KLc}BW{;*T1;bo35w2M>AZ&)hU)l334$b@* z@ca+W1Nj%t)6AA1qZ@WBC}~M{`8Z=5vru72T?*=xOF>lV&_%33G`^0IlNIX(CB$5V zyMDzlL*7L#f`}Z|wuey)^?MT?>-VKxq@P&yC~XRxq`}C`(B|sn0LXK#5gAte_5A@H zyE}b*OsuC@SSG?BqHl()N$N};pa#LzH=WTOPONw6eO<2`SGnYTS+AW| zWESdh8PS2p*m!F1-@VXqr6+bMCKw0=On<5wB#&KDJCB;!Nu@6tJSQm#uXUfdauSL32BXU)a9pT*T+Zu{e|Q0vj~FF^wRRFo(K!fdm{NQ_}Vj(k3`T z>yU5(0zltXBM$CCUpC8;hKKS{$!g8igcWjerX@7L1BS zxJMY_sf|0TeVqSneR_hsOv^R?%9mdebdJ9v1?Qe(i>$#-6!?sF$aqL_baQkf)ZHFf;kb!s}LLR#~w+ zXT8f0p5MSY$|NSgGQ}6Xoss1)!dgo1zjnK4{%>bB8%)B}g3lio6d+881o#FDh!lk+ z3}@LA;e@aWxX-aDmV!RP`FJf!yHA6w%^2c5@$r7cc`bfomHFMffobBp(baGriB>rK zk#Y3bKqPppz^keQ=nNAAEJs-MehnxG6d}A9xM^h*z*BKQlQW;wyCwtW=QPWc$i)#+ zV%Mt6VF2<=X7Oj!FhaKISaE`vikn^_+enKIiYB?g5xTKdXIPE)x4N_{Aa+*(GSz}+ zaraI&p#)8WXj7VSP3eW|1z3!S4@}(B2TF(n3IivJ&0~s?I#x-~zKpK_`~lM%d>6K! z)!4o``TP#VaHsRtm0+eX(g_CozeuHpBS&F;`N4%Q6a^rt`RefuxOG2N0LITjv>(U9 z!-#UisT;VgM_ggyd7_Z)*_gObV9mW^IRM|Zo+1{f_!+#^s7y+JW>&_(t zq`HUk-a*zKdX%5#vKE0O6)9-ZsXS1`f93u!XgdSP-?%?oAhM4h9QeW;M5b#>_k~BT z{66~a!wHi)b&TLh9KJvjFn4=cWgwASH5BKUEj;V)YEG-H zlCcNOvqK=G#g~r3jYltlv2PNxUs>a;WP$ZBa6wpB0I?4ry!8b#lV4VDV>TlL_s@q8 zo2-e)lp(&5J_}01ahoL!h9Mp@V-}@L>^z7$qa);JzvE#!-3Wb@ITP@9(wd#t?>`l( zPcc?#2aqa46orGw(gJ$8*aa=Y8zHW2?I_C*xcp8p_sVSJ6m1)MYPIy;QqSo{Il{X0 zupESyW2r(AZ@>_1plg$uNkLz2U^5?-rGgawln}MUMx`C=-e)HTzQ}}8< zU+`{5j=$i1!m*=H{r^-=6mt**I%K09>}!5JZx|E5o`PfoU^tR2HT)6-%A$$WOz7CZ zY#yS24=Rmwi}r}6A*$>aS^O2UAxt6ZuCZ(0E^@3ktay!4mt3s^uZCzi)CA4(P(Fg< z=a928jf~ej^~0?W=;##_<(<6`iJCQ~<{BGyY%D`RC-TSCx$@P?$6bslP zB#`+srG*M`g#wuRWip|xPLy*Ov-a=9*)v3J`LzV5I`?9(meJJO6velKc(3#Tmi*-P zc*2=@e}&MRTiL{uxtb>yVUru8c5Y#9gX&N|?Hz~3ba@WD0ei(L-Xc)3)> zZWl6*2EzFsPb8&VQw|jrI!Up#R8HW*G)|=z?uTJsU2;Bt)qk1X7R6v;yKodPiDx)s zJ6~d)DlJc}``Ht)?s8vg)HX_kxWCw+LPUKpi6h96pcJlUg%a1HyoIey4KfA?-ZqLu zG`NtaBSnLLqeQ>L@wr)qx?Ol?z9Z`1d=hTnNJ8@~TYSZi8ULbQ$09pw)&H6Cc|g)! zemk-7$mB+DH~g>=BLM;Y6(by~C>2M+vGG`MN3%oQ^LxVfrOg8e+rM_lP1yaZq}fD(zl!7(;cQoI&l#1#^^fOQi)9I0QBa zf9WAJ3uHfB7PBn~`-qK+zT^k`Q4#e`stzLI)8IG%)T9{uQ5-@+k=otT|Jz-oC98_q%Y)5zdmCSjPcgU$Lw@EZ1i$cI^o*Y+gfuqap+ zI@sKXTE!&#>x9PpzZ(^E!?w!Xe>WCOb|oI&vBd`Lk*^>?kWk)oiVxEl=hr?sH8<^o z7{Xzj+PXQW(u>a((G`+VKEn{M$A!!d_Jx!Ryo0cOhRm^wirq-S9XydWa$T<__=mc}QjWRT z!SOeIe-rb}mclAR!wn%klZI+x4SMs(>4(#K6CaAM;*|D_$KY2WM@YQ7D2xTL^Cs=V z8!&Js3#YG~{slc`VEhYGLnEyL`DxdeNeV|l|1)AIugr*=thEo9ST1n#LnEn9-J-x= zGD6fLv_YGe7aRpi$G^B&RMH7WrY%gPy=VBic8R<1klahq28_0{FU?VQkr{r^Dn0{mK+UG)UsV*CzhY->e?fGFKk@E6 z0kq&ldah`;S+*@M&S2oWk44drOZOy}`phe1l2ceQTp&@;`8wqEnHF;EN-4q(A*R=H z9z#&|iS2TEe~{e>onR{JYJN#NF2YPiFU*`q6D5B<9rkfnzUqsj5D+Fhrn3OaW!79h zkk6)Op~Ji0BWnDLun=y~Fd8UHt}$U_#QS(!O&+2f4atJaBwr-qbMuuwCcE1(yph#r z+nd$ZLgv{Oz)hDB&{r<}g5ohT{{^Yx`TR6KYbk;c9D%g-zIS0~H_hDVFf+R_O4R2W(E}*P21b@%VR;4ow^w+4F+Qil91L7decT93~AZme;49dhyvr&&A4&dF~ zH(<75;FnlfgystMJ|s}R|MtT}w`XF)Qx9CZg;@V=Vb;VS1DpawB;4U9ftKa%`l*F| zZ1cDFVV4dhSBdp2WgeO3#XO3>4jVVFvZ*-|g{T-12%I6Uq zeM<*KAyigh1$6HtoOo94*6ngI@1}qtIUY6*p~DXDKcP-=%BN9G|=%|>~F@WcTCD&M=tlazjaII)k#=u|Y_Z+5q6N7u15^Vj*b%d|M88!fBq+`AX{kKgq1hH18F z$#&IZXi7wL8%^g`Z^pr=o%Di&r9)g8{c)=+tBh13Os058CvXiB;`AC~=6@Xu|IB>w7r-*-#2J(ft6pac;we| z=xOdsV#JszPFgYnu*Hhb@C|Jp)tOOuC&Cz%l@X1SbL z_MGM;FxQmt;~TEG*HFPgBG&)z-_UodwZ>QS!myBRtqhJqZCk+u9@Mgp@^y92A5Blet!GjJvQpy9)To$rx1Lv4=&-~Xh{zE2k% z=p)B=9Hzb!WqBiFefC`RV59T84Y=Nc$;Sm%KL9Gj$u=Cutts4@^+qtfmcbUqGLsE> zkv!{J{DZPnggPhWHIVt|z{Q5^r}j@xu!zwJ$#eV@Xs0F1+&#C8AnnGBZeAn>zO0iHcAtrYl{q*5PZZgF|OiZ0ZxL4OF zMEl-@I)Xxnkqd?3mnG*sv_`CgloFT$+ps=GHg6KF_xfCKF&p^p+P5#$JsG?u_gDtCfh+=Kz!zAVn zl%9}QT8*?Zvu+9YFx@a4&163SE$jn~3g(LYWwpnWxQHRMllr+XndiMfhA&R@TY%|q z&lp_X_@!pzZLEO{JRNbCNVs_%!aMFRX4cg^2tu>G)K{kZf(`?ofcA1{w%vT2Zg0^z}1w=|ka((71|ByXGG=B4$&#Je;ubfpM5+!xr>P*W6 zATYFbX5b2FGf(j1Grd({lbZ}K;jO^wqr7>a_?&F%nFZB6;1oS~mfPRyT5NHQ!qxL} zBL<=!vq!l%0C4~W4___y3u4O1@E5-N@8pwKw(I#%=I3$a=*ow>oV1KF;d|a^P?L7_ z!CUAzZ)*e%2XXNB*7!~GL#~nvAx>V}{0CY=P#tetbbW`FK{|bXZ7^Hmr}{hnzOk zPLRX>tL1mAyn0t-PJtX?&1|cdS9!Almv$sTDVeh}QPgaB^1XSFO6%nx<~a!arqyMo8o*vL!t`rUzz6%62idD!tvLQ7S*k6R#@TR&vkO57-cCueU9$+ z4i`|V=%KBcbOjgSLZw#v3@H-g>s}sOk@j3zv@Gc)E-=pjl7LMKLC@we(}&p0Zpk|uSzJ>E6yf`$bQ zl}(7Sj0`O)GQM!e=;GhF!-i6~{ZE^xD9992qOuN+YT#9~bDj-Le$DspJ-@QT@=S}yI3q~+?PL#8^|B?pw#f zTQk}=TFfqQG2JPnu{^C}Ja~e-v|TBU1~@gip8U$)wka+RNo@V|E)-)IDRMStl+6=8 z)h1?fym^vfeHgelIPFR~oOVatE9E9>o6$`GrfML`q5`dafus;i0DDIw>V}gdSlQe8 zkTnlFv1A@5E^<{5%^EvSSBft`N;)hjzud5{x2^W)46)5O4M=WD#n-q>EFH;8FP>3a zugFy?zt))W2ha~5c4*_lK-8_8-lF^AR;{&_n!*WCIWQXqO8K5AR!eq?2u&`+bEb}; zJp=cf4dBoCshI%K2)xB-tZ>K6Pv zs1jx6LxQ1ugZ1ArWOEW?h>PcBJW2+ua{*kEDY3_u$gDfK*c3vNK=&<9B~fHB`hL;4 z8~bHWnp9XiSc0WEBnsxwRA=cJ{oe1J_QGzzdXeAC5H*&x7bAWWEgS-jSRx(8n|){G3N+R^EGYs#vy&X*x> z%>Z|aEP#IjndKses^47vphH>5S(l63A{kS@_xO>hkbv03_M?H4uJVMmYO{zswPdVS z(RH6pYHfxxn@!0%PQ@>MlG0@-)WYR{%Yw z;kEwVHCi*=#wumtmDyNl{)I;tI>vN@X0 zpx`~dC!O`jYAO*e`~8#X8mSWdj;30zgHq3!6|FrrCV{qitC>c4+5ro7!iod6bvw;W zEm)*BIPFyQgxc&?Pqe(Wl*+~6ZU%r1qrghRk(92wz3n$8uE#X$hn@SPdunoIqgkm< z_i4MNgocc$N>Qn#weKY_&2~yLPWt5(KO|FvXmo|rd1tt`=AZf6r#zk;=L}x>7Ew8@ zK*-odM(50Bd(eLP=LG&Le6;!L?4jVM3hF$g4u|~l%~?FO=!-qzv)j}ErpRGnVEX$# z;IrB8=UCZ}7nMtLAd3VW`PQU=#>#4=N&($Q-{X(g(I~=+#v(m#TwD^YNEy21fG!(a z;QuP#@)WdZ-x&MBPMRJKyp@cYoA)Ngj9R4DZR>h`{07_!s7TnHi!a`Ue;-WW&tqx} zO5cbSPQUHn@6RL@_zPmXh{2TO>5($hQ$S0$6Fbx%7O|kND&1JV$`>Qq^?pt42ZOV? zSjN&C`9#%q(N^&&jE<~{EO0rz0BS_w0&7JG&XNv@()jP-!is@hYds|m^fMoE;V}Uk zs?N#;G3pfV_z{NDTTw3caIs4veKe0+HJXnx`6;t$-~H1ccV~CI<6P*7h-838KJ7x7 zKML;mE6@%}pWCEckHW=JoKD*6i7@u|3WlUk`bXVIe#|`v599^nS*0^iUYqZMoK>7j zE=zZ6`#cV>aAc#HF2#2x>?& zPINwnP6Geifk(CAF{LoY1!{{4i94XCs67`+A4^K!(Cjneq7O*l)@lQ!#tg2j*LTF#?51qsg z-CRuyw+XDvJw)vQyYHt1x&SKD2_}} zXEQT`DlwIoQjV{nRt=2qD_lw&E*xc0)!|cI+bB@g$Z(5O(T!7)ci~%))Qz6tQ%gRV zt3X*8e)D}>!u4%}-hW7&-y7(b!bpqrD=^-OU8AZJ~4~NF*o$ zqHvuv_Fi|%^Fy>ANR{QOKEEkAFw%Ca$8(FkT`QYCUg(N(UxBGEVd%H+l$03>Y#yzx z8bTX$t!I>~(s0W5ij^Y{srN}}y4<69vcEjR=+K2+iKa`V%i`1xRoh#J8{(%B=w1dY;YKQq1hJ97E zVPO9I0bc)a3|o^1>$>SMfw1S%NjoAf$f8g>QazUgGBA*k? zMPX#LtRMY3{RmA%z-vsY>l*B&PP^VIi_CF(xSgD6k3p5|1E=2$75lK~YOY_@Q~F|u zy^6U_Qr=C$!WbYjf1K)9E{yi4QG;Zl!k9|KDsD)NR<3tPN3$dFza0UZ;ivpbNt>8< zx^+u%-hqgtJXUtI5M>-0b&5$_2t&I|jw!l=ix7k2Q|B_v+?$_)`eU_{QiJ1@;r$6= z%fJ5@NoyPt*ggJ=s(f%94OwRA2Cp|mm%AS7ua!#I)+ilLj#EFPb zZ~(R$M7VO9Gy|=;0zU9!bH0FJx(y13c?cQP8P;J=0ZD{8@Z2C|*iS@lKl)&Yj;KnA z^dl^v%RbzBU&~&qG=D@%PS^T($dJl(=DE4c<1o=q2OK3sCJnnVq4#FU=fw8vDd%Pk z?DF$A7dqUltXN!lZo}nPR*D0Yk^3#mP+BSJi~}^BFV8kGi-eD63_n_TSsI^7(EG4&4PfAXt^a zQW}};%VJ{uEJ>MHO4zr8Qr$7CWpE{9EWKSoQIAG`YOF?CCd187NZLn1)`e#?`m^T* zk4pNsP#Va>_^r#^5{_RJ^yX#!*#2y@0A{ocE`-%!8%zrlEEPph!RXjA$!&gM;zf4z zJdgwd+gj|crRw#j>{UAV%;o@iI{RZbm0K>?th3T*5k8ifF#_r(&T|LMaD+#V)Je%w zuuX6mZ2Pik{I%^u9mr}moF&KodTmc?a;@#yobQ_Zm`l5GzT8*zt^iA4+aUDJIwiBo z!6D5=FNQAp%G@kfxAB<&h5Y0PqQytc6{6Y$7e@WVD};#NCy2?U$z^eF#;WZv!-c9S zOy2M5(ck(hmbxp9fhEWNFA(FH>VRxHDE~KzExtEvq>#>KbI%o*z{Up(=kUVNTb`-G z4d<++80(I-PjPxHcPBQpjNeaG*oEt=``X+Qbkd$aft)V4-m$yog>vM`w4Qlb^q9c! z@Hvl-w|oPLY{)NeK}skF$4M~rl&qkx7ng|c=uXQor??)e^LaWjg6UR2!|DeW4{C;r z%UJ_zHBLbl%rl)0RI`39xnX4v=>R(QXfw}r?tr!)OcjPB7s!hQF@zB?=zetA?c38h z8hr%CCd`3b8s^p4YKZ|1VV4^*!kQ>%@l&!a5mk}0teuM)M@&54zjIn)D zSYcrJJbnGw&wms{{yF;x#y;l|o~WG008$!nv|7>$`;zk03S$HCuye@Hi4*n&OUkp} zUU0o+=Pkv{lLr!U0YY1FaBZAgbUY>YF>D18gAc~TlbqS)R`ZV|ruJ&FU5Gw{WFrov zfGG5URPzN;oD2Nq@omP^3qU}lMolN66q5WU5+M*aJ&0DlOLZLjy!Q!XRsT1P@ekHc zN`DWj*7}68iT?#-E?P2=q5lKM+@vgf-zjBTqHxb!IMAHHeyi)%eNdn@#0Ueas3FJzSeBevk1LPj^0HHx$2;Hrr?DmREc>OH z-EF1!XyyK4Vo8K16Zhd6PtLijH)Ie_+N-TQU1<+wKO&F7C_QX6|OC{YO?x zt_g{kjwG$l3^z}4Bu0{HkE3K@>251-_?Bd`?64ja)%1jcy>1rwHHQby%%X|kTC;6= z6?Aq^=FbGl=X`jWC$QzkQp9cu@y)w9@ltW>5EPIMdE!JNceUs6|BJSF3bM3ayL8jG zjY_N1uC#62wr!)*wr$(CZQIVuo!?r2_iog|>fW)>XT%$G&WP(B&pn=dj4*roy9~0O z|B_+@IisnW-%>2*|HYUK=f5y^`EQIR)G<252oLcx*SD3;byxvfbXc(jZ-z}!cDnFG zC;j;1Xd-Hq=+b5JPK(gruso2%~Bz#sw!m>Avy3@z97?o!jL!rf@l!+0T_ zHJ0?um(b&@{~=i>nR(4ny|!}64Y85mKI|A17F3XXX=U^WiJmN;Y0l6>c@+GV;NTgV&gP{oK67i@j_hP?F^d?>6tiTHUtR z{Ok7{cJ=+4a!vTQch{?AUW0DHhaN6-oaQa7zZMM{1-KjS7 zWFlAeqZAR+raOI8Ed85eE+AEguaN;cuI0PPICMQCaVjNofjg&te(&0rh4 zl!dSTJT6r8AemzUNlH#R%rH<`EIoaV)iAQWZCa*axf>GI`?je1sUGu|_!k(%q9vdg zm4B4jUyxrLw_o-j;wX;-wVw`eDEEdL*hT{Ipw z=H+;PK#!_NIRA}ee-&f@9}bk8<9R(zytENTVD6$GF-B`>Wg$ePkRR7BFEN*-b?vt3 zrRi7@`sQrgH_Y3f3AU1KgphsoB!Xh^>88}O^?^sW%aiShe?Vo!4#NE@cKuiI`%s>9 zdhvQTqUicUq0ykH5Kw=R3g!>x44(AU{+nW#|G!gg@ta~)|D9s2^Rwm6|2xIJ)C)IV z`wGI_l(yEABJb?A4vHR+gt&}}%|8ST=K7kKrqWE@8Xtn4*PV+jhjogseQq3|OhNIQ zh;0j7oeHUQbIV{|TI-c2!0LjCWBX8(0^@zLE;z6spC82JWhXC=w!M2z;fkJ{_DHd~ z*oy6w$uUq*@+D#!O+1FCJUPF`SbQJ{?bW8;&SZN$pNO>s$VD{l-hM_S?#dCe<@J0~ zgicQEwrk5CUhOI{W+m7M!Q9?P=Bux?)ztId3lH^wsj+oyx!<4OwsQZdvFUF$7S}~f znoMh!m8CcwDZ!-2QPih&rv*P`TclWWP?MTydQ8t=BZK#v(TR3?Uf*-2*`llpHX}RT zD^B_;9~%4-aB;2_wgWHJLi$^b zjU29bh?i5#MCiY-O~DhqAlP&6Y6_;80T*6O;1tBt%T88Ql`+|9^kCVfN9nozs29J^ zobfLl>5i@(<-R4a>|n0u_3hnAFiT$URZV%YxJDZq0RXtKbphC;Ov$!UPPPDNwZZ`N z7Hz;p-ae66ovDC`r&Ks@pD1T>ZifeYCZ`G8u@yi2k{C}$KQuwI^5Gy01$*YH91TK} zdUyM*4^AMCHPc+nKEUQ7P`DapC@t5=zQbkUK?o7CI(q-CWS$v%TtO%!+ZNb**qAJ@ zdZL-m|1)&n(S~|cvgIf+VIf(&2|JJMVtsW_4ReRds7)h0B3D?i!Y*m{d>=bZ7V=-NyyQc~!rc?;+b;9pS{4}e1 zs}hhkMcnMq!}R7D6JPONj*$|sDQtj$Fl>$OB^5AAj5T^1ANlj#Ih$sX>d_X{IymPL zJ(4+~M|m|)hbY_?{4pD7;kOV=_UiRC=mSUJ=PCb3hynjwh+(M)wx^qU8dp>ENl4WH zp=6iPP&i05`?{GP$CB?_(-Ff)AiGE4=pRJdOEXf3kt>%%H*USnpIW!YeRP@p!=g4h zKLvf|T%q<5s494-%6o~(gcjK?X{^<~{s(V6Ux4(1f@}4-fl5@K0Fg|*)qQ}ykq{x` zau{Qn^hb6lR;MBgN{SC4LQ+b>Ul_*r7bV8X!t`$;M(`gfv4rX9c{+rlYd0u-+_09c z+n4PvG(kkonY;~z5YzoSL@W8dB+#rZyH0-z9bJ_S($wqs)qAmcQ&13uAZ3Uhtx|eZ zs-@}=SFN{)s@ZAZ@aSLmRB=J_J+5UlNe2f!V01}e%%8-*eqfla-LH0CAg>!f_trm!aF)=t2 zy@>Hh3g)snd3xvlLXxes<_%dHXvje7Ei7}FW>v&8PU0NW+#H}3Lr!K!71&W|87G3} z9p!4f!sotdLPUbG^WTOR`trhNOF38>$=ab-vr^;LPAOdERXlwdXy{|{dPRe(UE_BP z?r=qMk_X1Op>>Y;MB#nV zbL-T84bCLsmTQAzF*;wD4)!Q>x|5apvtxFNV3(zNMwm@*h(_XG!7W*bWHOU58L1+U zTS%2pp>nQjOx@=RYJ42V#roqRH3yKX)2?+M>tPdGs-A?*)Svrpu!?OBDr*&woIVc$ zYw=?1Ql-PoYsPe(Q^emTBX&TV#03FeW@l@!vYCgka^Uu+uB~{IM)cew3`Z49`Edf= zafBUy@U}lb?+RCgTz#t{YpzOh60>)E!Y9ksM>+h(iIknhAWmxt=7^uqdN9qbdA<&g zU)L&SfyHM%J5Mq%-QxNx)~`Y;_a*M>rRZD@a9Ol4K?m*-9kC;(rD7$^^|ko>?o@sc z+Q@7n7_{+{Y$41}Va*8eW3h;$!Dd80hv@dt0{x$v9iT#;LAt6s`lSMN^EC^h>H)A9 zAt1dgb}G#_T_4y_$M?AY`N7UhH>Ts(<|pAnd1gt^?(}mJ%c8QGUr-;k zYm&cUY{$GXq;JGoRFf8LnXi%lIv>{wW@uJSb|?8rbeQN}x^upJiPZ zZAomDq+HueJ#&ZxkEVWp{e@RmRfYzGK3ilB>~|roDuHo`3RfgG)?0!|WQ3mp5fLas zU+gHsx6~OG8h`#A&$*^dvfPg#?-2S?S7YIE1LCc1$Avt7-N&d!l*Yo}#vlh%7>3di zXczK!gd2~ur7^KlSHdWOD}X}mu;7zP>XA&VVxoySFU-+JR78FLfUWNt+r8O$ZA$|g zA5rnAc-=c0H?Nh%U=QQaItf2AyJdrU`<~4V?e~c2UCoSP;|%Wi7Wy$dObmJa&d%`H zBgB8zY~P@?B;NQHw7OK-iZ;|zEgFdO^OMoFTY6M>tv=CrF5q_aquyaJRn+cE0y+C< z)o{L&XK;QoQ6?XhrM=E4KNkH&M&|=1%vEv*zw!6Y8h&-jC6kzCIJ)vtVnP^{M?5yQ z*T<*DcOmhV8*fZ-iqJlrT}xEb%k81vX9=#{3C~B2dEtA5gz>l53G1<~)e$5yOJ?$3 zVKjdIiA=R~BVj3mfD|?urx>p0n zVZkq|*?fs5bTqE1e_mJ2u)7-=+;tRL-83~Kg8a_XA_&)$gQ0L>nN>rMNTgnKcC~06 zf?8+=8eAGG9&mvD2+EFiZq%oVfMaQFD=g`tzaz_Aj$V-diT*rR5deE%X&+BFKgZE) zNkGg1?&0j<{j@(ye=3=fqvoRM!*Rj&p4bI+a$$CgpH(UtK|QsBn^ng5xOY^fqfrv9 zQk?&O{JB=BnW_1FI_WCvk5FEI-oD>H`-u7lwFtgHd09L=DufsvV$y$mb7uG=@cNl{ zFvG*)d7p@zrXez?t8Port}K*ZYs8|q@W86>JYX0XU^7C(X<8{bJEZIpA`##>Y7Y!1 zBAhu_&N|V?UfPXSIKEng@hI16Gi2Cr$;xX?FBiWtCu?=|?A*B9JKiYm0n3&(qenJ4 zEo_UCMdt7FYO(*7e}=kqn$o_9%UbYUoFkGo#Uf;^QwecNM4TkiV(?iHrgK!6KfQw9Cs(vVz zs2N|jI7_B9PeU`D$3~$(!0Zshw|-Q^s<3vsoZ{8LRyl9|!N-ik4`>Ass0b@KKCjAY zRWmb-tw``P;rQFJ%%FX~nsDf>^}*CoYyv2jl)xTsNhyZ+y|XR{8NhB(?BV;mFrq)8`HB^~LOk4f6OaE{IvN0^jJ-U)Ruy^!%Hv5&}thlywGP1kY zYTEpsz1^h^3C0Y!bn_>YdSF*?cB?z@&_$ox)=oTCf*55vR+fBHvx9>_@JJcMj4TgO z-Nk1CB+=CGO<3Ep@YBsVcyk+wSSy%`_##>WgO z=UItGXZmbw`7Vq%q|0KmN^|8S5?%yEczHq7kD(rC(NVHBgJo~gOC>3&KE+FKMXoT$ z+zG1zYG|89!~d)l=kG*`X~m=O3!RHICkdNLv%eZ)h#5WktY^E6Scq8ok`^Zi<(%V) zVy1~os+5G^9j#=X(T_2Vx;Kqdid!XKlyMKciC7?#&ya*9BcE(=NLj`~e`)YF7i-IQ zWKcZA+6wOp-R3tf^R3jpFeoe*PNPwTbCYsu$V?Uk&boQ2Q&E{8oi+meMK#x-dR_C! zox}Z+lbXF)Ti`TXIyB%%J+@OZD*L#1Ya7;aoJnr!S^M(7CVO^bvcZZP7y(8)bMm>q zmJZ9yxZ$y6{ds!Z2Pa~(9#T>+MgQ;9XARey3mV(o+mLw|ks&iGD?i}$fI4Zy@)+%g z&&q6+d`l9_zNEdVXqq9aE%C=VFo{oRcUrE%c#PnB_(;W?M>vmamjf0C8WxKFk&F+_ zc%z&~;9vDNgbIz7pKYvuH%vPngzd}^T$5Ez^I>i~#a*KbNttJ* z33XGLq?!f2k(0gG)LH=}vasC`^nc1?1j3${q5=?)$#VMs?N?zhJ!4-_&Lm-As#|kag`VWpR`!IalXO^yij)Sh+ z9&ob;3JFsn$S0We$)#OdqX^+7fA5_Y{Mk}R5gXd@QrGr#AYvLWj*~pj3@XIYu zGHIa~u{xnfi;L1GDxG#qn(Qew)$`ICa5&9$a`_mBO9uFSx7|swjyGN53`mRvEP)-`CEN5LnmdaQ|bKb-~1_<;|&*<*U9^?c25*WTCFGdU0)0;cQ*g zDMAJp2QW&&4~vXp(~7tW;d1NQLr9&9XjMCV5jH-HqD%oz2b`V7zEZTx?}vF+;^`^< z!noCekU}kyLTfkqhhmp(8eqnXEfeTEP zF3Y~n=?z2$lU33d>yyzm1W3yzg|KeMT*stb*vFbBr}L;B~gdm zs3_m>{VbbY8Z1bojkwTrWqh;Ut6x>unBnD@U7}D#or_4DZxh-bRS%1f5$>4vQ|{Pn zR4OiMUR<9ABo2&EdAo%rQb>98^*qOYs^@ayH#kBf8aRD}#!QrdG)BT$k zTf3X*%n>0jpOEu}`0X?iF4)!o0S_+V3!EV|EClR1h~1MQ;2n#6QRk&yuQ$@64?c$`^QIiE4K%scR%s*ujD4h4w`!2LD5#6t-6%sk--huG5}Le zF}mM|Faz(YX2H}@Z#}CtpLTbtV%ibTT2X#Md}Xh6s7oX~3*s5ql#mwj&2mSewF??( z#A|)rFkz%ZK!e0G9l>|G z)`n3PPD!hhdpufRfpurdE$LQA4W#W}KaR-&`W`n{_EI{WYMaPxeV0$7+?9+BI8(0U`*T4d38)oy|iQQDPmd6(xe+mW0Q`KvW`vLX1B zZ>0=p35^#1YQ%wJgjW0Y{@i&n0>S`}Hp$-5&C~L4l}E4I;+YG3H|WGC5$@8x%MdW+rqf}wjt60JeGS$_0>!yaNfn9-e^e|Q6 zLAhbzt;ZE9v8nB-`h4c<7>UE>SWO^Qr32<8zV|#9#`6wAA(3P_LLkYY&;OiPE1PkK zt9F}RJO}gwRF{_M*BcQV{0M*~%9mFL;&1^DCyx_HAOYPIM;xMFo0^&2*^Cf?@MLrY}*)%0$P>@4vekk-^_h!MBGdP1of6!Q3x3tWB zPy5F#r(Ec=M${g2(zh9E=`eM=8`~I^4 zL^6tDBoFx0j>+|rv4cT4!@rWJjSr0_bu}GZY8KbmLnEo2 z0>&bWReNhIiq<4l~Q@^bcpnr&z z$_|sD?pB@gw%W;A>H7G_mmfgK4rM%y9p>yV1^)O5GVk%lyrPrCm*L8`lZ9~)&CoKr z(=#Wvo$3~XmzFVn_HtVg`D5&?#)CmXN_@D4%oxO{{N^k5*`zw$Cgp(rU0!1Fk_B4v zf+D$>CW7OrHHAW~0Wnle6(gswXQpeTuWEHN-u1e;p(G7u&>Ne7z&H}3u(Kk!AZdjYnf>mlx=Dlyd`5ye;&rX zp~vm5A}qv?9~_b=Gh+Yb7XcC&SLR{W@+xbjXS(M2$(6_?($2@@Xz2V4Du zqAL>O9U<~W`A{=Up2(V5(gW?IWmBKlXzLx}(v=^p)TNvk-BB5?KK(>RiS~~P%KH_F z%_qg(&u}u5TDGr6q4^Dtc44GQHk3e-GE^7Y1)d?VDHgnN)@LzKDT*RY+fAd6Ie;~P zU?8L%+M1~RegIv402OOTn)YH~NA2O3znY}!)l?Dyg$x=`^fB)U<^*VVZKCm_PmCb1 zG%0uI3cR)Y@T%9MCGxJ#T1L0CZT@sX+g`)&@dC0eQpV(`;0ZNK+Z@~kX*mKhE-!bC zBYw_mAVoXrE^lz#hzDd#kXJe1)8hd%PCm`wVe{EQH8pk1KpCewVyhae!r_m2jZ6Bu z)w%P7w6NEvd9gr!GT)GsimW|wt@8fYItU__lm;740l^=$LOxq4pYu*Jm_;BNzj5|J z<%MP=%5pQDKSY1pXn2&Y)F5&A&dao`&)DkPGf4s#amr$Uakf9+I(Bb2w0~@yv3`+I z9aqcIUV5y~*6x>p_Ij0b@k*2e!9wlPM&<&Rl3n)JF9FJUf<7f}()!;Cy#&dszR^%4VgKX98=jzaFkyZSQ|i*4 zl%8;hYlmiAgBR*&R6;CdRl!4a7CprHkqHJIt(T_*0Un@=;}DgkkO2u-!4oMXY?bfv z8!ugNb8yMQt&rE^vT#{>k zVzZ9fK9j25LKAo%hs}PHRm}LvmLOO^TN*Q7ncrnets%+WS7T053Z-;&I)&7%1lTgm z7Dfls?M9^=hbhvHiTw=$BtLMU_RcOIif3r zyEktGGf{YSv~ZKu(H1S`eLUP$(-0!uSxQZnXDpdDbWc3#Q-8zpxvn2%=dTjO|1@*v zEGnV^}oJqwEO?9@qSERj=%=i%#q7%K%HRB^;4G$%bH3TkDATF|a)VW)D z;8kr#B+fj$n&6%nOS8N)H>Fwq`?^OMRO*WT^~VZ`!ZkVBaE~?eY(q$#F8YN6&}{VF zm2RpNpAel3LGyao@;W9@SF6i>fFTa_`3$LBcIE^jgbdyFrrz3@KdxbaKI9gI2pl^b zeonu1al86a=%z`=_3q2NxX?}iZ)4Xo1+(}wKdjwt>d#FF&#SQpHz z_xe`4aKsVS20B&PDMQw5jez2Z?sE96Lb8J%O8GApBo@pdBC%US<3Re!9n~@Vagk~V z=Iiz;1U=Ko>!HT)ECubHO7!Wghn4<(r)r^;EXk5mb=mVaw>Cs;(5krbSYgi4SI}jk z;NN*FPTZdeZ3){M08eDJWf^w6-~5_nMo}l^#9o2LO>88HYPyu#LPl(zz1?|O`%{uD zF%-X-I5EFINuDnhJ#UdVMO(b8njOTlT_(n1J%5GOuA0jJldnV}Ki|m?5cqvBi3f(} z3u`l-;Ad{lEXt87&4CZZK&PgrOYh^ZF*i3pv(oB9Jf()6`t;c;>?>dT9(>Lk`r_+} z#o|F~#2c-@9W%^WLw^XMATJZ1?KBOlN?CmvYTY@{^#~MU?qb}VQ6E2r0Pk|?8&29% zQGQWk6??S|x)gNCnPaR-zHxa2se$|bOZ*&$QpO~$!w9#)S+>C0V>1hCH2Na(`d4@b zTXm6BaN^G{;|S~95hZzxO1Wgx8wd@M-dNr%v!zocjCWMZX(5Us6%Sr8vNJV&fugKH9` zkqYlPPdC?Ap@Q@h%POCK|LNgqVs+skAFT{x#(a%B-CUUOLBI(b{0&I(cLZXPfK>kbCSU2ZESY{S_gg5)v-$2=c@Z>SI;NxnS1Reo&!P6CA z8wIb6km*uc?CNDcw^ih~bxX4`Eus}kMlb`W6lF~&E3O(3hl#vk^Y^!~H)d4dm=Jkj zxRXApQm_%UF4tYPSb1maK39E$d#DtuH%fGEL#<`v2mFIFX{x?AulV%ZKW^~O)NuP} z9Q5kq4mYOWbUpu>VmtrwDB&k_u{AXbMDw%7l)@pu^(Xez8%fe%UK0#|Stk81CSd)~ z%@&E@|4bwQwJDR>$6A{8#*57qg0}jSbd-~L(kQETCw^z`?QJ6XTDeJJf8JLL*q_G+ zAJ_kT+g6Z>6f*)cip@ZHpRq|X_6;ztKd-$R*&S55HYr#@g&MUV99h^spYQt|FHN2+ zNQp>60ii;vKM}VU`+D%HMEz>)RR4XBx1-1v!6?6xgsv2{VI*jIxnPoo36E@|pBfV7 zi)zL~+jM?0ehfz?f)7M&C>r}7{r7`$!x}Q%a8b8mTRcMK>+28rOeqob(P-fvjj_$~ zU&|k+=&?wwV@sNb3PuKWs&P&Dh$7FJjrbb36u-?|-W{o!GN27YMgOssrp95YcVZnM z8QvLQG{=HMYhf7Y@!^3jj0#xoQ&Ko7-$XK81A)QkFr6z?dAjzI7s@UsghmrP_qZFv zCN?_4?h*huT6~Lc5WOoL?@5s2ncT{3jpeie#u~w!Qw=NA9OxkH(USuQCYnLCm#$D6 z=BqXAT+A_TSfs5-{;;L8&F1#bBMzu?5uK_fna-TEkDw5Ty2}-qA6bnKo!AvDO(a{v zK7PJ6>ThqZ=E!vHl|#UF-204#0vGzl=PHw)`Q$M+?v$S?@VdhK|Gq9DUj zpjpS(WnzpDXDK7U2ScrjgK4PeupU{DjbP!gkpfww`4m0U%jXC&Sfl#8(ud}{QO4tW z&Gr+A1FyN3AGGgRi;6QjRXagoiyaca`LoV`2z~BBOmjYzHEkZ@e=uOhh1YP1hrNMw zEd9J9WMT|;)AU0M=#hV&=VVP>k<(;>F4DX>Uva&Vhv@+lto7q*vLrI&d3387r6>#4 zTHlckq#^L_r;%2V9dUXl@@X5xS=(&vC`~6;s*If(LTOEFOY|g4k4*o(r$z06RC!Kw zn_qhUYy-{SGKgDJns+_jUt4Uo$g3ytD(wVm!M(lG?)bvo`h4opO>0EE=8zX7Mw^1Y zW;cz=a5=e$8{8E)K=0{9uEhk8ECI(aev zoMz2@f1VJp_UE%uiw=K0?XnP%INMYs!;$rRmrz-|mw9{DZ$A;Uqfmt%yo$V)lxT$l zMZ_WsL_Mc7r7s^2)ix?QN^)FrIMh-UhNT=4VhA2lZWBO&a&6aFd%Hp8vi5AaUp^H<>iQ z=*ZLoJeZs=0OT|}Zxk*T~A1kR$Ym=6IrYa;NE1qk$+6?UlS#p78h*$j~X-; zabaCk(d60jYDMePO#|aNKo9iTu>-8q#RI$w^vKo#)nZo^=0HXF=pqh}yhu#0EV*gf zpAr$9JZhq!H(W7)4-u8I`7;*< zDXVi7l>55Xai2~POOHusKe%-toT#)S=gUD;g$Y_bTp~BK`gIeku)H{1Re^r-tC~lK z=PuYDhLPs5XIwgS5s-q7;7!}T6p~1$rfq(cH{kbki0WSdP#>1Rh7*cm|We-f(e%T8k2{4udCl zVtJmnBKn3xTb;XB6!>bTHCW;dHYZ{W2}kg4RrDt@+9f!JjL370H9+&c&5J9RagIRC z>{Gd-v=|L?QoJ#)CP|RnK4iBf$_s8@}9>j?3;V~WGWq#Ge$G5WSP)_ z%yEH>LVoJFrvC4v84?4#tRU9oc_r(}(GSVv18+M#NRmQMF& zg2`boNAl;9TujBnU3rm5xexy-%}d)mQ~6$J&i)nYVWCUO${@}Dp3pS!)(oX1Dw(Ha z-u9Y#*El>`o!ZDn`?yn-*=|oKFsgd~FM5daFWG1R6gBIPd27KNhR@`n2Mi5J`hao5e|;MaTn&#d`-J6 z$b5eX3)_ciGkIyfG*Ye3vsyBO!>Br-q>ecp@Sm08{9;fe8&Cg}vq3#l@cbr*^GfZM z^tLVb?Q96C7teQN_h{#| z0b7F-DfZHx!3*C^3Lvi6a0;MrozkvY{?xpy_>SWK`dFAwykEul>5HRR>+G8~KIf)O zD0f$SCK>0>2N(~hM6yXSUbMte4Y$)Qzgmhl3j#8N{nhd1Z0nY{?mUOahCr3z1f>@A zkmuLVM8UQxt{4ch9|ae>k7`p8S1={t4I7;^LA>ODS!k@OQWypt#!XkH(iFVd61 zhX2B`p{alJ0{h$K2yd`!Ng`01+CiQDU+baUPJCjA9Xplmo7^RF9z) zg4($mC~no6ug6|Zk?n{Rprr)<31vl>^U|gcZ_D_t&&Zxud6fSnqxGJQuCyW?zas-O z-!eM3z%gOf;w>;QMs`TvbHZ91Qj*VB^vABS<9XuDV28rkbgmV6-=Swnw}Z(=db3NVe$5jq4n;{1CHz<{0V8BG{NJ+ z6L6zQ+7$75)Jge!Y72{StS`@ZlY=^5di8ors76ZY_r~{1vSEekA;NTPpIz{NS*Z29 z!>?uV^$ZL?eXljy_Z8vL60V$9H1P3ua+Ag5u2b$9hQ&fs_*_%%7mkr!oIXDIC$F?- z>^^R8=G(z=;xm94eD}Gz2muI7K82-$2{9$d3gGCsqW5b!sz|6v&^N%NmlC%{&u>640#&Gru9R8TOdJl62toL7(-cyT6jVxV8=z1XlAob;xk=biT8SS z&!^#1he;ix+ExMAsl3}dGLpi>2VZ+fH`C2Zy~wSL6g6?SvL>(T47Kb$z;5IBkT;{x%NW40I22`9)ivC65}_K%7bto^Om7tm|H^}afC(H zenv9S*ec%*Yrkft%p|sjnF$l8w8ol=;ebi-;C~BT4;bVyAw4YhJA6Nv+z`DzPRy zJm*kILqyg>U$nQcgWep=@3MtR?m^O~LRlF8?k);u>}ESgMiaO-RTtMH{G}M{P6HmN zQwpJpHLNagV?lw)0WEgScg26;crl1Lrmok@XEmxeYd3JG8mBHiL0Jk%=Rr~`>-nWf zKn&mKBKZ>I;9mn7Lp>cj5RyR#$JhKj&_AEfLTe%#{g_>;Pz=tm-ah$Gxv0-kD=W9*tg@iR+0;tC-|$Y69ejLw1VqG<(?!iIdO+!+dh zYZ^FwS8$B@7O)$kAr*MLQyMj|d}w!5EGdh!Mc912Ww_H?uhu@c(Mc%~*MYA|oX2tY zMGr^S4y=gWguy;p?KPM`kM)-ZCjTLzjipqgTY@s((L1fQN ze%>xSXd_xwG+|VoGn4)mU~usd5Ot^CC=t=oB!(J1i_r$r!g^zG*dD3`cQz{WtVa*I zk;@fP3-LvXS80xbcIrC|u^%)Noa&B)c2vFZxfv>}X#{Pj7lG!CyEA1f!dfNe92u+)NeI;uAG~K-~vEjgu5kT$=+Yiw`H>aP4zU>3x0G%p4a^@!wlpfM_Z1RfzQp|5U3GxWG z>KG+ASdXkpj7DHyZk<9nxdSTP;k3ndfLk1~9Pb>5Mn)$D5g=5Q~2&?(C}aSl7}+EWji`;jTk zd(uE!xp4-5KCWV%3RZKaYRuB0nIkWSq#0`rPd;y*3=&$4`s(Ptxmd@7dJ3JHfAUbz zT_bD@Z#iG&ew=VXk>9e0O)U)Jw1T!%f5pjYUEP%BLI1oL0|<_+-OBW|mBp}Iu*!L| zTj9r-gu1qmxtkde7>$AY;Son+J_GiJu1conjMq?-+^s93dM3i4b7${)1&f>~u+E9x zUrGS!S^viskAFAN%IKRbI9fr`N`IGy{wrPF-ocT8o$fnP^}n^xu`vGU_oCIU6o^=n z{s}g-8C8aR_>;6IuH+lEUUp$cS-`R(_uktBFol`E0zAA~-CfL##n_L*0OsLhbIxsA z#2nXF=&f$v$TVj`nu0WeL8@g)NOwv!FHet2%(%8!nbOO83S2KvWRsd)g8mCycn^1G z0?v?*nsOn+U#zr;)<28^4@A9GR7tKP%w#~t;)Z=M!U0Z;mx}f_6fThYg?~^QHsNN3 zml98sA}AzOQtd`go)MKRO(H=(iH5Bcn zG73#HNMD+_rY?!yOf=F&+70vvU2zzGCoV|N?3b6o)GX{~1oQ^7hu-CAte!oNP z6T!22#R0#sd}#W4!~lKopo%vfDmGBCj&*o|ZPoL0Z!2a^n z2hdZ4q2s2}qXFO#@W+HOn}x%W;0w+hl@4Su2AJT(gh>J;64Ea(S-@lf5kV0yLba3w zNvR_p2eC+?lt{>x7efgy^aGAmK?L=d$7Y>LgHbmKRrkwg!r~I1E^q|<7|AFE4^>w% z>rrKLgc$RW7!veL&8-APPa)`V=QU+_4SdemxkFnHeHc>qpW2Ks|H zSW;?7CtW}6Zu;TJ&x19WozED$IB{i6LYDjI{ZGqAr~B)ujggDWF4EiYc4}~vK;uvQ zeXnK6NIX8%ZoNvtm6OUY1%xV++Gxf2YJO)3a6vvEWE7U_u=bD0sn6D6Ok9CNk1a;g z^;%AD%)&@9f%W=iNy)%R#Np;2d%Q<}sc$4&=0@mzd1=kW{0s*S=AeiWV>f94$$9nt zlAkDMt)JJ=LaTW=)v{y3x{|zJp~IzRS3xLypF|2xHmlJS$=gc?q;il{ zRJYuhw9fCqU}<&Ecf1XmBoekk3R|bxUv$-)g9VaiyI}HW{K(s)cn?&3N51g$Kn2B9 zLJ(%1?I#f~r^5BvGiz2rPrX(b&#et1k(qZzHwuMU~c08zVPueC<4*O@A$%-ZDEtc!(Tzfupr6h zmd7VMlOfq>yD0UuujXy`GN50ZI~RhtP+n|Mx1c=y}j1E41X zyHvl5OZiyG?(Yub@X6q>f7p48-{a*np(rb+(iF}*ySRQXn{U*FgNxulwqUR4L=hY`VnzIp>4RFbna#on^n}3j;W!58VaB2RRAT#9P%H@5!nf8aUQaR?=yK(J)}lvS0EWx9h{qaK_|pdKt|Aqjk%P^aUQm6@%E zKk=PeOdn&$MeRw>;ku1n;b@ih%6GwnaUxa@$mNr>SKThDZ2WQ0t2H9kQ1!!89E}gS zlSrTD?aEMVm;o3Qt+%|0rl3dwM(Ebdy}00lAMrtYjC8di2L@!c!7+=-e)vpKSwSo} z@&=O!OC4B5yh$3f9<)517n};MEH2BPc~Ws*Ff*>wFx@q!L?=wR-B{e2Fw~{VkAz~#5`C^o z-U`{N%#v_@ARwWpY8-oXXw3WO&x(bX#u?X~e~}VAPhITeM2Wl7mR}7{`2|Cv{X#c5 z132@$qp@l%c%-y5(kq%FuB(5=FDA`k`PF#1RQc87OnMGSNkc#eiSo8`$0S!c1_@%7 zAWby!E$CM2XC%WUPN3AoXg=ds6@q%ri)g1LPSDiDK2`>!x&@0EHFM|OF~e2_^E%lU zhWH@T>o7|+n2>NuG%Ys+qdHfZDZ|@Qc%t-nfaORl(W^e#k&PgY7&VSoJC6KH+>_)z zN5$dOz?Z;zwGN##N6ki4H=zgsG*}RFK7^<#Li1btx*b#w-Fbf@vi7OMd+7im#b6`O z>iKnnN;6DnN1$rt`Gywvv@1s}TznT!G`;+QSJg5R8*1=1m4<-CnNy0)YK~nbTs`22 z&Dq(O(z98&@<9fpIaX>4CM^5-s=UfOpDSmAd&Fh~MJ(+*%sAChb5X5kqVk4~%L2IY zF?_P>{djwG&XZlI3w=VV;}#irT&g5j+*pi;&gk+;U9q@^deU)%a#PaGn+_SimmoPu zq*ROo8Nh)V(KQBtf?qmB7@zOtIB!ze*#xz)^1ReXXORGIDm z;N#^_Vv+qz;Pd=vvTpQZrN(9z$7*67#|B-_;UdTPhClQ8ZBJ*F2PWU2^JS88UmLEx zBw9k>W+EqR-|6^xP-MSHz*+u!Xt3Fo(t>N8TGg)7+n%kd$DXax;OoDlnyXR4h4rX~ zgk2`9@?zSkzxoOdZfCh*)$jKP#eUL>hYhKM4T)N@RqYM#Cu`Pw;Xvk4!I@SzU$*QQ zo?xlaZJMrnf0;5!Y&+jzVY$lD<_6Yx0UKbR@I6bbE-h*4g9**{1Y^3MKV4=_UcWZz zK0m|e*R9OcdQuTTzl!nRRx?Bx;MAfujE)A_jN=p*1NWqDi&^G(^n<|$WT*l#{HU1n z|8p|yq`TbJ5oEL2N8LK6)n71|R}VC&V}3sD?;UX-A++6gKCl;t-+_hprTfHOBxFHq zZH>*_UBx{hVXco?po8MEPjZ+Xr~;k01oe!eJ((Eq{Wd>m4c0LOI&B5=s~gDmPsAz- zPqYDYZsQfDqnFWKPeGT48ZD{#<8Xn=CM+&_C10tQfC??EV`ge|aka7u04NVz^e|hcE&Z6#)wO z@z{f|!P5fITP4Nf8x6j3Rg^l*`kVffj^Gj8!e2%gOn<2)VE@kk`Hx2zsuI8VzGHsw zsoqTCo*v$7TZv=qh%T*6S|_i1>4R^_RwC)gj<$=-)_q~K)J6sKBmDzyXO(oET$~nF ztW5ie4WefP8IAuR%Dw@*uB}}=HX7TujmEZZ+icjVv28TAZ8dfpr)g|8PX68VopbLU zfMQ>0XFl!m`_;n<* zR3Y-0_&|puUkvT8JiC%Nyl`n~l0J=KHo696JTsBYz4AE$rV{2AZk?#O zz;u6X^>w-X5HIk-k#xpDi?WKr4l~NFIRSOp1ILAam3fx&@F=8iF7+>9^)@UgN%S*9 zIa<4kmI&I%vgE8HecLAPtG7o>wBQ+dShbPfU%MI1+zA9tXdPjs{A!8O!^d&g>5_jk zJ=(Ts4F`&PHq!cjN*$hUqbx6Xo6L7n9ydl;wbY(R!?eV!yr#CFZOVqlX1lhJkas7* z!jri?I6Xt;W}COf_9+U-Z*a>6M?+x%MjBS|+?~mphMi`a0^~nhp!ck@91+N-9Cb-QY^1m)|$fPkJgIvyNAI5NOqctTYCA;pQGg?-lqw}atNdh^{u&Pu$2WcD1JbSHjNF7m9qQ-M2o zoM$qTr86i3!zF{z1Gv-?cxWQP5g6}2cEA;`F8%U+z@-Fb7+zaG5Uz=HvB<}Y2tV@9 zZk!el3Ul*QKULm9*St>?lE1{pYJ_*gJK@?C1QOueC$|d!gduaMs+}mfhWc^ECn1zT zHrq_T7b>&R*{;AWt9hsWGORy3)&voFmmNt7Wr#>Gmh{7XL5PxsdsXCd#P<+fx*r=J zpUgggH=|PvRY6XOcJ6mg(KJrqAR1oJ|FKaP?eo%5+CNJLiLqTsaD-e?06)NgV+ZAh zNjdlNWrN}^kFYRq`y90VMcE~oxhyRVtKlO(N`F|0t(A9&vm*34dmvP{#zMQZtmXz= zut!%@{a5#>W6t|%`N{rmL~1zF;ZQCc+59Nt2zb)IlovN`H?qQ)g{smqX8n-O_NGzy ztf~ojTZ$?xeUbGRdE5_8zBMD^R(KHKcu{e5VEmv-RM#PhPWNc$j8F!=7VeZl&6h1& zr!JhZs%P_kv`(eRrJdAbA!0N`Cp_ww$?UVcl+D@-ljoRTdB(5wubjO3eC!#f&GGgk zjkmlCkAnQ7^kDC!L0M)iBQIo0kzP7dXBu*6rBXjas;mC}syY1uKpux|y}s z-_m5QHAr{l6A&pvN|Mxi3>^b#Cg^BPL)fR$$yroIX9mjb1qFzCdr+9tDM-n@ZsmP_&I==lrcf&X zZSK9jm*Yi!PCC0AC*!6(Y&LM3L|6!P(zZlMgoaQFc|vC&$Y(Zi?2GcJkfpSBcyN!% zQ$L3jrDlTR5lgcuQ;^Y#anx~7rJS+=?kq?k3qfuermEQmBSV(S`+~fp{Az(J5OF{m zX4%)f>lk{uuvGSZSGdFq`Ra8tXGA=7%PzLg!He%27?`MQ|d4fl< z1(P@w^d7s-TtYN1_DYz%Dn2^c=!lqJ_a&;B+;BnS{pug7w7!1Y8FyW>Q8>rl$-sO* z&_UZ9FTop1j zUuA%PVVl4ugYMkw+dJ5Y?VXAPT>k{a{YhdS_5X@IDYzjFaaY2DsK8q^^1+Jt>hW(t zOrIDKvK@{4$$DCS&eb;HCPU%R*Fs~~Q$v}3jTgUvbs45u#VP-n(fA^b`>UiYY=6zc z(P`KVP{}+cjRCc4`p#$Ra&83$kkoc0l1NIrQnh%fN~-;6mF%@hdcQD|97Xf_Hw3c8 zKrG9wq4Z?2F?^H{nV;MtC?P}_TTtDNlT4a~gGKkDaula>Ia|px3DYh28LPPvE-bgz zj;9T07V=7XG|(8to-u@!!L1Sof9a+vkxV?6@tUMbfi#8k3Sd%tGKXNQ+|XhKUjUj1z%177xyu4usd1 zAHoGTq?el%iNGWPhTaS{Y8MaTmMwd~*BMwMlaQ}!ZNIpgRWRj{<C^o^J;1{{iT(!t3&=Ss9=+PN(=Tl3Q?}A`MVLp-DUwI=&eNK$?OTBNy zN9S^Fwrraeu1|JJtRKJ0jRj+r?*u~X-$O)Jr{2=wA%$$F_&AyH!C{%LAxA+$>E>m9 z_nW$YJh}IQjy?xw8iR9psB__pc18GCC;3V{d!u5N+Da8_t)HS@BYTeRQi|yMK4{k^ zCmYAAs!7e7bHx(M2&J>T@|uW&Y3D!*brxEm>>ZfL!uzHU9ho@!xwewHYY=Zm;g#Pe zembl-#kx(GYBHT>rUnQ{j8;T~H#}!mRBsYzaI``?u3NgHot^v4+ysK2j1&(Ui_&DLo5j( zag8D1$X}b2%%XcJI_wdT=Uyk^xtYl!JIM(!&lpf7BqfT0sjK)TkrHIgWZ>IUra;N# zu*_#!-C-mIisJM3p+A&@U510p;4t9u!qn|n*qXD0G})#vHFZa>fXIaM)#vFblw*F0pVyLl-&`C;bMKxZyw zOq%KL=EQ>4jkQ-&PY9oWn0%!Fd1F*t2gF3q@DOomz$h*)sFpgA`35;;`iT zm0GgM)dgVx2Rooeikuwl5CXS7DA7nvDAl+28bt*iE-=tgSpab-Y{mX`Kbp}hjx&F8 zDu7MXNsSR*&8<~WxmJ#}5o=E@S3a$h8H84*IFEHZWxznxg2sP=p&l9OaQykaX)@kk z@X#xPG*abfcPu{Mcek){dPTEcJ!aQ>?^T48ZXSyU41o2MdqbjOjtX~tA0@=y59>s| z5Cb%3YBib9kEpX6-pj&rjg5K#r-B3i*v>FwFdb9B;-tse#-oC_*GGWMTSmx~IsJ^B zWVapp6i4crcc4?6Vss(4gHlUqRId?<9tQ-G$xzD%YsjguuYP4-j&%?DSwnJHRyD8x zkF*bN3sc=G5u}Y$RFAbSG}OWA8xMq<^4nssXoHe$i4Buxi`9JFFvG{Nhm20VkKp_ z#XxN#sy1Tlnb%up>8H$f(3>k)J6xgDuI9TS$>=hFP;BeR2$tb&z)jp6lqJ-lg<%c1 zv((){i(Amuql*xor&)@Q^xO)Yiy&1^WJAuY#x_JvZ+x?H1A)l4(AQ_n#ucDi!kvFT z8FNyUj~G1ax&EX=k6}Br%il&Wl|@MH3;_!gEM^MBLM=KbCq71Z2SmQJa<>+h-&3f% z$cQ~JdBjOx?CEfqvmx$#@4Jn@$>6C<(Q@w?My0N3b&IY{#uC-d*_4K0ZVIYsSU+vS zZuMy*q4}EkR+9}58v8(Q@4-cLH=7#$Gsdd`&B|pXTi7D@*!+=9podf14`cgknM+@= z3Qh!MmyhL_MN6r!xIQbXwEQ*gX#4w^=q-L4`u9$V3LKlMurlp zXTs~#WbC)lB`I{(@P<`vD4}!~dx^=8v^%dUrGov@su~6| z_tJiXnu%N-6_4c(1XiI>@8n06 zmRK*N;gGz_E2lvz(71(m&XQtH;RA>k+q0@)7A)BT6mWJ;7K`QQ5x6eg%=uU!m0k?F zv@?4XYX>AGUUtJRB$!?8?KI=Z4rJ%XjVFnZza9Nr^`vbGcxZE4Y)aDpOgl!beur*O z-IgEE-b!ei6VMd_XE5Pql$+i9KkdUYmEa`5qR0xwL;-j z91Kqg%IJ`qwN#nMD`PMmg@XLi5`q-*c}ce654v5&g+WEm6=PxvIMog9#VBOjSLGD5 z19Ng0^6-HASQ`SIW-E5n zGiz05z7e;ddCi6I_o`%>P9_Cinyt~^J|DLM%K+{-`R2EankDksZgiDnTc=r)6Ytdx zU1`DYKSYWVs=J$qd|wr)y4kaDoNj2kPp(Kc?*%*&Q#Y+vMXB61(!EEQx7!o2Eu4%U z0{OYr-wwAvsF*wRxVSA;Y{+x|=L>{6aa&q3ccAZHO7p|{HKy;XtxoIg#tL)Ao$Xm$ zS+y0%!Gd1pYmI%|d0-aAX~Qkrt`QD5#er)EcFGHWFFIw&>*4OL_^O?aUVioT9NbYj zoH*UF?(Wq_^5_`uLkj4d<)~fztod>{RDd5DtbM0Y&+Y3benG2v(r9d4)#Uil+#oB^pQRHMQ;PC2 zdplGubaH_^?_&0<>jfOwIs%cO!>6QvWP?5RfM`NhrMi#vXOsJqO&E9S>RQvC3Nh9#pP~Kwi{3R(;-FqXOH#}mT~sB?mf_yWib2^Nj-OB zoWEqzq%dN_JEod%xjkLQa}?fCtsEgplfNih9dud}rxMo&@=l11@R7?0-DfCVoc^My zk_2&j2VHQy6Vby4`0$UJSoKjm945HVDfJ5r0@{fD#q2h633^eb%}m@C4@+R4MqM!5 zx30n=8eTVlCWD>>pwDpvUE-3cDOi=$#N^Z82q74Z!&iEZ#^Sz_ro7U!5YFr^)1qieX&mb5*g60HCm;%zGOP#scIQ{#Xdwe zR#SXvS1t1`VYA^I_gF=AQzNG5FOm4cwt4_fI;TGL90+4#4*S>zuuyn}m&EVPpGOfo z#RoUGZU8-2y4P#A3om2yBl;*zYgetdyc0w28&48=4RT{b@8n#krY{x4vBw?^JJj zp`PcXOh-4rRl~@n;|U&<(n{$r0^Q}n*?NxI6AGo&@O9_~aGH+9WhcmRvY0EMGvsjQ zwH9u-FQu{KU@9YiY$ZZtD9@$BGw=RgnsS5MbanVBm$pWlMK87NNRf5|FXy9=?uZ2#ohAgQ7$u-eRHX~pONxQwh zD1MIFq0-{|7RfhI9;~FK_eSG8E{$yLjQ<~_QQ96`5U%UI`T_|7ZpTwz-gbfA$}Z1a z+9|A$zOq4qu;_HEns1E8h-j9WD6cBWjdnH1{N&O&76jf1j0!d1y<>=wj+R1%Jwl8l ztph{_5PxhWY8;0#zcHUH25pF*1_nK3Wf%ovS}6cmLz_E(R@JwQu#or4lgJ#xxdJ)H zR++V6E%SNnN3rv~k;YHmuus_b4L59Mn)B-pq1*vNsX!nFMeqUF*lAk}b1LNkfUBrI zALzE*JEC7y!C3f<*N2a$z+vT7%rwK6z3SBVE1oFvm0ABo;itD}5pIU*T&`v1msIn9 z1`*i?$&y{c_bS)+kH6Kxgj?I^{N{phmT9Pn? zpC-}{A{)8AL?v~9ldvLkXMg;-L3XQ)&?M<^xo5Y>wA+L>gAz7W%M_lyn+v{VmOgYa zM|f)F#UCDW^KqL$a`3$Y_&>>+e|c4D0Nkofja^_ElwFNnJRM948N}?J0A5zV|Nqs3 z35G#IMO1@c%+khG&d}DBkdmIB!P&`}!Pvsk!Nt_cnZeA`+||j{nE~+UYUAR}U~Xz> z>SX9*Y63W8XK2IVU}F#X^si%mGkarKXMHDAH&Z)TQ+*Rt8y7=*2NN@@zb~R-Xl^R! zYHMWbMEK8jCGE`YMJ$b72wDEh*{lS^AS7h(L8$#Za~vBx7d>FJ$i_^_!p8EiBV8B< zB~xd6S0`grXF^`y-#23C0yqHN7oZjA@AW{5L5vA-_&c~kiJu>a;cpTA)moMjaOSu9 z4sabYW;zj5D?>F`WkWk>I(Z`-OGj5zIzt-=3qwGo-=h58i0Pk3rcRb-bheguuFin7 zzuniAVEFkNL_J)@m0bYR`0MKhnf`kDm+1fN6byr~AR)k|&Daod*S~ut$o#)Iqi16N zt0m*_gTETH{2z^(|JC^KuVwvTTLPs0&(#5)Rxoq{Xx8p`Yrs2Y3quo2JM+KaDLC01 zE1S9yY7;Ujh=>s~sF-@V5Hd*G0yHP|_p9*VuabnifA#Qh|2!rR)<38>yqhNbJ7^^2 z{E5Z`dJ9*?ne&;K+|ig&K#`PbMR@MB(O8p?W^_05&E_4MIOB z9@v(CAUT#tsRRf&2n`d`c^3^%h&+?;8NDSuA`VJVLu1L%$v#Q;RYXdOP@HrmKO{+jWD8oa6b5O7I>eLUaWC(p%@t{9Z107~MLq7-71+!ny;_^oU?1b^PYWv%_Bc<*J0yrt zOY7d3c%V6RJxf1y@#mxvpuQTv1 zv2cWR4wk-lkaWC&Q=OGpP2bu`8Vq}*j)ANXC77NXkZnMtR)TZ0k2Jho^kyr2R*q7L zsZA}xNWkI^WCFeI^}-7xCP)3(qLLhmZmO5tzkzFlZt1n$*=8# zL?S!Ui|N7)MNll~DX#QZM+A=P#AaGTIen4SXPf}ng1Dzo3Cc^U_8DGLtMnN@{l)hnGkVVeMc~Sy*k5?V?KBMG-|>79 z`_`Dwf$j%2`h#xM9}T4Zt!dfO^u^at+PUa&z(=W9T|jMYhe?j=(@9#}I^~tak$kX4 zg*_y1_<<+cSSCUvu4+8{*yBl_>eEq1g6q^(fCPMmaJ9m6NNa?4Piqc543g~vrzKV6 zJUdlrG;2{mAlB$z=e<#Y*%7YTry`rxMzCrIG&V1)#@ny#P+`y296`@9i(FBaI4=!j zIX-f1+=tu1XljkMr@HUy(x`Rd4BmFc85?{5Ky6}9e<8GgS@ZBtUKFtv`X4ReJL1NA zX;5jIM-4Y_#yvPF8W#**eFU0u&c$jk?9kpkRkjP~usCUGj2Yo7Je>L=>eivj;uPaa z{J*7{-6$DH^xpbXH(^62%#A*qI1zhce8S(9Gn;z=Gw7DvyF0i!zg2J@ zszMXVS0fj1n`mS@;`G9yEvHMzON^XWOWr}JtF@3kDss*~H8_RZiX&z}SVR;SME+vu zgpJ5Qzu;%$#z4RDL0Q8qAPU$h1epTU-tu$o+k+n)%rP%)GLlE7o$K?%K@y2bbN84| z!`2fNkyw(pXfRMiUwkx#8cIuRF0Fi6qx=m=;_CdkdZMdGUkx-A3>V^OtU0#e8l$0$ zWPHTWiM`xI{8kqNZ*ZPb)3C+@O1U)>f`Mb_cn5|3g)ja|&h~$!uzx`vLOPD$zknYAy7^}@WdSVN089p0rvcE$1^_Tb zOpWbLOn)!9&Mr=-hPE&snYOWffP(B$!R~Us;Ci4MZ))Pz+eR`SZ`4sumdY4H+qXLb zSE7A9p8l7z$U}npGKWQiA*y@}j11+n_3HUzbE#7LZVHFQevD$7p)bz7=a-r)lhLUOP9 z9V5gV)DW0+sS;s5OlV+YhuWrT0?U2 zRQju6k)h^%xzMhP=}!#H1-3y;Nchn)$OrDoLbXjCR%QL`YVx&IP_#wC!wut-dNek5 z%cE_Tyvq3>`7`{Zi=wg^P5rY0;`S0_%TRG6W$Zq#i!knZ4ED%p*CMUONp`wr3uNTo zdxtiK9Kf!{Wp5-07zL1)bXY@5I(+j*6~vSEO23$XktO)O0x{5;61=CHe-FC&-?j(; zsD^`s5uh1X4nk&tRtTAxm>B}+ZyyUZNyAoWf?v?R_bgs`L$ z27)FmEweyqNibgTbQO@h>)+^KX7)cA34Dsub|OqrtNW;30!0G%r2C$#3xhYWt1DQI zG`Ju`Ayoq+==?T$=K1}XmcrAMeN!c!2H7PRH$vG%+#X_LL?2e|t!wlyv1p$1O`jz_ zc*axjOh3i4#-XSIH}Ur;*28B=$&vY>f7IAIjBgsL?13A0vf}t<7Osm`(kN;l`uK!C zCOjf<7>*zzkA?qD*Hd?&Y8WAls z<>M;|(CNo_YRRy0{m<#>pShLs5B4dtlRU^hgiv798_FJFq8fcZ%xS25ueKKn79@!7 z2L6sRiUR~tqGS=~2%Uafm)+RR1h5LOo;L;X3l~v{&|Vhp{>jM4Cd>`@lpST(e|S z@bGB=T<_Kmpzsu>jp{|FTn!>m+g|pb+bhgrbD{Xc;uA6kYrl^j&d+XCRg5iUS~iFt#WBq5-qx0*=|#XqW8Z!6LBa%DqhQ`yPfJRwGbn4G;Q#CPmREKGo4vj4QE@+nE$4KTvBKcPMM z0BLo0P>9a-kH1wHC4LR{4qmG-cUhm!K>vnT6g(AW%2qoh5@nv>kxi%U(O7BJENHI85rO>U=e7v7s2h3% zT0|8UcE)*4cWjy#`&|7pQ{J;tlUrR%#;k$8ZU3RE`j&WlN5nuWT{%_g_9-c~BTA(a zW1GC0sqbTGZ7cTJoX?L>L`n3S+{ZP@<3xQk*4!cHx{Yn;`u^x1qwne99X^zq9l%)p zCmqNtO4{`^!gT<2AOPfuQgqh><>m0^HvyN`0B++zt5iSD5&~CChv+)WSGX6;z^9@- z`?FXuifkz$@1sAJf83jb2gd{{Od=98&%ifQ*O4#QIEhqe3Vp|}OV?1PuVYzpNE$kbC^}D*sH#Zq8WQ!( z>?u6dly?;B_|pFZ>cXM45_?%R1!E^m8KA#R#FTDYQ}@4DMCQ&|87{rs#g2l@-!uBk zjQjG1Wb$Nk@P~twK2TguQGD(Xmqn4BDOkK&Ra{^-%40#79!wV%F?y}>tl8+%Feofo z4iROHSul^cyxtO%2jR}BYTqAm8j1y~)mb8eYea~7%Q&fS#zIyW8Q-8+8<;(JTIGig zDw3Cnf}Ba%Lk6&yQ8oJ8vx`1_@1rG$Q+zPvz>;8`$@CR@zGVTj$X9D$8Je%Lyti2W zI?6K}<&h%~&SCP7t1c_!JFdFStbc%NeuE6~zd(jguF^QesOQ(Rwp91GQ~+MeXTl29pXepf(PMf}@T%bfFXH2a{?tp1lS|&^ zEfG_6ScO@7JOf<7g&uWcqbgxScTl*!nLoxQ`}#%YqXMA^W_em)KrWW$bB&camC~Ln^nC3nkNL?qQo@fhlc3xB?MlpU22YO5ui;?Vp!;LKA4SIy z1IGly1Mv^Mc;E0}4gH=xl`;zz{f@fXMZD!sRCeodb1IMsK9$Z@-1|S;>Q#@8zwJM| zcO1T6LpVQZDZV!(->F{&;7UgcMSJ*EMH~n8~p+!+G;8r@fp*WCB!Ei*N!D-BI)kB^4>FFm(q-i zWXRL{lRo-6k($`iRtV*4>b7y|*9;TFQQIG%L`#SUS<`#ybg44fHLD;5?reWvKYKH$ zpq=?KaJPW>ryCv`mTP>xt8FAwU0rPTinKY(7ocMyzN&=wAdJW%QWHJMrOF4scKNQ% zmgXXyJV2mXDu*Y=S#k#^mn!(l`XHIs331W>hP`sObS{atL8ILJ@{huMG2JpJ@^jcPITw_w5ZX!LPzO!d8wxan0b-@COEt!9-l(({fJGa^`p;8!(7Lf}lWvWHUiAJdOu+nQ`AL3j{X2R!{Ow zla)kB&BV?=Ss$(2n0`sR{01f1{B=w$$}7s0Ky$)H^X=?&`@;j`MMl2ad%Aqbn99V( z@}G4n8!PPu$^<2H#|19zAnP^rrUovRqWjMn0f5+G$d$)X2F+IM?T5HBdtjUGfRa18PI7W zZuTi(82#cToaD1bA?oz^W$bK$@yLcX`89T&?m6Ge{l^zbt_ta?_eAmD_Ji#YhV}22 z>tE>MQ2^+)Zj(iHM)>i~nhKodfQZmo8JVh>jOjF2I+7S63I8!3%|_TSw1}WB<>$lj zS}T?mUt(gwXklA`WOY&R&)^IxgV0S~1w=fL{-j%2M>?KerCCa)C>UUI$ z?{)f}O#{oHsGm;>urLt8txi!n1;mZS^myv2x?Xy{*`6|1M<782o(`}WkHq3SWt7UO zO1eMH($JBajoOoBcH^wgDdIVm!>{r5;9j-$!J!(5O>ycpEdp1MT{(xGv+L$(gj==D zo2;kiL*(KBu{Kw2kr|Q=upNDlFEfsqga&GtqKcBG+FeaE0;Zx1MdaCXZ5NBH z4U}xY<#ku*R5c{s1Bc=6Abv*I@Ub`Wx;A>TfKrDC)d|RBL_(#5$vB_dN^4hPn%(MlN>ml65M1dE<`2ktj;% zJ#D?SUt;3=lZQ1{FnWLy3hdk$T)t=8;E7MO@>lH3n=3YJ`Z&>{)Q7J!Ao)K=)h82^ z06Dr1uAaJyWzLu;@HN^bPdxl(?`kad!L&u2z_|tiyjetL;&h^Q%VOLI_mr(2Pwr~q zG4h|uxyW)g7!_c}BnJa&3a2hhWwBZ{XBWV>oiC&GKo0_%9aLO{mSfU+do4+@x=2J_ z2tLW24cFLiZV9GM363!}nrLoM+XQyKwcNHjW#f0)rw5>>OHWWhkK=y*m@ z9}lOn4OBDqrGq1N#Xe8K$;EDkLxPG!Ghe-~k!SiDqc~SYZy}Des9HSD7vyV5D45%Jg1!Gv+_x765z-C=s0ST_&+Op`TNZ;)1C6 z+bJod(ef4rE~N2#E~qGe2%H@ry$$QpuT2dlUoxrEu*bl=xWrM6ijdM{L6dY+Qo=oF zRop^MN$#JyyHW?)!dv6TW5#^?vK-@qN7}_ik+37DhYGfgKk`iXI5<>ZSNSH=mr*c=HDZx4h#hXX3q=)hAKoy4B{)yS237Y9YQ8T63B5zpgBeuS{njiT{mu7kg6DwRCspe}_N zXQw)e$4xWR=M(U3U@RB1<)$!6&>Xr1ousb4i`Egw*O2lA&sgtxI+E&Mv8Avto1#=Q zUfMscI>nAOM^&z{8d7W3KWHMGjI_XU-Bo@=3vkZcoIxe%pO)}!06l!hMtkKPK%r$% ztGmKQA0N*$%8QnmK2y86c0{nd_M{e>gk^&~fC07oPHn9YR;3K7b&*P}pdaJb!>U(s zFn5ZKtF)fP(%@Cf(>9h~pQiHiHPI(Ch^;7fBawJEF;F?Y?nWW`c)sp|P1O9Fq?1=v z&$u@Hqu!45(gydbBe`Z3by&V2;u5i->ZD?lLzb;i`7H$NjW62JaMq9jO&{L(TYf7w zj)0+!>T~RmJ5L13k-jbON&8*Y_Xk9YY^)%1KO+?AU$Z9&$`jwAiL^ycN0bo;!-|4yk#xv%RTM62Hv0TFG_+}=w4@FKM%hRNDt@i0<`z~r05LYY~*oD!))=Qc&d#h&VzLyR`*U}+$g znAUCzSBMEwIbz!?HNJCY8%KpEOdQ?^hZrvL&|9FlIXlAdS3X=q`Yct-Z5(Q9DiEtR>07LBirh!&PJx zsJM0u=+np#>GkpWRe68n#P>i(a%so3K$`G)F|@a1N9kv9v}Fz-P1EhIWeDoE%8KV;mFH z+M?+q5j_%ued7$R8Z=^?fw*AQWMtzYZxZ3(0}QM8rgYu0m-ludt)>6Q5CSF5TF``(Co2hwr=$$*&<{B5lQ>*1;1f==vP zd>zI_ynRy-z`O-PiPxR(?UQBuD!XI&&AY(Nv&E|Yig@rDXj2Hw=|+4S>4;brsqelt z|NEN|v${Tdmdo0fF7`V%4px9A>EBiOCmgqGy!3C*N#u?noWVfgIc?Tc2~4x_ZqqHq zX$BRl$2H4lTA`TV1auBTSxcO#EgN{_wGask>w6!UcI@mG{I)m>kjqnzB$Zwy|lJvj@wY)2yte zs*95aR1`d!l!ExlE0A?hp69wVFbOT?v7Ffx|pAFaLzH@h;_Hsd84>!wDMFx{Da8*t5&;mhX+lSXzAjjXpxW|9ibol7Q)T1l5TmO+yyg_TuY8zn-`Dn(D`*-N+HNrGb>W@DW=roB;ylep6w2Bu({0u##P zl?7D>Ay6Ng1xzKWHuI2dKqQmSdiT@o-_)73R}sCVCXR|0jPSIx!{8-r)^rVRGm%-p zhcmuJUVcO#dhu_>rVEbAtOJ=D(E=azX|lQK^SC2rHt8u*MlR?Cf6m!)MRGYb4ze-| zwOA@7+Hq;#0?8&K9jX|xx4UZE%OlW6%~gb%y=Q^>I5Ufk!qJ+2W=?U9C`Ak=={wtinK{)(ZC@=%x+ccDn09eu5+ zEE6ATHmV{Q@vg!gpN3^o;(u5vSKOiY_x7eyife2gJFAgUFJle6|{!zlckCDp*eY z8JKHN#Si#So~~+N3vAEq@a<^E%TMII^?l{b8!+uO(OqFT)GJU5m5buXyy7P}*!!Ij zR$Y69b>&oSp)tBk=UH>4lT7vyJZwW`$o==D7$&S8rJY>d7WNz1rq0h{?XZLk78GhS zSp^5{G%f5C>Wo0}kQTb8c)5^uA<2g26XiH)zabA1T>omq?!Y1}v$hV;7wNxCqIoR{ zAi#8DVIj~8UcG_dm<-`;5r_jzgC`N~@|4EN@%89${&L?DXy?Z%7fh)hA5hNvZH^!N zF!m~9!mP%=?ob@MYG|=40WEkfE(e|fRs4uR7WSctPjc)f69kP|O=}IrYk+w2QKQ$O z$Jwfv3YzR_)Zz;RZs_1KZIWvdok}v_(tTG~)s((5qTk7T3VH`GbNqqLKz5u7p@$Go zc!sa|0*MelWUaW2JLstzJ}JCy+5V9?EYOfEDx@m9{u^<-arhp3kj3`XBBVujnVO%K zEfo(A4ce8cF^8~SE51q*2G4u_dI!6*u>1imV^bQ7!efGKZ--&4@xN_8P8&2rlzdx? zO~)_*a=gJfyo#q=xGJLmPLD^v*|w&|`}5rC9>|Dblx~}z;-_XDU72`(v&DkO^#s(6 zt6@l}+!uG|K>XV38dD8u^J)IENqiHe1jDAdg|Gur{EqNax2MKQY+_q9vl1#Rl}Xl! z#DOn%&Y7*J$F0yB(-=i30AhXFP)km?PJ=EzrBZLq^`~pE09YBbWQX)g$}q zG2J{&)-qs-gm*z7)qG+;=-)uQa5$en+cR!$Lr_|)x);!O?rZHyVaA#)O<6VvcEE|v z@(*tx)1TGyBEcF~kQYz{R19k|6&)3fypdfLhV1I6Ch!$e$St6U zGUZ3Rz!Y^Ac5I#;48;O?fCoea=h;rJ038AJ2t$2LBD58i!WrFLaK6RIHz0gppZBO_ z=6BFC0D$~Q8z>8Vg94*}KdNvQD-hlusM32Xe+TO_as0ttAsgHN8}W@_)Qzk#HL@%5DbN<4PLOmM3{FnWZ5kv^4>56FJ+M^^-fhc6<{PNu{_SF89X6q6Wj zH=IGUIreVL{R_Ahs#2iR=QEMCt=9RpT2Q(i^(NyV&R7rFt#R@wdQwd$WFv`KP-;r9 zMn4awNL+((@2T$BFAl<;snyNCuiphE^`5Cj9_U=@YoMpES5QD9QnED=!)H2d%)%H5tXPE8dy&MKZaP#}&u1R0w*KIqh3oLE9-opBM2N z%3j%bx99n+_gM!rYAj0TjPMxFb=f9=*Yi9?ulc-}A4U0N#>hk@%&gU~gw}n12U6Wr zs;ftvB4Zxwb2!aw%-f5-8fbIrjTDJO8!>(M&HFdf~xHxi}#fD4xDEG z6K+ft;K~PpA^`u3Pl1iA=aPyyu@7&ql;+c1q@=WI#JddxBJ{6)=-<#7u<~J%0&*1H zM%GEyQPP6bAq=f01;dvb9N^J}H3eUgW{V)J4KFiWT&jDOOBdaZ$eB4aQJncP-Kb5n zfs4B;p-GP7)ykoZ2#i%N*OkI1!&L$*?;O~Dzo^tl-%Vj(!y1a{X4J`_#Yav52HlH7i^M6^*51dEBm#3;yw=U z%Y=h?C^@|mCLdCrLz3Bc@DzHPXiP$)!kbU7^7>7=HHQvJT#YGXKor<8!Gw;3W3t!j z9Bz@ga++v7u&+;Fps8YS*D6I2y43y(e0=@2MZ;_G+}DZ+aq0(hXuFeMNx1P|mOCS9 zxW&+OkwxjI8O8na&do&-NZbie*~IcRt~kf?;`Ueq^dz2DRBX`=F2*8?0beaF(B-N>2^fz|60+ zctp2@XATP&{1WqWnt@LABic2eLHBD2zi9e@?7an4+}*XX55a;Hg1ZFwVFrib8iEEV zcyM=3aCdjN;O_435Q0m9;1D24fImsw`?a@o@0b4jwSC(+S&J}h!7wwwIdjfF`|M{w z65ALVQNwO4pw_q5E=)HfMY}VlG#$d)#kL}kz8LA*AUzd%I^e z(P&y04V1G(+$Dv$ofON|mQhK^U|-G~KR!mhME?0P#)N_4DF%jwOL0q*nU19eSS;QP z%`){^cn3quF`aAN%!b)(#JW@ZaP~|l*_YtnK`>D(faNEK@c&7iG0L`Ie@uI*wi;Tv zSCe}w^M>p$=i#$X+1ia}s@t%x?l<7a$=6lsImVB$NGXgyc5Een!ixRYw)5>XXsA_j9X~&)@coDcpg(JYW`T5c?mSng3KX1F7(j z%xJ9-@~_8mA$=Q$4`Arwdsp=&{3d?~2_uROei7pPR#p_5Cn_}J;sueiJg06eABe`f zsNrEr5GX+J9C>;(9{e;C#mdNstoBgFJ0WvG%upC2h?YX}8oYIS07VQlRxXITx(1yj zz<_jc|AaDZu~KdJZQo??IMTH?Xa0n$hOG&P@=9tpdKc}H;O3H(_n>mI%PZF|hCL+2 zZk2c1wUwk+8c>KlF1sd}O|L;lgKFdN7jdqNYGVDgnWnm4-FR5jkop%R(+o-qPvN|i5%#djq+PQohN!3IWrmq^3 zUKl}(YC45;*HS@aqi%TX6!aF%otM3i&1xsdUypj4DosI+r&49|DpZyDOZM>u?=|5z@4yu?8avnH{CF%XE#dTjhO$T7T`iAhYu31g7J)sX0^9^To_&ZvL!`C^O|^ZDIQ!1 z#ro%)nExG7_@{uPy3SfZxXYhqMS-l}*G&1phZO|^zppw!SWzJG`>YO*6$JvnPizm5 zBh5kr1b)A054Zm}ZWIXoz76{ak)eMHd;ZT@=tEZTPp~JG!2isIGBZA`u@Ara{rdw| z@{i*}Ie|Zsx#>}rw#8>hYB?%fW#LSq6hGd>SqL=*M1OvEQtkf|wKV(LMZbgD+`!6F zmt@m33MsXk(CCn-h?`#RP(%==C^BzW7@6K2$%Idz_#c+LH9GBxYp!iq0d^6duV5A` zd~-WQ;?s2G(@(X%z)Ihmq1s+Lt>biebZ%0E2DRODGroGSeyXG^vht4Amp)T(T1 zuR)FH^F?hZrM9<^dh+B%@&mC={_HE)jhbxz>`G4KqpXTuk30`$_TA%H%;aJhsQcBT zm%FZpcKv=f%q%PfmYEWwRqSjZKAuUc;7+^mEEjU8tYLY)Wi)(@KsH|(24slb2}6rI zS|Ypy?Y8qP>zhZhM(Sa#h~Jn!B512W3>$6in#+mex|xPM*w_2&@1j%fTzIEwXxXSW z+UVF~{TzoONQoPtK<+?`Vd-hv5<(rRXvf|@t7^O#;uJ~M7*ZlKk}&;n5kaw!>!Vt! zCANBc4e3#+rTuvs@8EP?#%=F7UrJ)ywKS^(`8s6AK2`-f@(r&`E@D9Nxp@?B3!*;^c|C~trh0zZ7w~qJsPVMrt9VJImz|BjT`?HrV_=z}%E7BOSdO(gH(m zqUt(*p5SJrPW|zcN~9pNv0FG%m|hUkcEV!YA+-=mm&P#4Ciayf#Fp^mBMRO&_NFHD zrg&%Sc~)KXPqBg>>WfE)k#(Y?VLIF!TnAAVmHRW01XL;T^iRiE8d3?ii0XF;?_Q3h z@b~AZFq7xPf7Ee(oW|jt>}Xl{_|5S#H_o<$rPzKXN5WNN>QW0Yf-!(QeHdChBCUh0 ziVTLe=M2drk04@=2NLHPHgK>UdR%eg{&`m4J32vq89)zXGzv>Q9CW$X7jQ zXu~GXqvN53*1lT-gs_Hf8Mc|6X0rqQ!InlSPctZdt2=EPf;vB#smCE!@Or{943YE4 zF7TU4gl*eEz?%(OkE&_!ND1~>qsCJJGPf=<&P0Qrw=}5FH%G3)80*ZE;TowQiaY2d zL6|vO=DiDkGR$9qbhM1}Ez-GunG8f_6b}@=VjgCjg4S#Hd7if^l%|cO`>c&KnB-+; zPd`IAk3T$h7BG{pBSu_kZK0Oe1UuE5MbhH%V`!$2ZHTzHhWcqKk+xa7Vb^h`4&!?* zX`b^&!Yi&ThP#M`p^ics&4+HFPuFt#SGmGiPftSt@H4L`=B&D-ot);nKQCZF=vl`kYvT! zqNjQ3ou4-tC7TH6hejDFD?u8KE>30xn<8`T$Zmw|DT1Y|jhn!Q3u8^x31hPM7Ui`A zqfB5xX+;d(#E$v>K6N*>w#GfoL@WCfUu()i|$d-Rq70jmF<4dkYMPBreQQCfUo(ZY(@+@_Qkt3_%Y!CmW6x zmk<)Bn5iCq0+^E4di7EnQ8h^FjT4j5z$|u^*fwg_)hB7&`Q5}S{gJk$Y|%+(f{j;` z7&;t?O zF`o3-uLf7MDC^Sv01?PxAw>DRt1MIRLxlvDu6u{gQHX4t0Tacpl|)NH08D_0CS*B* zh7hlsimp7tntgZ!0Z$+x#FWP}e|TVjYJY2EU+;@Y)(zYhpxqA4cIHP=^m_$d{}2ZL zeqa5cA2a;#JBL3pq`&aqe+u3U1lM^U!2T2Ehz~eR<@ z;2EJb@_G_Qjfji>O}}A!@ic$#EGpr&!3@8{-I?0cGTx3PmUq+Mmq`veFeS@+SJA+q z`UH;2OgKEDLI@=oLtf2d4P{ojjH2=Fqr<(WaTX+&+|Z0SF61&#;R?%U>{N=-RHuVt zyJYO6*s}Gkr-2P+Spx1Evs`4YSgrvs9ii$h1jP> zc#Seww!Yk)vo=?kFQcQ}e!o=AmE0%cOxh9OgLmiss&a=PH`ljo1n9?egftd-DmrxvLuW)r*pu;Te=2e?pQF7F?`r7<4{Gv__@Ao}aN zqF+Gr-vuOpx4r(=Mg0#4l7XNo`&mldp_wVj>Q zUr_qG-m|UZNt34oo`?9*zspDv`-+&t-CR((bz7Q+lpWda*^m#YkjtF-;3Prw4qoA~ za@nJcn0LbJW=dncgm@Ynao(Pd2MS+Q?dF4L`Bp$Lx?Zt`F)U+_cM|7Y&X4&mZBJnU zTi`yxU~;g(sOrCsss@6<9lidds{ff(H4p^uWcBB$>R%KvxQPMG@#`-N_-~?sADZ_3 z)jIx*0{-`;fWZkHey0>L8o>D^x~ z3%@|Ve-y~a1|~LV;rxjL;Qv6751c&&@C)SoW8+8z3;pl;Yakn#$oDq`@;x*j{Oif% z7s&T_gM92@Di~P+KT$pXTVsSCgv)<5Kz<*L5IF0}FGlD$#0as2i8_C=IRAPUhaF6S z{Qro>d8pr8oI2>TY?%ybj z^I(Jgt10&vbn^X#WWmiBjSWp6vzuEIOqAG8--RI`P3>sg08>`kE=#bgD*w77-M$SC zo+LYW@@Sh(Hu9>Z;ZAn3j&JzQL73<4jx)!VP>gK}oPpJY8?VLGk-2+TxANP-qm|vb zAsf&o9}Q&@TgP2o@mhfjavXmBt1BtFYVLMmHStZIVXvwGMNWtGBX@qK8OmMz^dhWW zBiAm!`Wj(Fg`&X6ri!@*Y`eDiB+_=w1YtK~6n@=}pNI&&FH>Xk7N+I0&{pIpr+Lhg z$C~*H5S$`(&-X{ep-g;VY8kVaU@$2wm_PW z9NCGn&Y7~LV&YjSFCfqXCJAS$OksR|ipk{ZNce|y_sW=xeY0qYNsi?ZlR0N-Ie%~{f1ph`|45$vue1s0pO6%AmNMWEiNY@y z<X zF~Ue=#Fvrl#cAo7%5$n*c4%WuP~~eeO{yC?Q7EtPN{UCuk~n(kM8hS~eHr-y4_8f; z*IEI+Bv$ka4N#-?8tn@uyKa1q^0QEx=ok8*&1FRwOS_rYB?+E`Bq+&SyRNL12G;em zpNZs>7q+9om1V-qxu6m$2E9f@^h}x?p|kepHFG@-whs3Z%o?tol6Mpbj%7rJk09UC zR>-bm7EcdfZYxfA8hy?t+vu4$__ANk>5&N&JXNP^oWDI%wk|GlF8q!0Wt(X$r}=Ax zwL86PyYVOtVft`oG*n^Juq6z&q-Nl(9B|ONjaXwVat)wQ!C7lI1Qj<81(|Hf0h4$l zfH%wK;+1#+m*}eBU;GuvVK|dVM}ilv(%DZTLKQm~|)uMFPejIRL03$fIziG=vE<4C!G z(^lPre8jWp6Se}IW-&qObdLGz_k9-XeXOuik*S{;#zjvvGhQLVjnjH4WMpoKkE(kE zprfe-rtYzgu=otTMJ2S_W^f1Kyp&k?1&Xeu-@O4zn1)vLR%{rLztE(i5)JN_Z{kaN zS9UJ901)m@ni$wU*xhxrXH+wMTh**?KC4{xwh&c)SIF_YybEqM((oCU<+xzR6B)_M zkFazeAC+F6_`yfYWo6WKe|{BoG6^^Rm7b^FAe0lr(X9);MBip2R|$^ou}_O=BrIy& zVB;$1L|+|ZVT%=kJf`8RnCV))uv~#x#nH<_tshNsV{K`#-YKYMnY_HsX2Yt?5_qwh zS@gn0o3MFMKLE4;2?7qXj7>p?-p4AV!f~B-9wkSVB8ZK&)g{WQZz>}ed2bxq612wc zsc-1V0;*3rR|7YQ6=_#*KKFk`5Z$%5VAJ&!D+-Wf%z+w~_D6=a#n)kNz(`9&o-qz8 zmb-4annzp>D3uZD@Z2)Q_l^k)gFT2{7P9)lXT}KI9XmfTfF}2Zg$Lys;2%-fvC+nSZRAWFe*34RUm9~WCS?qfqjJ(ORj={6fJKFBRF;{^dd(tMv7zBUSEg~$@Cp4(`qAWLGZZ+y^ z{Q!_`$d*(XFp?=VMMUpE464`5Xq0$`D#z0c|m6_SEs>Z zuaEJCv0}lXIIsHsP~nmC(DOKKx{78l?6RYH%h}}f+m&_wng*@qz?HDq#bt5$C*Q7@ z&JS)aWd_OiE(=Xbk1PO?LayQS{8me8etoXb1l24NMTuT!!_(>>+2Ir>$%`dYQLcpw zau66Z8Ut=QOhw6ZiyFh$_-&an6BvrM7ooey4<`_(6h=ieT_^K81Th8CGxBv(kErbT z#pJ1ARL*k*K8}dv%YZ70QQCqRRU4h%XWeMS57hNuITw2x2u?;go`jH5f4oprJVIlq zSvx?#-#{pf@Ig4qP%ao3G+19-LM>+|Pz&eO+oFG*v3%VW`l7=E+G?@h zr!l^Ke84I~(7uW5kY4kX)2R)2G3j|-nrBv@BO;LrDEfGtbbx1{&Pfbz#jqV-}dU+7&%E8 zzW?{fuRn8z{Y2EoD%-yfkUd_X1Wi{dLOgBIuzG`%0I&0zECE+T=z zg8o&)IS@0LEMvIG32cC7aI9`L%J+6jrt zLOH8Q5!PrekFkW&^`X3A*vP!;kRjg9;~W0<%no7(b6m&q6O{_mp;G7%jiw*k>wA%p z59TlTS!+~(UHKTGw-nLm1MO&_Q^l#_n|SZS1-sVXPGT z9R4two*KEtsad=d!)C%6D&CQ31>ExkbLI!&{E42r|3_EqmO&Bs=>76k_N>PB{al5_ z7MdrunVDfzkYrpleU7OFQ#^4~Tw!4sV6VUpXic}%ur9k?X(qP)DRW8Dm zAr6+OzI5oU;)iLRWc^mtuLt*p4arxkC_IDhJxZ5MAcf*^x)5qHhb~C75E82QQ6Go7 zXt;5gpDO3?5O{B(&f z6qKcL!k~vwe>_*9aE!NpqtN5y#19~yB5jgI9Ft}6;UCgLd^3NHw6NXw)w0VrGp4T< z+o9a^sht-6hKMp3wpUdwnHvSLS^YzinS)1}x;9A1mfhYqY84ctiG`0oA{m=xMdKmF z_jTrVYKzY?-fub<^ zHJzoMsR%;b`B_uiu%pmZXZq3l8w3mDekM&fpC@-oQcGR4HivalI+^qcTLx+D+NV;m z$rsiOIkd2>C!gG22US%ri!UlROpT5w;$Rw8S-wA8){?QJBsvrRnrEmmT{1H0n7!zh zO;DG=?nAP%P(Su{QWa3-VcCm>pSaT;OKDkJSXSkoW%)Q7yEX0$W%>!X#~tK_u@^tM z_X*5lBj?Y2Xu~?b`+lJB6)TVvAhrcciS^vH@3rK3HvC^C&<7WJRfG^M6O=+FM>zRE zTq`ylvM`d3k1+P;&l|}FSTz)9hhMABSCSO)nj3F<(%)sQe>@PQ*ya|1JHS4}Co2N? zOu?M>{Zd5!Qx%aQa0->5R2u$LM1mR9;9M?0c|Cu@Vc@POmi$!{GF1A(*S{1O}fM#Y987BE|$->ujX!~$kx@t>*|1hIhG zo3Q*$$)@ygNi7HhC#3lo5{V#iUYTD+;y;K;1OdPV&%aY55d;7e1^*%v_5YGc1OdQg zqJJwyA_%O>V21F?e3 zXa0^XWFS^B(eE#{7l;*1)clLG{C-sUz2+43Lml*|>eK(CELr~lQkE{J`7Oa00N{Da zL8g%z6Mq!tVdKGec+3~tth{$n(2w7=mp_gorZ_Q1M8P9r?x1*ARSnC8R7Ce|Dr-W7 zaufoy*a2Nt06zmJW(t{_Mqn85^aZmy2D=)IF%sNyF{4VNW_nL7x1#^`k*vJwCiOP* zOm(Gb2{U}hfQ(^9Pei{e@ec4M-5Q>v+O$Z$5FtNg5e~B;;s)<05SlI1wYnPvWiE^d~)Um{e&zm1j=}r(+?_hp8*<_NRy*TuloRQLW+d-{HZDD%O7aS3uxVqbip7J|R~5=XA}MSi{DJzpCaKwQ0A2zeLjqqFpTd6)(h3u8H? z3I+XuYl(8oi}(y3U&$b~?AA}N4WunuIE%}OY@)N6pyk#1^a9|*X0Wz`!&BDWPsZv_ zTjv74bFR)aqlc&Ft2^r%6ZBkt8IJwpdik;3(4U?*I;MwQ$)RXa$*y7z=$Bqb+RAzW-N<_^xgB;pXvVKwWY?+gF;a@&6>VyS0otYu|mU~6FG zpkrrjX`y9kW32zPuq6oieIfdvU`sX*MpjNv5a6M*T;9Oe(%weTz?OuE=RwM4X<_$p zgM>+xl>`L*K9xVHy#Nn4zfWI3EMFkt_sjEFmM>9O24Mpe9VL4O9Sd6q8C^4DYkLER zA2zawd;g#|AO1Qxz7hob0djs9XNfr3i7D9W*ctqIE&?n+zWw1H_^%%!FbN5eJk+cG zA2k=?fBrSbe_Pkr&nTy7)T9*%*wI?X%Eq54BTO*Vw4!icl3P=PVUQr6FM z!0IXAxu_2J^fVN@5+ryjWdqO2c8pQQHu}#5zX&y-OOihw3=;>#DU-OG_mU?z8%Ge8OgT5C7 zF7QaMkP1oa>{{>rSE=(ekX36nTupp{Ppr>s@^e#yi--aJc*&H>yLTFxeOwY&o2JSXfhc4argBtOpK=D!wvtDlN*c5k zWp{`@gO@#-zp!P8_fV^!er=nYKDSa(Yax7GX(VuH-otn)KrgysKqrOB9Teush+|yk z=tDDt+AB?7EL6?rTS5@}xLe$7QuRUR>?p3hg=3!F^z^0iTjnseX(@-%o|4Moo{0}6 z%}caRzDsDP5Q+WfTVWirw;dd`1Ez+8kJTgh%sNZF&`Jmy_F*aDPH+Pjx(TgmZS*giqO2`H%Mjsy7h`X*SoKF3XN)tT2)Sehyg;? zwu~-`3XMZ6S>`f*nh!D*HwEVDi%u6Y1C=J>`I{O4tpOd|WAdT`l$9F1o#T4vl8Z(1 zbAPUH4OeUB&d$U>pAJ|lQ39pzY4KI1$nF+7rjqua9xdANUfLif9^PR`8siA6t_ zyr4?JYj4lTr$i!8T%N_?6!ukK9HuPcuAwG@c-cfNS&OA3RC5K^0rEy(P+4a)xfbSXzjA0@dwhlLrkCz&h_5$d z%u-!m5)YDdZRD<9T5%J)QoFQUtdW!*Ou)AQ2t=BC3j5;~5fwg|$ai@|vxceB&SIUk z?U5CDmY#s*mg)$F2&Gwixh)fcSe*-25=4Xo7>sU>5Xjq4#aS-b>s04+SJ%4kcLwgo z%lm|7D}nlpQT>;NasDd$A^x zpfDDb@j*Ik2TE8w2v3keje=uMq#MH!tpxc47a;{UGMlzvK5SEMxuGdGY3MM2kY)I! zw9lxRii%z&qS4NiwSi$Fk3O|Yq-W%MS+ZV~RnBo&%pxR7*~qb2tz1%lwu)Sy`ElM> z?ev`K#ZTl;QS|5q2kGNU+vu%!3YaA@bOfm@E`4;Ow5(Eq3%KI(GV2qR62hw)s>moU zrrK-6Z1WH!F9<~GVy!2 z*&|wSi82$1MeGrW_$8iAPiba;Y&~18u&XS5yM{_L)pBS_AfWUWfY~H)1E185Txn2g zp*`ZCLG+Y*cpj%$JzGR=VGw5mv$ly}LB;n*jy)FB)zx1Mg`$g3e%PeCL=sh$PL_tQ z&jA1fadIr=r(4j;F-)5sHap=hZIGJ6;Fo07;5YZmOW0hocYH7SLyHHzQY2C?G;Z%<4lcMep$He`A#k2_e^tiv?zb1g^LJ&!o6S zLYk1&&$7LWiE`$$vRQjY-=tUiaIBd?bkX2HbN4lScoU!(~>s>OWjAxF}IS{aft5WPhRj_?^I#=@v=DJN-6#6zJpe4)yN6p9vfV70?SXB!$5MJC{UzG`(H8d z_@9L^Imu*EkKDD5giI(Ab!hli$B-tT%10NFep29bNn}iET$~#=0dB`tGuXbXuWe>3 ziE0mg6X4xpoKO#$!~-cbH&GxbgiSO)ovT1yz6i}1RA+&@q*vn^UrV|jNTN%POD`}| zDDo7`e2gjw)b=_Ue>whOsb3+tHx9=W7E+0WU~XsbIF?t2a>5Q1FkJ*1!hwG(LdJ6y zmN)ZsPYpN;K%ee?Qfva%%zexJ5(46>_0S{zbjg^i&2Gzzvnp8S>pRGFF~vA=7YJM) z`4=7f_tBwX+tqVEY_^Tf>p6a6>JbU&Mt_hN3cIFykv~3(9@}_ui@DviAxiEGt|QZzJ3Y1sbZw(!Y-C{9 zWeT9bP>w#%nz1vA-xa zd0n+BdiFrKMuyH`85Uo>d=#!0FBkt5iR18Ah9&4lgr{NGOqe5^VReTqk>wZcAy@eZ zAHl>Tv8>Wgi~-s_1mYN1fW?u-f-5e@5$c(F*_^}?lSQUD9=OTn&(n5)I!XK`)%s^j zwLsun;r}Ez^@~FTGp50I?+5;3Mx$dvjw)MF6SSH?fIcvDpUKwf((iM$-dgFgS~OgS^eD82rO8` zM`FKzDYZXNtM5-jZyXr^1kg%p#n3t?iGGM;$CQ?A!159dX(4PzrpBUECauOEZ%t%c)nAiLe2bC+VA`?Q__og&3tUIJ6dJ5QJ7{zZ~b$L8{;>x`W72-C3$0FJO^?bJtfL=J2rijCAA|eP+Q~73Ae(c znNOi8h!>$3ReEt)Mg>5h@tHkqF}G;~`HqN^i$|fyqrDT-u2b5_eC4M#O5&*{(J`Zz zDoT(cbKg&qOeNz6t}(F@`hO^_zd>lGEYvF)cm(6YBUa+Cjg@N#-x z%iP%Y9TdyC);Dl-ESTDv-#iQn&Rqcd31b5*+m8eliySk6O_sS5D96mktniSZ0(h3& zG-&H`YGaANLWze*ha!vbh=qlK9Y6tryJTRZ{{L8<4P0COe&UuuUGL z3vG%ttV_jhdm67cr@L_hKf=3q$xLpl%h*agn2Q23;;XsjO;ckvgc3e zd^dfrclk@nlk+OQd0f0FN*a-;XJ|j4l8)d_8GJR$XM?|vh5w|(2j^0jZg4}!`PI_c zb*O-@(#WG}o$V#jVas%?oiHr%5!L!&X?gUNUZ!nt)<(6T!p+ki-cWtq6a5`+WsV*d z9;Moa%>j6en~tJv{wEVn{SMn_IYWz4=_E``3dy%(GNw0oaG!PEZNbdR9N_ZczqEn> z4btNPlMMgOKziV;7l2>dz`s`;2;u-2;r-0{6t7GJ^25Bf#|wka!9ONZxh;W~Q@_9B zcM3y;GyxgXG{ z4c4Q%sx^FR_j>-y(sjR5z6(TOSeVrtDOy5HR<&e?pyMpv+n463MV{(@`6Tk-WWXPV zQ)N0+4EHcK$0O9W#k9F^50Sy_0epEV-~I2S8cdz@e-QlmLt*i!gX2H0JO7T_N6-(E z#(#Su96ym*6bY^PeufME{R|hWRwsj6((|h&RIPr}ee}y~c9v&mK=M~ORCIjE*X5z6 z(MSUR(;~&Z)aFk_f+r62Y?^oIa~KAx+R{;oo1f=55Nd-NK|j16|LvLmE`*ezzi5>G zr=SM-6I&_XD5>uoX`!#2zKqQ8&VvuWypXe-Sbn=8mcK)mLDGXRQOIkqvT{LIz+KFG z(8UC(I1t<6-M=}lxXU&_v>>ve8!p;^>8j-+Q&f#(p^9aXxU5|KG)EyfYRDyObeXNo z24%s%T}bn#qB%TvTj4Y?T`E?83&qLY?*-+%?NFu>Q)?+3JBOL=YS7rx5uydIQ1*;$ zc?wXVr&86(GP+Xt5#f`W)-fJVbWJ#lKAD)8?DT`^y~JNGYVn$JN#2{924x9%eT}8N z%l0J3v0-H;R`XprgI^x?ePk8jY=ba<5>W_n(g?a)QCQeqo8fF)Wc2OfdBeO9YE0a)JxX zex_ziIzsAuY0^Uz=uYecVGrn0)>ktkuJ`8Bd2J(?kw}3fR$~5?jJi0yPb#fq->mtL zVZ9d#kB*VOch68*Ix8||*LW0JZoupr3f)IMqG4qn=W;MbkSnH;C=vzf;oj+GAlK2l zK;?rax&0A2s_KhT^_}ljUh$O}?G+`w#eRnb(r^dsS6wNjS^p#9S*h9yx$WVWmDxvd z1S8JUF-3_AlajHJ;gTNLADF&oPxZGfy)M=fnglmRg2@y9Hie8JPB7gWei4*x%wUw7 zzX;0jL;ZWO%m%JuJ_y9|w-A)3_$=RLZ3)@#<;4@~yfqZ&Mj7Mvu2MFSE9PiElpg4Q zOkcq*(JI7*o7HC4R8i_0b|W_iqDmkD1D@o_1}vZ8cvqJbJWa$#E=6>PEZ7NA?hfiD zLoH}26i|iN!SaQM?={g0g*7PQM=B=}c(wStJ5F6O_<^Au#922Yrr)l1P%2}=?U+~I zF6jO)s&ob|8+|rad_A3J70l%&hy(Q~I~Un=121uPLP5D`!g(Tt#zdgXMsKrCUI|Cu zHK}z!R*vJqp`>yEm|Suook!?QcB+4SRqt|tCeGDHl0CnmaI1oKJ0?sPWJGg5gz$(W zaV3e)-)ioPIo;6}k2`z*xQ{q1Wp7c+ytnAnj%J;q;66`TUN~#q<>*|ICCHkoq*y5$ zKJ6uG@(y6Xr8 zQ+Lb83}$`>fjIxB;kUq#*1D%WEXQZmQgw7dLt`ui<=Z>KFhJTJj%7CIfd4T35@RvB zRUG(Xy$kt`{1dOc&fi15A8ts}Jol6CciC{>NSXf6Tvf#LlxQR>6^ zqf@LZXj((Dhwx>Fgcg;;f3yt(bQI+mDrG)APHh3j!Jv2KilnNJ_<{3TK+^*5O-czm-8~vq&JaSc zjQGBt#8Ypd!WE8e8i20H>0Sg}P3Z&gN6^#Xwp=ScL7f~t8M2e4yC51$CO^{i{_aI> zztmQF^|@fyy;wEIV#<`QyM&x8Sxo|1FA93VcKKqtjWfKqtX7^&ejk6X595!DX5_Vk zP$$NrynHo}d2oL-ZvoO9D&LRunul;GrKor#@>cXB{-KHvYQ91?d~!~X1Nv_fR56{d z3zoVz5C>Y>cOrAG7y1`FGgq7A`;NGCYtY$T{9T=D6u4c)xJ1TyT4Xe`N}^gVDDw%# zUS&GVJb#6P5TYjj!rUoQu8p;qB9s9T$oAkxy=AI`P<~!0Wp}T-{Z&L>(?D(;;#EeD zTPYPwaHElnob~h`58BaSn3$>-C)tY)f7ChaBsVfB)AK zi;o9?bXD#tAJ;#s1g?aq?LylprReqvpo$_C?A4SAqN+zFZ>>1`Ey5``)#49eqEEj& z&_w3kw7PU>6&eh&>1m(}K^QIR$aj1ZJp*b+VNY!#tRUte!Z&~kXr3e>)=ww*eGwMlD9SN7X*^B$2bmo7F%yB`zprxVlmPfDTI2 z6fx7{sA18PwY+#jj|msy;AqoMcoWtGg7u^gL_P-nngZTMyV{~z!r`F6C-(@Mg*4|aF`m!Y*KT%pkIGUM$~>>PmAfGa z%vcw%C>r|1EG_#QHdPzyQ|@l3IFv^XlapD-lr{)*qLHidqDSI0=L|TD_+%{l(#KYg z8c<7WeTl?93{pEw1zqHN%GUDAgO%3#aRAK|q&`kPbR`{msWl#)N9Ju-=u2)ViIGxh zEqxz$39rz(M)1X%0p!F`I1begaAS7J1~1Pusut=UQR&iJ-0jBYtioWAR!OW=QWrbW zWLB5&OmW_dicXx!4)c+8A>%F~oq0!=I-C#FI1h8mtX+NK!frY8cH$iV5w#@tbyelX9cA0ifoC-=CB@=MV+!~;ySJRM zAsr_!eq-`FB~1rjt@%Ox=lbS_hFa0II5Q+ezS#(q?xPg;d@=OR2&|XMt=P7esL;u{ zu{p2TcS~}3@&+35tlwc|m*cR6kWtjL%SsHWgrUo3Pw>?YwRAV#f zX8-H^fr@Gg*SIC$O1ME!zb@;N0eKm98O2gd-nWuTiYH|Oz5)m8O}4o@Tm}a17{g3Y zuzQ7SH#F)5`O^h%5>86SRd%+JbTLMQWjTS5#Oc-AB_Z8w=q-J!6h9QqW^W%H*IYz9UN|RE&ZDx*iSz@qxZ}PCN zf_466fNnE+c$wfW$J;M^Cq?}n$a`3ty(N^%0EblR?J4n*81Zw2D41t22I=B!iFl!7 zp{D~hR$GJ{m(W;Ny{&4yC~$o7V61rsB4M5zQHprgD8&fYL^@E%1}#AD8l%etVeO4( z)K)TM$Ab{oV#T}HqLhy#D0dU(Rdr42UP?>nlz8yU0Hnv#Bb7c&5|d*&B2@ZuKCANa z+tJ>9I*g8n(`>K##=TL~Qt6XEpD;CKg`7RS{kJvEXZ?*T9anhhj!L3@pHP%Wn%var z^|ob>bUW4KzYOTIGPrcV$3BLrFo{P2&=np#6ow0V79|v+f?zuX&T2XR+(VL^YP>T6 zvc1n1oCNs%Wt=AOqK$^>1{JeyID+s|+o2fVXsZZx49F`+PmefHc?i9ZR*+``JXC2y zLN-B*Uu-@1ne{LXP0_n85Nx0+C}$v9!^nm7$?(f;-F@YVkf4e!)qJRchN~4j+~9$af0)Sp&>F>erc{1zy-tziF?UBqWGY30l=z;}*+p zH(N~?G*~L~9{j|+3^0jhC|kGHT>V5Yh>37x=(T$>ydYP8dRnDZ)4*vwk0x{D?7H~e z9DfbNGvS3L9JF2rY4!PMx`kbI84Fcos#~r-#ZA$rHP+Jg?umDcm2Wfr`35L;O1KTp0`QhB^XBScxDcc3M?}6Ov!{-Xf&+`}< zpEva^b#Z;?%{IS6L{A)<0eWTh+Z9cSN`qtvdCm%|k~chL0qzhVZZFiwfqGsnLPl|{ zO4M$6(iES^bT}BfJlHdzd&bIT_3I2i9ysoBBK4XmfHq^KjFBaKHkPycEFPfuB6>Nh zXR}MjdeeKRWB09LEFvUp^EkR`65T-dNWkj6WBxl`Sw(7dD|X-2>c>hOSweoOO5rLj zHZO4mOlfOGHCPE&tKOAj759ns-Kc4{zyE-9!aim|$zP(jbQnvips`dv=pHvuWNye( zN`elH&8?QsnW(gkCK)=%UtzwFxd*!xrg&fJ$zsh6wb0VrJX9v293 zB0K_4N2o3LelG-9*P?FP2`Kd|2_~Rqg5Al#c=BMSl&xLv`LENC0k_i#`nGEQ8}q+* z3w3Diy-jZr{`%-P?!{ddvLeh~%ygghj@Nr5ASGw(5{pGbyCYIhhBQttG#k=ur&3)4 zK1k2^?tR*chL_tsWSkP1GXr8q?Bg+$Hc5M%CP~TN;Vy{0;+ql*Y0?S_)g$jhU(llE z(>J74<`iugbVchdO^?nTI6ED1pV@$X>KX}mo$ZwTXy)SI&JQ}*+({{_3(r^D2{c&9 z(8T9fO-#tbKymZ1DBW{aB*;;&2EX>v|HKqm{G2O2#H6ay9BB%D>IoUqdi90euEw_2 zu>s*E`)XYHa%I*B0Wx}6W(w!HF63U~gP1K^6O+d5#L8l3PKX;(d#p1gDgY~t8TPck zpIO4>Fb-z*9l@78z=rWBwY`}Shx&Qv;Y*8q8TLh7q-1_aha+=7$mi`ks2cSLvXeb| z#)3reE#|K}1DzY76I^O?&9{u}terw#G4;K_h-~Vrei)PGe|3;#&QPs$_r9#+eH!5* zghMLJWmb!?%bjk)^IFL6%saiaR80{hD9m$lJbKTeQyjjRZa_ow0Y1;7h8KhV%&+FB z4Lw3vOGTqhtYgwme%6dQ`QuSMO(Kbv8z-yki;2c8m9I45|{7 z0Zc&@_mYHc2Zl@_UIDR*(BKE3*=Q@zl5MbhZaIK6vANryH^mL>wZMndK z)^ekKObrz)7?dM^G0oV>Fuo+Exe`T$k*MS|SSduaSKHRgnzQdV0RJ9i-hA$zj$Dc} z>*nwVlE_m^99ADn8a>*s{0T*L3ft|1V~m5<3PhC!>F$bkR4TJjNa(pWUGY>DC?&3-tO#C!L0I}#`4TjYRwTG=(UC>4;ami$VqP`Ff(PvPZK3Ik(GgT8NQia zJ_f2ab5KlmsNh8)6(!rn-b|P%Z&?&EA$5LfQXc_^z~^#-1@q;+M=xV>ma+Ui-$G+R zrQ3!@Oqo_)ixx5n5|;O~3I@j(B0?vx0_7+#VNA2v2YUOL8-XGuJZ#7X0iuD~a(nqB zq~O<|`OUfsVi4TgR`3&gf}|)wp895NtPHrLf<5lh!!fpzln1lF*y)=#7r8q~Y@mIk zzkH7fI3gc94DU9Zrl=QX#k{tHRGH8D1QS=TdF{0zy>j%H;Q?@i%tO2bGKK!k(&p?) z1#;O6rQR`qvoeCefzN|!6fDqdphAGxET)ihF6wJ~t1PXy1r!dr$1_0Sgp@Q-HKU!~ zT5?J#9lAGH7{`mKI(4yFP&^NR$12$TY3xH};zW8MO%!tS!bCMTMa%<6J`8z6FxH-3 z&vdxhRGsJ1;%0jg=tYWbtaQ9r{_f>p%RjWV3cV0SOs7@Dhjlm0^wkv3ZnAo4Hu|P( zxlthBI)U~ie7A8he{zAq*0NT_uDX{saEW?+tluqmbX$7A?3Y;Lk}ae-T{7NY8TeNB z2gGifIR|B518KFYxFJk$mV)H1UT<-Bi3qEs0sNcrrNhT`?~sZTSwWq3U1`JdJ^WS) z;bA-iM}HW#y@Ac0?{+!EvrEtQ;Ypy*`r z8R-9eL!qOSGd>6NzvKUi<4o*q|La7cZR3O_hWJyf$FQ5I3_E8vClx8F(jQO+1skXo z%oPdO*wdNIfdVsaf=&Zx;k-c9QFLcYVFPR7 z-0+2 zA=04oclJSbv6mfvU$@T&cSOF9_D#rJq%@XKku8@ah(Q-+IyU?NY+;zIMNjbvv@q59Hs^LC~2aW16shh^n(I;N9MDQ^@PQ4G66K6`XZXHEyX zNk-53_R;E23n)(jKn#;u7ak*Wz{=xAHsZoUf|2QhS-3r*A*|fWV4AmYxRaK^J6=a2 zy#cSf@6{gURUWSKqdYT`XEqleGjcrbhb)>)fPXJtj8Q<_dIV@h_t&siRY9*GFl#Wx zVPC1O?EQfRVqzT5>cpb*`{nGQl_Z{TcCIJ%cJtT-c`x%=c|82MGg*o@kTGS_hv&Q= zJeY9wq+>HJatGd5lTO^{``CQRbSbv%jb9m~!e5$W>%7Vx7V%_8wz~vzA>OsW-i+W@ z)9pgn3OqiI8j*7V}l^s$HTkM_F#mLWD# zJy!E(GAG2-Umi}~n!>=FeyR~VgbK;<^v^ox;OOo0Ejc!U$@?HGyZWcI`2e$wdiXJ5 zep0DcMUN*4h11{>d|VJ{?tg$gsAZ^zrkr2LG0U4f zQYQ}8$l!Dajx18_5;lJjlg9j>CxBT&bT(pQAhezxLI2FIHcz9m7ONoEZ>`@tm*~5p z)#5i&W%FM*b`q1`)`>{(BN{@nb&l#>3q!bu3<>CghXrk94`H43D8kaM-#qe5ns9dgt>#0h zB*T0C10&lEv}IQ+mNdW-7vEDm-5nG)q+uJ1)x`52_mg$9WRqX$m9cpctGaHq+prO# z--fuec*zRR&VXT$+fvqew301|dV^*)!0hGILBtmqJ31D$P>~+jy%XpOCo7979)0{n zX%+cpW6#Yc^j?fg(w=Mbs>}QJK61#JZOX{rfn1mPgIu?&+S_03&vFLab$>^_zPog> z$Srx&$c?x=6YdQ`-;jfhQ#|{}2!krbG?8krpNoK@vwI zIjQ793Vww<#djp%n?S^oda56qgv61;pk7bS4{Jy8EJEni$Y+ zjxq+Quik)@3R@<%HBb>5Y*8#~RQq!@YJ~rGv;lJj0XnfL?i9*canB3eun?!aR z(wYKNk*YkjGx6Z@XzTb;-JZljgOdq4mHpsJTANfhH#QI$R$&_<`%%mpK&$q9ULMn4 zQ3IKfM=g_q#C=20*slluR>CrDDELT(05Gjou_R8iL5s8&xae>;L~GculKngH5Tp$* zBCJjPf=A>7)1V(n(iKHR^7*c=Kn zBBnYjGy$-!D(S7yTU0e%Eb3&en$-gaZbN6{tDtphU6X80j11$-W1}r+scY{V75MMV zB&xxx;HpX|EWrHKOCicGg{9S0B4oVMTXoV!TZWUK16*iY&iXQv6=xx(CI9tV6)jTM zJHD~{@-alXVg>K3Z^v9m%gW#(&~yf@^+a=($*fZbDY>ux^b`Nj%`<@U^Pxa$jV7M) zhC6m3b?Gm=l^JPPH4V+iUs4t8UC8mqOH(Z3Y|5BMjX@QQS7c+0S7>94HWoV!_PI6S z_>y}*`Y@@(A?_TecQ9iM^buzZcj(4usHO0z#WRlaMRPNK2P*0<%2d@fSZ7j=vK!IX z?$RevA;uCqrT7xMjkANsCvaDEv=XtJ4!6=LNSCa|GV5LkjSt|c*r>&XKk+4h>_VDK zo?r2$F1r!>Qz}B=TG8p647&|Kg6}VW+E{dZb-n`kM}p-L#Dzzg^BC9>@|O{E(d9r? zkNqdkc=Dk6Wf|`Fp&1ALj(+)Db!PXm#onm3Ep&^4>9BN79$y$9Mbh6kQYZ`PZ)#|N#ysJR05>Irv zt-!2C3>!6aACVjQRZ7$)svW=JM%1M>=zu~mj8+3&C{TLNS_w!@a@56p$9aDJ;x#qW zPX9za7p`!5@{Hjgkl07QtpIk(@gt=ZwECCnh0Cya0jWP$?ERv!7W5Lb?q6(d$QU7c zueQOk?rVZ}%UTD@RoNkD+0*)PuKU+9N^PqVw&7&%>3|a?+h7SnJTJQp8(8B6%g3291@9?= z6M(cpgDxY9Fk?!Cg9eN2@=<^O7~Fh@nfyC_{P(Hj7H_3+2=94zf0yHnE6nfouFmC+ zW876K%x|fi4Iv!>$9dKE_NT(R>1XNL>-W60=eIfL^|!%3 zm`)HBRS-TfC9WQGYK(sNfnt?qy7ufiDrOK7l^~FX0J7MXegKwqeE@_jT^}52>mVMa zQUT->UuFcXToj%gNJIN{41X&2kYe2M5e{T!Jpe7xa-AQ~xN`rG@(@^T6P1!ZNTmU= z&0Iw&Y_`8Pv^xGaD0Tb|5Ni1-H1xw31t64i5J+e`X=ULbIk6@=-AQPJR|v zecTj&7GC{=+Vt`JKLlFIU%WVGEE*8anmSg22PVDe6JnW7xd(Gk~R%n3gm% z1RYE(^*(y;5YtS3U zLD@JF9G(imbd=NzLUfwh{hOPiNLQ+Zo4tsfP9szW+omMUo3+6ws5QY)=PB^Mx3Jwi z$lbLI#&L{5iVf$OGB41^ue><#H$I$|4aQ>WhECR;(+%hK(K2BitUACGe`7pih^!JW zFeO!W3ybK-%B_eu=;bb;q}Rk5k77`YPG)#UIHYmV3@+3SEaRI4)y4WE)yL|sF)vP` z8_5Kpvw)Jg1E_p;^bYOx3X47zeFW;0uHmmfIE@7At@s5+>#gMbLC58dPRnzL`oJ?# zqm%RUP;dLMaMF8#o80tY5YuP$thbP-cbIS2fSTT=vbB6fCaO~E$URExpr=#e$PS~N z3Uc1}iX?SyeiTY%9(_ql!Cy|=4n4GwJNhhhy=v6lacKu0?X%oxca63$zUB4ce$d=? zi$H2`=0h>cu1}G2j+0#tNrRn>2*G%hunC`FQ zO+K2cJkPY0_jUwdV14qvQVjkA>D$~W{C{gT*8j9WhJoRqNAQ0?{|m8IT`K9|Uyt~a z%9$D5>e<(r&O^B|rKi|+Fy?9iG?V~v2wl$gWVcLrt)2mz3=M{V1GPf5s{|T*J z`woq6S?^b$5@4KKiv=02%6`}|JKz5;v=TgvF&*GfT?ADnj? zRA$Sidc3Hy&KYc_8-J>&UV5m8$Yp)~`xkVdo;q!w%srU5<^cgeh7$IE^LVWbB1RX8@kC)IxAaqr5{GJzCE|P z>mv?ozn|aF#TWv{*m64yDAU-@c^9U&nU!Mq^-x%pnv8zk7V09wvC`=ve4`rtRhymD z4c}#$utF^jjml#FqaB@nxxYvP?a07}>d7#e;=h>^ZTz)l*GCu-NJ%{|Z&&iC5|*Aq ze6k`CmcpD+WUVqx7e%H2nMQ{AN)rhr=7fEt8?TgGzEim+6gg~3bB`AEex+A^Eg7hp zSwhRQOAsKlx`snG#DyK_7Mfh#Oh+kNY4$24C0i>1Ss5_C_Z%u1fP$+HC|;H`PG0H! zZ2*B5iacALwjlaSo(MYyik|=feu-OJk82ObaV+o<+cJOC#xV1SG~k zq!H}AIC1m8l;5RLrHO-({8&I7)34hIN%hwJB?F{=&q9N1U@juOxgf3$NsN?d^6em(N^gNt!U`fW*Tyl0jDEW_ zx#c@Ex$>*cbyWGh#dAgJ{zlwv#Wn3Uz!3t~s3V3cFdmK3yGbq$HI3+n);d0WMo5Jr z={65f*kP3}-Y0VQHbCc|T9-F!a6grfJ;U?(x}a!+vE6ZL^hm&&TV^5&bQIdH$v}f| zTzaM}hC0QYP-Nb^C)*|9MInnrv;06emQ&B&US=Ie*PUL*lrtr?``RRJ6M3goZypc_ zFdJadnSNmcOW;8wsywM1jK18qCnl^j=PJctn$FIDVVJY;Z8`&f6Vo>9H0`e4+O{)9 zt#Q$q&!m`%yI?vh_H2Q1@i*>wFdEgi*U2yqVv;QHN{il5u|5k+l-{jK& zCYNp4VzD9ntf}2OfH<4qNPRA{iU%GQ)aZbd=ePS)PejVwtR}Mi?Fu;(#}H3ajD{!_ z0a?$4cfUT|(Viw6CR5Gw7%1D@%D8)uF>65IXXbT!ZW_}4H#ZX6y~xeo-b_hhVwUf; zYZ#1BLb4)>Sio|;l`!JJ)k3Q`oI0mzR`Z*aDi1}p$cbb5FPl;2Ob<5|G3BSzo5VZ< z{#Q0DPRZjGd#ip9MpE=p%Q%#H7*GhQPx+E@eW`@PfU9_+uc5rvO6x8Z{EtJN)+ zJm<)~lSfwy4~Fy?F}U3}sblYk^zGU-DrhXF>CHrxCkaT=nHYk|cz5)7ZdR+BeQ(5&j=jcLi)Bi$kKq)b(11Qn$lv z*^H7?w4b9-ykT(!i~0b0!{ZzCGFF^|9cOeC(EuO6S{98>z0LAGP4W*U*_}M}tEV_2 zf7L!mGTM~EndEU$ddnJ}GoxJ)mFOc#I<=PPlHF0!JTkVWNngh*0wQw?Xcw2dlS8=^ zQ_Xe81B%e?zE3p2ps^NOmal-J81k2L#LGC6u-_$DZJv(LJThjUQK#l;1u!oGeIRz% zh{(uPFN4RcG!Q|4hAlzJx1to-B&m&suLE$%BG%akxR3~&Up`{~<5*uR7+0A2$oy!A zO1i@8Yg_C))vvIOj!;aT$SwJu7+_dV$dVw_7YJ_PbteW`YuOVBM>UJ{%#fWP&|G;(}bC5Eb9}XHDR4~|vyetB8f1GyoY z+;acGPb#k$&NnVCHi|k3q*BrW3?zVKUACOOl(FLk2 z%<$QbaZ!pWfVxseHtxT(>9Zxb=+Pq=5 zNzI_{tR!Kncp$vZrQ`fS?+i1H%j56_+`4y^7Y&asFwm6^ymx`B%M<;Nk*0PhM>#x+s$*_Z({O&tSas0@$Z1fL4C>@rW^$cIW2u+sFq2g_Gd9Bx7GFi z@Gi*Ft=xaeo&RZT3j;mN|DF|4`+r#hT#&dhv zTHIuktVS#jmqb-2T%^I9HuWpo7hs6eK*cBs(`3uzzE${$ObqBxkuoyi2c-OJ#LR(Y zl*A9XV@+ZCIuLp_;6Mn(L?a4zLq$VL7)$I-*qvWwE#7?C@?V@t$bZrt*7+Q>S|XWr z+}=u$(!61}IF(Tko2GpsQKg>q_#NOgNMs>K;doI5^XMAOGw|<9za_#p9p^Th3uu+6 z;nOchlDhxj_MH>SC=|6<<&HVV?NwIPLnuOnZ$q)Prt`W(Am`L_F{k!|k4`JTcag}yl46i}wEu-_{p0i<-#Q?FWRe@qz$EZ19;o(Za0mK7Ma5es^5hfNuyG!=3%aHp3|rNR=VLFn?a%{(QDegs&z0w^U+^^ny_>Ibw4%7P_VtM4ZQX)K?0rL?@;0JNp zX0*dDB#@E3VM0h5fl@9*`$#5W7zC7sd;;Sv04~HmR_y2FkT_0#go4zX{773fjhEixl6%hRLk-YO)a;=$h>o?VvL9+@uv- z+|Yfc#a4F=U#iUlsW?NPb7?4mw({{CEgRtw-Jcn?vIm3F(93ZE6ogOU5@^x>poTl+ zb@;;h)M!vLEBgm_IEQLMLR;?(>|$C{WfLT|viPXvo_seiv@%r&7^Lwz##!ksk+hda zT>*~vVB4&NI+xxlS)WB@gY9=POhVM5E)91J@GW}kd^#JOePV&&?G^`H>Qqg;p)Vdv zg8jnPwscS%NxVXGKUW?Bh|oV1L&xSIwq$44I_vn_b=xIS$Q{vOwBE(qOl~WUYXMF6 z^qo2ZaO(ia^wlL1&u{zLgFrkpG&rm&#*G4gkdzgQNJwj2K`;rxe*FZO@)GXLwsQ%%ZlQyjYY^B-jn zq&gXWvaQ?MwT(=JN`8U4F4PLXf=LGSWKYat@#`ZIlRX@f*eW@{S`H{wDB+tN`W1@3 zkPbOYUEna7uIkf663Dj*vK}XrCyK z!DK3aIBxl3OPA`+k0alQLx}*ytc?}n^^Z*gpAO#->&pp54I-_H9%)+$RJv9;EENiY z`!5xFW5n=8u^inTsV}T(&dPH?_Rj)ccK&G^AkcQC_@vB2O48bg* zs_|>7i5_tjY+GYIkTjbAvcFtezL=nF;1nJw3)O|QTy5us_F-B@3e8u&+rwC=b^(*S z9s|M#q?2@uREQ6Y?OA078`$7agX9a%2o!6+s7#W=FZInl0R#4u??XT$w6b0Onx+t~ zSJ^`(VKVZOk6dho9Tx#p7oB8GyHJUR!`v4 zAI8Usu%T-nPU`V1>tQ&;no`pf91n61y~BGp>c}j0V$Do1XSJx#>(_CSfx3%2KKCeD z!td4$Y_L;U$@f|+i#!_xW))!bX~x|gy0vd3E(G0K2Lk@;Ro#@u0Lm`4+b6H9EY z7^?4e{qO9zXCxQr>h+kG9O1~!J$7kn`LGC>Ohy`gfk1G-KA&sQFr_Bj$IgdeHkA`h zx)c1tY*6~?4PW(_i{{DhJHF$Cq^UwokQ)Js_}1%EZ8!M37(da)-Yl}VGkl{8S~$tmymG5HGWktM|Ci$RYW%!tLKscudj?bZ_ARTc1g z%In(jMP0(8Y^^peR`JZ^TqyBMs3139+0ByeQc$?owCwP7FtpyO$hG56`;wsUCytH7 zpF2C4tSzvq=5Tuqv9am-ELnNY(Vk;e%*&l+JT{wCj(HXfT|lo~IAo1e8D9B(KKG!T z1K}p=9M8e@6+QDNQO0?g2{v z*GQ80DB*zphwKZ)p!QEAilQrMD%KDqXe!O(WWY_3bNHf2-N@ry^a(+h@DtT6wU?DF zI7V2|bAMhz%R^^YJK&lbr5LjoX3FS4PEyZp`Xfp!@C?ea!S%qyo^q*b zSd3p*5TQBSDq?yg`>(51cl>uG=Nc>*n+Kg4a$+GK2O9CPSrUB6H}Gi(P3S9-nBm?Y za;IP@ka!Ko7v5r-m1*p#;OMJ1?sr>cpbTnvu3JQl>_hrs7UikRC%Uy5W&CuSF2`}y)tEbWiZ8MeQrw#!x?iy%`Pf9 ziH4W4)`xW%+!0hPRqG?uXZl^-n+M>>EEUY!i8Etqto zOn+I<yk0^mBm4y0~7NH^7hR2siCiF+ZU_{Blhc3vv~4dnpm!KREZX-|Rd zprL;5f5g!H5CaxPy+I<|DcXmqy5Zv;)gqO zH{};dBDXcte+a4nFc{5%&%ny~&y(^01Q;Ve0}~TH&yx9jZ z2A|LPYLW-z5=xhm$===Kk1t_?5dTdjgmt~MZ)|N2{HnQ6$auFa>Dw@*_Mam)ZPjNp z)3Wl19LK)P5D5Uyhj8^`(gZ&1$M>h0pB$bA0%!#&2W|nxv`nnD1h7ycfiYq6Ol=#q zq=kjmFZ&%NtSzl2m;s50S5Zy_0bt1hSj4ov@Z(zv$Y=XXl?D)bX8YacwF~fDLLpue zS#e1w+0gjC0qlph2j%3@`nCDQTQ}c{2mAs5t5q3-wEmL^2Ea)LF}#mNRh5;66;%?& z6byQ0JaM4^3die0Wo71%wLXD*_u>rn7x0&06x8@flx!I4tq#a94g}xM1`LD)_?J{7 z;P<%Mujqm1d&{nyCL3wXxj7Ze@>-p#@BV^e6qPe=B*ZN^Us4Y==GdUtkeZ1|c_ZW`q1;Of1v z{r%M@D?ng&br$~APXz>sy87DRZ-MKVhskQ5j}=rwM1w+t#l`fUZ9gC#rQhz#UmgD@ z-mma?6)7eD7i7=m5Ul>u0cd?km=cl^4SaL6ufSFGM=CG)8A}enJ_-ENulz46h%2zi zciGAyrm^jPnu`+}xGGG1OVJ;B)q_66UFq>(qb3kR0BeAJB7ien(~*z16+X##E7M;q z-=hApDZnd$din+@un%=DfL+{i-C5FFet_W#(6htmKAhiPLDN&fbge9b9pN8Wh4|kJ z+CPl|z;8b$zCsVXwZELcoqn_w-BWA!b=+6^)h}XU2iKe`gSt~OyA(>_#JvJ6=BkXpWndf|E^=+!vg;ec#V1MGY71` zK)irDD2)CkNb?IM7BJO!vWh414~oLlKR7Zz2$+5;1%#!g^+)^6N}dV0`3(o@p9BID z+EE06rG>}y2VIAJzZGzN08}5q-_s*{=yOy1@w)y|K-v85f3Nd+n$v_i0BHra)X3_a zIrv2>)CY2CbX_y@N&@-J`o4bN-G%5N$2qB0G!75)&_93WyJ;H z`W%bn{Y|xcsav>8C4lo_3iqdEL!OvPQjaSs0_&R5Fx8zM-g5oB) zp1ZfF!dSu?20`3)rSKmF1*G}OU`$w8=nn=kk!U zpSUN490Z{n8g7FQ2i6({8mEix98<38WFrwhoS|^DcKyhfU=GE~qK*1Xxr%-913eyxe?vqbLyG3DWo7MUH%@b(CtBPt z^dm!TQBmReof)WZ`#%lZQphrsXkD{hi8EFYG5oK|z}F1Cd1 z>^KxXREgTd>5)}9^iE^0H9K9hybQ4i&hePyT^LQAOmUaC4iT48+4*iowu;gu;whNWvcggzmE?iQ^9sAyYBp?izm2SA!h3l4HQi$m!j72 zBFtus?!7)=v)loD_meMM0*(m|Eqz;lGNK2Ke(~+U^ya@vwQZ6>t+hd52Eid-mUt#r zpHEk2>tmazNzqRyG-AWGa8q$!-66PSBzSwwT?UGqYUA7|y+S@QOn=FfdDR408f3)0 zv(kyn_l3T{QEYGF$0_N@*&s(L%$S%v%(I4TPrD(t!|Y8QwMiQH$V?yL);q3osN&Jj zobj5Grw_#5lp2(vDUho9?nzn2ESFV-yk`%^BDsFpU zWA}_@vW%^?e@F9Pfoghvten1r?nIi6tB}vQm}DHZ&;b@UD%#pBSRl#jDj>khrS9Vj z_dX}+89%_LfKm#}i5RR~EGrPvjLcRBzLB1kPCp>Mf{039{L5|GAiMsldY1_R+z1i2 zf|EP_lw~17h&~_O76QxLPH}gweKIF7S#b$k`p#FiPIAqxPMwgIOYd55Y_z|0J8*N| zbrg1Wm@FN7hVGRJqFJ7jLCbazX##(GlFx3~N1la`GI#e_lV+223=iF^arlWtu?KGq zX7~MLzOlkEN03vro6eZAUkR@jmGxo11FnXuQ1MGM?A0V|UJc=jSRPEMm-bO4P5#OK z6ZU$imZk)|6sN#6xGuygRcb|geh|4;*8w;CaI32jNZ%J4{)xZwYOyi@AovJ0Rn6=}S;2Nz z|4_ttd5wTM(VA*Q-svpd&}WdogW|c>{Amt_3lC^3{f7_Nu1FwbTJto{Q?!fiR+*zq zVm_;o-cj6F=9I9>D(o5gpWe>Bt&}(L3sr>8h9>oy_J!quwHUr1a=SJMv*O&_QS*7>I#= zt9=+OebQV}JyuVfRSNct7{Xf-=|xKd@11lKH@^q!AHU@0;^~lZKydX(McoJ@b=Vcn zCSlMOAdwq`dzbycgWyR+%Gfb-3jHa1l+*N#&T5@MU_76gMW7mzCG0rFtm$Jyf}k*; zo+gkw?bUn~@0$sM!He=IrY3?FGqHE`C{{Lj>`cI4kQnB&y#ch%iACXFdn+Q0sQqE? z3VkR!rgUN@%A|7JfwO}!gK+Jq^6`3gRsWCYpVr?^iTBhXridAgsVEbJRvGdJ~=*VdbZ zW(x`YC}H@2?_5QSJ`5yU-)(+QWHS_&r|jbvgmZj*%{+HHEeO#tP!@VLQg)OM3p!VV zUsNT6@}&kgc7!OR{j5#dk}eFBlQ6UE2;V-U&8lT=^Tm$d?aEC&@!*NJ-pahcP0m|x zf9Mqd=y!vKlH@xbw~-60h_%k^7NpsYc=s}W&=Oe~F7B(6k^RD(l4BN*%YIz{v+Usb zxSFy_@R&KPAyPR^h7Qxq>hM*(YbL}>AewB^6uYTeg7AHKZ*!2MFs|!A0eiAU<5nWQ zf>RnnW@cUIec~6w*gZ6L!p`*W+Y`AZRb4dzN35lov*@T=n0A|#HB=>_&;!f$rd3*J zPvllD2_h;DD03^r{KW!+oGYi(Da~9K6i}u8 zYV9}y zDI5g}m@=)c^L~<#3$CkM;;uCxKH9bNinU?EnAGLNmJE*TKh_^F<*Vw}dW*;=Q4AXy z>v3&s-zMTUz{5i^nFuf#l*7A%c++0};O%^~FH%{kM_nyR=v?5Jp6JjyJX;^)cbC)n z6Rk`)xfGe2zhoUh5f-S>wCl$cIw~AE^zv=A<>^i4Syy5O;)bxcr)#;XXL+5N@6NKEsUy z;|4_)pM<}zTPpIh1$qQymdlOQ@HxX<%~xxL^>$f$jTSf8A8w9_S81lw-mp<`Uc9AD zXJf&k1>WCrcfLQHtSIT`(8daNJXoOy#Lo30OA8J@%3CW1jazq@iw|doB0aw9FOFgX zXwB^WR!w&vB`#4KCF#Hu`~G04DT(lViU8VHKZJx?s#}K2E00?_pLGFIW}>PE#XU%d zBh!Hf*nw^O+=8fhF7LlqeTvG)KKmEJ<|1Bdm!R z^)@MmveESOB=Dp6kF)b^X%_l%>k*?Dm$yL_5C+xuI~^1Vm38k&BISKof5Lv%p(7P9 zFOZEQFv2Ly!|PakkWVC)+S}dxa=ni1vc(&0qHe+VqtqDX+zY(56r|)T6k6O0?aK4) ztkCU>SPH)#&3JP07>K+S`PZ{jbZ40;-J%`(M)Z|xfMH`oE(cUA=Ng$Id>axCJel^d}L5nYS;!kr~co)?pi9B0BlnTVaru#fMABxJ*Rhm+;KHXTM2} z+qo)Mo{js*%#PQ1N7MVA&|&*J*h>k0r(9LX{3pUP>%WR?(6y)50sM%CfWSL=K+*uQ zIkndo*?8DP!8X17B+As3n|pffC@+~eU1n!V^d635J*3+4I3D-xIBS-u+7uTJ@1M4Q zvG)1N>srUR%^Ref+wa4w6Fg2_R!sq--}VOoZY^#gBOCsh|) z?ZU`a<-_ui*-Pyj?xPr*95O9>(iY^hDh2te&(a;D>fe+&pJ2=VRtUY>aCu}O36zRS zX{8oiC2Nc=AeaV7rBHbM zot->X5Hx88H(JrhfDqv&1tO$m3~orfI}3S(f-VB`+pZ*xR?q-#;n*ivlwMy6b*@_+ z9rNccBfO=RIwlyg1m*NK$!XI6aBlnDiLbzkw82qvZl%O zpntLr%3t?ZMSDiKw$(-}bPNc1^FMal#GY3q3m zOxSR&tN2nn9tuPF7^&1^e%KHkpChbAJN=j&;c|`D z9Jqsb?-VT)hhyM|{mUe#GYZTAci@Dgwc*_0GoJ*RC+Upu6o-*0@Jeb0td_ST&!taG zXPuSIu%j_##c9^dWq;pW`Q^_M$}A0-7|zGud5X=?JV?ZSE%8>c3o|A9#2zBITu`6I zDL=txw-*tSBnk|zLZNu)u~(i|nt|6hA#F9vL60$&LLdA`ui9y|kzD8WJ!Km$=~@EY zI#Xvte%EFUiC(Bfnd)l>2!G_F!8vBvvAI@ zyYb!LqwXUBH!4#J!KX|hSof-%bVl(ODpo-JvCF-5VdYkcX&^9SJj>@mrct=wd#|Y^ zWQ!(*qHi}Wv4kgwu7cHS*A|LA$Svf{9bM-6C0rQG7m7fIbJ10c5e-gPWVLuZYuhCN zk@377E=+8Z__fGLnO^q%tR-9y>c%=At#vh0HVGryJ&|z6Jh<;({x5NZ&uIHU{?+x7 zxP+6EvGZ)_iF__&hK+BY%FE&Tv-hL(jMQwg``dwEL0%w{QebUgO;W9ic}pYTVwOM5 zC0FEmQa%c@|4Zkp9eeXj^&7I{#bOd=e~nYbw*O+fn_ zkI4irpkAAP@SIKbTZD3@adMb0Dwk-6Cj_~SfcBOH7Zowf4NdOHx+SGKuW7|G_8)M}Kj*&9GZp7=Zhd2JaMe*3lnK}&vwEylX^ z3URI>3m2f+%|~m`?VpBI*-kWzBJj!u7M20ExmN|Y=$j#osFM)i*mB^;mytko!fK$E zA*|U}7T^L3<=MO1VZc1{*>_PfK;al1N-2)lDUh)ZzvAItqL%q1Jzq|Z_zeLU>f?om zVQvh9y_=zNUvu0?qJcCc2}xAd-+nyixz@AD$7Jcdp!|}t9cr+Xg=%>YQ~moC&E*y> z|DY<|PFU&bfXzZyR7K*oz4oVUOhsl{V65}M=*zIKz9p+}**|YnsjWIbn`9NN&JhF( zBo{#`IwbZ+URNb|l?09qeW&Q$q5YWB@a0>c!q?DZTM3e|@$W7K`wZW;-hOdRTWJxV z!;>EMhYt=1uU0j~xs&tXV2)Zgs-s(62-yHECP|(5&Y%mstUS7zyd&nzNXl&PMleT{ z!5=1daDN_aTYZMfCPqUNYS(DkMk7K+({&iR2u^m`=Su! zcmw=+Pix`Q)-*nYtV2#Y^jz5){cim}YsXJV5#~12UcxGE=<5~N&3-Z`GEoMr5*1us zKW(dT6y*whh5j$b?jcC9aN81a+O}=mR;6v*wr$(CZD*xz+qV7c#)~`X=pOX&4FBob z>s!l6b5W9dWEpd-&`CN44NOg2jW|Il$T+f zySbdHG2^Gjuv(HHuZ^3CpDqD^xLM0UT%nc~VdWCt7sSOB8hZqHCdeF)=Kh)hb*XyR z#%z^)LO-Oud}tybc|d0|<5ZL!OKO9-GA9W)<)zs)AI!Az)U2!;l3k)u*75|egd{Mu z?2%)rdcC`ft8E;c%G}Nb?9j4t6ivs>FWcOo$z>n$&$1NC>*NGGS$KLfpKM`N@`3DG$PR<7P-s7fLpx)jvO%Q^0a>yJ$EW50K&QTH?N_zMU2?khZOE z4yZZM3GKM-LVr-tup5aAtomyI=_;dY6~8&Qv#3fXIwX|+DR9%n1T#CCr-5?nb^5Yr zSw@l}kCKPR$IUzT^2m>bU{~!VRGU3oa3XjgbDauDtrj5wuG*U|JKIW! z@OzSJ-+|!kh479EH5KzOq|xyNJJ}|rf(;f zjwM&tjw~7OKW_$3msm2gn_Gh$$uN2GSS)(zKbf%SrR|V$vPvwu+8#zb)D5_TJc|~S zwIY<1^Gt#5Xec|gQ0EyYAv-MypDMTgy97>M7nQHAk>;W|>T5XXKT1k13T{T=gKIa!?S3cBcy8UQSeKU&7gcXsP*?UO1Yw^jasQ|-;X^Nf53XMJG z;G6fOUE2RrbMLA%9lo^`_fuG)(Svo=*7ZO;Fv6(H1cN$ilvt~UP6u9_Cp3n5leKvJ zY=V}f>1Vissr)Wi8&;!75LCPS!{zF6=bJKyf+Z$kvgsYN^WlbNEZevETQgE;)tnMn zwm>FQ5`u0V1&x+I%E6pr6l6GOiS8F~=*G*?^%F0)GgB(mup|rP(+_F)EWM(TdcKfF zeQ?+qXJ-e?puU(hk@Pm7twHTUMpz%pPofqNV%q`Zvi1;~{E$L8>@^pt2i6z6F z#+py8*6J4&kCx6nH~dWBQ=77DuWpoHd<`+hw#YMZJ4VjepBN!Zei!rVAwwIFpoFSk zKfUwBjR_{jy~K@PPiGiCnXT73^z|+ZAhmi<&(4XWalj|}jUw)ZNj{diLj?UvcaoUo zXeKerDiSa{8Swxl#h6%1#$|Y#LUVam=yN12k{`M{DztG8s?iuI&)e=OJ zYekPR^|6LxH)ZKa3In!WYvyeb_b-71;1(k3dA)mO)1YJsv7X=0y_4=}>zLm`Ygq0o ztTueq+d?+$0(4hukcWEV;iZvZ1 z=)7yD3UOgEAabl9J!}C}Wm(nODxy!o@yqosOZDBLCM)Ag7UJFOg!sYjJrHwW+~KF$ zOZ7!BC++V&E=*yi<}bbUF^=e$9IHqhK3l8kW~}B`t}S%251c?B^dkNITofF6!(Od`)7WAnPdS2yKl08& zCn=lo4EF!dJi8lpGQNI*U28gk)v$|n06!+_RX_|qAxo`iJG zz4FZ6Q|xWGLt2$W0Hu7$ylE|w^}>)q{t{FtPHC-`ccMrwt-#Cboy>m+QFBVNW+eFy zEW=a+-J!vSkdI~--{Fax7UuYAe=UTByp^lzT~I*HCuEXG>V2qc%M)n$HCbYbE0fCFquzI?NKZ#dmmdRuS_Vj8r+94ip2dl zxWN-XBJa`VQ4V@$rVUp=0iI!>+CU5#m2Ir7E8m7CY87YqV@>%z$azt*4x(}{K;`PM zqI@Y6>j7RBB~dE%b9Dr6i%}8?2uCn}rdL<*tyLOz3{_=5UUDt1d*vr& zG$Yv@N%2078D(*6iLyN>uBSab&h#i6Gcf>VBiYIUanOB56ijQEhE=)eHGGIOVkl0~ zMp^Y`Mshn5j&?&>j>&Eeb#dtP7setBzEG5c&!?QR9*%vW9dzmSEa$#9BRh2L<}$5N z9IWlW%}?m{e*1N;z5s~nlLgyB2uKHeCCPWX(syBUT^M_f& z12OaC(%$CMIxR8AJf2TP-TWufA>ghT%k!@>7kvq^xEnh?{Z+sT9HE6SQg{O`)9l?< z^g2-7TIleA?|%-4NcprpBTt)-CzFu$r^3yrD=7c(?JG*qec>%BSx&2s=-7g9vQ0$+ zcE$(Bg8URyXSWbF^050Gx9yl0EDZ%IuP&IRRy~wDQP)(Mr(s{}@|OOFHDu0J6*}y( zNL+}c2lPJL|O_IJ`TOSHY(DM|ek_pr99@jQ?g)v1EDDm_ucYKv`wz zgAIl3+C=&MpB0mNJ1-Ht4AwWVBfqba@fg=YW+E1{Yz``}T=VtaVPSIuFGa*6F1I=z zjWtl}KhK{jIqF7gmf{Xg`8=u7%A^gsJ#o#2uQ`Z~Y zwnDx9+0@=p0{Y`WDT_+Q`1?!;plBbsEDB@S=$41RGJu1EDk^MIaoIx<;z$CFQ^PrX zZ@nnoIdpL<*Y9mQjl&uXb%n?r0V5tWczgg}*M~OuaGOj8Y@G)mCcF z$op}i929QOyU|*r%Ek@6beeSv;^Okv$Xo{pVJS70g*{(Hz+H1H{Y*<5Hn02wy{-5) z;4SYrhE&@~%A&#FDa8|@`OQw}>G8fLqy5qDYPHQi!bv6x)ah}ObjY27)Cfz@zBM3_ z#~XVG<>KWrk$c^q`5rC-`<@Xy%!*l3YTAIT4Q%{_rH7GEw8dH9XAMQZ+Fx_t+=Xkk zk@`Sk1)hr911pRoq^M6QBv#y#cS(o4V*eWW?B?77SfF%gym;#XbC95G_-QI*WRL8; z^wB8LgCw{0*XzGt-S9S4ENM~t{!pm9Gp)vQL=R0dXFS(Fj&Tj^;PWeWT^y|vTo>pKsc`_^W_>Vadz)TPe}*w6ZIYn@_;H;NHv&=f zQG;p!q?SadZglGQ_F}`!*9c^_EU= zxEgjbg!7aAbs&u&-kB4nGg6`oS9YPU{q?qZYbkY5lQ^z?*WhoyVYDoeD9O+jRv96J zav8V(W`2?Bla&l3rafLsQDlOB^C%ygNo9n)EVauhpDq#wx3d>I7UB?t0i{LMvUk>gG;iBcI@DFK~z*Z ziNVU&1EE_?ny#7rbO!MamK@Bkm^$0%DDu4a3KvRXo~%^s=-JG@6eYlh56QAq?fDg@ z{Ngn{r*!0Kv+SCCIpqdk#T*1O(m-L(tQgL5eIa{GscQ$GIZoXxoQp|bhwM_0GFRdfYikx_n}A;* zA)eE=8bHTj?A1pg3zl8JWgWkCJ^ogj0d2I)S{zo8o2MCR z*gIUxp5tKMka%ZlouI0_g<~;Q*fvPbI~J2U{Mv<#-^eYfZ94HmK*Oma!hMu=4Eu7h%A%(9PSFtoi3Qff~@nRb^=CgBSO-lE8N94 zQ4G1{R+Xfu#+BPgvCMh-VjO8}^6H;#5op5>a%L9)xX2&#-M#34uD7J#kss%%g_r1_ zT9&6%5A(eFmhy3sbKPB`U&nEJ*M(8nlH~fP-t%}*X&`>jJ?Zvl=3umJ02`p9PYa4q zWV9%A9MeSQcBR3R&Cg#nwWUM3EMi!d25V@FePVD`Wc#J?yfUe-?lFu}vu4LHbsEE< zA3xCh8P+L5m0l?K4R=*!R;t!}L0(HuJuIXqU45-5QxK-s6ezv_O3C(-cbHptWm9UE z2d;NCDm_AM!Q8v_nTscK-6zKiK<#zxq^;ujZV^J2x&rs;1TAvSz85@IqxE1j_}s3x zF`8pc?KN^)h#dvGQ`FzFcd!bg*h!H8=R!wpqak;&bvwalSNHq}9o*m(ttz4J?X;}a znnHrP^Vk`BRP&g+P>bh=?@1>-`v-fG37#QurqOSwLaHGV|5)eQmtn0cyMMO=)?lPV zN{d_R;K#BV&2_*V3m?5*_Bq9vxa$(WNTz2OG{@$fx0LPd*YWv%dhjG4{uqslSs;O8sT6^ z#jby_Jd0w@hA2-tU#4tbOg7D;wYYPK~)d zrcC7ls+Eli$X%cS4i&W}MBA{Ot8LSpBs)E;OKj7e3iX@KRwmfKLgMdQptbEGHfoe( zwTr}nQD^%UE?J;y?p?=i(Q1U42`w4KA(x22SFM3IVTh?Y%WK)Edk_nMp+?Krt>5(; zX{oh>T9?iqR|Rn2lZ+JcU^jpTer>-{jDp#?0fk5Z*azq02nlQGB2DXu1RqykCUP3v z5cTb01e{&bZ&&x9U8?&0rK!yIeKNn4qwDkPqN4`ojhHJ%|2=2dAaxaq@ncZ(8uw14 zDD|N#121VZL;Qg5Fr*DJKox+4u&As{N5NOMB(%R`Bl_+ydsJPR)Z=Wo0}xBVi4ts^ z!TaNm32sl|ZH=QguQqX4RTycnuJ_8Mv6vL%k%mr2z&~bKf9KUx&v}dRet2o|*ICaI z=bGcBHAivmofd%&_{=N$8t+g?P#ijA(dH7#n+c0EHnJ~xsci3REevwIg*u2KQQz`W z6|bO(&5@d!7|$|FMkwGXqkaXBOKJJ7>u&jwcj)o<1)_rPY86r${dy)){PngG;Qn2M$RJJCbVU1%iIQ$?e2BxK)kc+l> z4I{b)o%|8{qt7F^4h5&FF1%{CNv~gPq`UJj^6RgTxWs3U-1Q*DT$cj?po?q)OW}R$^{SvTqjmKspE=S~UJ7@|OGzFjf(tRP(`%Qq_raIyrVm#SJ zvNl38)0z?J5r^uYBjVIoG1HedC1LC?R-4t|vP3#>#_-wIIl9du;Ut#%Lyi(fVrctJ zWJ}r@u}4+O0t%eBE3+yhw{iFMxxA?-vRMWWn)elcO!FOuF^<}2p=hre6Z{f-|7o;t z&o$HE>7)#>gIP;du`8#@F{hL7)V7DDlsX41-y+$8+hngIvxxqKhBB5>jQe^d=^J>s zl4nQpC2ZSOO;*?LPU{8Iih&p?YsS%?hsW}1y7msfzxw&@ppq*bsNUDIy)fa=O#!ws zsmD*!Wb%n4KHLnN-=5&1K^IY|2H>sFzkC8peASp9{9t)JrDjI&+-9Y1)fS-_h+fM8 zPS2mnDJASQ3pJ!I{!$q6VlIqQ%5Aty3Avx-%}E}gN4gV?iB@32=qsuWOf z76rw!;d!kwe^Ya|ny{;c(>G{1x|h}S z(-~>_`cQ&W6AKN)5!1@vU;m1pYpWT{M2iz1SI7)9yXw}Sw(Rb5%W5X~y<$Ao6;f z&0WJ+MgvCzzs?OF*% zw0EqA^vW%Icm_^^pgGX7QGIaJvYLlhkJve0Mn@{>>A ztsc__Z{Z(_o}Hiq_T#Qq=XE`2>J&ybY#z&f^diU&!Y@vOHhwK|O0sVFfYF@qt4?la z!ZqUA)7D&Dw@M7G5b3pZdV5G3?LRGmHdGpJgmQxM=kWP3+U+8IkNAhk3;O&bk4|`2`z1s$BjbqSle_m+j0xj z;sGYFbR&jjG^_N?4b_Yin@)SnC2fRGF#~z=f%TrEX5mU#)F|fsfvCIy0e-Oo`00kC zfQN~ju*jE&aKvi!h?#LoDTE5@?6!DxUtfwTF+_c}^S9xw!Ao+E=JP4ui~g|>DUbrn z_m3}f>l>_vU=lr^mA@Ot!XYdz`wNcS(JJH?A4Se(C5c*>GvKbLFi1t5`s0A$XuAb$ zuLH~c+t%t(s#P+Ut;|oo4M(_8Gs9D>v*b^<^0>J7|eB}=kl>ZuVJ7C7T`}3LlES}ld z!lGwC_PBSIR}DT0__X{9lU@=hwerAQypcZ*VzdwPYas(|z5WGgGI(zJe~HEadp_)_@_i&QKS z2;v4cyuH1x6WP_(rR6}ONSHqlU?W3AgF}&)qyx`k7=nUDU<>3XG#XsGb4n z8yW127J!HY3JQd^N#~pH?wDO)r?Hqp**M$3X>7kgYo+?}MJdEX_j`4ZvH0)3G->fO@K@0_^B1@M1@1{)xo_ z$g|`7KHz_1(cl;?T_ZziNBYNAUjFBt4wwlX*!>r@kMaF>&d-K_nm;W0*KcOcZz|Ebu|a{Q6?EaNEB`mc#M;W_@a5LyH{qXHlu9}IrD%0b zZgvFCq|_3Wru{9s=(EQRzt1`s6+mO_Z^L~DUwHG1wcdgGbUj!9?r8#uuHMT2Mf7?s ztYC#WJA>Fe_#g-IUfkn<>xKMHqxIKN)>aV}3;E%{dXP&58AGu)1#JYVcW?xZ#>I)= zmRH~5=^q(~ywmq-YQ&s-#!muB&k)cb(}L`ufjj_Z0O!vC+7_4n_lUEY8NDZb{~+{! zm>)eWSu_CVA<(bckKJ?1U*5Fewb*07x1ZIJ=l>W+fL1U|jf@_hm0xPn0gMCvZ>i?UsbD*x~@a~ zzFx@B-OE03bO4Y}AQ^>J^#0O3;9fFTU;6vhu`H^PvLh2N+ELV{)R+J**&IvaFN)kA zVK9`5SF0D9q6zRxsYgtA^0xq}7D`}y>mTdpAvNip%nFEGEH7$zE}$2}dW6ZNcmTx-5| zIs=4eWICA^VPReThN8bQULvXIrhP}gqqr%e^_Mq8bMMZ=c*3%c+71~@r!MPP>x_bD ze@Jh1B8*nHb*8-M#f^iN6sn{PLdqE$Qu1?Kx|d3?j~?GGTK2naQ@dM;+(@C^o(wW+ z{PLjLGIyxsb=03GPqWz{8L9?*N~7%tlR6dNU3O?F{IZ3bpgH zu`vc|oSM%?2osCuFHTo00iz*c!~M0$JJ5Vi2R)`@_Q95+Z}DP9XCt~Hph%*O7y%=Y}fpC;ChM8j1pwSDGju1{uow@YYhvngMBd5E^fZ_=0Hch>s&p&HPcSRXv>ZV2AE zbjtG_tm?h_^Zn-(BBp&Ch6D9K0z{ATb@nTc#E=TJk+@fx4?h6pZcSfGM{Cf626J_O zeu&n^I|>@YJM;vGKbR>@xk?dku6%Y`t7fL~({t)FVRW}I)f^=?7}AsPU6*FTeV{Lu zBDy%jFmlet=1f9(xW%(D>X;_tznN>E{4WPTkxHDpq4IqaTG(c;&B8pi7GI-%B6j3CwNmk;K0p7)D{a=F^XMHjSR^kNe;Ak#w@_2GvEn_59(5ZX5t6VRSN#sh z5tFJn&vg~=m779y>Q!dXYF!AMmz3^&B^Z%&k{80ex7hUrxqtUE zGP+%Po;+qxY->$P+Z^-G%a9HhZKb+|N$e)vhm^c;VTqnC;!b@?=t+gndGnXG;HSyc zHdVE>bYC z?!E)$*`6`ta^?oT8;)%6(YYNWMF)*R6tw3+lBkqCH@6-25x2r5R%s!lS0M0B} z^zt|n^b;Y`$C9OIyUyy?p+a2{HoPr(W0S!9?A1H$c_haN_T(>ywd?LppsIhfJg5mhb$&jP#2%FEb0Y3B$#->!Ww9DnW51zlUeMv)R&sa2Q1$o*Ux(d{N`JZt2ZriB@#m^$*l;_c^OFM~e7@ zM)ooj5I_9V#}N4itJWl7k1K}(|HO+Mu93LzGX6QuIB&$F1ab2ug12`oc8Axsxe%wL zjfY{=ZgOEY{dR#A(aaJ;-FL`u)}KM3hF!s_Fhj9j)jfZz@j@ORMa~E4uWyNyVs+O3 zhCF{t%~s@&o4pD++PWl!;X-Q|Pr2xyeEccDD6Q&+C(hswPIq|LzSuZRk_=G*-r+i` zhkSw?5v*yYtFA`r+gs$n(s2kTP0<|d%_Q0k!jeEefVqF~ zMlX_-=p!L!(o<+PJNSla;3=D<(=Tsa4=U`>I#LC4BIDkNwgU{r88^#M&;v3yPFTmq z`RSKEe4Ar2PcS_ubRXbk7q!y%MtrqJ{O%waZKE4Sfelu^3!ohJ?=M=nh+LDjx+g1M z_qD59puwX3glz`;H4&7(IFE){;GZ_?YDT8(Uaf|CTAp#%5 zm=bD4o$on76X6lN4mMOFvn5ph;;dp64lP@Zo9|o`S3MbYC3p1eej2pxNQ{%E9P%Ud zHdUj?u!va6gx8!~7Yz%f+~;`Rqsg|vw%=U5kFVGc(ny^6r%x;`iooVrr{-l*4Oi++ z9I3_)A(x9C*}eJHyu;s^{4DRIQoY{)(udL9$JuY`#;I9R+(6yC_y36ooidiX0D zgm4=Fc2hA+2dcZ%?xX8D&TEah_D2w0Oq{r~H)YuZm7)`O&zL=$%V9t-Ic`4>%13}L z4+rc6Og{W=e)iyYln9`dt5oBu`YO;)x#KUR@|gFARl{md2jh7L1gN9nwk39zO37Cr zciXYL{x=DMXUU8NRKb1yEUHCqX4}%1-<4Hg11J+HB=do(RNGP%;Q1{XrMr$ z`T(k45#kg!c!|C^(H-o4F+76B(VBrMx$``EJ<%Cyn+C=uk#CAZz}1v8QRV$dM!Q8P z9|1gxT3WEoo90wDS#S&b2-pdHr#>aIHQto{xwhjvD7nVATt-bWhC&-g<%jvQ-tWz& z!w&g3)(Io9a~=*ti~@Ul3Q6$8;Ch9ZGpCycWg=u&$$V%E0<_XRONf+cw9G%Nu4 zB00<}m!B{Or=ZP`zD~wTla91GJ|Mh4G_%a9aLZlc7c=1^Q&DlPU}b+>0U9>qy!1g= zRJ=4KHF1x6hbFg5VI2A6@l6B4&u{}t${8fR>5@8GMM)gQsj}r#u%n^!CE)xndgOM| zIu7~;zZ!l9S4*CzIU6)IXA_yR5N_D-2#Pr92e*EOUl20=?MkX1hET*_5CldfPyS|TpB{Z0 z9cEk7f>E6{M#^UO5suoa(;+q#M`an3DSTb~ybtaM*+H;RK1bRi|1^XlQvVhocL+V6 z_Cw+NeTuW#bb;9z=10mP5IVIB*1z-(W?mu<|Av&j2>jKz17b&Rsrv-m&G7Abxa^e< zWFck~%2S_O9*?wm>Rn{rS`p3Fho~}1W&BXGywp)0gUZiM&I$TXWl3&BD(7MVBy8Kq z)$W;b!BNgN)(ay62!C$gNgu5zMNn>ou(!&Gt}6mPzb_>wS}t#vo;}wn-a8YuKrw3h z>iuOVlI>GC5o*_}aF3oZVNsxL-V-($HCB(P9-k*q5srJQ}EA!fL;Tqj{QY<( zXLr0!7n{Z)zQrD6s;-~d2{NM{$78eUK<01AA2w#j#Cx;BYnSFFoPCN`*EoQGQGDybgZ^`27@fGBhi9+hg)_o!@%p8PrsvD zWJ(C@!;OQZ#c^-nyOi;bu1zBSF0-j1e7m=@!)tRCz1&La`5BtC^b--PkHI5*92xQ8 zmQMDH?Xe^7>pCiG9rxdrIQ0ElgXY4h#oF<;sNd0u0ZIPs*H-PA!bedg&*HZ=#&cOp ztfNk`OBxBPibd$}`FNiJ-sXuf!*ce#u>v;9yq0N389v?fX*pzex&Mw#WQLHk4~J!u z@*BiYWAF{RaBvn4t}GJO;2fS|8E@!9^66+?u6>bM;nO4Hyp12xKSy2UJK+$lQ@0x_XViiS=CiNkmxwlhl zE;gc)D!~-A!U($V$?=#@Vtt1)?^z)Atv!`z=YYeetO@v#n4_M%3rU! zGy7NGym(;6ovHfV*6ef|Jfb8|E@o8ORk2s}IMQz!lQrU@Qz)z?$mHlbHDJ@t3Xb3xKMx0)w9&@sK3MLJ8f5N3$jBs&J1sJHXS zlUyj$B40Iftgn6mD~utxPMKrhR+VGS2xsS$JKv24BE3ci6>pvfdhvf03x?}dX4M5Q zXbe2l&P&8WZ>3kz0H-k?(ES>=e+7qi3{K?{6P0<$J8xSLVUw z87Wm`(%RYn-Nj}|ls#lNEF`?|&q?XgQaQpsyA9t0Ii!rL790)k@Biqf&&UQ{_PRO7 z*))oc`GYLC)y46_&Y6zeG;-5Pj28R07SnN?1#0%}^x54+>DH;!DBE~h*7w&!({KK6 zB;hsDz~(y%Yj9bs(?l=E7Coy*JrIXqijLq07q$3e+=JP-8bPgM@DGO(=%d6vrzT78 zHD!CQbXs^ehXJ5nd+kQRuse>UB_>+Yrg;VsJA8ulgje+=Iu(tTHmeHzC{pNg9KW>z z@VR3IGe9e8B0cvbmRCL`a5*poW4RPckOAoS^HZ(bQ|kAg2^R<}?-&fBZb5>4SS@#= ziwsH{v!fCSjR+>;WElEH6iXpJ-?S;$^(|xNwlxFjnEhE81p7gm0ge4zyZqwerZ5{d z)>Xnmd&g}t^Z`Dc${6ou#*^?-l9O&m^}Oat8p@gDcBLS0UgmerqQZhrjmR19$lmVq z`aB}5CD?t8KGO3Z&snH%aYBXnZi?; z{4Tm|>rQoZ`+&*;8Pu#o>`R`2)KbK1eI`N;`I#S*ksy7jI@cD^$4QOP$3g1xj=iPI zRJGc+WHN+RRV^E}dO{g<`Z&s2beD1>3kl9aPiyru0^%E~Vh_TC+~qJBarBc`udCvI z@siwWIZrNMuH%0EGr=q+S_)oZEy`Wc`w%LjQet0Gc4E(dJK?jp}-VtmLNGptagDG5E4qsn+>5 z8x+bN>zwq!Eq~Wj*qYw8iL>1U43EQDz>$gRwHX_C;A_sEE@f#>iS^m6Oe()a2{H~V zR$o#R^1VVu&VBP_U%u&Z@f4n+lAlo?Wk#o$zeyMuD^m_+o1ZREbImNLaIv62DiG(Y z(X^)|E+Nv$W0Yt;>FZ)r{0&r$451wuJ;JUY+|)&i+a)lZfFAfQad?;i3_yfo1T`w$bUuVY=xh~jhz#kUQhcORu$Ic^D57GW3`^J!AU?!SiQT{zy?xTWI45j zQE{Qe955KJ8jTRY5NPT0=f)fTom;T z-qbZ+LaV*bX^&lkph3efzNfj2%~^)dxQCU`nk>?iGH0Q`4YVA;Z(FOSP2>`qM=Zlj z@)JD*oC&F-#xVu(h;Np*n*&^NU~}Dg0S^=MWgLLVg5i{F)5I6oM5K?LSJCfOjl}^cM1cZ4^7l91E28;bpFUdz z%x8*AcutdxASTj9ZIEPqNQ(=4n~`2zCxq{x_zJhKwY!n*I5~Z1tQ-IkR_Y)+@s;LeoW|LIt?CZ5Il4NsJHBmaSyFA@68|m! zkjR~aCwU>h=M)gR}s+hbV zLwqUsL!#@mkKx2;QiTltgYi9t$ciPrP9_ULAC}Tvxu?8%gBw>yczc}wtwM@_wA;HS zA8#ckE|&c68rEcFil3Ruv0af_Q8VV_L^?iG=rGv4_GB)copv1`SAHyw>xos^omPAzf@2 zSXp#f?o)sOK_&m^JJRyu$4|V;w`G#IzbV+AG4jA-6KZp{PO64VjjK3~8>)1PuZxRZo} zYX@`rO10iMWB-=7n$}rb#$=>n`=oqT^Y)S?W&S#fYj-k|H0S;+FXv>Y7efvi+Uu=$COTpB zr=L3eRC0$Jnb~Y*h?+J8A|E z0@wrn93>oDk?}${bIyRccC*}4lBDq0+_;(>q)(X{N&q3BRUss^p`z>862Q&emtrI- z5RfeHIUDS`x$#U6sq^DHn}BsOyL=BS>z4d!Y5w|D#ZE5018>WmMMmO!^6O!@d{#(T zIrX?YS4V>q5RW461=$e%wM^DSX9AuXQ-Y4`s8Zs8@>f!z47BXoD0I8p-H?meo(}h?WD=YX z8ji7*VNfe2F-kGjg4(U2sC2!Z-sa_9BF9p*up+VSUfqaNTS#1p1S(@~Yz$x&Wkkx` z(Gb%u(#n-E_JIM_-4K(Ibz7vTLj{*aXO~uo02)g>gKlHqOm)r{DVMEuo z63(x^{HPD1oAUAsbCs|3z4U!bp8ko(Y456`oiih-voB+UzQokCw_kDfC{58oTs-Z3 z5-gy9mjN^O#~f;*pGkD2qcc$eX%G82R`oaY?$d$-axMUB5hVkV9}mDXO*8uKi2x$^ z5m|Q^DA(Z8Y#^?qlP#h4(Z>zNjTJ{3|H5rQnACYS7Y`Z+yE-qD0Bg0Fo)4|-%uv&k zyj}X5d%_m{#g4=fZIl6C2tSdQ4-#xp{!U2G=3X6?#bZlW8D!J1bo{FxqhDY&&6+1! zQUVsAot5)5YIS3vJJ0m#B^?MUMr5a=WhtETFRL;{9Jq$Ylrl=X*z^w;@+?qEG;aqX zME-Q@pf@H;uN(?Wu*WQ=p&C19TU7)>VXr9;;BcqDphI=j(cZCi#oq&xu9Em(@Hz6_iql#8p zj43Mv5?~F3R=e}G*2H&#LTrEi^rc)4G0uS}_O3QN;X9yw^N}n%^byw=unY2EIl^*l zv52EW9cI#|%{xxa;LP9_+iR|7B0%&DcNE2A&EXges1o76sX4hn&bc%XWl{3I)hieW z@-m1iIpxl(?GaizSopL~ zz7t@wH!s}}QWfd%qj-HaSKFOPXg>y)PJ#)Ir1Vr#z9=F)uSz7q$f~E<$?M2$ z6vRdgd$HZ*-o5Ko*ElZpDU!T-9j0~!-5N8rgoK}-tG`T!p?D){q|dT(KctRLPV4Mo zD#^9A*|2OQ;Z)N>*+T>|L+*=BnL*9JD;PbXl`;Li!c`BJUN#42=Lx5EF|EP{sd7VY zgM>jYqKZqX&LK2xgv^BN9}whWzND8>27*b?C4oZn;uK{<6r7Tef4to9r(RymX<{#q z+|+=A`to5V_dr6Gih^bz99dwg!sB1`H*9R>lw{xQlpzyw#*z}=H^HD!-1j zH1EFFbs<c+qP}nwrv~R`%T2|!Nf$&U&yn}eD3%1wwp@h zzwvuQB6n9p{3<^l8K}0=9L#WWP;2?PUM?U=dXqliN3|-)C*ST;(z*y@kmm$L0T{s@ z**+I2u}Dk60h>yBF9}dteQ}H2m$*+i@mIZm2f^R98@Z7N`%IBu4g1tQ;?X5Zs+eKB zCD!pGo3wo)G&?Xv(MxX4|DNA!<4w-xy7lH6XmidH96Adw-{q@7&^@!Gu2>75yMgpY zkazK(C)aL&A?Cux&A&nB+$2Y3fT~b^`%CIKE3;>9$f%@b4-lXGlM#!Sqoe9cG5;l# z>GAG`{d~I+N5=xE2ei9-MI@-KYfRBJ7kMCz2g4V24>x4*NGMgFjCI|xeJ(9yMp+(; z62a~o0x|dtw|`3y5#?%2&Lb&p%!c;m0X4$W)eeh1o>?~F?(krxSD3*5*Nh$z4VlR4 z{Y;AP!Q>J+VjY2|;Sv{9c^H~CVS~k|OstDFg_2~U#;0M~&eOhYZrKXw2DrVywM-yE z`UhY5Nt&N_xd`21;l8tykyObMHG1oC3b9S}?jNVXOaFy)yHKlh!HtrI~<$(?+ zQm6-+2E9M{`fMY7pI-#+_ne0)YR@<^+}UMg1@Y^NevN(=U007xlUN5!jhj=7-ax-K zbyjZ?HkHfDr7NdBextgKIXUgl$b~_~!bVTPF{hY%%LZMZ80aaWSa-)z6OA7!RhHt5 za>QI2h74&MGoDg&8e>01IIQeK4ByW_{EvK;XWk{Vpor~f+pZ7O89yWL6LHM)G)vK4 z`==HO797&^H5ql%03)-Kds79p=LgACm!E=s4d9k4!o4*1fp~a~0ICCs&3xBkL-Fl- zy|-8dJMz-`+j{f;;q?#cXBXV44!__>qaayCl1g5buJKn6F*j45FMMs?g{BfSE}TW7 z+wSATU025@ETvz7VWev>WwSOt<#-|tI8UJ+ZAl0}6-4Cm=(qcjc>A>#ZNXFF{Ks72 zC6TWf%Gy}yZb(;nrk43qpgjLn9M z9!kU@rU-HbNd60@_KXWMQGu9SQn-vo>*eeCK^2qx<>5t-@H#PHj>67iUZFkZ39I?X zHxGMzd`H$*Vc@N7dh!>i+35N-hK^KHE(HqwaWS6dez7BT{o8gjkQGG7-|9bQH5@=G z8E4qft2E4B#h=3ADffg!#17(44GxP7^JgU#C%={}jju0l^WhC*LG;2%3@H{7B8W|c2h3`5b_H*- z63A+6$+me)9I;R7dTVH{^9BcpNCl+*XZ>fw3lfj>;dQL9pV&}ER#zzpSdGXyj0ai; z3r`aKpHH~g?mJ_D=4A@I#RJfM~NmuV8BeOVE;=Zv7ZGHoL$)yhzFC$S#lBALEjC6njSYENF7X<(~5m zmL9*m0^Rp~-n#Q@;I<(poPD;uhBnt4X|D(*cgLQ*Tf}o-@C`vk#(Y9=KtDtE>xEK| z*D2oHtDO_IW_PDO>EMGYf**S6awE+?dIw`PbUe&_dNx?KFD0D(Wv8|>A26ak#iXJ+ zq%pQ-^r629utGT7$jlAGJ9RG#s9S?5T#OKq7@3H6>J4yHvWo*G{vBg6&1S*M>JQQs z+OxBNdFFVlTeKC^_i81Z)1PZ+G{4hoc&2Tt<?vO`th$7olTt1tUY&A#(Iw9ee?c9S`0smyob;=wZxR$T-iBEla_OeS? zi%O4u(-eNSAC)619k35lKygf9x3177Ew7D9WVv{zyy9xA zAYi@lG}7`LS77{}0BiCF)Wl@bpG%1l55YWW*^&aBDSID$I{&KCXbgS*Q_wYsUuL2y z1owo*+)$UzxR8?jW-P=MRQJu&^y79KQ8w!(ZH@{*!i@~=A%U3hWR_&V+we7y=s|fb zy$x_xIh{xj?wsN6ew@aX`5KdJ@GKVMB<4tL1K%YAoY|DD5aOGwCCt)tP%%{HwfnkZ ze3bEYh%h2n@h|329AHA8leV|-s;u$-Fy-5PEzPSEd}n`gD7*P9_}S9vHzsPrfun)9 zWimgbYQNBADEpL_#XA}EH?0kJ!I&hbX*M@2S4bdL(WHR$>LVsgEt)w| zH3;NwBp6BU1!0SvwMI35&snBYSF!Fhj3Mi!7}X28XW?ObXZ*Tp=%(|Sva2dM27BnD zfsCrPW7RFZIY?g*|v1Ho4Fa>_!QSQ7%sb%$-dW{mKI9L6 z?u(P-Q$2JxT@am>?t!%$r%@eGY%44z?grxEf-}s=L7$QR$o0}ruv?6oD301T(``@D z0lkg%i6*CJoZmPY<&%%8?HXeqk;#b|T}tK$ZEL{944wA_-N=JH$1Q@d3sX`#feB;6 zQ--jKk5#P&UB>ZS4Ja8ga+zkF__l+Ma1(Z-c{ymXqhwJF3-x9xi%`q4O6`i{Ro6t2 zo_Al-Cb{;td>1h>f+n&FOl!NKEq4AHVRUd!BT)D2a&(;0@Of z4|*zq>J2IN2?%1QM>W`ewq%4XvVAD0oc&q_%+mi=qox}K3$0W zT3Yz>pj>Ac24s!%ED+#Y)zWoVHJQlWhl?!d(BDS39lRY`E35pQC!6W^bKDb6vqMA6RDNXb}6t_>Mm>5#x4$s>F`Cy|5NHQ&&#JO`@ zz`i|Gp2j0b5?7V1NI>1mr|a(~v={e-`Ap#Xhp>pw2J2F3159uXX&p+u(c zq0lQ>d*`XX*ueoJJ$L_Bi@O21!-QnH8QiRt5b3US)5!r*b+VeSN;2R!pbooOK-BcQ zyYz53^WkT$F(!X)X_+P9?$1?*(pKd6L>3J1aQtI$s++8%a-KA4khmhfoE4az=QccM ziJAn`XYfxJ{1@8pLEu6v0K6?Ar##r=e$UBm#YUa^b~b$zBbXxSsl$ zdxY8g)OEbbL&k<=&c$dQ^>p|}(&l~`mGMO%7ex{U5T^n)A}V^J(FyT}Bps=()uPyD zNmw&v?(XGW1WFzsIcK3Rz#qJqryMvXpdk4bKw@aBDOOaiIX~S{iwFj_&HGaNIKTbXLk+-pB{;Fc zN{)@a2W;FM$n_!to{fLHuMvIu2y}XOp#mtqK@$v0Z5b(%KaV?HPE#k+RSoA8XZ{#4}Kbzeq6@ zxco0vvmLBPB+#L!=YXS{It}VjVvijFzmZP8CyoOqA%lodSlO7ZLvzlWY4V9L;;ACx1c&-Naw1$u@r-2l^frOLQLBAgB}y zdj%=*p;2=ryDS1>3+%THtEG-ri+?hnmhP;`sMN#Wq+O6JWa3C%5){H?+YZDe!Y&x1xTyR*@y8jG~gb+B=U;vyCmcJM*3Pf#2<_c zfao;*2db~Y7KQx90DbGXt7TL!eD71~M58*=wC@@^DqlpK-h)Qz>CVSCO>zj-RRmK(0p&lbYH=!zsbth=t^Olq>11iSvcU80 zGV=M`vn}B1(E~N9{nV&@4%%!-!Cx~8$(&mJ_Fjm}i}RvqF{ z#fKL=4hbx+lpl%nK4-hLH(I{rYbh$u20@sc z!3RH*qizt=UokcSVm)XZ+--`6r6&ufzfX2;RHJb7_-(@!c-1t~9PbV`*l5jBtU*S?yRGW${m)Y5fsan{gz=l5&O+nBcFi$w0*(~jU1w8@cY4{#H27PkqY<1DVE`(r@a;YT`)6gfzV2Ox%`)rAnf*KzhQrTR>Rp6Fq&S$)VA{$3GzK(u5EX>ziL)K;sn zXHd2ahIHC)k15CeNfFwS(u*&F9yz*!P|uX_&fH`v(Z%?6Z>=|>N)%BPZteUlCO#|v%Kjmz}WCE_oin}5LHNzCx?LW!4V090(XI)%GLXd{f@LHGa+a;P2daD z50#_ISpd3ze;h>W?OuY-=?}4Qu1E{N!G5yH?!azjFRi852Bu}B%=6JMDWg$g69cS> zaVmwr(_Ui*jp`4C1(&~}aR;13J0l;GlD9mRm^6PgN!(Wt*V`!B8)|W zbj*{qpjUsK!cGzLI8#X-kQ1R31+!6=BKNTJF&fVaji@#t;I3_7rK${mYZoeRXsyS2 zmyMP}Yzi@y`Ct^xS41gS1PS}|FQDsBP5pn5KH2E$|C{{!AExsEVU+)2DjENW=#z=% zzuf2lMfBNWBA>OL!4l;KakJ0{>gMJKUlT1v9L*&F3<7a;gBAep<_3KuYrh)HZFZ8) zQF?N#rbF|&;8NRNqod=-hMFG1Sy;v~hC&YN2*A|9SbqnIg0js2LJG$nWk|r~^k2y* z5^8cA(;SF3tYaKKAn-fDmOhnV1LhmgEN0)xz(AxhXdDZ=uui}-L?(zkIq4Z!iAQc2*3 z{%_|Q9>~ETBM}do2jb|ntJx zs{o6ODxrGPy9%HW+6I`dQ}x^O4R5`4I|lFze9f~wfNA_I2Mkb+ig7hII(2n(Gh=*y z0b~lqp~c9t@f|2PII#h`2j|!V+SSVieC_v(aCo8rBTKgSAEwd`Bv0Q4%-J6BMo@i zK|uI^p~2976O(}Y9_Zyof$i*LJ3qM1&AyNlEpP;G;J3f@n(AC> zT3^RoTg&kpi~SqpsN_`ldil4cMZfhLK>Yw{0CSK4PxOt3KbvRx*qsB*)5!&fxv<}dHG0Gw+MfKwhQQX>+?7cJ<S{& zr|M65yfZy;x)zr@&>DL?0O`yOX^uGcEs*}<5r}(ZPvsiU*?p`az?3u`!JQXW-#qFS zbR7T(@%Od}oGt*<7~tD#*wgK_%8%?8UxMK~KJ%{&%6FqGI9H&x|HjJ6?daVvlmas# zmzLLAeb=S`^Y+ir+pQef?~31rZ_!t8!|)J4-cD3jRTqG$E1E3;6&p0TUvhHxww0J zD76_EOzf^Xh)qy0*(O219lSb&0_k=^V*~vIZgcsI2z8F6-Wgb9@0YgZ-4pzPL{g*m0<&M^A!J6viWcn zd>AVtLy$Rd!YLOL-kwzcZ3?K`#P_=C0+)HR&mVNIBvWtSgeXg4#r z|ETVG9?P5=ybV@<=3U77(n})tYvNBBTD%bYYL7Ou@_JZr6y=uqwl?b*V*0pTu-}yY zW+-c^BQWQuJ@+ycdS+sTwO_EH30bxF3XJI^x;IzV_H!*vt)=VWHZgKN#zZml@N)}b zDB^sLQ(P9Vq=eJlixHqGtYcs+JV7UID{2A{d}N=EM+T0wdTVZYbLsdDG{MGNTS_i| zGS}w8x2-V-0v?02G=v}v({?Nei?*+csbg|9M*PNfg`ELr;?aT+u()7b>9b(Tt_XTY$u<4lZ8tSQAJ_{o}*$qY{Gc%8o^w-3d+0d&jk- z)yrJhCs^+J@5`p;lFO6?M5*ZEH?b3D=e+q^Qb#rv94%&Ny0K$u`88+pT&as}E{_>z z3+x^Lv~qE4#9X_5@JZ+$k0y3`yg}`IrKM-3=gaAAx_nv z#cmpW7s8k;Eh>re%2g)6JW&}n&f22 z)d9P3x4llfi2ZciHI_$hg?=?;X-Vx?X7ITM2 z7Hx>{w=PDaWRXmyJC-DtCpfOn1^O(gm-_e1LM{CfQZ0Lo^9tMx1l^+j4hLrviN0@O zc}_-MP!yctpNTc)v$^bi*u8rL+1_Y77?Hf82~I^#6i@Iiha~YbjgPC2-tEp z5v>5ZgogK5U-k;ZZ~U9YqP!7nCyf4dZEHOfq3L9sgZ1rjcm0@Zc0jEoV5@(beP>9= zO3g3NwWN3*cYx!obJ1O(1i!4hsmT{dU87_C^5N)&%CHYyCp%Zk5BvLGB3Ki%I60!J*7E2(K%17Fl9K&$dr@>+wIyN6W1Z;O*H#$BTEW^8w zdM4$f{)pv{K~Tn2A3Tu2un~3cy`MLu#A#rjkoB?ee>oIl%R@PH9^1%5g&#u-(J85P zh>>Nbbju^yls8+j$W&0V}X ztVnB(L{-^|y|LU$85s{EfPc1n;agT=s_1cx`*Q(3=X*L|dAd$JSC>kUq}BmoO&7F-`z+HCCvqyI4> zt?Qh$o`S-Tgt^~ZdDtXHA|l+Dw#X;qIHnM^%Skg+ewTQoYR5LoDiu25_dXrvauXn} zU_k1|H$o#sGL#jAIbAb2)C=Z*2MdJ1C=*#Lq^xz`1!D_m&#yfl<%V8Wd2qqiVT*Wg z0PAvLjuYupr>8KzcF5Za`s{sojHKF?OGPvj)J{CmYFql-^q^G+SwIdZ=oN~*1HIjQhEvnAY1^Zvx< zQ4w~_>rccOq-ib4D3_ksz5)t2vqBbtb#{bO1;Bd<%WlTjDim%>&3|F}<;Mq4qTm4- z9t`U>2x`Q!HIy*bm$+t}*L$G>_Azw)HOjBf>_aL-ZlHQX+QyvyAZjRDQMp{i2@6|W za7`_SS&zk+kY>edl2F`c-1$&)J{*y63TX3}c3;tFOZnlv!4Wi*1DUW%aqipoR`m*9 zcLDZP+u@E()JgbXa{_D8t=!)#54#=@2js`T)CVtsLFPuD#O5D# zvHg`3@~LCr;h=q``jQ&UL7HJL)`=+qIt|t!TAE26eovUJXLVVSqz5t#)W+J^hA*?u zq-MG@eYS|XhWH^e+d)mANeMe((;bzm}Y|Xa1|h2r-f#jcG_{`F>C1A9kmT@c1tvuDv+q z)6mS~99Qrh-7q6L?vD;WIG#u+ko@fhZBT1D- zGe>AX$uz{c2J#fg4N??ef=9=ykzpH8GR?K!{#bdV8bA^Z|3sTXl2Z5nuC4FXq$ z2EN=LB;AV}@rst$lP4i@?C>LpC<$Nv>46}rnfS7$u z-Ef2~VBn-E#5j~MuW3jyRHiuTxCb1r_Y(86$9u<_%(=ocHN!~zcm&(t8J)(7+GvC2 z2;DIg)UOjWy?Pmpy5s`VoB`V)b==r4mQp@vO*rwv62;D}1_4*OeFR6pe+!J#X6C;E zG7FOLbCGmBy=si9`W<<|@iD$_PO#3$t$tXyTr92Y8=CN24`Xz(s}%R-iV=rPxHzC; zcd_^IK4M8q#oLO-qT!sVqX>64uzFKdh`6q!4znn81UENk#dbe}jcG>0+*$AkkG~x6=6-M}BZ=e;)0M-`;riPaBoeKo z#ulmOv@m=Oim-JXyN8A!9VZyY5N^Im)NQz52m&J|l=iVR!+&n%dsb(G6GMQ~wcG%% z9Z3?=8%MD?8mDthYi$8HGBxc3%2~`7A8L z>AF~JCma$nBXG4^J_$9^K%|&x#$F1Rpks$2C`rOIdz|w8xrT$PM!LfXXB6tCagcW_ zsL>My&-LAmRe*dn*BW&xE_kMmV2^E)_{?05hllV^fk9sceRZF7>TF|>TI4>IrW$0@f_A+r9(;0Z&^yZ-h3 zZDrL>Pd;>uwL5eIoS4@h-o}n-#eQrBHNRzWds^E*eSOF>k0;vtHKAkCO(;#+`7l9? zZ0`z#3D!D5B~BBL{kNzB)NB0VDra4RK4M0)-!wYqk|p$MjFxVx6XMw)dR1XZ8hw6-Uvok zAslx^ftzkqNA8)W`KL&dL#ZPWqL88yR9g3kV3VYGd|2F#i;0E2Vw|Ec80p_-6Zxc9 zBXeD3-nX4^e~g-cW)sto8OpghxMy+{pWy-X&>v|&{D0<=e&I;M_M1%*a%>SHbxl>p z1hkC0muE`~Xs?z1y@2yq*Vj91ng~Rfo;G@dm*F81M$LY0+B%>tDf1ZqMG71f!&}GN zZ(9M9O@_f7xN3;6GX_yrE<~-TZ&~v?5E|OeQ+7~DrQP1tGH;0(*P~p%J#V!o^L!uQimS=-X z&G_He%J5?^(oIb zx~g~YuP88@z3t0lZT_{6ZcKU`_1NK^`lTJ&rIVb{^X9hZk~k%Sgq6i5=~$;k{kfqL zqwA`o)EG<-7e=Pk$(Dzsjg=RR0?f(bO8c%dSa_Rt;1q`_+DmqSOi=LJ`aX6$8KPrF zHhY^e=;C%poPW9^e`}HdY-l=K5mxY(&-N^o4G=%uND3~H@ptwNcJN*yv{=ka5J{TH zj4W_t#B5&?|)?V{tlThsbkOcpj?-`~-bb4RtOo!lv7 zSZb|Ar&l)#>}^864P-L_A2~q`E%L?*MotX7wge(YJ*$on%`T90pNqZsnY$C+lud4E zkCuHi81k^vJLqMkj>sM#x)m3^F9iUx!UU}7a)jqbzrtEz?1_z#cHcWIMGc5vB5$WU zfPy*3P5-Fl$sLx5)=<~3_%K@zeXW95r>TA+7{#I_W08dPX0!1C&$IPZiPrn4vsqN5 z;038Srm+tZ%A`m>;nyj3vp{&ajGXxtP*$VOU`xP z?%7n|KzVsS&jseK&(5@caL^HOZCYsET*kG|&9afdqaV&l{x+LL2&_G_o0Viq)c}^u zjp#+&FK9`qWvZ%R6ZVO=W7|7Nk>a4+y<>2 zGpShLu7v@Bd%0o^$T3ezZEg&t1hbcD<6Wf;{Gj6;C?b_O4;60Iuh}%?y=8nE8}qdw zw7xp+tWjeiDcpbaT{4gSNH6Kw)zg_g_2;S6w`vGr(1P7 zU`O8tyIy^)KJ<#fglE1|NQJyq)JCbap;{^KQGic0-&}2BktqfowxLihtb$Q8sBd9* zE3JVpD@l_3qwJ$Cp*2(uGtQ>_x_j}Z;xKu&88f|UTbaEyWzCt7LsEE3IrS&cH8DX! z|_xrxnBA}(u^S8RJfl2UrKWP<4 zS~V&q-fvy%&zuQsL*pBeCG@A|qU<;7?M-Qjm>Iml1B{K(-)6xEM}ow(Wk}}SM%9AO zjywh{#Y^J&^OX(Nggl{c*Wf#6?cYLI%1FCvDF)25Kph|Y1__V3;oo*47E%Uyn30M! z=X`j{ot6U%iZ2;LtsHh@5)G#@NG$NaGw#D_MWl{Df*Xz6!+ftUec(|3!k1-* zZ>PG=O!tcW;BqbN8Yxpgf1wHY%qjYv1vjIWm|#9Yc6G57e}KfkeNiNEU!Gi7H zst6_V(FAokW9cD`67faOIeLjUOr9=d-26KacxGCQ2zpShPnQn8K{<@$yf9DAX-5gj#%&ZpVNo}Z+3zs;Ye zRH6`JT`Vt(12KpXOt~mVG#T?;#>_PSL1o3&*7gN3KWjBGVJ&J;=shd*Mzk|gGnF&)H>XT)xYh|S^lD`fPjY{{DVS&5JRphnozNz7 zIXP}H;4a(k`oSTt`88ju2*iwAuq|@iMcbnUcJ`oSJ<-@cn+ewMZFs4v+Z&5eBareyz-gwFI zR95e{flE7u{lKBAhjhC{e6+H_-d(9k>)Vg12pf7DBnj~$t{tEOBXL_zteM=9k89q0 zjde*?EVL+bFbh)BZ27|07R5!#vL=KyZvx9bzjuUjiE&}ANM{{G4?Hc5T&PyH)YzY{ zFJ?vuy6TK>sA0TZnauMK54~WeSvepIJ~D@(h+2lV0SGNhs>39KrTJ%IxvhaHkhe*X z2DJe1P|Hf!)i7SEb05_)@gvySrDwC!XmhYvTnIwD-)s1)nIQ4Yj3Y=jm1WoU zh_CJr^zK;><{l5D0>(oB@CDxdDJjA`Cszi=wR5Fi>&uffFkVX0&9NQG3?C=Lmw{{* zrtEEfZu@o`#Va46ZVJCft};exuKoCbp~9{HWQ4SY)a*31gs@J;Mteb0)u!ck*s{gE zXq5$`jNlf0V?e~=Hx&qWkJpPDvSyy11+kd+^31FI7WP3BlHFo?S6Y?f`cKf22Lwof zxjW$k@bGY}!3rMf#{|3By&&4{N>6>AO*_?5KSGbpJ9ykDMP@nZ;Z)d&VZ>@wLlGUgmX~5C6;G3MI5b_30i#<}n=zrv z_+rHlJ@-UvFeg9%`8^V}74Caht8z`Ia~vrqMrtxFa=d@eUr1ekidL05oLm6E7(f7q z93xX)Wax}qD4eSl72Jt*Bwf0g?(?IrW}S7;e2eP~)TWbV`Knf$YWJwI&O=?LNZ{%t z3?t^Z_q^efQ}7sUNDl!mfoS3%@L{r=yddu>E#pQbWK@UVjJ-TEx+G;WQ- z2qi3dj8Vzex@3fPG(!@wgBjbfk+N!}+C3$_hlJ8{A6_wNTd~XVg>%Z7^>ju&e!ipU!03$tVuQf!h zXt)hJCLRxhdS6V@5?AcI_IbhdAY;+3r~9p7w8dQVaEgiBq`cu;oJARt!WY+AZ8>@` zZO~p8+zvO;+Ers}8b{LBJX&k~km5_$m`o_$?3hFU(Vx6voe7sY18BuVaNJ5imyA2u zZ*kPcsoBl&DN0oOOE}Ta&Gl9x27L=ZZ3w?>_q=zVpw~=40i-cgYW(jWBNe@JePpU0pM&_n?_(IX2W5BklA{jy%^$Y zroD9HS#c6RRN1}`e&uDvE@+y+^VW!`d*@q9t3r1X&|z;Vgdu5#@jXveq!?vA$amCr zj$-l>zIrZ7vqZ&*0>@z7Lxk81O%2OlDITScYN~W|TwBa9TbjKkUwCN3w zm(T4P*FZ{pgP>+(8a=8Q@Zf@G<4LNkX)A9!9bnQBl+MNo^H}~WT97lKA&w34IT}O| zy{S{1t2J%xOv63J8)SL)nD#INO65`!Jv>|e`^wB8*7&k^;HRhMrY+J9X7>i)7v!2b z(#qwPcY$>)-C-CZIZO$^i}fYpG@t99m7znQx|l%r$vZgEf<<=jQd(V^av`-limWa< z5_7pCK3S1!w}MoZS)_@*;J#d4en=q*S~9tvF88O5dpw`Rj1Tun6H92WyC=tW*mM$( zQQ1=Ufbs$5CTOK6h&1MdB15tR#ewy#tj6Ad3orNFheHDmXC!f27T^@wX?M0tOgwQKCFlQju) z{R~5h9?S;YGsh^aaOG(sVX=8$VZRrZGkw_tLzc9(A_3*NcrMLn(-fmv9iFJ=now7m&y6F(Fn*QIOBxwCnAUh)Kr zB(dSE3*wA!Zo8f*MCa#+_7j~~ve0KDOX4yK0& zMzXiScX94wkbXdaA=!XjeSb|8PE_4Pwzm^_OPgUfw|$&tu^YTnwjRkms)%8gk+b{0 zie-DiJhw$cy>jw4r-SFTEBcMCdwI1h7edso9?WtZ*?878Q8~@%ESOw+n_T;-557RATl5GG&3HR0nU z8esxBwBJX3CVYlcLx<4jR5t;?nVroVz=2xYL9;48zLWrA#0YNL3l?m7bV*?_WKqH(v|RdVuFPFi!`V%^ugAjax&i$ZI*{U zuG3>93;F?sH!Bc;l9#f#gRcjJXQ7fT&h|jX?0+9OCi_;@poo~f!TB~t6Aemb2Taa_ zMv#<3sjv-nNr(2vVmU5a)G%$(y@yTdrmjoEB~FyX!3(LaP?jxtNyDAFSL2!mD;0iq zH@u~De&DQn&ugRs~0)_RFj;<$YJB}+L}?Lz~r&qauxB} z22=1BRm<6pfJcwi@F`rs2VzBcFKiWBsbVrm)npzPro-hgocb>jd*Bzee0FEO$>*J2 zL+1Nbp-0rOqUSD5!9q%#R!$D4UXpMa2rk(KTWp((WoWk7c?bOPzj}TeI<45O=vb0- zFi;WKS2_HFbkP?1$@uH}XI|{ZWuZ1WeOgs`;iW6$=qA{(Zlkl&k?rQK4BvpW#?=wJ zIV??eLtN!Hu!`HaixYi*8UC6-hBb+>O;}-{C5SG^?5OLL_pw6@vfTQ2^jps;O6|7* z`+5!c6%fcYm+`X_R`j7h86rJsSZm@9pZG^?_I$ZMS{_U~i)V)Tbly;#)EQ*kBqFmnM$hLrh%yKd{-mtIp|W@XQATd0@&K;kL2eiwc1 zod-FyfVa)ab+#eMdN4an*@Bqf0VyRW-Z@Twn;~yYM!k2I%3e`GN#DJHFXcMNqAS?t->BqgFol{H3! z5LE@>0jNy%>(`75E|OSLSfY-41&m_VMcAkiaKq4(=ocR&;zwwvdcQf_d=ds^U&{KC z^1-A+95$jR@pYIpIkv|83*jDj0?32}aK(-p)SBp?o5fT|{^5U51lIU6N-;B)LWBF)FlCM7L&un<$!-Ybms}S$|8_%^h)0B1(^4) z*r7Jnlj|i3SatbM;GQ!w7k1i1p=^boDvE%7PxF-_`WY{~9`5zb_#=&E8oiQMIZ>?3 z99np;5L@OAg>&;3arm|>9mDtEzjfEmYy0S+`YI$UEZ!aN4e`c8b>63-=Rld!;vDg4 z29m?Bf!Q{S1=d#Y^{U&e!!RNZ-?x6MQGWJ=jv4!&pEuHVQ#+eRz24^$rHnoH=lInV zf_TLR&iJm9H>q*V?>suOz%VKgj!yFNIz#f_yQQQNp{a0do8+TFnph2r_mx$<3RJF3fmC5wxSb1^D3Zk+X(Q3Sg8Tjn>MzV2q$_~!wN@|+TiIMh z1?1Zx-UNkUc7E7WdJSTz_FPS?697Ng+|3KnW*5|!gfS`<0HKKoz{F>@vB5PI|!BImI z&vQZR2lv>tl=hw`BAC1R%`!6r&XefIh5JO>F!qKyXaB~qbfoyv=Nwu*zH==}jbD}d z{}6UgO~PnlbDep|wr$(CZQHhO+qP}nwr$(a`7V;mMXIuY#qN4~_442fl1VCUQDFa} zTnl$#lJUC-f*&QGCiRC(%>SaSJ%KV!(W-DbG=%lt;D**n;Wi zPSqLhmX{j7si&YIGe24 zoi0(G{jUg&9b9u@PmI$K9*+@65LYG1`$a5AL1J1C5*AkX8d|Sh$hIC`E?%`Nx2Ghm zgS!RNsAWgj(O`g{s*(E>+zWx8v1wJnn#7rc6q;&6(p(|%$8KP#>d!7=Y5C^*I&|$B zq?<+$IuwFbMW9Vw=?_5dZ^xU?%S+6;_4vtEJe#@>>ByDx!irfR*Gf&EkAuRw+88)o z@5Ob}HrXgjiPQeF5+|Rn3G-N3%O+#7r)_Ep%?Eh!*KQQ9?`esUWQ$7Q-DPLLvP|9u zH+7#1!6FC9@$9pFHKtLODTtacHXvtX0)$FAAkt(*Zy6ycxu$^NVxe5)rw z6{^S(KW@_(YpAU9J9lTI@Zcv(6*~XPpJ$eUV_B6zHB13JMWizh7#biNZ{b>$2wpj~ zR#wsQ+zqgOkwoioU7^0rZdpe60&Gv{G4fIDK6+cSwD6^1WFnN5$*Hm>o$0bf(FJ$T zS_G%$3<~I|sQB|wfen7cz1rtyv$bz1{h;zICmFvW@o}h2A0bT_Vwy!+VQD?FaIW#V zw)%w>P)d+C2j%*cSa1o^zL`140=X#3-^ioX-IH|;i+VTnmjdB!gI`OKicfXs-0CO=)1iKkcp2E?$*ua0X_ zP+FT6%K+4Ou@2}4@0oosL~e>j-9P3TWp9Yq++V`{+ zHt!tNSp6j46S)#6A060JJi}yc&OJ&Zx?;O2v=+X%w}6^WEYnaVDQX{9+d0d+r`*Cv-hd%MJdPjxwuRu)1>mMt2NJ zC!dvWdu4k`ek@_`rLa4?C}}!u%*7DZG5LlU2(})f3DZi->R@12>}}6ZjMV+e3B27O zd0k{81N-S8>i%NNe@pW9e3&+1sCBV-2M-4dyyI@$iYdu2Oy^S(m-YU6&NH$cc)CisuuStnr z7CF=pzUaVJ$OnF;-Mf;Cj>3MKrK_LjveohYTK}PaGDO{rj!3$e><3Y_PWq>V?LsyD zoX#9%F|a-%uHM>9VPq!BanrWAR%ia?o(wgbCSy8FrfnFhrvo(Qq4Ofd<&o}PQ5<&3 zU7f~Ht10VTJh4hIBE{I{_l^$vE_HzH(wSX3s5$Po4G_MYA<1aXd{90-a>{7Ux;Xa) zKwPrsNhWD4`_NshziZ-%DQTDbkMOKCe|51gv9d&#imlXk!-vb37c#8)Kw|FR*hpg_ zs!_9pkWs+PW1`wF<%`82KIuXuojEB5uGv2_K>Ypv)Cm>Ojf-;m>qL3~vech%a)-j! z6U(pm_sq;f)n^%w*^&1Jg?l_0pgk|aDOGvL01=)uhbL!^EUw|6E@4g2YoM3)zN4&_ ztR&3M2<}G|0?a@MEG!RS4~Ma`F1`JYZJ6cBzMx_r#aU36>}ocII~%a|+cc$7$yrFe z-UU2bheMh}3oLeY&bOQ0X2v1vuuGu@W7e-^|xB($E(khFW2H$JeZc>t0GXFO63bvIZBv@fPsz$-VnKsn@^ zN>8Pi`L#v0MeBY56pbH_s)_k$=^2GBwGA*2ui(Hs2@_k_vIk|zxYiTTl5po74*MUT zlo5Fgxn@?7lm|#4;8+H476i-+kc(?YUV4>__cBK3L?Cq_4rwRP(26$QB;I+3qH+0z z5!$UA)y~t@#wgP_&_9FTvj&O%CDl8Z#VVvVNE@x3J+H}^3L2?XoMvE(|I`>SCLxmn zL*17YR-$l8&eSUDi2N+p{_Y2P?LaQWv+N73c{F5k?8UWs4gu}z!L@OfZ5fz{lF*Kl zqKDQ7x+s9w=_!37yaG(nT}p{>2#Sm|hmLMeXfe=+Z`g%*wsKhbLLL-KEr381-bp**;$^{QrATI)aCJeY~1;7)^S#} z2v9wLo41k3o}w#M5hPHSs8AoW9BmIs0}Z)`u^FG2MxyAU1-_jxREe-6)L7GQ-lJDt5k|mnl_E!iCX};Fd#7kI zg&1s(m7EdP^@=Ng%>4-~v|SnwODFCn?c^W&cWCRnaja?=nZD@_2)rV?dVY#6g^d3}1`OAEpXq zdQ9;z2?U5~6X^)B_#NI1t@p7J%ZtW{J}F7AgJJjAR!?f-3q^n?(R=9?C1Y5lHI1j| zP-xj0vO2@c-wZd^2A8|nse2&+LaNN~nJzkv91?C+_Lh;+w2okUd5XIV@sak|ri-1Q zinTs?U(xs<;8aM1LoE465(Hw_^r%dIIa$Q3Q(By*GiFo}oEUG!{4<2Xhe2#4;bOvI zug~2V^SsIb<@+^r%7|~oea(&>dV1C8=0F-&5KV?$`0xQBq+_DLJ9gH?e02%RKPBH4 ze!DQ?Z25L2NB`S1wTc+12Sk^Sq z9`Gmd<5d89S*;kTO`bKiy1t#X7=nE}!Tt8C{vMa*K9WM<{M4Y`OOY=_%D}l0;CP;8 zaAhfmtIU{bH^P470Pzz zs+}5Wm-GS8YHv^IrJ)tFvm@UQk6)Q{aZ`IZVz6?ERl_~*=M|8V4UfcY+X8tAUxJ4c zqw=9FGh|`=uPjJ__tNBo@r;*>zR7*?bLiq%(qqw8%CJa=kP0UOSoBCAuxT7l!{) zFre;f9ji-X@=H30wX}vcSWT(Zp|0S-28`%C_By<1iOc`$=5ZNWAtzVca3#8(eO6jC zXvO;x36D{!@7`~kLjfc6`piA_6*oJFUoKGJ)CxZniSDyOuN*56tUP38%1iMyR;5;- zbVLbKO=nn4`gzMk*sva(7q_+Y`+=l~)MR}`&u8MBCg^N5eG7zgYhb_qDpS9xF7(_G ziAtVi{TtB&e@ECc+_7{2JLTncsXdM|)DMgrSE&ZZ=ZD3B#eukoiN#1G0#(rlM!J%C z7~=ysr{_FC0 zfEL4vCG6bt>Y+uU11vOX<5jD)KnyR+)!nL(qOCA?lA&Y@q}lGg{|}7wXfxpd#UnEQ zKY2tJrvGi7WW;BrXJY+7c;f#pp=4xWW@N+vpZEXg5u3Y=>`Qh!S+J{yVtWj?T5Y(f zT5Yy)wl2$!+^k))ovq7^d@juLo^qSqa{BaWW}}X9owS=SbycFG#T7zi$Cr1}$!+b< z1jmHu#$n=9lv>+Z8jlK*TH6>v=$Dun8wV2-BG>_Aw5e}ygk!Y*w*g?$p!@?Prp$7Y z{4){~pkkr%0h@t1eK=(RM{@x<@}m+e%Yfn`_${921Q&KULT1;;KbBycncA9x6n#p= z*SXv|H8Qo@ziS2r#opQ$_pA*({hJdaT6(&gT1fiGXOZz`=)~aS+uZ(`HUE*{+yIR7 zLlI#y`S)P(qm)C)D8rWuxNPeO~-+oiW|pb!Mkm##g2mq9YCMSpm=kZu`s5ruuFDg0Viz z8T0;^j@z37}@!+wobf#|* zaF&0+ucd+B@s~_ZRY3t&-^$qH?7!)yMy3yFX9htQ-U$6b=k1Dx4c~2OA3$8-9&OVt0oJk8;m@o`Qvq+W@knt^i1ARQ?Z2 z#fGk>gs-iwdF43=zl&s+9}`JYJxOFkeNmg6v%5R9UwqM~sjj7_ejIErF8cCKP0r3B zk`cdZ=VcJLe%7b_XaGb2=imUI>FV^~HqUXgznK}onS2oUFRt}&0O=ST>_9#=GyZva z_Pev9w*3B4NmTP|Uw&M_J|JVmfb=cQ4j;+yXX*VvN;;FX)42UFbWdc7f381kr%Jy} zh01wP7M6BqM-cQNnF9>tTV39g0gr!q5MOb+hqbJ%kD{&olYU1}d_mFHG&bCSG}nBD z%>I4>iobXrsk4Wvxco{YQfNp~eh!~>UCB`kW&0u5(>DHj{{tl6{0Ag@N4`AuH+=sG zB%Y_Mr~eMURR|$japgBL`NtgLq1`71{P}-LeCgE#fO0r!Xc(wu`mIg!F&Mg%zLuuC zo&uP%y80(1B_)tyAC&>5Z>$6CO6O6sf_Q!x!2g7Z1&^*{mRWN)_yiyLI2KN zjDV-gV9IG%FZ|#d<_|dRU-hScH1yJtu;uAn=I>IJX@qyqdYfrY&b;6&l??0>^>y@Z z4>uG%^0<7q6wq*-0!-N%RvugQ2+=gDcG9?sxB&)ec|by_oy{#%KdpdE&SEy)nS6cu zC;pZQQi{q%%jy`QAnxK^#oQ zqP7R>U8m{OS!NG3A@XCnAoKM(i9wt706lMoi7dgAe^T12sPd$m%EhAdk){d-LqsTWJZ*SbW61zw0Ws^Gp@nO@w!@?A&Mws@Bli} zwb~^Vxl#DApHG}uae3+S%UoYHjYxEkiaF$V3qNw2e~BMpVIe8pURk4WmKJ7P5|JcO z7vfph;Gi`X4u4?F(xFA!4%ax{c!Aofaa0m7J)mXc?CGlzw#gjkzipvhULt4mU&Rn2 zs~0MOnOMkhzHi$smjYYA_Xp;HyqzlDH~i@bBUhl|=|1JxZ6w#7DDVo3O@my|h-Q5X zlSwT!KZDONJz=cQD2HY(P89o<+#p__B*JSCLgE+m}z{SEyd z#$9X}6ivFK?z4ej&XNf^+Cd-TN`=fa`G$Nq)rb~6JL36K{d5rQ%8 zE8{H9n3T63L0QD}Tc~Or7_p-`*+Q}+1pMK9TnQ#x964SY18lm%x@!owOQQZJBT(7; zyMI7sb_Ml3A=u?u8@o{V=NrljlWPPF3wx*YHS%pVLHm7mKtEdlWzXXG=Z) z=9@D^0qj7!cJB4;#WN;WIxLKvO0L{?xJlGnJckFJuzEFxT;?~c(4bft zcy*ocF^x(iZ+PJ6Kvi7jy&+)(>y{{C9S)UZR?#A!^VbL~S(}nB0}BWj$mZHP1TFSf zDt}b0>t@Nql+}kT^kMFvl6ne4@-=2WMLS6{L3ktRMK|SsBSarCcq50p)`R&XacvvjIYJKSkj3Z z&FWH}0ThSh6K0+Crt3(Q(n;GbBKQ;+~t z&bVG#-iGt>eO4UxvbF*zfB_fJxfsH?Z{C0N1n9%qZ^}te@wHmiCszVoH(z;aT}vD2 zIYeN+4q+p}Bshyu9YEjcb7LxwU*lWfF7>iojughg5JbvcJ@8(i+qz0t!5Hcg;kuro zr@OBh9Ah`m3*Q4Vtko-XKiiH zK57LwC$bbYLotSNNq3Zf7WZ<|YakqHdtpL`%)TtLO@epmV6pgKO|h0I{Ffft_iBmMzf&P_gDVX?ZQuPCWe$(>QC*03@bR8pkPZw_j+Hqu<~JYdBajqG(C`- zGTa@Wtswqv=&mB|@HhtMu*dO)84Jw!9YWOBVp`t!)LkpJT9=dvmEup?bf-2ee&2-a zvQnI2sYDlGrqkNZ9rJ5DZbxYb3eJMdtW*g3%|26guaR2 zw=e|6NA2RfHm?UqexNbG4z_Ek`y;R0vj-#`^n--m4 z`CA>a1C@k<#toQ#EOFMcrx@HOP4|QrHLsINqC~+CkE+01;3hTMK%R;8<~UxPTV|9F zZ0KW7`gj7XKr%Yas9Q`9*^+UFq-(Fi*>83O21y`QdU4sG?Duyu8~tYk;&jcTzY`JI zn*DbHij`PHm>jc(MM26)#b(_aAy#2$6S`RI@C^}_b!gr}=+!|>Vhz@S9q*{{YVc@w z?L}MEs%pXc8$Z&nR|im$()sd43@VY3o?e5I`!e)Lz&l?9Gw(tYMsAUa@nSNqeguMMqQonOGs@kyICH#}~z>sm@Z_ zb4ai`XkYH3ppeUh+3?e^h;1BFx_2X_V<{jfcvx~1A(P+qD~QJY`XBQxK>v^^9`bysp|y1NN*la-ft~SD@VTat z5fM4M;pIx(U&gKsc*-+fKB4lU<)I1<0o+IS&Df{E zT0Lx(4mW8daO=Dy*vck;k-7YbVXPHz_z+&Q_M>S`7~B`r{C8O20vJhQ%c%9hFOr3@ zPDwX5Uh<9Pe8952%_#?HR@Du_o!X#i)BkWETm&iM=;Iqza>>Trtp32XQ5+&4 z-8+WWJcP;y!V0}aX@mx=UH7jfvCvvrp9A-|DdiMB0W2ZROmLQqj{HW3UsN18z;%1p zqXkLH3&RylWL?EmQWjcozIE8O{N_-nM+O7vF};B_i9YmrSYo|~>QWaWo&hYLK;ft`5 z!0s*+27QC}g~*IvU{%vHaz8Sc$@$RD&_1H91Y;3%ia?ZFd}CE}te?xrT}2A{)Ha*h zrZ)(rZ~Sh^2AA!cRChJ-WtZ3F(`ULbzBKjWsa_6D)()Mr(4SPFMi^=Dpnymty3vM9B8}XnSk%{y@ zQ+pW915^-Sm5S)?tZ10hc`DFqwJ}*l1VZw92%2cI++=~>Fwb1*6(;0p7Pff)i$2J(j6qF@;)I9ZwG6$?8xhmuM?jwff9ozxS2y{27*23OL zMJ_EA_0QrlUxf++OZY+REQ$fbn9kapOcf}Hm|)7{0!2?&eOK=UcQGwj>y3C4oJTt* zIvPvHDU)DftwiI+y#a@HXwx%Mvh46C-aIxp;&XTpO@98$1^Dl^fzHk$02F%|i39HW z{F2$lBtMCfo_J`VPZJLv><}OCkrZ=fkvn}u5N6aod(Lu!h)gUuK|k@EHMj8*JnM!w_!VZacu&4P&PY`z|7m{KiGDAai>x!-e*LOv0By;WigoH}y zNg$omow2Pv)KKJ+W2YYfQ1CQmnp5D>X{NZ&b|RkQ2xfb-rD=^OvPd&1fq7VRq)Sat ziRaODN|UD<$dk+~SZZ1##-^Arda|9=m7=XuVAW>na$$gbaw1|KOm}yjlUlZThdPJ1 zF+`dMt5Ijh%-yGsw1Xo=srGC_B2iUAJ_12}KCv1*tk(VW%JQB92>HsHa5LTaK_^IOn4*!4YpP07S*#gspN?Ft{v&09&Wu&~(WxGn~-@L0Q z$Vn?pVf8$ZVa^kRja6=)Xgg994T#`uAAAN%-P)<4*`5Sb_~Ef6Ms zq!eGG-$d=jLVG%F?;5>|XRTF}?v3=sK7RmL+)lH7RT2&g9ktekX4v7arA+qM z?q)qML;S_A8Z$_vNB6(U7oB3-q!1O!Djz%TqkW)W$QeVPW1NUME>R`&OK2;FLT8q; zr&<7Ag#RR#ANX3_ll`Of!xfUv0HYS(tGw~;$ZyMym@ zYL+0z#}MB@jp}^PvBJVcX;n#)-`(&7`|B6W*V=`TyNtv$h0J?6U&l&##@DNX>IAKk zdDp>OvLJ-VA0|wYOq@OfdJ9lT%Q8nVq#{JCg2FO1`Hak23PTiuzthqlLq(d9ZFe78 zd8~jaSm4vJ%M#G!2lY_yM9=F<1}LYBAKs}3mi0ljGb}rFbvYnWI359`;Pr87cekcz zI=ot{r9Vim@wi>a$1bwX=+6}gZC|?)@J4xaggS#tP`k@{-(3TjV7KTcgjO_wUK+!< z`Y0dkkl-gz)})_Y>5tAf94#H#oEtOp8*|MV>1yG&wpG=~rkk^Uw_T<1(O!abvab-w z-99s!#0}z^34}j$ul=oaQ$0rFH$+cz5oTe#mpCDPLhpA}?1lf?S=`>95OW5IY!cf! zPfHc#rqpS*Zt3t@BX8$k5XiCmrKQO8fY4vc`^LF7PPa|u0_8mQyM~A64e_k?>fIt) zd1ortitzS(+M(k$2c=xEj<)| zHyeir3^7tkgCi#@!Wvh%za+Mc87qu&d*cYCeM}?+mx=$&tn#*maXz#pX8@;?*vhY7eGz4zHqVd-i5~95%OGE%pBmc0k%zR_lK7bk#S7nTRZU zyc42sFV9(U0o5>g@DmiqnZ5any9MH3Ze0YrPQdzFN&n!)6|6bktf>AHm1}p~;dn^G zu0^^2&F1nn1<1rGBi~Yru-;Rd0729zZX`H!S6Cr zcgYHL_e~qW3`w__)|JjWR&+%`PjPb%NnI`SKNFk^u_lKYk@Gll()Fxnr37nHXd?a- zu>Y3m_13yOupHTIfJOpqkVtJE3&0p1k-4het8c!Dks!^%nX6Xdxzz?XLCIho&iqSI zHJ>QLs2e9VW%7={X$Exe?RR7}6HHB;hFrCOl_$Oy_uuXMHjc2j_g4QhwQ)wX9Z*$X zZdH7bL0J)nZ+hT(3t2g!|5|_Kx%H>b~-aH=OblRPaF955qMMh66>dghmUWDBM({RvAY^0rb+oGv$ z#VX8<{frbOk%pn+<2Mi%&J}mDSmI%G2auw|`wtb`l6M1?gPZPi$|pNx;cvb+kOlub z^$v}Mg7rrG@g+eoJbU?WAeUYQoiy*3Af4pukyL+xFq|8XzbR|O{pTgKeR!(0eNeZp z9Z-94q;RRZN@X&Pe(*MM3>K8pVGqyg(i{*BJVjL#Pl-;cXf#lQfGv+3KPSUSjYGO% z17RleP|keH2e|@iO_t8p?Kgf~Z8f8$msdYI_G0~{%o!aeE#Wr>LCEzMpHKgfx0A|0 zMH(;3O@g%aN<*4%rCq8i#*JouO&LYAs&RTsF;5VSF$Dg2X;cKlAlsG_wM!Ev{rRx5 zAT7S)P1c*_`%;}Ff$_kuz>8<1HCi=I<9CV=+Im8Kuz@($09X4LP6A#0k@4WauO2u( zpz9OSY4YiAnG|K0qON*yBy`E8Uyc4$B)+X#!whiA#zsGnoU0j|z04O5`Q;_g<|-m&Ie z^9X9|RdKHF6xLFYUn>O-U5b*85=FyX(oB9F5KT=rmkcBQxICbWXR~7MSrMX;o|zfO z=uX5vGxGM$5a%Y-lLw7+U$iTOO(3g`9amvY-^342puRS`T^St``(n(0B?^viO}oeN z1|nP&6SZV^@#9B}IrLF~S~@r%Cg-^e?$Ff#OHN7AiTnZmxRi7xwv%^@`|0uzJ~sa< zR~GMIEYpo|tPF7FR;c?0|1HK*U{NEaNttmN8O>; z&Gz{T(=r<8o^Z@=9!TkDBWBKlN=L+5Ut?wsDv+YvLI(NtxsgR0=zbef;LxI$h194yyhU=x{E)v9tY~Nwi)==CADzyX6DBS9 zCQ2KkcH2Q0POWcUG38?5)edx!ZJm}|+++eTw0v0^OQ2Zt-rKspi~K@)-O}``}t}D9nPnUpDLH|4nv{hE4&!rB&D}WT5bX+Dr&E53l93}Q%JFxRHjx@ zB!-N=?#u`~<-HruP={=JuuuDh&8&?!4`I4!f0+a4(nD1whC9AHf-mypU&C&z+=v9C@WAdT0cUQ-0C201L-M2SUGw2!wBE$9P3b%7v{O5VR%LC+vmKuitj~sh5zRfRgoxU zVd13Lfg5g`m~bkX54yibEqonrr|S&IW)i;Ur929(BaCKtp2MlV|L|gVbT02bV^E5;alii(fPq#Aw6xe(aHRU z7>0aU-!_=Xp^u~4-+lG~3v5m0B8*skwO2m^>JhN_%Tj1ra8L>C;Xo>Ucr5PvD%V&3FCO-LU`G-9URtUH>NsX+^F z@2x3GTts(*4|%FnWZ%x@v3S}t?Hi3xQoUvyp6m5wOG}YBGGw5pN+KcBs;F zvVvaWzvY@^3(HRJHl1bfKVN)rzbFj-g=;T!Te888gkhThVyK~@XXl06Pj1Neu--gG zn63$2oaIhWI|#ZGH`Y5WC}f4$0%<~asNquK*Z}IF{+YhZFXBu5;?LDQ+-F(NN$l$F z?Y~Z$LdT3WEskU&RYAR$)ix~bW+9W^r%+`G3h%|J(iYJn1~uw1?zGv~Hy-o6-GJ(4 zSiWCb4sFO1%RiHwc01##r<4|-&4WkPZmoZEXzqg(AA^~!y`F9II{PN@NZG)cQZC|4 zpvA14c6+I~s&aS+7q}$pLyFp7m0)o#Tz}U@5bf*Wm56Z{@T$lq_Xb)JfQs^u*4;wl z#6%vx<5FpjpW`Bk(Pyb!4M|{3z9F~E{2#Z0?A~FM_cMV~{p)xRhxnJl{RR)|JSc;0GW84oojc7)*&T!K>IUZQn0T_~Y7bkS>DPdYMKH$@niOTVjRtMIhK2z<%VB9MH1R~s&wOE3XUbaN^&W^g7C)3)gL zb}j<*WcyQ`E71)g(S~RKB#K0{P-M~&xZt(Z>dtl`sUMPKt7*$aHdmr=(G|q*!BZ8dm5^C zvZ!YH<{Sv0i1?IH+KKEV55+g#n^uXNkx>7LXA8}tKT#UnOn80(mbztIT3SXdm#@4L zD`G0&0lQS&XOulJI-tdP!vk0uD5*DvnP zoG1z5bKcMXC12)A2A8uqDLg2_qpc46Gs z7zw457v>+Gtnc+!l~Ta&!MblC6%@vrumJ-h6(nK!7CFx>?vBqja@&w+yRM>rHf6d4 zZ$wS=tQw7<&SX4sPI3DM7GF8E9dS=n>NYIsltSykOl0}fQ!3w(0fFq18BJ!eq3DrxT^>Nj?28_<@va^RY&;7LRi*SmFE!*qaLUD zXChFE77r9>zW*czAoTT69*-ZRaCSg-iCCaPi+&g8-rPxaEs|hb19p&f6`%Z_1sEuA zTGo1Du)w%2Hxm<(a@)5QDG4_o)Qc)$t8qFT0HAIv2tl57&xu1bL!5mt8A6*fV8{0f ziuMBw;!L<9t10ewq!kSwM=-Br1+KNXLF@>agaxJ$Hk|*QiUUpvLeMNoMfsT)A4v}> zSSb-dEW(a8S}-CpjCs-P7g<+yOaZ4S^9y0A6YGWOLst3a_w5#JBp&Y712CU|5@D_zsM*a_3$ z7>H9)U2SUa5R9HvSPTmG=fVp^7wS4$^B~z#{K^fIXWK!?R8Yl)NoLC}uwAuC&Y^lS z)`i>M-ivVQTKgWKotonBJTTxTt>!+>d*_6sN3!9ioeF zs~d&Dv4dUVzfzb<)8goFFNba|qm?}z!K6siLq=HntGI!?C)P)D04hb-Owk^$py*xAY-RtJ_9_*0loOiYU1B~#NEf!lhaaNR4Z#_$d zL@#KE`P|F+{nR~(V$65Y>I?niYu*K?$-1EydRUro7Gz^aIxe3`dH>RukjSfxRqE;A14gRF-_<1BJ~Tz3@#{ZAPsKzP`emU<(%&2+}7 z!z4+*rVkW#bicJl>(aukKC8D2)MB8k_^vIEzC}4rBo{l9Hi+z?{R#U7>_3C38U3Mn zENIqYR(V6N28G!hd2|$=LNeyYID2K^-{4^UKcC|+8@d_3GcklKfij$o6YG60A#i!t zp(&L%+-r1^<2R5XM$s5F0cZzuZNZnR=IZLRh=m`)FmuLnXwoSJ6keZlbDLlJ&qwn@ zKwfW#@58?Fi+OZ1;Kp;7oUP?6<~W3r?!SY5f--=GbeXQp7=lz&um*qh7XQwR5&`X;K#QU zckvFMj7GI$A0|sR85?q+Ul<9FZ@sCdY#AlMfR$mAB2VePC8CWSUt8Yf25bk6C0Q~o ziv~0eU1fTno*5?u{KWF=B{X(iqHCZ7Igb<{Ov6~8#y+(uoH(a5^zjmzQ=u_cseqTF zq-QD2sIDf42ux&0DJPsUQw|zW4yI>fSJm89YGWgBoy1Y$%`+piKUQ_R)N;1Sb5YMx=enFZ{7uY zSrj?gj_8lLk!I3R$IW6$r@jofBn5g`aS2Z;@c_bJW&pIaDAN9TD7==v-jGTqb$iEr zaLxk4T;C7f#~gNNG_Fvjf^=DZCN>G`kgVZ#tE#)Q=w6o|(3Kh`f!IXnTGptM7UQlE zH)1jbMo>K*31tFN(uJTjlV#p|9KfU>_zQEV0*3!V7&SXS4cO-)zCoKW>0q` zppakH`YfF-lM_Oh;wE9-lR3$KE@!!rPq)|=@N#^$5AgiJ4~L4u^vrrc7GJ&(B}l7!1()8KN;|1{vo z8>#MV7Fea|KAaRMqaN08dPN3$JirPyE%@^YlrCbLZ7{!2YOBMCk6K+1m+N}xX4c1H zZ43Yx%%XaBpzz=%;BrI+QTZlT((+psYY0Tk5?5cDH6o6c zF(gn&vng13-8l%CToewR<$+k!HW1E?PeFjLitd*_4QC1fDTF$ zV)}HhzBWA0AieMsGhnL;#z`-0?YUiz^f-SjFty;fVvae_FqmP`C5O^dRML?+T^>y+ zT^*nB`&v4N22xa&_L*y+aC9oDLexg@gT-{ebH&;0WhY_afKBXr&}YL z0^%oz7)Ja;*rL{91X8T=QP$epCF+c$9Yq>|kN8(PmqtUnfK{S-SOwk{Nlhr@W301} z$8_7(JgM#|vAVnkPuXQd+~#ic{nIT6t-z>No}q0!d4y~H%H$~(e@YAAyVRtWHb_7R zcM>?6B$^0zD{5F$RhAq_M2)UrFlaor>YX0*0UBIHhnMVdj(^<_&3RK!Aq zQ+==M-pw#|TC{?X-s%87)&!yw3_g(7d92FWe1Aa}T3x-qnnVB|@uJF$RSeM>t6W+|=* zS%3s`>t`BOxUJy3<*v5VYuXXlYz`q1SHMdY7ZT;_L?{%yT7GWmSX(*IeIqtuL0(Z9 zIe$SUfVJP->Fgz!|VG|%spNawR>b!_mNVJu(;fB0TRY7 z#C<&fjQ-XV)HV63y2y*TV+ym=Rt85d-V$tEIj_b%`jC2ea9dT6!`sL&NLgQ6s6q z%PyL{3uA*HUCi6I$){cX5GPaQ*qGFKy*8M3Q^Ac{)9It7j`s@D$+ukpGDa(&5JY)e z_-9|?`DoyCxDKT32v-x}ystBSg$aRd_G{~qvQ}4>UA&2ku;t*W^_W-V8TV=X=wSHL z`d>19!6OKvL?|Ism03@-TT)mm#D%-EjSM$DAP@;g3*svCaI-@Y{ug8C&?Q*3rQ5J= z+Znd)hz#4dZQHhO+qP}nHeS9))wqq@sNUIQoFA~hg*h+yV6I_Bl<9mpwqDL{p}j!i_)m31q7qEQah3nF=G5 z@W9&MKR7WDzNdyP0O52Z)d(9tYVtV9z8U`2XEr&ApifOlr}9xSRzlz3Xu&r`r)!h3 zMn{v7iS{46EB;U}g?N&)H%81NohJH%#coP^7Wnya>4Qi|e+7ZMPfDtt!3UNTb+1u@-gRhWY?iYHncD4R;D0%O`0R)(CBr^;qfC&W|vZNpQg8&{s%vrt+c!q>&@ zkv2X%9=i?pE+@gPwyos$8Xi5C0r1Uaq#-5jv4B;wwnQdXQ6g_=v*vI%)~7K@`T2OZh5; z!D0d|hDJ6Vi~jqRAUhjl0i*00OO(LT?VlQ;r#=&PGOv9k=a{4YFfJc$Ka=gR(^xlH zNE0_;`95rRy20l#EzJj&e*;2tBpOBjAnOoV)C2p9uDx{w%GHmX5~@ZVGc z$Amk+-{f-f=X!aXwW-70Y&X!PN3AGh zuCO_Dd3VrtI0jETGRW~n!pa5(9Yjtc_Dj6W+t32<4zWV>KfVi)8E=rC8FtaFhNB5{u(6Svzw(6wIB}9kxu!eWt9Sp=Zv#~6lfZ9~} z6dN+&h3LEi2|QzzZX5_O#3*Ke1WY9!3} z*8k7*sxCcj@ZG!x&3ECTzWRP?ZWew(3!ic!tDB=qPz*o*olqXNBS*X~Q!F?Tv!`Wv z)2$9>W|fq_He^c4nR|9diF)G3=N3wSk5_g>w7nd3o^K6(kdgD+VfQFTNA5W~W)QAm z^o`!=kl*-r>CAQXAs=WhiCISmhHw&_S#D$EqsBGn*cw;ypJtx700;Y?1eL3rm#|6O zcRV6Hd(?EM$F<+0{^Y?B9oXM)y!T7AbM&iEbZkACDN?%@-)@$c8K9`pqu9XMU;A&X==x+=5gWxerV(K3>j}ow~Pe4O6 zv6Xsl?|pIrR;_6N4!RZ>HvIy%=Rs=oshWT;XRsSU8n8Tyb_b0Pd!r0r3t(K)(KI<+ z)HaxmXCwQ5VGtSO2=@4pxxCe&6PcOodM<-r&S-2xyiPlTxagITQ9tBKjoy3gv8Amf zG}4;LkGx;8!e~?#(jZ`LJS~MOg z6ug|EmmpJefzc~$`tVyZ6vMFB-_czTIjhPDGa!f}{KWd(OP?(Tu)=@4R3j^miY*oC zD0_S7Yr7@87cey=eE~0IjtAZCVoVJ1QpeZ-77rWI8+qYzKQ#NH?NL@ngQYM75k)BO z7Cdgk*3R_nNF9*Z{;JA=bbgw$QFW08Y=&U>Cuy)>J|VGCw7UUdG`!QT2S5W40@3%;GV>7apvHgK%T$&-;19~vH9 zwdHUF)|SaE{X(>{?yP(wI+yzven%fUuVtqdt=lK!FKPeDLj%Q9OHF=Y7(urV8A^Ii z?>7>u`?H<6*!@A4ik?@>*V$Hb$Iqtd`DY4r-hRa42=q;}$-*M2N*g_Als1y|QGCLU z>QP+TPyjBxAHotx#Q~EHE+?FkMA#>Z)z(+FtTKSFYj7)^E!W$*kTLQfI?dV;rJd)s z$h*6e_2F9I43~C8^l@XnN~=ymT~L^DPpmiL9pi5v1mPbmh4T@uws{+_%LCk0Ix1!r zL~z|c%ircIhMjauQVgs*r3EG=4s|aR-99a?KD+h-TR!^Il#XN?vX=}}=D}=cym)*4S+K;me zezVp#9P9mHoHvz>3Hqn1tlBcA5^7+tu4Rw@){kTSX92N9hgd0wwIH@jj+naB2E&Wo z2s|%dwbUh6GoS`et-K}78IZ6OBL9x!xji>J{9lk91Lb?Xg=`%z**5Xl9L81VKXVAs z@LPi2OR;(C#tGraBUvY2G>JSq@MRUhfxVZQLdxGr zRU&24(7y=TO*UXm4tvJ!lJCy`%G7otpz_xAMS5#_FXNRfK!Vz&8!ug`x0z54YIs^C zwt$ZkTM&$Bjfb`vIx+hk=bq?M7S{TFbcwu?V67nIhT5P{wZ@dt5{w7LTYHE4>hkw0 z7viKTq1~u0&4x9Wwjv z!&e^pzHY#ew`HMq8*jE0$ib3TvbDtQi?-JBeG7%2s-n#S(wR4el@es?=)OSaxO9(M08R?O5X4%>v%}6f5q>{UVK$Y$+%ZAMuFOO7tI&tY0CX z)bYv!%+yGKgB7)GWM%cP4oG$r1V@$9?GN*eoL&I6$)tAB$i7{O6svHRDzV~$4!6d2Zf6-hNaF_*N^ZDJNeIF<@KQ5MPA*#FpepkPz)#-1a6 zD;Lx<9GXM6#xh!pqdnoJ;3JU;^8Z_-9^uF+MNt`OaYLle_PogS5F~MVU2&&U5UuBN zoYa|r(<~@#XFOamP|sw6ZS{x!4Vqsj?3t3NJQzVKEj!$}+S9!?kQV;?!;{{f!Lg?! zXB?h7VKc&kM6lN_w*idA0y14|8!}otSxPT4rNofkv9!cOb1y{<{nKtNTr(J(P4Y=Y$) z)9Rk~#@QrZ{{27*H?<66_+|2qyM1Xv*tH_?5|U3x%oB)?2zGS9?7)*t>;h)1-Z;w( zSJ>bt+^3;4uguBfLSTHvg)=k6nd(83UW-*8MXowoOsF!df&hDq~bl*h*mqG?Jt<=KpQmm zEh!B2#_wYR&}9c!4V4oY4kPRkOqC5bO+U`bitKkvx&x5_42unu$rklFli}?f8Hohf zJn2gQfbeE#x1=ZE{GhfM@FHpjVeMJ8{2!W36gwH+D{34`#^fY{jjbsd; z)RIa$W{jyTrJ=yIjj+J5?wvF6Ng2<85TnSY>F)E{vj4fJ24?!2K4-Pw;lSd$ArTSm zT?opSh$2p4yV`1CR_n89ab?J2W-3#-gyz-22BrAOjhxMCWp-&39(1UkwQ0iT(pitP z24cpW)dw{|j$Ik+w(w~8$(%x_@_~S&?M0?1h^mWa{OixL)ZWr8tPnjTIPq(xPVS%0|6*hcBmV6C@RT5#}!a zhl&zDyu|ECWrGQdU9AVDX*dIG{|Z7U=YR;Ryq) zWeTc&O`s@8l50V4KMh*=_SJg8bu>x!>Th&9#vn)8Src-g0dPAch0;c8 zvuq9q3JGve@chABt}8lokkjkhukluPOXqItLZ>Sn|3CLl27v*51zJ2*`DKbXG&}Wp zLUuIbXwsevC=ruZ(HrK@-3S6_MVvW&pfrK!_TH)k^rE??14P)vbbnH4QIs@<4*M@jaW?cJ;-7;y>AuzVv&;25I-t zsEmU&)Tg|#QQXL;e?v%QC&;B$>3#;J3gO;2!9gXAyNLkPUzBf6BXW@gaN9C__DDH%WmVX8A!OrE*Or*ptLB z*}#grAhu1?D&1Di@UJGDIyx|M-VzCkra*oMH2{d;2ou;v5~}Tfn}zsPKmRgFSy17v zzU~;4Dh!U_Z;S;@-&p1!kN^wuq~4-%%g1mX@z19XCz^M9KHF z=-ms$aa$&GDH%C;{l*U?Jt0P;)DKdpGRdTL7SRmOltqr|&ZOEO5te70T z_?oZt*KOLj`GL7R_7bH(?*0XvS&h7Ul=^zY1sc6d38$dQd5Yk7;N@t&a(`G1ptcn$ zDYKbh7eChB`|=f)gr?zrZ3THX!X7Z#oj^zw5RZ*BlB>20r*f{k2o+Du52+M{+a)+= zA~NWw2~cJbPZcEO*w$*<*QZCaZt*D5x}nxfbe~0=LeqIsekF&~X$yfeaZ;cb&=K+9 zqUD#yk#qTNl0%w(FdjgNTyjoy*@ZR?Jg(EBgHPR!34QJ}fX0ua*WDWdC&X zX*pmmG+6^Na-EauQAp*-6}0?j?ss{A*S zmB^!(VUf=nW0+lnx@O_~;-%Af1K+2-c(2Ep^dqaO9D+6~qVKB+2~|JpD=^Cr2*2^_ zQ|HOG3{Q!~3YIJWcE+<)L}PvWlY``^Dd30X%^`KyAb_45bzKhiaqyYf;?L8(`dc)& zG-DW!eOJ(#%eP9%$R;xNDcMzbr-Y#G=tRrb8ff`P`typlQ*Sg>>q_16T_Y-#M6HF- z%yupp?w1I-!HDwbvm$mW|%Rn+zgPd*n% zJ4q&e;d?mNCf9W=Pf8(c_}!!7uMa1wf#12X2l5^>(y-jX8CFt>hPc+YqM#HQDEGY;e>Ikhu!5= z@6DQ{J5rbsM9t_S`Il`9>0stQJ>6x?aOr_ud@>>aeNob?ed;Ou-IZw$j^P;zJ2(e4 z4bqq}CX20k`lYf%(xJfSZrM+AT8P+H(s!ss&c)WqdbkACjsf2?56?s=RmUyx4frTg z+iNGlG9O^`Fdc(CQMK#P_>7ZGNU~abE z28?of-eNc;))m0vu#*vL{rr<3)6lL_FD8Pj0^ua(9e43>H3yql{tgZ2nC!VRAjza@ z@kK${a>XKLwKuZD9-#lwsJ73wXQM+`_&2Hbo8b!Ug33<~kXh$vEaOZd?3IF;M9Fa9 z1E~G5>oxGoKR4zL(`BPoJ88h5X!6V3ZE&rzEM9_SR6%!rC9Bm;@mHF3C5%<{z(I!9>My!5DUu)+XpBgx z#?ul>0Tfie3n$@`@JUKcun{KZ4$OlR`F23h{=GCL* zjHsR>-bV#3gZ?6wjX7Z;Jdh>K5&OPN%tDR(zpxaCyFPy`^PqmG|Wbb8jQXPMAtX z`_?1;>-vVCSO1p(TWCP4rFEvp%L)$}dR}X23d@=tPF6!=)#V(~quoddtL?O)L0DvI zHD{iY z5A8qkjqaaNqCE>=HWq21p-WZDmY zI^cye*`C+jng1B{YsdG;aFR0c80g1)*-#lbP#^ER&-nyk;Z^Y(F<;wabIDOJuClz- zAI-fX)9zHvx9@yq8m)VkWn2hQGh%tZCGddE-?mIE#9N~t$`8B_S#ZOEHCgvMZ>GB) zzyY)B>X71_>}u;C4n#$k@*@zs*hvD(l#$E_RHu~V3mlQo-%qF&$E_-Cr6ZAxSeoIj-}?ldW? zLEUm!?_|w~mOrbcrh3;d@8|nT%6i&ioc`Q3C94-U@JAKor-w<&V6H z&CWX>8)$k}5FJ$^MSEkY9)zJcSs=|*-U4G9XQ?~^{AOiBn`eij*Q`I_!Cud?X2zPN zME8^$b4#k9Q;E!PpQ75W)}=Tvaw^!Q)S|J)7&TZW!E-inM|AmtQjlsL!%YmuINjQ% zJ$GKWK_9k4jj+MF!UETTWVlwGL@D-h_tSq8g8v9NAl@5DcmabGOz zJh@u=&{hShEf4~9vw0dOL=X6{26OGJa!$5QuF!D3PA-$H5Qvb5t90$5hI!<>#A0VitDg8Qek2(gIp zq9E5%2mE0@+ykXZS%`6Pp|A&uTe_%iuAsV7I4pX@7`JMtqX{Mh?DIOWFekjHaLAjF zekbc??M}wNcS8>*KEKI>f7~vVqe6=btYf33P{C5C#Ky(LI5l4j-;=g}AA_me8 zTFz$j-9m+b1u@hdjRVo*al1MYH!>W@FTp@E8T1Bi`Oe1$gQixMby(8njUdlg0l!;%yEsqhPQn z(U`*0G4~@{3Rmk_i#Hy*23(sm69`-Ob#Dypzp+A@{~IfmgPHX| zSfOl8?EmxnPgE!qI|sx62ZjD$P@&Dr?%YbBpS36~BBZTaL-E=$OjBzeE@YE=CPuM_ zCsPdjNu6rI{NX83ISjZi4p41lK{}8Gi8DC`|FAO?MoA|L*)rlh{qlXf$(Ez z_1yCZmHGUuy!0SU9QDM(3)cw0C;&ro10oDD&Mza0!`EBf`Y?@x2oVS9;Q$7t`!HpP zfo;S=OpX9HAYed*2nkX_38?+x+<|kLL!X)b8g{l914{x&ffj|mc!}OBhGRrui_QRF zSZ$oZ0XFi$<+#nA?&)v?7{0A|`l4g@4;<;m7_u+;Tk}8N*b!icW&sfV{>JfVrT@;A zgi`|l#D~bM0|l{p1LWZb6nHrT2Zn_~aBGqX--r1{pE{O4&kL~&5&$6v0j?`mzFDf6Z_Qr{R8UVx&MQ;Usb$!a)$8g&GR-?=!D1 z4-TU4`QudBtWM#lgW z`_y1SLIxc?VbG| z^d0m`r?jC-BkuMgp9Dn`kbl-PPX&FBj)chdA@~gdQY0W65TMa-^BFJ+SdAbdBTtLH z0YD!?574%m5w<}B$@xP>g#X~Z-NT8|1E%4CMKtrW^0u9y$8M6ZBh6^*4u&EKtwc$z5JRy_;60j4;^>-bBllKI({+%9@)3a|MDG^ ztI~;A>1@Ix-tphaVu+oMg$JeK;Upn4CSG86B10KG>H{~nBdC;^CziS$wW-+}eufk8 z*!l7Hr+p!ZG}92ngairpxrKn~hrdg3sKD0S^!2$0W>#NsEdTDvEdIdJ1M55JvGS9| z1IiHq6xxNT#UeiQ|6pg7eEVSnf_Wiqg777Z2jTnQQjF-v|3Zio z{RDZHX8DC9M7VXGv%w}3A364y^~wYFpK+lC*U=D!_*4aix+(sR&D!TPe(xA4y)`cb zfDG(nm%ajh$%a;;0wiCUMaV=4G8yIF{Q>>5^BdtS{K4H^K?{#sA;$v#5N2Xj5iv|) z&@&K>diS45Q!iO8jA)*1^}HtoCZIqv*wfHN2odoz^BArfPz(JkDR9R!dD}^xr0LFv zpR)cgESHqu;XQq)8oN;23bszq7)4lZJ^`#Rx4+BX!Mg9YBj@^~D0$;!RMY4KIHF*P zYK&uLgTL+fx|Jj0-Bn%Yku1~tIM1DXI5M4%4zHyI#%Ig762af=m1n>b#zDym5PebrkxWl6Fq({1yZ}wbg=_JvDy69(n#_vIgQjiD@iM2 zKJPmeHG`-yhOdzVL7t$g;+hOpFD1wdkE2jecaKwPsk?8MAiGWa#==9XX@6BR&uXEQ zX1N*1;BNPnz45h4r`Dq_!t1_*L@jEmJ25h(eB3`7P;uJCXWo>SRr@MoZGR9mOAAvQ zx14Fn3qlK@UH8G`Nxtsb!1aSu_p6|wc4hV%y7;$}sw+_9cmwm1y67l3_<3|9Siy{j zj;xJVzgpz5!&}EP7uQ1O%V|JbW`<0A{X_$YxV)r9aj}U=Z`??axcrp!&fwc1OZs~V zGGlgy#Vs%oS{okX+UL(g(EPUibH(@R3#$eCMe7)hRfIRR4OANb_FPRmjqq+Ao)#%t zXk}TpDI18~Qfiuao!1}lN(o!iXa4voS*$u=b{}5lQ}?+Lr1WK~)f%%Q7|Eo3iSOA* z``W49a#<~=-=fKmwf49pmX~^cpb0Fdg0mFTs*FxXevd7(u?I}cgQJw77821~g~i9y z6u8w(R91SOZSmz*-bSX@nQ;O{FEC!b^TS-y=@)8tm-S&&w>Gm-D1U-_{)R)<5K4T z{9|e&9Kur__ZE(8!S3!Q`PS8pAHbn!&+&j#o7`nDtu*}anKlubs%=O0TL{rRJm^QM zrc`F)rIvNA5J+w{@DATKPbfDuNxiC!$8ujUl6IAd`V)4?5ivo77SPCrN2jLuw*rHj z593ltrEo4W;1U{CcFeP42g0s{xy`S;>z*3qa@*FA!S9i`QmSlGE;>D;yqX^Dv2AQE z3-PF}1@kB?d$(&ui{+Mg<$NW4+(*d~B$EGm9E%>KBXRDE z2AtQ3e|JR~d_irbug3?EDvo$uQ+2DM=ZGnquD=lA)}UTa&xYd$=}KRQ%(s;0sv! zlXusx*|*dnMY%I1u@$BFGd3ht%7$fDFiwv>MBdBnWNCCa(oDSMHcbD@;+^fhd(fZG zGVKxL98>CRscPHy_h{!yM3+=YOSx7zZ?8mgzq_|8pfAiOr}Mva%lqs%)_iv`sJhT1 zCv);~kPr!l_mWDhIakqDN7t;QEpd*%fOUHm1%yl<|Emzlpr-Mf3w%2t<@v!Mbn@hjP6E|Lqv|jAFg*Q0jp8)NXK|@JKju}gG8(41lwKp@}u70ILn4hE!h@YJGan+ z+un6O-aT5So%^^96U&fFIj1sVM_eRRb-m4`08YvGLbUVc_*q_K1Rd@N4qEj1XF}GZ zes4Y5BeCaw-44AT=G3>FJTQJ$UfETs<$=w2G}J%H$73!g;?t#Aj1_g-W!Kp@?`wZ4 znJe}j^euuX9=bvYzjx1Sx4~0pSLbUONgZw`U;XxbI#Bw!VRj2am z^W@Ap{+hb{QK#^DwqR!_YTj4Jjr>Q0>L;3MXO=c{eT7TjY0+#B`-R@}_B9IZG_GiV z>JdCkkhagKF@FrjC)w#3ep8x8FA(rcoKgIzU5&ei&iZK6z#HhuN;{`e910-|wp(w*etwj!$fbdvo!m9I96v zP`ZEq>=FtFsU zJB{|maez!2)oSe?72l3#LCjbHus4$p18KEUg>+-Hty_AwxIW}>UThYm8AmWtgsU~^ zY4TsNN61kYQnEuPY9;hbYZGJlt4-(fQx!u&+ky(DZI`FPpQ?PTTz=F-mXb$kO0FuO z_XhSAl9%e5@y#i05{?E3gCRPU%c5Xl1U^Ii-FFoHbmP&L=o+FJN$L%e(`G8=p87Ef zDf=r;g%xwL+JWS+=dOkiI_L*pL!Z?^T=Eoa%yrri1>6R(+vc6Ldb6TR^7*zW;KNrV z9hYMQv6hEstl8Qj#N_-~Sy(8*Oziwq+ z%gcpmH{HI1_oOTRj+Y#!&a>|?RCOBm53 z)>%rA=TILD+i81oJ$LUc=4gFAA&qzvt3E2cbW|?I#!0qCp9k%jAu7t=bX+^_;O<@* z%e{>s6$azpk5<6XfzGuBAr8th*DW1*E!kq&9&-BD%(R#k9$AO+afA!k&oHju9f=yN z=#Cg8lV?U!UU&q%2htz&hSSYCLvUKO=bLrG59Gz4V>blt#*Q6VlDRHsQW({kceWU4 z^3g@thBABzoP^|d9l)nmlAE&95;$4(tkszCXI4HwDJYM4Zo}Rk4DS=dt7S?KN2JZG z!$?7P=7X!a_V<(xqBQKyf`!=F5QC-O$~&%qqK=ei$V{WvYCxeIv^|=N;B8%wWuBFO zxnC4F4P4|1+v{u(C4#pQF07vs#koD=VpF zXcz&DlWQQs_BJdq3_bl6%-~%1LU9m901(l3IWrQ`wm1bL%>wBiY|bl>$IP?m?^jK` zNlyD}_rZ>3Z8yG&2d=k`x@Q`VI3$>e!{g(f1OPKLi@!LzG6@1u%i-za3NVKUzaInu zUn~GVJ}pxtHxP($fW90k0TKz|9=ZT0;FEwI$=EVl5I~;RkbOGf1OWwv|G_n23opQ5 z1SGRPVDNk3HNRdzxGCImYiK92d4e)x3@8J!;IY9yUWmFv(Il6=Hy{ZarUddmYHx*%7T znB!RJm*tO6yVZgH@b@4E+X8JTex$IWB{BC}nU%_bflfXu0sN*R!-J&m9z5LL@7X=t zh~4!d#PHaUQh9;N>$v)$L+k+aav%^uo+=se)P3IgO@j&=v+qWO1@g1(O7?7;nh9YP+r%@&q@dmbmUAhuzXVEXa;dhVQ8PnZidpAO5 zCIKKi5Crg9dNq+j&3}2IS5-~2aNWv$q4bmY792p}?fNzB)6S!(E8G1w!0nUs49(Q8 zd-Z$76709ZBTx?h9m$Q#{An}6-Z~*q}y3TU5mHf@f!e;u7#$5gf_-2QJvjY&^ z5&+Z#N4W66JcWA#0gQuym-E}r9pXcz?WO3$vkDc4<+<3~`xr(G48J!KaA7T=sja$CAsI8Tg%rMOmcO0@M04PJV15h$pgtl1fpLPM_r~8(WZ^eH0x8lH z7a^Y{DZ~w2NMGKUubRBMTx}v>ft(GTFMpEH-M>E;j$_S|#3AOESAJZ95R)Lrron!% zNx~ZXv;<;&QQGH$e!Ec+QGf{h>UIx6L2S5xD5mHj_MAU~3yg?={3w!rl~DNW|1H?_ zc@PIJT*Co&aDDFwMF;@#{HRSu_n+fWx5@8+LjO35I@{FT>9Qg1-sXSLc3z{eh!N@0 z5*XI;TulFjLR-Wk>e)K-E;$dxHWc#yew)6>0!{VW4)7HmAL;G*Yy|)T*Z}G;B|Soh z0}2Pf1N|VHzphH1tcrwiYW@zhv2g={JbYMb-#2kOdd5^Yz^M~*2{D{HaVBx^#bWL1e!hY7(E2IN zt+)C!`@X_(kVTDD%Y}#JkkV;yT2Xr_F#Hkopmf>}u7rQEBO>%GpxEEIRDkR{_wy|i z0&HAoU*)v{+B*x_K@N#U3=2Ik*2z-c-oL~3XS&T9tfL&fOMYp#W~d8|^fM{SG&KV- zrw6+ckPIhsik_t#UO*kDeqjm!Bu9&u`?H7A`VP9)M}B z^=`kyJ4c=kYc<84+eUF{v-Zhf(j`tOqL zDoSdeffnX=I;_;46*7t{?{-uRq#I9BeMVE~C}B535t)OWZ{yt* z5!TqE<;kTmki-hz!*Gc20Z|RN3=x1YB4+4Pw5e6p@byVI4LT_HV$0DKp1WK{VQ@RV zL->D+jdiD#!O&lM)Waxa35}E?r~dV;UTV5Z+gx&+b}jB?EE@v=OBfjrL!XiHuShCi z3z1*9dpk$jo3cpi0x^ z%h$hbV10gm54*coQ}KaR2YYsQ1TO_xd#+a#V$)Byt4DsU&S7Of18sA2)H1+e9A9?J zU}`34miL(BcGfoElt4X2G}~ChqsQ^|VY@eieUS zQh}B#SR*<}y{;nnZR>gZ?FObb^D@588*6dhVxd)W^2Hk=q^qu@P}1DXz;a z=dDYLZYrH0-kkTmjvJRbGWv78->$OpM?d;l{uvct%5;JG5#)Q2Kj3#2-CLa-t<}&u zcbe8Gyg$yv5oNfxHM$i$M;3>)TU<@$14KdGOksqaZ^5pT_vNf)hbr$2yx6G%$yCX@{y~~GW z=hLI>l4k#Lb-3+0CG-*MkE-xK1JH_-D2f~O-xQ5pNSUfo*`>@g_F-c%;5RX2VQ=2K zXy8z6Hw<%Nwsp|O$DZhYZe>o}!6V#JB6YsK!RYY6I+y%fT~qXEA!e|&KGZ@P2NKap z7rlwkU9~(n8J7*~BbY1il+1%K;NzXg=zu(|Hlh<`IY+8^otN4?d}ZI})=$_(M9%A3 zQ~p+8uu6_S2XPMoVrd>y`W^)3FL|7|KU}maxYaP6+ekE_TZ$nZ1PhhB6)6zDcaKUc zh(8RCA=PxG2*h7WVNKqA5sBuDr=t*Xm5(b8*w<=kS#kFKeFK{KvJ&rd;cOMgq!}ll zDr?YK<_JO)iASl#s4i%LvoVpP6RufhXYiX!xbbRgv`t(QuhgQvS~6rRjhj=`^IO{; zyrq+5zJ-V8;>p}>Qb4^PcJQ$azmZ=KCIRO8RDi?_aIgFqRZTBADKlOD&CqFcGw+6baqJ``k zCCz!O$9aq)@UAsYS3Wl_+O7|VCZ1el9vl>LXE45GdgW;w;E}eUaecO(FN7{4woQN? z)dRREbm!a7_w0j56-z|G6uQt8;Q2aPErtFo=}OQ`u3U#j=puCN(|Prt6@l#3!fvCG#41cV6y;cX<0^8G z_;Q;*b|{?McQmR=5?VBWc^6{P=L-_*@&W*xe zcUys0+q5s%5jMq=f*7%Fl9ba0h%UX%IXw{JTkOo(v1n>1)zTy-al&p^GT!nDe%k#O zX0DN;o_mZ+F%Fm^@d^1_xoaNZU%lz^fQPKFjmI_&M#RV^MuY>cpgdnkP1WeICF40v zDBL)2(rQgSTl~qLEV31RtWIN}VRc!hr@Xy_zvxq-TvbwUz5SzUV;Y?>6CPl4XSJSD z)Ew3pN(5(fja79PtrVEQ`{i4742H(2k~oAfTk4i;DQPrO>}7v z=FRLYD1~h`NF+`bt&`iW^Rc7Nzgdj_#5pd1rejJa*3h5<_E#p#GJ`i@)0)OHNqL2s zZSRVLBZ$QNN+gd+L3B`sb6CE%bPiuvqnNjpDC4Exhu0#A)ztk1EjM`y174}{|D)_2 zf<)N@EnBv2+qP}nwr<(BZQHhuTefZ6>O1)zfA9v~!<=X2iM?~Lbt>8=!prXEXwblP zH6EeU_^@FlVsFu=cuk~Wxr*N2dw51U`hILTk4&k?O|-sLrc!fh``)A7`-cvqVyNTB zeH(M`1S8vyNiv^Xpm)h77dY^!Hz>2MO-+NbHyS0xXvG}eKuoL0)bXM#5a1(psM7lr zBRerPvroa`=oc|!;h(2THz()t0g$OJ0m~XdwjN}}GYztAaeiKoPDESFZ=60QAIW_i zfPPqyxMRdave2yIqqQiHalk$uZvdyLMC;*Y*2E@{!oib?G}L=64fP-S742SRaeMd` zpyB1=@=OZ-Y(31@3mr?|FSg;G)rj1jRo9&otmzh#rc_-hXi7-g zh;Bhr{ZlA2ZA-o%={-}60D7ThyxxUtX-A}-9H4wIpqFmdoNEj^x#!KMhjhwV_@G)EA$q-LGRlh_9gz3Q4q%sJ9ZwD<{1s4Jigk=C6M*F+x}`YD%&et7bi`F~AKs0!H%F7+n|| zj5{yu^M~l2u}9NW*S-4;kc8&8`>oa6?b3MiJq0LV#TCX(bLY@#fPA`2cd8S+yDURO z$R2i^%sWgU!)P1o&X$4ctCt21hZ@g8INu-bt=ESg(#9qfE>me7JLONYOHw!)YL^cZ<5uPPHW%>}R#U{vH} zlM+oj)pf*TWvvQbJ}r2_Y9Cz_-BuX;6h2(D2=Exon`p^d@KtC5iM;*$9|~R!yWk*Z zlk zcf44U42T)YrHni%GBNln|0=gSyNyZ?jCCqZ0iUbmR+a`6Dw9GQRfV@sp|M2dvAd?< zTP10eW?)d~b-iyn`dUmfUln$MAfV;CGk|JXjCY{r zH2Cz#6iUsj-ZLXgbYWa_)mU;X*Il>hOz4_*E9c)nN=)1e9F82Si74WeUfQ}bS)Zna zq&m(rgUxFb?@=qYJ|i90*clFst_gG0;OAcpQyJh!nby9r-I49{?&P&8(A#xkOzD=3 znCKArN~#3~I!-b{QT}DzSAa$5s{#H~9!J0Qfx3QX#0cioLJGFdQ=cBy6PU_+xZ&<#hHZD? zNxoEy;d2h1O&vXGz%(Q+4VkY=*E~Zk>F!qf$Ai)G#1}PPSv_a}M$2~UK+Gq!LoT+! ztVl0!WIQ6xf!CA*t`{ePw9WUKD}7P#YoK8u!dE{Xq=`j(ov|&8Xbb&vaybgeW-L`U zfvb=Bl@?pyzWb_ikjR#XLzBxG^GN!PD8$$A2K4a$fbuJwT1K)fgmo?G^3dlt^5o<% zw|iNaL54ua+oG70xDtXgCXf#^;Hr)#UdFzd`>au9(q(!e% zxkQ?r@BPd%LlCyO{Cl2gWBc1J^E{~<&0|#Rb`I{dM09pa3@w;T4GE3RwX0Y=845ON z;b?4mfKboUA%IfoVNPoJvFxLIM4xYHB7CH}XW>o&3O^TS%SpD`FnMueW}6~G(aqI& zjxNENM{>`1$&90K79dQQdcb-lgN`R$va9S-1FdwDcg#tCW!-1!B8|nfKo01*f+eQ+ zLmTl_%N~W%d1VnhRx?DDISk}awu`-at0<$v7_vcJk^Zh967x>gWQV&M#)ranQMF?F zNx;v81{}!hj^4JRg~neJ?!;*_`;44|-*qt<%Fn=sWRn^@P@U1h5P=oVz_T$(Md+4> z?+`Py&zs5c16Lujh@u}=?xDg#z!-S6-NW2Cr95bA(qXq*6d9j57UZt(=cbw=*n$)l zZzR}TVk;`Ap?o$9jNSNgak(VJasDJqcW%7&6L#G@Fn3RynNYWfKVuF-!D@hyja#88 zVYiLHrh4(kdYGOzB7pOYvV4C+E}@mdgY|Z!J+f*?MvNC&0hV*NQO(BQ`Nq^Rbz0QK zk)Oj{&%t-+(3g7lzcVpE4xY4Tj0bI8oASt?ohov-iS?Bq_!!8UaY|-}K~_f0RnI_6 zGSa0A0j-_MMQ_yrV^!v$AhlSrg+&a3p{Yh)D6cIa?@ywM8BpcW4hd&^bvim>F@?8P zq-J^jsIS_$M^&fj2DG4)g20fZrs8#das6dOnm2@@Hdh%8Mt02JtOfi_Lw)b(RPCex zzU)ohgQai+HWt9{XfPKgrFfNgQAtfE=lCt)rlUju@vZ$QF`vfTiV(C%`8j6AGDSQ_ z4K&nC2g&eJxbbW+$DTo~o!Zt&NGVd^_|tvmWJT32?tnXK>%2YTlq_GhW9;4{J#Qkh z5btI?j3R8-RCfqe7VzW!hE5I zvwIA2t?-r0c#d{pOS4;AF zLi^O1v{c?z-Rnt(lv8R8vkP6Hb3Qn6NiJ@DshBkU9%}?d-UaI@Bmw4Q(1*>Bq zXZDmr>cKME_uV=p4|dyItQ+;T*)h8cSHVfs(_8mpe6t^Nam>n@{6_@y0WZsiGVYiO zU9>z3l^0sI1`CDM7c?X^w&n?Q-n5gdvaG-`mkKlR0GdHpQXCm}`a@@Ff-HN;<_>kI z^9n*ue<%WyvAn)_|5Um*=3zNJJ@V9&M``JuV3C?dZD7@`SLU)Ew%hrsKTw54tW}-B z6qkaib(d@GC7AQI!r9}RTBJ$ADwR#qD|iJa6*|X`aZOHQlAsxy`!x0b!TwnV$X!h( z$7o-<-qdxNk88tL;K<@9nfZY@&kn;tXm@ut&5+G+6Wm+uWV4>_@i~HUpZlI@D~-}v z_<^-smY_8LymnlCRpGcuTz`(gJ;sz9ty!`;EK7UNb$IJD!$DA4H9>yOK^BGp8HpOm zT1FSK0=OGJu7)5DOk?Fg; zwMApp?d#0gj1s;Y-SM+WP@NX#E=di;-mXk*vD&c)`Y=C~D^=0y%1#HL*NmFTG%KSL zx$sGrXbFF4HN5I5Qg{2AQEmC&n^M56w`FNNOCGe(Bqcn(I1v|2T?x#72bf5nJ3z zkXxx|c*Oe>m*}MNN64~5 zSx?fD?rBk8JnL8!Uw0+4d~pQ8>~_jjT}nRM7G-#jzv(XZ(f7T&9iOC6eHWwyO|zD( zb|?i=x{}hICFa1eu8C!)HWNFDo3Y4XfwmIN<_ zu(WIZxQ}a}J?^{~B)M;z@93>D>ohx8U!^PVT9WhNQ|hv^iHNDSLYEF2$3i{gM~uuy zv+E73-e^j)d%?+%W!XJ%qx`50LHp3(8TJ{&?|8FEk<95|Ll-KxhF@%~=a6EMLcyq{l>mj1vo-eVQL{0OBmqpn7u#4mQIqBS<57Pc9t>(oA zdd^w!1|%@KDXG%fUe+nsI7uCD`i}OVx1__0Vzli^WOap0MK^K+V>}~VrtpG?C$lXo z;R?3@lM+>06o;aT5wo7Sv_DJ90oPgaVc|(2y088`wo)sGCWWoFU%}HJK-}tR6La37 zt?`TgFv|v#1wVrCZeD)2USASfj=yzFw2nCyn5>bif~Ql4caJDZ`P0ZtD8XuSc-7Cg zZ|p}>$MH&F$6_yWaAxa}DiG^6GJepclCJ>8XSLXo;AuLWT7Gw4lgSIjZkzjR1g!JH zZLrqI*ZAsvUq6RbFG1rN1tP;KAUL{amy}T$nl*N{|N3eJY?iE$zo>7COAKn+!R;mr zWuQX>M6bBfX_>Rkm1!VC2~rO~;n3jGr@+#P3t!&|o(tHLZ|RXQe{gOK-IoCabtfV{ zTXr8K>0B*7CpNh}k`FF*?@u*U-Ic~f3^=3V@tYD z?&^`n0_)yYn|EcI2M^)2KKn0<;W7BXDQY?0tNn~d%xU9J`9bxx@C)=+e%~|8?UATP zhI2&&Nmm;&52fht$Uc7h3w1m5VX+a3M-ypsQ{bA^SWq%~%il1bXlqEp*yrSTE7uR87pzi0EjMvSlht2`LEso_~vG#$nr!2ad$9*)3TiW>fJ* z(8_MHIh+01LGQMaEO3c%7N{h)`KQ8zp=z#S8Xo>8_5$O#PR8gpBWW4aHg@`dcZ~H; zBk_aq4NDmzw6;SGR%OGhO0&j993T_ydU$9$WMyuIt%Sb4C^%&foDXtAH$dzB#X?hPPW7M-Os4R__3&!l+vOfn7^* zYJ@B0JzG`08MIyYh>@W3^m{Wq_(9Q`V|x5HkCD)wlOmwc9;Z|0;5?zrK=#N0p-kEr zvl`jjNZ;weIOKr+TI?ssznn1?yT`1kWnmux$OSYwCf2Kx!aO?1%QL|FlS4}rc}byU z|2YG_2QHZxM~0s55=aY1q14+1W6*$c-I6LF~v+JH&>x^r~OplEA?> za<2)d0RgM-pt*LS`iMR_J(STD1DdA_-$pRwJ)LJ8rcOr-I(mvJ1(CyP4c>>vG3So$ zCQ!zpsUiG2WniTj9o7fn?s0m>d39ISB9|6WzSzYe3UBQ#473UAQDpueo0~8h6+G6x zty@d_QLMS$+V*E;6wK1&3!T{ zdp8akZQ(5jhP2Fl1x!;2Qh(mL5!A13K_Od)%=qT{&%%s-pVWZuPK`DsGREvoT9m;| zV}*z`OG9fKycUJ>OUkPc06!%xxR>UtWYY6}&~S}&%gInU zr56$bx6mz8On!=(d+_ZKeEm+TGcmVo8BVA_3fxy?O3iU6&L?3xT+q5&gw1qkvP`L8 zZbZBffu3C`$As9GWB8EcF=SFn=k92iZBP(M-|4N0v^N8Pd{=}uAFQLfq4Zy~DbY7Z z_6fc-O@hMwC?Y4zH!Okm<|Kad3@p@t8=LcS_LNBv)8-P$4X~th(H0(_%3g)46H6|f zEE3IxBbzrT{(x#te%#fKALlZJ@Avym3;q%)}U3u$@>whfm!l;2D>+guwUK^_Ih`6PNF=9f(&3l)w;XcAiUuiy`Ag{8(<5&o%)$rrgh>u zGBJ|CkUINNfAC1p>%UdNEjN?C6V~p$^|7$hI#LmM0-+&j} z{~zFW`AZ)XT?5*N0#^{s$lQ8G_?bvkK=BXnO8hgEKBCd6qNF55s0~S~9a0@3ggB8X zR7f(BT4Lu&?Q7n?ZP(NLI=gGFXFkJoJNx3xH~aY*9atTdRLO|=0yb?JUJ@y4>;EddPs092iImJls^y(2P9`y z@Jvk*hvU%oRCY|xHttlt)fO*+MnAp@L&a8O-yda>bU^+J!U7Vot1cCQH95nEvra23 z95`@UGiFVTbV0F2OX;s{N)@vH08BoB2Qz;bhYCiU@bKm&QNT202YK-N5+s3eNXMY5 zebXZP1t}7U0nJ|oVXT3JlVaK~U>St35*W}~oyZm!hk8)&dzEldA@^{9j>bD0Hsm|4 z!FX^IJ8d!upi&#KAnl=>u!wv44E!Zo0~2$+<~;l#KF`O?R!D~7VkXV0 z<7fhb!UX|3FS6IE@;M|ka~pe8yOX18t0)V2rIw(C8vzS70PBgYtXcQA8oGLAUEF>` zc=a+fgn5*gXHgAi#jTg?QX(ItfoOr2Uxape5U2dT-^RppgoI&UP@=5b6ClO!wfyCq zK4S!kXJq1_f0rEk`vPDHG=<_=Csc7#1-T%$XqaHu**~T+_JFx6qFPCw$ z0+4XdZ-hubCZj)`tcWILf(21&z_N($M6+8z7|dbABCC&&+O`G=xK>~@C&z`Scf6%7oidXbI8;J$Q|ehFJuT8a>&dS zU_e9ULxj;tM92>fH9$iGnp>|%@CRX5*fQRU09?XppId+mTZb&)w{(X3!G|!c5ECHV zBQFdIo@>W`12kyh5QzC<7J}CN_rA+~WuT8e=hM~rZC3%mQfVl$ot&Qh_7bP9$kBjZ z0e31zjPnoo>BNUJlmmh@gwr%Y#CrRFJ$#k;56(t>s5eJI;viI4#)7K+$&_eg;Gh-I zMn-;+CNX?()WU)|iuSGUUHgz3ip@Dk@o6FIUTMT;V_k8HndyMic~Xi%D5s54-mS3q64CCqiomx-=iC&Y z@n`bb$0E(R!j*U5gVj;0XeEt#+lhrsx$2;@7%(lBQ90*g-;`zw$uCTiDg0ZW~fh~T=~&>r2a%yFwmyUVJq zqzhs-5l$D^@Ufkm-JQZ%^@T^NB0k!RZU6R&T=C?728$J0X2fNdeUX&{TWdtls5uAAfA~QW)~!OVXzx z@%o-KnI&pqAEVRnoqrRJm0t(AWZVQU4>5HUqpypM`JBKEdF1g|6At6H;;D0rJ^xlN zrzxIVH!B6r9PmU_<#Eo`lP4#lbiam<#;EWV9jf9%NO>l!Zqy*5JTUR6QwHQrB5mbd zn{Vi`+beCzhL@M;k?GH<}igUMF=jofa>K!tQ z88_-ba)rMN$l~0dA7Gmo@0C7_HgwL@2?iT=Vii5aU8EWPD&nY^4gTPgsujIma-vIF zU&Ix1&RYNF-4(K;(ai67JD>}I{nK=4L@w7t{eV50Ka{fgfnL@+?(Owd;FFewPq7{f z8OM1jrD&!l=?y_%M>RA1g+op>T#F~7`?kYq*?ubOUlqF6YPOV%5dC&?j{z)edEQdK zcoqEQa;X}t-?KV5jKI92+^+VyvQa$g-CR&l(NwX(?K?YjPxxJk8Tges$AfdoH{kBh zljo%LI3GS7NZ4X4D_Hz^?ljvaptkQIOU^1*q)|qub({rBmWa31p?Up0#NOx;vl;bQcM1QOW zbbNcNKCQxmBlW2)ZD2hc)!=pmx)aN3)(lj{{xm~o0UK@d$CK-AgZK!P--f+6#}moV z_36vG)I59Oq#_&dwwqsPyHmQfrAAI;Dr+odhto*x>*6csWf{I?QDs{Z`+SQ$t=+AT zI*$mld^X+aQB^F#T+#T;P?ow9^~L zZ-2DT+ig52Qa3UbUuuEsvS^n4;c3cr8uDU_;mJs%>_~7ZvU&|F$*Kcax1W6Sn|oB} z4#{`gEAZ02)sy_>!S0w?hs``X@~q_5q@TySoD3%E=FoN!Z=FPvVUNDRDdgHd&vSx` z4dV9m47vMyZ!24WUHaHS0@xW*9_n%B4X3t zV^o+Mw&rO%Zpl1C#3O_0G75i~{mePFFPyzM8}8^?FEYG~g~Mw@__=u+acATa@0~C3 zqQzu#jaah~qk|THMg>*J+BWB%$vxG_zEhl@4cUaTnBaLw>l=h#shsZ$h+OFZR3T9`R% za~QTJE{9q^4vAel$@d22-}mV*8f)D$jKSzjQG7{q^gS+0p)PA@0@FBxhqu7+q+DAf zcC)AO^>C$KbzPV8@#caoatzLMJI{$jzrBl-hmr9c3a^pc_8UsWHk;q&RM@5ZBeka6 z)XU0Bep?-*g7>j|@~$=}df&kQ)vzSB{)r=C@@+UOCDFbO%5UwR;aKd->RtyX|$n z=R@VMXHtV;cKH0-)`jvy`T9_hFDGi+FgZO{g*6h5{#LCW4eP=}o>jtD@%`8Sa7QLc zL~nV_LS*cy;20fRU%Q^K;n^GoKbyAMOlgBxdoB6P(`4K#&@S|DmiMRS@_ea!a_`1) z>MQ(0A}u~ERyangFS$09jr3ZOlHL0c8xG$IWs; zBKuzsL#2qbw866DHALp^KU}N+3~orN33>?^fV0V~<02By&J&p(5^Q z6sV@bs7(UU0pMIEv3^sBKykhJZ#t>E#B5uPKCbcPAdBmo8XN?4Zu13aEqSet@)j4A z9vklVUz6OD`o8p6KBJu=5*pQ5`8g})NaGOp^yk5wAh4ZcNP99UY%;^ ziZh$cn9F*3^Dm*^L^QxeSfAi;WTEwiki1-}j^7dTujAG$559BywVKW4#VQlkf%H}g_2aUdbH~U_CR)xP!IAv z1i^WleKQ+&se6hAb}x=xNY=E$BzsP}o$+tu^jCec?XZf{3-XxV(r$Kv_ex+{($-2L zGJuukfvAbQlXwZ5^0F1?U4)cW(~doL(rjV17tEJ3nJzDKmGDgd ziH-K`<_>UT7gg`lC?i!o?7cz;^$T!nXp>fhWV2CCq^O$56P26eiGmS4 z^5!|qly7gpAHS!}Pcp23cUGT!ZZLxbo2oiNBTm3K<_Jo;z-lZ(*0?zk(g9s%fKr5( zRCl32n#w`A`~|Hot)PeyQk~=bi{}Wafsk2%7(Ax{`cYvF0|$HwaQ$^*KoR@#5P;6> zb3ooi0pJLd{G%WM837XOsW=ufWL)@xfZ2lL`9Xmc9l}XzNdo2W;SC&}EUK!UnEw>H z6#>!&V2Btq2T}k45&>#717kT9HyDzF3M>%x!^03LOaR2d>B=*wen91A)dhk*k1DIbyvrEMFtmQ@bzQuM+D#Oa4`_KYY$?b z0XjXmiJ9Na1?&efB*+omPyL47gu}qRL&n09DqRdzhXxo2AY&eu5DuC)EBe-iARn;9<3)p+LAK^cq0aM!}4abry`H+|M4*b2_NBjtK0eVv>}2uQoxWIjr$kJOBDp^ zJi*+|P%KnW4fZX}jjtn>+rm1)E4b(O{>5=K4yWaRaeVOa4#eEbJUGlVAf0RtVInCl z2L{+Q!jbE2Bv4y~WRbYVmzyWJAPd{@JAbqZln9ZNxPVcJ#U7y)1$1-M2Q`QqN3 zkc1o`fLNTs|vjLC`dp4+{P$am-Y)ToU z{y4PXx!-XUz;|Uq0o zp#9dbP~2Qlbk2OkHuJWuw8fcUxnfm)>u?ETMFKwoX?1vlx$|HMLD_U%t5;QDk$fDAG8qgV}j^tt-IN;Og+T7jXLG7|s`jvr!6%R!<5EF^)q zioyOL1Bf7@62Wx8W(=6@q(>p8UrGf?d5{KBPWYPVNk1*uq^q&Q9)geqM!q-9VJ7feJ+58H z2^_8%q)OI+SN09bkP_$6dtav>o2r|ld5+Nc;5P!d@xSj!_N&ZI5@=1`71jipqzLVJ zz3YB>2=WK^vT}FtDCAg ztlSU4&{*kZ6(!e6G(S4`H%}|(eImz=bG4}(2f4czvrvgyZFX8+_&iQphakAAJO>tQ z>oT*OyIH#A$bKF-s#$VFA?HV*98sES@ArgfPKJ67d3H`kk$3P#rs>qzpi9glKaN2~ z`dAga$=_Tuu~e!wOLl>M!2iC{^aWId1);YmBUrk8 zY$nhLm?M!5)n$uvK52DH?HKG*@oby-tZ({Nj(2T4uUG%!;p=ocdm{vaXMRi#BlZn& zA0f_e2!AI4o`UE+L%`c%u^qnYb~3(|xEAGP=N=HxyZ`Q>)4MEbt0HU5HG0V&g$ zo+3%2?d~OyQpR$jV1~lb>%Ek-T)N-dfjoCglu4c*@So9iNJ3A6XkM*lKCLup@*! zkP543CI$~y$>^bW1&0^6g63cCe+C{FVS7h_6R? zzg;h%ukvKI&d1#GiU_p-TcoEiIJgTg8YTdmXHFCszSy@M%GvNeR3mMtN zd`@gfyA@YU|2Pndfx2XKx|nSXC!DRy#;{d?w~}qKz~=J#Bd2|66#(cYzc2>qalXhl zSE93|D&5( z_PEh``Y|dtS9**t7ZXQDPa)-`I>A0=*!bX(i{I#V{Su9c{q9=l4pFJ&#bl9JynMcB zqMqe9XAS?LuHq7AFxvQO>1KC8b{RvYhMSb6dcFVGHqLjlqZ_Sp%1PCzJX|^1=63#U zQ+?Q5;d`K?OZi5eEvwzqTfcm9C$$X_p|T~qV*2!PRvhvI3@?99pG?|IO_Iwdi`RBx z+ehG;Cs{>5-r((gZ)2TwH53^bpBLa$}a`i4D zxUIz>Plh^ZMDjaM)+}Q!|KzJ@?0tio(Z`Esmz>_cA7btc#isl9Z~aN73s^h+q>;7F zeM7knEqYI_@HLWG@#xoBChNDiwfKuk%WJXEE=VbM&$Ew}beieq&)bfbw@;_ezTQQa zPSZ2kmrAJaMJp11N*kTj1*rDJZO2E&jr_+>u9|W_8#Q;jLuC~su7C$=PU2jFZRQ?X;AlV4lK6|73BWwmDJ+qxrA)$D3!w3^cMkBc6;xZ)65n7JQmS*b;9=ekEU4YS|83nT`ZgQ|tDnLtdrwrpTuGFd#u zPC7P6u>E``CcbQn@5AgH!O1(&0w|CZkG<~p1wNBqep+jyJR+!5MmX=;fzxcdy*Dyw z^$(5Ce8zoOtx?52UAM8xpth}tt%8J1Eq>%r|8WNML1MJG+anW>-AUCvFxqYARn0iGP2kbM9JYJx7Ts0ldq7vuBE-E znf#G{J+yIQrZ>%-&wdO&VfwJ9J@{Iypd}8Ce!7|(6Pxw_+`WN6-c6p~p{lXzR#=YU zU=%rEG@cB_%+%#c29foX- zcHb6+uhPv;S4w4Ql|Nk`W7N**UOQed22&n6`1cFYw>7GZ*%+*3l<$FNC&K2sFp-7tD-EZr_2>z{+3t?Tw9MN&3VINETk3B>E!Tz;)T_4-N ztt$b~&`F5WFkp+YPem6gXEZNT6lGKK3Gj2#rZv(|e&O!^Q&U`lIhs_A7a+rafXWm_ z$BPJqm*=%Zidu?p0n&r%lDWm_$GB6PUGHYJT%$Ggm(J2lfg{DLf{ayDiOfiY`Rqv_ zl?d(4-A01`PQstvA&s8}mqFfL@rs)igGBA~Ne1k_7)HdDhntt|VTUzrm+jVL0F_m6 zy(XfZ_UQV%GNy$qr`RP7#jFGb`AClz0*6=y ze&D577IlnIxn10Z@D(l27uzWRQ=#s{G;gClA+L*wdu^}vGmE6E5M-~Do4mZw+HT0q zamZ?xiE^zCNy#*OJvn`LZbC06G2N@m3D0%J|i6u{DVP>JN z#3TF)?ea%WzeexMdGuC|9nW0wbrH>;e6mk4e}oNauanm+p$2$xD24E}0X%gJt`;z+Qd%wTSGfDbqIMJ^qS3 zR)xF0>9{8TLI%!O&}YcD>}n2r(h=V>;nT$FBO$q=^he4%pBY%1|8>2{lwZ!=fueOm zk#6t4j~O}!Hv?;0ZIZ>kI#c?#t-1P=)jg-b4TRfZr@7zksSg}E4kPhSBLFtrgxrlbo~1ZaKb+{@?Vt?(|=Vy zoD7WrQ}Qqoure?*{m;|?w)U_watnsxUFD2+Fvg*p zSKOr9NF~MNau!XuUGX%MBt$|5@w5f@OP@T?JiDLY@82ivPO~0(r;a+Oj?)kinM0&3 zx(#&sbZEly{zApcfX2wkAOl1G{sKku4@jx`+=wy#fC}Nw$tW%P`D}0^2nrf7FoFOn zfaN>`!2UseAak3b!+<2nq*j6g@WcKbNH3dzy(+Y%AmlVUDi^IHU0i@f^|4XEmUJFo+WL)%-iqpacxH{)EFIKt57VcWRAnt>Qeer^u@D^MZ%r-Ye!oZ06a7MdH`R|BN*asmB;dAeu1w0P~Sl*f# zM53uHvO(bQ)cuD}07fZD!UuxFW59ua z7gyJ|wlMC*@)wm`gVbd zU%p*EjB0+ew_kv51q}7JA-r}ZACekI3Vk9AfX_H+NzrfZQ#d35N`NQOet_bzBg2C{ zC#UjIyh=$>NZ6Nw4*)v|7Cacyj(}ot7Y4k2a3ByIL>Sl~rS*}cKC`p1C9!uMD zKQZ?Hc0<4teJiA-zWiU9pm3JpW?6Gd>dVNHd|*KJxfrbl6lsE((DC2d(QoQBI>Z<@ zQTHIC-+y8bHZk|2xq#ozFMYGtJwj_lWtti6fFJbG!OKD*0d*%7!1Md6;l8InB1@yK zc>)5!ln{xDap_;7YIt^7SuD$imSC>#H2_G_5kJ9VLs3sd0Uo^gfS+IiCC#6aoTVt? z6aV6Z9LA|NsjEKt1$k{;7^KU{!FJ#U#|HqQFkuiS>4Z{YEjc)d&_uBvRG2qTKL3BM z6luH;06q~Rio?)BIlMLvJ-CDwUZt;Oq(8}(y`&&k{L(M&1aRW0pLC>>fAPCLB$R~K zSE>nsHymv;>jl=aV*Y3ekwuw=l`P&^I9!K%!nBu~bs{`xl_F z=f)bE{Z^k-Ht1xc^SD zq`ZVI@)wgIm^{oFnrMs&z?!;@egZ#dqz5Gg{phT+8huak;(1*nb=_-i6v zxoD{Tt=G|wnwv3@y;#;M?Eq~WToH5nSw^{vig%EWqFGBheX(3b5O>isYD)FMCQsG5 zJEM>>yoU3PHvpDaaxOz(AcpN~08*O<7Jzh-8<1JsDE3B-8xwKTyy_u~?+}~KkuQ8U zU(|WiLAt-na(Jk8YZ{$mUZL8wt3KyVi>YxR@HvV6Koit|esf(t?%z1qQ?&A@c6wh_ z$s4OHo3KP2}SYq)7?->SNix zs?SwMUxk%xXn4aZ*a1~b(~9xvt=cTY=W46Eg}@JucBr&};+&*wDHSE{?rCpJ`~H05+mDTTRzfb*lrmH+5^_D(P7$Kj=#e+t2oShOmrRrEyK+X`yd*gE9Kz z8$X@~Y!|oAElTDIqC7BnL|uIuM2wPI?`5+6o%+4EGu-$>d6nB>^#;DM&m_lM!IMuq z$njU8lL6^T`E2CfTz96~KCsedKcZE68#5YzR}H>JVc6*g!_y04B)rn(S?ruGB;HQq z!Jw3HntrMAZ<^xA6D$ftH|E9^*o>OfHd*G32(%_S{c(K$ZHvX1J)G%v0sDpmN;_gV zRIX{P#{#+2@N_pX7gKN?Zbvw;KA7 zTuSVUC~^Mrl%0lb&A{auG&e&H{4V2cq3F72MW@kQfhUaNwoVS1KG8nSr1GN1BSjST z5i#uSdfvXe*=1iR<0an(PTs3b&1&c{mTg``n@wnB=)Oyqi%53q_pAQtN`I7s9eA)P zPFDD*Ze+YLjjReMHrSRSl9>Iia*rKM&@pvG>Y|!Yx}6XjBIcKn+YjPrs-YaME#wKs zi=OQR7`bdPJB-)!DM#e_J!9PjNQTi`848aXA;*yyP%XgUI(cIQ5v|<_>Q>;oI4cza zWqyp&&jj`w3QAi>hxtN+$OE@wsmJ8#x{i+yH6rU7M`so&d*19iOBPw_sJ1I1PsE#8 z4*cD5-IR}R4qvxh%7dXL_M9=4Q|)H3mkR7x*_YbfVj;?2+6()GZbs-13ynhC7mKmd z_-ETsylA$kZ?&7=j#7rCy7`Aiqo&C??kgVqMy|!woA2_X`)QO|D>_O>Q%ZwCv9;6w zCVc-Cbeq`!!`L}238IDBIxB6X(zb2ewr$(CZQHhO+qUh@TX)bAJvf7Yg+1ASEPV>+ zP`d&kYaUjo6n8cur#U&)@k2!A^@wSg(|`7XO|F%pJ;Ztq;;R za$=D*IHQosPHXR`nPQz17xK?woR% zI%j3l{QK9cqv|nk6Tm)R3=*)?g{cGUd{C)Hjh&)HOk*;e=DT5|)KVG*H5ZQe`DLIn zn}j=dW;}S+hOV1qI{olc5#Srh!>G*Mrmrz_x;(z`HfM9=E`KcbgkS9U77-X>TF7tp{%N}@jW zb_u{$-wqgXX}e4S3~iW+ZCQvuL3PP@G2N(NPo!JX7K2>l$r{I zpzj$o5!VKGRYjnhrKgKYIwrfDAlo=Ks5#}V5Z9ErFt9m`KssMK^f(2Bvm;W1zr+v& zSL`B*>mMEECfiv}4`X=U3mW;1$qoBXubi7VY}}3GrHNY#unxDY)t?`REcYD=ROgPh zoin#YQ)>Lbq=0a6HlbfPO?0Oo*fqM0cz*Rt@AtHwk1m6S)|B2YhC1ax^b4E;4Uk9^ zX8V+7k;}tW;0)zKuYJLNd@uDr_;=P{ z(m=#|re_HE%%P~gm!8F%1k-lH`n2Wg?z7u*kB6sOw{36Yp(;3bMNFV;YSO*1F#A_s z8w|OpT9~k(Y7L^*VgVvuXf=F!I)>!hN_4g{YL}FnQJ}|Tv$h)?PLX zNhtr;oEz>Zn|gbW*>}X=CqWBBhgdzzHzdRsB78Gl75Qg~woWn{-{v(YyQ_eqi*hJS zpcN%jUOB=Hnw1M%x-Tn}C<&ABwr;z5(BFma4yZR8{+U&IuqN>g9D;m?5unqOxE&34 zv*4Mf9uejuhNa&Dx7ho+5yj7nW7wM{{P|MpX2Fge`D;`~RJ1{=6+2Z2iL;lTq&H`# zO7!oL6bJv9lHM7#O1eymFv-bMUjxAcdDdjw+^T}j!r@;J*05-rws?b~YH3J5$rh%K z=RSXqxnZBzx^s{{<{(_3h`mQ_X&%$y>^5C~-;A|5Fm`n)F;2eWUOZ@m4u*O6J-^|` zuh&iXea^ODs8HZWqE1x@=6nj4u+2np&xSd0>q_L1mUol`bOc>oG2kB@+{Rp#(VheXg@GNyI__jzZ zl_j40gKXcib8HYP+Z8TCWDCCNQ;$)$XjUDrfZ#J-%&Mi9G#skq9*9yS6WkK0}C^5 zann@piq6LwBb3?!5olEEvHG{w#EKik6&7R^QSN^NL47waV7gb^CRjsducJdNH2_4n8z-VkN&iF zqM%spr*e5SpVgT2n`2wEFvj>C*qhybAkJNbuEzoO?6wFoIHrce7mFg#A4IX!8ADzl!phS#`tdSAREkXw1~;&{wmPYo zq=Ng9vfXK&a!4GQ@ZL>tl`HeBne_F{3*d>KMtJ(i0&M!l7 zx=jIp{hLTVAek%ur!3??SoL;sGP6sk-5sc>IqjS^347vRW0+UVVx#lHMao2%3tqC8 zLnJOAsG_LF212yBy)DJNzSG6|beV#hx_c^VteBC9epk^e5GJ|E9=4WryD_c-Fmgf) zZYZ|JgWGB{x>NFFlrb|i|3cmPUI-7L(`^ieN56GJos@wHbB<&8GPL|fGVQef>xNHB z0Fo39+PVp?;`km$DFqEnO}C3dcE{x_J>@DzbYe4fbaQ9qK@sE=guB*abuU)TC%K&B z_fF*Bmcf{}J9E-en`Y+V`fk;})+?Hu_b;28UC;5gJzEpy0jf_-WNDwr| zos|%&Q)&Y#HyU4T^a-C+ZmNwgKdQ|kUK3y3=ZqK~Y&N$}cptn?)r~7`X;Le{w+lR` zF^*N;x_%$Y`L>tzvj!cO_^V`*s*6+pZC9?DWN`CToACpOcL9?JxizvbGX7OMSAn^* zWNkgg^|ErAIpsfXine}AqC9`Q1v%#qX-Jyrt>=>5rg`-~FGL&A=#I3d9&` z*fiU(e_|QrI~6Oj@OQa#T6R!wz_5rXYmS%TKBzFZk4)DHP^Z*ylCdw z2G&PZQeTwW~@!W$YL-S`$czaw*I=Q%;_cG6MjWWHY_`2F!`onwN>Ye~XKw^6@V z$C0{anSE578IQTksKe;u6|ud}+K~7Ej)1JN&QUUgq_zpnaLwWmrK0^kHKDDBj-k3d z0m&v$xEMJ1$n&J3OSsLh93W*CbI}yyn)6a`iuya7M^i{t*~QS^`I8)K(?;0a6dIpK z7ggXESM6NQJ*Aa~!GgxyFkq3#=D97^$~XKi{;DY1R;j!&I+4N*Y&?gjoBqQZ5A<~) z$!1;A71+Jqd7^sl98@zv*HDQvYPAqCHLEchJM23y*8*wvm+-Ue2JuVoS;zmOacoO; zfL(vE8ORgn?jhPhHhCnhC+IU5Sa*VL>e~Cl7LTzbSg*Q$dmaOAQu8jVwDUP|3f-pR zGYO-m99P9~kb>r4YG60oXY}S$o3c~u68F)$CzYbx67*y^=Ew^LM354qc(_y<@hMNg zM;Pog!P8tO{MveYg(-@;^idP4?2&fIwo@c^gIaaJPg!64s%j2P013lXn7m@_k~b_4 zOXr5)^uf64#U$AdTRBjTyGXAMzkqT%Dhld*E`xL`f*l2!SQHh05rfjbyOgrVw)V;V ziI`ODL)nYpkC^5xL<9Sa$cwbR22Co~z+1G=Z)Kz#)V(y>D z?BkHk&7^sK7@QT_H&r$hQEhs2I<-u=(nGVnOLdL|YptIXRC{`xsywucy-4daf48GSfSFs7W){Pl>I*Q0OJ|lg8<<_lwg8v zUnw!wtxxg_BDx_A+VZrfUVUV6!G)Ep1pFsJ6_W3~+taIn@MQa#?`Dgog|N2CUg1E- zDpn2CV~InQ%7I|Kwfv(5Ip-3sfw!@st%q6>y}L{?=J{y)L*BxjR$%#XEIhx5`lWT0 zMMeqAD6On}zy~4D;VLk4r)PWd--6DB$M!1XO;8Ga=Z8BRw93KW8+XWV)5?@ z7%$FFXj+%=k)hEx`fC#%dzI=T_@RFP!XE=v1_>j^G!3Q5G+G{Gr>R z%7oXn0_LemePtj{mD;edbxg{ch?qNb@t;X@J;dw8uY(@US&sQ9u#XsP#twJo=yZm6 z3E~B9*MktIJyn>9np!N$k&(2>C`Xz)^fByDG9l4+B*QiPr}Ty70g}kCjIxSPCkQI1 z)F4i>4mC>VimOIeNxJ>MLE?^;+IZ60S4C*wZh1TkR@=RIk)d2duKfKzmpH6$ep1%= zABDoI2d##^nqXLpI|aSxUjV)`Y|;NREB=!P$jbV^%nC+2R`&lgE12ln*#6IEg|exd zqIwgy=n{Pd2)-CX4LGI06oEsB-g-0wvUrqQ}4Rk$flq8vrVSqF`41EO1XR0PFx* z1;KGZQT(W5{@+S{gz$C1?na$_EMXwXW0WB%L&y1CV_Iu44P59{atJd0f>(U7gNZYT zt80-0_muaIF!O%s=?5V1j@^F&(uF~$=2Fc3fZqr4faLtt{J_LW8O;HNfUfvN`*u>y z459vRV%4=aC<_e+TYIltg*~#Obya6~*E8_-#b1R1xXGc@wX`-L{%-hFrS+CF@HGT} zfAQGi@op!Wg*G}i5E#&ZG5>3e!X4S6f3@)1Cx)i~*)8ucXM#QIUI38Gdvvq1h9247 z#l1eCJkH0DAJDyrA#c)*{<81M^68r@&8@aD<)Y;1U?4vnij zmvrX}360-ln1cr=_lFM`06K4u{%eG?V}DSM2O5ruC=I6m4@UYph~QtQf7d}kyAdz^ zp1oIp+@3F|PZPYFwBJPDo!|m(yJmZp)N_H&ruZdVLW-0MHpA_j|~G*OO3x%;3TLcMV~j0Rj&NDN{-){OI3pu7T)^e5sUC z)`%F_ogQ4lp+*C(XaXVX>wfdpcqV>qDh5pEBHj-vs^8H1A_|myXg_Z=?T1^A?eS>m z{P}}-p?)F#Mf>%E+sgVJh6dQa-d}F#;9!n=a*KS8F);-G^pjEfDJX}Y1}zT(W?WF< z^Ai2L66GjQ0d}%%S$;hL_~-zN@HjT{B4+Lh(IN|LLJ=1;9ahH7^LI}Op0TE9Ae=~; zlf|q^wJ?+ZJTns91d~ph@}ZJ!gbExIs-?#`j0&eocE29lu*k?)!|22dQVSBZAlN&r z!WCS{l4!aFohFTw_0V@_oFo;mWPR;z0g?Ch*g)4RKbYM#T{Iq7<02VpIpTClX&?TY zLcP?`g_0xB)eCni6%>{`q1d|1u(5<_`Clq|?B}2cS21c%()c!6vmN)B?cgDQOj$5^ zRq0M_$AZPMWKFDvZ0a;1C~{N$Ew*#E77+e)X?#q3S$hb(C)(8-y-8@_ihQ3PlND)z zSDIWeMD8e2NSf$qBvmg!^a=Fl48`n@4#SUb?}fyUVy?(KzB(GI+7Rx26bBgBgaW6p ziO(fHF~ZeEb3K2%0B}8K$)<_C-oBXyDzbe>Zer5$&Uev-gj{E+3)SoI>7+YE@e5Zb zXgY_&KtD8C6SlwtXWr6Av^=VugVUx;c(!wWWcr$lLsA;w;VHCyipV=ee|U%ma8Q1o zGFE(^tmd8#j#8cO9iMAAcu?x97eAMZK;5rxr)flP>QZ|V;@$@*hHgSHU)g}qA?og? zg!2_IHQ!Yd*{9;^5}@z&Q6#XeI-bdKetkXf08_Pr;8pGXaoI1$C^yg6zQuDzvi~lK ztv5Ufb-^2Cv+m6$epf=+lCV{wy7|`I(zB5%4T7{YF*Nf~NGs5u9eGCX7`dB2NLVL-c**LkQAL8voLaoqjos0IKCL!@aFoNpNl-l2Ml3&MH80<^ zLCoX`i~Oh0pG7~UVuf0|7?pDee~?d4ADi$$MB2+K!#7Ty*Yb_O&{{}l>x$5Da=|>z zK*8U-<Ig26pZ=}zBsPh!rJi7#2Zl-+8D@yXJO7bh)1NtS!UhVYD+R*Zuj=%V6AKB z`6dcoFx+&>4a?zHSkHQ=;5ilz)@M`x_H7cBOhB(Au`*$h60|*c!^oJwr}^zJK98P8 zy^chFEr^j9=^M$mz|zyeDz(as)!%4$T538>*<85D5Ehfct$N95#Ewm_z9!gZ?O1zE zgUH5G&|XGJW{Wy{3=YtT2!Dq)hb$z>s71=64X6%VXfa=z)uPApG;ieVdFxIdf4eK+ z!uXIUg~lL(d~57t^#)wAqBWk_xNw9F<0`uL)OcI&e!OHENsj5=4_=C|t{xkdCx>P_ zADO53kh1kJov75g4!z1ShRl?NGdyMVXG^w_pICzh(q&qQrgQ)qAQDx;PQk%?@cPHe zU5y8>-+1inI}Uj%zG%Ms?;<3CRf9uC09o*!6i=2TztcCtLMaZeaM(7Y4s&aw#Ya&qj`hFrG^a-I{)a*18-i@ zW1CtZS`Tieto*|_5%|1z5qen1X&2D4y!V7Bbyj@OzZ*mrh{=o&qSK!%LMkBdJFO@^ zbZ;yxvd=Dl*33^_)WFIG-J|GWv9#fvsVoBx1+d!;V;+89EA#W> zzKygP5ub!0!zZ^iHxzijZU)${K2Qo{s}`Q9~^J;mqeftWEq(FqsbQCDvvA0Q(MiYX3r^3i z)9}S3Gl7}-R598(;?n4BK$Mf6RrZ_|$DnS|o;iD&S*C)-F-il=_RYgmrq=r{E<$nn zHEI^LZ!h27feq0C$I2I4s5?E3VZ{#ra3*_mAZB?K3HqXTkMM_G`uzb6F&GgIwb-r` zrU64Ny!%rmqj=`P^mf~G*ZvqXru{p+Z@)tn*UGsFHXU^-Bn=k{HrJJh^pfAZ`(|)6 z3xBEadfE`_n7*HZ##|-7fiPstV~$;R$L!4i;#&-9(O<@{>h$@z&_8+HbZaqFlTM6j z@TUAIgOp92xG_iak3!!T=;shYtW+`4(?c2Ekv-g8g*W^twCK9u7Nhekh)3hf|4i>JPb(iyX-Pu4rUZ>9M zTopzO|6!ojM>E^K_|T_ERIX#*2X45f0x#^FhGl9+B-Sv=SOSTphRs+O$=(xju$IMi zvNq7&hNn}efd(=v=8uC%Mo;V9=Je6EVKy4>Q7B9U4>0QaZo9dF2Vn7NuI%D$4qcpE zL%mX07jp-GIeAYnlTPvTx-*$`#|XP6Suv^k;ql(19;4)}B6hGAC=xMBj?6k467D7j zENe1El!B1)keNOW-0PHekQN+R ztvT;nx|*T>{^mIQ?!)L4>b_?raRIi@wYsPEdK=EHx4TL#O*Gw7QHNCb*T6L3CI(H9 zPqH##jXnFl=3uAG?|k_LSEpt&hU?*T`8bZXHd1Cx&<~EaxZI@m7?GAUykw1Fv#Io& zFshPN=gP|RV}di#;w9`X@GG(VqyUL`Fj4wq_~A6!q;#h_>3EL0fw9j0ckdJ~P84pJ z$Z{HO5^2`oVU;wTdU&aLlqBIQN*F3J5AT+RS<2(9%zX}KP0VFM(cC7_Y&5Rjq~i;U z?M`Jpwu>9AuQ@tC5y4j%5A1o^Pwp; z3Px|Q`AGXC?7Bp|fmpHwCnKA~vKMfsoIDgby zYdaKX^e`HHmN12F74IDTL?>4sPP_WZ58=FpbebWIC1#k8+V;BpiLL=-zSoYD8)R{- zv-sqYk7423lZ@<7Qku+{o8Cm1Z*g_kfS+`-<3Ne6Iv840=S#syJ^>PC`M#Y*CAXJj z+C)#e0#i^*x8dy1f=MqxE>DTv_Gwt>??Z<;@Qb)0P?^^a~GH z!^nrf1%spZriqC4%>#qd^z+ohbU!jnph||~2VTl~b`uXH*l^0g@gcJf7$aHdXjO}m z!UZnLN?MXW8{AGAM>+52Y}To#RWa=sDR!30BP7=U!rKX@jo94AsjxxhyD`yh=LjD? z3?**(ciCPWo}WROxIq=n-We_3(vD8dS2gv`(RQg+vc;GAe?G@1Wj%vNUTBfQKqF8< z-(zOLJr!&{#I^d?b9Texd+hNRNhk6uzD@Qsgun8cP)U`vD%-`6?2A%O{#Ir<)qs|&yG68zDA zdzn*wbsv;jAJ$f!4;d>PfFK(nM%OM3|J4Yqi-u4pa@A1IOESq$OLGJ zUxj~7eGWbtZAo2zY$@r&r!7rHh{#CAmR~|wOgsZXh8 z?S~#9?Lu>M^ilNGb5gz+nk7Jk4o7ThZcl7vsm*qFV#&4)W6%+706#T=NEqf1K zv^0|2?&8Cgoit%Y63SCSrj&uRZ zE}*^eA1x3m%pD#iU#|zx@8#u>V8D;l7ZL)$@E_4OAPhqHse1emWo_*JAmD$zM8mYN z(dX8`Yanj)rQtx1M%eM-uK;}rP6P*w`~~z2dcVJp2S3Y_!=u~UU?+e6={xN|oPSUL zxWc{l4*sH;K|enGa>?QA`0yk6 z_i~M(kxpY1nol(Y_qMIk{Y0|=4u;BC24VsV(an8ruxQ@T8)4>`^n-GDk(G9 z{8ks~)=z+g6%k_XLxbxLK|a2OfWY4y9^vCrK?C#CXSf1?`<{dC9SY;kry=((f?)%) z;dh7Ayr>EN-AnAH`xYqp0?3{C2S>as{}v$t$X&4|0=+x`LJQY_c=9163wg680>4B5 zK?{!r^s4(M_~Rpmp4M49X`2`a-*@WAZq-XI=Og7jy2~ynOBiaKP+=ixWw%hY{#@Se$P!j+T9iuDer z=pPxz>%m7~c=rKh@Hg+rFAegHH-TP<=?V@KZ9fg_>el&Jk=_F>^}Ke||F<>h$7k|u zAjHhJ2-6JGb*Rhm7rcLL0`tapJeGY!E(-hceU|sqmr3v2oANupI?wM3?f?NE&<>1q`>iPEgo$sf4`~PW-JHUn zEiNi0&ZL`&1~1hXh+2E0keAaswA(ax6{d#ADX3sj#vLB7N$|h_$Y~L*OxU9kPdSO# zMRc0oZk)-Hx35-zH6+ikWo~}oDXa;%Pk%(Lp5Ez=2Y}QXzt~RWw0E>GXkfxlLrEfv z6)@2p)~9fRl!BOaC}vWLF#b-mlis2}%IvgyLb+@qLU4S@FEYBtsugBQZqW(cLlqS% zrQ`=y=8N80)0;yj`L1Zb-NU=WsW%u+B2KsW88zwoBMZc3KqV!{b!Tj<{vzA6c&#Mf zwp~9OB_$C~@cPE$fFtZ}k~a~hJvQv5%eten@zGpeeQ!lLupzZtuNlRsRJ#*yCHT%1 zC)8TlLBK*}t<@X54iTr(PV_{zmiCLqE9IdpqRw;brR{$>SKTHGdAKHZi zw;$hBZ%TbKn;@%g%?9ShIbUp7Fsu$S`=`+dv z4$~1WTaGpj$=;bYBRC(nIrK~+Tsp{pZ(u$6gfjXzqZB&?2q>IMn@uHNfbS18`W0mW zG$=@Wu93fuw~x=3%WuIxhzn&R9FIUoP{Xo4A#0pZlmZamR+U!5j^?OqJe_oFEk4N# z7Pr6*OMs;pj1KPX8rolrlwaw-5|2$sSfuWYK;Qnj@jY*}81HEWMqj1xHEx`)w{}l) zW(z1-d>A)bMafpaoRAqZA4Yg(DI$S$)b6_F>@Elp{Z)xr5|>C)uvU;Xy{8^7@A}Hi z-M3T=tz?MhcZPYOmn${xwJsjPp`lLDs%0;lrPzhtbM2}N`1`Ifa#kh-n~9*B3?l&A zAi$Td8P2<`gTYiS>%i%PH}6A>rh1QyA}YdAf+g5`)}}WdCe|IFt;+v#Nsuw!PSpSu z#AsTic3eV%nz#n1J1kE_s+i^Sj*^?AyCIv}jA-)Ah1}aUU`IXRmh!i>_Qknx2;m^v z=TJj?|L!PLMX^FlfAggu_0Yo@r#K>APQ|o{Y2jLuLP=Q8BfyZsYrsslb9RoNf+@C$ z1i|5N<{@j^56v81&~TMSM8Vg%$iY4zyQWR5{bSFZR`i6Xq1pSl*a4cE#$q()#4Dux zJW6|uQgt|mv2v|WE0MAn%e_F!(s^{wAepmv<5TCk!Oh9#Hs;LiD>N?Sn2btlxd?YR z%2VH&@(p<+q$C{>diaPk1CFyN_vmK9yO?9llzm|7cbhRs(7)#6$NICD4>@G2k{46l zS*H3rOS1?g?}WIykOLmUM6&1n_>kJyHpRHKOfnlI2567d&8}v^45=X2kqIhH9|I0^ z+9;e7AtR%0?0LXI(N~E>f~pIfK!A151(>Y&y7I;Ou!a@ug>!XXAnG4ZvWb?I6%{n*h%HB>9gTTBF`ohm$iDHv} zAgZ_Z`c{&7C%T2-fXe^iL?S5KrO%>(h6ZWOM0HibYeu$K;C?oix*Gv z7EV7sLHF75C4`%**S!`8^F8Am+HalaqCAV@al91CgL!0E(ZYHoU~cIRZ)ei-S6dfu z?6*A{A5JyV{Zdc^pBY@KL#?UqMF2>I;ceJ@N(u=+m=tR$g zd8#|>W9dn%)EMolo;AW4#t;f+$*PU&+kGYais<>rP(gz(2cFD)*Iw>lhr;f+Zy&Iz zDf%^&D4$(3C$>#_Spf&pMAYZ-fbcrzIFnnSHH~0jpdx%Y+I6+M{Cny_1cN~1P20?# z+(2hsqpe~dCmg6Wve&{bEG^lCwOC~s-6+?cmKqChCW3&oVu7QIDb8Y$GR}?HDH^+$ zwO-&HKH4jl9QL@?dd@Nurox^cWR7j_ze$VhdW`^|eI@H8o)-+lYfz6RAVLRDEATwW zqVFIU3FdU16-^eCRYPQ-+V4E9EpZ!4!EaC!#~~Mrf`<-;>?T^Nawk2*%EBQ^y(iNd zAVvt^8+CFCdvy_*RgG|%p2O3y+NrKcC`PJsu%Xn_gi&3%5y#pRsccyg(*sC;ps;D{ z9{y)#_~S#8wC?IUr^Pm10W)Saq2%e)EWwUEOx1XgdChp{4Xh%V0QNoL)Z&a;Ztv zpF9>?W5B(~h(#DlBg?|%#a1uvcrjf5AW4slHA(1P`>4h=;H=Xaxb%#O=bCJWw1G%Y z;db@bd)%P>xA)ApsreqXys1(>5; zw#Q@{DZd(1xl8C)D@f8Zk!mXXK`gn?E=&;E>C3qFC2wOPeN#L$Rd7{#Bhx0@#4^*$ z#40wBvahF88M~()YgU2hsylLQM(9N)&(rxzt#?ag4O`tdSEDzAGQAotpf7RAG3nxW zFjch1Ri#rbQ}3?7-(eta&K`VMfh;dU9Ti+RB2EPzxrqc%8e@RzMN+Ex%MR!uY0A{L1F|VUnY`Hx?J*^=4gs8HHWK9M_R|$ zpnJ{cnXI;etWlp~`01<_FTxZ~r@o|8vU1rXY&m^+cgrIwtWytm%5k)(D37#4)9k=> z)bFCV>iQ($e1L4ev1^0_438_eyoZ$>)`5bLI?Rxu&gv>i>+p!AnxI4$ zuLZBSIYu*!m@?5i-R9LM@c;&Qo6lY?>~072@b8beLXTubQnytSiEp|J+gkOU@y;Xm z(gQ~lr%P~QzUQ9@rasnCu@p(Snk1_3#&D@Kh>vVEA?Fg+0D$JcXX>zOzl{+h+OV9a zdhJYWNi?k=6T-hcg3>Cq4Bt}i1DQAtzo7KS=)Mf^K@p~Gp7arw9sD36(;hn_md9uh z#IYG{AqWbsh?MXXy2OzS&L3%6@gIYI)dDXs-z&m5 z99|}cz`c4!6K%Yeo}4&NOLre@&x~clb$_W^UyIlBE;YU-?I|5R|SDSSh6ih@iNkX3$#jdPibZuUf-ckU)z091c5qT z4>63Dj>z_}1*C9B8e)QU9E+|JqYYo0!;TbsmULKfESPvcd=hXd^8U4@icNMX*jWm(ixtZ=tLhHx z(V*w0m#nuzpP3hsEvH{xai!bbFp=$feW)niY()ANWz2k}h5kuh z%e1?hJ~=3i+D_CDtY+`B=B_$EqUYe;8lP5b^mosl96rH()irlcuuDvf^73NhPvMvw z^n2pf3@`R#K{$Ao{yX8n9Ao#Yw{!yE9!&`wF1yz}tNUtap%6oQT7SDV@rOL@mOQgt z=Glg@o0i~IVuQ!!GH+YOBvwya6|3GM2G=r$AsZv+A#{UD(jf*KWpu}5O*cM94iDa= z5sJ>6asn-f!D7z5!I2dk(iUS=>r-Yn!x_T2St!3kN$}lpMR})bS`v;%)eW>KbLDVD zuB>;Wx$Q)gnz!X_rrode)~r5A+1IzC$T%aKOYE58awV>=3_|KEl=!MmEw|7>fod(IX=8SmS%mBrXW21%Yxj_@m~*Y6m4>E|>MSOd9fOjj8hw+CbDTiM z$pF#4P(k8nFxl2;!J9)hCE%~e%2Jy4!|bHj-w|-%ge&he>7GNXzM)m*FftBQRd$G= z>*|aN?1IRwB}J%LS7fUgfMs#aN;<`_N-Fn9+rn8VtP!aVHpzp6Dfn6t#|Tvr%h~yk{!Nu2% zu6_%YQ>L4uhB9-A(EIVy?IP8X?}(B4LWD$X6C*37S3B%`5ZhH-9A6Qm4kHndWp!4V z7{?u7Y@g}NnADr51NBMAgl#RAMJDl{>A!}+05cKhHpS`1p7L)z$;MmW*AwN#2E&}q z*m(-sh4aR_?(DS{8H~aT-F)pL8}So!$S)<(1j+orMIkyr`FG+$&xIy;5susH0Qo-4 zrl+!`k&Zr;%~sAtim(FVj7}|8Hcy*m@nB4%Cy7$43bj4Qs6ltb?JPVY=-{K2a#A{* zO#~M;L_ulHExNqTM^rP3|A^vhDvvIMuXRi1gpcK(D;sY~Y_IL*I$IjspFA0u`EE{3 z*5?o93f{`{J)1V#q6rMiGo!$8qzc3^3u-|V70o!|Pidzx)Mb>P`s2g<=`fOCrXnfR=yz}oJT24Ix{=bpEpFz;*8?~$KE1#p8kEKo0f5UbgAku zh9$)c$=_U{`EivMR>g>%43pZ-+92*hQW<7!#87n#M`uJ|K*n#<78SPVm3YlHTfqh1 zG1a%)-(lI8;l9T-X>|tIFnYnYypHY?H0jBp;8$eWGmyGz;rSFAU(~4euM22ea7$(P zm@@B}Qn2N_7#+)OGOzfklC^IkjNN4K<&uyiQU!-$oO5)>-s_Q26nnW?)Q)aK;YwX} z61{P`P*2Wa9mS3CHR_McWwJSN9!W$waRQAu--K;{hC{K zGmG9;74=ayVEOd~!P!1!TJHRT0mGpLLcChe&$kNIR&ZF_PBOkplno&(G<>H zcl=4nHPdN8bz#LP$vQRk$4EGdRZgdqpqiKWPLGXA!?r!RVd+%JCInF>7t3MB;Og1I z?(N*u|CWN*1x-@dF?5b5dD{bCk+bAc;Z}KNv;$ik>ik=zk)mz(U7I@t2*q*W)xGSkhWIF1rg169T=*>H+$}C^QGYSQ>48qHsQX29CD+u+Mo^slP~gc_2NDgIQL5_0p_NDJ&-B#`^d)5LbD(( z)peoK3~^{TkBM#g_YOZk^>1td#A&_K!r9$xVy#;F3^f+7ZMo<6Wfz78zkq#8#j}TBS_!aR(Z6FDww((IQ zM$a-j5l)Y#Dv8`7d%LGv*8w=ga*1}nIF|1!uaa-ItiM3StqgrP2)4myxJoBo*=@Mr zCRyugI!EmNfH+d;P7W0gRbJ|S_OW#U?zgF?kcrEEO&=c>L#1E((=+7Htan20BMzL+z&mQ>=p`^;V|_4d z@d*IMi6ak!YEWerodp0`R|s0LBUexVm-MtTg@~z|QTB6e)*fD?(HEyj>%Iq48S2eY z~w|$bb)NMUnkFoJ9sEfNgm%L1foBc&mOjc1T~cCgX`vw(m4V#xr&vWQ0&WM z0)ohVv~8;o7Na`fnh*!b+nlQQ$ zDKp#VDLXhnonE&4lNG2PIY$T9|h8 z-A~%-16uX+hv|D0B!&wwL)JdVUh#OoMT_!igK{xu3y1lBfppM%{MoTD&lpw@B~6`q zZ$W^=5cconvSx^(W(OW`MP8uYt7`Z8 zC|fy3h=;W*&bIMTb2PXY9PT9@6?MaRm_-r~>0z{`P4jc0*Xj14s<&LF*={=cXSmHd z+mJbBw;se&Q5}>B*Ih~_`t8J0p?Slt4lFHM(x;z_yrGU!TV*Bf0m#eLFnwmc$EN1@ z&;e>$TNDb z%0G%fB75MULXdhYT?=uew}G!LwJKGDfqdIySn0MS!N@Yi`gp}Cj-Zv%YBaaCfR(4F z>su{CPZKgcsCsqere?B@;JPqQ4^cf|Q;Kk=lw1wk)>_hf)5sV5> zvC`UaT=5wh+Vq*#qR4VodL5M+l%ARJdc>O9an?VZ)rFT)J~XlK`rSc3d*kmH1fSY6 z?LAEpEU#=BS#*JCFoBWBQndZViQubxqWCOjV~Uh|*r5A8`!C;Bm9GmOt`#=ZvNFRo z>HK@@8IR+Os`kKrR!YD1pHAG(( z{e%_IaJlcjdYUO3^P z$IcVRY%Kw@riiVd{CYQV?u7?gwOeZsdXEzoEd|W}-4=RYiyC=;#i7_!qW16vX082; z#ERfy3ueh!^_p^CGaJSyc$O7=_w{NoX4cJ|{Zo3$vi@@?s-V;2goS}_>}rc=OaRv+ zLQ&B+x0A@rcTWVQ!l&7nXQHhKo))eNG@R7#U|iO1Q!=lgZnk|1Rmhwj>$|L{D>tbeS{Qn`^VOCS9^W#V)%QG8L8u2~X!=p$Hsr2m_2h%VZ z1FhDRxd{n|3@OB28YWW+KYNTJ#0dl>dh$=*FV8)Dd3$%irr1{5PdQF`Hly%+{o~sr zaCShKh7QLL?7*dP=Y;X)jG9<5f``{8!gT?0wCc$T0Yb(4^r8X+EQH{NNA~P5$p4bV z^%aks^??(|@tb1Bfy+r9p@RU@z=I)DcyRWO0Q317Auj|13;-f5_2~JL#SdG{5l3JS zvFq98kq-;Q$ll=_V9yE&{)1GH#p+^js3yao*_``L7tF;srH=<$S*AaoM01O~K z1VCd*bhN{XI3)kz3J?4ghy1OB9kHLoDF9p^z{EP|C;0l0*9B~YA0M<1^(ks2kTm6| zTQ0A49qxAe4d4f!Aw@bSnE$Va0}rN(h!H@>!3Vzf{S{{h4PiHmlnpRJhAy7wHcmvnruI9q0ib$~~|CkGM99tovW6 zs#Lg%@7b7qyBgxzU5m%t(U##uF?7WAr$mH5R}5-)be;=3v-EA=(D?hUCtKhvB$$ z|A1XGY+al)m%nlwhITG5p4@egBz)2K=xC~Pn%}l)kV9`!jsW8T&;Z&1cOf*G9cXU8 zHZOW_xKb2hv1ov@09W#Ah-ZQIU=(;!I>bp>;BnzKd9kav5x$a9b{KuIhLR;wT*lVu zuj|eBFK&D{WK!ctc+0zk_=JG@R*B@s#@BajRbYBx8;k+Jp6Zcj`{6U>S9l!I;z*9bO^khU*7LlQUr4{>MFEa| z0e);+kU)t^DR1QrJDW_@#zhpS5RI;D*P9l5R`)LGS-|-AI+%P2;pA{4=*C>cGr3@0dr9f7z_wSjZ~(!3 zcSaFVe0C(C055KYhdQyw`v6OJa32)n0CQBm#1sG#U$Mkwzph+;!~*FKGLfAVO1?{mQNlA!Kf%Y0L}^lmY)YtgP$;eL1)KN}Fz!(4%+8C;U+ z%6Fy6y$K9#v;yT_fMxnAYJGn?e`)~&dRIPJZIzY3VCd{2*!i>$xQZ?5C%WU=;U3>p zORr}=+k2CfDDM=+w!PYCXk&KBnD#wOZ2k;K^P_haTHXvoBpjCK$^y!!k$HnU!=( z)A^!+6A%P_+M9t2Zk-qYPB|8NBv2Vr$^wnlqAed)T=s}abggrLyyy4{+Z?NLRC}u6 zb!7#H8Fw-aO=voLl~tYqxW7_~I{mo_p151rxr~Z4taUyEhjG4Y1S4!n>IsdUA{|66 zBbq~b=vTp?k@s_vX`d>9}K*-$8^LBvz6Dv?S?r<|_B?dSTavrWtf5&-I+qE_!6$U7=`i z_4r`XMdwic*F%v@AlZI;m4P}o?6Q~V>WS_SoeIiTtCRG>TF87tK@VnWGQ*j|>$V|OFE3YrTa6FrDUg&LMH zUObUTX%h|!UmV{EOda9`1Jacy1@TMqu!o&pw0G+k5rmT}UQYB|RE~DOy|RwSg4H)v z3f!ckFf^7S1;ooGHnysq0tdu?H($;COXikOX)B?*q1qtp9qrSv4${I`4F62Ab4;L8OZRfzdSb67Rf^&L?WISC#9M4C8{A5i`k` z}HPmwH#<6owAFM zha9;$ap6BAn7%OLyp9(6fevgjxOTW-ZIpRLv5i$2*1nOY?X6I6tkr&z0ioiRy^|@kdLq@d{EKPDVlPe1$YevwV z6X0Ck(r)<3Pxv@Y$lMXS4^Pz5gwmaep_NgYLkMyDGN3ApJ>BAtxStl|bT`??%QDOS zo|nRA8Ynz{b2ihO<#JZ*kV-P2$!KS}o>Jw}#{3byKUOs%J)a|j7iH(Ht+eG$vv6v} zIpAUH9x^H?;xNT2aepm(i);4lM~#hPy#>$RdVq#c3p7y`>ua)oyse6A?|rbkubE7i zIL)k}&iri(@=p66mzJtA%ye;PIZfOiZ!Nl9nCP@JtH$kL2x|4Nv9$fP_1vl0={Q_? z+1~*3533v%Rj&Gn-#a3;JoR?f=S5u=>I{i?(O-C?CKX(*{7w}p{B$%oJhT&N7jR8+ z=NL;_oGH-3xCpxmIF5%29o^CrWe|LUgPuHCAleN?OgOykm;DU4yeP1nrrmSyOrkxerk#2j%VTFc}YS zyD|bs%LxsNBbPlwvx%p|eUwbi6pfMg`L2H8QxO7l{ec$~CcBKcc}=)lV<#Bbm!7Hv zb&88RTfGxwg>InRNBn`5ory=3?s#A;{uTOVmJw*+49TX;y@>Br!s!Y%Xt&d@Hz&&R ziLU2}AaI5!eZ#NL^)lB<1UGKQJ?$_qXCocgaC;*8=|PWKp(2#G8tT=Tc89G}*`S#lM7!A~2bryn?{l!zKBJGTPzF%IKWSQZ%l}Za;&$(+h+K zrZwGo)pEx6D;1atSB`VM5n_7v9!nHaLb{`amUj`hR4}j!8bjlIp6+z?`k#8)GOw1%N+z&TdAU) zSN8`A)~(qO#b<)#_Q5X6%!wChDi@e+~~gM_Os zLLBAHQPLTBP^MFg_Wjs`kjuL{Iidgr&zI78v)Q~u@ZZ8*I8&^)h$-yD10+WURgdHm zC9D!3if*m4jER=fRV>s)pH*Svy(wn4@h2eFn`9SYlN^h%yW0#X`Xvu{KQ_+c+L`2X*t2aAzq)PdYd@QJALuNS4{g_B$gV7(&i5SL!(k|RXI#fY zKK`}C4Ot9g(yx~aZf{YL#R%pl1SObdyJ^-{;Q-;Bb^ixmq`37vKNDr# zEl2q&0>|CWU&V^BC@N@yYlUf>{>}xNf-tskt{k^ql!@g&)S_@BY$;h+rLiEvkU=jw%zB!9Ny=0FD551|%|4H@It zqP4+&e0Q1LAYj>qp!bnaUSvPa%UOEq60{l~o5R(_1Vzt=!X4MI(ePR%NxUI@1i>mvUlKV z&6|uwDB;o)auT%9>EMxi-1CbHjT>?(U#Q%t4jYfo)>!rHJDENSdRDhTSf^aJvS#5h zxDl`q7gTbCGc}S=o~l-Ka6`1?|+_#=h~rv7V$_o4Bi*7}A>M4dq|W zd2X*krCp(4s$G}pldg?%2{WK*Z$rWJ_lwSMJ~W`V2%cU|{~bD#S&-3z^<<3Sq? z2T6A2mmJ05cZtoN0DG;kuV@BN=drVdjwC3Hfx_)z-(e+|IrebTXzgya{5dMkNG-%p z%?Grehq*O08s-|FfGy&a_Vaq|%Pm#ASGTspe=}BKd=^Ny5w%g?0b)rULSjTr_pI*A z8>LKOHDZGy97|Cp(XrNaB1;XlWa1V^pRmIG#QhnMaRvb z+_?6F^r7$>g?q8+bDlUDmpMPX+zu79LV{z%D)OP@VaUuDR{Xp+*V`t&2uJaeAMWKz zLnd3eOO^VjvL2^YBZq`$80`e6R8KlLj5C4}pED3z#TwVcvx`~h35r;-h;X3CT&Fgs z40bZ<;gOT<;iqIkJcNx#q{j8wP~)Mo785;F&`<^smeQHKQYh_+cqqg;#jX`Xt;%`x zC%NEFx@}Qnw}QeWa(wY&zV5H1wwUYtn}Besu4P}ELu9E5H4kh))w>Ksx@G3diMu<* zuilK_4E?Vb(d#5dP-dEa4wiMj@gHEu=@5_Vc)n0^{eMwbdb&mQ*E75Ex4!$&`yOD$ z3(0bw;AV8=GKg z>K+f`+JAv?wbMhk1V+19x^=f+rSci@cfIVw1ICeohH%CG=JvX&PO~$Q4a5~ExrTb_ z0ipw6T}Wn#^53rb-+D5*$+mwkUjFx?@MV>QYfI+iPH_Q|+OQbF-1AstO|lV=Uwl5Q zH(9tps^bk9kYKu^mTT1XAFK>&W7)J4SY04Z(-(qH+nXG#SH@r*z(IkN4mBM(<2dfp zp7oUho5Mv!9jFv1yDGCP5akb{ zS()frYY9f5l~97zooT1Hrp+KjPgO4QLX7CuF{Y{1w=BI;{k(Y|R()qbQhdO?j`sxX zWF`JPA%{9ZEyG1chvB-5(&V$i8XA2rM>bYIyyVZUy99hlwKh?~hJU_RS z9b%4DtdZZ!Tq^J=|O zBbv9{)xiN_&lW!wnIl!<7^1z$)aZ5f$;)nzs8IAZNoXoWXH$ChkB_w|-XDRUvf6UN z#9}aYJi=}{W*0Gy!g!9+v|MsE8_BjzTg_=8-1r{YXEgCXOctXS9(ixcjMIx#k(;~H zT|3!EX=52OI&qPa#`F;S>pYE0U~0*lGxT)?_*oON!NrxS1=@$@1CV9A9wWD1^@}$T zLNHXVM$LoNG%;ygwBaI#87n?vc!Z7Cu0uU$hIA6jH=5$S6t3^&DlTMgm4T*YL)xd8 zro`R(?U)aRuvD9ooM{_YfrTrEX~@4R!e*@{6Hm;uD$9keG~~UP$OF-a$h%T;n=_)3 z7IM?fBbB8~JaC^r_ZFB{EEAf^ucADy?PQbJe?wP7+ctW4Oery5dmgsx5VMzC(PJY% z^JJ7qknE11!x~fh4U3dhtPe`>oj`RsWY&k%Arf9yUa{lman`dMp*Y-%K<3S@=7#iP zAq?Ye9$?^I)q`3FVnPn*wFn6}^T@4G#1%hcczx*;@;PH^rA7C6D%L8}OW1xc&7_ll z*jKkCTUmg4mGDU?ZjR1qAWyp;9Z||U%Q;|rjphbBCY8P#E{TdV1~+1gRm0_k%Ch^r z`*c-`_iZ)8{xh$a%;bMrF`DXVcEO2SU zpL^NNS;(+ZJR695uen-O`mfKeTgC>`x|Cxwut0Az6q7mqI3Ek!T~+gJ4MGxtHhmRZ z`CzJN`$ZS|?2xJXGy6=#xV#TxXU?d{r!-Xx-b)a`Q)jMCO^}fG-_Ji@ug*uOrU)ZL z+opEm`*#DjAAZP^G`BYpbZ>?Anf?NE1#~I?A2I#k|I?((&h#Iv&cAF}>(SXj13dt> z@udKeD9&}>c7iZ6!eN8(L7Kri`KV?9N^t=~^2OD6loG{(@L7MQ=3VUp8PGGhxT^wR z(^OsgGu_e}z{cdvsGz3g@iMHTqyGqf9MVjH$1$@s+uOO;*8`z%W&#>vpr8Xrz~0>E zq4;g|l+P{1%h^ZqXTzubP&oB>8$+BzFyv&vC%MBiB3$ z_rMZ-`~5WhAjt}8<)HOVPeJJI z>x0qv!j%Vg|MLW7Z*y9rwecP!wR+SdjrFf5p8vwOM0W>vcEA1#>f0FGn*5Z$nAF5b zVZNxy)bL^4`=<2@+Wn4D`{4sH0-XH;@JQ46`z`*q+V$nH{?m6GeE00)WcMcxYqJBu zyL!t1*4A!^cEpAcU~C=b?D9J|;x}batqs6Lr6liF-d7i`t+!xuEt3<#?I&b6{Y&vV zmLTuPQrUdxb!n=9X9Y0^C@i$f~AV%+OZ&-IQ&0RN*FF&TQ z%EXJe%kFLLa_%FDo}T{c7vA=#TE@m2u(lS!m2W5DF4R45)NbW(D4n19dtyvO4CwYR zPG;{F@s%{rRMiy?KoxctfT5|Wp)A|UtGeFt9)Me87hDU*++nRgAU(qdr{9h?Kuit3 zu3vi~<5q5ng9BjN&<~%lxRwA&?(bYf7bn}7 zq>=CGg&y2j>lCz}1CviL>F;o8_A%a>Z==4i?2*~0PtuR@Eq4ag+{{HUMME#r9T3NF z_ET?X@z<%rcXPzlugxy6%)4#_=Gb~aXqmC`%MbGl9x3F=ZSeh^vCl41itE?+ZEo(< zFBRZ$uWX;MTVw=>n;TA}9b5 zw_l0fBou6k7s1N8?jYqCaYPAKKDisZY(@Q_W@99R)W#Cdd;6isR&jrUVgG8t^`v3g zhlQ>WpK||~;tgbiw3gaSYYJw?RTIjA-l%Wnue*3+p^*nB4Ca6aloTM!PH}Ts<3~u| z1mUs88V(^V2BE!MYJ6UXGXNyj#D~Byes~#apAtokB@DUbgC5Gi-rNkq)PRBtL|Y zL?k5*F~G8f=e@eE#vTg2QUM_;0)H~pPNz;#)Cs9b`D0MLeU`!*YVL=+@0WMtsvgWF zTKk3#-#8n=nM`xC}M!DWwgKzp(Jz6E zY?z@T7y0nOyfbB4i1fvslU>64m9Lmmyxlmd2AFRO(iL$RHT;5X3H!+tawNSS-Cm8% z1w^qZbdhY6$n!OJvrP)C^ew!ITars^@56x9>(zY<2{atpFWhO*J%mq~Zyy~YJK#nQ z%OcGLwvvF*Y3~Zt5lJpG3xvH9*;|l~XHH6oe<0(%zDQPAF)!%#%?F&P6-rBODcy29 zPX*Efl0qa06dX>frwTdh5IsPgw_%QKt@<+X-q21IT@kaR#JK!OA zSD&mquOa@{?_t$UYLmF2p2&Qqc`DuBHVp8qwXWlU4$oPHO^DW-bFXx(-W&^S*sx`B zrmGSc^TJi`<6D%>BB^6u538w%C!g?EG8tC%gZj@e0^!NXU1i6`$Ud7x8 zBlfX&MN;8`{BoPiBA1dF+0Ee%MbIr0#u2@_?_s6=)O*S6%P|Q)2{lhSUl$^=B?0OY z9zyX60LJWy#)MWg)?vN}_{kZs809OQ)=$r)=zHu-V3;>Y9Aq8^{#(rgM&JmR>p?uV z&h4mOIS`EOH*BwV%|wTjtLr>A&sLaYb*$a5i|Z6%Lm3ZTORh73B}O1De9&0%RbcSP z&O)kh(@no_Kr`mk$AEGZMup3}w_al_3I&}Q8uR!E^DAn?^N#44fH1!^Be^8jM(AHc zexZ-U|6QcFT^88^&EaHCe)AVqQ|zAD%MGYknEq~06WdZT1YuXuH;D1TY?DGUgR44P z?uhj@_$IvkHTk#{J-KCuzu2f%Cm!L7j9sA*$QRGvTL7x>yi;Epgxzma1fDPg>Nu_R z9Cj5N9|c<K{#1X$7P9)0Y7V3<;rn~_E<(Oz$yn1p=FB?j_;qPj z`9@GDE^Ojy1y*=a#$fONrgK~f^=eSvj~&W$qEE2ZwA$TzyE$NHH7()6P|RZznalh%wds@pQ?&ZpIKl0LKLd|t^oJRy z9wF9?5W!J@g{bjD^#WQBG`Qnu8x>*~<{JCdM_)>AE3}N1P4@Z93iXS7W4VmvD2b@Sn%B>2l*o<`_^mNQd~PceeA0 zo7okLS_XCr`3T9XT2zD|eF;s6bbaePPv9l^8(;%AUi~c^*`dkA$(fNWh2Ha)4^$Rz zk}&Bboww5>59SK$xU^hkWF_V5WHqNFxmbt`>|!SmYm|2wMGS}_ zwv|gg=vi$A6mki|KUt`7&DW{|YZXRrE`VA#BwFneuHzqF07Ar-`B@*5)tH>x#ljA5 zM#IF64R?Ppu~1+*%!PE#$8M`eUwl)}hIl@y?L{3M{wWvr`Mm{r-xs#s9gygf?o(CbH6(T2ZtuKnsUF#!iwV(ok4l4W$Q&d*_i#UTUay1zCqu6J(>q zp_PCGh(8zPlUbl?4k=0R(rh+%6Ji%>Cmz;XJENVk1J6LLDMTVvHDsoQ*7-;O`TA{kruSxYf0J8UnRPn0lV}el+_2k;iLrk>i&7UwR1DZ=LPB-~V=mySG_!k(0NvGj)A7Bvl4n7uHPT+G zHpOZG(AMw*&vcs_&=i7inw`tBo^Q;iQPPK)r@!N8z&Ka0soQ4X)glHt{cmTyW3Omk!>!x-_{Tsy6*%sT5{VkakHo>PG%Yb!D=aZeF4|V9UB-10qGN}k=JD^ z=Ql`gKqMT!(9Av8SrBsJkd*pJ@Pfear09+jEV5w7t zm1+9DXgQ1NHEC>N$nQipfO~{LRYL(XcQ$O_g)Y5tY$FzjnSS8-=7m9uV^hh48v{6 zHIAxRf!KuiZ2x4t`UxU4a##c6Y}0v}+2mmA)*NXuMT5>Q4k@T`vh?gG1%P{L?8AFZ z23FNvYmR!Z%_3{Jj8}^7%z|(b=ATjIIp04tWsvKQiWHBxHO*B7YJmloT+X*( zgwb}vO-}>rJNv1q!}(kAnd_R0ih9j|`ciY9keCC=0KnVKRm54a|R*755yu#6C2q{WBdAMm;E>{CilY6*jB zztTZQM0GwzZ)uPoGQh7c@0P$sz1fR5%#<2?d9*dPUfupU#D}5TRlis~u?hG|=~1#y zQ6tAkNv383`pbzgNGU_E2llU=_%ry;)?P}5c;#DDpYlXY@G}qC)s8MyZwgTIBd(~0 z7jLR@EQ3*e^No*jb2~{7#|gFdk_!D%2FI9?H;Ne&TvBYoQmXX=VEy<)z!(wnPt9ux zOfgZ{|um z6p>6adj zNJL7ko(47J2XpHz^u%h}otLK#pb2d<(%1dh>w7J4sD;nT#c4kXZ>zewLWC$#zxd8e zKIq4;*FI&_!J38%iVC-`&D6U)Dzei^<}=(0ArR@!IQ{A=$*90DyAZT4E+HUX=4me^ z_bs9+cgUeU8a#PN)PR4u{G1rkl*Qfj^Ji=Js4lI;G;Mq&rsF+E(L$ zXw_gDa0mzeqeA{I-a*ZcHia~=R#2Ib6sYd7L!4JmU@e zw}^nQ3_qsGEF!Ys4zW)|+v7M3dDnFSWpnJ?kIGRBG8ZHaVj9U?rWB#SEysN^+`Nfj z<`5YAD;#WpITpKhKicEvS<)j}@Odq0k`r-5j?N>|-@t)XS%)`^pbB5f zs4~oQ-SBmFp~3?-8ui-il}k9BGKK|9a;hZ5F5riMLT(nQTF4b>ZqH3Gj7AEM5`48W z8h9CQlkfqva{{CDwAR=35*e+v${B)>+w`WM`ZL0t;xRfWc*nQ5N`xr!E%klnNzMA2 zYY6m_8_{gzzDkuAbVQ03AbJ5!PueDqzBJ^&wS;S zv4HJ1h_<_p?!I zxi)ynimkPn?tyER*>ZrW{q6`?58P zCCcEn!$>sb6e5uZ18Y;Dv%CdzxqhwBRT9+4U4#6_@521spZ>s9jWZhtD;=JHr=O53 ztwH)%Y_?_jE8?&xzyvetu1e_-V9LB`IkQDo9q@~h)ML?6bUQeyPZ&B+FW3lJ>g9o& zHI@M$!|Ev(pb6-beM~{D#k)g4CXKRo6Kit$uwMJ}$NBDDj10cm(1;J4DLypsBkH?C)7+sDI*SchF}kN-9!7Du7ITh57Ib-@3J3 zjeyqSF#o+YAboYbS@bFARpI;ypc1<81NLi``wKPd%3xBY1*z1p37Njk!FQU-$*&di zCEGf5I_hJJqVVW+K`7gk6Q#9vD@SKKg$xgEcWaZVB>^{IkY5t|$enu!3PEBFIPbseIqI^G7lPiubc&##2GV0jm750` zZ3y+c_syDedu_pobRWk_W}icftK7Bo7jlRQ8U!0IfVH$|DU7v8(1v;;Qz3Nr;H|(i9fY73ETs+xgM6chS$A%h5MJc{+{R2WV6q(AjWB zs{jt6BN5h%kYJKHlUIHgbZFy);#W^mK(vG;JJhV|Hnycna>C3HKg`G=j}NYg5S|gG zY01ACvO~06uG0On&s&Y*t}IWKvBZ6IM0D8S)y*suY*=IIlfQj(KJ%Cb z%V&CZew|`anBq7hvV(jdEaQ5kzIP_FA>^|5jtS@uke{1-A18NX;ns-l;%TE?K?BIKkB~p+ocAhCcz}vQsO;8bhf@=8F9k-FES&Ws@#ylRdl%j4)uvrLcMd5~wymufD zU4>wok`IHdkXZxLJFeV~_o1Za;p)-EMJC@HWj``+<4XFax2m!jyJrUuEw;#g)xXJi zK2JS<6vl*DOi~W@ol@v0L33gji$yy-JN~a`L234V=48|U>Yb@qU%pfU{nJF+lniZh zTB=QZH~dK+%q!gLw(#*G-WO`avrBI9Vv?cf0Mtn5)oF@)FV}QX?ZfA12uz#2JT@bE&XfC_lp;%)ULLr$%5FDON_=6@j8?_Dt;Y z*HfOGOwb=x9%FV1+O|9QCu1&ZQw&SHD_rZF5TQ?FBsIufxpyaO3XM1w!YTX9tsD&$ zNk(9NdhHRp9owE1ZqwlV06wV`>3#z~?|u>f>Cbm(aF#f44E7#oYuvl`NshPw`WH3bsE8m zzb5NdPbZCUH!nSvY5*6E_mv>V)wj6pY1cYU0QQ8bali#k~G{P~O&@XVX#l z3|FImHx(4)@;VZ15WJt7GqQMpdZ`2Y#J(|g<)~l>RnJZDoR@Z}3=}&D`d)PK$51r6 zqDh4-J)Hs+)d;qIY3O02vN>qGWu+!#TxN6~GSRnE?N8nPB)Ird-rW|fpX)zB9YBKH z+XsZlbaWsLKR^!(5&cKy&N(FY*kdiaRvF!n_t7*fS3!?`Mon{GwEW)0b9YUs`ovGb9!UJ|ORmpz2grbVsf2~TA&u1uH<&9fPDxatT2{k4^`N1>J5 zv-SB%!)17PWUh+K#Y-VHMavsfRS#dNuRbYAbE)Qpp)o8-B~=!KL&2u$Ns0<~#-*5( zd_@zy#BY`w$qi55q$qBXg$}Z*DFHXeN8cVx#2Rw6d|-nqa=Ygon%MsNlen z9kccZGq<8^r9v|12yx>J$LYvwWjKf-ZlI2Yde-*$ZE9)TmzSg)+m&H!_yliQ8)Wj* zeg*_EE*ySe!uQeLf$q~HYq-e&o}a99j2kXSj!um0;UfgZW?EI?5m7G`4)9h}c4wgI zTC0KZFCkw<7?6)q3uD{z=9T>Pq@=yLl9i@StVjY|ZM8%ptAt9Jwg0Mo}Y(-2dAp_1CmH+wmX6!z9aKI3isT`lCsVCM5~vUW#|B z10}ZKqIL9oAG3~4T{Y{|O$rN<5%VrM4hr_Y?$DB#>hV4NUUZpNhqw+OPz{<9`$+#8 zO_s3RxBo}HZthGU_h^8=4k_NFsrpeoPagE|UWa~hy#OzAQ zmlNOY8~;rYzLk?}bj3IeQnO=9`UzChgS5X8veOZn;D&aj6kgD7-h#-PMZ~ zR%Rxte@paWC)?DiqINWDw|~5z?S+tQ--^vr@e6Tc!bhsr>}FBJNMX1ZPL#0zf^+>K zSuilCiKNsQ*ReZusaT39#XTww1K}2Bf~FCPXcXxY2~5ot1T;&M-_?jf8=hW7_G)RP zyG{s~+q&f*5GcGs{x}KsaY63igN?6i3%6I6Nwu>26w6DcoPwzE>wDSEysK}l2G8vT zvK2ng87&7@T~YGvcW#k-2NsaE$;wV!h7~VwFE)!>nC3Z&hw&*EFK=|S1lErg&K|xG z9Bx~TR!_o45t&k*nO}M$RWDj7EdN@IkGJShckzi= z+6;?3&R^Z;8R{=$4r1yA&JxA^;Tv4pvKJ`udX#MKBI`GM%EXuaqf69Mn;2&u;|-g` z?{#Vm3V`U4jn{s@iJaXE^Gi!zeDIQaIc78zRm;T~_tLpaH0})lq3R+s96OF0SVo)W zuwq0tNQjC3l?ASEb_Z4*{7eLeIY%HH4;{0)dj(zta+e{Sr^^EXfyE3X;E-onF>S%oa06Nz?-aVM}xM2Pf3APl0p*UHR-b4}ZZ#Rj)>2AAIo$0BQJg=6pSn zn4$f7Ygd4^sTN0B2_!UBpgvt^$9C8@%`)ms5^PqRW7O+6E6O_ z8S~Xj^su>Is*+|pIfOJ>?X?0=WkOGn!Z?$tJA7QWsyJE^duOcn_<%OE7O_+$KC9?L zzK$g+wCushsP`Gh@Z=9=fLg0S`3xZzsU7JdjX#d*(?lg9l==8YC47c~+`ea8^TS*$530I1?kL*aMam}Rhk=va$dLY_O2qkRL}Hf2 zT-!Ck2wKlqlL|6Ql(8t*_fzqN{U$Hz8 z2AT3KwvK^c`|5tjMZ*2L=&0?@qlL@kS~%K#hICYJSr&ke@bn2aTfcfe%pjmR&Q|j# zV8QP5(WQ9227HqXqBcF`32u2$D_5BX99QhiGAaV^;IuQ{FzuRPYnX00P0m%Fg&Iw; zugc;c(b#+&xD+?qnHSdTnVXq~Y$XBYdXp1zqNDL8=VKVE7?oT|(w;_|KJYJfXNsA& zhxa3<@rYboC9#B0hk0@Gk+h?}rqF1uk*GE&0nqHtEL<`;lI)C%FZ}@%==V16E*c4S za*)#9N!3c3!W4EXuN~vBsv-#EFL-i$o*0R=TC2PI5Vcj+Uz@8{5jrEBuH=wls&OAw zqF>+)`#lpnq6U(H?MIHSec)hQmFf-Gp>0MT!ZmRXmGPDnB4kgSkMdz;_*O{Rxcc$Z zV_&NQWORJQ@3eF8H1Pn{VSmwMJj>WGSWcXwQ-sAN3vy&`s0=b;k-|x- zGz?9AGwAux9^chm7OV;xI>yXk0&#?b0}5K105TC_DXgt`7`vw0~sYxx#^*0;l9- zC+Y|Ul3HEM>lW*&8WmD>70#73Be#QaQ~R$m^=I`sreg2i_k5s>OJ+@ydnpvAAmR-M6hE0)fv zRYq($n9H7rwW}TIX;6K3h3i|CzilmQBO?3nZn0B*IzAf!JhwHC_=nX%#?TXnodUz5 zrDt0U;qX?@kM16jQD$QMa0=Rs`1weYQYmTIy(rXO$=u8gBotn`_gC0|(N6{NZwp;Z zf%eB|)cz6bi@T^RZ0Bb3|JR=SeMdOQa_!Dry=F(rAo$XV zD5IOYYGSbAtPpDbO4g2l3|pWwg)?+CsBWBEa~89yFU8VxAo6EUO+Ffy^IOo7tdiZI z(R_Lv!iZUS9?Q|)HBkguWW}9aR!8Lrn5K{7S;u=UGRs{$K!_lJf51A2S-SI+${VdT zVM`7<;3ly~97@cbm1!|#y4yKR>eo}WD5Lj^A9V3|R?;@4%D&|ttB&Qye(2JaUQujT z+4OX4WJL|>OUcYPJH~Ch+@k#Qfo$F4nL;Oy;caR`5%Uz{R-A{vU!2N$G_M4Vr=)NX zzdPtt!Z~`(s4KHfM7;}f2R50x!;GTM?XSN*5tw84uzBpbGSI+BqrO4kRUjy16ets) zMHGcuR_(2do2@IwyRG+kH>*O5l0faFQ+PdkS?pD&Dy7ir%0vI@^`TOw-3=DhK_56x zq0Asg_p1iUxpwzem*e!vrp9ecq_)^Xds2P zkmrJqUW&M)je>*gQ$M~?Owl#zbPf>js8R{O$6%SLy;&@ifRBQ`Y=5InBrqC;7-!4s zLo_u(XeI==Q(j9ND(+-W+B?PC`OkUEKJ$wSYt8B3Kf&s1_rtLGjlWR7dS9NBQvfYY z_>jd}WLM-jib$=jWO_cifm_=$)W(^yy}SUXluaepyf8T*%rZ+o9D$3$LYw%13eweAKKZ-n(Uyzjtt3V^`-Eh zrN#+x{qbqf81ZA2ldHU+YdYR}_U04xm<`>j1g&41JX6;XkCL11o2j?avL4bo2#+?L zsjh2ck%{_VXW7m$U_q3azq9_Ai6uT2qh1W3)Yg@5+CYYp@;L(s<9v&t1Okw}W$w3l<}PXA=a26AtaVN>juk7tmD+ z2GLKHp53y##=o^KilFv^{JgMG&1qx>>8{Xky8okR`~0NkAr|_8=miobcbAwVvRAPG zDUQ$Hp~fHMTec-h0&})xkQK1?J93)p8v!#`?&L>&H}npgLUC^D$|}*%c}!&#-`GW4 zOE9D-D0vt5E3Q%iw$@=oZ-t}wf;CwwcfzVzSXI4?g5(#<)9sn|tO6k0)}DCJF9?my z5(26KY({#%_Mf8KRWNK=P37c^+2@Jp`k>KCK=K8Ah&NvleY|Qz4}UIL0s?XU_fIMw ze|hfU0loP8ibdRTos(0FsDv%S)Cx?wSf)e0pnOOpnR2$S3|uAbae<#&A8g(f$4Tk7 z-&+=@fsR~Gk3XDaGP4MfMHO81MSgj}91}|vZ@1bBE((oTk`%Ndw$q&Y@|sNXtwYK- z)|m%`$Ns?2Lkr?wWtmY2VnNWJWuhz8As(2*!X`B|%;vaRZ3~A!t~|yn1=l1EB3$HZ z@{5_*kGnWnH4o8o>{8;n$cy8mD-#^#THky~x`U;-!siOdXP7z(ZT5hCaA@&w()=cQ z#Q&}?DZelGVlF_JoF!K$lw^2MxZsAvfQRQqrMLDXs)hrInvlj0pqx^DYrCR(PVCCNq5%yH(O`A`lv!y|Qv5-0z@iz;U{blvG-!P#hI`KQ?)I)YqtLAzR zy%^4wrmKgcE50RyJvZ_S>4T{C!0r3fSJ7OGnxMQ;rc&mty*Qg*aIIa5(TpQ9hyI?+ zei6)95*Ck`OyMZ!FiW{)OLEl>qdu2x_QtmU&9Fs`n3iq%GHn+x(2s!qf1S>Zp-urP zu1&Sd8To`a&SW8C<`f2Wojtc$8q%pIIN>3p+%D!Nf}Dpqya@5 zJ|9Kod*-m6CuVSXTq=hWrf0tmR0kJ^9DBB*+5pzS!>{F z7s=JLg45RbXq|!6K$l?al=A+i3x>J7D}zYz{KdZ|>|j?!R$x0-KF_@+;kM|_HcL@0 z3V$a-h|eAcSpjqE^_ases;1~P(q!XB*x-qG83P}cUebD?9PFbwGvB!Tt0k5u<>_jz zAyVY|yr|0Xn|uN)M0l@-SNTn$c#4kvw-3jbC-+=cd!V@8oP#ghZeD>T>v_Q=mt5ClVw}Yr%U_ zAk%>L(1>T_c+``H52JnL@)Ck~SZ`27Lh0cuSjBM>t~9+QFL?T< zy(r4QaE`#pWx7>;Icb(25=TSH$}L!%IL;?r&-RISX}c3h%sx=sGruB&(P@t;5D&r# zQ1_`w)N=Q>jOAzpwhAQ`4X=S04>?)LMuf551PTmoW=fQt>XynSVobqty`sTdM_f$i z!5rc=-l}$~rIHqpoQZFJZ#6f|HWhZY@22Mh=Z>tM=lGRq6p0D-5LE-%oj)`W1A(2{ zC)Q7bnT_8J9m8a&$OD)X8GF=#xsIBU0c7a>g26pn$f=#z?Z8xTt)GwJ;uAyxA`58? z!(QhTcbD>gbj*V?(+0OKR)AbuN=f;53io4|#KC8qDmlip=2ghc%gPak#R=#3jN=WN z&(ER9Y_3tZbRGIzwaiMT-?!f}=PzNZyUASp1CH2poxf@Xl zSZxfK9aH7tAFMxlp~|r$)y<(}omF+VR2&`#thI_C4M&=DpFv16P+sJKxp4uT>)~fc1FY@M zVr=tIj+v`O@nDT14t$L(V37k5n@Y~PVQlV0lrzwCzNm$7bNbp7uEqzhL{Ec2(6yPA zQg{m0F191`94qCguCid|2GlIYTN~bV@$f0lN^WesHX2EK3Ck;%K z(QV2Hj_5*6-;d}AqA#T3%o*m&R!8BzKXR)?gzU<9>V|lkEU(g79w*@E%$!RE>Uj%J z%zSY~AhvbNb(>*DjbK_<7VLHN@0mIvvN z$8i!yP4OHc5>i^?!xtpZVj>Y%sitYEACo!FdAZ70;M0>Hl3eba)4ReAT#Bhqph^^AFoZS4=}Z^b;| zLfgJfFDRMi+Iqpx9uzoeKidM2$G5?BlXMqx_H#Ag(TAzAUjMgz_ucFQtqerplLLU5 z_-FsS&Cy#sPr4m6^C=ysRYHmA@m;2l2N~Kv>F)Jq>f%9$fW1_R7kF&cgi;%4iaE_i zhc7PKQ2kNOCjDGj9P4YUasaLF48{TOl$A zo@-TFPf?+c$deI+ujEVT9g-nGmxjS`q*pq;Id3UDwNO9er^;3{+b5N`%0SYX-m1%_ z;-^Ow+O|(CEw|Hp67r}W4(sw=l;cFgLpmM2sq2VD3WdF%Mvax{8-`3atRFP*XnPL@ zHeo>meEVS61%iO_lnQ+qu`ESy@5w`GW>%r|pi`=$4T%dh*8v(n)l_XwwS)N9sQ8l? zf{AwP(<#&1*wwP*-fC>=x_(EA-f{KArV>51wj@{Lp!E27jt4Q5=5^jss%wWr5MQx{ zWTvs3$VAD!A{D@x_S_hKRPdPy>5%9&isNf02A;QJ1OW^#nNFx_?WN|w(!PV6D4df) z%oId`ThJ&Ho6twRtIi1CFid~peMknNmi)2?HjKPx6ZXTPR$Ma=Ep_av#!n46p;N?IJqt%fvgW%xBYU6q;Ve&mO6w$t~!54 zY*r!*Q$e@IO?{z$NrBQyROdfolH|=$%mlas^;&>f8DRcfqe+u%PsMj@$L2-vO{L1f zOK7nyzF!>qPfnc*hwcg6f6ER41c4)?fpG5aClv+=^ z2%@#Jb4Xh9gw;G6s80Df_xLr;JtGg3{G#vkKH-Rj5&HxdRZf)U!Ud*(z61D>pnilG zbY`z*M9)Q`_M4szDXKX4&2Jtsa{cl#gjOi8lphrpi6vUGm}?r(2SVx|--YQDX4VBy z^29$Ge+(&KkX_j{!xg7X^R#=M<(sPe-K%B_yWoS$(jYSObsUbIf8Rpc(`AuSjznrG zm=i&oPD~mDt zQtwfV#0oC)dzW*H@GRWB-bduJ(W&85hwowcqUQ=AQ+r;3tL@EF2s{Gw&DFeLh5?OF zc!+Tw0O1Z*6{i&W2m3XZJiBAQb0~0FlBkm&jY`7sEw(pSIBQ47w)OtY414*%uzj7o zT!cmgyLKCcykp@MZj`_AQvW(36*EN2pNb=4^e}z5M+o1^K*e?cJIK{bP0V?$L%~!; zvwgKbg<{3jvMzZi6101PDD5=V1*c85g>6ku54$azqyjp@KnlabLa{Goo|J?EH&?P( zUW@ELY2Xfhh=sN{yZAYgE7esOs-WcV?A9L`nu4{-O@7~h1J=+Bgsnn&1fUvnu9eE# z+OCX63F@=>d6qk;DTSl~Y| z%w2!mgu*<4I!pJNLnJHsVjB7MNu@b(-nbcgl*c4ANHQ`cf&u(>N^vAZ#zOK?S>c$3 z#w;X@7(2;W*obi3Fy@$?y#qxekYN+v8nh96c?#!@7bFYOLT|uyIeMBb=WZq%qenfv zy<6L~pJ6956c(Q@porxs;)rv*{tb zeB7T#$WsSlW8!Zvl1X-)tLQQbq0DM<@@e*;!m6l``wKT^08%|qYfF~y-&bl<{B_FCh^$N=Ogs2mB zVUB!N`A1}N>PoK*QblzwqRs!`wd?BgfKV8vSw>+||8LU2m6{d4zl|6A*_N;<1V**` zbUior-5|nhADEkOeVv7Wls)E}9r#>XCz#95`_(1vO7-PZAa_`mliA>UTI9!ftQg>y z>)W(2oDMT*z5UK~X|O~IG z>c-@Ve#4!Py^UddF|5wz>+qU6A8<{%AD!sAWHJV`aI_j#;AUB4*dVU(3vqA#Wel}S z@k{EY3;!yX(JC~f_wCI}0NKf*FS-gCK8Z)0;`VB)y87kX@b#KMGAa0^UGF`(cG6C~ zg&Zv@wUCE@e6|Ux19(WaE|VMJk|qZBA_2(e>&p(>35R=#41)WNN&>}h3X2UTb;3`~ z4DbNQP&a9#cHR0RIb<`mUdKWZkEaE~9TV*|uhG+aCcE6E+fGz4Y#Q18jmKc#> zNCYSN-RcI}Ou9fXL;IBQ_cUD}Zm$J%F{&oS(hCT&mCa7bCH2_z!8`*CwPoyu^!icq zl^d_Z91@^~p3@vdu8RkPy)8*r?pgX&>C(_f>06g!VgG@|qr@uo?BJtK&BiDLG$O^L zTU?~VXPzb?p{Ycby+GP%8MuO{M@L~K0?EY{0VS+UDKA}x+%ZotUE+Y z9<3@i6Dgm%hjWkYtst_I=DSMEv1C33(b;F}Ibb3ppP~*-_?Wu>TG7|ycU5BJ!82G(dHkV+T@_6lSYV=C{-Y>?90aREI2RN<)6$s9i<9NJ?O@w_-zh;o z4aWBF5EuzXuZjj~k|t7a0xDhY0cFfke|pL>fN0F|wSD8Qs1i4<&=c>`PG37sw>}k* zb}f=bGON0TrsckTK@@cNI8PwW)|$+cju|-5)7@-N#CjWsFgww`-vr-&k5;A~Y^E0j zM*7!2_#>4f%T#(x*>|^z;=qwU7ylv}j5GWB+QSQ++@6r`*`h?-GLtTQdO#FfdOezC zY!NXc{5Ga3X1t3w^mz5ExLFcTL13_5YlV4Cif`UV_CLOHn`ZhtvZJr zCB?UtF!BW-5gym&(r3`Tgs2uLWtbymvSm|w=|UJqs)5e-BmZ+S1KcbzR-darl@eaX zMSONK#2O0+jT@v+yLyR}_RMPLO}sW**-ape-$zIT`a(Y>cHiH^vEYl$yAmCLebFz0 z3yFQxi7H*haiP4G3ePqO+JX;96r&hgL-p#~bm;{<7lFTJe zl5$c+L)I?^$F^v2S#&o&>>A$m&l_IEYp#LQ3DzT2zrH68C|CB1=+FWjSUgp|YwcQ~ z@z9-V=~BURVE#9rJhR776C&T*#*0q|J1P zU86&b`95c^)lGEpYqHszNY5n|lqDR2nkF{elMi2?bwc`cp~k>4zPIMe^>NpYN-tYO zueE_nO9a(i7cM%15t}h6`MoQ*&#h4;{Xnjr0YCKi#BA6+)gY+pvnf7@NJiU2C~=pT zjP@mJLNs^={J*!6CS=J@;A2HKmTO2X|Dt{11e0nHT+AGz_Ho-U&}0}Vyx>P%b!*I- z?^E}eU!+s*Q2_NO*8QvDT){Akis|9q*rLW z*x{p@xvhZ zF4zyoLm5sG0bKCid!f5D-Tho*Ro#W$<}Y$$I~X9L~_3O-*7 z8^LvW=(YL7J7C5H^gC;1y?8!S9Vzz3#v^wj2@Tw`L|#39=TQN zA5r303yGgKt^E)FKVYJAB2W$1YMuoXbDR;hA0|?na|Y`S1IxQy3-|fyv{3IN3$WA| zX`kmPWcD-q0MatB7o~7Lygp(zqJeU#jZnWs+AVwZl39d9)*a9s+H{&*NbN`1$%+=8 z?wSl^XE&BzgEzo|lyNPEJTK2wOgpCPwI7`W^pv50uw!{2WeE}ZPOWrmM=vs`loeDO zEiDTsb1jpnFhS#d9&DiN5+QmI#>V?oRoEab8-h`=LJ@4Ea1iUF^gmf*OPeQ5i6fn0 ziBmcJ4NP9-iPE}KEHe!P__>R3=lBdMNEs)To-C2J8%CX28SUjZ#NFlITVvUJsI*|7 zSKz)GNIku&3{gyJ4n&N|?{gd<)Gue%xZ5M-RM~M_5yJlz(%w$8-V@DW;gF?tzblm* z^?0qNhs;=-LQmCW{@Kaq#fZ*HCn!$yo|$ekc3~{J>N5B4KvnL0Yl533p~~$UdwhF{7B_8f1diai&zz z%O?3(;NP>V#C)hl3R$%R1v|)+E!ur96!X54W9liG=Z1y&?Bj5UP6*)EMD67^sgY=b za%_m%7Q~Nq^3Y;qm}D82sNFsw9%)NqvHrJ6r!x!&EAn+amv}?gq6OgYZwul&d5-z9 zr-KYZk1O0~AL*mk&JoWZfGttedY^FahF-JY3eIv&^>>~p2#$8chVO4%bIJ9%o`vGijhHRd^zTJOGQFq7n@6hz0j9LFsLvd%(7YKVN z4^n5CJ(=|!>b$4kuL#F=P+hT`n@RX&p}LqhZ4^s5p`X>UzyO7#mhmP+I}ZpWHHii4 zK*59-#R*M1YP%9$&KofCPUmdJ5Ty{RS!qFy(b<)62GW*_C)s?=`@OP}`b9*@BZ6|u zZrWOV6k~h2@)meKhB|UMH5{seqJtHFu^eL4`f$nFI*xo678we+1XGk8udI`>FM2Z8 zG-7=1FDMi05BL{Pi>O-uE>V)GS4XUulT*?1px_-G*R#<{>HDK_rEu^I-@hxI06|<9 zZ&|2q+$O2|1lYG_Hu0_VyE8-QXEmIbiE%1fE4I=~%jFnM{%AFe%GHB9>7v$DZdTx^ z5~Y@A)CIIlV84>;rSc3DeQh2VD?1h%CBxca-EaUo1($O4?B|g6)Tmukbtr%KfoNPG z*{lsu`;`d*sH{|pamd(;-+;#WfQLa34fGe`bX%ex2VLtX;RON^tzmR1^A z4;M0G$~Hh&8CHHamxv8C&P^`b!)7&4PoPMgGEdDuRI$h?SUr!lPJoI>$3bUJ69oA* z*s$7O!N&FEA@c5ts8bM#5ZFx1TT#8Wz!=nRC7Js4NHK|5yT8iZJY?1nUWP+%RBodxxp$)TRPr)nbY*E86xY_V_{oZ1N z?Tj1QMPb(ET3Hia3mWVg3a^5Kwd*bQ5eaWLpx&5*%Gu$%-j&}fh~e=R%1}dFximfC zjOx)5-M<$~<-8uI6R=wDIm>B;EuQ81E8JyTU3pI?jef3l3`zZ8Ld2wO`h!w(>F_0; zKf)0Ywf!&J*2!+iVPAchopUTy%7J3y@Uj{aXn)p(?_pKuzIXvuX1luTK&WD%^8XsmBKKMbd4CBo8MbH~7Yy9GGnHVr2l+{B+_@sUHi(Pqh~|pI zWQ!e7Vs&Fpq97W?;D!gH$8b);tQCO%(E;jcgO?VurgA{xfxA0U8UC2a1yCw4=A=>8q6jLZ?~ z0^q;88ywfHEwwqZjzeV8}gDxuN?Kwo9JnVN0dNx}^r_uz?6&HM9 z;DlD+ep_B=9SX|Pw*AM0qEeRGQP_ny3PBLtVZNUV`(~Ri%&oKX_X_Y|KqslfEiQ(o z7lIhK^&#_LP7ji{hv#o1Arl6`ag+ncFpEmjutJ^P{0V56I(y*=RD=%myngOBwR~)X z=A*Gj+YcTiAu{DH-()*+3>Do-N4P<(;6U#^w6T_0+mH}Q=zQ?n%AVq*;#hLJfypt@ z>*tCmVGMJ;B!Di{a$dcL0ulQE6+E~vVDiRa76x}JImym|w)BnF&FVSP8NyF@g5URw zRtG3egX-~i^X!g<<#z-U`G3jr9`zR4hPAl6syCsB- zS9GS(nCf4$ldp~2jn&!>w0q85pmaSTGHJ^S{Vf8|;WAGmPzz}NR{p!+e!RY;tqFFr z&~e1Pwsrc(JYxhNctZ!q`xlp_px^U5g@aw?Cd`-+#1-QSt^` zaK;$fH=-whRY}# z?3EyI?YSYnr{Xn3J0^p}0G&IQwH%wgs(=IKk2Z7Mi)U3*D zI+b6a63k4vNf`9Cc)Etkaj;KEd0LpfY$=*7BKjg15yMovK2=>Le(K~x%zcPuPzqFD zxOv1*s2xCq@~8p(RAbo-yItPJ4M(2?K5h<0i9ogi_?QE`WKI&F%?v^|iRU}N_S{q( zRdRXyBc^Q_jBY@p&)Y}_&d4xbj*T{_Q<0-bt?1Nz%f#0`ee~bY_T~ z5X+OUjNWad6s117nV^tEwcHK08oCw@7*icUBUEoD8{HR>wIrb9@fC};l;y|enG)dc z3b|ZS!e^t7tkw+4bBjjxBD_SC)PbYz4#8?LR51TjoJ!jh6E|&!5(x@nw8X5aMCD+B zi~fmH;*1jsVt0>qI-0HwH9(WU*IC zuZ4YYoK762w-r3R3^t9Q7Y=+v(Q*r+YhjIMb@5u}wv3~39MyDg8aW}Fdy-lN8{4g3 zX<6qa`mQ$=Ou?>YP(zt}Zv;{0C_Qqj&K zCrXt!K@SL{A=Ad4W1rf%lO`!YXtGT&02l(zR+3cip|08~Kb^juQE}lx^6ce(X=?c% z*oB9l_g zfCbliW|CDPg81f2Fy&ql$<`R-+A!xnK>10ej)-4B8-Y8qFi~_*TOP*H`{8t~(EzMt zJmjSY4Jt%x2U-7t>J(DLSrYa2P6uK01@@$=T1!(htAYui(sCUX7%eu?dOuD*t4VyN zN4kr0GI###0NZs`XyN(+zh=b(Wr)x?+JodsL?x!R9 z+_btnv158K%&TVTEp{;P#$=iwO4eyL@nHT8s)xV%jB8x{pt7)G?27YgkjVeXpwBgd^!9WP;Sn?+s9{sd<&xu2ZyQ6L>km0sUwD zN40*X(nAQ051d5bnXnH!dBrcP7mq6Kh_EwLZX?Lv!&RZFaW>GlHRqU9GnePH$tH6i zOL=e$whF&%3Dyk;c5v9qM?E)r701lznXXD5inrvhG)lU|t$4v!WLOoizH0xCo~!k0 zu`zi5BA9s*6*h=z(1aj&u58ku)ilY+Ty|u-{4}~plAyD8x`LT2bP+@1okVkgg!5R^ z-Yc*z&=2&B63p+=r5vHkAFxGKF{CvnwFdVr!(4W=k5ANTK7ur(OxL3=U^2#mN}C9+ zpuec7Vuqw%jQwNHJrRO}L z8VbqF?w(9HCJ-g>a@vE4?5tDW#w);1k|2wC+#UH(LJuP#G9!G~z^fr;k6IplehCUh)*Tfy5H@ziNOlez3t;^uROt?Usn z#Nx0;6Pm)nDVHQF9ezK+-H7wjjm1xU>i`LFp6(P-ZEIo&$3R;NJ3pny7y%-ML30xi zxu78whG%cAX!!LQAo^{G*%HnJi8^wMlyKD`GPt4x=R=;e-^D8S6R**%6NgBjBf*SK z;5%$lQkE|4oPx)QxV)20H=3XB-fyxrqc(r+Sbp{5lkj(Pvv< z;_toS7_>%`pC-J99R4!0N%13)l&pt3M3Ku6R%8MRnI@d)7jCr;<6@Z%X~Jg+rOOq;ULRU} z{&_CyWENHMfy)E>d*E4H&*cf*gwxGLevfd1QOG>Mrm~IC+cY{ts+GD&rn*9|IEh+x)K!8eA^5k5!^hAN6I^E(NVK1D1}_@_ssP zreoE3m-&L2kH`IP;%^%pP2?BP3!W{zdilB18Ls^#-sF!VdXcO2ULptOP@LldY> zd2AYg+@Ho&1M_svTG-7mu!I`;^1P|afEALETijvd-Y2eF*Aiaio4QfhOIS4;Cb@}f zhjPx>JOb^8XYTt`? z%GB4;zFn>Uv0W^GfZFY>&PZy0^J>Vma&nnchO`U^#A-!JW_Dz;>IpG2EbAnv%NRD8W}6W=G)UBXlYTyh>6Ch$f3w z%3gXXeFWsm|7jO*TZwSIA${@6=gG1c|DWH^(;qHrY7yWKHg2z6&wPBc&=o$DL$VIgV(03}1FZbS^#XdLYJqGQWAmFb9=(m? z`i97J>dhc5?Ih!?sYJ#5rJHW7sa^AV16M%hhl%}soApTt}y zn?Ygui9o8S_ohDk^)&<6bATa6;U`E?o{ezuIW+IlkB(Cz)-F+t%g8nsQlk?uLF2|f zKiuc7?6zSQCVOBPDZCyoZQfJ4O8VgG8x_d~&UMI^ol4;Ie4&89nbn1j1S<%4=xxDM zOvNuht!yJ zgswTMFMid<2R&rgm;(1!MR%%3VRIj2IIjgAN5fgO+BQzdT&6!G`xpL2pma}MYp2VX ziw(VoWh2e6Wl>;HF-K|7>ePKzBJc3oHtm6ml0kM)l6eSgj$!{Ka5wI;=d_JeXFCej z&5hPWPfo$ej<1YuaVBz9?xVTg<;F3wAWLqy+=keb$goPr8b6V7QoGoewsg%^9LwdtZ0!U;y7WmSg(81Q_-cHV#16_ndkv?Sdw4zd?iMil!}#lD*y;#5$o z<&aG!&qjp@rN#r~3<8#_S7npcrrIu^W-;tRMrL#`d}`2bej3T`3>rX=%gKc)e>o(4 zIAn7nwFnKHG}8AMLX^+)*P!PTum4V`9T7slaMYbPYSh@X$V0`N15TI=@QcH7nBdH; zgUU8k@3c{s3xe-BPc?o5;x5M3>>t38Qn$Pw2L8?#`3_Agq6b@~kG2%r_rp{{N+(70 zSr8|_DYi87@l{N^MFO+2ES;kkia(2Egf+<#)+x$+rFQ{b3I@!L@fHvuXv>1o6t}0G z_P8G5r7<(1!p!Gp>mEKkcJP)jIMxt6hn5(kchp{w;|T zW&f_WM5KI`VmgXQ(tD{3#}B@%uPkOz8GI7?%#Z@9m{u7qDVtf(#rkFxcV=?(& z?3b1AcoPp>b^{Cl#f0g`{`m*Eljhs}|DxlW2p9X8Fm63pvlZpL*DkcIZ z1}0{<|0(}3I-Zf4o$ddZj_+_$*3wzxi|*<|-rm`1;Xny91PlaqOFKl-#EDEU9NF2S zysaJ4iSm2y-4pYh>)V@@ls(PN;9bMq*tiM~6_QC383eKhO9tg`Z?vy(ga%4ZX6=71 zg~Q3F!4jZm=TfRv0-^xck!k713BUpHTd~{fA6YR`97SlN9h`V<5vWCRYFS=a8_t>`6Zc6Q3%-kO&CSk^$&=$J+AiZ3&3G z`>w?ZtlYf&?049W`RkyTx{x@(sFZY||K$V^0O!v=zXAG8e(mQ_Q2R&nnhLSTZ?*aJe+YTv=$4BA2zg0M zOGyAPrT8G~`GMtu@0t0P<&_yw{YUiIS1`@_9~lIQct4Q@^(@XyOZ? zIhjDcz8-n~V{5GeULP7b^P`{>gJU#|fj{oIdv3hB95d5@q0R@+05ZJeSkD1_C{#yfi_KTq!+RE1S$Gz?bKogK6VMDFI z(vq70`(w8FLzP;cnUx(`#uNYhJAUqimAMgg)%~;h)Fb2S=eNF4>7RWqb^R*=?idf` z2|%+XP;FNb?t9!{08m$V^(yv>-lQ^^Z&Kh13-i0%l%vIX({Qb z0iGWL?VtHcgL+R5|1f8jR)%go?`a%Bd+WnKi@8tx@*_OWfjkvc5TBjMXo&5vh zSoZ+1&i6z90JL`fBkM)1|4VzrRtal6{z2aNRSNpkF$J&Z%a z>(b-~{yUj{I=#IF{7pN;#i%tMl__{)_`)`OAFwdrD0P@%pT{cX9+$=lIx*oPKEqcd)mA z{P+p0``F7m*CYN~RsDkd!9KX%c}%`NCVqNEiIVttO#2Kh8rrmd}?$j$SP8yOxV4 zBW6sjnfc`7_~$`bU!0S8Ai(&QrAzpxEb1i0jJf|aUXUzcHReNewoZL&!c<})@gzxC zE%pl|1{~Xjn|cNWrhxr0D2!cvb;UbdhOuNDAu?)_WQYGCigJL{#Z~_%8B^0R+{-6@ zSlFk3CF05~!I04gZ$O_RX=O5WxDSgUWas$kfrL3z6k`7)IwPvI4=YE5WEeCt=s@n3 zun3K*FTFpEFYPSPS4g94niaKb{og*wnA^_!5TBwl?j`hG5$52R;;LmUoG}5btvR%y z^7(;=SpFZ@TxirtwP=*wqVu8wIW|~ckzet+ww!rek+n@5XO{+knn&T zTdVRCCKsmsoLCBcPwi`BjPO6itjbaMB{b9|`cW`1Oo=uqd@@1WDOBhhVZ+4%IHbwqh+X}zTGA?hWBDMgOB2rz7KbnagXjyF<+=UUl~SBhM+ z>C3O@i{#mM5#W=m!ZdYA9#|3;!2}<{!|{<0cV1IogQz@v?x9u#v9n+G%E^~sGz>JmwM3OR9lnTD^}`S`c4?!L9tw?(A{_rlRT;@dO(Z-K z-gDbHNK8;Ui}|1F*a>V0v<8ik{|OkNOiida5CEA*K$nbI{|F4iY3y0cPG(5FcP{}{ zPVhc?BuQFIQ$T+;wMT-fUOr!<#`YNM=lc~bknN+)7LR|8d;@?tA1)}cujbPm&I#CW zW;!Bl-^)JT_m~Odhgf?Uks9zzz-*K z62V$VTgV9WR+5oI&5_oNfJd#tV@g!A%{^KLzJ+TF$TsX~;GAiXB!a}}+R6xtYC6h{HCbXMnQ*elf=ugS4 zK8)4mnZj`!12mJ>JZ32d1A7N>3#uxPUtwk5SnX(9CA#p6tB&e5yn>^x)#2c{)fJ-g z;SBWHp4Bl@2)%h;C8RStAo~F!oR#{fRXF&Y=m8H1u7l@>7p8mDFx}z&e*sQFvA<%Yv?+dRZib$AbPSm7 zUOe!K7+O<=LeV`ocC?QvYYt?dN0FUY=B_@EtDke_06;1w^V?eQh>|nT+iY@s^t|8|s-ihxz)VubUo&CkZoxTEN4y1!(h;*ye zWEf@Cb$jO#9#v^2>1|Y!>ixnL zTqHlAo$J~7W&2@8Gek>PeI=>f*L9X=iz_l8h zSpgH1($B-99`%MeiqGcPD9-b#(ljRatGk@@Wn`JmwJE;{rKM%hw=Tbp-zN*3>X!jk zb=C!JsU0;Kqndm|B*CRYzqr7igZHU?>@yZ5fcYLho_t#F@)OMH!7b^3|u}CX5LdD*tT|W{#?iUt8fv$j;ty6ho3{7U%Hrfp}EJRP_&lNku>f*hYh-8Rdn{4Nu}AlWBb z`RAn(MZB6mv$obM$!tOl&kimU-ozS1bD!rXp z-{7tRyTD}dY>3jY$tQ-vDxmQhtKQfRSgL={;1tftQ3E1e%!cLH$*KV(Em;20vj|i5hMrin5;t#I%We1U}ejMD5&MI%-Au5?SR4&57_Y{jiv02&C;r zX(odJg$T-UGr^%~poD_B8>IBSz8w~`3A=89oO6W``j28$1tBt~1eTHyVBzZu670YxnU zd9lH7)0{ZzKcQ>=OS>x;!ScX=@XimcwbHz47_ETWILMmgWhRuH#XOn*6JJr+(}F*- zm|^Oy_7HY zhlH_RJ)~j+zIuxOKz;yCpPQq+$bt;{&a3mb5A@ji){;^vU;IFol_{rfE1T%+VgbRBBOQeGKKS(MP`taRtDxY@LE@#>eu@_cM7Okm zYW*f=!iHUaje~^bw-M}%FMIV=HDqK9KsXw*8@SdJzH75(;={s-OE1!srzMLUKR;`l(K0yMPRvuae? zsLKdKp8H5#(hhZuB365Jz9_{K72q79P3@`>-$Jvt;Wo@kD)k*3_;`KV6i)EIU>KZg z;?t$FBnBb4#y>$CpgmK0JhOxQ^K<+__LeG9;OzY9GpX%aT~#uU3KV$W;VuW+Dpd3< zyyq6;Fgq1rbXNT^pZR?z!$9g}`6bk2MA26%$2pUuRyt82>o4;EF(rEMyT`UcTR_xJf zuoAHRpa+dIGocGWIy88~q4VT^l-MlV&FLU*)M=7-Fg@F_tOuUxh&?J&EoSx8AhYiB zgnk=W9sADuN%`jTnTv&^+mbam(^9aEM%i!h41Ko3=5-rh$6XpZ)nZTPC+xX_m7Z!T zpgi?(ChDY#_uJ<$eHbv~$`?DvqYa$d@hxyF@#ch{)cPyPjmva*U0aJj3qF8(o-qt& zbd%zlcfV^Y`XahF*y%OD@NRtNX%r|J})nNVm#GUU&ram#Th(IWTrQhLOP-JeGNOO&Y*ti1P_CAB==P;E1AF1hf zmsb~Xg@`Aep#wW`*7W2M&2Bk+jeZ&B3rfBZ7HOEAWToaYSGrA&pHw8jvs;!AmD4aD z_lJg=Zlk6FVSPIh)~jKzMIT;DbT;|SMmcrKLy9TaPu4Q(WU=HGH_+u=68CD+-bq)V zUfY8;m83j13n2ROik=Y}Q`m9LKahp%pr;<{8Zyf_$BYnfk4mA{lB#sdRO(5{ zmt&p)-kPKno$yrxMlJg3ZIh`C8_qV#@l1fK)Ca^^ZgZ2Vz((w%_HVXFX9x(Pf&l(S za=DlvQdE97P|4x%e>;4zD{W?r)8RI{kai)R;$lJ%Fb?gtx%EbLJn%^3wS3NUm@R~@ zk`l?lk6Ssg2~DUZGyS$of0Fy|!^O#PGmVafZrOIuo@d7=I|VPE>nl~3CPv$<_mI+G zf4CUkH>?9K2QAEtzBJ2hG(S~6qIEAANEH+$)7QfDR+T)KeOm(yjOrzDO___%MpAZ9 zhBYF~#TH0i9i0fax;_MVaiZ|0eWY`)mY8GtFzDiRk2PJ`1Wa+gGF?CW9>#CSjt{!u z*erM@yp0>A3_AzoyEGqx2S-^;!SHEA(33G%C?N@L<7g0>J)cGnDCVc87d$GZy<~83 zg5@2HG(#1*7o-qNT66Qs-4W;tSvAi>I92%IvuvgFKQ5rW)KJP^*dY--JO88@BG#$%2zYz!TmQUZz^bwZu)|;f$_H{Uyejx<1*_cKq7U`O*(oM%LOHukhX$`a zeE>U{e4kf2u3=C(?ep)MzNwEN=q13{NhZAf5%bgBg_Cl^+Ml>cs(T}Zq;Dt@E7PhZ zs^g}&$1bItoncBZa}@50-2qs=J=&MH-@&}ca`3XQZScM2~t zL?ToLxrjC#Fj9T2_r%ZIqszENd3ti>`-FSL?rxO5+yH`9Y4Dg3WC1+;&x^E#sG?P< zVd!iZzxs#}!8w&(5tgW(YY7ULWK(O!LhMmOk(W6xX0iR;eW1va{rp^g*Ljxvi_h(4&zPOT6eDM9sjjP>l10d^NZy7!JJG!)?_BQR!=Yo!wJ*DxKB%J?w9KIptJe*Q5_eIqlhuXT-m(s1#| z(ft`l#4&-nW>ar9srScQ(!R%aF{5F~ZkK+PNf7``0X}S_!rllE*~obg*{^j#lh@IL zbfSpQt2bxdz0Tk>HK&ViF*hYX@CBtmuTbWtx+@hZm+S=DXnl^?0JU&tHaVQf>%#i$ z#*-aD`?%GyJ!$k?f4Ja8-?rM65$<3~*q>+4H-8t>iJ-^3`b8=eKI|I8u71wHNWAO> zJ_E&x&5t?uK31N+cww*sDaJ@=V0AL6k`D8f8RJ6>UUNn2H3%*``5MBjM7Vlr3pNnMb+UB{vnwZ+YQEbXzN zAc>t^8@tw*Ve|{!$GMzg+W7!+VYoR1m&6Y8feCxzjz`4madc{`?s#Pmfpe77IcjhL zd~m7tyfobq&bgIbhM;0V=SDEUlLt6N*WQ`+S5xNC#P6f^4QXZ`L;jVY_p9lQBr=9F zk*Nfiw!ijqT}&cK!8uzjXs68SBe9&lH!nUq7SbnPi-2`<>Evv~$l$g41b{sr^I=_t zmYNcUa2TOyb-j#6wv3rH$6QbQGF7IUWINm(K;!ZntOHi?uS`#7&w+bIL^#Ax>cx6Z zW)+ubZu~GarCcfECPs^-YxJIZC5y;y!FCz2OZY_>Z%b2{#!Av{_7pSSlGuexUgJwB z^h16b7ISSex?K7ZXXS{IqkRQD_9q^YUL$8fiQPQOuVc`?=iOT8I8$79&#Msdpf>Q= zSMoK+uARW^CVKlv>0n)1Gy$y)kz!?ufRpX-yR}gq`7u$y4Eo{VU`kEAtvt@f9HMRO z`(4?#n#paJ8Iy`M9g1XPse2j9`e(a4FQ!@C+J0rr4nu*Z=M^mj9rlYx82WYJO?8s- z8qWbx>6o2_^6IfZ&`vUh8}D{aUSW+!237hi56lV{98Q@bCAr0f&&8OMsKe0@j9!CS zOo-Nu0=(Nv2I#{I4W2|}w7%@WC<2wE7Q*IKULMrNvwLT;`T%DdJe!BBw1=bR-_&u& zs6%D-wF^Qa0h%=vo;bmx&sm^SlL`5clW=^J^HfJ9a82^3!O8hn_V|9lxv2Lu$mBsI zbSkGM^qb1LQ(}}kpMwju;sgw`OOVq9+8w{`y?5J#V`|PWm+_|Ab%kGmXv9dc@!kt_ zE*QM;5shzi)N+}0~2YLi3&75ULy#(bwZrygI{2pPbu_>PF*vnktwk(XEjzp zB%WKM;H5UZAhkzTH8a!qIq@w?@A9;4>sMv>0d_DAeGCZv{!{xq+WQ z8G4&ZMU%id-6y?f;FVW8JmCM1A@0pa!GrFC`n*sm_w}=b?@c2rmqF^*FRe2#McW$W zMg%Xnb3-q|56J2@r$T*bxmy3&{ zG%bf>NfXG3_I>&5`Fc^3_r8%PBz?&cKleDZqM`Ux#wzwTA?;et@C59uAE+>MYzv8< zP?nWzXlodJ-1bDIZQW?F6XI-M1+~i~y}dOVw|VU*O<{L4_vqW->HPw5uei|DZoMZc5jx|ZS zT9o8^gl5p^Nr0}3-@2kc)~%GAbrel-pOzDe_)rJ8oTl_ampVu&JUmo~cmcjwZOjxb zZGw=CjdnwZVZoO78RNWs?GaAJARvee6+Ozz_H$H3C<0;fOL6&`B(mia8L#T&_vl9H zIx_*aU05Lq>sE_X!5Qzna7)#3Y7OW?StP`;q=t5*T}@HB@i0(v=j65fX=Q1T&hb5w z0CAw&emb9D;M4FeceytyMZHE))Q>H>zM0m+u*iv7mPP47GnuxpZnasPzE;Y=4@YZe zLi`L(rCGeUwZugGdK9Kmm1=l|RZvQdKe^<@-|{N>$B558bBlAS3GfF?RfRf#o}U>w zY^&UXlL-BZzDkchG^p?sl~`-XPr4C)%A)c0erG$^; zEuSB_ZlouQwr&&yMBc>25rnQ?d^Mhd1ugp{XqR_1!v4lefj!#g=z2vTu51k)(otj0 zAAQ~Gjj2Qe4Z)6_b)nC}_*$M3*_W*Mh2k=w^CGd2S|(6>dJv@+71)uG5m20NNs;tz zBam&-Y53zi!DaF8sM6eCJHM9WE2TjU{^zRm6E+4X+~1l%KQ0ZxBFB4_(*`_#Ay)or z??ky?R)%;eh(dnoIn(DPOSz}_{#DeoSH~y_%^wyO|%7iIy2r5Z-E)D3mPHI)O=!~twkKH&W+`0gSrw{NaAd(<(B)2>5?L+Q&g4m5gbbW6wH?u!#Pk1%6g%R*uVue8(AMGr?n#d{K$h$oP6 zeg?INa(HUUPPVD=LvvO0fTxEzU_a_hxr&`zrtLiRV45O)R9m)WpR+gVs+r5X&aiki z<}?OGs6;E9a?#-yHWlCv9kH&_^<`b~@{S8KZ*gNhTq;K7Yc4x? zjJyjW1=%;wUrCsbx9{jxF>eqS>PKj1(ahae+t{fx`1y>*6D?(07K zCbHNd_M-dlFQvGm@)GVnh<^_N}Ahq z8hhQfLOp|Q#o!?`!m*GGw;p}a^=PdK^D0*!^&kS9egh}J3RH^d_=fcqR2z11l`_Q{ z;iA;&Dpjxcd4cik6!A)Pc{&qA38xm6eg&U!!&|MYwb5^_68{PWOzMj`YfnbX=LUXd zX-?u36`1;QcFasjz0Yi~%qu=DNK(&HkxxWr<$G>ZJGDrFSM*LF&9t@{T<$6`uiTy0 zUbeACA{()^;c{Bf``I&WomBAk-R)^WJT<4Ap6rLm_!gb!bqvCIR7}yY34sa@n1g3?J!9VQ_8kt@cya{gp*SG@k@{%2a01Ss-3P#Ze!4G-a$D07hsUZ$ zboMM&ewyABRYs|{KQQHApJc9%qG1HPnUsu*R{rRLp$4NOw~}0R8=ghM!>8mp|CR7C z>v_f#Bj?x64iSbV#So|P3MzC%mJ-UOoOvG6^#AyWjw;UWDmGoF*u~AK%dQU=2AYFr zsvwHY+0znnf@=XO_@_KsnPbTs8m;?qujM8Hz-q_O{9B9sZcC~p0Plu-Bu?c7j!Yoo zDlQ6=e0l6MBi@Lop1g$!Z1R>|7=)m(4(wfj_2t|>Q9qqRTc*}s4wpE-z2!9dJ5{PG zJ`@l`c{jvY{^yF&j=?T5-pibN^xzYc0F#(;Dz<^DiNi^I*4FtlcD3DTHiPg)uJ7c- zR3k-oli$Cu)EGFJXKb2OQpj*@ZXD1~dX6*~?vZA)v|9FkX`U3Q*+MV;jlZi5rM!0y zYyG4dh4yXFf!xdswZJpHoOg(_?9Mu2ocC1UE*pLC{c7Rq2s-u$vj6csXug<(Wb1c) z7+K9hn(WHrcQl&S2oV7gK6@w6;#|{~w$pv7Ub=XX54Auic-4#1->tG}z@}g*b*N09 z`NWr6I5~n{?JfoLS_vn-D95aFZyH`w_%e)fLOW6PLQ>TO8jRK>Op*Qt2}|aN>w2N< z0@V)F#bcOqaVG6`@Cq}IeJtmu4v|r#S(Itsv@@UQxc$!X5MTCXx42E{5-new9;hg?{Y12>t%13 z%iJ?Q!)@tD4w(^t_iq9ROkiI@=~AJu6g*9g6;x>xdTaS~pm6-~(G)@iS?Ua8(7NXSLLy6S*Ip2tgJ|$qILhZc_0!+_zSOaeNbKM zr7d%x)oTEsN0LLT9M6q<5owzs_97kjr{1Kn_*(|9YSzI~`2~_r!lBw7qQH>V{j)kl zXJg?f8cST6PN$!02&Y#0Y%*-Tp{t znYhq~VcW|bE%jrJf{$tzN--N;|Hn_nrD;xfEQhYpYfwGrYc6DKh1vW=8A4ynorV=& z9+jK2j3*!%bc(lHDkhdby?Pj&;#DCBR5B1-xAd(td+U!#V046In(((*+V`L>>}RyS zNC)QG&D_%i4rJEIT}1nE%&X4u)06kRT85@h7Y-=DtVIjm|Cq6x9yvzwG*h~3)d|2h$IH-NP-w>iA2pqy8Wv)$b3Nwy zp`|4W+9fHuti(pgX6ua?CP$nZ?^*2dFq3L7S2uM}v37$q=uBlZ(AM^wDbE>F4Vv9_ z(8v2tAd}a!rUGJb)zraSgVL8zpEkMzEy!Y+Okz{Nx%{{XQuBX+4(3lVw}Hf@>K%O^ z)gPOoRQl}4Ss1c&+E86lDLmwWx^|kqM|;=BVn`)Hn1{e625qaqD{uW|bGlfObo`0& z^hGiLg>NH5dyHov>!jM=Wl?&cN^%H?EvS&Up`t9ieT6?ZcI}MeSFVM4qDww{eTy0$wKPhj~tr>-E$@!d`LEZ*B1ufe8IHS^Ot%`4;Xz(US%Xb;p8& z`mQ1)2;I-7x>F1=`S6ftqUBT=qWi~|-1F0T=cILTnWh$6s~qrK9qZqY2J*HFVeWe139v+Tq|qmOKRjwJ;>sC3 zdd0?dhcqMn?12i@XvC2CNP_;=6?@|-CvEI?NtviuBkHzp8@@nwB&TGpy?F9_54!q6 zjoXwmLe`n;mj8|{7kJ}BBR*PL1*db*?o`+y+AeT8_;bqS5R`ZpivSth!ktBTeXm1g5j~Dt^3g{hjz??qeVyF+ZOlrN%f?*bsja%MQ>W#hW)Cp*_A(GyJ?r+{O($T&uaPJ2nXmBg}F+*jQ zr3~!5s%20m+XOP_A~f*_Q5qq>C3Qi`xn?>JEC;V2O4%RDC6+Ew4M$-SYK9B0{R(<` zCg&%>5(49!Jta>) zOjf}}QPPHZtx)UHt`Wm)b?(q7mw`at=qq;wM_nf)R|YBL9u`Hro}38vgMH(^&-TT) zc#K=5SHsl!7IoR*@jNMa7E^&l4=E^eIzr9P7!YtglQ%hwTy-cc2+PQUHAbzR>q;uLD58V zsQgIc>mH0@OqJ)_T1*hOC;jzRrb$d6_K^Q;2^~eLgY7E>?jg75hqlmNajDP|N5=qF zbc7%rO;vl|orzQn{c0);ehR$&FW&`eEWWD`b=U1*iJ7)AMMysA;8fiIx*;sP{$kI9 zLOiW}7)ZS5OJ_mKoYif706bTfY>1`OnIcW#6SLZ}Sb+64z6c-@ZD1~McD--V$j|-o zu0+|RHIHT2S*kaj+^r^hIbyp3J&bw;tCf3{yN8AVdkm|=3^jEd$z)M9K5aAxWxu9F z_rU4g!*C;PK`)}*6@v24qBr}XHXS39V|xVNJ5yU*gg5EII=%p~`cY_>SCM{AGGr0t zNmk}5u8}0FmN~bs${0~^oADFpQh()=e>EvzYge&Di{hE<6Mmi9!TZ`H)`76kNohI1 ziKY733?qg)B`*;}Yv0v2U2=ySnq#*hD;f7jWDj=Uat}AR`0oq-pew_z)de&&M@l|o zWAf?-OJXu%o?$v1bEix#yd%7g>u{oZg!&9)`Ga45ROX43o$$NCu*i0%s5?PFCkw4O zhysqg+jeJGK9X)<5TtN%VcvXwly+Z~xt>=$#mu9zhZ>%8mm1HTV?vqq+i1}~(+fa6 z_O*t+B;U<#tJ>oC)S#Knu1eSd2M@L&Noc>$m-74AZ+gim(ny&1AEMS?o$*D}KQLC` zGE4d!te|ca)X)8P9uzW+)W@cc6tg_b^>gE?Wb{1096Yc;hsvV*CcR9qLNbeBQs(Qj zY0QwO((LnKnboe-E%NP==JBaGh{yOR$Ec>|^S6&?ja9!Y=dwH~V+5QxpzE+h_au#= zwhccC3bxZs!bcRAtbxN*o_=$?%C|dcI%cXvX4Sq-n46Olb?*E&7Vay*I4m>-#>Jmg z+Yxk=+!AdU`iWZo631Lz`8|N-pm;t4s(u|lZ~~T!O0}N!Xh-{9Vs)6nFZYO4% z8^X|Shx#cnI^t=K%qve*-g@+Ad7zEX*=8Al9W*OE3@@kP{fcAR1#)6 z&D|<(+|JJw`iho$pN5|s&!)M41MG_#IeJL(uYDiwtVs+X{NyQ4IQx;k=|xADvMW zI%I89i#%y#cYlvDb9HDzdSPTT)0N%;l)&wam-bJ;JN%%CPFNUUi3(F;2^_}k_4sID z`U=U*ZKH9JI7`ihHs3@wF*sKnM0EWLm}d)}mPfmh?*lTBgt+CgXQ57GXjWo5VJdM~ zlvrt)fbV?$?xT+tsuOqvXGtN&T;&Rxx=T|mji+EcVCEOTwf7dUh|&l z;s()14K|lgNv95&f#?`XsVq7;5kch%nC6C}GmKjCYi zBG0vHQPuT!p2M<>@1Sz$RPCV-L~CAc)H@-DVs8^H<}?^;7EiR~$*6oI=lN3EMb^B5 z($NyKi%f{ZX%E#_bR2?d3Nh~vqna=RIqcFe+z|AtKdp(UQ!|UaAoKe~tP6dr`y$q= zr6N-0d3s*gK51`#553LbDjT|JYiH;l1#1d$;(kH^Edviko!x z$;A+Voxeg7Pl+8sbCO&DrZGL?Al;jquNvr1=W?FpnT~pucavA%%xhwZ>U9~ z9&y3o0A=`d$L?!4CsEOQkFli;XKyCaJo*-g(qVKs798o!mUqab!Uu-CVqg;mixwo0 z{wssMd7M7{jP$ocmj{8)N9mF5m;2=}WS;yit|^g5N5L5TBh)`1WkA?DRLAH`(JsA_ zcE11P*?~r?Jv)BB7xw6UGRpMI?sKP3`eFsq8nIB=t5CetgJREkCg;d3EcQ$K;16x6YIi%5KsmTap>}c&D9`UCU6H&kF6R#tXE4!_N89}iZDtlxE9r!O$}boDN6 zNm4New~S!Tu{|9Er(^w-_&HNY=YF+|X#GZ_e9tKwUAL1}=nJhHx{bBWZKYiSfwWL+3 zwh~b{8FK|GR8B2&l^F-*p2nFQFZ1ChVP0HpjiVJLOW%}iy3Tny(}uSVz9liXm6rHU zv@T#e|7FZZm2ztcBy0=v#UJS!owYlkygMyRk>^{QtL1m_Q_Vv zJ@Nr7m)uMvArKDAx#46;fth@f1@u4u(ti3Je}7xo^k5eMyMXl`ODo2!lkJPR`^;AM z3O%C6ac)w5+M^t@@7&iVa-EL+&8*yARVBBV%9XAC74eU>cZ}a^!=?iq28h}F?%efh zgwMAUSdGa(LyLWQgh6?Se20U4sw1?#X>ismQ~=_Fl_7w#%j?mFZI*!iRp)m-_*!3< z;zV*MVsCcKKk9}saX1flgDo$|?pQ5-uQo zfA#G6JyfpGuVoTZceH(!GZ0V2%Mdi7um2rR96FH6`yi%l9zAH`bM4epWplG7g3_NJlY1IAn)aiUj?8dU;d9$`m|uKHd2bc1pws-^k>s2dXjA;2OBh%|FL+qz7h|`;4V~*H!KL z5Xa2ln0_RdAU%-|RlwyuE=+F~-9>@mpamAK({4rx38FrO(t`=U_&x<~y{v@)fHpde zC>i(;Yoy%>d2gomf~K+Kh|+I9nvMDF5zWClppd;o7e~tbo%^AGFTe)U*@s zNJ0kPs1y7QB}*j-{JTR#7$mYZGno$cBl)Bmo|yWtqn?4Tsuh{JrRq(?d8mPEk(&oL z`4G{2-X$*r<^tLKq=XZM^mau0Fl=Gl+(d31136}L|lnl{ZNIyLkZfB zS4q?Ma#eC7OU0{YwzOhJN^8M`v!Ivt^iGpl(tYK-8ofA$hPvng{`%5)nn&gewj1ar z1woRig)1}_If^s%;foTd3w;ycxODR`nuk!`91e^(gUK}(n>rIpKBZ0s_IYn@3)95r zvbUdWf4+WvOlxnWRiQ0dtAPfI>V2gN*fC-1%evXEq9=xRqPRYp}eEf^y*(RP3F!&Nm@b3QcD|6Nd){$+;lNh zrw4l#NqR-7as%$8e5=Fp$0IEuAcAt$}#13+w+(`%u4B|9VO;CfJZ`m z-{_^54AwIgFCo* zV-n1@7;R8y99xW;6So%g_QIcx0_H0C%>p0Ed>xw(!Y|Wck7tnfwKzq-P1KMIHst=8Hw>zkHjvrg?fAZJLX)B+Ic%0@vP*MznzFh*e01$uNIX7+ z$WU)b1gBQ4!D2urb#Nd( zk}CNZGPu1Z{F`X2SxCofPjnVRV^RD5;X%yvscS3~M7Y7YhS#ldW+ z2JdPdF%BXY-kcl$EUk$=3Y%5-$|jDek=$MiNZTVMel1( zq2TbR;EQuxh&?HnIhq)6bq!Pac3P4KRyr=85oD_PF3I6hagywXuop($LFaWyO?A?EQ?@wPy7(cYQXnC&=t8-WkPxKfO z&_T9(9)V0Uk@f_-fLg*ZBb!nvXn_$WRGd)GF$fDwM2?1B7C^Gc!Ck{C$+tW{G972S zg*He%jK9${GnDd^Uw72)DlnD)&HMWpJ3o&xVRTwzQ!F@(%IrokCj%G83y(CK?Ze6; z1mJlfcg|`8KuYG%O82mGE7dtag1faobt_LFHI|J0$e}_!imw+=P8xdj!X{l}W5EFB zen-c>oKg&Rct5nfWz|oxEqPeEL7b&ralC4Oy~yXeo5E@r=;z&WYa{=~XAOWddxaDD zzG_&Tj43Z-i8}!#WKU@L=vn0!OB7BR^Fc)$^6Lc4@*v6BuWgb?u%0rfz5K2hArg8y zT7A~gDHupkVox=TdD%s}E>>c0(a$+J%@~27H#RN_w{4aLm@cPz=K<@NJl??4KM*MO zTHB!3KZFb$GQ0x&A;Y_`vIHBdC^+9sXI$pmk&zgye`03B-efHiC%@Gj5~@b83N}~? zBHx$#0H<;41HD7^FQ%m9aj0}#f_$uLlp|!D^}q)vIM)g&AuB#}qJ#oi>44sM%j$M^ zjKqe;BNY@Y#7_j&tVad;0JThf=C==ik4T$6lgc3lXIUcE-K8vM}Pjuxi^aFJbXUU zc8L7Aza#By3$Hpvix-X9C^2h8BIY=ce%94FeNOYMS>{X7L~6%wx4xPUIAeei0%ra- z(N3HDy3{CEtBa+(+U@kzEm!#e3k?$T?Q^gi_?`igzay^B(Vvc$!)3&?CWVP9RdM-Qpr;`?h?r8W z$Tu!W^X#-0Px031s#J8?&P0qC*3)!VEmp1^><<9 zP{v*p&W%SkQvBLTPXhHdu>cfUK?x}2hn2|{5uD)To3LZ3j;t6*%X70ERPkek)j(L0 zH6i%|lZ7AqAm3Z$=JJNpeRCe;4M=e~dUST$;``Z);_38OC~uU5jH#_mQ`!yBT2ElB z_Dgd57+yj6#x^CY%?TEyWQ+B_yj2_9x$}I+w&t^yWYdF=PxI!B!0!kxH0Xd> znbUSy59Pn%r~J+}+NhJ|%YLu;h_nQKY7|+IFdJ%qmo`4jx6R~ryJ7;kg~h+>?T@pb zcm7^BVdK3IwB9oco42^TlqTiw7PYVr+kI?y@lS^TX>(qmyQXDm=d{Mt;FEXP&2ngG zExkS2s!8)qOb2O0PMh&RhtqeGz`4pZg!e=S#=R)QZzAO*WQ9wP8sqriYrfxZ;T_gM&zFG|u71R|7)GrhDDJS$nDt zq~Q$%N35^Am#^PQq~6`m_GIk+9RxER2dY<9Xuhf-S{_G7nE2=Gg%%#5Al{LkSkzRTae7_8Y z>P%f&i>>N0Ds?Iy=~haeJ_itPd_KPsXF(w3QZ&9eh@ehf;plq06PK?6iGwd0bHc!zP~X>y>e2k+z|eJe&-nqc7E&uwus zI+uZE{zqI8g0(#F?pj)v+bo~8z77-?-=T|B`KjPok#D{_jK~|3^|Wi z5Fm=lnW%AgHU*r%R=KkNf+oW+O{zy#6FWM!FD^w%k)|)OG;^tr2F{4JoVz-(`DsUA zaNZUFXZ@drn5|E8f*n1F!Bsj16Or&FXKC-5rkb>nz!=!fitJ_%czEE1w z!^y3|1iyZ3y_S*YNHei-Ths%`)6+8=U&)LL6)mfufg}JwL2mvipL@;#p_(&^ux+*9 zId2Dp6I!xrbkwy)E$PkALR4=;FCucMe0wD72rP>z(rjFgXm39zJHP_Sh)+24yKV_~ zji=;YGBI)i-GI`C99h+l5qpKq7x%tNjAX7(6FtGG{LewR9QA@UGElmeG*hUadD;nX zA6D3Pl{7sZB)k+=?)X?FFO`Xg#P!&+w1}L`#g$kRHeWi%U?7;uz+v+Fy02qz7wd?Y z4yO+v4+DMNpTH1&2Y$_M6?UZ3HPNuRo>40;Fcl8zmL-@6ZIKf8MWH?59>awly>kRc zfGWU`yag!`V-f*nv^Sd?P0873+w%$Q_(X8dNJl&Z+l;cRD~S9+0p^f}`^E%OFoQSY zwGB2Mmm70i_8!EU>-a$nyak4|xe)-eo6;{P(H3;UfjlEmtt6TP*X_y>IR2z-nb2D0 z?T#`C1u@wlNP3c;@6Q1PgGUs^D;x_`7EF)eQ!rOV(s9vQO34+pXYXPhz}woy8x}m# zKNlGS{o#fx!bx>SZZ!ez%!$6&^^US+h~8);7iDm~v_a{&OEy!RT3uAn%3Hpcvz`Gr zYoMuUyK^ry&UkIsVQZY9mwA6lFji4vD)g0c2f4>WJ;AhgoxyXiC%u|{&L2rD$B`%N zlBPwk2_3}@BXZ?-u(O?4HtUHI0Rt_b4kB@KNIhnPA;Z!e2P&YrH$0c!zt==s`i|%+ zq%(>9!gXK=OxLNxj+3UwrF1;m74m8?@RHAF^UlY2|S#WiA%I>fG)T{Uji?dPO2o$M*IWMsbYJQM)>3w*sC_uvdMU3 zC`9DL)cbm|12MPQtNI3Pf8rZ802g*Vu``h$m6Es?$0i!{+4bRak3frxi^)9GS2~DJ z-mf`1MTzq_B?8uiy#_u*Vh5M-AeCxi$v(ka%#P*seTNJRG!*p@aQAi$3npG^36az3 zO&Hu&F;ClqA6KLx|ArprlA+h}QefSCTBl~j-&cVhbPMn}dVJ9HwO5kDM&jeAfpeuq zK_p1Skc6qn6&6@4&L!*j!Qj|K6h=_sf>Ila(_Cjiq9Xs}KoKl#20JgBioHi-eYV{K z3|lCr^@e{P2j>KU&B3hMDl-WbBg144N!y@*DI*oI@8=Q54p#zf%iK}E5`tAC4c*&X zs0?FzX;@`&2{t$HzJU-3b0G0FSDl_1(cqyA%}yZRKY77R0`Mg3?pz*uqzK8q9n+#0 zWU8*Tu)bX79S|$P?28UQY0($zi5a*pSjN02Lk42f>Q73&VqP-+s^<=b{Q-xp(b=Uf zTz#hEDYAPq&%$!Mf!LKbxaz+xa699IzpD6Aa^_YUnEk@}i>^1mu}ChfEvDbD^)gdb znp@Qz=77&!^b=&Cch^TiyW%VrvHAxtDq7|pQHBTBKfeFWfRp8Kd4zxVKIIF zpMOF1fnPc?k-XwUEqX53Dsy#^n+6;H#%4SxSv0>hXB*XAgO5tRHBV>h^7=99$v2-X zG(fJnH913zxHV(ji$Ul#PpXvi#2oc}K;4#dEeM_LKOzVlt1l(;IT%%voGe8mmDZTY zN#BNuJ6MyEl%BHg+h2{B#yW!1aixSyHdi_sK(k$HAjSq*)*jhjd$jEL+cz=LoOTCG z9p*E_XK~^%7se1?GZCadjNQYsC`=R`;A7jiZQHi3du-dbZQHhO+qRATNhO0+WsqUN zLHF*xzEz^cWa||xDXjy58{vTMlJhM9mn8W#fl=z{J}K7M@WMc0S|U8&OUfy@>j0k1 zw(3AR;0gIKYq`WjPiTU6mxf>@0=1FCK-;gIelqiCJ7rJD91*yx$qe~4c=rJ71Y}a*bV8sR|+hd{8Gfx zt|PSrMKME#zSS1T1#t znVvAzFm_THV>QrD65fDQYgLoopM=5hLo->czX_Lc?oyQU_q7qRM_4UE{t54qR*t!i zdi_dj%&>|n4fjOy?<%fKQ^)r7uYk5P+$16rH`Fqyr0fCNb-<6760etFqK@wYhR5XO z3cE%LfYcHY_%ubL@9%|g9)E67t z2xncLn#UkV$VJe|$k}u5CmRhZuReTd3IPJ@;*PW&Rf}3i`s)r4D->$5@NrQGdukWc z+_cD2H=qZ8&z9a&MP}~FF7iCXY3Iypk;3S!71$|?+;w392PZ#jP+?+MJ1JFunK2`P zSybk}oI68ob&*)>03Y(9-pG#IZe}0t+QmHxg4d7YCe@e|Hrf53Ol0+fha#4%71LtJ z7ezydBEtT4mnu(u^V?T)&V2ISm`dL_4pb`_d65Uux<^_;>#oXkZw+zli5Kzw6I_r_ zTi{0@LK@lI$M9d#vRSBhDvx#RU}ryZ928a4Cb@0%cL!-Aqg^Ar=&kL3FsAiZZ5&#% zMe{rK3nQ$$j&Kz1&jQmb5}xmee<*gle6p4SD1fGCYQE#0MWN|rnWq05c8i*rNN2&d}EVC2Fy;jDzFx16(-)z8Tu&yC$L=*YjI^cO#)OOVf&0KV;%l;^|a z0F9=i&HV&yeM+RYB)sl$E6}n^KT3dW^U8s^?`IY_opg%lix3?|!NE|^Ho>RS!{%0o z9ZsnsW>Wd~o)GF#GZwbw`9mx&1(4hq4Ui7#m12efKhaKgL8ySRa~*uM@XSRegw0(5 zI_FN{!iJYZhFL6u2O};MRWz@#lbElb*vs zbK@a=fFx;~oYQGeb{0mp=beyhy}mZeq$XP?^t4#gFTE0!G@cK}5{UjOt_VJ5cPZQu zyn@U7cYEZzE5j)t-wA20FuO#E^-gY<%c2X!hFAEUvKBI0yJY>fa%4efcf`jq5UP@Y z!O=(#aPU~TF8rR7m=%9zmtESJ3?$WN(39#UmA?ee+U6ucj$)5H>~5a|yQ-HXTE>%F zG=%T}tz`4?K9`3B8?SE2BfDa1lH?*}!l19bK0Wc!t2$XlOGe_JMwNhEvkG5DZR@}E zK02kt`nroV+;BAi>b3RXaI-4o@O@{Gzw+Q3`mArD9n~wJdd#FYe+&QK-bu>5nd%b?u27Drz2}w;LnX=$<7C3*3E;0_isGjeHEZxEYoN{IY?x^BL z@6PvbPB8eAR9nSBIFD;X9C9aiO4e1%d?|XCqGofqB8#zuY~N$VSy(={Q(ZD9jKQHS zOMnuf*ZD<&e6t6%cm@Rbx`E&5wzR3F7wy zRp$y`P*DkCyC+hNf(u|%9bE#QciHoWfX{f3m2aDY^BBFd$^+h#H@{4TrL?0sa*y&b z&Ft3B$eRU7zVWqA^8bQAS^i(}CkF%L|B*ibC;Z9A%J6@V|2O=}&dKoq3x9eTyPL?i zxms^saAd5v+F;{uwb~dPVIyy?4kLRpWwt!Fi(Qhh)_>F#CrDL`1;G1_~`>nqOO<7|@$u zLmdO!cWMEl$m;Uz@YAHHw;xadBno)tKZPyA7#xDegLh(8d2j+{04|UEK}x~V)jpGr z(&1a?_k^VI#-9#}E)OhBZA=a>zR1I9;8Qs(`(#Tj1B8&ceC+kpd`acXo0;GBA0%yEACCceFEcaA-4dZ2qd| zWtOBs_YVzhfZaQ|fNcW(Sw?5|Y>0E~(gyf}zcW(;a8fJh_dwsrB?S-dNp;1k`EvN| z*Z$F57a`XA8EyXlZ}T&zq~SmF(@{#w5rEs6+DkpZr=jN}te~o)Dhs;*oc{UCw`m*T1eg9d#=)b5nwpTd3SH3@N_O?cL=D#Hm zW_EEg7cXjZ_Wb5`{%U@Lc0WTj0d)XmfO8N4&rB_*U&%Lg?ce@szx_D2_YV#(4xs56 z8(n{2wbTAM=vR>Ry_dbd`_IAz@RH|!t%er>ZZR*(gRbgDg$fq;@`W}-?p5F zoRpe1KaJnC5VCvunq?@sS=Z6lzmg`$g!)I2OiIm;Os(IY^*#p+^&|LO=q>GaAbzqF zdWoMo$Ht%io3UNv7qcs%c_)XTw9BA`QnptCbaVjfCw;1YarED+-MH1i3bg)mqLS)T zTG_8Yil?-U_MVEMjFcWw|BxJDgX?SSYtXUh0bn#&SAX~?@RAw-Tt7t6{&9o5{m%m+ zduOK?;B;<|p`Q#HTRDKD2mEup2<(3IPx*+92+V$nZ}tS-e)AW*!?3EEz6c!vu`R!d zY5ZQeKa>qVAnx@)YBX$Q|AmEj z5D~%U@jYElT>*HZ+0p$of?}SG`)RIy{|>A^-}qkFIzQ5P{}TSJiT;<~3DwqnXfTOw znX`bVcR{bmqYo-MFk`P6M4C^U1k#YpyB8Bj{OXa1LZN}QjF&E~c}PG$QgoMxW};sz ziWq6})w+|Q#qDNRO5<#BO@9{`M?%M=nm>?_mrdM%Kn!c2=ED55J z$Ax}!d;5hu#`G2InIu=KzS5xzaiQ2b{S7*_fi~j=3t9*6XVVM5{PM#tCRF{9fB#uV zT2yFXO^Hb{7QpwMgas_kGSFQHDs#;4d{Zu{WvI2Z3;7Id%-8}X0aMMWbI*$=C(rYv zT8ywNJ`6-+5gWb?r6(5d4dYhGu6PsQATLR?epK=LxF<=?j;U^>!mZW6-Jt6xKi@Y+ zAr~!zqAX)jvh1354PXHQ+xr~cF9qLl*ROC!%4AfyK&eQiyC`)Vxw;)HeE;hAknsJF z<|N(43p2^V8JFE7IB)Vgi@=YupM~3~-YkY&jw0?~#OW0>-z27@=tx_DSCdP*?kaOv z?6BGLgVhigmXkvOBbkCYXt$D7bgUrr&lQY-EQ>WVS;-~{Py~fP>J;q$vc)*%*t%m{%Pk4MdkY_TSVjqu}Z}20x*sJL6PKMs_6qbeR^28tHHu z9X0wJ>-qIgKng(XG*A|m~c!l)qJ=)5jf>4C|t6a#$3)Nv(;ZeTC{3A61(f7!ni3x zelkMPz$Z~hf5&m4D$VotHf*8D)5dLs@@2K1LmV-5szwetW{4*+}r*2Ro@r{ILMv(F8)NcX}WWY1gJ zwV8{iD;qsBP6N+otUvEgNTVCdMwtJ*953H3*yASF9M%Z95bZ>j5DEd68n)75J;h2i z9Phg-`gn7fA62pLVbE_%ww^MWV{EB0BzJoz#OiMk`*dw}{0cf_tTsu*eTlhIMoMX6 z(MDwW8zMNv@VQ~y@#I=+6_WWAP~e@pSwWyg*+mO@M&qL=$x%>CPq#rs^x(0t+Z=R7 zA9`sTnsc>{$sw?UulN+74l(jc_k!kflk;0CHRGs|`Y489A}$uo0|U&jj>$9;&Px&J zq`%7b%aRjP1qOZc`^VQgR|{)sJ5Fct_fXewVZbm{Im&O@m9JLe@KxaAB1K+d1aJsX6GqDSvjzpZ=Cmw;G#WM7{7EJ4@&z<5pO ze1=XvV-r6H|3XFJm@9=#QQ=_D^lc$kQ=F;pg4Xa%yG(H;&wFD|L*S}# zTyN!uI4Z1vc`RP{U#jeI4|4kgi8ikC zqT}0;tQO@;{-l>G`o(qmixrxJiQuUKSA7X*P)7`!*=OMfXk-$RKnto*F7k=jQ*lLV zSjdcq0hSpUQZQVNkl4yg35u3Q1lp6A@!K=)lanYPO75xLnayE@waZ*i22`DSJazos zRChNTIb94@CSXx^SB5|gG zK*omPI!djM?@k}URuhz(S=${=_-1G*lnpkA)#jEJ3mqd6@&4sA!)o@RR|cS;lqUZh zm-)IP@3vZHa~!1imn@Ic9&y>}+2hbJgt%@Zv10|-90y3>7}nCJJ4~?$LsQrS<#{Nx ziW3S`ShK}V#A=8Z_5|xuU}IQfV8$8w%T%PW&bJP|JNIa<)?^5eD6^Qhk%aaTf)stQ z51!KiqN-Kf4F>8U6=4n-9_i*7b8~ClAQ~SV%Num6{I%WQYRn>^@W%PxMsCRNpKzqf zz z0u9m2p564KDGI2P9Jdn~js|6qi#dq}sR;uaaB!{(fR`AWt`nl=v~)jWtqanP`-M{v zL=9jZ2{SPF1NIhMk3;Q2dN>TfOXY^Yv{EH!qspDz>6|J2$t`uJ`oeQ~%Q5@J%5)e0 zx|`jI--J7$GHgaCywahizN4+N`v#2+;wUJPiPDsN$5|AMB0opI)Zgo|4oPsqpuD`v z_F>+!4{B&Tyl!OGLzzlc>8PXwa}E+h6(v&I4H{fBPl^B5;c@Z`2U?cEs>PIZ6s4xH zC(CZ92RYlsgw)#|nZqCcX$f$Q2M$!;{dcdgLKckIz#W=;vDnB`ZYdo*k9`fYp4Z_A zg}G)ig*8ZP9=^v?9aZ0VO=~4>ltLUB+S}*{s}(v>iFc-xJ?;#fDOZzXPqzXeKjBU@O7r zWY+~`ENN;O|LW?Jhccwn+^VDoJSt8u<{SpxQ>i9tx45()Ui?DsXMTX8p(Ea)Bp6z# zFmMJ390wFSOft-Tg_>gx@qKh4E)!gA3R1*1+FcOUeC(|HZ&xr^es9i=wUcB1qC;AQ zfvT7$NHt%f!TFL?5u3p3BQFjIEq-cROGLtx9l?O?>4c$CB zcfX-852q_G8`a-l8w;E~onlYGB_FvM5sB7m{CL(fpLKJ*(ejc2XARY~r`D*Hi?KTS|)iRqg+S4A%6N7Jqi>*)3 zPF2zV*}a0DbSVE6tg#@}(&%AgcwKyM&N3wpe?-1uAC0xdf*;y~?WZgUx#rN)AlOps zkuyuu{*IhbKfXNQeZXK{u2Zchvs`OFnn)rb7o<8QCNu3?#j=nYf|8Cug0eoCL&T(q zhK^PT$;lT`{8hz{WX4J2jwTHzW3JW*@@z=mMHxj~|FZ`=mHC}Y+1jVikJY>dec{xm zC-fsA1=v9shiGE`2Mdp80dKiMa2@yXmps#!E{z!)Ik1j*srS z{{~s}4!2lXvkm&#Mb;5SOFA_}Cyh)jue!WP;zTmWDJx4J4s+7OG}Unr?J(DVLC-WN znXi#XK&&Xt!L8silyKfM!J*13wM|ZmWw1Jui7({a%H#SoR};$y@09O1TEpP{x5Fvc zP2$OD2~egdKCGFTA-sdCIIm3$iW1_6)H>dK3}D0f7uc$!LsZ5DX2 z1?BGnfCC+bl0HsA%Kblg>K5!@} z^|1z^nGUgJkJ|QMA5zcZxs;vZ*4M0ZeDc)tNyjp_X$WD)grTPiN=FNBz@X&_O;hJn zO!UoH-(a3G_dtKPSIKcf#Sb*sJz)<8i{*fy*4ZRolT)F|MC-iJFX__^@&tT*HuM|Pi+a=c%iEk{Q`PoR!OPmr+P1EA`O{+}SIHxO=5B z-$1el^IT^bNQ!irwY=w=AECmEeoGxRqq3x5Kd|CK|^qjNYg?@8orERj~3hv%j z_0UzT4rrydDDhIAOPua_gmrj9Gz&i8PmffhroPF@#iAozODID{_50>?rj}By8VU=4 z+JtG7@lthrGJ`gluB(v*irZ(wlBMQ>;LC;IYWUdgi>3KdjYqe;YMQ1kdk)AEG`Bf{ z3sJci&ghxjvsc8~(|c@r`}=}RN}m!LP6Nf(9Qs}c>l+~BG&S|C6%m+WEE*+1=kaA% zQ&@#vTpGQ2erPgJ53JlX7BeXu0r^ntJMtXaYZ7y|cj(N1=0*pJe3kZNilxMymzwq{ zk-|6gHh-&0dU^++B}4#&>P3NJ_gqjJF^{1j&^4~$5|H=Y!=dPaq(oMzcyZ4}zOGmZ&#k(!i#a=WHB z_8v(g$btu}i)P?26`2szDzNX3v-7jNyCG{%ez)4giOHRi`*OjT-e0`64g>{rWcQ@w zE8Eo-EKhnML(%zij9nGjeo#tCg(duY=Jc3pd zxccbxC-_KV*(il6$@zm>5Iu%>E!Z8+i1&{w%yajtYZ|)Tke z^Rpa$Vfo_P%DE@oZ*Ttzn_x5fX^K0jj&hDv|Goul|Gg94;Gt|*wtX^idRKtKjmv+} z_Qo^pYkHO&8ONC=6FlXlsH^}Jmgt~}gyCkb2dza~{~Pw^g_#`+CqXATw%+O!TCP^R z0!%6|k^&B|uMN&n5`Jee?nYDh57r z*nn0sL_E&Nk_Y*@^n$c7ELFsLnDhonfo(SylhtkEh3=vmP457dieFsDUG$!t#UAhM zjMXhNg1w}ahwP~gaV;MJQ&{IKi*&9`piwN(yzO8-^G!!atOT}QjiMpOve)OTm}rCd zBUv>A*jLDGl9>1Rl?~SC&_sR!f;P@{i*|)@iXfznQACzcT7!!76*3@MYekYh=fADo zwQj9~eRDto9~}4I32`?ZQZUlFntg0pum}-nV+v!qx;nBr8oU99%CmQ5t0=^c)6(X3 zOZwLqb?Byw87%B+4i*}J8?OPBRwUpqR`ss5DY|C*UlqnQY$l}5wwkJ(ze-xz3PPG< zo4G;%c&qxp`j`?%Lu)dhxT~VX;1T zXbBrsKh<0M1?l-nuK(+HbfIs`oTL(ktQ6@~B+P*D{LMa(XpB^$j5awz@1WiXA;a!I z$BK+rKT}-x3e*EE^tA_;06Uyv%R9@0%Ck8GItG3DIZ?H7V75TI>1R9pzF+P^(aW{M z;n{unCIebr9yA;?7b)gvsxM67WLRM{JWF)pB~RDJd417VQkiEzy7`so!aq85;(Ph> zGqkqNln}K%fbhYy_T`~-+5u}TaL-pjmx3>Cqbi`&heuQonVIl@bnUfdFM5(~Ur@J! z32$W-#67JmRHj$-k4#-p>grV;P+eEF;Lc!eKXKOg#(A2D8QvTX2y3|fjoVD@mhuoH zXEyaN!p%LaB86CpvN4t_0^FZZSFouOdlwwN?X9uC63JE6geIU7`#L@G*i3&T^8spOA#U#1sn*J6bdYkre=dq$`NVO!v+JH~ox^y=om&+lGW! z=SR>t`hA67Z$11azFaC6K1@TAc>A*eemOnYDHLKy5!}(H#rmJr_st*WS29~&I_Mpe znv^=i_Zq zFz6ggPKVUbtX8Jmgnrb>t+;0{SeaTI>B?2ymgj3tWSAu?5CjXS#gB34<}QZ^VeZYy zRqsLD@D4i<;(Q+$r1TdvP4_h`U+Elez$ucTIjODWR`NS*|N2DQh`mMHd#w^=U!T!i zI9mj!a=rhSM+qaa5tGcOomdG)#wEYQ)v3@gnuv&qr@$cuw7f?w2sW&lNFR_xb~ztX zN3S!}28QXWT9sMwhLXQNC)M*_m@^P~p|pW^@tD0L%anBy%KAuD z;mA0vMOLo|vGH?)cd4JSQ*8GC&X5My-<3q0n5{51z7+4++HL%o_R~t-v*7wr(baSu zF0U_Cr?^FL@oiD(qe^5wJ(w=;;4WvBuz}{EKg|Bw{TV#WDY^jlGQMtDE4E5<*nI3- z%_!Bq_437g22zk7y!B-84+ostHI!O%O+b#`a1LEx;qDSM_&$;58^WsSatg}Y#y<2; zNG+l^EI$$^VyXv0pOQ-vCn9C0|l1ugU&Wj>>Wn%vO?Li77OM85HT#@+y{2e_}Qtp zQ7T4<9u%~G{Cmw%%|Z4=y@v$ouCJK{{fj(d=P^C!f<2HHij+BsU!2KF3 zi65@w)Mq407|6+A1paTc#l+M3ez)4elZj1~Z`RvF7uYm}{t%dFGq(ll6BsPLqd}v9 zV@4qP5OJ0qs#3>bmWCs&Bh}5~_D=`~Fc^C;hwC<2MlHK@i%$n+7+=(lE;0%7gW^ID z2xpV)ylF2RBz&m+ZH38pmpAqL>GLU+pv4s*(g5@@!^&CC_f3M4&KHh$SR%a;q~TkU z0_PiF%`Zx+9%?C?Z_{x|BR!QF3B-b0a(xIoQvG0#kZC_dcn4RF@0tskHSr$Sy2*mY zsh0hZHnXLfjKTpSH;~S}T^Kyv?0I#eTm8gJ;%jJu8)q2@(>ExOIt{ib0u%4fskBh^qh*>#mpGa>TZErTs9sVHgsaMxLzH1_2|X2a1O%+I8KXi2w`7JofOdDeD}X z?--~+r>|W|^gn{V@^u|<(&;CM^A?I!2O{R~L*-4j&jhTFyY-D}r-ume#rabAaYQu7##4POx~EyKx`##j$bc1tED<#bIt4IAZp580x&Awp`E#!H&ec6+p8|H6K=#hEo#lW$hi}eA*cc&=(z4p26?#_DM8=yw5I2Uyd{P-Z!exi zZyvV50NFlrH1O&pcYno|9x;mVC~sQcE5h##$1$!Y%Lh*3)Oh0WwniemJM~8h%rva2f{n7E zMvM|g{+a&E(o@X3aB|6Ez*iS6w7&`Ea~mjtP2x+ew?#YgeK}@#OO(&v#Ck>GAD(@Y zTsSViwz8S(O8^iWMtF}#|8fs{V6IqFHn;C3O>z0VT#G0qBa>&#Xy{cFb#v<*5xQS& zunF&tjDt@bI7}F+9|@IkEk3~wb#w?U-`;{0TCvUq+t^K|-84JvkgTM}#!lYCzKIKZ zH5S$xgco}(%CPO_GE)w}+d8Uo%tp#dnHYyIeLtX-BuX1#TE8H8VQzR6dSNMWO`2N# zmGdiEqx3XrJ2iX#;0rR$xXf4OIlirp(n8fCc9t3ufojGsqJh&Ty`(c<|6UC?_Mp394F?debFbK( zlgwQyI9^r?0)CQbLH9Z(tOG>`n}Q?c(vg2NZe0EcNlLz$x;OqC*JOKv zRCl_@yhs7z-4|&?0VB*~5+_6!b0_%Lj^>gpI}(+tfp~9{nd8C*!h<_dV_<3>yJ(!e z#iGIbou>?)Gi<^PG;N7EkiW6hE)oiU75)$f0hCjw_io~TOGEfI?+_Jz@b~0T?&Qui4Hp*dfh^b>drfKn=)SY|mL34}vl9xL-E!;d3zt zLL)}V<#!sJVuh=WTbmV)2n;n;@=hoLvwa%u_jIG>4AjUAa~YA76lHKTt%Oo`uy-8! z9c{Vx5PgpF0o9O#{Z-}s^K`AMkD9&{^2H(rlG~uS{)WHREh-dJuP8R1cRH*Q`}8ni zrk&5sM6PPKjG4;(1}4k9hUzb?jzS6EB^h(@V5IOhZfSU)krcJa+UVbp9ufCZk?xO= zQt<|qEGMJB*5Ti)j`^)TXc1)qDvHobBwbDx6N1D& zHC_Wj2MQcUw;WH~Oxy6T1L%Na#`5R?jlT9`Kp3bgm#^SRBwc8y_;ET~VvrAV6i_tK z55?(aQ5T=0NsHGV@eB_Rg!_!dJG|P%iWzUbqb6pI_&<;y06H63WAR+UI$n}V@KzfO zT=7JQXo|FJZXGpPvLm>X_C7>ydq=p8NgNrT*mI;GOx~fsF&5p#$Cacgfs6;QAGuns z`WOk-JpmD`RZr{&t%Qj9rVa&r|GSLtsMFJ5#+{`V_mH<~u78q0DfTgqzDr5)-t-MV zXLk4p`L>Q!TBL*WkQ`YmXgUwVO_3pJzP>tu!bkwSU6_%p#suojwmt_XRlO>-M$)th z3-k&@H1;}r22R|&oWhd#dg|<`kuuGz(z=1r+C0%F)L8GSx8=kl(I zZl@Kn(Rs8cSiE2=@RTnx7&sOA`(;tnH-@txwf1ma)CX?FDVMimMW#3=vF@iKQbcI& z$o=e)Dv~Pn2zj+PFo(=(I1@6^xd3FrK?sT_`>Q1$)*2HVPNl?#pP}uQf{AJl5~Vx# zvr{1-3&w3PxNj4ZuDvqkjs0cfz9p`2`Ij0s$T4F(1%3)c6;PAud)3LCEwlaCC!~W- zvNXCW*#yiUMav!0ppi%LLlhfJ^X~SFk+_kFo3V4A3<*W8_VMSi+Lh!9^Xf0f96S|8{Qu2}n*>5z=q02+53*#7dc0Xev8YQ{-h0;|YjP zWaERHnnZ74tx_utHucC*n>1#iI5j*lW}{it5jq`9J5Sdx;d)@qqyfqjGdvIbE|)wZ z46c`a%kO$gR^}uzUf4b$Ws!cJrQQdD=p~3J*S^tfG4fBGv?)sgP~5l*ytIcN=B&Gx zMKMC-i_3qAYhd!PYERQqE#!#%Gwo_gC?_^FU&odD5C(YKlM_1$an$&AWv1sw4)R{C z-HQCC7DhIRFAE_0bsRwUi>C+3ILM*2F&P{qi1YyMV)k;AP*k()maoFAWBGfJk00d@ zE0&A>hSj%)#f{>L%z5mod~*J$)0Rwl@gTRK;Bg+hr!TT=6z+ha{F{GP*hPVJLDLWR6p}`-N?p%MmvIR+0SKt4g0Y{$L{>lh&3r3pYj?kii4U zHq%hjGi4t*_)W-RxDYCk{c)dzfX|jv5}T`RZv&JLYSF{9FZebo#47?B0PUq_qHZ)s z0=mmnOk-Ly@T#ZGwGOW%!3o?gZ%p`D=4WE8cOgbev>Rrk)dXBlib_+mh?0>?IaGf^ zHmm6&Or~@}KQ6R`U;2FTKRIkmgsIex;?HzmUEz1qF^QR3a==S*WVV9g`i27(wkWd1 zjK}`s6AtU&oj`o`duHC}$Uv_#E%=gld}ABZ%`H>i{@@pc{yY zWi@%hR`+{-cy)2qQZ&b#M{fjt-@v!m2sWDw9M36&e#?3Wh=Z^koUV^nfzF)GF!Q^z z1ud4YG-;#Bt6OU5#IuSGLZyZ_r4L6}B2m<+Jk}1;c6SuIsetHL^!n?P`(O@P%G-CH zdemMYg{kXN1j65Q(xhIs8t-g;%uaV9el&G!H05^)!Q=nxJ7jajAdp- zi9b8sq?Pea+D@2-tPVQE6 zt9R$};1z_=z{J91H>ZS6CnEF{rhwoEBBBxn3iBxbI;SEvkFu-9Eiif))d?UdJQm!bVZV=+_w^1g6g8x6bR# z`;LwT!j|`}H~xw;SYwz6P?BiLwO8p46mW%IDRF&lTvy$C@`r!getXL~=Ds+B(f zb<{MjHrX5s-q!}mh-yA!X)psDVt9SOHvsfkS>6?93kfk+wkye8tZOogdmh^O%%1-W zv#QL17X2RDdl}XdsX1$|2YJrtxYk$(g+QvU=zpP-1{#aZ@kOZ)^3mu(BP<<>@}kv18&?FyAk}?FXR7ek9VJgP=Ex*P@5>XifD~Qjh187X#J{Wf7~5 z2`l}z5hWd;hahFGa)xNQjy~^3?5WC1+!@(mN@F&t@!kNh9SP*4?kM7h>G2?5htgjt zX9(kF)C(IAG)3q1oU*)a8`|WbqGdueYL#NcNxF8&D#IJ?crQ(UcVI#A3NqjBfITqw z&Z6G$3bkbxT0eV}hx^qNWX2>fbt*o%sR1i}i^S?_k^2AHh#lM%9>mIR_6o9+z{|9d zNSdJE<J65=#2Et;D;-cjII>zR^XKdg>1Kw7&rI`#9Vby4h97FC2k6V^>7^us$*8 zArPE+<<$(Gv$3~YX>SAVz!w6NOEEe@y?Q6z&ASd{QyCpUvrv?uM~6C51#53nK7+5l zG46z5HX|m3^eF6!a_&o~fve^>xwTf?=ue2c5P!4Tu zQ-n>v-iq=NeN%rGuRm%pPNotjx@k4VCMVZxcKBb_-^S8W5};O{v#v-j<7 zpBNIGR?opA5|lkz+(VL6+97N#}7HEPqfWi zB_^CsMvAe?Tq(=XgyU5k-mImTA^ICsJbjIBJ7yUEsT@B7L1^G)pmz3KL<4*HSo3J?yl{3_Ajy}*CgthI1v@OsGlLJxcduw!*-$mmyZ)iQOp ze2i~!lnrAU-WL7e(N+n-_;*skYA>bD?(S)0h7sy&gL`p)TwmP4CAo}wMCNpz)~;fU z*_x2BD@UP|U`Qd$gtDd%N*9`FAZApPcW=MU^A$&( z>;)t$H8)AD4yW1a_i`MoN2gn`hf(#mqR!7N<7=btY6HzlZ)_8I?=-%+h+7jvfpwi| zbet-3NzC+7|Jkirzq%mBNsqc^rQ zWJ3u5wAC(m2Fzg@4Kh*g#W<$4#W;mIuTqwC(_7H0@gCEF>S!m8YLhyQMR-D zkDZ~=Gi$ej9#OCZIWL~E!b(EL+8jQNerU(RJ11q;Lf}s_a(BwEFd=QkA~|vnm(U57 zo^!HGc|njT#;z8k8`qeSmWx{$x*Vqh$!E>VM-H(YzLgNZbj>(*eK2Sv4jTwfw2N|H zihbt|XUR-U{Jo|T9*(8#~fU5d8 znWg+B23u`%oFUcs6L`>k`)sXfuY+gI{0^~#SK5x2ST6`s+5REVBw34OEI{xdn#vvT zG=rz45;n3!rp9AW3OnrI%<0SBO}qjvNy1m~;c)Be_`5H{h7pB846ciJWU<0B3JtyyFIp`lF4DDW!8EL z{4!MnKNYGwk_;6=ZfW|;_930s&(WcBWYc8&nlWX?Hr0&Xl34DSKiLDqM@~y|xgf8{ zYe+X7_nM@lUnF-#+==#bO-_ElX`#|;8r!5Z{^(HADP=l3Q5LpfGo-`CjFkh*g0QgG za!*N(`@Syb0)ZlHNn141(%qW#Cu0A`k<-UQj?t-!#~XKen52xy0Ine?x?T%eFS2^_ zW(0Jw!Y5FbR{UolwjMWt2`}ZX1{5XC)kmS4J=$lTD^{iqoSZoP`YefnFnm#Ufi0qa zwC)}a6PaZ{i@%J*(Zd1nuSD?hBSHH~I=PBaf*r)w(kc2@mDx^43qp>FT0owV=|1ii zp^&ZLay+-|62SNu9BkQ^NLyJomG=4WP7QjArxI^k?*!CoX6-Ky05Z7O=BcdVh*fuA z2pbkRXh3O3k05H^=^oKv*PA%c#8M#!0bj#_Xro{L;|b0g70iHE_r-haB zibqjkXMc}U?UduY7cmY_{6kQYt+T`~j}(B1(IykiI2#O&C!GL73mX$QnWGE7JB-`M z>((h6rvaumK%Z^Rci~yecl@xl{Q%o#L+MA1zAg@2atf}HmP}y>^~^#`<>hBJlXm?bmV&I-)xle-Hm6o(! z2DqBDI@{gyO|uIbeUG4W@0V>XpdTkd>qPrfHc!o<7pmE*f1y_HRmWdjCl`#)?GnZ= zZYIot>W1#YCFGW59|6F6Gt$9@o(tP6zTPnOhm?t8Cw3|fa?A>xk0e7s7(KIZ3*n0VIi7BiQjM;H zjiek#Wr!b)*wnEP9ux%_Rm;2qM@V*)Z~eKU^he;aPlURThu1;K4a=6l@Dkn%Tjo>e$So=X)< zZvmCApy>>K2tNh!`oq+{{Dv318i!dlCS z&M^YB#h=}RUQD*A>Yk#_xcFhu9wieA2tik)zSnXy2e9lBi~qexd(Jf&E=M|m5gU6} z$Q0V&ba&&=4oaRRx606pkj;I+3Ot{zMo}>5s5D;xpbR?a?4C=R7D4uAcIHP`dU8{J zMF>HULJk}*Y<^EzMMTjWD~-G){c(j2P(QYsp%*S7NozGK0lwYHe`aZx}cQ%tj^U_{eX)VMa? zdNryE$1hG3m%!-I(4;B+Xi)9|nm|=Gd;*c)RjvnRzau(U94Cty21voy ztAsvEh~7xFwb+;U3Lc8EKC~)Ce$dbz_eJBTpf4hVUW)8vKA6*>@5$MSFN>znTUvDb ztb5Ah_{Yv=@UB{RP4yBsa+PE)C}Mma$5`CNz5gD4P{VjS-z8gg_4nP!s0zd`;DUH6 zp+32!_N|L7(-dg40(Xx{ye7^z^GD`-LS!#O70pN08C-68zL|+c^KW1$Ck%t=wG^M} z?hyCprkAH`Ngui!HLC-3!6*GUNs|+TAysM)FPeHR(It?qyrPSc?1rp?D1H8fpjewt zrBEC>aEuE(B1oOv!SUtL#$~}DM(8YV=IWmhTHf1mo(=0<0;OtTq`G;uF&9sAVnCk2 zwziBOpI_1k=JdH=Js zWUYoF1kBZ8?2awH`8;~+R{76?en_?=Zy00%wG*2X@9YK?*N@J1Fa?XKDTq9vm~)B` zEgv~{n=MqLo0##nC!Yq(3L8-@1eKE02IO(D|IMkO*X&j1%ngxLy+hLs)G$M9NdkfP zI1pydKdTZzujzBE-aPvj1nZf9cJP<@UW`wjFw+=~){R2VXU@N|LOr3rZWNuSrPlS* zv5?ss{XTBd0!OvSmz;rV;*?vFjv0W-A%uG5$MIJ&9q74{^D{27zTZOH!>%=5i;X3C zy>v={QkNA+R(fuPsAJB@e8=uJV1m|pW;{`2HZpL=Bs+0>N>1ve;ZW(9sYvIAHE#N4 zHYMbUIBk2Y@Vx&0E3qgUf2Uqn2&+YmJgv?ob^@nsQDQolT1lt*AB>$tkYLf4Mbmax z+O}=mwkmDgwr$(CZQHi(t{(hBNBlwG*&E)7GkNFky;jFktF@`<=c)AahFsbj)%a~% zBrkH6Y#s_)B0R@H`bSr<`Bu2qo1qS!DO^mq3Kk0plHF1*| zpVV71{13Gvzntl}ww}MUflW;p#faA^pJ_DDjmMud`X17l7QCWGSsAjr9+FGyTk$8ji(*d ziiDW(%!W!E02WxKxJl@*={XEdRV0#2q`ieE0bh0`=vv_+Q2$1z#yR>a!x|Y-85JRg zAaG`uK=|sFQ$YaAd;dY{HW1WX+nKN=T9o>Ql03#J=g;wD;@LZ=OZP#KPBQHJoQG?r zhJT?^zqn5jP;u1B-(&ELDJc6N*}O<+6PYdT~*Yp^5gz;MGV9Fgc}0{Kl}k!IXqf1=cwZ z`8o(kM7^a3g#Pr*md}X$WO)!74YN4qGkUQXPuxfAQpjK*5hXoo;!u>nGk!(JC^OT+ z>PE<0CPo#d0)glAC+RhE*$~=yp4~7%Bo5I5k>4^uoG$CVB{*e*RuFV%Xh0=i?<%%=Ux;Emu~+w9Kzoqf>Zk;=;t>TM!PoFVE0->GKwO&;Jo#7*o0iEJ9?$vORkRjm4$NBLFC#w01H>}4q z_OcQCs34;V3ad{m{9k2CWM|FXD5E-im`2`Oy51}p1%_EXMy@LMK78JXVvXmra7n_h z48lV-DV4>V_jMt}Y;*M6Pf2yYVlh|AM*IHd_qx19_qB2b(76rY8_mc8w7L&UyH{RU z)@-X_u9})+#OGG?On1kAVWVAU1DldQA-oiPaxim?j0;QCkw%c)xTjr44MT)vn zG5MBwK09R5UMXpyZ4ykVDG80XSJNb^2437rN&nD9z|6(8rxa$*fO;?w^+k@|3MoxH zS$a=Uf!EVy2(dtRM(Jd1aEOTG_KrDjgOFhFlfd$)gy*E$W%l-lI=nxxN|@&nmn3@* zq+`K>bLyeSH9W+A1H1b%sfHci!ml7mnZylJlJtd{ zx{Q=r=O+nT@X7sjgdd2s{#FPU+79siX31Q6Y99jQxzVeLrU$%CJ z(&m9Y_(M; z_%-eu#{nEJcTl!d&jE-zCS{EXbr+?v?r_xlDrQ`}v>=u7^MhYm#f{<@Gdhi+zG8AgVu;xk* zB6QC34c6-1lN1c%uCOSBj5|*|t|pQ+rL<#?;r_Z#m1>-HL}(&rS_E~VpR6KktfrrZ zh<71FB(sMzqQ*^wHyL{Gny&%w%-gG|=Md-QX$vkvjl$Z0m=zb(&|5@oqdAv%R>LW`?JxmSJn={A&X)I8@o5)aq< zv#ep_6T3yR`UJWIYUzFk=F78R4_U?*oTfq!tx#|J0D;k+6uf)kT&IEqd$ZaqVMdEV zAf0Y9THmAer`B>BAMzk|XXVmJTD%r# zya6`kz^B{d->TX{v}Ohae=Q*ah>FP-+Y?0GKS)yJhEq&f^)zhr#g(W93NA)mgb-J8MbW1>f2>U6j&9omsbQ%z$3Sn; zY^>%D69Fz57mVujB0qgpYrYX{$Toxz&xu#p@GONhxuL@bEZ5>W(n?#q>6IF43-3hn zLOMq+x;xB7QTSxEdy0#9(RUlH2Ky{C);$tl437WFaY*- zharlWgEaM@Q)owHn4S#Fe>hKpx`5BaP+H%VJGVrwkc(di$fI9)c}81z{g^`7z%7u< z3M+h9-dYT&=M>EC_O};c6q)_%E##35mhiTKe!yUZt~tJNd04}~5_zevuB?YOO4*Of zJ{OX-F+}>IOdYY-i~(BIe>fVQS@%Sy9}^iP&-phLsU)PbB3u=lEkVraFwgZ$-TqN= z>K6A8B!F-l34evAvkYz-zbnbFC?eQm*glEda2a0*5cLFuzXK~5mgMd3EfJ)ij-oDg ze3_!Wd%JgT$&Z$IQGua9?>-WL!`9EkuRG+NHK<;Z(c)PBiF$;^%!mtTW{5N8gCxB+ ztAYG(RZ}73fiu_dQU*CvN1;lOV4C{gNW};Q+KL~0C({8$x<)atDBoRBEG!ehsJ29R z)e-h$JiuV--=3vizpJd6CEYlZh!Hz!M`16N7W+lPPZ5P9ANU!89Ks-fQ%3&vP*@wB zg&0yX>s8DTD+%hMvQK4MIP|ldc&GP&Z5%wnikmFqaaykl3n4+Kp90aq2R3NT-Zp_I zS#^NYinF7$6v{!|L)$QKm={bnW#L9dzhFQIv{a^Qcfmx0vUeL=JfLd3gYTZ3zgl%a zvjvAL8zmaQP@B9Y)~b966hp;W*5-l=Q~#*r96O}YSiMAy?8}IMfSpBFQ_(t&xI?#- zCaCIzyB58W{N3_iv)?l~x8*gc>|&a5c>$kOBMP?_0ewZ0!dYQktS3QbgSwdo7fq%B zd$tpy@x7BL+V+3C=w7ZSx?K2P$CDi+A*h%-TQ_8Omeqc97DF}^=fO};0i3ae$afRI zw1Q;oe7L0C;BMEry-~JTC5I%#n71oKvlfWEskoLxxvs_>%SX{t3gtAl+)7jErv9)D z7;!2lD&Rvuf&d?tT{ydpQl!A)Vt(1TtQ_uQT-4V<$W3pi=&A-ejiANB+|JJZmLSwm z6~=e*O1Qw05-GHE!P%~XmuXbzPOH14rO^bLaMK}6H8tN90%uM00d0!xvx8jSKg?vx z{H}Wu6f=*N>h_@bWkuC_2drcpVUx05O6+?ILy2UB8`0s3l=B8&s|*Tl^YQd+WKe}a zK6@c9GKKi}#ZR2Ag+v{ssa3g1Vg$%as6||^BSgNR>r!^aUGT3w{NRw!lQfh#XC z2mi?ifuZ4c$-+^@ktX!F5$Y_wNof-8d&VSagkN5QD>9sUjtmY} zZJaUqEs{|Ul|MoG!xqdjBB@_aQyaY@=MIU`VNRInVHKf@T$VLGTbGxLQyX{@9C1*H z)Punuz00j7Ca2`I1}mCz9oGS|Ryfb-AwG5&5@=pX?PzQv(#Gse0fe0_6t{u5ux@&p z>1)ZJb3lU)0rW9V{%KU}zns@0;|Twng|q^+)aFjLn?NfVPii7({b}--(LM+%Lt1(o!(_E%N%$8OTqkzb>}o^`jl*1Y*z-PvQ_a%FJ_IT^Q=MN-_JOS%nV zeLWe6vl{gL4<;oQYc{-h_u(_svt*~_8=n24j|Ge-)k7QRAgwZz($#?Bgi1VKmXABzm;aWl! zN4wp+14}7on~dDXgX>C*T!#FvT;LAOSJz>`#n(|Fg|6CIU#tcJxQ)4&o+fo-Oes@2 zLU9yp@sx8>{p#~Q7p~0#=D=mI*NKAz?P796rR;r_amPzO^>Q={h7&s?6}mD)iouEd zsCml^()duB147QLM9r~QXWri?SqfGc=1pb4W2jzsJT5(PpM8$^*`l(UGqIOwFuYHYytFwK=3I$r8X+!;3R!q0*tL4B!{iA#?l><#t+hQ?;kYPqb6#; zeK#N71H5E4SbeEKB6du%Q80-g7nTmMhF!NiiOZ{B0}*c_old&#EcL9360Zs+itZKl zpVJgOKpS;{^&I6KAM>c8xVjvY6E@Z4akGRL6{H@{-qoGjKYfS%^+b^ zr*bu})i{;lFP7Yp%6{TVo8DhO{^&E3b}tI{pqiZUuw2I~G_Q7f&pol-_m^dS^`ctp zhEaqngnI)>>y;KERVRp34D?bHKN+o;8o z6-XRdvwX2PiqTrvhbU=g^(>C9HGe_cij;P@E9&EPfZ0SY|2+-)UaHVoZIN7pgNua4 zNJc>^xs`d9Rc_8hBN7qHyyTcN{B^znez{xwIi^92-c@0Fr-?2|4ag7Gwu*788?%Dt z-j>CouwGq~GSIZ@=PpAtWXm;_9+K&jM%;}bd0fEjteAt}-soLV_vOfxw``Uodu4-0 zmfrp48e$oSkQ zW6E*mRCGqbzpYuZL`$mwZ3$UiNV{aqA%j{m*czS1>)H?td2T7CxI>mACrr*C{;)a~ zAXZQTjyGw8K!52U5*uwQcl=ilqURqccxAT8 zuD6LLO`8A>O(F+P(YKAIt!W+(nL0+y%`f@75AQPdTe-y~1kXt8 zOy#_gEvaqmBr=?*V!>cTkL~s$WQPmX#sDdGphNFik_2^ChdF1VG#<^EJBnI8f`H7s z3d4Yb4(&Do+~+Z#zIf)Nl%$T@ns2l%=;S3X4S0|tY&c$Ga5{x#fK^V+^qlVa7jc|d zd_wFCb=>!8M0tFl5KOD+Z|dv3;N01o7mJG7ceQVbinWKth$axz8fe7QHG#j30^^={a%b|JO578xp-#8i_D*=p2Qjd_W&^_B@c3K|swZQENl`Rv zgeOWm8(R;Yc^Yv0%1dX}*SLu>jYJZ=7Hl)(Zq}MgBz9QuN4$(2poH5rR)DF`?wRem z{t_VNTe~2sf?!@FgUBWxH&X`v`TY8ZdA1|+cbfVbLGFRn#^@md0y$lC?}<(BFD?!$ zPNiJKj&@U;nlV6i_sT(oAbAM6-C9=g`?cWW3*MQ;##Bcyg9wOEZGML|TCWi-<^A3h zSXHECXPtO)kF!Jugnvqz>+BQpdvZ{3gVWFg8JTu-T`@+7j4|GcV1U3&n*+||F2Z@& zE1r%C(kl`WEyZBxiM{M|HH1V#bU*VEip=2*YbF1oeVWNHH`J=LY4GviVGN9FM=S7 z);<)_3Oc^qBUb%3sx|oaiHM+G4

wt8Oyo%rsa;2N(Q}b9O+nGWD0FD@}M#`Y`_Q z4#iw873sTh({90U+C2J!itBmnKTYuR#|(e>>wBHOWc$g9O6?x2PGtlAs!8J5u^$ax zH*<9ttoV#KOC&3^2CRQ5j}p$)XJ8QXmy`o&04OM-y~mbUd3xk&cIW86W4K5Myonsf z5CDGlAZt-=l|?+1B}()VZK_MQS|v>YE1<0CHXgQi2q?*H1&Xh5#gxi2I=aBFYv6P( zYuK@~k)u_Ks}kxumA_aDjJo#$j0Ih5Z{sItFRJ}5WL$=!Tr_?=IumP?E>l!DhXs!p z%8n-9C4NP4l!%RYFlXD)NN@^S`p$JNL7g9aW0mJ#lbC-?xS@4}29C%%?A74Y}R zncoHQBTC1gF*rZsFpRF*ia75|;^1ai(`iXm1h0R&)olDK>Un3mF=@zEzcuC?;ugA( zIy-N0PZyZUjzVrrGsw_AgBx2>3Zdoc%HI4;$#Y6~1uMGY)$K*a!D|b*WmYF3g;_lL zEmmw=J7m6}SDn(ajN**-V@}HfD2URq2mn4oKPGtY#}o6I1Kr1w_1?%)gIouB;#l-S z`kc1lS?Hx`?7rhFLNbzKOlnEj7BNmyUBz>7*h1~$k2nu}mZquV8qNTjFA^2+<_(<}fM zc$NvVU1@2ni?eI%udL5&$IDgNeP*GzY1Oku1z38X)c{Qt7HGU1f`di>R(f16HjCP!QJ%l2)5ge2<}YVfEEg)HU zpO#?o6L!#wWd#>9kgv(KS65(Cwb_ zC4(Z6p_sPCdxMmAf=`Lvjii6RP{~V&ZC1bOuOom6?>^IF<0S;T@_-n59y&Gsec^JK zC#lK=D}x_g&-;dhUF4w_>CA5hAb^2AzC67kky4}+wz?DHRlo7iS226k__hA(TS}Fb z>b>qQVSqw!8$5gO6+H_wiKO9QtoKys6=s*|hRXY+eC{JQ5mZ6^^W-6^g};8#lW>hM zOh%$)6+_W9R=a!B@3a?F@W{5P4QuE+l{!MQc`f7Ng)3u zDo&1%_Vb!YRWVu)Dfp_vR-(q3(DXAwAWIZ{f+j1ws zavm3@@`u)GhZAR2WpL&RkJ)UK=lbqxzx&Ld@f!nHM(F6$0LJ_*Q2Uy#_0)41J|cyY zJw*iCXf+I|`Pf`+#xS_5>izE^UK2Y7`ch^ z_K)sAgm{Egq{9`lmnof3rx{TC-_;*dNKcEI)_TMH{-Z%KjhUrZp-Sm@X~F#XRqc8J z$~XW&n1#*DFzXEW8Xb7?K+E~eHs&q#QI8PgRHlX%C#4eOpwIvAwDQV8DQB4reM}=) zTgv9rX6V)z$=zvDeRA5;a_zcQX49d%*`7mv3Ga~sTWw7jGC!_L6w~iaiFj&9-LB@g zt*I*0&r(qB-{F+yRd438%f;kFHq)pl;0PAK8YmZ{ydaO{m|`C-17p*Z6FmQ*f<=+` zerN~Q4%+$CA1KPTK;pJt)k|a$i|kWidkKyo9q`+B#0K|b;F)Gv3w>A81ya*o6Pir+ z7+-I2>)jSzRL5atjp2hAk3n-!3KtQsTtzb$jiLbPb=nz$wHYP8N~GR@O7TE^1qzO} zC(2TSw1WfoMIs3+zd+qRqf`^RvxsW=)jkY-Pq*XQFY|>1XNxwIy9)RVEQj74kd$E@S=g$6UNjwhqJ>-=S_8tjHy-6< zWD(8ZXRF^q|HB*+sym1Js|d+q&wh8vfxE}F%&KpYjR79hTivQJ&Kz635|6yi9^QLP zYx)agFRnNYQ=~RB>XK0>(aMvcqsq5-6*=OzW*|H@OAy{G-(OyQyhK;BTFoU| zaXjqMSmf5xB!6h_aX}|*Vm1#Nz{8v2=~;h?j9*8*qw^qik5x2<3`KTZNW{b22Pi97 zfF-NFpf@p5;-Vh!Gv+E%HF+F1teB3BP$9a9VhDdNN*KUKv;eoBf`FBCux1 zMmjt2TDpb?2V!{{ah5-+zGYls5hVH;{2rhdVA6EoZT>B8Rh3tmvY#A3c-~{@JhuJ? zpgc%`3^O;jzZHOHqAv(a9CX_F($MiXj8k2c3&28msJI_CPgXTeb)T=J9X-SM^b?zA z76!iQUlV8t$NFZlH1;&$qcoIsKuP>o*J2hw)FS|TP|fr;4FG;r0N6Y@ekC1A8Js%_ z84V?o?3j0+`i{y%qOtd0k9hgjxvwFJxIan@aXsVETpQnuxgp8T(0#B+R?u#}oWR$9zW|39`af`FYfx{sAiiv% zdHU91PIiDlunAz_lV-ng$DVVYxL>}Qp5Q=VY^B@1TY$9ud%u*1#s?2_RRIwZKz%zy z8-OrQ^!D_gt{|CyIywL&zh^tU{EivEED#{#ZJb=c)%kC`q^G}1C%sx|;N7*-yEBuc zL)Uz+Q$zjB!;ial@4J(%z#MJroqjq$$%qhjbuGX@*E`3zIT~DFg-U;v5|UFCSM?R$ z$Z~)a3D0nFz)kA7-tcaF--n1%-T=F*wg6apWdSa^B#N=8Ncdk~Zgo2Ge}d%}K5)qB z$JPUne-E0gfybu%FMn6G)Vb2MzC?Dmmg7Yh`!~i>$f@4-c5W$$e&;oS`T3Dcn^((wbVt)rYBKHrA?(hxM< z158!_8!BO6Jk%lIhDlC!KLD>^#a`Ek-ICt|fNQ=$$yeUu6MS$kct4Igpm-5T5Fav- z>t8;{7rf>oo$IS4=_~)HU&wRckMuRIP4_Rl+26Z4u%GK>RmdYN+rO`Ptd?lzmacj2 z5iDy{7kYg^QgqO)?x#IzfyFp?-bz0T=07-Oovu4QxjZYrv9tilSX7_BYdaL?CYJzC z_JDSFKZZa(gLinay@tQ7IslOmrl6oGkRiX3Ouuas9BKYj)i~6ESK3V8>>zc-|K@P5NbwHJ8d(aErV|EA*~ zmG$qvEg_oU@W<}ZtNNxdvO6HP%P&zwJ&-!~kBrwW%m*LgX=g3j+`C@HZ?{cyuj4O# zvBocW*e@r-Z~Suq48B%gOY{3@Y=3V%d4^wh_4c#+?)%tFjj!+bD_h{NiriW|xb=U2h@1!q07y!Z<9J7$N21q(2 z$a+yrP|~L)%8YWK;ypvI>OREf*zjPL(UcR?fyBvm9I!~lm)199c_cp+;}=-Z_zxTj zr?SABOKqmL#PVY6Nku^?X-`B?5V_*t!*OEtj6@~`)gu= z>3d|zo|&9dvzKzVr^`PM-w`j*Uh1s}?k%?JGcM>ilV%_~L6b~6aeJ*~RcqvlKJ_Rc z9ESl2S@s<4qdmA&fmts^`#5p8NfY)|rmX#FJ!fv)ee;GpkN2oL%% zo!afz1Xc&9IO1JG@VFA0$Ly@cmd`=BknAA&0cj2Rqzb4ZFQ*lK*(RlP=Xhr&(BzGZ4ge@_Daki}h+ZDFj{b?}e+Xn0aoXCP9CV#lo zA3?+bM!aa25y+gGLOPyJkJW>!Mbh2h`^!wOHT=HC`nqhukZ_O#M}zg;W=nwMErXxzC}X@R$MDiKh9 zzmF^1_x4DSi80eD8$q*#h&r-x#}g&Qe~m4B+U`@qJUas$u17Y%B34=!!&0bUNHth( z{Ns1{Hc+wBZef7Dp*(w(Bn~ad7{Q0Km#o#*I<%S+3g3P(q>))w%esSmt##!Vpk|F2 zd2pzus$-I3OMsp9?_t2AMQ3O-h{&D4I|8=f0=AL-E;#aLvTsf&k2d;iL z_LwC3gh>4j8y4;vj1Qj>VQwPKcm9zDY0Xd(@dJ}mQQ3ije4SuQ*G!-o$6C5CEal_ChxM4XA4DTKru?Oi`)DPD(Jp-*2sknf^)piX8~$c02&IXOh3(t%UC_WVxDU^{C$e%LQ!alMWxHJ2w&Ot0 zYq!M4G6_TOy25)fvb>m|K9>|oVRsY|M4t6*JZC*phvI3@J+_%g+!k%pFt<|KRPByn z0D4Jo8Y?-PlmgYB5q;sHtti4C{-WGPCYRSLIqst2d8@H03-H;VYhuj!f zS@veh4AG2~azr2ndRF1-55<5W;M^ag) zv>(ZUHp*{sxAjSR3oFx+qE;ti1m0f~{VXRV(3FGdrJ^R5dzER7jEW+zwb;y2S&h~b z7&Kf^(G1t*NSXEuuz?l;*$l!MhQD)%Uuw_;baR1U3_5T8ee;gJBiTdqTLdXOU{x)i zPCO?2{}5>Kug!qtY=pjYt~ZqFxPRimMq*y3%D8u^rU>YGN=)_TK82IQDSR=Q*4_dK z6yKxDh73<aS9`sVOoZXq=r0%kfr*CnkxHl_i?=y1zn64C>us?bu?%Z9KV;! zD6oH67k{p*4+r+`PVLvlgy_q_tN3z%n~Zzs?M08Q&}1T>3F^r8W+AeLse_znVm7tb zhi^DVOpa8!=d|e-GupBjn`Xn{v@-NN33Ca8Q>Nz`IpG~0Is&(!_+btJNk*!qoB}Ub zM>kEM5R-zVmYK+_$L%1^zZJhvzm-q1+cN6p&lT$`i8|IVg12;ozvpS(zQF7G9kVRq5(N1BE+>M}e%pE&n?0=h0trHwOvNXmp5v3oog!eoKT1yP3yw?e|1_n8v7mw0G^ z#+qeXI_X{$YQU*^s_>3*Am6E@j%*nkv7W;t;u7p0S0ThoQzgq^14T}-hq{&N8q3Qm zDQg}F)c%x#tiB?fq0e)CrRF#CIc=YAFl*%$e~9|%=69R6bzjJ3DxHYvt&w*lV)Bk` zscJSA754{e9|)Dk$K>EdBL+4&JWS`h=6X1M3e?^<6RkPCEXG)P9VinHP!!sEi%;V5!o-1yagcR zq+w8rxOn^ZLL%rwRw7)F)`dOUH(%~(!1|mjshZ5N%6L-Lr^J&VQZMSTF3(*`JMDcH znyNi4#53Zr7Btw{upR7T$h5*%hRQ)EgLgsaR(k9HTydm%TY| z#NpaSwbJ9}^nHP!$A3;Hl$XVGB*Ky8L%VjUdyg(6TSmJo##;5+0s3TbM(Z4H4w>FX zt%FcSB4}c?PR+*lUz~^s6uX#^g9w%T#{Ze z7weYQ=cD#WZcG&S`b&2ztGdr;LM&fFCvVeKo=w?3H#SRpo8?r@%*ly?z!RNi`R1BlmS#p9E6LKt@;h*^=>HY4o5 zj=lE*0XOQ^C0w#kDjmF$rX(w}8Z2*ZoquHmvCIcH9cM($Yue}%ru4Dj1#eS$9eVWY ztxP^uO4MDHemCoq!{`v#vq%_;yZhGfT;)h6_8Is_mWYLzzOsrQKN$n}&)svl*jFl1 z5J=zYAi#DoodJR?e_d~eAE7H$biWt)XH=br&$BI!)12*&e;pZe_=~)HPPq8~Y=BaO z7qHW?+c;JysfP>8PVO|=P?`pjEflz+nUO^^>w_=+y6dNB1)e^MsDnIiTkv;V*hD-< zij3CC#uy4BztU;!7v!(M4Th7VADvu9d{-xFm%M59 zc>Y2cxjj~oLUgD)B&cJ=lxH_S_SQvGa`9-Eh{me(W%wT}A4YMHP_LsZGkSyO&cw{> z=!JR+(p!|pvmjTsA_VrUbebmg^q>_q!DnT9DU#7Le|=xnu^YKZ0eT~8q*r+4iFz?rS_3xR>+4nBQ(tar zTmL~?o8O{g5RtG^`8fR4-hA~=wwG|57vew1)TKD&!6Fj}=MM%qz%rRg! zCsXY+B5SW0pkNWta@laBZJcTTX?n%O$|nbKLF7I>1Tbw3;v)GmSa|5BXqPsw7HJGz zJ1C&Zu_q-ycU-CI#x5OQkI{|m-HZW-)DNk>TKS1cHjETv$8LsgZPyZP9C$P4x39N-eK zVCvI@GAx?CahRRtT7baqCFhimZTw@oWlh6wN5-NSoK1{@R|kKOmT2iu1tW*Yu}0{( zHhDr25tITT`_D-;Y*1f_b{ke|_YDS(NLt1|a7U2G*18O{$)XG%7nu?=wIb7Axab1~ zfwyZz&IehGaVqRw@s~i($|lO;<*=J>6-y-F?OR)SDSdjz!80jo=txDadtM>Dd3d_;f<2bXpu-6F1Eywjv1nx1TS(P2 z#Nq)WfM&qSbm26f{o8I8R;^>ll;S$@w--J^)x;cmQ0On0ncpLv%N=3TB6utrEvuI0 zM&YLuE%o^&&rS^>T;=Yx{+8$l=P}^rCT7q*LI+rq`{haO?%8t81uBw0LZbV0z`v#3 zX09VKd4^j`6Xr#|&Y6>MPxeN4NC-faRJNu^6gk=-v3Ix_8Ux`28E}U`0i1okbMSi! z$M5Z~>E3??X?!S{+E}>xzu~ARQ|!F*bigpGN+55;fxMzW*NnOt;tQSd;5iY4t;Q&$ zScKVew9Ga2J)(gVCqFlt@)BY46U<}mYrU2;%dp~Av`fyG@suxsz@(fI(eOKOW?>aL z7^=)CUYWX)cDDE;=CL*%pE`^}2FX&KsD)w(1b|uJu=VcrO@@6avDa;V;I8T#&7>-~ z_bz(YR`@u9b3ZL0HwqMntk+GIB*fyyc?S4rh&?gYw<4Cf zif^kXg5V=audKcL)r|+btbeQ8z6u{^FLJIbQF1t8X_2C6rgdgmPR}su%n?fGFlp;; z^Z}iom}kU7z=CRQVmi{|Omey)#WBYVZWc_>d51kX>BNotE|8lO2Q22BiNrVw%*k^X zq>`~?ah{1OlLs7l#}nYMq#_wv`WXuqHE!iFEL>6SVGytJ)8MEL4$Xh4Oc&NW{xzlH zhd1Jjw_h|ejk12ESUTY_Qqv6}Hkk-YApJ=F3WtLErK-mIKFSMgUKwhcBO+<;dq~5X zkDX{25?m8*2+jFK-E+iG_Lde26t12VQ!8634FOI*z_}eRpEbr>dTI%6IM2%mDrcd5s1rq{l(I+!5=!)kh(>xe~cI#oiD;fjY%t*Zy&quhos->!B z6=o`**a z1|lg?2}bgfe)OQkdZ&@;1=8%Ay%3?B6`J&*4gO$I3GRe(iQ5~b6g||9p)9)?%ha% zWUKo?4n4gJ?N33RikI}JIvWrC-siT&uhbJTDWN;YP-Z*Ronp+?6M5H(kwR%Nr4lA% zxEbB5&$elz%$@2-1A=fjHTaG?htyW!VNtZU&Vo zfjQuC!TUT&#C(BZlxRskKT6|M2-hBq#U6B;qLi8?xQyXBH?mTlJ&{}3GL7HrNRQa* z*@+E8LzrJpE}`X82efpUF2|Hw6+Z6>hgF7i^K6PwWRUb7HJHyCeFQw@**j+;Q>&y2D*>4!bT{i6K|sd7?1n z$bRS9S3!(|amN`yJ1?t0A|V3g(u=}pd6+1RBJbOV8u#iX(MvqM{kYXG_u-%~O$oOp z_)Qw%$sNEzJ18)Ir;Pj{ zVQ?N`p)_o}0)HF$CR3e>)D#+|w21qg*ZvOnDX8cJm*zt@enXn8s4my#Hrz|Vv;UM8 z<{6f;YFi~|v^5m^+0Y@aJ{v0@oak^WM1N|=Yu!^sNfM_Z9}QuXRmxd<-}==?taXj~ z%H{NsJh)f}v$bzhRI!Q3f&9=;OspYH(?-V3SSKOH`ZiCkaq<3rFr^3I39&#(eHSoE zu6<5@Ip8koOzoJN8R0RgX}K~BP}l%g4DtkLFk$H088A@ER1y6s)*Z++yNdA$wRv4I zv^hb(IZ7N{HMLwp8LJAFXx? ze*m=))NeQZX1tHW%h}@1;|way18F${jDeMTF8?Q?hcuE;&BV;$>}=f(58tpGVEYZH zKRS91XpJ#MR79*^;{Z^xoWkGwkEu~^-+QQ`jxosQLznq27zf#>f2oEV^0FN-e)AJ|;l6me zZoNa?*%xu4&ZuOVM?#<;I&&U)1}qF&g$b$x-ae53L?k0yNUHTVB!zqOsBydjCth4i zh#$7LYFwtF=JENj8Ib6MKsOIg2`-(GbC~6kfNvG&?po|O6)sapt9rpvT(R|L*JZ+Z|1);x?q6?_mP&!#?Ot|Lg;D<~ zQ@3%gd75OMt+ZEFV~VpLp1P5~ut|=yI<1VoYfBf{a^{f{YE-Ys>|M#2w$)0JWk1hJev8kPco(5mDEY}En56ht&X3HoZo!VHOzw^PE-FWkSr^E(0B z-fH@*x?BS5XQja#__MAeYv+7bnc4T?_6M;hL%WaZP$l!pb4BX&iuJT7;OJ%g!|wdA zfcJTTZO>$&R;PaF574^e_|S7({mKH62hoH${6>5i!^Nfv;09_B^Yy?jawnIkvh#UL zN{`CHF-x+)({8ua;N+&A} z>4`W|+2tnxKz<#zWIe$qJIKBlPVEgitMW4DS=Z;(z(Ij1_~K^-jh}xHTZ%`b)gb=S z>>V9@Yk!zQMyMBB^nNMF{>22`a`}VxNosc+^;KGnH=Y&SXO7K^6n2uNF315yewa32 zWB548i>U^z{GbEq#p;j-k3CnE0kRvh03b%YMuDL>6Ezj9CB@7Ty=&!@`1@fN8GN?m54aE1_ z?n}!3^|Ng~+5H#Gk|6HQX3g0oZaUl4e!OfGIQ3=Tt&YXZlKos~6bgfl55&0jr83QD z1Y7TL!Sorf%?5vB*V!&`!GE)b(gGNNt#-8*F#&PgoK`C6{6CDHLv$`o6Rl&M*fvj` zoY;2q#R#QwtLoXfd18%8fNVV2r!oojyNJMs zi~-^{wQot%>o_4vI>&G-RWGI4QQU|Ma@im8YsVhh!8S_7WT?A`$8)E**z%iI`^~|p zwZd~Iw__Q5qtW5Hb*0~{*NEmnmTzsv%)i$jRo#=}GyuhNQi~J_;rJ3rBG$f`y}GFM zec=o?M2FC+G%kl~73=u*G=F+2G0_h3O=)&^U?|aPqPf-i42qcVkq+9-xsj9NgBuSZ z_qk08H~dA-(B{Pg(=>)u@mG$2x!PtZ=5U}pKakbq7l6xt(;J=4Y8M7`QTU6IKRPcz zea<;OnyUx7jCLgBwDo&Gr8`%ARMy+?^AbBZb%&t#&nX>y{KXpPzjch7#78Xl_~`a2 z+>QIXD_%0uF6g-Ie|xCVXH7p-rPJ+^W~!axqgK{gccXOT^QW8&6>e~dX3p*fzh1&- zSkiBJ6){urAMjscJNF7AJ?yFBiV>rSBVCRF!(%-$Swn>=P>0dzGAiRqN?7_Q)g`Dx z&KFD@6ZJUsZy&FXs^e|_VkQt0a$qH&NqwDto&`l|X4WZJ+)7vJaE|ac5IsHM*NeDd zusgA+IA3>jc!Qya)gGDLd$-aVv#X@y>$jn_3Yc5>c}#C)L$BX@_Oo~__|X1xlakle zrzl#~|7~Q8JtO4j>P#inn|4sK7~am&R?7EM@d%eevuF|=@Vt7&rP2-U?nf=+1lx-Z{Nd~AN!SBa19xbJ&WXS=&sFba5F|T60&Pnh#Uec6dh&J9 zgi;i>8zPLua(wel>=gs~C!BemEX9H*Q01z-&Ke18Fm;z+f7mnl4M}~jRF@pqE^XF& zoH6QFFNhuvEkyk0MD#Ve;zbK(7Y-5HD(SC_hxYO4id=c853G0LmjhDboyOLGa5s{F z-wX+7zoBSW=+h1yh`-dDqTzds8B6Qzwnh{Sj0lUS%KO~<3#Vy%v+AhGUJoBxBL>x3 z_tvJmd`!%uai+*$!`fCqWe!_VsOn)(-L-bNC2scirC1=;%rp$|N#zb$blPzL8g4^M z<`R|6QEfIufOFj(4uHJR-EYjvja(z=AgTK!}>L4oz7e+d^h z1v3K>7-&x4X8(EA4-u;xfuCJt*Ixs2W4ZPj^M_Ei@EoUzIxSTL5{{sB>fgdi{3UG8L|9{FY99$P&nik898Y zUdGE2)Xj2hUf}fE(_?Vb|WR`Ise5k=GSHh?;15c^WP}MKEWit zFtWjD0VX^vT3O<#OBg600wvAv{2^M19%{ob#vH_v_;%K|20@FI2na>Q3Lb=SPSN2sH9d9PG9ffTvf+ zqgN=tK3C2mzD_qKefmUOBJ)X4651RaiMe3p@WRY)GB#hbsek8Fd&Kz7x;60ywg=>+NSvkSM8S|JZA7~*e+a%WfEtMp( zGEY6;&VK{XZ{{W(3)@yJM1>exc;faozg}t$7(`ZgK4%27^~vmBq0eyUlDzSe+s>hM zz21t9LyzBnbIZof0UL{9p3aClsm3S*O}>^qQYIBSG5=>!t>H$869- zJK<}_JkI=A-32);m4KW0(_uqY(qQ%qUTJU)R#LzKe&KeOI^}%Sr>d{X@!?-aY~DBaa3fl`Y?9 zU3~LBTJFzBu>}_ws;507pr#2SCITmTAWMbrT7r>IW(t#7Gb#yYc_s;4t=k*-4~{C_ zOCj%Tu_eW*Ad&XJ6e4rQ$Nmb@O$G@rMp0)B3bS_g0!X}C?o}*lJn=Q+v69}Kv#my3 z>j@)qQA$;Z83v5b`EY>f7SvpU`;COvT+37_n)@2L@ShC z4>9}<-&foKo59s_#|D3_Brgx11?#BH01G?+EvGR(vE(Lqyb>H)6XZZ8u9$+J7H}Qo z(TQ6Cf@I-I$5b#%x7|o?S*1ahiT@fpdncW6Nom`Z%yNpc9Y|^s*RwS zy#bJj#l@-F*Qvrf5JwgC7&{Ba67P+ZN)BEKRErs$12@|5#j}TZB0R8i^=y2KVI*+1 z=MCf5y%(0PFk9&gzT)h|i#J!w=4g(Iw_-FfvTI*yj~|Tw+XG_^T9lXuTAt}=&hTdL zwJk*ToZNkBG>Q*;R}xfQCX6wnD5o2O)H;GA!xn9sbR;>Og1zwnK%+pHYW>$oLkfM2y*d>&6g5)wII0 z$Kykx;RO+Dm_hJBJcYgY9(K-<&X}W!Xwpxw%J^p>`Gv~ zY{^j#wL=|!N{T~H7-lHdbM>(Yt1Vu&=s~sD#A73F$Yp5nA2K(D7;>mGU0>}NHPNp>Y#XbgQLc`a<6OlNY< z=I`omfk(37!;~dZ5VqM^(QW~TA8%Q8viM?86@%3>qzMS<)C&bDmM!qEjT&xA9m7~B z!h)f=w)crM{q8GJYG@pPc_Gi z>pG^;PFt9UXHm;W_SjRtdovsy>M3%>PxEsP|1h_f(@JCcre*jW+ewJ^ed-R_V*av% zqbf6(m6^n}I9T^)!wF~;H`)$_rn)sz^onuT?(mF&W*SxZMd#i1`!I~%r4O}AtmIRz z>tm9)qCxIp&o7kLNhJ{Yaq7$sF?KlBP5h(1Cl`YIU&-U-Jfb3KC{ZV2Nt16%yf7EoQc zjXDGDmE``fnQvnQ zbUU(GNK9ZYfURJk_okOPU+Mhzhwq2Mq>~&6P+BWH6q*P(ocykbT`3o_|3h;Swrzx_ z+HnQmy8p}cK!o_302O>~>hmoiV^Gh@>aC!&V_|BcDAZ1Bk_3@5eeiUM19Z^Wc;&e+ zR>~WX8|v{YlfRomb1}34Ry5o02!k>hk)l7Fuv6^9L=^?}SkO}8|CPAn-L4e$0x`OS zl)D`wS=8~s^pvnZ94E-k`I1%7bK0D?_&867G(w+mRvA*DiK<`X8M1iQh3H{JwBy-5QjIlJZ!iqQO64i*6$rZk|wJP8_<;?%{QCgACp5oq+6x zZh@^x|3u6o3UQ|sYVtJLIO_KY;Jqx0kW)$<#sc+nuc}{k39#us@Ye27+gPDdCV&vP zVUZF%RIT52TAY0NV-;4EC@jW1smgnjthGV+_-vlI)8qHz!p;!+(Q%9!gHQfnlnbIBGk;MxsK!c~L}noNLcc@0!kV4sgC$q~NZ@ z6ljmVG^ksI@J)wTzZo zVaH{ufVU|w_p`Ur%*WUraz+;+CZivxvlyy`Ljoo{MjUzZRSDPzZ7Dn$Et+F@5p|Fl z7(TjRro#PanlT0r!$EKHtW=WZzRng;JXm(qOtr3)fHWo&6{4Ur0{WN_ai|}%9F@G3 zpvnc|`ikKZ0@K9B@HLw;n9SiezPWYXCv$~w2}Wv4R-2Al-6F>xVq%&TBdUgTW2oB$ zs|z(HZyVATKQo(-c5}AN+JR%EaI}cP3z*Y6Gcd`swv;t>Z$}zF_kW*xy)r6z4fs!x z*6#mg0L)v%NDEX+HrfbMx7x&8U6C}jdonW)ZHZ*f4uz>{uz&OQQFEu4^m%xUsPbNTE`yA+MKPaW>?Sj}On?CyF*q zy*|kFQp~!t?xDJnMU&8rs{P?Y!j@~Y=@df5DjJ8g3#qi{i`*CE5yT}HY;}2;ogh`c0hqE8OHz!~QKjr-PlxjT+blym z8i!Mm>b6;=Z6Nsmkc^Ly_euOn=Okpa?_>8HowZWM;AkmF2O7d{jLIq(jLRr@KJ})5 z^m~ZX)a)>kBf2DI+x@l747Fa@+OqGqn2}Z+s4<*O6qI@ftL{oFDsBd(DBXGSgndG(=kLjh%00 zSJ_tjD|x;qnz|hT&l7v|H1Di$?MJx)#$ALD^kiHjai-qgxmn{B^2`iW_^p6?&`bI% zKsdW0-3AsE$FS5RF2`Pmt`_n*9;#gWU24`e@K$r1OO|NYyF^$pd^5!WgF6$C9Sj|! zYr)4|s+%wCcDfi1X;m)IN$sj4GaLjXrfDpb7|=VXwV~(}5szxysc05n;{9TR*d~nO z%UPlvdwv#m(yq3FDONn??VvX#TnQuEyH0`Ugd`+m-Xik5LPzhHVYZiixtmm`O!a}d zJhaqDZ)K?q&_+UstspCC&CW^LK{@H*Z)@c2%aI(2nGqPu|3J(44H^YN^@IL6$n|`& zkiAK}tcwz~?m6m8pg8G9fLzq_^D{OVRC6GN81k{|e#uCKk)CfTf$+?D9nFsw;2eRN1mRuZ zfCblzPjO^(3*sCw2?DtTazLj87@RObR>`$o0_kQ#O$&LW#`Id#ng?Q}C0-8P$-PJ>qj?x)a%kI45`wa1AZL8C}-)_z}5`dZ&7@4 z2GeN3ncA0moZ+E^X;~$jVN#Diuc#H0-t|an>3x(>xr{sA>-FvgL3qYiTE44DePLfB zxvevZ)B7XP%O%vKo3pGY`g(d$j^|)npvLnW>L0fP#95(vRnsbAGm0-3BSO^748c>#)wj;1J2kwwK94}kS0K_%|IO<=hhV>cfN!o%i1Nc)_r~@&AufF- zThKgTthHAiQElyCg*E|J(K;u7LX3ny7eRkoy7unKg*X=uBZ#(4ConF5f?ccQT)-_!SyEuG;Rw(gy|L(xJ z8N{T#9kW^-A;rsettOA?%`S3WTd*h32GD7qZ<4ul3kPgKH`vkk9r!RUVgk^zZTm39 zjgZIUjO`w2^0vpx-@RXlGykRkS!CPtxlBTXL^(e@sq-y$6`EdXo@siQ9$kJ6y*}7N zHDMZOqvOD$06uQ7lV)c;dtAPEp4Xjv{bsy(e|MH5t8eBM6`oavMCipw?Dm;0DyEi6 z^w$|pxYQvj1##Gz$^s| z4EA!Bulw{nx5=)^P=X|vUMBK#It$H=Lbi0}WgmRale}n-`)s3?bF^ES{ z(n0N{f71$+5D`4aSox`or}Kg;rTg=Rg>pq{<_&ND^m1Pn(j4jj_|#A&Rh}=rLxQfWEvon1u!!Pb!}jw`$H z8S*x3ui9g2%gcK5!n+#}5Sc@scjjF}*}QXjhOB21&}&4E_1waRxnOSm#2uygg0>i7 zMLB@rRQOQG>*m@HtnsRxjXJdUpWhFO$J2=9dV^}=YjM2oyexK%(H2jID3O2_^@t7| z*wUb+RetFv0k`*w*C|kUd3-gpPX5~X;(?Gqx`bm9`_uOXdw>Nll(Df(w$pK}?G8I& z+&`j^J=0pzzhBIz$vAaXiI7jaD6^!$d42RkT#8`<(s(wYDMX{ST(Ry=&(N?A*yx=q7!zru1tg;)0 zm91UQHI_5+2*G!IR&Agz4^*}}D1snHoU(^wXF0#(e)6neUw4M~Gx}ONx(SyB^YqjE zpD%f+%^eEJ+;qf4NacA@_MQwGdOEW2u0oXPyN<*zp>TPZOG~y%z=U&v#A4Wcihz!E zCO`1*r~Sif(!ImM>zoY}AN3F+UPWABVFqzL_}@AX#CvLqsyA-Z!hOMa<>*_7JTo(L zM}(;p;W{o{V|sd>1_KNdER;e+X_biZ7+2}>gVg8BI;kg?mtYggq>E&TfuD2o%(xZO znz$60o!hmu>-tuG-Qd?Y?%{fE;B+07!}~>?`A#{7>(TLm_T> zSC$A>&jIfSgPVtB%T73HO@l1nIaZ=aa~+DwM2<|)51;U!U(gFU#2Tzzov@YEAx+mjZ$C__1boZLa#hLE%WFbMMm<@6?xcO&R7!`@l%#dR zpD@6)uEuHw7XmzpLEah6k4FjKOUWF3G2Q1wPn#zgN_g4|irSYKHpnfW$1 zn+;&1%N_9@ET#kO`PJ6q+f98iS$$KDhI~@1h(Q*!eDJ^P&3_gKB%N&eBAgLx&|*-^j-L6U zja$?Zk zHO8I$D6|nUs1l|SofbU7$Q5;w%El=m@r10@EQ!L|_X_Uago(Cg?EP#}iMkJtq45mL zcWC18#Elc#N@2ZBN68Q( z@5vfM#R$T0nSl)8DC=+b*JpkRGad{ZxuxQ+znV0x<+~as_Sz<;g&RvA$8@-As60LX zfmVfnmv{n;dvPYHJEy>{SU+0d3@yMUz_UKu4>ZI;A0R+Trh_o4vL_fZ)!hUT^WLw>fxg*;eD8JN&?Q<5_FJb zS_lHh@$@wY&&L;)xLc9~TXyR|k_hH2Z&{*|F!b6zpIf%M5lOXi)Qex_)3FwTqKG}4 zWUU`eJo%S8b`g%dgn0t=TcmnVDs8DF$e!Y8R~&Z4 zTk7utUD0$K2l#nsNtXP~TmVBBsP78Kx}sWAqCE;cq_Iuhf}`nd8{%H8X0pW?5f|n@ z&Acr4IP$NStltV*>u$@gE*ST7K6i4Wc9}^f{SSq^MU3~dLOK#XgUelzsA}Z0Rv9OE zbu;xSAFwY2wN>ThpvEDDs}zVCN5TR<@?k|p`i-vJT#($B_(ZJ*>XG(5xkX)97$l5b-fMg2Gd?qybD&NUPHS z3`iBizi&cJ^&A%1W>>G6VakH-_Bco$mmG2^C#u6Nv0LxtYke(TzX5; zr3yX1*9~9orncZrhGsz7#dCC^aL^d>B>m^fGAgB5e*U))P+O4>^XT*oS8^=OA!4{7 z6BYV{KtcRj<>nI3t}yrP=QQv-yTV{#Fa!FDiF<#|31!XJ{|)G&xBF44=PZYJs|}|y zYatD{|H#U&OVgNPF1DPa=z&vH7^-v!{$#xh4nQErgj-28B0Z8}(@1?RSE^1Ocva(l>k;cx3Nj$ImlRq1Ymj|>&*Zo6}e~$L%U#P}y zj^A%SXk}e*ZpkV!+M%K+BCk5TkRN|~=tM3iO(7iz1Q5voh9Tc}i;5ySE+KsSmfAML zKr4n(;?Cc)V{R1fH5{8AJAeI02q=1(3q5($8=H;>v9`9V{1aCajysaiG1I%9z>wYG zju8JH@sXC()&bi%+&xzyvjt^Rp}+YV9w%AKhMoyDdkmFB{|-u4u+? z3nHP*Cj7%+5+jzrcQ@Y<(GidaUonD$#Sdb`O`N))`WYr-)Jdg$2jVGMk$N<2myF+r zD7^8^;Ry?c02y$>g(Ns?$tpt|TpQS(C!;hF_%3);nCJO`IOg`8EalXU?}ruKV`55p z*zI#aS>!+gBLhW+|BslSAia=33@1CyILur2t-|A^l0=G(O3tR>3K%&rB>(>NUq}Yf zESsisTbxzKpAijk#Z1jv$f`(@fihMjRCv1ygRMq1j=y0NW!VRgTxlwD*OIRt%E#o< z-orq;)n2Qe52Uh)n7Y>PL+g0tSvHdN#*J&zZZNGa)&9wDGUt|8@0td>nP)hTzd`{= z4782cC*?+;?YR;6cE#V`BZk-r<@u8wcyMiZxw$uM5zMfG#}-V$Lw4=uJ(NgFpdCJUgcL$(*0HV2s9@eO+gI?VfoGm)TadkP9 zD=rI%m&!Jo8sLxhEmLFe3!q!olZtT>|F|{FuVG;d5Aq?ITM=B ze>=`B)3mLn)DQ*gZe;MWKP_!bZr@kP7o-7GN%^c}_-x$d18r>u_yrK z2Zv`6h?kmo2J+oPTEJC&1?wnYYERm_Ws?s6^MNO>zy7+`&d$vg3pUvNGooLD4C9rO zc8wKLp|buXK3oKf*Nfwk8&E@ZgpSo4Kw7I1N@T*euo|>tT4`U$SWlW#n3I3l;&1iP=Gjri=))n4LU)mRF_zof95lK> zb&Jrj815n~YW|N5*44^W5QuNcWrFq(V;(Xn0qgP$bbP3T6s*9C*L3XVUwh1w(|wTT z0I6g(YZ8;41U8Fq9)BH2^UFzYh$b-q9PwVD`+N`#DvXzx?A~6~9d$8igBPYD?PKji ztyIeU1rAJ|{X%zR?a^YMurcSttFxseA=M0ETFh?`2Tj4r-|{-rQU1EJ*thY9f;XL6 zzZgD%qkx71LM&dg;ZLqL!4~cwQG+|$q=*oLgd>_GXS;qbdEj)y;ohJ8&lErYKfhYC zZfC6XaN+Q;X|XlQcX{P3siAT)6ZT(~?uB&SUhSX^$& zIr&jY8JTCXf0^e@pk zYzkL*u(lz-q*X(m2R_AXX>iJIq=3B6-g~s%nev4z0yWrOgYz@mZ&<+fbWM?!i_}#8 z3Y{<~pxoB#wnd^|Gfqc<`7;83A{Y^hG+!JTf(}*;S#4;^$i-hbZLA*RoBUl}CL*sC zM}A;}H(C!{fas$MD=lz5^k0%I=s-2FqH|o}=IKUe_?l}vRrDCqbD;q9)}ncrvBcUO zS;|flH-v}6{sEwKLLQ7Ub{}QnXRjyYOJ)=4kH^nwAq>=h0m0|+4(Z=3=cxHX;9izPq?&`1Wv4Mbg8 z7=?8UI3+pGV+1_u>W5;r) zq8uhFAwtLr^@zg%(^`wS=H+t*hhh-tep$Fm3>e+6$Va#-oZ>+$w#IE&eegI6eVcJv zogglRGs^Uv`OdZ7maqP|xamm$px2(U{!9pA)$)W(N8`gVNd_61z#SUxLd#2KB_1^F zb+uQC+phwaqi2kL#)uvR=p<=j-5F;*^ObsjOyeiF;GMWLs&PJOr04XjN=%nuPIS+E zz5FhIdxT8rYhzLGeT)?_@Lc<3I-&Nv7!ONATmm>xaFCrZ5TlWbQW2!N;K({<$zQXI z%55arlFs&5**nNf-#<+y(MzRg74R%a?BJ9jM;bXeh4mYds<9&=gix-C3Aa?_x3i`xO26(-`bKwC{@)ZFn@)5KNxH5dm$; z1A_!s{H}$fG?HLlBfjeK>nPIprJ&^RK0+Iq$+Dg@#sYQq2REadk{!C7Wd~Gc6y%xx z66!>#faT?JfT)0=zzy{wNpqgWWz^7rEI`#NuDH-kW7#L;k}4GAMG=u_;@3Zi&2Bc2 zeQ-0hhr?X#^UR#u^}OU2E4nPp`W#L*-7}fp-2~FbVj^%>s3=9zJnqn+2#V)$L* zS&b+OL3tZ5(ASY=Gr@G+HKL180W3O6-k2@sqXf{o195+MI35#Em*FT!{(*I{sZA-j zSRRjY!X*sakTIgO7@jC}Jv0bQx-^8|5rPgnZ;*E;xhNABs(SjylvH3~vBTF03nDf) z6KY}%4^1_C25^{G;b1lECbgyk6BZDSgM^piD+t-0FN8EUAjvC=akqrf zs7!U8TdcKxc8asCH9t=--r3a9tvp12Ob%`UMDTqK!#6-CrTz`&Ga#wjy|X`(<2+BI zsucF|wAkk7UVutaVaturr1-c}DNxxQ~@p-b}U-w1pZa5~##9F0ZW{|)M zfzZsTMpKr2!W93BdRTzIPuJ~6hUo?Z%BO8#?j)nuvNgGrIMye{B!{a}hmSwP3kkU< zLseZufJGyovYF&y_XrnET9ej@WM1MbmIV{^Gf5R1th5Alc0gcf0 z-yZ5B!D;S^p`Aua&v+@1iOGx7c|9I>4fdrtF~#4tbldR!Y-r4X zb5x&15J8K+c|4?tT1d|@WTV}@5w1w4K|D4gJQsYT1H$zAy7rks_fC4%WxTy?fb&8u zfD0_U@TdNUQF$|TsV5cbyrP{kXNJ^4K2zXhytuQq^)4S8?ov1BRH=Zf&oMwguey`w zw0aXmdpXX@>ts=}fvndn_=27B?4{@hJ#H(~`pY zlb!AV!94#j+mnTr`G2!L*%?^>f7za`#%fyIDJ&74T%`O0cCP;o3OO_RULxFuAJjH!c^xLAHHsI}zu>|hz7yrL># zdj`lyMoXaTZT^!PAb50ERytG*3klP__DWhX8snQks6cle8$e35TDuCn#A|DB@@2pc z{0wvN)8^1`XV7vG9T}GHoFMDKPA9*Z7Kj+CC$T4Vwl;)o8|bh_zEbf)>>iw(8k=oD z)&1jBU#$zfR?z5v0qwy&L)*hU=z8!iV3c)~jX+9-H@11Se()d=USJz(fmJ|=)PCr4 z2zk|itMj4bmgSaJ7K=>XsjJRU&YJ|n=ijpqK~Xtd%K0*#Tx%< zD?jEyd5!kY&Zv6E&aSSe^)8O~#{TS@jqCwG>43?R74SWH`xeM9Z%$BwKHo5VP|cqC za|_TfRsY^l5V?kCpa5+@-$WzAUkA=E`S+Bkkj|f3JzL@bf`GJPoe*g7ESJ*HrYq>c{U_l-c;Wi$C#u?eLS!`peS+ zc62=+#lORQa`XE-G}UiIr}G<``Rio`1GP51GQ51Oi{=kRt%-Pd`$XqEJB9v*P(o8f zOixl>K3w%g&dt!sbQF!p5Lp>|$v5wN87}n~8t84!4e07i3#f%HUNVrDj0hgyR25R)<|*rTWIOYFobvY{d=I&q9;|^JEhsd(O?m1oxSDvpzw?K4Uzwa(+JT4 zvIfLY0W>!_5b|u>>AUoRVe$*pJHK~$4P_6emL90($J?UP*NT8@i}48H_p5BgnH&A| z<@#9^)ISAR+t6t1f&R8um-{KFLud&Adiw?Mm3i2$`Aq=Y=8Kg4Z7EJcWEexygKiSk zSN8vJZNSZMF3%@lx6u|qA(|s3;r4Iw)9*++*IEGgFUiBN@EOSOjASW@y$b{6H$iT7 zWK=ceoWk_V^1zAi&<{+iD~s=95BnN6m={-)FX46XC78$J_2#zW=j#OsL*sApGoP1j zLQ@?isJ0eR7WZ$PpDpuOuK#Y^FBhGkvd}KSjBM8Z@B9>>{(>G%STXGyc3=NAD1)mD z>#MN7CkhB88(UxIx6EP+f2?m3h@LU9(0?ZeD8{CS7l=CS-^A|X(LQ*cv|7;dLu$f6om~U{ zP(&g0U4T1WbK z1ApTDygcvrV*QGNUii}A{Z6FB`MJ6MbL`H>{Rhbh>6aaui_teT(|`R)(2oAwf%LoH z$Cmxo`u)lY0_2a+50ezE9u}+@r)?oLrmA~B5boe+;geD*34+8E?A8_>72e`1tl*xR z#6M5`OWrG;K^&Hlx zrR&Z`_T3|Bq!gNJ!h_nNkF9yw+moIpYY-T4SSCp1S+9- zEHqIoRn-`uF}2LBR_u7H3{s?zMO1-g)!!TbX&oN~LbBUCUMV>mpj zuTa>}uAiixTGhqJgekI!|HD(Xdoq!8PdC7hqqnBU67uI5x?kis5wYPU*GmQJ@hZW% zlshr%`xx8Oq$7>js2*<6&RNMtDmOVoEB))pPNykR;__L(710B7Fs|c8Q>3Z9OFqYE z9O>p#MK7DuRr|q9A5#!!3u+1|AX2!KG%svj1z;I2B_NHq_ru&lf!H_?xo(BpZbIVdTAsdTToMi_!N(`X zF6(-R!ba-#1uWNMJX}pX&ILL(@Z-hKP}u_Idu+ia#o_=siu`vyk#Sh(y|p?ZRCHcd z4XNr%0y8A8_Sx}uA{M-p%j|Y4dVWh8n&WdfAI>1j=#z4UBF_sMG-<>g%?L^FI9-SN z;GDRKJfBo{Ir7$|d|MU{-Q}C6*sOt=4z-W8b3N>U6%auVMZw9?ty@vDaehUZIUhc1 z*M1>b+-oO)tfNY{Dk{W1xU-3B(#Dbb**|3Php<^{^y~PT&ZAqv*m#oj9q$bd1t%q= z?LU$@Z3wzx)OjZjecCS#^VUwe%cchKi>()!*)=VN)+DLxxd`mFf+x_x&)oB1D@sU^ z<$H+Y84`r3Ytt_0z)balPrT3syP4c8)Mp_5>k+)B@xx5#I5nnrmKWE;7k8+Xb?RSj zSnj!@kR!AdFw6$r@h!I=UhKa6OxunObK?4u#wMsnO4^=*(|Ia;D*Gn zma`H@Oi%uXrHnNR?MMM=oSct^<9V7;GFi<&GnW+czk27T#Et(%;_)<-^kV_q!_qa0 z$l1?(y*2S9Z#xe#OGQ`3h!JpEvII)fphjK=p@{P6po?$eUQ5(OA67~9CJCbfP{h{! zc-D&Yo8{f$;MyG{28hkxVV^1sBv@m6gLpH;c-ES*2Md8?D zAVa}0c(mFWvK;j1RPsQtSDMS%eS){&@Wv2-q@;qX=Bz<`9joX8Rk3vQ7^Iw*pm4k< z_sVkvg%H$N{oYdm`mDM?r+FH&siTD*$7+eGlIJM<`UM>-^dhJS z-TUUdwHzlTgCu2NS5*W_$@=22?j`jW0ZsO5$yd|sxY_s!{qx4(9{&R6S5lhKT7q)< z(T*wh<(3Y058U~vfeYwpUU`}>;i=~K^|TSC;d7g`OXVJ=WXyScO&q-SDavJfit+wLge;M2$J?!F z8d4YtAZS|y%LbJHb>Z=Nuqf}FHnsArKWjmOLn>fZ`h*zXl*~;sp5n_Q<}m9T1P!@& zg*6MUT9q8b04IvR9!(Zo5Z_lon{y6w_2zEkuq#_cEc`YY63}}MBnZ!`JA6SMt4cli zg^^EWFp|j6X|G9E#%l@L(oQjmIE1|plS&^*HtZ#^s*NSJ#+u^IbRafn$-LHcdzIN| z;+IW$bu-l=hxPh-+p#QB-Gnz<##J~`ScILnl+X;9JDM^2H9WW4U~P$qAEN?t!uF(m z{U(XJf6(bCt-SEsuH%aqy?Nau@eaU6(TvDbY;d1j-K8HYxbF=t2gQflnF4_wa=8}+bAkilk_ka z`eYNJB%h84Pd?G0BVVhi-4S`Fb29#yKH56C0>97MdX>Y|R!NPP7mln00t0Kc(x5;In6AiT7#^8{^jb7o=nRv340kGUp?2NiNI6dA) zx>vL1-f+jQ+U)lqy%wSHwCZdhJE3u-HlUH?bc43v+!ux=@^oN!LaA>!GI%SqApAFZfl!E4{qmZs? z;bku+{f^h#R9T^sbsy#vzDi^Txm&+q3lx71>jG+2NpSc!R>oWK7qIuF1XQ;fcoTfE z8JoNBTS)8V^X~O$SU3Sk9su`pVA;`5_r51+Xsg|vpY8+CV|+mA0IW7Pq=p?|;8To; z!K8A@ecb{Jg!fpo|GBs75S+kwG1G~#lzGhmm$aWPHyvN;m8jiSeMA`&+7+ot+`WgB z;WlJjW?(489x?%9uv{jaHzkI;;JvS~EsEtJdq_o<3Y-g#1#H zNk2XRv{~Vrd7JMGVxUwztIq*rof^>G9A~hLD7#>~g zZM{V6J*qh{uPdR9-9V#ToPsbkBr#Qu|3GRv>LR>sceZaL^=qHF@u+iu?ArZ>y@@kL zNQ>XYLY0~FUZ{Hu?;5Z4b^f=ODzAKqz~u3 zy6zdaywApVLnESq#}9h$%^?nic@hpG5xl6yXF-7Y6V7jL9=TUhBih47NMaWcI{Hs~ zYa7F^)Oh}~OxtyMb9wqzV(;R-wiQAKlIJq#re858{a5;-lS)s)StF&jQnrjm+%k%6 zLK$vWKPg4T45hxZRCmb9Y5$nMAC(h{$D(2xXwghuz~59wQgotT6P}MN#)^!;E90E* zXw6uYk7$>izFZ^p&dajxBZ{~p0gTb#k_~Jg2AwaO^oE@y%2pc&YIm<$LUdrarjWz0 zjyIt5r$p5?9E)qBqji~Ra>N9GIJb*dE{>7c=5 z{`O$nKaD4W?2N1UsvvK!@qM7UB=7p^xE>b)gVA}dim{$%KW|?KY{h;&Lz)zDRjP7`YQHen zXIO&naG0dq_sjdJhnkyDHXax+N51aZrz0F0l8HFIjQ`CJA)=*ij?{E~AZ-p&Ti`3a zSvf~X*CVdx{Kf+Pb$c*mN%EUIwA7^21nx{+-icjws2jDlRxeE4ll|PzOqA`J#BDKQ zrg8H2H=U-4olnm_qiO8z?%%XhDLA%$As9!YM;; z_|h<&#q$9jMppe_xJ7h39IVSEiln#I8w0 zrB1DO!?`B95{3z%%olf>cgJ|GKzA3kr=-^JOC1}6ye~b%m)}JDJB|xCjGm`!BNS!T zMaZL;X)Uy)5-XjGeiffQRb-pG??AWDCKuZ%yt4>}$Z|`Por_#iX5OUK>DR!L($gHH zWhAhx1unTf)o661WDs}RPtpJw1!nvx9MQC?zF2sOLg$34GI8d(j@6V`ng!n{RdXue zS?S~*tJTvVJFmUs;qI8_R}43Yc0~C*S=g+T#vnlSHwcOe;p~!+v8N*sN9|;Fd74L3Q#X zvrK#y4P`K94gY*9_Or>wdaCs{K~3!(^WAS)S?p$C(^O*|-Zaai5xi+EA^D`80ZIxXFS~pdpVXG-SmAmfo|rgg}AAu9w=aq;JsTX5+yyBAA3kI<(o6 z=gT9_)zP=gS}V7YGY%dzx}(H6_Z(RFfk?~ip(;rSs+6og!tX*qQB5!WfR7Mm zdDpY}!_})1@2W(5tM%D}$FfA1cZ3@$Qaamqxd=KI?o+Gmo#=6|#!G6sF;nYIbC-Rc zA{%&ies(;j+;I8Yk~%%iF#Oz6C63yO7%%&1^L ze>Dr`NLMf+4XO7<^`4co-4y-wJFq*hSpwxzr0A!UIX)-dTxVs0?U+T~Bq@3XB58(+ z@H%AL$gy!nV0KHZLN`XEiSHGOJX~0H8LXvyIBmw+oC-PiQ?$NmI4?vMyidut$J4fs zsKs|^MB2GaEJoS=`2fg9KxG!>uh}nuioSCc7#g+Tlai6;%TS-*YzK4)%;W)mA&*X%hz zL9H#Xkg_38%<|{)zq0hPRygS;5s`NcuCPqZT|-ewuuNI*4~FC6pB|@(CUqe-=XUlUhr6%;}BbB{x!L7v@3!ALNx~w&mjw zT%NgXU0?LM4TjV0Yd(+1#5w&q#VQTfi+|y(k#QMua<(*lkY`%8hz{T{5?(c|rDioQ*+p~Xlf?JjYfYEHJ}w5Pug<3$dyY|V1J0J8{+mUrRSX8Scr?+ zUpIhR;*zV$Qxx~nI<;?`DmN_O&=%PcM@S)$jJ|dBV%wXhc!J8_$XUHGGKS?|Wy0h& z;^UWCdD%Z0=;Rp0BMTmogv^H7YeEXYizEc0PNg~0e!NB_E3i|`b+QFN+m)E^t&H2GSQ#`go?i)? zG9~_5Ri=37u`H+P2OvN;ToD2o+y*To^Y)7cx`MuzY5P3s3Vdjm$*moLQO8Cm*9s6_ ztju0pdHS`24`%PU@(4$b-s8Ei{ZX=;#;xKvd3hRluEN0OL~}68>rAdQk?6^%?SIK5 zSGwy_@(`OZ0ykm(!!#&aD)~TIY}4}3&U{GJW}0s0Ck5gF6?xr=!v(C!XZkUdA9C^U ztb#E8skLz!W%4+a_L4DV-gSSKZ+vHaQ{BGHAY35Eg_HIro7^C1z01#%EQ--AI<3H^ z;vPuFX9^pXDhY?Gp?$+R)$mowrZFdu28%v!-4ZJ!)(R6wplaS8#&r8#bdrC$@%&_Q z^bc4$q?@fjOsCFkRas^(XiK2bl35xnzQt^+Wnzz-c~7ny!vViInj>OEz zffE=b`tsAX714g7nWxs77>#VUcSGZ*Jkeesn}GpY)A4&ekWvI0tIaH7E38m1TC0<4 zaB?E>yb(puXA{kiwXviAQJ{ms=@dCG!$KkFiS3uVpWlvVlAmDE*wSm;r~#K?fhjVCe10 zUM#`9uyJDUGR@PqLHpkhUpB5`@;(0O!Zl7*^X9g!KxG=^bVCE0Q>^_VH7iuU2n!zZ zv{S1>fdY=B`&p0hxvnLSca7V$+5xu(X#oO0ucv-a&FAg0ML}8(40hyc<5IHcCtgNJ z@t@d7c-{2=e9}=`a78pCa4VjqE_!D2m)B!WIOn9gjCkwf$r~&VRMry}L&)imKtY;Rzni zk~Ry`!=hlA4_co&9?kF+60egA_)@LQ8^?Ljfw_#muA@?sTyVh4Tt{Gs-!LB$1U-23 z$#cp92|Af#%XwsRyP8joL6Ww>ThSN922pRmS-t-;eSze;M&KTg|IwjTbVSu4l-AxR z>G$}sZ%nbYxXY341kaZ|#VwwNYBph*u+;I5ndxqU*Mn#Lr?dchtzY#4U&zxg%8qJ z(#Xx-t>TTK60$7BMk=qB#MgRdDbu?~l}&yBZj~sWj*>5qgr#Q(`8t12F%Ec5tm2I2 z!xFf}Xdkjvoa8MpQ6f={9-yN+XY2Lfn0f+`5( zcmg4ko03hRw%=lwxuXB97T79r|D$YI$ky!rs9;xO=VvgkFEkHPN65oueh~6&_3=f{ zXL=r5m!xMK?@_sh+OxZ($?M+d%VLad`V;Iq<^LOxUe=5L>Qdlxo%x~W+@WKHJh7%d zZ|6dNNQ&4$vg_t)DG;yI@&krx8xE+t1N7Vb@!&NFcON0H4E+Z0LM59Y<2J;$UqS^; zA{%YQfQ~fGzvyGC!JsnBxnGrJU#m+@?fz|> zXpHvCS9z+<)n)%0&U~MO-n}>`1rWU(&;Ds0Q&7Ci1S^>vW#*Bwbd}U}N zD=$wmhtVu$v5?K~Sby{rFLMbG z3VFhEix!%lR6UGw8Qtzm%J*Y^?6ioHS#D?l78*&I2sRarlW_&z`Og)zBF2=NrNUW_ zuP|Q|Hr3Tz>N#Sg?w757SQ>asDWDn^HyQlu8}VS*>EReab{cv^G1I$jcj4A5%b(&Y z3K?Y1C#$&2z@yju^_BP~kJT73WoDwVt_A;-c=+x;(R6Hn+o52F8p61>4vO9Z6(~l@ z!k4Olh3OY<=u?m4_YA)wSv6ZZ^VaprBm2qJsmC4^QZviVWN#>Zw$1xp`PAFt#@BxG z0oG_jPW&Qq*q_%@I*+6XC70ZK#CmA5kzfY3tYZmDS~9h$QdbR~<*YCo#jj&%P0|BG zXdmR%7rv~@5Uc4Si#bWp;l+wIJ&@+2-%!7o5+Dy>l1G7BM;PreVm5C=^`IePDDIoO zt7Q%UPEWz4r`jw-qOn+~O#JIzOvgyG`>}B>Z!@L3p5AO~k(|^;KP{r%nC~jA@`#ix z6iiin{_O$r$Z)`dq5M&=iMNZ;5?6kkP#upOE>uNs-1wF2tD4p{8nSAi{HKu{VGpnu zsr(OxfK^Alw7r3%!oAJoL-WSK4Z6YiF)~4-CRT+ctB8Rujv$HYWJ$4P4$haxJ((APln}IcCpT^WakN*kho$W#^yZeR{g}(^z;}IN zIaK0(_HoD}d4*(tJuoXjmQ-JNIV=exCA7?m)4q4&4bfpta8|*2<}{xROkME`F5>%q zh(;*7W|Ke#5|#>38#KGm+*ePdaIwR;0-MMSFN2gGKkx|^qv7g1UHFDD2TUu&f1Dc0 zj{}vMJ&!kFV297Oj7Qn5?}TL+Z~ShSYI-f-$Rvs~ny}E=-RxFAcVpt*c^ayxVIwLW3k9}|E3J-_Q~4Dvcls22>;U5Md=@kg|;l8|{^ zyESpxlu6G;C9*F@-dm^F+1mB~$Nnx>;^vV~vw2;C+rDP$&0ECOJb~z$v9?AgX_8WZqSNn-Q&Zm{ZI+e%4tdzWd!VQDOn82i0y(Np1itIAS{JA!l(Qs*BfmoX+ki{| zHN*!Wulm@#A!UHh)Z>=}zC^gRk?F;h5Q(Xw@asF=D|FFl^Xx{$mSDQ~;vCW~V*;Fu z!`@BXHZ*#b5H^&b&4z@KJuUxwvMnMl3v#|lT-t^jyQ2r|IA&8G5Y=i?}^V?3k?$S3X>Fyk&lx2$ndmj!kZt^LqD4v$c@b|LM0pH=b8 z!Nodu_0#s|$?24;*fi65yp$kkEmElheK{Ht28L2EO!!6pN>3< zd9+atq3B(O0l1#|-E;3BF&kNv^RW^Cv*86zflnX`PaF2%_C56m@K=xbMwoiSC+K^0 zQ}b(6+z54;&v=Lr7Z8sfg%ClG%Vs@%9Z*q)o<6YIH&h)}f%G zXb54}4}v+S+DMJxDy|#}RGpJG@LK`Ls;zC4>Y`_xD3&m4y7cX9#UE1hH0ymw=%?1p zDxrdGD+$JObCBIX)AZSuVMmUA%uD0a_|9yg_#YlF&_{oLO{fD{CT5+;Mc_5I@SrA^$b5_ zvExlfT0w892^-WMdIAT|SeWNQ##Cyt@0gos9^llZ)Nuw*^LkGG1#on@aU=wNasj-;SQsq)N>Roy)V#!A=7aXG)Jmbc1VGYrsufNa*+!gwzLZ}XR zN+%F}*}R!+EAJ_%mma}PvJwsYDADhGWk)GNCo{QMSLO{jKqbD-3JRX9*bxK%Q%ZRBddn%H{e~PbV+?j@a8F0>LKMn&%e%3Bg020_ zLHK2V`GC42c-X!4^1RFsK#*_6)+IO(VPgk1I@sg9MT^bU86{xVBxBgGc9tvlH?_uT zG5gJJX#|EHH{9|4NfYcv`q6vh@p<;~&)Q1RJcRmVveOY+MA*vo8WRRVM5vQfB0jQ` z8)bM(Ve#fP@W&kIJa>UU?;iq_MKBYc?MH9#{hROjy0{tO$1eR|jgoTy-s_Mu6G2Rv-C>`GDsbe%(+aS4g9flM@Y2HO zyDfGe2vyc7Do`Yx>@qX`-oigHdQW%tgLl%%s`0fj2;SewP%HHr8LCXIfDwOZaiG7C z{LHia@^U1~L_Pd&Fr-3c`_p3fwS1z7)Oh#&e&eqKA(QW-ut(CXw)OGv;f|b>_QZ1o z<5$`D#PZ*VfO>Q~>YqGIi34I9_B}c$R*0b=b>q^BCVWeQ$Taq;7jgcj>uX~YwEUfY zkqRpz9a@`sOu0||;!9t}2n-(sLOmx!9|CWoX|JSlN@b9`;_kRngddWjK?S zH@!S!97ziEx=s8@FgGC@mT^M>Wl- zw*SH3!ighp@goI>Qf2k;1V#?!9tBKc{rTt;)5r)u{}yZ^q5z$c`{U%WvybLABGI^# z)2GFqP`8S-#EmP^Q8|&EaqS4w`JqKD0nFW*9SgkCG2sDjC*PV|3FREr?u?KC_|s)S z4q!&Hde!)zKq|3${>Y0eh*1qDaL9hGYH3M!cBWN{BvnO4BZXsO{ENgkI4lRzK*n9! z6pF7|N=45lgip>XQM!R@HpD+K$nAt!|1?63Sq{snFCu0O(G7N?Mbp=2EXTff#Nx}F zWxrUNi!B^P{EFn_bw*N_ZdMH7q7rRCaD5h(%=Z|8WTZ;);a@*6A-5RS1Q+meWd{7j zcno+D_k?2~B0!=^Z-yp0x!ASWtHB~cnUw^rQ+$bw zx20+?M{0prq8ONan5wGtZ}3u=*On|F%$3irs>zh|_>jxpTNgIEJ3BSAW%&dS*eaMo zlk^&N7+Y;`INkdqqFC=Jq+SGR3MeH z5m7g!P3Cj!we9}2`3G9iCrwd+XvYm`s#M;mN}edZ33;_nV#iSOUzp=x3;U%_V1yS{ zY~=MWU071ai^wrTyjJ~^1h?lvSWlRw^hMpXA7`)(I(eq2j8{yVkiG*^M9rxWpLb0n z--;9nqU{Y)y-A}C6P?eKF>Ake$;ff_nhKd9pVHbB{kiFaZQX?{pnDYI5gUXo;C367 ze4BE#N)v=_l02-GIHb<1@#QEk?~_U#?d<#Q#7G?C4@C@1-+wx1u*xrw{_fO66!m(o z?8B*kx3Hqj-^1!zK5At$!6sA5a9LAJl6HRx2q}Is)R(gt~gd2W(r2` zPPd*OP$kc;T3RYsN%~9PMT?FK+~3!K5GP?Q>0P?L#Y#i6GvXpLAX2@f<2MaEuuetcKUWJElEGN~ z8LA7@sUvn&w!}^J-sW3t>ubDAMDFkl%kg*}BSQk3ZQ~1QaQr=5(oiIV09d`?@Y0DI zv5$cUZyz2Y+@#lbYm&@C;>51yi|i!({^Jt!3MH>+-OjC=2wDVNIn-17`{OMp#`<3W zU!Uq*VG?aDXl=UFB2&Z=0diX9;W=Y6pXMffp zzm!O@y(23IG|>`KXG}0HsYe#|R>ji1f9a6)LlG-T_PV=3rxzu>)*$7?zBBGcTcJBs zWl5F1yszy$T1#zsHyoOQ+}D1qsTCRoqpzOi?$X?LF&ljlCoaTHnDVbd?IWl*2K8=y(o&EO z$*|lJ#rRzye>`{D@ag)4v~#`_0E=#2f4L2v5klS4r`8>?>rJDsvu5v+Gd4yP@*wqa zBpyScY0oxi%=Ph5=Dk@~wComvCePXNh+7S{K1<_nK#t18pI z%l;r_ZbGf$gu!oV~!`x5qK(pi!Z;N~pdg{OSdn4j|f|yOvTKQLFeN zM`gVQ8Ln}-{tQI5P@D+Q`PxxB9V!|zjF3=|RhhRs{<1=%V1*Z7R9l~t3+?z3>-w^S ze}5{$mpK#e?(^NDT)%7-zB$Hsk<-q@EO6Z;qFM-7o{xYGls$|FQKWYo3<7-Q!i%Bm z-ZJ$34du~`XlW0lRxxd?r;YV6T;hq|9JaLos~=ixa;N{sEQf`TVRKD-WS_l?PnXu}!-R%*?!(v^YsI1MQa= z;2`}N-QLGq^|`beeyonf%2jTNOL}@3-=7dnQ-6v*>7a9RvO-NsD%`|!!$Q~mQ=-9# z-RW!)I?`?0OhLc%{GOho&R{mG$~g$~10fK1FEjsLE__o)bmBhK2!T(%gR`CqHVZiF zXH;Nk->-t;K|AAVGUE(RXzV+;kO*nhEW0o*ji(JPsD%kMZ_e@_vwX5#Q%X=l3Wbq7 zQ9nn`b%Wuu!)M{7myGaGw=psVh$|_P-YIuKC00pvciAA>0Ia5$apH*L?r3BQ$^*gH#(>Ey=ud7A#I9V^b_)^%DM@8@!wScdwdLW3|^t)^{Y{waH z^}}4W;0I1sG93C}K89`Cm7FA-aF<1Dc?7263X?oK@6N1k@3&8#>aTFBRC?xxQO|Xh zpnBnLMd`Rm%7xzrcoM&EeN5Pcg){A+JEq0SIzA2wPI^R~VX~sRs$R{gVhSY~%c%eJ zN}1!d1Rx86jBWS~V>Y3HGl)M@*tyj}TuI*h15arJQ zhv{4YZ)G;4%5nQ~yVp(#US{{~P!%5?=={eoB zleGM8C}L896{7!Slhxv4n=#`jk9F(~?1O9BjiRcE*KN&Tv;keSq_Hl3&Usn}M}5V@ zahxEy)7 zI^BWx!;>~}U2_4l-4VzLgr}w(BjEOPtf8ia2n`x%Ut0bJ!0m32K^T#$iB7YfwN_We z{H#6WS{0{4GYi$zRGF#MC$>0OOpgl*=q#>GV0Y;h4|dqJD-!%4bDW`%s2jsRaZWOJ z3-=0g6hnIabWW=j;g2N5_2+J?lC4d*Of)Oj?Qik>&R7IA-jy(2bIve-y{h))n!RjH z$fx$sy*?yr^(&DuX(1PTR$0~*&^6@P`C1&CgrG~sMIPsM7u17%V#Nr^ZWhwAN+J1% zQ>KAlFLdlAIITCENOqtQf8*)O|yMUCGI5z~*IS4aDcplkeP(Z>Pf~daR=y zmkYt%Y@|d~uGee^BnN`q9{90;&P*g6Lur;Nh%xdEhmH+?7Y*R}s==3^0D2z)|D$Me znrE?IDn(lK=E($!WOmH~b)^06y<*Ypl3&(~&=3QADLX4ye(nCb>W_M|!P>R8o=qmO zho-w}?7$DQ6qMD%ZQ0XzlS|EPLX1$5h$^Wfo%f51+Ju#{SL%cG(M!mbWFw=9BWCJ` z^n2x!yd)d=$)xlQ6NDrfw&l6wRJ3SM>}9BB=}a(?4=XNw1KQ#40jDhATypk-Gt4M6 z)3yUG!tj`)jOGYXDH&8Yem6FbSe&}I*yHZQR3EsL)N7t*r&MAQf@K^?|M zWc1Pdc6@7fODdEwWx7PPP()=KQ?WkW$&YY6Ml;`wUn%V8HI-CmujKdb+*{ZYN;-_f z5_@&Wb$tU~DKn&R??tFnxQgG{h6FxGd%MEIa`VB}cfTy&{9cqW+KZ}!$@R;^p`s#hUzcW# zTbI;aRSQu7=IgoV!$)h&d$=H1--b<|LaTW=OZN$tb~QGH7l}hy;m6HCp?L?V69PEA zAbseDao302;|ngIr&`DH7`DV(2UNeYStWVUW5+d0AK?%(gsuzW@qPC=G}wM9r6$WI z-%*#z_-P=Eq1y(3y>0wKW)+#%O4Z>J{2CgKVq+!^oak_Sj$EhKjKc@b#R|>F(B@@_O#BI{E zK3-$*PvH^PO@E$rqU-S`i)q^_jz9OTQ09`I7gY7vPG)w=!(!tjvsX{cd$p8G!cJf9 z_A?%7eD?r=7w#TzYD+O?LOnlqvA#HlVa;uj2W0)CsDH`5_r{P8#XEb@GwDCfMPO*< zIz;47J9iD5LiykifyAC9GMHFyZV~=!P!6ig{mlFsPlV2^F?S%O{o9mJ%-kb8YcGCY zi@EF$5JoCz!yvD>&2`d?H!o~s!E_wo!zWJ8_&&M-e2wPvn3E*t|mcx^mEAAMLr@+Kg2-Kx8cQDKa+_enWb z2*(YtYBgbE;LfY&)O#-iTaojPXtF|$DB{cfNMO0r=dAYr-oKzGNDCj~5>^vD8}xrc|{K7Kz`*NnaDi!+had z01}jT#u5FL5*_95O@%j3$8trBq>+Q2DhqP7uwqpE^Z7W+HPl+4;{%KvZwumGyBrY_ zyxbpC2hctdqZ8gTLYyi>(6RIQBGW)#<7J5UR8p-Z`3$!XeIr$q-KTZOmh1jP1W&>o z9LKvy+Qh*3?!g$xAkKQ@8h7tYuY)M zMzf2ivp!U?6`vGU;`Y^yd+hyuYD$PR5}oPC->!Iv@`FJ;*)|V{*(|@PDPXK?&|5EK z*rhz1i7%@Ir~gOW$>nm%Vuf4e+=CB&w-ruSd_l3FLLK6T6OG9IDIfSy!Ve`b-6FDx z{!A(}j8SjZyVD8UoEY_L^(NKrxy6m%Qd`H~NUfpaiSE=rTijq**=sCioAbL-O5I$z z@HMmUPY{W{s~FYzFM}EmxET>h5D`M*Y35j6e#*TV37V`iDcq-cv)x&OZ^Ay|Eb|G$ z&g{Q}M86D2pLy|stG9*6nwEK_Am2uJ3dXA|_7uN#u|2)2VXqW4I!6o{US=kuoZ8vJ zE1;{-yB~UaU2=@A8d&Y{mozmuHe2wLI>dkAdV1DQ2+`#2liWOqDb$UM$K9q!Y~P~@ zI_^VGXZ+5ca)yD$P8jd%%-)N_7koxHj}kbD!O7M5Wd&8L!Xs-_SQP}fOB)Ix(7~#+ z9+E(oyuGBgAH$L*;QHL!jQ^cTXYGJULlm+792K=rNm+U8qIxa-XSha?iX}JzaXa?mh)1!cODbd{mm7Qj%nc1R!_G)=CaJk#XBsESp2Q3ID z&S>e^Nb)IJ6`4c(lQCk98o5;cECPoxRJX$Y_IQ|a@yUx6QkLmKnz8YqtQ2cswMuFB z@eThmR>O9vitU<6)ukz43}vlQD6x+4;aJfH<2ZCdRl3QPUoM27>h~qLsjCDi$!9c1 z&+!9Bc1cE?pGPdK^Vs&azM^2kV`5vCxIxW4`xcz8ke=C|I~4P)tnukO!`IWncB8L}IMg z=D*Mi9{%}eLw3n1rxeYPC^gV(_L+6nj)A)&>V|~;56P`OkxOLqXNvn912T+sT8p>; zTW$lRk5sz~b)j1cZjhSs?z~H;Q%f2vrzE;J+?jL5{M$+bUyn`36@0T4CUSBk;@~>Lv%9Xg(vQbvCSCHk7#AP?krH- zL}4qhANBx3d=b`L*4*S^fVI#;;;4QLKk-6OcLQ$@!#p9HlL`_=^)vL?!~%P*f>X#w z4MABHoF3rzT!gYZl=2%7hHs+cCb+pWp_R-I@2KOKM8Yv$`Tq@#$E4ys4-+y$@MZ~V znTUGS(Jk8OhWe)yE962cFiPBtXl-XQupoQ#=}_qoKcDAGs{@~+k!7_C+Geo|i$SN4 z6B!9*mP9P&vcW~#;_;O6;W-}HeDS+CZmCE{J~c&+NLbt?+2JuydlVnj*8fbGk}3$ zs82tiDLF&sRd&$zIX$l(ig^$JGaRYp$==0%018L&et~vH2jUO?zm2s$`#^U<7c`*^ zED6npsnpjV1H6lgh#l1l;ie=714y=GS?0fYsKqi{qTiI=LIPRX3Qxo z2M@a5)uCFCy z-T}z-@-;XKwek>2BFrJZm7|NqVWP=BVP+WF$|Xp6?DCN?oV~S_;E0kdHU@^`Bnd)f z2o$2?aIwS|_>%dPq??e` zpRgL7{+|^@5z*|V1!J%vsh3!6Z(z{&M-|O$%lPJnO)44k04(#bKowosN+3KsJr8OM zB!iYpsm}il2)IS7lJLO>0h?}d{5%mVCTFWc19Z4rJc-=639IvZI>+crguJ$JVHF_w zD^#&ok{YZ33bo;B{8RZ`5c}Hwlbw&-!0Wzqna27LPh>HyM-b)pJFMLZ!! z;$*|Ojkaj}&d!F|inBT7LuJ!3oFO!{Vrh+_N$rbAb|MjX6%(U<}?EvEf-nA!cu5qV*5<_T!q@Vq`yrQlkEYlyW zxo93`A%}HPGn~&BbsWB_Uo_rWVc@QXj5&>!7oGrmZ2ln~ikL6{D>GWBoS;BU+o8eT zR}Koz^i+^p>qr6+;JO`C=LGsB^-%}t#kt@5peYZSf~fuFsyS}GSj`{Ff?@uZM#M-l zmd4~~etVoVQD^UUDD#M6^2Hxq@BpgA2IPyDa#IjnvZjgIz+Cw3qOydVpP#2$b$Rts z@I?<8-;TZ$Ax??lCw789H_T=*_m=q1TFg&LR&L)n?l_Lh&|;oQcid8H%ie6ngP|K> zlaC2jwy=prEXdHHu0S6Y^t*3w%l;2VLG_@XCHjCRpJFyf*Z^9;X<`f=U+D?}7_u#c z*q+8v5+!}522Kw?ps~v;BR~&(-_61$xdK&09+6eUZE_gv2icDhk@Y&c_&e&B$&y-I zpan>y6dE~!m0CWFCmNd=1a@Qao-l}DLdBn-@@6Axz6x}Ems-py4@gU!>eUNjTa|_H zge-n-mg5OH#jBB2P`X#(zOil29iv=!L?Zo1_3iVW&KO7UBXJcUdc!(_lz*t3Nc>fe z0sG$nG$>>Az!7V@dF=^wF=%GdOYnvJ^$PdTEfqL{xs<1<$Nwyyvp~t#v{n?W{PY+0 z{THVM#Ac6gfvoX?cM`|F^sI!;I1O>Z?Sf-)eu~?>n_b!YWL+!q!K%6*D*G0K>VygD z{QcEy3WC&gCecoTfB3`i`B;pq(dikyEZ$LzEb{H;AAvX|OU6Y=tTZ#I1T%=j`y2i> z_I-L=X+HiHq-K>2M6NF?Dmj1kzRkdx$Iubl_U#(r?B=98e1^mRkJ$fs>)C%m@v}5t z1iW2dIbt4#xF0ZAAeJHLqVx+;q`W10 z-*SJ!WKiG;xuU7Yop3>9!)uV1RV+}ZywRX8lxoyV;Fmph*amz(aEMbV+<|3s)^?~e?liRnX z^pkQfVcTN$*BH=ib{bwsGz>R^PvQH4e0*r7ug-x^%@;P|i)DQ?!nuQQwcBb9fa3r5 z6v9firNCrS{Qd13-99gvF1{d(so_8!0(tfZ+K2?8qL~P772y|1yhV=7EMp+yw7!C# zJzPCacQJw&YLkg8GhnQkVdD_qkYbomX;HPRF1(miWdV{Q5@M2l&lAL+el#bsMvbRu zyF+l2-F&+{@fy~WQz6vdcI08_n;gWTR!*IIL%VfU(o1JAO5hkGsorYI^_PmH-BJO6N5doa8>e4#Qc1=AZ_#GRHQ~;Ap3m|Y$1DdD%Qv2MGTpr#9H+R(|hgLIQj^6(s9@4jQD!?wFO zA|H1j@PyZu@b(xMWd)Qn(p0J40kI4zNeioG1CSA|OkX0HZlL@akE0B*hzZ`_(`%&I z&mr`ipN@Ke>*IXO8!d(f88+%>Se#@fnz8q^*qT;5K6}2i3%(UyL!`2hScDyzA=mj; z(}GN~bwYUP(;4&0aN> zpGjXM2Wq`qbb@NYg%jd*D4(}$Aas=(Oey+5cROZU-|!P!WvsO^7iF0o_@;?Mx&=a` zlA!}|igRVdmlyc2V3HzR_!&&fcuE5G{24y8@&eiP`vZsAi!#Mo&&<@>*y?6Gu>7g7 zaF@jvC>03IZTA`_szny{BRqJVK6JbL_DE4MQK*v*q+y4*loNO)8 zAQC->1k}n7#1bS5Pn%#?|M*G+(o-{=x!#beNDOzOrYk}7H{Ojrn>RrIE}e}5EiE;U z*qf4A9PHyJ^#3KM0?7TcAx{1E@dcRs^^~K=VjMoB`-j#B*aI*5A$`6E>flUD>QFPzyJf zpJ!CoP;a<>bWj-VhDtE+2mf&D+g&yeQm}`fKl6Tu;8`9@brC7#gX1i3liUr^eY0-8 znS<`Kr6e3?l;j!_03UU5wuo3@#ghWKI9zt=+jUk3_*3?azoNCISqe3%H{i+1ZyfFm zPAD=*nA_AZ`-~|s1Nr5oqG`ecL86Hle@U{!0A1Z8;RPXD3!bs|8M+dyYBhXBs8T_3Mx3CX<9vn5Ft`liCI(nkS|okM#lK(<9=+qRP%+qP}z# z8e*A;*Y%+V;%+b@CDVe@yHkL^C`RTS5Y<{9`qIRjYaxEw1FfVC5*J{o1?~=Is0VnVw(FE6ZJOP*i zF(iyUYUp>G3mD{4>61AO7I6)B@E60UFCzTqU_>?Jo$j1UV49(IbvMJn_w>MyfPj%c z_G~_QK!#G^LS_}fE`!H*n+ib@+_zExvKQ0PKr!Z@U8U!;%OL4n{rd_Etr~a*+YBTV z?MDV259r_hIaw>umKL-UBrq0<1>YV}yN;QTh2TP}CT46oLlT~|V7tWTW6m@7vnAoS10DC0=zQSqKqI`_vRu9hj!dLwZ6N73p`ma!fnPTY@d-~?mN^YZ zAcyUQ@|fBcKkv(C->usr@}-Vl29`D{?A&|$^ZIT!Ddz*u5-z@(^y^up!ON4ICH!H@ zm}@*|)0Z1aT+XD=TV|sTsV;QQLyE5Jv<7uyBX;%9QN*FZc#Nx9161+giTvvbejKoO zm%vl()LZBTWNCONFX;P;kkA0cpH14q&ckgiS2J=WdznHF6Mg=*F+V(igZ?<9fQ(!+ z!U5Gzp1KSqRNHLLMDoSZMp`vFl_MrQ^0P|BkZ-m1R1|by%1W5j%-DbkTG$BQRyr>A zfS`^HR+?Giu^-u%z>@>F0JLL>piXKJd* z2KFjzw+YTba|CAYBnrlf;i3q?$c9wGupoyW`%y^=WwjlQt+=^<2Y47Q%$W$Rfj|tVbmS-HbC&CX zi2PkaEq9|@tPv38{2=mtp6~r zO!RE5|GhF1(Es;Hz{t$R!14dav^pziUbgUPZ&BVLX-9N+Ds54s5wwB1QfO{K7Zo6Z2l~yVytp9onq&1@~e3BRTg+1%~{wlKHa z{U`-y$KT5p^Q{|7190SpH+N?yHj@IFnL@=GDe41JY;<<}rvPYra``cg0ht+r)v*DW z1vUXdpyGDj-0Q_dbK<8R) zwdd6G`=Px%l?TB8Bg5|^o5v@i_~OfDy({`3P%GDO=GrDf*6&i&I~UF#2++3}Hgw*i zUORqrG9QqYe~QZt0asr3xKgRg=$*RlC&*s^k{GSNtKb%%%PcCvPa?{dY>HvVhDXe*XSJ^*V>BZZ6|FV>V zs-&U}&cji*{dESawO*OgnDO=P_u4bQXJJy_2S7LVHh`)w9DtO6pw^A_h|SH7o_ZI- zFD72d$yN@I%|M>C-`JY!>#Oant{*y^zviYEFQyMAv~W{cE-5jz1RCML;XZ)~zx`7J zGXQ7+V~79_Z1ws-i#K%5U;Y}ueYQq-_YQTg0BL~MS^T^yfAd=5h3Uxis3G=XTmawQ zzHLW+HN&d50F+BtXy3}`>t)U!#r6>XZl5u&Swxak2MmECtP2okooiew#?Oy!)|1`9% z15P#ks&@hWE%w#o&I0%w?Ms6P(D>5(XQ!2_&zD9OppoJ2nqFXrm4NBg*Y3sl(0B4c z53Z&aB(4y8?qnB&9NTYwY6tYo)-Ujiw_!P}|7C^XkJMr-UB@qK0f1L#+9!ERYv;&ENN@MgbMB8X zbKZxk%vY@y1B0h4ohTff3ji@T9kyTc;WeU$#=4u=5Ao{JZTIIYkFU~U?-idEJOEI8 zpfm#d>6Oe|V3p#9P=q&WuUt}}{5>OX>OO?|*ypX-ceKdPSHOus5m~qyni(XsA)c_~-iXG*2g z7(?x1Zf|*9>oL2;ucmUnOCWcwV)J%8z8!3DP4E>ZQ-=uzsjTtznM3)qF7Fp(^LnXGUU%w9(;; z(kSL&vU~xkX1_)SOBBZ=^!I{3OCXRLmIb3QZGmmKa^`q{1~@72pZt-@5UDFkdUo|9 zEXUOSI&BoArlbHco{M(2b0y=}Uyf2J9Cis)|K#%oPaDa|E$2T-%lg}B{+_d&nHO07 z7QI>WETmuw+f>~m-OKc4vYsDGwF5$|P$@Opi2yFSK_R8&>XL&^MuaZqu7y0X6Ev+jG!c@Qw^@t#eNjSTM{RLfX% zS(tH}Km$IIUN8AeBu+O?9cF@i{+`m6&{!W5?1B~ma+oB zVx|KKGlDW;D-nkW8x6P&MrCi8^xZd5ZK;-04?i+Py^1?yM2o~I@T78B1)|fO)nS6G zR~Q>>9HMtGfW_(0dK?-9Wr877$aY`v9WhLOQk!DMOt2~#_iM)Nn=7dod+7LN+Rj&u zg8(ZA3>Rn$F*86fm=<1fs*bZc)D)(3Vhy@JyMK5h0)yX8NkEg;T;-o8hH%6<_yEp2 z6}=PDAlsnl%^r3wgq6VBSWqWNw1w(VhT~cJE{AD_b@D&TdUK@*q4gaL%ms5)kR=FL zWiwHCQOiu2ysU3F+Ni0oJ6$kqB6m2~ECN-IK31^V4wHszhye6IG^Lv&a2wh>sL08a z^pYPDnk?y$A~Hi|%M0~NkM~MlUDTSm3vbRR<7;6+ zS+qBrwNyqTpfJ<+_gGrra!0alw%SJVO8k_e4vb7GtVz=GQGb&C)+c&oj{u{=7B+n; zAaDP~mvUXb6;(l^p3<(^dobKBfc zR%vYMY;RzR$i8111$C;$;5v1|yA{c2SB1N>bkeA_ly0RJW1$)mQ-?@bE>zcBPhKCC z_11SyY0xbU2QN}0ckJtjqD&Fv%H%sJuMU|WpHZ>MF8s+iyltO6>=anE$Ir9eJoYP^ zov&nfO^8cB*ciIY`Z8e_ys5HYWiC%t}eg;RiMVh{_OQ!8G2hlc1 zhs13Kvwxj8%oy$&KoSP=NQ=I3^e)sUBcIXj@4vck2K1 zD(jl1#X&UeHVAtO_K+vme)b8V`o#-kWR4+>!dBg-YD@9Euy~9IB}Q@h7X0Q~`MkB~ z4p;-b@w#6)Y3aeVT0E%H4_fb#%u?Y>T?T0&tvo8^Bu!+ZK5o76~EWwb`}x zA?lt}rV_3Qi7k`3uMS?>c>6FIqa?Wuhx60f6 zu-#0Ro2{PBR!^xFaysC0Al6tOM~0ObC^RYLVqfk(9Hv1q2@XX~rrV1@_~@X{dyDI{ ztHR6`0F$n(aIqx_qg`u9L>bCRX~l7(o45gw`gRg!T6n=U!|$yq4?Zlh%&{so@U6k< z3EZ0bDD?MVd0sYLzhlTHEx*bSunS?BJc>8Np39hEAZ<%rPk2wsrFG5UAbI0Xkyypz zX?gU3_ou0_FAs-U*MutbR$swVrc;aJ&;2(kl8T|1ElW^M+tV4bCiG`m-FQvW z>SVETxEczlLLQCUCF6J&V7jGYu02Xc{j0FlJR6j2aI1gbf4!*V`beMZ?AE zZRAaRGWLSa8q{8B?vI*vSWPrS_f<;iQ|X&ulE}pD%udCET)0NH+WAtJo$AbZ0s&`t z(&=U!ibAbh6kz7)iP}@uXET+hrd#7xH!utw=1rU(m00O61x@Lncj8(m*!Md&Nz*vs zE12cZ39uR@^jTU5>Sh*+o}hia4}Ia35Ejf4&(-APd~9^X`syM54@se!kTFmwnUD|1 zSfgvd`rMxCFB+45F*lX-Z#NuIbHXAT}O9H7p8xW z8owPcyt6JB1d|Hoc^?TItU~v&!E`@rq!jo?_+`-aBs+1-QqvuU>{ImEW0s5}>vag^ z3#;Kgg;}GP$`2yD2K!=5M;Z}xg_t_mB~JGu1>%;n`?Dan!8<`@4Fp5)&`5NtDwjqz z((g%?Ep~KyMTBX)2GC`EsdtkT3+=zUBmT=@xZeozYmSQQQlQY`FKL0u`<#`&NA@}s zZ_UPKfVucf5f7;GNvZ*5P|)}|p2$~QRE&dU?d=6f`s(RMvt@{vd$N{R`NP@jrhI;X z`)VcpLB=VFuj@AMCFjjasfaEzXWR@N*2??o7I9_43CLq`4wrsS`%ukb|TlqQ{khzJC-tZyKbD(wj}>J5Le46U4lQK=ab+DE-LJ3pv0#5>6VQBL0s z6m~TtQzyQ~p&Q#6?$2do&CTdjJsbzp9_xYM;*=E6D??{UWOQ34lH`dET9o9=onTLQ zlU_~C_NrZ(LXyYeoxGs`wNO0*HaM~?QtTf_@v(2S~Ab_bSXoXSn#r?QVhN#>j8J1``S%?z^ zbgQMe3D>HXbE^7_Ee)_-2ph?gU%>s1-4ISZ(}=`}zw-MWp!g)FtZw0#`K)G4z`?Lh$kFlb+Zq2G9OR}yFFNE2mP)PC@w zS>v?0*f~_PzRHy!GH?WUe6iVV4eX|YbHz%Hf(=#!yZ>{4Ta>Y&VEQtWPS*h+6VSL< zNkeLrCi=ECrGe%_IWT+FQz`$sD#_T*! zz3kspQ8TlJD1t~w^@ZU-t5rAj=#-kg`BAhJ0AHk*$BFlCd^HnUBKMeGu3H`5VvwVf z>{xYT@+ZCY(DKlL3El8CiNu^aeB&aa29>moeyoToqQBm@#_kR zp!00i;ifo4A@pcg^;o65H86n$=lt1yb!!y2{JFh@NEAZ32V@}m@>ACKGE>tETk~%1 zU^Z6w67bdNif`ny`H*hIx$Dgid>vMp_?im+HkkHo0>8F@uHCJ2&Bs`H+H9-=(~c3g z87(xcX+*EL2(e}#Q!bOs$~kJKM1fooXbojdM@{a9(xDm0F>j0sD3m1p-Rp%OblGJ! zBGd7e4%JPEvN$DC@bycLj+`+$?<{vBd*kro$qp-^PrNmarP`Y#&C_M4a3&~dYqwS) z(u^oWvtM$%R{MkWbP)xl@9BssF4@_ROlJzoR6KhYE6khf733Pd-;+^u6o<@x_o*-k z$oK@hT?EW2obvl2L{PW!6~(Ro}Hs`M+SGIpc}B#Sb!If8W=a=$V}Ugsq(?-#*S>)Y zQ8$OeHP5I)@OdD)4B+*HDyt)*yuJWtg-gK00YKx`Q(8$Me$P-J_Io|#F62O{b2;g` zVC)j$NX8#@LIES^c$Gn4j+l19GMKy`c~ z@;^6>DmEo^CKMYiUi!4b2s$B$KOe_|g79iMF2&F-k&z=h@EmiN)QNA|pH@UhD>%k; zj@CazCu$EI)Wsf@Te-@T92HURp~rGY!0GX3k&ZFEx%nF?3N2sLO`_->$9kP2#a-jJb&KShu}Ro2 zn6VepIOc2rOqP9I4`Z{_B*rZuGo|TPU>pA-P0X^w6!-Fs(Xd~XDxz_G%!Z9{8R_lA zK3T?7=x@SGfAXrl)F8{#@Y3vJO^V`5tX3sepk&rs__ccLSHt(}B3P=Mq=7$`tw++I z86u-;U>p&CMD(C{1ld02*>AtYQEM93tgTuXr-`j^4)$Y4D4w^ei;Yj;TfH6A1YWQP zecMbtP#nC(Z&j=5mwQ{EfX^r#^+1L)!nvji0mEbf#?NiP7sZLB-LcX_bs~|#r2HTYZ#aauLL30tI2=F99 z3Uas*Vd81h_?EhO2+`GN;X71Ti+7B;xcMA zfsZ%gXy{#a_ix5G4gz3``4DZ6697q3aX4FU5^*xu?TjsoVr3okm_EFq5>dPp=dwvy?0XwT{15ALKmOcbi04`^@7d+H{MfwwXz((wEpg_00Lkjj!!^1Ez;Vu8dGlJfC{vqy7-F%{-{~I&Q;< zA!3;fyPai*lbJyD(@^*)6iBB~3 zr8_{zbZRaHi*e&mK)3V+!~8?Zh1w~^y&7<+S>1Nop<{=p;>2E{8kyv$r{mjV9YFfO zwGoT>_fw(iZ3|{x+U|^0uGr96sNxg0=_Qfl3?8(>N9cAL!9ZaW(=f+|T-Kk}hhsjd zT2UTeM?>CIMnLEk2&PjVae%<3Re5w#y$APvM7(yHEj@blI)pg@zxe+tn`*JgqptQ4 zT13nBi9Ing;?&Mf1L*Q~mynh2`^lEQcEx9b`%U7jdqrZYZGSm{X)Vnrpw3T1Nm_?sM z@+70H=zNmc8NPdmOCN346HRAZ4Au2L@&Hjj_84=yCJxIKK5*5bb=(x1Jwfv0Cgety zWUYRAz%O)oQFglnK07)qW<{o7bg!h1>MLcHt&DgQ8eO`n2K;iuSOiEZiyN+mi+6Pb zJnpuLmi@hZo9dLA((Yl1Zr839g{9T0D_bHu0wk z`mR5GnaD5J#I*39qtR(97GxM1mT31;Ib(bW*gyX!SgaGMC*R zqjs%|O?s*^gIC}CbGtOa)YiO~7jR*$)&df+6wBMBN?J@~?qxzm1Wyw`X}s%woK;1C zB=prDL+wxFLQDAFiNFcJK*?ho=_|a%j_xQU%kDzy9%IIon43&AU zE>D`;SnT2k=q>&I*QDpLAjO-&7w%B@(YVbjNAP3ND#wg`N*R6k9Ql=`>x?a{vt%|! z4mB6Rv)k`iT#^NW=|LCtBjI;PP(s`$~wx2~kxmZ5EJ8F*jh1*GazFsd=QYHrQPpU~R9NSU7wf|^L%BY4F+ zp8JH8uST9*jVZO%3{pS*vmr%Pev`Xwxq)Y%=r4AYI`U6YN&-RZ}ZbjG#SpQy}5EH zTNHSKR@9~EUOnLAliP?EAS&gjxn2`XS(sE6^+c6qYh^Sx{*L#7+$=6U3=rLtLKJ(` zBxmX3W#TOik?Opu6xm(Z6i93^Q`;p zU{8eM;<^x31>W_9%SnB>_I##xPvwmf=ryqO`QGn`4&P2!%Arvoo?y#?Sj-|nf0S^Q zi551`gw73JGuO%Z*ww0ORLh++wExZ4#BEjsEfgjhLgj)!+HYq+PeNB*CA8w7TuB!_ zPW#tm=SueL45U5J&(-BtxCdhrhpVqy45vf$`fR*#q%v>;-m;;N2F)~LuR*#uK73BS z{9e3sZa+9?t2I?mEuC#bIs0riJUm=n4kLU6?y=T7 z&*<^w(~uDgss4;c32-B`+FxX$n+_@IWJ9uHN*NuO7u9|zJ%kIslonZ8d{H%aB@;gs zVx12-Ex`6A^h(#jvMTF1f*^M*i!+DcTx*Is0lN|A5rzTbvnnE&tgan>1fqV@w;#*E zCpa$HCc!4Mib79hv3X#mc<=Z|^#$JUz!(7-?k)MZo8(-XYPfsQE-l7;~* z40d|DP1iE61ZwT}>0?p;c8YCA?h%y*o7fQA`k3!R_<4YzAs`5f5LsV>gHEH&Y72)x zx+O0f6^2%{*%~?6sO`Ru01-`g8JozfoXuuW$ZoX2dIop~DtjT5u{}Bsgms`H zv`twiCOQ%zE7`3bPs#frW|VWRS}m3j^%GOf1k5PTmSSx|Vok(0=JdDo>twb5Sdc@D zg)y?+3aB*?_T3x!ZWtEbeoyzzB8Gzo7Vvd+6|)&&7o1>K%>??xZNN$h%hJ?!%r&!W|Cp1s z)`%E^rDe;liaxGLJS;M%l2qF`_xvq8PVpOi_K_w2zCdb4p~e`$muTzo295*bZRGZt z{5$C3AtZow>cOC}KTU5FnE*e~GTB>(nkfu#qv%cX8`oiRqm&kuvTZN#-qk;Hb#}op zKU5U2Yyjf{bcvKGqqYrc_u8@(T07ii!#*}r`IgF>LWCn8{q8L z{Fs)9_xUo;!`|~&r+jJdxF5Q% zq}6s5hIX5C)HG@qgA+S$rmc9EDYICUZ<|s55g|wxu%ZRTz$RpdC#OKX26%Uku)MIK zts#$h4$iGOvTRiSS&z)!{q_e}2ToUv@l_&*srIt->S!c8DwjpwL~&@$P3_qSMX%vW zK#EV**>{#fy&m#-iRmfkT^j$de2N?9VNq!3j1uoVK|t?1KH_;rz+L<Vc5x{?dGq^RllUl%5&Z(Q zKoCsy$&z@H_RSaXJ%AB>WJD3THWE&aG-alyUsP`fV)i;}E_+hs$IK||8&+j%a6ks_ z_q7~eZi&Y%l4wRGfwqKccUNfNh;o@YD6BWLta=>3a=CoSHWUc+s#ZK%L88esu^S#{ zkUauZIAS7x@}K*c>J{ApZxs`G3Hqn14a?FH)K``b%+5oyoAqn7zm1_0wKbG#k)+xb zj;E7ULAP_fFfeqZ(*j@Q;|lKAk}n68gIWb&5DgZY%c(6D=i4@K+oSY=X{1ul;Pt}i zVX=RQ93pldm~W^&hT(v+JL8MwhNrT7n{}{PI>~C zP>@buc%k<_iD~pESG<5q$||`qd$m0`*vilX*Sj|>#RU{dbNDD$ocG70Q1PI979_zq zH@=&oemn+1hMQ^Yd^>o5+H+)Y3PF?aF^;$I&L#WSp#S-Aut2oM+I?gjFs_UJT63t{<5VY z4#Ee>&I%s?b0~u(RrYYwj&B^0Bf^943nvX|?^`88;;(pf_q57{3@5BOLKEexOL2JU zEJEa$r~G!n0z`VLP|djo zO2s%tM&?_(TcFu7PY59g7H_LTa$yvV>-p#;q5iQ~_(O;2U3r+x>S!Z0K#K{q|s}NRYh!-mWXlM%~!qoY0Q2UYD8`=UYg7 z6z-X|rXJKv+M=~2VQuL;7;y#5b#|hTMM~cN0U+|=Bam;lv%?&nO4636OL|RC!g!D7 z^AdpLyYdW9dEho(~Qk@0;+GI?AeJ#gujF7aF z5ThOq$z+sgbUcw7#XZfz*stZ9Cl)uxg?u!~mu~23-~ve2CTUf0?)Q>S%y~CnBh8r^ z<%K2qS@vIB@fxdPgZx2wSw<@mp)HIA_qGmGB(F6eD_&JC-s{-^EwH4zZS6-nrz&Ii<|Ja@rp~>Y zHUifz*Gf!M{naa{GdMv<6pfoKw?MOQ(<2aS3WnI3({UCuDd~GcO#iBEb50Middss9r>gD(OVq+ECK1d4x#pI&E^x~ltL)X|>y#!lbM1uA2&QLj z5*m~qL!*vHnEJ9;9w;a&)DD|>}lOj%GJjZfN;QNUtnh00Fd zEjsnv$A;wN>&Zj-Agcztk{D5!;1#-|RRYKDdJ#VhNQES6gw=7ia${n}U8Vmf|0*NL zHR~?JDAd%%^&UxNZ8mK=j4dKOhRSfBI~8jZlX)PL#P5l2LB$!%;*#B|RYe-9xMUi> zrs{2t^3+;~8=*L^P(@@NMdJ#cA1WRmjAbv5YLeTUbG@M(@F?xU*3DBZSxe6anbTi;#~(p|(s;+y3g=Oglf%$r7b~IT~u5JA2`aKv`FX*7ZK~nE` zz5NRl&m&9EyRzhMyrgzX(XZD`fpPYQe)Om+xv>cMp!K{c#yZreXVo!LOUj3=u3$}h z9_x4R%hm189S`q3Fb9HnDkRgEl552End<+4SKy1f}MIlUmZUKB}|(#v4uv>|KP}VCD=*^5JAi~sJDFf zw-xqz*`M!ks2-RXyNHgTW-rvvEpUAHF6;y}fCE!Pn^zCOrID4w)tsennNU9sZ#Eh> z37$h5L=w2DbR=s9bKTgE%EqM^KUfdq>?`{pgU#UOtS)c_dHh5_r=Yqr97(-b zw3dj9!4PTP8fIwNI(b%<@)hV-VXBh{k;Qh=)@!nC2hqvm<^cBA)Q|NN1{WYgh$MBV zN}j6PL|?!2sp6z<;LidXy!Q=wuM@pg7S2N*Mn`4~U4}DWaMq?v_?u1x9ag~t}J)Llpf*OfIMVTre!g`ts#sV7h^q2hT(TOwPUzcUdF{tWPgw@Nhxm zSX-xYJoikNwDfyJIAgVGClKHCG!yM44EhwS&kM!O=5ydVQ25GqOzdJyz zY#wn<3S^Gfy~*1AH2ThCbEOdGExy+w`DD&SCO?#ScQp5iyrZemVB0(w6xCU4_^lk5 zpaPr4iPaoCF@+zA-9vz#ks z$4a;8QyG}z7qS;tPS(}BVp=_Y`lHx)4A1a7Q_ja;VFp7?db>_}=^Hju0(5Pd&|feJ zZ-|O0z2!SA^cnx^(h9o+CBtr3!Ka#{3b~Cf1C%>1G;}Mm>Nny)#>cj7nCBK+yEc!L z8k-g20>uRcDaMzS8Vi<7!`aEBR#x9~Fakx#+eN)lleo1xx|(0rwL&s}R`Gov7|lg; zGCZ$OsG*9K`4~=Ze-r7|9yV?Y_jxC?UF2cttk(wH^uqRoDBLS))sI_sA8?e+IrcM| z`suS?^hC6!t?689r2$hH=1bcmxi+&tB43U|nNV$Uj>)#{a@Q(gLY(SN+(XLewJ`>Z zIltFTAH>t;TKk>`BjDpej{sJh*~nb!kJ_Gv{Vl9-4Z6_dvN&W*FdlV)G-|;Ka~5-T zebb5pc>S8~^y#enbQ0iYw;?QgwO3r{YiMm60bAE_F!n@mJ_CeRrk(dFA%6~2^x>VX zZeV3HGQ})IcGZWZ`V$$&PO)q^+P63M(s^m37#rsb&oOR)zlPCj33=sH1$U-dTXoB9 zS{CcW$uVqx7GjB6##HSrGbesdorzZEeffdwQM4LbJ4PUbb+SQuXIPJxQG#Dkf#oPk zO1)+b@u2yX5|O0!K+DccP}^j$bmwX1K#gVnRj0`ikE3?S{Jo^oN@A#0l)61VVSvOSH>;fp zBpHHRS+l`f;_g~47~}r`C zrXegR#gdX>pw*?V<62%@zF?lXB}~OjySxBAVE_k&hU+H5UWFd|bJ+y{ee8aqu6=vJ z{x6Bf-Q(R|3A^8C43^+-FM9hI_MueMxY~RS%Ds37rukN^8iiVV7Zq)`Tj~nAS=J2xX!JnfQ_c{&snH!V;g!SA$o%4|5)2OiX>6(H)(OIbhceWsD6sHQ=KbN+>n zWJ#&+4~?U&weeNEIPz$G3*fA_$Ok!XJ6y58zj4%#ADvk0)qyr4AQJ^K(21u}YCLnj%{Rg!tE6%tcdyoY ze#35yKjf)OMyvmBjDVoK>SmM=lc%7%!VzB4EcNmRA%ndJx=5;trSJZV&J;`nX8pst zu1``zd|NK{8)bzrE&_$Zt?%|~OU9Bm{;D9GPZ?QEZ@MsUq5@$J=5WK!gF7_`{e-E5 zanISNS_42RcDklP&iRVH{WcJIK_Eo>X0`-Pw^&q)ICzV7P(LO=PDvtSp^;CTYFNND z9a(jzT;uo6TW6wHic7El-SW_IE8nMyb`GIMY7Nn#)_4*zUQ-wr#e-R&j_md!j-L6j zvoeFCV$-FtWTX2;3Udbe%r`3?6LFT2_Kb2rsjqvgJ%oK*CWAgPv>ZB3i^WZ#^RC{o z;DJY}`@(m?f=W;#nSII^XbTK}IQR8S+wX`s7Y8Y?Ok_h)Dxn=>ZQf8R{w6%=J?KJ!xzbzOW>a_aj?|-oYmF z!u^39)w;Jm0V@L3d;-_G{p}n0LY?|M$N0h*wA>0y{!{q4JY=_H?l)FCF`l;E>A ze&zNQ-9she^t1B_5zn^)ChL3iC&XnL+Q|r&WFaSpDhYyOO=pjWb3bztb?HoIvG<^U z=Gb0lC+5IbO^%*Aq9z>?1gm zJa-_S5@GY6r$lDGs@b?AGHPo`c?I3O74eZ+{m_?xIizDguHzybCr7s?4t`wbZ**vP zw&8ILfPfr246&%;!~Q9*#W-VK_&eptU9Q*#CqmPZG2Z862jot*zKT$22y)vv zz@beA+e2msTo4F(Xv67(kSF>7EZBlX1VFa06b~9AY+T&6$sQ$ceL!K#&JYsilhU`l35Be^vh)XDO` zT^sTp)zTs-lCw;Oc=RqG{pM8PR!uweB2^o8M?)*|8BL_yvEF*4D%yjuAf*o-f<1ky zl*u0bt+mvsOOwwPJ62pMzxyo8l9`Nxn=E)qo7K-)#DbrsmHiB&Z`{ZzQRdMh>?AJz zE8d4LDS@7^+t2d1yga9^Ad5Fn<#>tKdF(jLyK;;WI)Tw!g^t95VNFP;(PBPpAb6h% z-XrZXCHhdF6IYdv*DmcWA7`BgSrw*2Wh3@z*U-I89*KP? z5)h@K(!XByPM_mdnCElhi@1>m-5AC5mN1p5WT@{@PLQ7hRd|D1Y|C{nZq9wDE9?B5 zaZLT1juYNBI9jpsF$LjH%X$*FU89UW_ILrA()v1ztRV*^2EqPuf&(NKhQdE3x=iW| znsUu$Pnk#LvRu!5xJ3ukvSh!A5;tsJ^&l!lWUiq8q1nUANZ<`%-*rsyOX&1w%^LL> zY(1q^M+SYw)ou!yO&l1qr`k;j>WL@c%$%`cnV2XF)^nhSFMq^Z`tV(MEO6@CI4y(p z1uXDg1Yy{6y{??k3kRyFT|cl6J7gr!T81wi*73+=3FrT#tvzoX9zxDOrjR6Quqa&;FV0Z>8P0h@c z&?;Ead8#dWeCl-|jIOgMHFNI(AKnqyId^OE zPepdT$pA80fub^v|0c3e4wxeLk&8w&us&S0Q&q~s4BIsU3G#7}8pf-b2%Fr20>Jxh zq&78S{ge$J2o<48N+sSR&Y^1}b`C+J1Z@^=+qP}nHecJejn}qqzqW1L zwr$%zJ&TEniTD?@twlxTA~UMKy!V{Xe?4uw?UGXKq?RwvAKKOLiLfxIjQMQBASS%` zWLKYEH!=eiXAVXpd}Yrxv&~X->6l1$+i~d59Sj17>l7iSUE28B>j-s+?ApwUID_1Sh!OJ|e z-d2NoBQdRP@B@$rLM{;E2Rd4;jUDta`{=fj`N~u9`?C-3m%Qb@ho zX4Q<&OJJ8>20$ct*GrOoVj8hcaauA5rF}1b?*NBkabOOD`G<@}EbT$Eu6hqg)gIq5 z7b!oxA^f%J=a3NB_a0FOT=Vm4sj#;SKR{Rx`A(LK*T(k;M14Q?1(W#FF9cW)v~rBS zteF-Rb&7_cnf^*@6)T&#mxri`pe*z)4-HZ8x6L`XyA>6yDp%gE=R7I zsFu7i3n>zfNFCKZ@HTu7#y3p3-upqx4MDv{22I5d0;2|GZ6B|UStbN!z8v)VFrw3I zvp!p(xg6}I;Lobnvlr}k9Yq$6)|C`c%~;al|E+UOvoiHbUsm9rjFTFGqk(>YlZnAL z!MiB)C#!@X7lKO)ESz$=h=$Awrs3j0*9Xt`tz(lR$sareL@)E6gk$cIWAx|XD#Ay5 zls&JudVhyN)q1Ob(6We2;1wBDeW>pZ?Z~xO#PWAKo9+S;0OC~fo4WIprqQN_UOPhs z1q1YcY|QhEf)v)s?W=i3<=U(+!T{!zC|LzCHZNNLbLi}Vm>xCG5?iJLRai_>zuF2P zP#wrpAH02HIPNO`DTO&Ifg!tq_Dwu7;^**2ip=neW=z2v*xZZ1ge%U}sMrWPJo5Uk zu%J1Y<=n)rsQLqY%v38l!C-aL>2Bf`Z?{W7FHSsmE^5VX6fnOF=x5y7Z` zYKC$_Ueko8gc>X&ZQ?lhTLjPAlDQ{W+FYb3J0`q^AlxitA#X7pV1ps(clK#zM5ZJe4@hzs1mMi!%=K_fajstY+i3)wG&1K{VK}?@=94qY6*`9g zz4qQ%*%&ZZ3>IU9?id%(jExa3@hZ)Ghh3VjWs!6}E|^CrJ4?^hyXdf{(Pm^`bXvY= z|KSkmie}Zj05qo@jj2+F!&(n5{Lmmkk2PeJqMH-OG^VYjV1Z+}tr8;O5HXi0W{r^#1rX#a-NkBR|1Lg#DYrs+D}_8outFI zB`nx@*nt}-*jjOf>l%M?4hgme7wYj~J2)>ltg(z8wDNqzlZT2hGb9h>-w_PTr?ZHL zhcUZ^X-~1J25}c=LoU~n_ck7s$CjgZQl!V^P-!D6tH<7%rM&O>LxTkX#$>RiJ-mJvwdH6b*Z0zCg zjjx||wvlQn41s9V4W2bNa<_V`dYhFpvW@1d^vbae>s)L0wKT64or^D5-=V-J_FIHY zHpSphLX;k_!ix&2ZOKJ;n!q}r{K`dk9ykIZ1|ZK#L8E_{F}Gxz6X znV$%B#LV~Y9AbZ;6Wur6(O6q9nvoYJA@;q@Kp16a3qcw6xi3nS&cq0OSgog2S;Cf| zx3{O2rCc0O@iwXlAZ88ele&*Cd0DOM6XsZ!z!zY!5=HW?O4#q7QR8$9h0JLU^Y6GE zLcFDxwCF1RtS7xbvv-_U-uKIT8&U?SNtmA!a_&I&=aq*CaalU$E(erOP_h8NEx5da z?0nVOiw)+(O@j_42oj9P21tbME(@j2b$kEgNap4(l9rCWH=jJ+8)Z?I1@ z0ENcOaXY|t{gQOH=z;wvJ@8Mh#*O~ko@h!*^b**tek{)P6A0(46eVlKSX_Bz`)s%b z7h{u~Q&t&$rcUjJ&}lF*<1)Y1srj*(=5c{&>+ZNrqTZ#b3=v5Z)_2vvv?0boyjt zY>jtl;h$HqS6u)8omzbHTB6-f&vQz*f#DHLKRjizXUs7D3||Mw(oK|h?%RWq12b^4MSTlyQBpnz z(Q1k?kQPY44j2^i!9Vu)29Y(V+mHdCd>0cM95o>}3n6<`|K`Obc(It+4JB2qWKPu# zrIIY@H&Q*TQq#j&S_0fC-aBRA`J-n|^aH$M_dDX*5G%Zb=Ohpy*kjC2I#t+1os z4sYGYEMg-w=G7@!wIEH|*yH<+DA6)i6{ltY!vsW6gYorf7*dVS9$AZR&4zxa1J_9%N z&=0-Oo?g@Ig~ty>a;zB_^9!AFLO)OZ`K7d0yr%(QRoLdpnAN9LU#btmN=0iu{L!*w zUj@5Qcu*AZ9j?`Gx!Y5an`uiI#-QmqglD`*F0+x0X_UzDonDvIx+{D%*uyca01>74 zWTFmEV^wq3%cIu1ZLV~tbvpjdYFs9^+Hjd~akF9X(xrl;#Umwo#jhJAz}Hiz+CDD7X0Xqir17C5A?ycYQmxIGm{nEl#lHN-o<}b2v_tg29Q4oQywgqo5WB%n zh5a1lX44C#1mh+C`p6up!ZH$Pdl0EthG$XWJAJw$N_I()cC` z?k~u=IK~s+lbn)s%-8HQ_qySlV*W61^}n_T412?M5dT8^%eWb2kdUwLxNgxFOVek~ zXub#>NSMTDtgx1{yE+;S80Fbhq~qWDY4 z$PG5(>-r-A3bV)JHwd9H6g8J`)w1_34}M z>T$)E6vN!Q*)Q4LD!Y!7kWJ$lod5uS%0ka4 zv^=^40vM!^ZmB;D;J86~A+@UtZ}xQqdhqUibF$c`5E(SsUK~d}v$FWi0=ASf#b{y)5@KA zZ8?H7)YC%5g!_IGwjTb&>!ju05Dmc_a0c<2C!>Pd& zfv#`N^#wz5VPevepg)w#81kv>B()Aa7x_eBL^Z{Yhh&O4(+Wb9DE1uB1HpMG0Lc=B zOwTw6vy*upAF3|Yrg&f4Lp?sPrGbaq`Ue_k%(Nl>q`e5u)eVED~otOHYDAn*ONo`i{foss5T8tV?VY@-kh!<^K3A(Mk= z+hKm957iGkQEk-`R+D6Gb>er2Ipb0kuO{OSxzXT!u@-lnKADv!!(Eu`_7h}j2#l=P zoXac#FOTg`*W<&%Vnc@}bhP&f96gOW?75A)5H@#1z}484TPgAbi$_811qP`MuGGZx zG0zMtI2y8Qr+Bq*2oJI~I!y%q;Bz7;w835KZ%A1al~#WfH1~33FvSEA#qO{iwXBOP zy-~T(K@vtmnt`nIK=)g^>{ZF$UXld6vhhGKb~BWSi_K8n6M)WJCXi1XqE3ENNl_yS zD-gN5|BpEaqzCriz|*V;H+DFwLp03~w!m!_%xz~EOj@Fu)ACpC*oAY;lm=A7K4ouioEPJ%1|ywSHsQ1V(m z;dK}Kz}q$ddE2>rmdXg7zbM4Wv8)rewRMt(#U#aNeTUowY9kFv+(Cq8W2QRPx- ze>dR*NJ_m^vcU}Rbcy)Rv2$RBkyYx8f#cuVlgq?Cg2GHc7D|}yx{?Hzfz2i$Ck<{O z{x0~&b#A(zn^{aO%9u}RO`NIf-I-`$RXblXIpas8xpCCi{1(?4FPsLV8pn3HFj3H> zg4$Qddrao=Mi*I`uA~)Z__vnpGnC6LlCwyS6PX$IF?Px@^QaiM{X_MEVAwgyjDDz^ z3djs;NMPK%5PrwlYzCfEdJ9-w)$8RV^#%947J#3wVLL}`Kb94Kd|0d>x(WJwR<1K@ zjmI%@-F~$6Rs`FO?m7=>ZebAD>|wp9yLzbn>fp6uEXr>vt&KH+ic*{%$cGb@)nT5Q zV?vsFFjAOmYl@OTU=d;!09;2Shcjdto0H{^cCLAE2bn_Kz+P^P#^3+OO*O4Zgm`<+ zW7N;+VuH0kkcW*v4u!OXoAqp^3NU<#75^rhb%4g~RK`IF{rieyyH=rC=v**aWH0m& zg483@nSgFi!4m@3(I)gfyTNBldSCet-cxwENwGPujL95|ZLJC&yS^0>s@pi`zE=X@(L zLaiy|Wf5lvcmz!7Gn=NdOd$9%+j|%L4XVsHgRXS;VMCs}Wr^-tpbw)#fl0pMo{XmO zsk?*$LGp>_bZy?X;d8UYhbE|c{u5aGe5pU^m)KZNWgp-CS7J0NDZ{2E@_4%kg5I}j zS;Y9ACCe7>nQoeq)3dP_wVsye5K2v<&J0dMeUhL@iJT%@Iec3vFC*39$X22{;}|U* zXJ7ObkB|vU!1iHw$hEj1K)hAecL0gG=2V7sn}lT{b|dBM$5`{#566r<6=EN@O+g0R!@u7K z@*J&6G+t$D=T$Tx=rjT)KjM9xBH|3~tDkD4yh&85o>~@NFw@$V0NruNB|CK&gYTQU zDtFrV%f~W2F|Wemh_W)OU|;~p8PP#EG4t`oNV2jzXVL^J)cPiEpPHA~UAom=A$t9w zW=&*M-wxy7R50fcBpiU5{wlmjcOziw4r|^5&O;&j3BZb(s*P*1+B=lQw)(7^Rj#O% z)!f!uHmAiBL~{JJksMmcIs3_Pk0~YJ`c?HfY%9TB9AWb*aO57kp z5RSqS9LDRP<3y51g}C4f=2foH&Px+TPYoC40@1MjvsOk0?QS`M^*V=o?*A)+a?M4q zoYSejKMZj!9os$Uo#!4Lgc&KJ-b6p|P}}WAyx+C5AhLb`NHQ8v)?R?&G+S_5m4SBy z(X(FNbEhP7GSW6jcqEaKYm1~GXBKZO;sV?PxbAiJ*^|R}6f+Tww~vFdWgu2f{e`N} zI=9>e{N`LSgeJ0CB+0bdf{nX&!4jWRx!T`2;B>&fM5AJ{Z7)fWHY$nL00AyM`ERYM z=X)t-G6K*UYTOBR)yQyh_NLHFJd^OS$!&qH+pV%y8hlBpDdRhl8_dn@EJ+t~CC*dc zj`+3}AZ>O^&-^zC9e#7K09B^X!3xiCpDBC|0q`ZE0MRjT{7g~QDY09r%{p0R$f^yN z>qtN|7m54`XtVjT{B49mYwzM+cWRxDS$8xYU8{7Gm^f8|)wwxPQk6?nXfNIwc`J%HE zt`pTZfGEkaEVb@smvXP%G?<9FE$r%1iZKDy1+h6-JM@#TD%0_ee?~1pp@1*w#=+j15DK#$k(x1 zz=mU2p~wiaXQXzEYs!qJ&vh1xRy5V6x9QLGjk&pS8r^4C2b0K}{a%C>G6t`l#~Q*PAc!hOOla$%BeyD$4CIP-4>_cao-n)UAa*-ynSYj`$c zzWRD~gaj-rXzpE*pos%{Xen@JKs&-&KU~`<3RY!*7C9uMb(pwzWRk zT>y4-uQ5KEEy%ST*{u{Vz%(urVz7msTbarULsCz_n}o5U2+0tGBXOAhErkXVQzmM6 zP&A@Wb2pfk2eT3VdMI*T_l5{ejYD|!g?Xqd_^w^a1#3WDq+AiiCMnd4e|)}k5O*n% zo%-<;YoXNj}z6*X^3QP*oh|l8701&PIMO`)Y7_ z{lEwq>|50qwUh45ne8G?dBU`!al6X7jZ2|M34bh$Mr?AUk|tDFp2yA%a(+{5K>**p@7tqgH-}y+O3*Q51VV^|-2cg` z62@~tev66f{+|B(F5P@ss~joz@(P;Gmu*#3V@k-m!_taNC{$9^!pZs?j^T58050=zBw{-7?!t~7E*FS@UJ1-B71IFf&l z@O6GYhkbhrA3X0;r+R`X!lPQlf(^x<0^Xj3tf_BHqytkOqXn%Jfto$K%mY`}1fxY& zjgiM5E3s?hI4U2Yn6oVB1sm9CcW&^Wu;`)8x5U+M#^n6e8=ah!saweokPuvfz?>Iya;F$^BRu~TFh(IsEAew@W&;? z4ed6({kAdL6h8vxVGLQAXFgA$SgF=}^b7gQ^LH}vLqb`JweP-#i)y`Z`6+nv`4EEFK!<9BIcUy{R%oGU)c973)j!r{$=@zqs=4BXHI7i8b- zKSgDH_9Y#<^(urm`?s^|b{39c`IeVe$$=(bg0Cp51fhqR;jqG&^t-!Ak-#F!jIk%n zeiT0MdIjbBE;4?nw5Dl}lHlwOy`>HwlyARNHK`8X*lIXaO2Mw_Kek?si3Co^|Ij~0 zimgb$iFSWgBfO|BEZD+Sct>}R8|nAicxADwuoQd_R7l9O^WT^E%b%0ViO ztW`9*U#~8m2EG`zy`^jQChTUGYiWWpRc9qyuNz~^=O-Mdmz(vQpQW`BMB}XSDUGq* z2S`W^Z^M%Osy54;6U~j`%D0<&EynN~YdS6}*)&fhQh*Yko;;oCU%OEizrOoE4l<_u zWOu$Sa)p{3{qBtFLH&-N-7@ydF~>R3E0Tq*#$*Vs@os9EwaAD7r9_uNOmSl-q3aE9 zqf}b{`f7iwR=8JCOJaGWt;W%wt)Gt`*C#-@ILTj&&~MWLr&-B+*tViy;u1)=DCDPN zym5?%p7ES6Lw4~uw1W6RTJE%>&kj-zgekEDH@pkO66o(@uqZ~P?A1vz>EEwR& zry5nvJ*Mkj_qn3ur>!z4cy$UECkUlGu!27;im#70sTIh?i`>gEy6hW#X$dM5GR%WRdf*dg>cLYNs zWLBjD?Pp$>$%U77_1ILuo9NAuSmE%(cXKwmsd(oHY--&FldYSK;bL_(+7J(eTjwKR z!FkPxOjR1t9UI&rW@^mxuCME{|~jmBObfb>Xmg8 zI=3nk6SQe?E6u)Ey~)h zAz=&Gg)gYF6$DpdL@*iMxZk(f-R{~Mqr7ap%D2W9_G=}ePHm@a&5A~MR$An9+6al$ z41DXyc1;@|W=n?(0OhBYu`rs5t{JUrd<30M{p(c)B>ZO;D5ReRYno}tQtIEVQ``s|{kjC<}(J<0pA za{gc`-E!eSWgVFHcX42uRMin#DMOF3Ro6B=ouzm&?%`;BGB&dx$KimnkS9xM2{CbT zU(u|>LFg}WZka>~292>*0;+#nZYWBKy}n_9_~=QdO+ZBzTk|I$-W3fE^`jzOhQsj0CZbdQ&w46kY5eoha3( z-(J?_CIM(uf8Otg(h6aE^;cR&EM^B9Xj zl97irjIeH+=#jo{8v;XdD5q=iZ4sE=A3pp^XNa(P;{^QpFQy zYNBR4jzG3-v`iWri)Lr29gHfuPI4fPm*s&4pJCd$H(4+tKXb@%;ENw;yYQTH);q)(q746s^3+t8w;DZc<0>TI@lsP_o6Z4U#4bfDM`w3+7vgTtRW*oKXG4L zGuhm1G`zWY(uxSEEIRtQ3bA*&szeBOi@%x1 z(}p&(#Qz>5Oq_cHm;Ms~y>*xAqshLApubvB!xFx5n%r; zyWkS=r=s8iJt+xqs#Cvk?k2Upj$7J(9oE*7`fwHo9;fJO&)yDgC4lU(D%FOQ(Xl#! z3RtdHRlk*a2|uatRIyF5Z)PCeWxVM^L9G%PtSQ>)cq(9D}D%3fL!F>4!CgwHQ|YW$5dhu3MCn zo1+&nu{**716O!@BRb4E=Ilu?9W`EeN>H%<98}PFv|WGyzTKfkYQ@*Xz(2<}bWox% zmIt@3DgOu^$3?3Iy<>RYkZD68#8WOk(v`Geaero;#i5BQ4_zV2^a8)Dnk%%kyOr{I zD;JQc59di|91B29mkXE-hLj^Uh9(b9Sc0&76QD8aSgO;X^)-`ZI;PcFafB=&$dQ#3 z^|M7`Uq*`Qf-fmth7KHmtTy&|(>_gKC3Us*Ppvky6J305`^u~k%C5ZEbII9bCRoXu z+!V@rE=eL^ZoEoj0zd%w+>S|z>YKu%0Y@_zDwP`H4Imp=yJ~mDul{A#bM;tItM~&>7bwhvYM4R zI3%(f!7p}y2`bO}7|In?tG4!*NCB|WA5H*4-2#r`35WtnN0y~C%dZkZ^S22R@h_74 zUs*V`I;?YTqbtC?zs?|TcBjB{ifVO_Q7tpmcg*94Rum+GnW5>$>7Jn#EQ13B_$VVK z6JQb!Z?BLQK-E9sUKDc^Lo-18MgVgF7l4fO1j};(3sw_ZR2MEXdwmyna&qz6AA3Z# zmDway0EsXv3ke`UO&97+m?=k!jRIC>If3*hZ`(_ zN&q*4(V=&@^`Ct)SW~c9Vc1JcK*z=(azMZ3@uj8k*z~o5fxxl(siEXCMB}kT;}>{- zSZXVDzfj^)G=OhVz$?EWmf@*BoJ~13>fIioPhAwhfF{h@KG4?<$?-cqDKC5KJ~{oi zi=J?Q?7esH;;o)ZKste4-@-a3hqn=k9XSBAr0Yv@8`~UbI zv-}W2fP{7U3-mZqeAhrd-mv^g>r5hQr*~(^=7x{>)})08W=6i~b-m5hPvPKdSL$f% ze4`>l)Ydiwf1BRidrej1e#cWrP>o4RmRm7U`GL>)E6yQq;)0W@$*=fU`i>wcE9?T_ z*4hKAdvF5K>=GtBGoZUQwtzRd3chafL0Z}8YU2v(PX3rx+u-8x;&^}8Z1%7BZSK3B zOl@VQvEo){Z~4_D{TRWb5q`#N0ObaxCouo{Su^`dmL8v)mKz(ylla)7{j%dm z_Ojxx`KkS+hql?Zt8SEvA@D-(_?g$}kkIe~no_CMnX3F=TJ;?>(UI+Kpg-5Q00*HT z=O>!l*%*W4Y1wTUd4HJ$)i*xceW%BDCz-Ow^`oN$i1BR$?6Y~L@88}2DTdZhiTksX zg6#F;YkG{&ED6pm?qmfn4S-FK-U|Z4bSI<_2oHo!PTm`e%Cm4RFyl)G+BV3V^RD$sKM1Oi_7T_$IJxhO0G~F7KluCpPxgINKnCeAL2Cfh zbp9~hUYZYZ2Y|GrZvuPQH-3mLojrIUGquma-nHcaesttZjA!qf%pZo@Tlo&|-&Xo1 zs84t9i;xyMj1O{L@CNSRVD%%od&%`9)~TO8h7Yow{*7Jd=vS5=V20F*`(p!$mi~q9 z5O6hxbJgo~*MkHXvxDUI!Oy6n(My{C1KP(5_!F>OK=UoYX73Gs!JqaEm^OGxVJLS6eW;IncRCPKb$*8*#PTJV5h z{7C$`Kz(V!Oz(n#XmEd@{R&J)v)e22iLvwosJ><+=4-^}=b>Hyu49??NsuH-@F z7>v;Kx}JQiSx@Y+^FH*pjzPd3>YhJ^K{ut)xslN;dVm5UfAVJ_tH+n1Kt2~>A{ft__K>H^4zR^LLA6~7zd$)6Z1?}ByewQ$_?K|pE>;WwJBlVPfl01I%@t#`| zb~FR{%n#4>qwk^?_m5U#V;$!c;UzV^Ae?%1{ec(y70&>4qA&O7Yi5@pN#Uyv=;s~{ z+3E4o;1FP?cN7kfSryK8c?Y_0?*+fx^vARK^#l$$xA7;^SML;nU>4atq?YBzd>G#{ zaT!VXnqGrN15kQs!dW|*xR5v%pdpEKO*D)=zDE=eg$~XVda{7d^-tU$^Q}Cj<7=TX zYJ|;8{dSJ_*VnkVit)yv-drw%sFE{_e552ZhqMD@Z9!<(wE|s@LQ9enR|Ro?AV?mk zC&~22k{A8}+g*fDx>U8^T%9Jsg(B0$dIV_wz^%3j@hO>h)@6wE-(Mj?B-E4&$D6ufyy zm3K6@9^8sEJo~0#?19ulnLq_rTrR@4$4se{O17ld1s07C)?A~shG^UDj75muAV`dt zzlw-0`uIz~4gR>D4hB7E4QddR6xvj%gO6?G=2H-Vrrks2IPmDJ_+RSdKy3`#2tm^} z%-Mmwsy_h>*6SfPQZ&Q}7N>9kP1^LTj{h+i`v;ne@Qn2+;|sBJWr zx%`Tx?2J*~&=~k~WF-$8=J$N`+Vb{b;Wi$wM>`Pdgs((>+<3%(tzUpp_F8sSDO4~s zthTyv^N&5M&=QnKAV%Eq+tC-jyVK=4>nNz;!hH&#>%h@W(6ct=dNEZV8ct;Fy2beR zdM5hXIb5I~-KenH5MjJI+=IWjpIra7CKA*G(!{(kSJrID?HK0V~k$$OFoUXgN^Z^X%tBa6I06$6p3e${X@d} zT!pL~yV22VOOS&y_oA8TM9#L2FcC64)*jK2)WU9k4kee*YceGR&wl;I=ty9UIMY3B zTCTd8)>&&C?#VXGMEeu}g1%ia^_jY!KCqFo2id&n9UY{twsdmG1jk7xL#hc(ZHeip zpa2=FFfp?zUI%TCIn9cJs9W(3+_4NM^7L`z@XwvmRIGzgj`d0XoPPO@ny_HjLtNmk z6_kxowpum?oTZU{Uynn~x6vj>+uB<<09k)xw4`%WgMbpa7f-Mg7_a|Ox~mWqgI$wq{TWvF2=fV%gNY2MnTrx-wU1P_%MD< z9{=b;;@zoqyNiqU3_&5Ty~^|K9_944^60MO?oehfV#d7_8sEmFC`}UGgoNp++3gOw z!7%C$OR_VliFD@L%2BRqWG$|Z4(ncuwH0rzpNJ2^YUjyE+MAk~(S&h9Mt$i?K-b&1 zKo%S9<`ZOPBUjJnrEQ{oFb7_ssMvXE9;JDV*k`WJb@lE*e> z&aRYXf@fiCmpQp&weni{{a)tX|Ritmt-T)Q{-7GYu(P`D70 zK5`cO4pLOH|IRhmWss*QgzXKjFy2ON+*+%Z#hmCiv1_P1)gDu`w&KHlS0FRlghX6e zjE4bi2Qq`BS!kGIOT0`ogvlIA@rH6OEnCt^YuLV(#=$#XJ`E8pux@#nhWVsM2a|k57;|mOWAAzqGG?t9e6LmUiXIAhg zF9P-Snu+}suhOIk6WcsD18X>b=jiT@A-T0K0A--JQ0eOx2ps$V%>-DDaYN=EJxl}D zr*^^y3KzYFsn>qQi==JVOSVNOYASyd*6nM*m~*tp?s(4z3R*+IAU%0&c)#>`ts9o@ z9$Mt>4P2_3FQ_I~Vp&zc<*YVNVWk%lG;eCXE|vORrCpl5C9M=3zrY5@_ny6kgi)^l zOc9eTU*yD?l-w7jV>lZTm$&?~j^5VMvVr*lTX@z^F&yu#OYrJ+$E)E1uRu)my3|MK zxJ>!HP)_i|pmF$NnM-?(L&t`~bH2;KXLy!8)Dy`#)Vma5k#|Mlr`Mz7OqYhuvp{>U z1;&uHxjD$MayY=8QD5NrERxG(L-5v~z!l_CtG`uG#doO{rzf#W zC*xJ-fal_t1tAIi$mTW7844erXKlB61k1Cv&VSYSFE=fkFVi-hx9soV4HI1 zDep@mX$MQIK$rrIfJAT(5akih*uw!r%l^xEkFSml0YO{M>JnDMw7Bmhms~8;tH(lh z{9^MrmW8jQuGI3KdKEt4TxHPJ;la80tD;gum=J6=t@8Tvp|yFl>EzpIl$tTJsXz|} zx|3R$U~W3UXz&tpxiccjxnE7D?Esy*8H9rXlFv+ zmTIcF!Vy)0NXUdGIrwzT6yd+eYl$>Ql7%AgXig{#0`zT4 zZYz3KZ`5)c$0m+HuSP*RET+Zrf$UF(rse13R?63heSI~@yI?frc zwY~PD&!wqK+ednbqunOHps8F=BmN3nw~{iZAD(Z7Y`^B3%w$Tnm9?2CB$Vov zCCxVoQg8@^O>C}oJGvu3oP{p9pBW(ZiJGT&F1nh&-!bW6TE~{RdkCk$aNF_7C3ssB zah9a7C-w)eJ$Lw+u8NNcB&tbCw)xv|DgAf7wWrQ2Z~@iuMqPP{wIMKdzVy*t)fojP zz<49cuHw_t;bzK_8D6Od@-%g$tmzg*VDM_IOWX6))8lIl>n&UbgvIob#IaYCZmgHouk@4Cw>N3U zws+7y8|750?xW@J9*2vT*IG<68XRj3*f zm&JwaxtloSS-&)x(apbk+8AkRi!%DKHV@HkDbKQiWZw6`yDl1f$4QtA7ngGH;^iP2 z{G_Hc8z$}-E^$`){X9Yp!Kikv1z<(qI`nhVC><}+3}jd`!5AB66VUA4 zTWtIF*}RwVnnu`d28J^6)WzZOvG0CXy-({NfCd8b5dqWdya7!#fmgiMyw5gp{b(lg>dhbiFiqAZV6pSwxp z@@~x04hPuW1Z>5c2-l}0wi3hkBj{j^OVgAs9FMx2C70v=Y4L$aQmMRXl5!l6gZdb2 z1!~eJyuo7OyFInzz#%TZS#vK(GWXG?{#v$!c`9E;mRGCIWpxAO!R+9yZ+asWdzVrM zc~JpbX9ZkQ_<_csz-2v(4AK$4&!-aX(;vC`!z(!td;UToh($Ayb12ShQIM?geq#8l z^C8FX`FBuVWQhmg1@)VFE+`uaaXLbTQ#8 z5@A_Z2MO1m@+^obU+%!>_hZCQQV4{-d>wEgyoU?pfaHOl%;O25Egi`{uE!#&o zfXKpZTU;}gDaUER91H7}vD78?bWAh7d^j2hopcdJUb|@DQ$B66>q@m{Pg@THO_Sw@z3ySjB~v zJh>{t@zlO=&dJ~6Q^zy3G0@6O{-eU%KucSkSNiZDM3F{GO6dhcy!o~pb}(i|%rKjZ zw&vZ~TQT+!J%U6AL;?!-8)>sxpAfwENNGG$k|LW}Zx*ZqU5XbQm`mdv%C;3sWJs?p z{oU?D9ywF99Mr2@*pXeB?zu{F`zm$|KCKTx<<8kZBFwVfTCsxWS9@pgW4F`4q5yX! z4wMB0Iey%Sz5Ro^MiZMb2IlJzt<^QHSDNB&^gFjpzU#mK2p?M*Cj|$`O;%-6gGm<0SIuFI^axNwmq%FIqh_C8d z9r-C!_XYegUH<&M0{-{+eGw6H=Pj5MUPeqMKA}YsXKxLN>m}1f09@`3){bVwX;Gd4 z8W*Wm@X>o$RZbIBSBNDl`*E(2f>GC=>pFarAdZkCrRZwatiMs;nbP|DU|2@Er`)8a zW;MDs%^NzrF0%#F(f7<>;=bT83aGw3)Kia;?0{>eoT z4k8HG1q@E27Tyi=Ezp=%1aoHmgJYA|GA#_;X|;DOBXv|X zPql7P3xsiXQ)yQv8{WEl(GsdpA868f9}u;r$9!dPjz`9@peSJj@`^>aQh0JPc!e-EB80SBaQUAoTCn(X(s4V zkd2B6ccqkS z+sgVNl7Zwp>nGqPb+eS5%C5ORC2K9V(=M))qC#XV6_zsKA#K{2aQi31 z&$fq>I_;Z+A}K5quk=B23EAJ_kSm_OAoK`d?Kkg*a#Xq8yVXvsiR!A=Xds>Z;q>DZmSDo2?L>^_Nop8HG#oP7;j)4fEe4# zGioTsQ^sP8D+9e9`r%xl7A1=_XA%|e@Lj&7T*Y^m+lDaQE3-IPYjt$Q>Dx*Yc_Fz= znE(br^H`7}Va7Bf;D$e2QdidP`h3UM?B~VDdLKRriZncROL09Te-XB?{R!A)IBIDS zLj{x~h919WM&-#!tl(?v@KSSaCTT%j>c7dpfD9%UG|54dZjlrd95HVkk7&#fk7OP* zi)cnS{iX$;JKbV(2-8kedsqpAFMocm-kj~FoA&dP-d*b=FN;xSB-o)8q!q>nI2gI( zm>*Noju?hOdGs0^_*uc6Ivb9}1Y`>(V0dB3uKPVE!1jA6-*>p0|{+ByKa+>*Wg%E!rM@y^F{ULjHQT~f^W?e?FI_{scMZ&@yUl{RU06Rd$ zzunmAHT~Np`tr>Q!N&1kF`t*WD367m4}uTc1#&5*59k{FMou7OIJ7*Bn3CCFkXJs* zB3Si)12)Qgz~T9G?sa53COk4S<_|_Ik{~ql#KhSR`yTRDlJzPQ^dL2upRU<%0OJZ>eYFBZ-g;rnK<;-LGFDeE zJ3!R<*g`7RNTPkae3SO;YsRytpTEFL-2i{n`mJ1+%(*f$JyW_2HF^BP-EOrbI{k*V{PS>K56XlqUifoLEzFuP7UvSN%@tD|$AsJ~@kRtXVV1;KA=7%U-s zU6+xp*!<;9MgrV?!0k|awkl)3#rzs}jGezk9hj^V9A<6fS6ADQUR@uF}f8`Z;iVtb4 z60e^~hlhZLOfF{<79&XK}?f} z$-0ZIH@^&d?$69YtetbJPuR3S5_i})P7SS>RVS-d^z)px;EL3>Vylo{t9w2o#=q zMIRB3HRThMm_}?b748e^s-ih7b4|l;t9SG|0X&is68YPj_Yt3_#7b8M=KBZkJ=G;w z1-*^n4R2A~mZvwA0L!o;IFrj?1kEh4LM|^wMR6i1sqRic0f_s?KEb;8PJJ_3{`JWT zgD&pb!yTc#&xG_O%My~vsihobdG%FLB&nyYNS;;yH0hm4AT8xs%Ys#y}ud_g0iHnZht6ng$- z;rlE*O%bCxt1p9wEHPus-$9?>XFlyo9Ius0DM710t?N;=6?FUU>&RdTG5ji^BTsN8 z37A5aQ~YT{on;17@!$%{*%p2B({}2NrnYUaM#v%;^~U1lXV_84!5cIRpT@6SVrN^A z^BW@*WsF#_YJ3er5x&kD8)ieB*T|jfn`I@B)7T1`tEdG*^m{9Ernt{{;S4S*;qHx? zm;GB_H@0idPEN+eEj{W#1fr%ajmrt4<__k)zR)bkvcYH*jnJ&`;8|1aGQFLdBAY9U zH@?rkB$j1L{UYU3zB!op-l>}*%g^-TrwRVi{!{ZkUj2`Tx#XQSe!1r?3q5flOj%nA5ci+YjAWnDEQ?nDkmi z>Of^%vVzfs!_@3ZO=&y}LAW-;{$aX`R5U!9{?febaY3KO_TgwSRd5?K^#~qIOe<2t zb?o4{_86unT8zbvV4xsQYA7-9++B}ZzyN>)5@v-JZ=?h5OJiNfb7=mwJ!8-#EGrM` zM~ElyE)6bB- zlHO-WWP=b_?`#f>#PeKsyeJE0@yd=jempOZ-ol@(5E>k5lv6{WNq>wEBRM(HP?O-g z;`8(Jdfu zGoBtVdz}yzwME|Zj%}m_nF50xR?5z>80kcwZaQwqU<{ivm7Ce6wvHCj^D@+7Pdw=bbs4jWr?{3i@=7|h=F8dBz0}v`m4WYtq7pEUA=owgCruf;x)=K6%_lc6 zd8v8xWn!5Y!Qwo`I^G61m~>}Zx-SL`1tczaT9C4N*P7m|6F^M8W~vj z-KW#&$W&ZpAi1u#0QAubawGkL;~=x6R9pCRIi{Pmx}+lf6mCa)@nx}hg$BY4di~{m zQ7EZ5GXY*#21f?T_fAe-m1ZNOkc@x!J#lvGfHN1i0WJIB`n&9}eT-xF z`qiHUz{L#zHk9mdae2!t?9dFPd;M48Xu%PO7tLF_1}H#mc#enyh1eR2P0)T!# z&!16O7$Yp4XW0zA9wL`gC_~t6wP`2uK7$XB72Bi}F5i5fX^iZ1x>Ra>vTU9eI|EaL z8gXNTqz6Me@%P?I(W0*X_`1AT$c$GoB}V;$m=nz$_s8@Z-ceXT zA@y9{=YVd+CIv_kgaQMjkg$9KFQs8ht0PxRT{Gz|+UgQr=0xdi1*8XZx&>-XDxg(c zo9*06vB@XUklENH@7A)G;kBal^6C4K>!BN(EDN!{F%;#=VY90$h<1B#^a}!80Axc* z8c9$@KYklI+qI0UADWZ5#4uJOrFIeZVac#}KPISNF{(C zbau{{r06HP(L%WRYlsH1!=Y&U9%5JL;g@#Auk80d8+8J9TqadpJQBH3WMObR`p^n$ zWWH+6fMstNzRzc+u9b)v6NuSd`|3NY7NN+A*u`hoIdGde{nBMON0}cAMBbp*wLs4l zzNCvue_!%y_Iqdowp5X;&#e13)D^9ygXl{?c1FB3hb7(aF8Q99Hir7B=je*ZQ+xYi6M#hCEYju zBkxkn#=KSrkNzAv49yu<)j%A3a_^uuKiQ43@EVA=k@wI**1nv=ZY8m6xRIUF^9$u0e z7sFDprrc6Ew0<~8Z%EJH{n0miL_nNl%{M)1dOOT@y;XYYPN@?Ivv)e7%#W`TkKA6B zKhBS!d)0huHx~mKu2icI5|~Q5}8z@7Pu&*}7hOS8&!3RtcY>0~D9?{CYx)ou zGJOPdJ7`?+a!-c|*;3U^`(oM3d!^$-Fo*bJ=h*!zkt$tDFS4EDv9up%3tf5W3aQE8 z?*vqQ|Cv-Uc$SyVOFjo3^5M8gm3$gwaELE(>Xe|~_~HpB_yjtCC=2CAzHu3NjlU*K zDQzHrH7)@2x=e>{kTl-+zR#_ORjsE9`Fn z+DH=5Nmw_4H&LPhcip+`VX^&F=bATjRzZ=PO8|Q!+x2axA|1=@8~p4!pJ{;z_#_Y= zs@9GLq8$g0%J+ylr?gDnbVlVuXRkh}WQXq^daJ!MZQRlAF>8_G3BO*5eNqQ;mi=C2 zdhHD&r&25fcpYE{dA-wV5{b;gQ^CeUyJK3fFO)w@3X8RV{DrC$37fx6$)TUB8w5>l zw6QI8v!!6muxW>1xw2u2?%x;(LS1)ySNY%>wlFd)C4M|Rz9cCFAI%z_ROSR8Ma5fSMx1vWZP8Js zzGiucHRN<=C-ikLxnghcF;g13C3IH)SSZZVCqr$m7*p{*s`yZSEg|jT_xE(y2fbM& z19a$u1d^YkXqr|A+6C~}S@ruP;~U9S;T1H zlbU=Ne7n|?Vd823`KvWv>LxwQI-FoogWJhSiCJ$&%!FUj1_stx{DNHGx|mNm-?zQ7 znQ72qAQ>ThdCuUb)j?Zu2yM^SK%K`N@Ax?MJMG73UJWlT$u{;g%N87vQLC$dXCZ`3 zs);_Eyb^9zsF!LuCaS%fvP9Y%nlGtA-Ns8%pU4CAMc%~fu3_zh7Sv~qsOGEIV#jxq zOiuD=wVjh_cY#WLpa1cq8FRX8Oh-lZkgnru^+PlQiY`M_0$= zH{U?ug}Q7h{~9$$W`Ksl_jis9PUTiyv4w6k++6D4MzdLTfX6{%Bc^bY=9uu-4|tnH zvmz7`pa5_Z$y|)Xa}tmrs9kZQM@h?J-toWc71QP`5>0{dg(riym&@}pK%p6T=T^O6 zT{otV}AsY*n-CY5QEg@DdCQKM&d>mV6H1C1g^OI4G$*Vwe-{Gm0_wsdsFtTrY+ z{TlHooXTwYNH96(t#wCUOhH?YnFwo&J@G60T*ygSo5u%+a$J9z~<+DVP-9MzG)6K_2rt2MzrKlCutngC4Q1v`TCGq%HFlF-ddz` z+B}2{OSY9=b;If1f#a7wm3DMHpWSxI&EIJRo4)bwva4I7g5MUE|DG^2N9%)nu9xzL z4Rz2X5lRf#w`AlfeyV-U-uad31n)6j0nfM#%6u5{82W-o@~P#sm{PJUe_NPaHag)s zAwvXg;ajDZgXDO7Z3pX5gRS@t!U_jxQH|yVuSTER@IPRU#PL9eqHPDRNmP~rvc)-z zy=coL)N!iLvr%S@yzj6-PMupQkW``c8rxd1l!fXEEkd3feX`)Vo~lC?5Z$98_?6HV z9j)2y<`(gbtGIKAG6%5AxOq@zR0!)6WW=!S? zqgc|bA8jPzW~G)>pzlB$Ca1~%mj%RE2fP{Q=vM6jN0oct`Z_+USS#Ljy^xmu_qP3; zISp3SOf~mgYCoxl19e)W`CLM)w|ckS(_XV}();d}DAA#W$;aQBYs>`yB5Hjq*>2DO zDop+CODIG-KZ3{ti3Y*+T7`uFy_#-%hI9NtE-jg)b#^~>vnSmyH>p(F`I>K#qH!;S z%wCJ!hQ;)Gwz^7jV?-*(vyT>U3>GXLFK|Yu2^I-;sm4qq2vI0`X-7WozxAp7@{8Oh zpnJ0ikMv!`i!Zt{L)&bBZ7oPcVKHHEDuHB>%arcMTRae}Ii6mVXf?s!!gC+Q%2Sqp zvP(>eCHIhx>LK3uNwlLTc2aSMvjX%vt$CzfYIyPm>iwy|w%WA*_c$wjDkWjrsGUPBPYdegLFY+9fPLu;0#i?_lzC#3%kcZ-pX5K*-rI&R%~rl z>ROIC3UI5CY`wa}?=1O>h;{w;AUjHxV1HA4vd;K}CvU)r z0u;xL<27N`0PR?M=9)=@AnPP%TeN3e4u-!$3qyFqiRq+$=A`(iM5vv&km{5Jzj&N_ z^l?cPE4JHhqrJED5Rv+4S__V!%ri~I(0~3cnk;(+}u z0&hPWCn=yY%@)(-ZK?p33N5cHW%%_c1>GG_-y9ybXnr;o@;nt>A#DDAMkeuY_N6O- zrft#o?!`_LU*O*PhhTi}9_`FslNSx;R6Jv1*or77+6;%|+xV}Og?k4~RwBEEJOkQ! z?dsej8UbW(@vC$3f?>b(d)97vuHo-K*c-Zde2 zMX-nQW|$2dn65KNj!XX5{fdh#PLPnF$ z+*V?ici*Hu!{^yVU}g1Hew>9Ux)@o`I)hK6(b$}f--dVBpRL_|{zYwIS;$zUz#MS6 zT(EJ%QTg7Ez)|#of+cp$gT<%dh+1uaic?z4wN4U$0J|9Ia{flbEvQCFX+ERWz^tR{ zP;~?9g?jT#XiD811$q)gBk@v}2D0h;?EL;#oi#TUGrM+e)1x105wLLjobj&Fv8jaN zFAb~5^1qS zdUuF3ATX=?l(`O|-rYq<2M#bKqDFdn?R}U#mQX_g>)(E%{SWI zEkIfDWJ9QJndvTHgZ}muFY_Gv?G~`aSCd>QeJulpSNWN7PP#FPOp&6^p!u@f0%W71 zfR@ZagNxY^mu|r-8#0R>jz(Lt7KV%d_%IIR^h;%tQI`WnHT7E*B+0GW+@=wIr}ao1 zq5`UW$GrGusuktlTIyDHTyCn`n{yyD@1hiWemOr>0Dq7Hdc>;IU4b)34||#SwJDDztWa1TsNI z%EipMnWY8;t$oe&Uu_iAs~Ml>8ZF6v)U3yUK`~1*Lj3(2thX8D*;LRl7p)^fMe|HZ z0Rvg0l8$&W5TUS)E%Fjd_2aF8e#|->A(1ta9^n?KTmQ-|d_E0My*r-bF0&#g zN+#_AAQe#SuT)%k+V@tGmn^hf z*--6w1Nrg}nn!H-&@(;;WZW;-Lz0c@f(V6i+KfbRxG1nP7;-R}od6;!j8QY07)N@x z231{Tb2?K9t>NpagCU?pS?m`DotIl*tOxUU3oYmtc|B_VDyRCgN)Hi&mp^6u@xtjsvwtT&DhmpZiI<%Vv6F-^6oPbjS%zpxeCTK|kMXZ}Oj z^_PQ3{d4C5w~=B)3uo+vqx;uWo6~_eP9KAVQy57}!dAP=sI?v-*(q5}XdD+x5$jLb5<~5kg%BaxihGfO4B7GjYC5=<*`a%aZ4{eTiAvPNv}-DQd01(ru>W2g4)(j6$O_zI%Lt) zB>g6~!*>}5O0za8L$|gSoVY32>j$6)HT|>w*)iEh>G?}V+B7HDJ~Wv#+vDaIxKeKj z87ufXkWC+5@rE)ziPbU_5K0?x$9^-^p)X%qCFB`iAe5z^r=aO;r$Rt^jInS^I3X;Cm)`0=6 zX7CtgjI2-()`?npRqL_L=yBN*5KO0kn_71tE#j+!t;$L@O(Bvfe7t zW#7hOx?bcaMaPfMn{_w`PG7|ER8Ko-38+SlOXCm9M3kT; zZKgC(^bqWs+(HHm3ZxB@YL}YU<;IE{4EtxIQ)NP!@#CtBui()ROlOI*cx z>q~G!bBl`|Aj2eO|3U;*TjEYUj=%Ti+u%y$>g+bBdQf zL7bd(XCDnl6@f{eJ1{KIEGK^`5zK)elz!9vGrwC{z4ZFqI3?lUJQE# z0@JymMMo^x^Vq#6(mh$e<#y5u4_SN;MgBQ!;MNjW^Vkj-L@lmTOo4#cXhhDsk>q~2 zYM(DiEI`uH88^*)6(gcz>Hg)3^W{h6+}rrb@eD;1hH|}crrn=>nKiU^#4XTX=Q2NuI>z@`)z~)iD&2NQvNU?x}+j4RhR0%CBe{1NpMmw26A%Z`>MH$*W1?O;i z{bqYb(6Vp}HJ?X|P|;Z)zG=#b;OSEd68ZRE;eCYF{AEbZLau^HCz&S4+7xm!4}1PJ z=Aq`aCISgLjb&`yn2oHbvoExN9#`nE48pu!xPa1$E#fEmI_QIw3&H5=A~tO5Yf2UM z3Rc(wx7}Hn5w?YDXzpA9w}9Nur;Mw9{0Y(PmjrD5c5OeF^saq>zL6@~8q`-h?T%Em zieAl`wqa>&0$duga>-O4N1MG(EF(ksta6--_5T7&4sn-KG}qQQjK*IoH-h$~`H6)Ag97Q)(7!>m`X9o=mv$ zPR*dlQlCsHkQi|b)O~>RIP$Es+;E_6L*AypuY5HT#`dx2lu3aD!v_JkvvAqH(Xu1BIC#Oz?(AxvqC%hUm?SaEi_D9%w>;7 zx27*jFY_N*q%M@gkXgE(-`U6(CQuJQhzfH`&p05LkdSG=eYIv|6dOt^Le|>#siQVW zHyUF=gozdAmaK5TqfpzcEx2d?fL}}M zFFD=gAxKp`g6HbR%pzsD5-zNa-67+{e7GGKNg9XpZ)Pf7eT#ApO=`n)%IoAq^FWjU#INw~A718t)k}&8(Af zOABW$G4k*1d%fSML%*Iw~4(#C}){9ChXf)Q4s;Tm2zC}fJl5GzDn(fic9j6 zU=ILVu>c=?m{fN6ARzi~Sx<+HcUh|P& z12NF1RSD=)$7i`e=mCCHUX*--R$FELoD&&@W z)D@=YGYpbxh%?)zyppP*7fA$dcjXe!kItFk*|pZE1E@`ENo7{tZtDfm#Nkz?L0iSGr zC3n^x-4}_YS6MfIRe-o9|M+P9{PgIF6LF>f9O1!>bm#XNG2NB+*Q!**1zavH1Z2@_ zZA`jvFB+B}E#hTNur+-LR}^VV(Hro*FrSvJChLvbHZ45|XqCwt(#^N*Syf5Hrl&(F zDkZMZTvt_uF?UO)8g=t> z!298A3vF8p*!9q5sppITfE6uc0*)RP^7+?On+r*3YXlPMa&=DI1CPPdn9+Y6~w z96f+*`cJofUcK8atC2|zGI&^6Q;)fMJ`Z8`Nbf2PYVww_C}g7>hUhV&+nb37dyjs9 zat9^phK(pEWesH$>kax>uaVfODzD_8>Gk)(^ChCh>slD8yi7!a1_!yvnJRg!(lE~y zgjf0&!HQz~_DiW-PI!!^Xmv@=V5WBcm`@B)ufq3(Sxw`Cjqz%PA+-7u69u8JRNZMX zd21OcVx~}}N$gG>0BYaj%psNj6sOQjnL@oxI4PI7-NC#u|C_TMDIf!+7W!?CR5TgNGrk)aeUQ3(w8QdHD7jPijvycjkY73M7dF^Ep3jjCCwdE26 zD7j9tfzp&RXTeykl=w93c>Aaan;qzZeh9{=U}t>#@zjE4Y`0wUL+-Ll&rR@c5oVi# z>ZzXjzPdsW002O=6EKCSfu7O4?&y^-ww$TSml`yboL-5gSOpg0T<0 z1XBB%#2E`hm*2^>qR$zmtZvh`J;X1W5RA_#t=Y0zhy2Qcu-RnfWD3@f5BL8ltbwA4 zHk$E~KUPVvH1cK9NQI|Tp3bv%j-CBeOspEO2B2lc*~6_%iG2-cSQ zPn4x})aNH}mgtf0OORi3fCHX;LZDzZlL7I@bN|zBN``I zH&gXi5s;z=~yTts{wc9s{4Cina@na`bTuC5&vMkrrancoTOau*o`y^x{Uap1Z z&RIQA{MRO0@9Dlaq;qI?*fdg^wKm+b4Ck;>W!&!ia@-p-gH3?shRU_a(AlqPsGsHd z?p(`CE>w5oTGg!$XSv$4Z?p_zo&1>QMD?%vxv02T!=Da!d+2pl^ z8tMSCA!uy64)szOsVe{nB5*=Dl3k#1g#wP(+B$3)6*l%gF<|N-S+)1S)n1S^3qnM? z-B;RK1q)IlAh)JGZM&5+tf$0bzYCy-&ex%S2}h?SubgJCg3E?VxkuwzBM32{_wo*y zT~Qppnv+n;*#c_?gAzwTu7x%VxfsN7kxcQ`A`(7geE1+wwHKvNaC{X-KvLanN%MG$} zncTywEfP-x4~xZ=VW(%3>crff4skzKXcXYBu|&Q%H`4E69VJi&j#b+Lrq1klHtL&3 z$Co&D2o6!Ha}T{DouXFHr5D2svE_^kpbrCtm0MX1c!^R3(_uc12?icWYWIkaD~Zp4 zL6j9tJLNE((!$x`=5%Zl^ZivrFdTDjIY9}Dw)Gpg-O{XH3_Aul)U#+l7MStF)0m+7 zcha8CvTNy`W(|UARW@TG_Jc#P=-h(^5xUENB2^%5$5Iy&)ift`0rV?Bv#YsZgm3Q;^oxLeeEO#?nwfa;1dHyk900wXgzgT^H?9NpS$8v^`=Sx^j)IJ z$ByGv6U!StF;3l0{?^;nVs_~=OoxUliU(I_{t->M=0C8R^8pOC2u3`tCgvRX%0=an z?Oar-JM|dN)He$Modp(Nw9juQ5@6*P;NC{^0L8enrv|d_D$7zbV zP6JTSj-HvdVuDn){%xdmI?E*QTX*2fTEXV=I*X_=%=IqaKXkHjkg2cR%m%n=VEpjM zBhvIoVrr)=IXn|7`5*S+UMD+UxRpsUUC~>Z9#PcI$Y^J<+%OaA-uRggo7HZNOM{6s z4?OecX^!Gv^Tye~i^pM~a!@8@ih6=K_v`hqGGZ{e4DFFVw&tDh4_tR;T41hdNeaZE zZOyZx^CN$CBJ>0aovj)MHsetx;T-#qwGhqzjekq#K+h2L2HJ;M_?6+P6f!-dA(0Q} z-4dW+z?A~wg6gp6(9jyZ9x)GnDlZkYavBe~d%krr?K}f|QGS0-lEFNln=~uBeURjT5s_|{8ptfsu_|y#BM<*2<=F&~Iu93XA7r6Vs(t*q zq07F^$1qy(qOkR>|mK;+?ok^vpm9tC!|pj zJ|_O*>DEeYZ*L8EC@(`xs(IaOi&mMnZl~^xofdIiwwc6j6MAsCE5Sz}S;*)-j~Aj% z_DvOMr{q`5oHv6YII0?!r}c&sCpph7$3KaJULc3XyJ5!3{Us@Q>O@Rz+K`ZDGpT@vIzL-yb~ zLa=8;xXp&|%wSO3sImmas4xJ(K)DAMu_m&p&!fm zFIz?bBrT+qs}~NKiWPmzf*`LCR3W2eq*<-IzdiY4a zy;tWa;O@DvR38p06j*9?Xr`3QU<9vUUURd$7|lAUt!(q^jLj>1G#%7N0D>iekN-lV z&1X!KN*o=ejEPkk5tmfj>r9BoTJce(0KFu7&x2T1t99Ga-rk{2_bw(_7Iqf_o9zuB z^TFpaL2bb~l|O3OLn8H>P!(?>kGlaIa+c^N>!+InmJfUl0X)vnjB8E6D-JKz<4QXn zBHlk_gl!!cV#v)_cpnGDX=8GGuatuB5(moCg5(r-PFMWm9y^Pdc`1wcx7%E) z270&f9zGlwt8!Kew>hUR9HMmQR7hafi0RGpxhVfkt|stQ;)U{>)UUt*;H?8zbU7^tzpwN_oETA^-Wt+uDZML zit&XDj{CX4=l`(o)(i>Dw5kkB6tX7_1ZafsrxB`_Ml{fS{~h(*qBb z)=WVWu38pU`|dxZ8AU;E@D{y5qfnk#O>RSRLSNh!kqd-%G^H6W*}|JWIp1Y=Q08v= z=hB+jX&1#pNs@o#{w$iyTnXDw)m(BC6n=$%GR^x`nx zBfA$(wZL_^c}K&RKmx$BPK3;2(PMvFpL920%NdhyD1a`FX5oxLgmY9E+pN&JtrK_V z-%P^W1Bmr+xN6baM~sx88q0K%|4$;5=hfu6mepHlgVGAEyE4ze^bh_eVQ34tiGh1; zO>>&U*EQ6+_z$5<|n;Waa4vYv7+~uI6^N=ZH$+B2X;Yp9mX`6ek~|_Fju1g^FZd?y-(rAxG86>w_wXeEShFTZu;_0*(bKTl7*S3cUH6CbuHEO>TwS~b@tbxPDJM9jxSE}AbcACDT{o9*5A30;M|Z&pjQ7g=cZ}sSP6sK0ud7@G{Da(kSX-(cobt+Fdm>qff zsc?mkfUTx5@Q%RDI08;@c}8f=MKl(o(SO1BGCVuv@@{sq*sgOVMdc6i8Qz&G(3kFiSLbNn@jtf#tpU0?;m1P zUWVX7rrz0q2f`axyiF}nQ_*t62bm%zFMlZf4pN*b>T{K zg|}Pbc9nVplxdn`bpUo*zAiBKcagA%kpqt00>b>_(+&_;5OB%>O+@HRTzpcl#Ljv? z#!a>v>Gkd#ODgT*Vgn+XQ;d*Qw{VX#MU&PaDC^D?amwV+riwY{O>0w}aC5EnF~IQ} zZtslCzG&S`EfUx81?}ia#`6Ho`uu>_nOGXSeN~>hO#*{~n;-q(G);*T!@MX0+HAio z;=o~N-w@JLvHFn&j?3}&_zYEY>(S6gd(ucSqE z_T}K@%>*b)(%_%9&KLh{+Hlq}S-E5OqlEq))_QW87JWM+Mru?_|J1$^nj4!9BcYK4 zV38rqCO`AJg6xbm6fpEepRGyV1HgMCMRx87n`I#pe-nb(sX=OVSC28gk_C3%Btu2fG(*6viTQfZ<7M8RGWvqS5 z??nkDkx4b3KtrJZIK|9 zU1w$zGen&rZg1}y6m0#MaALWLu(Umt$SRgn3ji{Mmrs^UjK3Z?dsh1NJcLebEoygyO)M?zOX>!bCrX#5kIAoeDL%*UnJf}}@2L~2JT|-AUs;flZ6JG8{ zDtoc?>dE?Nrj-ZlfgKBbTi~b+yD;3V*dVvOxPL$k^F;6m(3s-?&bUdg#xNE9J;ui> zD~0gw-{vFpLu2+d{b6Gzql4Hg2Y66n&tD_Xsg4$QiY)g!~*ixI;k?3%VpZm=R#9s*{@Dmt25)u@GQ4 z)?SuKbV1-m`E%P3KohFt)Lsz1b8FpOeJxKjX*Au;5{Gb&K%azsl}(&sd$5MeT;@mo zTY4Geh()xNbOH9DQ5W7(i=~DDN#?k*A2EVjQ49?F9{Vd#o9v&CjifY@8wk;j_3qb% z`1Ksohc-FiwOly(pLDV-CCy2pbOf3!$< zFx!taIbOGO-K=aBj|E7fCd|L$T;N|Y0el^qaX3KeFI_pNR0vQQC9XZwaFjNckac+^ zV5pHV+LtRaUq^TKT$(DNNZ4&>q(9w6ZO#I6Eyn7>6!f-Px-?pdmR}Ya z98G0SE~+D%UnH6J51>OwW+gnw%$CrG=?&qttD(c}&q2X+ma_@yWvxtQ@oBo@sQ;1^ z6*7eXhRW{Oc`|wItAOV7am5>mckegtu@|K2zxK{~uCPr;By3^EhcGmiHVE8jOu_h{|B-11&JQ zZ7zCJ{^P#UcOjjx(Bu~GKfNta94XmZ3szo^n9^ znPES+SBlDS_rb{vCnp`s*G&j%1vD+lk*0L;ZJ*KP*5HTo?4Z;&WgW^xdl{}r?CRI% z{oY6e0`AYw{pk>4jNLP|Fg&;=;A7jijqljDZQHhO+qP}nwryMYZ)VLDx0o_r)=HH( zJI@w(`w}jkQs&#poFC1dVI~xN%mOXjtN-6@_kaJ3?as)~#`=G4cSaUwCiefc{C{nC zMphOk*8fl2y`|mB8TY!C2dA}R26wB~W^1DXYs&%)8y0IT#-^*`<{zuy#n-OWoY(Bn z?~kZxBQyFLb6!hsG$Ip`2r4I`l9y3_druBCE;0`>8^5aT$oOnTM20M;`K_VRF@%1p znXz#QAu+N82o{Id=2iq22XF@<&MX=LDDqj{avX%HC>;iqKgc}X`TM~?Pz*1CWB*yv zN<27zGJui=J^qE=iHzCx@rxnYX6CkLU`3ze@O3VCcFjyJ_P>e&L9w^8#XM^RPygnG zh?btLq!!Zt@mUlC8G14J_%^pM22CJ}n;U>perRHBX8#^ce$;YEc_l<8RX}kH>T=3T z`2{}|RR;(Adbe+UIwGn{OQdE11ws!MMgaL7G=hTC!q2lZs`=ZXJ`P%b-It-ivN^H+ zJZBC@6+#tS5k|65J~IFYK<$87*;K#HUv#!dcvF8rr7v+7r{=bwDnS4LW~UngSpfqx zGcmi{BNG|By9?R71E=)9m1wE50Bl}jR{djT#PeY9X$*9(rTC7VS^$4^_h*U#jj3e( zT;%(CBo1GFIj#7Lz9c^DIe%&EVF9>d6ED9)rpL31kfUu;xfz6 zNywQH%Wq0(`VaiRr{5Z5n@>Kp3*`3?k19IK!*l#|4)>{bSFljY*43*z(&; zPsoW%I^%2pm@~>+-{R2V&x`@);dK@lkpKN> zHuqbV)*clT)15#Y|JXll2-=JKQ=t@s@EHr@UNj2n3Drg zUE|LYkk9x(+#P@OuK-#<9vxXlKECjSkNHV0Jv}F)r=lc>!#^ViSO56j{1|ZPoe^T% z+8ThqG%kY`wDXUJ5&+DT>%Tpt_yL!K>H7Tp%3xr`!O0u&V>y{31RWG=2X!B{%)D z8-HH7#vhQzpSk`6X`+{jUD_?(X%} zM>ZCAvC0iBJ|Ec5@d+J8XJb=uIivBd`kxK{-apsuJpUH_ulKOO#oeW2g zV=5B&V-xDK>FEN~=gm_&do=Ysw+sC&z!_H(oKyZQc$%OFK5&#%mt6~ub)5X8S;&w&Gw zW`013b`g!0n~2i}(_18LGIX_w)Mrdt6GNR$+;TNk`q$muq&6GCE!@e0kz`80jcC{W zuom#jyp?x2X=_J}SnE1E1y0!Q#5!W75ozy5i>=d#0kh?+FlC0)!->NC79`$p^FAl= zv>=C=A2=bT;c7!xX9hik)px}=_!T|%0I4E2-$={R62DbX*J2wK{{V#`@G%#7Y}d!g z89=hK_leE=}`_(mOr8`&QL8YXU0?G;mzx||U0!-DZOOcp_eLu1$%-e2XfAe#Dalev)}QLrKAG>8;~9BLtTRB?t<*bNL9z(u!X z2)!exAB`vGR{so{H-yh##(MZSI6_|+>V<5(M(MMT`)&=Wo}g{Vv7Xh?{M}P*4+v>@ z4;x8>&$t8QtcYI};7NeN3<;S*d)+lhr+4v!u5jH9tM!`GvfQyTYKW-E)#p6#;p+5F zotTntQ%&JK{wWlCLha=J08n6_#Gu11XHX_H+vz_(LD>K}p52vAVW&hVJ8-Xb0YI6m zPmAA226P}1!fdFpSa|`nfDa%@W$eIoJ|Q1!;1W?>vL`)jigl{l_eon`_l?nfC2akP2v+lLa4c;g0<=sVkqA={j5Ap>^n?kIj_9Vc z*Xkb$d62>W$gv7~llhc`-HT`~#=h~nQ1z%LEp=5pJLr!8t5E@>dY?_Btr02xhV1h%mS{U0;_>dVcj{QMEsE;EsMqPj@P#7$U)|jk7 z1M-}ZdfFS@mb^w}^~`M|OoL$lGW355GWOv^RCHKk%b$03h=UGT(Mkt#7XLk1Eu|^U#>BRXw<#n~I4h*lTI3HCH5G8V&4$2w zn)0lC@;sa<$bsxxDkY-Uc=V@0f*hq18OgtRW_s;fH@_F`#UAQYMg+Be7F=z$0NMyS z@`ZvUVL+w-*g^StA26A3!Wcw@o^eOr8JSw~{ntUZwS&4zh2g9rxH;>`YQod=wkD$l zhTVW@%esFT0YaVdwtf)Mb!euV52JfHLGGWLheloqBiVR*fl+nVDz5VM6_D2?=RZ~( zj*C2~X_D0+_sY0wc*Wbb)-HSyY$%2`UKM02yHHd04vs^M%n!9G#_aZK7Xfc%yT%+P z>B8zk|3?5PnN0G6_&qVxpm0jw+)QV^xsxto)EO!)(rz-hdLz`0v`xYtxJ4RpU6uE$ zjgqWDnMspX2+)$9OR29s>Di-d+U{XMY>Y8lHob=dVEL+1NX>`fII~xEbFl^AJ9U-l z`Ik?#PX7VYSJ*kgTx}q*F&}TO4nBQ@dCk?#eXxEj1OdpfCmt@P6muPI^Cgc6D<~pl%OkGifZdH~EaEYR5qLTl zR%n@09cTn$_9T8l)P5YM6RB(EWMYCA^Ip72IqbYAb)3Q4vp85DA*o-aOqTF zRQ|chQZA%Ro=8I-L*j0~^M;x=PpgpEg6yURQp=WTlMYIILn zvmG(EbjSNk?!w!V5)PO0yB5RhJ_ebTJ``|zSRh%iFsWkojYO|*CWU1(0~S`B{EcVe zLx^qiU9>W{{62RQ{Z<;?`Xk4j$_02yntn(X#8)z>-6GFOv;iz&sM7nwgGjWC_*pc; zj*i0T)hc!KxpIaqFX-vJ)qnt!s^R?Um5lB_q!Li~z@24%_74ILMJJ>-X#Cf82p1w~ z8<0HS!C|Mn?Btwz3}bjZU5ZfF3T zjVKA!a|daK2S`Dz^JZii7iXx=9(ww&VCAKpK=*E&iv1U;{_fi&F$3V4CKRcoxC$e2 zK;F24JTO`8zB>l&7DGqLQ%&><8@uFq#IVOweL8nkC$Xs$SnI_;g+Y|qsy_|!kGRT(t3_m_G_DvCeFH+^_X6CHN5IXNN`XrIACzKMvQ62v49F<{d5&0;^>x|o!C zvYvlE8MO$bVx&k|lmMNLzPeIZi-&Z4%$KoNhN_zI^Rh#Yw0~$r6^-Nz_*dzGSyQ?t z{;1ZzPyFqYF%X6$-u||uU+@AN~IBA;}}#~eC_00b<%^m8Y+g@ zefBpEh*^xXt#7=Ebk-1~+1@)c_)zImtmG`a7M#w5NkB1&o{8nXldv;yNSa+Sf{A z;nnqkVdP*4$%s8)gWJ3I^YXLUesp-NWV)uboMOpC-)V(m>E4ws)M0Av>s zyE_Xu1z(C9@}3I+dm>-8^_OV)Dtn~Y2XUzr-ZJBP)ZWBKd=n&{2A5%3O^@Nt&6jsisa6KEmZ@Lh2C)o+DP|t=?R=O z5^MjhK@gY|qF;6a<-;0*S=8BT8tBLM&<>4{?1mQKw7~6O*oZxTV~un$udjsewBd`? zSvAxL(wDM!Jsy2Vr;NdT6&f<$^~zm^hpoo(22cnEDc&Ni zGC$6s(f61RD6;7%9jExX1k1;r4!$bAb4lszMvocLFOJH|K zlfuyOvny)-8E3dmmF+WU^j(a2YoSJEQrV!`CK`26lsSsbOrO=o&-|LY9U4u9so`pi zf!wR^JbhVOFGU}#Tb;rpiezb+Ag<3#AAPW-R`kWsOjVwJ9g9gdVTPupsu8Ly^-32DAB2%j2T}YDs0X$~s%IPXWRhLfbr*ElG75(rtsH#*xNs+aNj3Ub)B+|2O{vr*i zY^a{_(~=D?rMtOVl(ipTo?afw8^h%I*k*(@3-0fG3u-WIVK4L3c_r%UKGoaL z(TyB%Xz!an2o6+3`YZ2C3TxJYX(T=pcv(1v{fW;RXyl664~XwkI#+f65j#rHd=Y94 zaddTvs{nsnm3#FIjmM#Vm|IQLXloe86G?lmQ4rdS6o$&G90rt&O{_fnI6K3}#3~bO z;$Yw|$Mq^l3TVa@6VzVq*We*A(u``~eivHIj zX+H|Rav9r;Ea%qkUitLhMOgRkt)^eiOq^apw8t|wwK1c=MCruM7t{8%Cv4XcnDDou`c{1^!TCc+Da;Wk9pKQ4oR4Y* z^q?BIJ;rn0{g4DYI5_QZDQ=`na5wp*_x@iIqqtO@_7+iEq{B(7)G`uoND|dkIS<$V z$7iMI^)t<)@cdY`c~)T*Nbj5=v{uazvW$-CbOQt(l?=jNaLBIap~-_ZI9O_ng~P}`09joY9ymcuutLR^_J#hdwlH|H9wRH(11v~IHyTc(0(&? zp;x+WuubO~qitFf{5szAj4vS`73Q)!bscS$N$7|UW?pIF5=Ufw6Rj29$mnkhVUB$f z+qSGZXS!D{WJD8ReXR6kabCPmuc?@a9VRiTnEX@3dH||Q_(78)t9fe6leRNevCMA%>toiUzM(wi=~YPcHxWm=EIlw8#3pOCpH)e8Hpz|ivu8(N8*0r}7xu{JETxR%)Xb66Np8jd6b~;Y&v4ZRq z;KzLPApis;zI@hz3`Kp<4_->ANAz09K|EM>IdgsQJX-y!&E16XSBcrS?v1A5krkgT zXn1j%(aFKr^VPO(z*1KwCt>`|ex3^Pahy!ZvPz%Rgumps>eC29)6d+~-pz8_ZYIwG z+Id_mu$uqDSdrTY>ZEGi9+clG%Nbna9DQN4!!T^icVej{EB;-zhLE zg~kGF=T-(ebUy2zXt$|x2J=$j4Ty>2&(iq{${SRjXHFpSP2P%oK+l$DJ4my>Sx|gu z)Z2$iA3tbDkA7uy*TZ{f=tKUaqD^YaWIhz5YVcdX*ouX9LBHX*Jly1;ryl}sBiu=j z00r&NRwpZUDwjp}%Y zQb`hO;XXj5Fv{h6e2;y$d3EBBHbfh8?8PjIB-0x=Br~-0gx|TF@-Z zZ|b5GH$B6(9wiWw{9eFmc}8+A$hUYN|D=U#YTP}|+nB27!5$BXZ@VFZuZq?Sn8OM! z{%9yCKY$eEhu?k3S>d~ zrrDycO+$R@z(n2ISPfBMH{RV)4}%ks%qx|vxSr|--gI-(@^|rb7M(Sjhnw6b%3?fvTiR|U zLRY~eC*r<`WooY;&6}Ah>j@s%9Y?u^HfS0lbY_XT{5p%52(pvfxjp~3w}ZRw^(k|X zyUUbT8YWDWcT-7kS2ree% zuQPOZw~K4{<7K93YVivBk2fKj$i#?c^RBwHJIx27j-5^*;)iemCdW#*i@I3YGE0kS zZxy$8A>S2}p|sK?4(A-sA4t%o0{IMuIgQT#ZG_7keNy+AvbGS@RJvWC2u}&d+nC?C zHvR_DF{{-MSVR-p4ej^v{=^b}^*X;7-Xf`gg25*lanoWy(exsIj6R~J33R;nhp>_I zr)arZsAC+EsN8ElIh1)i+=H*JVEAR2E}veiNyuupOi)xj`idn^_*FCYRCS4tZy>QN zgB-K2(TsWfl*oO(6D1!T=+f6=W>fT{pTvR;V>wF!{-y~p0SUr4rkiqp`rsZ?o5qLQ zW;&u#K^>l%=bW_&Ny*AVN;J)E{*ZLvN^#|9v^dTU*be=++TB46sFe7{yYOw#$IO6QD-d*b%k?D@kLj649Cqfzb zO#&=S=2?fiDsTr7>*hgI}jDDZeh0lbP|$;||*f$6`1}@X&xiy&33miVWKS$G4d7)#1`a zAF+R$_4VJG69`$q=-No9oyn10%>`(vKa2>m({m)kHSS1DN3T7-^YybpMs%4@H|xLA z&3n^$R?*~s=QX-{YD8rIN5H17Grm<>v9kGgY3q9l9-4N(uU+7;F9~`*j3ihWVPR6l zA@s7?%6lQqbOf#)l)l*UB5SK9iKI(^BFRS=(%C8##EW3Ayz1D4%`Mbsh_lD9F2HcH z9$eFsxS#lL_4Vgh1$& z9nm~hN`#bX7?~X7`TJ$WNyS7>n1#^(3|l?X_ORDJL5b}&CP@}}_vBd&nXZ7gZVNxqt{ zHe~_w@!qd-7W%1YlUv|r7k^t!b9C&Cwq5A}F9>~5Zb`k`0S$@gMgh~5**pimfF1sK z#}t*RCIz}QE7E6#q{opYC0~--ZC~_G|Fcla$&@C4S%x`94toR-Nferrz%#1y0V1(lK}mx+bh&fUBKfS8Ofg=5M_$t=0)i z+LV)p>G2XW=Js5tgc}GyObcQJsa?+ghB(jDTm|)W{^|P?rlPL21#TT?O4 zuWcYV1AAaLJcXIYlfZ=w3nr%(h2CcRSJ*v1ub3O68(GDINPPCnerZ%s7dtr zbx6bv*GTLFaC<^j4#J{znwcNnQ?r{u|xn!cV3`Kc9sz?F< zDQAiIKh@hr4}ol&@6c&121*{Ji?130v|ewnIuILi)@&)?_R$({GvzFRMKk@SN8EETs=!G)k=QQ!Mr0 zyyKZcfJNOi%SLbp#CcZ~?NM-yPUXoqa6gR&SF@2=u@2Aqe9?!4?wBqXEJ(S53rrBe zjH+uX2t+&-%6;>btMZU8)Z{DpR?(Tqk14*SEF#WJwO*bHDiy&pQ<`Qvf=Wu&oXo;$ zT!Va}unTw^!vlhw`8u!Ob{>WB*V&2l{*Xd~2Le}-wc=Ftd_#N63P^d8Fil*^z~~Jl z+QZZZUyPpeWw~fNcN5*Hoo%_B$mdTV%$bkc7eo2_eQ#tCM%AE5s%}n z+CfKwW`m;I+Y(^I88e^~4TL=fd9>4@u64K+iwoP-B-g;i&mJ@S$qqIqAd8gE$Ww<0 zuP0JDKq4U=LLwb5E1vy1ww^X@2LCq8DzF6E8WaR_38Bg_m-~Tcdeyn#RmqiZTzZ}R zU=D%)L6CSDr#*3Q^a7q{cIe%FqW~ljH>U36VtC)PPgj=|^DqqOy{slG+?(5qewJyU$7V}lNyxmQ*Sfd4 z=|jt=*Y~>JQq2%n1q~WYztEy5i-etZcF)90uu?ZW8gK9rFE4xX2^1_gZxF&@fq}r# zG9Ly}?t$#8$!B+S^nXNLU#B>x{L@!}Zq-ETKQzz9LHB~BNQQGtBBWXi_w+TsOqa-{ zP)J(>>8a9LU|u9fumjQ%Hem(>Vvg#C#8+^kR8H{?>zRtiMh*%FH?2hRoh5bCe#>U!RW5&w;3CN0rq_Vld37}~LZi(6uY zJW+GNE)2<3_f&-s`L81@c7>=}*Rw`e6Fos@ouM*0%=8)@b!^=k+h4A`xnT$`CpJu= zS#d`w<=$dR!fi;y6DI};ITRF=C>VXZ5a^ux?c=K4XEnDxRh#(1T!SpzW!J7#dH058 zw?A!{{xIql;nv2QnszXD-r2_X^7{F8k9IXa@%_ang&ZkHV*j zzgb_PYTc7=qN<}qT?Pf5ae9wd@cyXFvUoDhiv>3Q88t&E$zlHAP+eTQM~BIVK)q8d z9~*fmT8|33eAshK@M%Vko&a9!SG9>!vzRE)Pzxo7JdyZR(X-J~_-VMt*%G4@k1x09 zNHND=lrsR6au3I?$;Lo|vo4AZk!2${3iTkDwZAyiKj8Z#N;BSUJ?5F~&Vp)-6bro9 z+>vy3g#OSdxlx;TbbE*#?Q{9fLB>7zp}>WpGtQ!aG8L8tIMX9oAKjE| z&-Iv$pJc$|OSNk#ChA<8BN=vRubFAqA(vf{4RMK6x0%yfGiqj$70!oRE1#w%s0{nF za6LXKc_*qL#~C4MPyvNv{{k4=<1q%s*$g3*d_~B&0Mf#sZW8TLEU`LUvvd=!)Z{55 z-G}yKg{QXvf)zh+AF_gh z)-EHN(jU5Rb4DqKB!EA6WWI-_DJ73wy`9S`@_tH7vKAO;nT}z$Ug^JC&Se-ajvuz> zhH(`DFbx_1@i7vd-eFAvPdrs1J9Oe;S-d+Qm)xAv40^}{Q(G7G>S%;Tcj$H-RNCLc zlCRrZqv$q^LGDt)6KV)C*v3U>Z$(u}-Lr=_oyiEuJGU;6l5{%w45WPg5q z&hp>7pNZK=uieXRQG<|MO)U9=bZI1quexeM=(#nAKzQk^&`iYiE91n#x*`g^ ze!{3VnM3_#UA~9sK`;}Rg{lS0V8EdjWVHP>`qC#s#n!;rYANG>OB;!n@&?z~${-GT)y3j$Zsvfriyx2j^ zvH-|9X|ulOK}e_d9AFcbyQ7>zmQn3B|7?b}r}LsW^ZZ30ZV=sZ%2y73+4E=;I}GqtfGWrKS?L zWel(9V3U(>APQ+S?(^34;`NP^tRFt#(D)%GgH7Qr~%_1i8ed(#Z*p+7x4# z{fg#TwtkE5%2l~NuQ4e`2d<6K-}33|T-qu7x^&mTtc>JMw5Jt7%BH^5e;V-$d@-P3 zE})y@*!XAwn&N#Gh-ABAvC!8^G4Pfm(CVID*3)+YkhfHwnfK45j3$Bs_AyoV*ISFB zl#5b)8Cg9C&fLSD=WCfXi_;6db%_JxbJ<~sgPWw?-{0`0Ki)g;(&uB!vFBf7;SNqv zSbeovo;6$>lw&j#Qa}JahqO)UnCB4k!vPQ5l%98bB!nx}tHxuu%v$w2YuNT1>OXz{ zv;e4Gj$)&_!Vjc4IJPC|bEs5{pdY6GPE1;_KJ%PDb_wUC|Eg0j+!~K~BBkC?k?^NM z03IDLN`Eu3JFh2#QY+S+-2H3)n6KAiddM-M!#ub73<*5d2UBI@Rd{VEiC1E1kJa^J zCobL1l_~1kpS43J!)vIGy+>S=Lc%dPlee|g!`vxh_Dq0o{*LhL?EdB5UT7VtC49OJ zLfH?JTI(y_7`?E+Me7O-I%i zGI?a^%emMmonP8gUgu71cyI6IvEBd|9f`kqYg>|pqV#dxYdRZ{8ZhYKe%Ucl)EMG$ zT`;ukKHt>W?m+9WfkOw**-s5G&@ONZ{^4w$;|tGHEBgBS15eN}7T?pa;M=?k2SKYV zT&m%;)s^UY3@^ z-KU0(f2sL3g;Es`xVhMp^UW1Y|Ni@#jbs8(SRcO6%u@J*M1<_^A?@$W`2c-KFPU&~E_j4?-z`&{D#hB@L>vu;hULPV6v}sCJ4fro& zqJx*1RjSWCwHy>zKsGe8n?it_Hna7io-`%q2u+YT1EIRbUxb}1~fI1BXDi` zIJ@8gqo|UOpH6R$H@I{>#(598n;3tsEpD!BHs5wGER|%x^wVDX z5(F7zTtTh81rxi5i)48Whj;(}%P&Itf z1hPTvsq(7Cp#@5{p?Ui;cgL$qQ3=Y`A*$h?kw0*s z@75lz`Ef`4vD)_p$Y_x_Zh&Ff2Zf1!emJ1fFvT2jY$5Gus5&-3g1rO+#7{%Je&nKVldu@M%{eheB)8}gjh3k=FL|56b zNT3Ay`D8_!!V0I2t=_$!;0<@!6i#1B7yXZ?yk+2lGgeGZCB&J6+A8XDhhEbqs>F;a zXz|VA{N+G&;KophMPiAbW6-Q|LklF~Cy!Ud?wZq3il))(^aCUeqTHSTV} zr?#wABx_pREtDCHkcY22GD3x3F4?ImlTN5`8YlfoGlX2>d`*-18B)OoiBiA*LJ4=$ zD@jfE-0K}E4O&Ok?G;9@oJ<1!4m$?8b7fa^>dZmc+)w28dLDtzaovo>z-fQaN@XDQ z`@RRGHG-xv!v7zQGZ6U9%5KZ0)>X(ewjzRNh=Qsp<6oWPz&0o-SN1z6w5YZ$DFVT$@S+tSm zA)BF2R5muL#UfED@`jJ1+nLsKm2Wc$brKVAb)`fW5SQx8F1dYj8eZeQP{my%cl7CF z&L7Gn?_;~F-G+@rB`Uq;`H1Hj*;wFvmZv|^Y)xC>TlWNTLX)_aDyBB$|ePC(v zI@F(gR2+xPw>8#lf2W>}KV(Z`;M4A?lQmx%nryl(7%k`=QR)<+>N)34 z5%TK`Wvvo71*uRsuDQ0CB;epDnO|bR@Svc3-OYo?=VU9VQH^F|R{(OjwR_RNI*?RLLo^YDwyc5~|lKfXV;|0-agAL^@L4qm; zJjBw(kO-X??l7ivw$~I~!y1YhZ72F@Z)ue6gTqTIcJgJT`*Zp5_1?!KEWRVu&+Lc! zSy(~@x?{;oe1x{Y3YcvU8c|STB*1SL z9qfVzM~r_x-2<|9bf|&sn;n^oeSHgYi`L5^$c_7MqV7-l#5Wi1u?<}4iFhJ-K0%UPCPzR?Oh@aIomNz1mt9Q-wgz^+XuR4l0X@>_T}JQ2 z3nr)U(7*wfpr+{p{QGJw{`!%OFu5{@*x={zh5$sJhgYZSx!%*Ngh1g4o*660K{0T} zdQ$BmcRs*rM(KjS6kwU=OJ-tr4dRlIIJ~oA>*K2+3ZN+*9}v|o-JI*m?4$^+P;VKS z#3+-^%%j7t#gji%aETC;;Bf+c7CUmRwPFMf!rXVxu$rh#VtXGG`BWrE6-DL_r7bRa z6nXBBZjXumB-N@^A52P?7<=1QapG3@@1aP8D~zgi_@Wke8nvp!cWn6QlzLaH{>hZ> zl|X6Uo*6S@=;5OmxM8kh(5oyA*Lp_cfD=k@W^&!)x)Xq^SUVbl{tUNk$Evpnn&eJ_ zW(d#$3LVwBo6(1x|J&x9oBl7Km(-Ec0C#+xl|Q&FdM^Qqn#-P^HIG(#pG0N~&pmzl z6Ff4DUpdVghLs}NyY=Hi`Yp5K{1-@LO+>KE5vYi%`s|f9rhRb96AT)|g^JF|jlD~F z8s{@|S>ih`2Y2EL!5hYbRf%M@R-+n!<8n4_Z%T&V+ zY9*$^ z&a+&g2#P~+)UKI*&c!i6AzY)@s6-}f9%!ADWsYViyt}5Np~s$PuJS|OdoDEMLB#RPtVF!xwwqt2J`ier@W@5O%eh**%2X8cT)@+d){$+Uhlm%o z=?#nTJJ$6N#IuHyg6sQPdf`IG)YPj@kA8wTHH9IV@D+_0#5zf>>Ms1pd)lF~6b9rZ z_QS%k6WCmfALas#skmyw-Fo zsm0V3>)`Ei^2Ll5bj8kD4Oq{w9Z#GrS6S^Je0PO^%hAEDO0a>`dO(nIOl>Mg;T*`~ zE+9ccbF!@+Ov_AaIWoKs1QMac>NRzG~V9g=XOk)1A1nF9xQcT-n#7$c|DGW-s z+3yXSf@Aa;kdS3T=@h2%L%ZU4cg68!0ntTnFYFm|2`b3>7k7)C>?s>-o8m zsSTHu<FdWuiFAA>g{?p*2x_~hIFr7!glyL_4U3>$QCO%@TNETWsSSy-lFDMXb? zh%JDN3U9&UpFsKqIzymIJMa{%@G%OJC_25(LcQIv`H=nF46;L{@qM+SafA>7Jd)o5 z_cr6|BLmZvR9iLmcQYk8ChL5ltdNxH za$@%~O)#YvG2^hdFGzpx0(?B14OG+qqTuk~&=~D`fy4GeBEmttI|DMeCy_fw85FjV zB&ds#Q%oRl&fwlFGz_%imLLxi9Ztb;)rO+!6O&WuZgc;~Vqpyu@``8UImiGDYN#YR zU+O&cX0H5j%4VO< z@=Sp_IOk;{M5MDZq}NZ35qo<09^z#03W9qtSUHXFg76HJ;VPRE=Ea&&y2;&}{h^aH zfeiT#?kv(*fx4UVLDzEkO6B(z9M6VC-U=KolU03DU!1~V6Oi%RHr@IZrMPcAEqQ$= zOn08zv9|xc4Uv)f&yuXgqKsrBszjTXIsPOd=pOdt`vWT3gF3p^Zx(fcAgV)1@`sL$ z8-uH6=0pR0SrHG5sx~COnIAbK#hOhgF$O-~2uCdbCN{YDJ@&c^mh#WTJ20L=-Huxo z!4iX&h$kxaI(nvo+5@pWw#Oxy5Z?8yWOca><}$dR3I5k@&teZD8Y_>qz=u3GJCXt` z<;oP^&wQQdj!*zhhk|nP=3?EppsG!Z#Z6y)8aox}y`f{#;>A^#^5XVee^Jg_azsYM zcOz$_uZ~|Ed2IWX4Or#*Zi01RFEZs5ZP z=k-ug%(_%mw7B|{s%2Y1k9qPcP!U0>GtGb$4M%W3^LU%0{njBc4kV;HO@SVD zTb#%h)uC!c;$_+CnqR!+J{CH?hp~GI7AJ==tah8^`bu-L=q2#5*Oc1PHY?TqCv(+>8nAW-@|&JLFaVx z@l-3_%XTlu4yThs@+zuo4OTL}ybj~3UCHCmpTl(Et3*2wOY-bm5qUXpmpd5!Z2bkN zTHr$XpBMzz|A9eZWMyFdf9?SzJ_83c^Z!>7{yT%fNYBB_^1oydn%Z5IQ?@@qA;X=+ zf`>|k6gi7JJFS4TY+1Kq7IGHE-Q0+_7w{KgfDjekK64(qJZHLpcl!OOy&Y@X|GHJD z0it9iQWn;gcQc3&?7&WqO$-e{#V4tOZg4m;RrpWoSo_QRze-b6Ux_O#7s%q{uPyAz zLjM7~2Wsm>1rR}^Cq_c-9~cM{28{<<56H%sRr0R~=f?#BtMFj=R|jnB^Yc&aW=fw& zKZAA%x|*W7=68-qR`3FcBa?E1y1T`+j*jl7`kp~G02%|3sk+|IuBHLx=Th>APU1%5 z@85wjYyz3v*aVCgK;{3x6aq{UsJt4AngXbJ1$hNk`2vFgWMv0C`x@7GR#aIdWySYTIaou`9h(^dd6~dh?uP(4Z${wVn zW6Rg}i(i|9P&(j`d{9v)$NJ{aA^^V?AQ;yjBU5L4J441l*FNJaXDS2R`e(n?)ZiT2 zzR|4#jGs4$pEb`f*rA>&WDKGO;JdQ#mIrW5Bh&vXTc9_I`0Dq#DMTDXB5PC@EbPJ`F)l#Rxe#1~-?ehgUeKtF*q`9p8NKB}CNtzfY;b4p_x~ z1%NshAGw(kxv{w+sLn<7ohmnlSb(&)GamHrH@dMgvok$&`D?=3*u=#0S>0J41>D$? zQ(Ooou6ecF50A8fm&Nf1S|89K8xY?O3F>5b`X?i0*K}pqH2e>*F6;{|08?HJ)7a<& zG{`&ugCkf+Ab>s@T72BO@&t}*3tL~Fx)I*nhGG%#QSCpv30Ti`(JaX!-L-MB;;V^f0D z*yCFxsJ^iet)<@wfsy&44cMbAX#K;lQP9BfJ3eoMiC>sm{CxmSUu4C5TN9Ij z`>4M*pXi1l^ikh~+5n~s{NUOAHLlOq#Sg-K|N|0Uk6Bs|N^$SW+ z+4>G8m}>V4-XJ*kT|NaU(Hu1Os^>d)as3+~K)m^zhSh)`#%C+e0FHlj)(V*MjS!ym zysKLJyAXpjumN~vZ1F2*8qoq+QT;^Zxczs3(@7!bm( z#ranWuYubPE3a`_j|89k$Ns=y9#o4x;Ag{bEV0k_#gByFvh53lRD9NtR?iH{tF+f8 zApGV7E%@x@1-vH=+2t2Xu*36<07Bv!gyXyN*e{ntviElJ-`!IxU)WTy9`jFsg+7^= zReVV?#SzJ6ExZT*+W3M_8mQw!qu^D1?eC||Z!f0&cYD##1S&$k+pD2**cBQPmNBq8 z2R;*U!r$%F-hWnv%jvJvB){z7?_e*THo%`FSVjR&-8!~?s1`{ZNSbF9x^!AEnc+ca z#d}eHDNedV*+{irHjciVMpPC0n(0STE5+lb=JJL) z);YDESDMVWJM~zwBv1X4uS7o$G>+|jY1tlEhEHo#EpIFcexEDx|r~$SKpAp zP}H`pAc*Mg%DT{`K{ZcvCNynf%W{u)ouaUVI?|xRr;ByQOf}No@LUvtvE$2`Bav22;=JWypNUn0fde^ z@()2MDrMKPBp-}jM8;7rN>_(@@UkicjSERrm{Raz<@65v)}}yz4t*2>S)&HEB36KT zf7o_$*yCvF_As7D_*VWkx@mfHJr`M?eY(~5DU(`8eqi#L>vrqB-5}@3g@%~Wh5_r) zOQiJhak#|>p9h*sm$G2DU_qM5%DGQ_rM7Nq*hCyc9f21Zc$k3>p)CJ)(V=5eeoIU5 z+4nm}T2i;kx6tqn9)+m@15+)G9^##q{BYJk07$Af-y^iAKA3_0sX_{$%rb397tFf(n15Q+PhTR4 zkti3GD1X`iU7VB(?uMrOduv=kM4^EA1I2Or(EM}{^sv!O zBK;erCZgmzWs(3GC;GWo+9lhE`5WuF>YpWpYcLNrRtSRm5YktT)c6qc9cm2L(9>>X zSF6m;0~4jfu?SJXDq(GL(sYxcwb$Kk|I@|8Y!2Z!XWXtHS;LY@7>FsyEEQ>D@&q-xd3nxg}wNh`14 zbaE+g{y~}?Jw|5q<_8`x#Gf*=vk4SVd=6Qv!tB|7jMS^Nsn)sgJ9#+#!BG?*haoP@ z$Ayhak1FY!Ih0IPYKhJ_5vWcLF3rZj9(z^MUG=QnPA?dMm~rxzDof zk->nh<3*HvsxFr^MOUY)WlVtBY+OWbtZcm8Yf;fJ?1)^0bw5vtea~+xYbU3e<6H$w z-_ny0o^>HvSiB=)b-FG)t84dY$tS6&=ebOn2cFzcD@z}^;xfu{tN&ixAv&L;6OA!$ z5x$$GEC_UkK>RffpIma+6W{!NTyK&CqVnHhAG#LU4;#TVZH10dWpq!F5^_-nt33@b z;tL-_^zxHb;GAV9I$+qc73tZi&FKM3p4r__;jBZ)HmHlp3AKXZE6AYmePMBb!^R7i zZpo>lqOm=t5?6yyQp`e6yi&!z;Efw7ZC3U!%+*MTAzD9eaN%rN{wzqZ{)bVIX)ycL zb9}71QamJRRpv~?O$#0g^FgWPQWh6Xs*zIbcK{0I@#OEpV$NC-IpMUS_^vTME}i;d z4GMv(xoRd`~ZzviYCsPZ_!{T-R!Mygg%0CN~`M(b5+;nOGa>t8IPqW4U;?McrPt1IJW_tJxd zLrf|21yCHKCD^UA!_g$DYd2z#;>npaQu^C*=x+*MJYV_|o@s!LZdANiY9VS(g9lb_ z6WV6>`MC>$RkWrI9ZzFN3qPZfkk-xUG?h$aN}cx$YW04TrFe2LHOOC6;6*Dp0xedx zGYZh|*}AW1_(SyW7^^K%UALiWs_^1V^)?)hzD5wXDCQ1=f>kj0^kh;LdqMAy8C$Y& z;U;kUPfL8HPQo^6D@%n23aQ<0V2vl)5ITKBv)*seB!;pt&oDw^D2`t-4gVt1am7?r z8pYXfbD%a@qb@s)XuX4;`tDtVVd~4T?Gc&uRX@`vQ7{j1(SL9#;F4X1&J`VgXGr}% zY*v7sK&&V1sC~l52??TTMP80DO8f!cwMxHuO*C$)rx=xDB71wRA9W5x#W}gJ7!~0v zCLX@BovyH+C>vN$?BN~Bg>3nxmulFxJ}aTT`@ztd3K~R{O7nY7}+fowPUCUML2Z=;Z~8OZbjC#*HsDRkUJdQ9rjNYCrM2 zsIAg65wnZK$8o0-q{I)o$xTF4=J}+?0kKAXe+wtl0+eGPj9^3O3!3A1*>-_(%k6 z(K}3OV{k@@;@#|i)q!KqTuqavZUAqay*z0Ylq$>mXEWD5 z&_fsUa%o6`a!kY%*_PjI_>LZY^Wx#+`Cg`XiGm%8b0lR|vrCvR+doNXUk$Xx;u&O^ zf=`_4a;bn<+xf2C^D)7kl=6uxjoZ>hNrISiRD2Fa*)p+jv0nvO^caGCzSaEPj3bHp zh#n2a$9BuR`Ol|0DV5CI`)E!i06@1m&|pmWjLUtN>6SPNqESZ!nOGS6PwDk|1I4g# zIng}UkdyPO9$E$V#3i)C?aC-GCaL03+AYn5CWWgSR|K6-TXvw5-?*Pcpo?;i|Ndb- zmZfBPopTp-|BA0zRIjkwx|Y_yhRKhwiMib^ui*+2;c3cY$J8O}*v{U-n9)2*aemLd zWQ_kwWjcfP*Giob4`=O5n73v(Zw?(HxG(WJB&vXSJJiFFHPO%z0UH)?RN!lE7h<&2 zK3X^K5nOR#^4Z_5RuJ|`5)Zi<#Ys1HDN{@5(U%6_JeFc@Lkc91U-}64i*%8WPr&Db z_eeCkW6&78x*ZHLmc{@|j*!YyqtTkU0x~e2%-bjgGi%=PGY)@y~sM&YbLw+ z&j2@~bfb*2LrMo}aoe~xIW?5J3jM>=IqOAuN=%t^;78o;PtO8Y|34wpF~jKbVlS~z zWbctBHCFP=Y8#vn^oq@yro#Aq0GvHgUxwGU%|k2!0{r_i?MNHH$6z@VH98#(ZfTEb z+Dyg5j#0ZREpd6#hUftkgV^7^_N<#p5bPW~vSfPdzmn6XcQ&|-mvmz#>cCvu^X9{q zAU5Ej3A)hHT>*IAfv2rG7h2GHp7WWQ9*E^)>)D)M5CiRg&tjaHk>F{4U(!w_QWkoi z#{;Z!s!rDD-g70JQ{|XI>;~M`?aZ9Y=d7AClWia4JRucv!#&NJ_a&bZ{Z&D&K0U3q6qsxqM-g44dzrZyt^qS<_!4o10c8r6{ z2r$Vz1Br0uo7oQ`d83sx7^e%Kv4vZZ1V>+jk+6{9i$A3wcuK#1v*Qj177x5XOK0> z8am1hd`pEd7nRFxXPH=wsPOy@-Qh%rzt(6?9MxU&TeS7MDa)UAf_NVF*r>|~IPQ8< z(-DvI;O;zFM*+Q$(UJKN4qW@=$EVD+%$d}M8xi%2%+bwRO2eO^S^yEwMAmj3hlV(< zgk4v{W_y|v+cC^-7`x@6qQz3~!D^W@5TxqPXJyx^wXOLwDXLm>Ext6GGxBT^t7K zxfo1(f+x+W3u0>cgCgU~Yk?X472OteywpW4qgM~Hn% z@yQlbWddF+^w?lvnkKIr8Zo>4!Q#|h2?EtKAsW?UJxoRH*s*TaR`CGBetN8154af? z`nDmn90Hu>KRc*74548mnC+86+nfd7t3dUb-4JN6s?!jWq7VSdBJ*FbXon*t4S)*k1?G#OdQGb}+j#-L$GH980AwV+;b``u;IlL66 zQQOk?ISU`G^IJ+-s9uu&xTzQ41q-QRI%Uom4?~3>8sMT3^)O7JA`BsG?hXW#Wbyvx#+T#5SN6&LU|m~*2?f0rBf>Q3 zdX@`3W;g>lTf-an-YIH(6x;;=nde7qXH3$$U?%peI@0C23q`~+lP%Y$VsVYE%rgII z5mGOysGWPvaaUQ?{X?RukNOpd8H{qqM*84pOU-b3tqVnWb|zz+$@;m(K7S6HgYrlrdl*)2aZpOs9Kn}b$NYTYcJ$a zRLxJe*@st}K0UXWXMq@I*ZZg7>%*8#J70ta`^E&+r{fV3y>F#J+ab%<8oA?Z+;aZ2 zQTpdRUaUOSCr+4m$qIT{b~^T8K?z9+jBjd|;QVO#7OI2ExJxGb0n!PkBQ~sIf=qQL z?h@srg%ScpWU3v7tKIFHCplNbsVQtu!m$_4=HQZDHHACNJ2jQ|hB@uEo+y2yd+jON z1I~yu5F0Mr)@FcEJgtJ>n;Xy)VPYZ&5oV0lCzEW)hv%f9l{9TmL4gF|dXBo@l5rww z*Sf5Fv-r!X+vD~yZnbea<0!;{(dl*$ ziWW6@kI(38cf5-Hy=&bd@_dh6!8~OKu*!^9^e(5KPd99`U_-DN1Fu?Pj~5N*0Vv}% zgzqY`5;{s-qE-mg$=aEe$$^5Q;SG~S2H9tsqj>1Ue4^y`x~@0T*S=%E3WC*XIGa<7 z>ML_NVL;;3r^@TfC`{>X>p$D45Wv;NvN43wF6wfG>u{}E5Bj^tF#5)8b?5nJG%$Ik zJk0@cIBS{88~8ga5$mNg!GRKC^I zMt4zl&RM%olxS=o&6bu<*cS|}P~2jA>iQjf_;`J{$d*(NJO0&-x_t)Yx4}Rd&gjU} zw85fUwR)c0WNrp|AIDqDW1MmpexbVZ8tVu&W4MumUM?K*7xSR5YftFmFk3(JwIf-#cx_k@;kE4s6{K zq}%QtL`2B2_|$!#<^lTbO>dM6-YjJzNzU1PfmP@`EOYW+8z{C`oqJ>ftwZM$v!yGjE)OB3VyuAbhObjYh~sS>@~HP$}F$VF&Tm6a{iRT2fR zQ6GDOXPBnV3*FXcV9NbUuSOE~-;IPg18> zx};XJ#PS2zcq{5Tf1?iC^rZYw+xL?RRt!^%+J^RXUql+03KE-TFxFM(tpx{d8ehScIFFc6I>iT&e2nr@^cc9RS%n^$viJ9A$pqu69sT*$c#uZoMX zX2^uOl4-sAT7}wAnJ=uY8{uVRu+S>BwqS$x;&4B-%;mLFa{bg!QOO)%{%b+?E z7VAD}{9!K~3{0}H@XBuoC* zdX0Z-s6>m9$SLK1qM?ql$15JAaGLi``Z~&k2G|-Y3%pCd%VW^J2&%cqa-a1o*H8q4 zAUrdAj3i-6Z~+WdeTLG07xZGv$76}8GsW@(;Kudg*+_qeu^a+Lb_YEiwM)>-#qrq* zCO!&f_jlMpxpL<0jf19+LpYb)+Av;bt;|L5`uKC+AvK;jAA8{>I39d_Iaqf6ePSyP*M&Ad`{ev&&oTE^|H`cWnMFQq_i{pVp6fqPA zR!{;-I-A~1$BUX^k`j6I0c#iRz_m zBXESEL2ei%wMnlcfqkt~ba~BkGS|C`W}Dk{!I3F@j%O;4M7_COs{OsalN==ZHw$(Y z7l@m(brbI*-$tx=ZEONgE^QrdD^-4if9cjiACF!*^S@vy?9?oUOX0OfVG`Sf1!ro3 zbehgeGN4<-8e|38M3b4d3+k`-bXjfIP#j;P^=Dyx*^7`Sdzg1S3@=;$bw^5Tqo4+| zk+~BdDT0-ItE{P~f(bEEGcZWkyV=y*e+Ri{1927hHV)*!d3POxZvASD^rlF6VHTY% zpbP7)6Vt*Hw{@J}z;yGFAXGA(6cz&P=kJXn}#zZ(dV%N$!akV;2Y{5<4H^eW6{e2 zYiQ@}rHNf=_$X=wrK8fgvOH13*dH<|7HOmPY&|Tg8%xOw;9+$E`hLzhL7nyaorFI^ zQyyG<1}GX(CKaTm*Xm{E)LszBftZozcNY9*>YRp8}-bVaHw*dhAt zx$D6suo?&lQK5I(U6T%mt2r_PT5OR3Cn;C2IHya#B1XJL0Ph!d(=6%HDlk=AMsYI8 zSbn%vOz6Np6^mC3)D{7{y7_*&JE_cC>FP~17V%j!i3&tB6yfxzmjM#T@tvYnUIv)v zLs)VDluO=gm3e2iP>K0G@#E4QGow{J%EwCm4spF0)Dr00v+AGlYV(xdZf|10RI>bV zuTohxm4a-o!x$0hV8NH2)}eQzn$iKZ)CL81wM(-fndQhgyVS@N%7nKsgBeZ9lXMho z8^fP1X8ET!TQ;9X+rv z-+=jL!^sz-g|n*W1}z4~Dw;N72?Q7{oZ%QX1u;j`k}vsY@;?e z!vnQce1{x@Mx@Kq#Td7$#?D(+$UX!boMMcnSij2jplbf?GIwo_7woQ{L;ml#2{tUh z7CHS?zTBojUo+6%l>eZ;TVr~8YImr%hq5-xCfw|n@M^L3x{KYXB)E)9z2N0 z)GKD*n?o?Y}jqkv+c`=)6^Rr?eUJ_%b<${uqK(U9D1y z0L=aV9RSWqx3H*-@_IY_sUi|hciRg7GULQUbdfkYgEPqL`5dYQF0*313Q~+-(Dqh4 zzOCuI0(DgK{Jdy)H2atM7Q7@xU4@V{k#juO9-TzxD_xY)M_)cO=r`7>(@iAvwZ_d1 z)uuAGfo={p^rH-p(PqN7(_E#tW{%>D;zl7b^tVOD9Vowvr~$?d>h)aS>6_J>FW z*H@a#pENeLnJxquEbPu+Z}dKA5MqU+V7U|LBAAE((Nnj|bha=QGfK`~O&kFzxl;9v zQFFMV3r`vZ6>%S>Gj=Jnhp3$~@7(WDk#@(CM`W`8g3nls|4oxV{Vv0Efu(~J=*cy5 zUC2La@+lbB=P!+>2WuHWuj!4h|IS8(=-AZY>)UCVwd*Oc6FE9kqU&>qMzh0+qzhS@ z0dXAmwA$)VFwj(@OCFL)H-RU)W`M4=7Y)klc{TzWDPT}!+}?Zg1*U-%Jz$CXevLZxn!)y>WX&`%5k*ZrtZ;eytp4y;-9^`SQ7VDu( z83ZS1YPKxG87ld-=mO1`@npRq&x>3A++jp{E~crV$z9hT#cgy?x_}e0!Y$ft@Sw+Y zpdIzZ&>Lhd8RLa(AsFrf*|As~Q)^-s!W@u3d!2QiJql3p3Y;~bcVgGyu~Kf~YEVRb zZo6Exjf4jrJA*&|h0|%?^532B3)=nHjU!dzB&$zw8>Q{ERL7b;1#DLgh6i?Ak`}C( zo$Lq2Vrld(Pg****jrH9?ZCzOe#PAg$jn%&w&=euTs@lg4^%49)sxrcBL)EX$X+QG%OjD})xa_am@WA9EO2@T?r-8Iv750gG{~l`vV;!X31XM^9?!Ps$UCEYMQV>eJ*>4xjULRUbyr%tDmP+SbW*#N|)1j{e|!Xd>1KjF#pIr_&VYa~}A+aw3LZsJ>EwWOf0d zT(RdThlZC|BPV|me=hmIN?!qs-t3b`s)5;JL|iUk2Cr-Zw>o4M1x>0=B{FasO5O&~ z2s_t=uluO|X0mGHK8Y)PO`phL8%JsLcjMz0@1iih=SJbennSnU{4>09&3p8I-RbwZ{k2o;m; z0p$7qeNUAsm6Biim$|Bga~0OwiBGU{9!0dGCtlj`7>Kx&pF>IV96t zPpk*DhXeBoewcZpxY8=`dJ(!3+qjxqKhPTA3V{rgoij&rwJvix+;9}jJ z_j#h3P=544z#=P;RvbYEoKS`4V9XybJCGuUJ>KNN+_Khq1Prvm3|Io9F@rzCFUjrZ zRd!bS9S%JKc0n%TT^Be7>V6Ll>-T3I9gIwcs^?@>&<|CICr)1}q`Vv8l-|YQ^-z=G zapSbs4O=iwBVQPCX9|CH8BHSls74X!51XuCGs-AKhVI06Xo#m2`daKY@MLRB!QCsb zm_GYDd!d8ooX3h|nWrgPkT@Lf$-e=!f04^PB~YgtIEIdof;~d;;9n!^>Ij)mwd|uP z+0IHhdBv?MPRBdg+N{K$MJT^J4{^1r6;~}PbWlhjcx)e*BS_Bzfr{8cWTARyC>A6P zwmx#Z<*Gvd$%Ow)8NN0F5)a+fqgq+98RyQt4%HVIpiV?pZOlvGK{KobI*+0cYajbc ziayGZl&tLt`7jMms?cR!U^41lz(JGF1lrwShB+~ZMYl_csIUl`O!99WYHzw(ArP}W zxEJ)*$v?3M-HuYxpT1&Pnlv%DgAMO1L@JvoaHn+ymIjmT?BOAg9i){a+s7G+WZu}V z*@+gcSMBolyaWmPB&?$~0gXw1NIgSR*^COaSCYryDRJ{GCrsyYozW)ZMAOfnPKM9o zOb=T@wvOI`JvLj4WeQ~=cpHVVbnutO;10WRytxYd@k!9xJ!9>h>cZ8{m5r+j4wM&bThKefjO-z zlQ*cKq1=;`y~$e-&h|jkoBONb0JIO)6kUXVR|1bxv-jV=(QiP5219H+d|)~%ee8#^%uNT08Y+o;%! zJ#GBgs|}yR(Bks+V(lJeO?G#0LC~gi2OXyebA+ivO?9+=_=~BOKYfr&IY&VBCBeMi z6J(43szA*YG*8EpuGxA$jv`Z0Dar$nxXTe<1^cUEDWnjd14rF+=J}_Jxa`?^4)n&L z_atElTj>Yij+-WSMK^B%TSZwyvScT%T{4&csXo1`fgL@6zCzI#1Tnu^*$Tio)Aa%$5 zFydUy;~ig4Ct;W}G){z+7EH3d?oWPg>~soX7mc*(vd}Yr1$C-$d4`H*lc@>K;|Q8z zm~k@meW2tHB6X6yX=Dk7aiN~L6hZsCjW^Pj+_JOn7|xaob)VlpQiXvFXvi|0ny1yI zC%Bj@Hhz;h1hs^EK(XZ8#ms?e$iV4hPvn0sDNatddzrL3xQR+(GVnEG?|CcV949>b z#+5S^J0>14`Uae{z;6-q_4X|3?DwHsP-y)1zKqqSJ6PMQj9PV9z%EE>f9&5JwhI&- z$ENAWlcK;-?c_LscNL!`iDW5m+{(b6M8~y@ZoL3Zg!Wc$Z zJDRscc7=B-#>q9+lg!d$pbxBACaZ$2!|byXXJ`eY6R+%vZN50Rsn-v}g^bdJ3WJSr zscQbphrJNQ2@Xa7k=zuo4uoaLW@QyRB0pk9)tfrf=`VS9u0pKMl(yrbJ9X-ihs6uy zv|OVIpm`BfT+IyXH$Q8i@^@sz*Bf0a8KadUW~&ZMh)bBxc%V4Rn5aosUs{bh-l>mB zDP<~-DR)dhK`xad<_%&mhXsIw$24;A{T?McyQYZ4royzuCkL$T4NPl95Bof6BXpSy z@H!K0tb2rGZ`jZzIl_%oRMo5gi>(l9rsavIyi+}Mg)-g%mMSpeiKTmre5amN+9m)} z{2HDUBd#Gjt2Gm?S-l|?Bl4wU4X#0fzdDAF-4cb@608c_#wL8Ym3U5lkts#4noj!f z%<__A9AuE=sF_{@v}I?v&?&YI9VLZo3!0`p8N8_Rh{(F*k_L+U$}AAcY$0>)7?o3V zS)OqN$(9RA>sQC5jFUL)F1*iW>=k6}=XvD^38~8Z>r4M@{f}_ZS>cac|QW96f z_!zJa&$02YePUNigrwc-iAxYrijx}K^d6#;GqT^lDzI!?2ei{nhKqBbwHQPDd?4*RG%f8ek1uJ?eFGPzvJuliOhVZ3?cE3a z-c7VuAyVBHhQr6F_cO<2FVRaM$fZ13kdmRW;Fe?Dc~<_#_`TWdJ;N(c#_;OBseGyL z{v%&?d?h zk0Bkhgk}3Ba(&svD9B&W%h(jAjKS=Tr@Ajt$)MdT-2vqNLiU{+MZ=E0XS= zn*2m3=fbRim?O~`Dsx1d55w6rmb}=01&GqSI1>O1;ksyeqDTI6PuAk`S89Vep`QnRzfKsY&`g6Wi@&d4jj z=HYh=*ifjt@wW!&VKd(kaS6CmL|)d~GBNl{O;OCXanADz&4ytkPGkrhPfrP?Rv(&)A9SpWLosUxR+yjE}`k> zS!X+UE|k;imfiQYLcrQa1+YWb;Axl;7vGzEYxzdh=Y^bekH-EOFvSlKXRY>U@#M~h zsQUF-V6bZYHGP|QyE8%CXL5=7v9jqCebt)UtITaeS{1*0fME^7$QK7LcTrDm;u|yn zDmF6BH3=AziDf>E>$9#H23@?fHZRf4XyM(023?V~(KbI3}9n{e4ygD>m_j4jyj?ntpBZHvD&;dGB=h*5BceV`$wk_9jbUcvU4ssQT#}RA_aluh6c*?E2Lo@o3 zrRT_pCznFnQB=I6<&Sr0=k3+5mt>-wTq$loq^cO&H_7_Y+4C`+?JV@IF$ln%cX9aY7P=<8dfnDoO+CmuKHvTY2l9r zGlQobx~(<~33^q8_x>geA2Rm3+#|Eff`SFyziE+i()r=>!CC?!sG376>zXheU$x1P z3B3Ebn&$IXBYs@31`GSX&JWSE?!uU<7ZEqy`a9;dUzqgNov9fExVPyyj;3by+U49~ z=MD~fC%ty*fwd;Bx|73dU-$hS)I5(z$o;W-hQLlj&hKZ3^2D9d8Egnf=j)^yXR)!5 zowmbPImbn#C!VueM#salhOhI zNhpH51p^C;A4pXdJ^`32>o(v%;f{po@X7d~IM*%Zsboaz$xN>OLUBDo7Npg2~ z8@{I;_3Af=^<|biSV5KMhcm|%;H6SxA<7aOfmz3uO6cCxRK5e_WT8Zrth2fzu%ovK zV3elXQR5Tl9lgY#fqlWbvA_VeSX<&GI#A-^! zzEO19PjE41YP5c3Bgs#0;wf!?CP@V`j!`0Me+PlUP)(bI`-{7opsdzO`a8;wBB3F6 zJJimX7!>y}_dQ-Q*E{=9M+IDEPG8p-iWcpJodjXljN7?-^S;1bB3*!hO105-z!JEr zee_n~YaXleR#w~c+q%*9wmgJl@9y++`eMr{kD4zq90-w>qi|H}(wFi|>GLr!Yn3)xlkeaY2;wQ<7k-SI46Coo7Pd%1d2pz7IIH)O*m>_pebuaKN&6h_I=9N_#oS`S$dp#3uLWN zYLN%<(KA$_6A%Qc%kL)Tg3NPTyg=zK03tvT1p(#Ig-0ni`I&Ege96YXZuAW%`!7qG zN-q8UOpCI`K$R&3-b9Mt+I6rS8PqJvJ$P5OpUD>hzvSdUevI6v<%FVDG#s`^*9Fnn~_Gp968_cB161o0eZT zx+GR&#~X}zYu<1JZI|R*72T4(uCMCW1}}%&&mTY#?5rp|kG$v9F+=$^VD0_Nb5+QH zJ`B)^xedHoz0Gz!@bztXc;kO)6ud9}KrDTJSM-h_I1#q*>NH|E@rbT-`-~yiyEI{o z;;xT5%RKG#9?Zj;dFSyaSn>MVui9J{u;f2mmmhg^I}vASpmSWX|JxY#$`2+*ezq#c z0c|Q-HkoQSBued#aD7*rDCMa;*|X&VbJyN+Lnho?g$Zr2HnvCHld9xsRDIi=;Xe8&N0zVF;XxEJ#C1|C4_piN|7>pLDwq0o_w39z;R{?c(8F+SP zBrMDR>5J$<216I~1n&h&0{K%~2E1=q!kK+3z#Yc<$AG2<@l*17Z8}-Pos`tXulJq}x!J^H z`(g{@itlD9;nNUNhjShd@Rva`afqXM_x5uW)eq;!%M*FW<6KnYJzd=vl`1(w!1b^pTt^n}0hxnfcis*N53s3^KV`wpdM_8dqHO zn(YoP$H;nxfqwmi&0)=odG?CkYOz;7tL z?St@|c$_XknZaJIm!_s_GC|N58QH00J$s*8o{(?I0<8o6c1v*8P(UIrXe8{7wMOuS`WEkIlt?MFFdqZ02OL=h(S6J6a=9>jd@d;p5L7 z;{gkS?cT?Tz3p5inl}&Gi75x25(GWw{lSp(uKS*`svqtRdPLe6Ci z%&Nin824rHFMIGXg(lHM&{}>G(iw3}>t~w8JqA_?yTT}F?q%?W@$1yGnF$+xpGrD0 zZP|?0#9A)^Qv=yOYVzY0 zibKoO5GJ8t4)e@R!BUZR387}J96NM;yfD&856Y(2ur2}TcoH9|34)4K|B96dw+P`# zzgM6P78c3NY2>{CNLNHemQ_1x>Q$_*nxX7GU7q5g>cr;_-cvIg>RdzkwgQ=6>bnn@bYkI8ffJ z8>)}WgU1?FpW$bL+tRG2Wf^4WWQA19oNCEPFNJ@5Xg=05A%gmSLY(FC5KLccoecOw z>X4Zs{BEKYF>P(afhfQnjO#OZ(BZvWXqc3(8`C!ICZEqdfAx3`#xLssC$!J0p#iO$ zVnm;_4Tw3=)R6T1?%#71uHKFCg)Cn-oPkyK)Ke}!Z>N!d&mBjWyqs=<9Oh#+nv6!a z^c6PT@L+EHNO)*j8ggHVKIFRu$=vza1{fifpAYqwbY~Lse~-Xf2wq^MDA_E%AE>NQ zw3hWV$Ai?tWPO)_lGF!kshpL8NM%_sE`bd<43JWjjGlrCWY=(Ij^NPVg7l zkm}yxMf{C(eloo%6qnG%euS5u^fBiduA`CUjBsrgDv+pyc5} zG|8qvZcA;*yT*`r<2}APmE=rq7WJB}^VdjaD|x24sK=J21#Ng0!9hyuzy0&5f$VdR z|K@51UPVQa;bhvCDOV6GSej9vTa3tRr^{OOnMn9h#N{;GV9w;wAJs%qHNAoeA*#ka19zDClHb1xbthx-J6@-WU4COPCk>5K$I^?ImBg{OmKd71;*5}7szJsSGMGR8I4 z|L}(6IoVmzhM+o!F`>PCT>}di{CqosWUumRG1E~?A9&9m^ghRHS|jh5W`>>PeS~BQ z%Fo2`c8V|$QY@WI?G1rWtVGI4l|7u4RkA59t33W-$v(c!bc4kf0?2amRN`q%0h7pB#GC9oMhcBq^ z;kj~0zmA8U>f7QX(~KzNS#3EI1`EIGlf{b0IZH?8Lex{+PVn{QJHHOJ3!q~EAqEaV zmJ?)2JOWacGD1WdikUY+p%XPi)tN0HrvjwbT*_{^qWN^Tlx(0@Px}KK2w-~yDSzCB zlK=Rx48k!5#o#R1*~eCgZq^B}K$x+w9eslu^KRU{NZb`*QfHb2R!LaLkLbgCm|^ZV zrf^Wb3oH$6;~Amxj}PmaiHEz#whsIp{SrjuRG>(%pPz5n>Ri{EdSf}NTYje{p$9Tk z+})OxlGhvY5AOzNU&2XAnUx}0GeClgmD%CX zY@g~7k4FH$vgd+&wcB)DH(aWbZDp(LDWPq8y9+)=ZU`zfe;kJ}XN72)5iExNV6M|_ zS@p_wUV`)8h)E3oCu}TeW(GQFEY|=U)v{!}-2D-ujOf!4km1cPg3 z&o**txwC1PHq6T0$U&ZT(@CnpqK9VW2~LqRqEG!{a~4pkOFhw zyoOi*G)N7OfP9dp26+_&s}*f?(ALK5{u7cJ;~n-K0!H_GFAZS~)>5tFo>0+!Wy_^i zmwNBT4M^e;>K0kM{97e(9VX|WN23sBdEjSJ8Wo}bFzV;3J#>h4c-2BD>hgIon_e-x zAod(*sIf=iJon&(o>H)=fZI9a8r#eP3Q3U2n#OJh%?tin{#j^&7wr~bOb`hZ8otTo@wo;9;|%EeTR zbvgi$wMwzdWXDGOf=~*FQU5KhJR68cc5|XX1^BR^I!?M{nkN&0xhI6o4iOJHlQ(1C&dScP_Wm6?Z zRe5L1Cn?YAW5a{ke#(LKy>=6PIVxK?!GGI$tE#Cm5B&JL%$C9-MC}wB>G6_U3+KlY zl$1!VRDdX#i&DoO2p9*dvR1;uwsNX7_&k0m+&e9PD|7Jnk8Lx5V z`Zef7asgnsOQdsn4vy(EWWJX-%l;@D0S{4g9@EvfmejV^P%=25 zZiI*sK(G5KkY}O-1@pBZH`#C{a>vI$Py5}o1cR6R)FR!W>3`Gr`r5nn9LQw;K+sZT z#v)}sen+@iB)F2j9BWnHRT)8d%fJV1{4-?rm8NY#!&rTu-5XK7SDy~MV1@bjZ`&a6 z9^HKQ@~a-DklzDI;9b#vtsdNoBt6iWCXljN*&C0dau_CgV-iLD>o=Eh3 zs{_}Q?rnV6a%8IX!RZjM^t*WgfLSruV3AM?{}VgTwFd;cT$s!|!91D8%^#7@ zGr&z&#MNY4sC+oqRBEFwZ%L?W3R9|CTp$F#teaDfe6F=tfHHj4h(yT@(` zL$S9t^b?crx=)6D3MTp@J2QCoKaGqQG~cw@D7?|mBb{-p12x?bJ69na=80Mp$}OcA zGaSXx2_d4Yb*1esVXTVHSo*B(l;yBV6znN@X&(M2mf`;WwX?VTn;%Fri73ZtR9c<( zio;X=)q#qCO1&`tFgq!^LbFUC;7@^CfIj$=F$?wMhI_-%#{rx(0A5I1a){y|frYwJlz@YLpg6T2F_R={u3MZpcaRu^yXTc!_q^czI4Wq-(~7GtSk1^p>n5IioLXagcki%MNY;n;g-2Bhr-J( za@xp4(g7G~PbAbAqI3S@;?XDq=fzH&R<0KsHG7bZNtQ(o2lItF#`06Gm+#T~xo1DP zC^y>jO6tQZTIg|5lS*0f^R`irl`<%O0wvt{?xj-k6*!eVBA^aq2u0OOQ?zDG zcZ8U=F}+~D_28N5o#%iV4r(NWlN%Ng#I_Y{?r2{y9?s@CI?{tN3f+`duYYZ1SPpO7u4KtwP>7n+PdY{$lL&Pe$8hFFzhznK`@$)aXKb-_-6LMAD7GrGxJ(-K? zVT>hAuB63qBRf_zm?HlHgVL5JW%l3m>a>p0gj2Q`)9OYg$zG2^{b<7()DtFe1ZOGZ zlP2ihu$2llNd-CJVOEpo3e{_TFw<>bB0*OOTJ#LALB|kWvSqf#fP|9v6z$cTTD#xo zn9C>p8bh!S1}R-7Gx?0a$2CBjpHM+(re@7bwHUOTAmFfxev62tUQKxx+OGaE7>9x- zank8s74sUNYZpm>_1aEDNvgOrji6&of-$b@O+>Eb-slU5nBP7-IlpLbGKzFWx6?L*>$qHPVi|X++0(fxt5hH z{7gzZn2lt;1UwNa2~{yK;5+U-GNOkp&Qsd5k{$!(#8bw4Y@C*B1`DNAWY{$3%|!^N zUP>yMXg)SYZXl(0okEL!YjYguHE-j%Htr&T{#4Zx1I?G+i-T~J&W=E%Q*2RZD z4^1T|Oh|FCV3Z7aLwV5mkJ=>Yc@HyI_2`)SnEf6FC$a5Hnfcf!2Qij)LznK7*`RN& z6d}Tjk&y6$bc0m6xk#wzNZ*J2;KS|*&?3qv%&K^$DJmn6rFVf2!?rQc$AQn+U{ z3=1WQHrCM?7BbB274HN*!ji|ZY4bBAOsYaZ{G&dgJ=`Ia7zZhd6-d+DryzzbX7pzk z*%V_h=yf%Y(HryVuDWpp38xxCAUhCmq+EUf-YwwXWmsUf%vxG66bd(q`%(HH7<$GN zxS&d?yp3o%5T(I@oFZ_|x)?RtZ|jfu1{8Ve+ABW zz5V)1pcd9^diPR_wA?Zcco+I$_&4$)6VbZ`PHDF>-ciwyfFU1t@XyA1_r2z{p}0&f zuYq_a-y0+zxi>I1!LNLqZ-$=^FZ@?Q1@?`QTrutx}pj0VN+vc}`agT4Uto51M*p zR+v!wn{FZ}r__8ADj5(A(jVq)R~0u3oAnp<0kGNv=Vg82g2b8H16&*ThZ8bF+y;)Xy0kjUqm zL%d=JPIm`53YZzS#D(KW18BMD{AWwT z!2Gu@2{Mk6wc)>&ZCwp8`eF)zDe58W4>S&I-3%ljbOlJtFJ+|V1Tc=B54HqUUKLqY z4n(YivYeu9fiV!GqJxdiANxBdqO2mLlZcB?TAfb{2Vgk|OuVeJ?CYljyb<)SH3y8c z)c>>V(;v{ccs#Nkyxg2JtdZ_p2iOl}56a1@@ooFbw?#fM1>jd6pfrsm;QGr9Ag{&A z#pSJU=;-8R)NJqIXbQriNzb|VGbA^?Fafy-=GYAAuZI)R+W#M0k_~wB+#2#rEnwFR zD87jibb|}fk4(b<=eQYI3Q`tmGv`+bhC2B1Hna5?3Y;A<;CFd+VeLFmn}dXe!#}4X zrH5&5XKe=s`^@_4>HviPV+`yEBvau#3LgRg;^6G9E9|RJC-xsMX?H=0e>d@D-Qyj- z{o^(keXWzt{olAGRHIv?qoeDGnh1XX)&$yHR?p%;T(a@^e{e~Ba9nOLFb@QE94}Eb zw^P4Dzg1+kq)&i7(-V;TyL#aC0U=6TJ5s2|Cg3Jl!8e+`bX0XRv-l$L#oySL7@qOz zo&VsHZH;V9zcpPMQNT%^J46I zHegYEhsOYp0O@}=IRSmDrvmoSLFmYg)bRV)=Rwa7pW6=m5P_i4`==(BFu70miURNC zTr9kt5d2T|OzD&Sx_;~c%6~aZ|7EN!!5Z710n!1d5z|rrg-{*xe|}Gszvbv4(Y3Td zjkxfif5|`k3`Sj5TXFrsf8_j0@7RZ8m@oesxIlzF!p@L1(GoI*gt_8$k8-4UFFL@Z7OwY_0-iWdT@k{IvP&A%2I@ ztH1180Z2JyR9rk!A)&Qj${SexNuJDE-b!YHEZpePY13oFf1h@f6|3gaJ|05;CLHmopzymtU zzXbGYEBz4Cqc-qBP6~g(1G=n!1omz;e+9Vp^Zvn-FB$(ybAC`2rL`sgO1Ie0nTr0&k$~OZ*l<5{6~!5HTAcN^CvC#N`D28 zUyN!F?|OYekbNz%E{E@VAT{paJDL3;$ADJ$<>zS>X4qU;FUeyT|kpsMAmR?)vb^ zCHv?W{cNF5_~g=mz0&UCRb5;`)&W>*ruuK|f1ncBTwR+TS53h9PBi*m@5cK27Juu& zQ2cDm`x-@r`EPV#uB@#Az*y^-sIRiK`&5qa-s`j%{dC@bwHfxr_WSN{H_-q=faFq1*?IV#{k zdjA5xh-jh+thLfz%1EFhvzbl^a*g&r^n#Ed3=-)vV=VKTjMIIjwI(fK|MmX6NNbum zV;*bg3onnyfp%9^pDlP6uKp3^rO&1?==Hqg=4JXb1>?lR>~Ni*jB-GlU{?kRV*n*io6k;W3!M zwMMOAUdj`Bh-R$d6b%Un8wv66OBhaa#*K^2e9WFoV3;h0N{Dgs$MUS-EFcP_WBT|KV1nIUG5|r_El}@l_Q_LC@t|6@vWwWuUo*=zvua?9;vv z9j%+`!B`UCVU4bhiP%@164*MY@O8%IrS2(q=8x zy9OvkYcG3ewqRAzM*X{LBJu=ox-xhUM(3@;T$0c*1=7#qYF{RS5yE;KB)EOk^2MF; z9rmPJE8Fr1?gHPYBFYjkrp>Sns66-5-;m=$+1kZX&|cGrVzVoB=3s7zCEy}I;tRQJ zOWKT)?hkhGRMj;!WR50*N%$?BNFw>8dY@q&4l3WWTKe<>3jBG0c~)mZjCl)(~1h)&N?( zl{083dWQb2OedPFJekVEdsD)-`ei8Uxgl;Mveh0;q9R`Yn}i~eTzJk`XEtD53APgk53LKT~G zz=y@bwAi=tLpV3yDx9Bh<^f;_TggrMDizPn41laWzKIgXO^1S}+o~--mi;L_r^ld7 z?y5#NO-3>zNRYHtn)FGNUe*W;L~L{(4PqZZ>JL$f18F~ zcU&2)dJ!|=C(f#JP!>&ep*$-mY@K<1)}^aZuciYZ-DLI?6A~zYH)8E9J3Se`i$vFd z871WQ;|05_8Z7I}P0!NLzb*g+HDb@Z)89>O4=!2q>6_%k=$E3d9{%9UY|>|Kd1GIf z1>rWY3rjFF7($|rJ}~>hslGqf6{k-u`()@@gF}#K4}X%aHLk6}P^A-d;Be`3YhEo- zI)6wEgG1>ygIqtiO{a1#m(k>|mlgUGncR^>Rz-WUxz;)vWd$HyaoKE}g_ty!OYy~$ zrkl#vfQ}B?OFl;@$3yEh4u&?Qz}R2}e;y^5%G_?C25wc*38GfiEhcj9(|Nd#irUC0 z0bQ&Lr5?QgoeV!LYMB^=B1yY9LwJr%9#5+bd6m)VTf1#*>;*7l-2>_fmo$5cp>0x* z7a3!lGKo^9*HM-jUn}wY!jSZ)Nwu)c0*+4A3Q03)f{ILGTZq}`xw?ZaS?GWYk<;^v zcsI+%+zjmH+DR^yGL1LD*(`-&!g23O7&Q>>W=P%AY!IMe?MrlT48GHlQNk)^L!BqX zIKIj#LaX8n4bAM?Sa4_~y;bV_3a{ypdPKBs2XVj>w29z|-JHt`QJbGCg>^4SjW)FU ztY?$nw*F^oZn6YwiLdpKlx)))IgW&QwpK9o!ot8vcnA-^QSP{IQS#NbNKkDK$Im&I z&XRmJ>yI;E0LpPu_kaOF0HY4}aCVQ!Oezmf&G^Y^F~ zob(-`Bj|&I^BPwm+4bLN5la&D z)fz$U>THYV$SH%R$uW#t{wC$vWpo=Ui8zcp@>UB<*jdkckg9ba)V?)K9eN}LCPBHk zGi*&OS@Exy#<@0Or;ll>|8e_xwOihSE8@I~bv|rtxdy1BgF!|^jO`+8mfdZ}q>C<| zqeAfjDK>shO&Em_8Idc}T~0ZR|Fs#rCshnq%X87e~5JJMiwNS#+uzr~Qqb;?)dfz-tuNY_L}h2WDn z$54eh9@p~Z4Gq?cij^k#Urw4f@}<$_Q>h+U12|I}5M?2rx@hX{4A5VW`>2;w_Xg~H zBN;nIS>gpT?be(15jYUn%_FP<;1?RvX431%-PhmXhE8G%*IhQGV5?$4dJxGh%qemodXxog6UTv3F$lBocl+?^L1GnrRGz3y1Jr8Y*PI6{Y zb4yrIF;Qmbj0v-%mZkX)VlQCbd(kZYB`Q-e$nR~Y(W3hnIF}PmZ1l4KN}V|`S>U#l z&UQ_xuKtKG1yKh|D))sP6*i#~d@3G+h8~r)5YHGC0 zjY_kE#081bVA+rOeD=d&m{LNx(eXMJs1rj$k<<_iUE4PsYn!}th7vZZKrCDF_B>H| zoGTNUUcNf}qLen!;z@{D)J&wdBt#|eDone-yT>FBiF6$1Je?>Qf(1>hRu!EoOJnpz z!n{{)Lh~&ue0nS7!pF?Dg|1|8$hz<69l_46Z{)^8XRvtc^%xB!PK=KNMzr}SCwZg& zz5V-mC4-Tz^W6T)xb(`cQ)z6Qrdwqz=XM)~P#^?w&p=qEDXzrG7e7EE)#%-f#On(Pi zzf9Pw6YJ*jDlr53_IZLr@=ha(ia=1GVb_I4Wf$j}6nW)(z^b2IT$5^1qX4&(W*O@N z;Vw6Gm~6?3+`EruXd0_AZ=|eq4y9y{?LXIcAF@)mLfw!=&C6ybPPjJ?XI};yM}AS? z>+?!4FVK(dNZ@6KCI!F|Op#@mYu?pxXO%k$9GbYZEB0he{~W#3dqKq1nI*GYH}VSa z;UH0IyJ{pO#)7cE>$CUQ{(JV@>N-~wUEvI{F`$FYR&x{?uc$$Zn4i^pQYLd+Y6|RQ zBUNt?liid2yE-2WU%C?;w`xzCPyeNxXNT~NQt*Dxu&v|V#@e|HT6AGd841R$IEMn7 z2}u6PuE)Wj7O8#COdz}8rfopzPgxFnbSuL;jyKu}jnW>N(Sx)kJFuHr6 zj6goPu~RP4iIY?!r8K%C7+kVuD{AKB_}{#mbp30I;5&hHP9f;!CqP3y=;nZ1deu1C z7<8FV1(vwtp&@@U(3vC&#L0$J%{m`?Yv2vTC8YW77ai43EBjDjTZ-gf`(yKN-goPKs1PilAN5t$t4PWr=N0His3`}@} z#7y!%<*4MyYum5%T>f|37a__M*+ML==+M~>4p+8t^`Vm%9BdWNISqTqS^7(81X{j+ zWFeVb@a~@}?}tAFYIy1~+j>2nHY!%ruVS#&JQ2ril}jW1Bl|%lhDta@Uf654&3tA1 z+CE?ckNRRw0zKk#-k%$Bg#x6n)>Ci+tg_)`)|{APOb9ALiG`2}kygX1*?Ow_@8e22 zfr3%rHEq92DO8xm!L%sD;RSBnW*d9cg?Noy!X(v1OuNebPOv~}P^i8K6)&_@XSYiB z#=epG?v{66XJf{Hwi6l2?P(VL_7GY*5GYYZTgx|$E?TgBqSk7*2noH{WQK@1j@PHr zlr9)A%3+|0AZXxUk7w+3pFlEu_%&BSr?Jse1=ba z%8sTUzK2yCr4`Rg0WWr<^EazQ_F@+W5J}dPXK~ewj}X;g4*?!Gm7r>T(36J&DX+H1 zcABZuvJC?v@Ck;A`m53gfBs~Wa?k55g%PJIfDEXMR!~a+`0ufSgvH=2d%)R8x>Zp+ zpl)8z8n4Ix$!XNhdt2HS(sD+NL{moQP&TydesrL1t$H#&_&KT=3sA)3ng4*<0Y4m zk`Fq1Yj@BzhA$dUsi;fekJ2Jp5X@v+;CNQM7%%5gw#OxX_h_r8LT&yp=2@0Wo70^8 zSTIg5zTpGtsja{c&YzZGJjx8Ei{e1zn}Fc5>&P=@33R-AH5{vj_!N974&xGmvwU-B z?k346?D^g*rP%Ku-|jCk(Rh4g{aQ9A2*svlD0r$T`h&CJrQ4FEtDQ$ZqpcGoV3uSaM^+%vNI2KH{p^6<@mA^OOcKESxNOUmU9QS4r1ld;^j5{D4H50UUJDg%u)UzEwrwpD{r)x9-fZa#{taRZN|-&mzSd)%@l z6u$AG2KDt^KC~g0b(_L#TIYY(wt;m+!PoeTke`ioF&K-dv$H;e4Epd)`r{kK#=Mul z4I4mNJx`W0IDI|#9y*q2vI|Re?>3Wi4!RAbT|3ArjFA@8Bzz;S9g~d55%}nIeC=jR z>VUH7>cx3CmWY`8A~aw>BNh~D+4&Thr@~Sx|DePgFX-ok6SkvV*1FWFyK|^GkQ=-f z8e>5*fuR+$K96Itkz#4d;m#!PGO!|vx{5Q;*F9GBgE%hWb8(UT*VSPOxYD z|3o8c7P%Q7H;KJ)gLT@7Qd-%mgcHvh0b|VTB|Q(4{S;EeskhCAp`xh1ms2w(WQnAW zjEfT^Jd}nI$!J-C6y7nvr$tjy6dz_+pNd%Lx5-4qURU^cB7kl>9}2YJYKoYe!rkxV z_uX5IAvbE@dFaQt74wZs84LRSIyMONb2;7qj5Q=H517~1T3ZMFh-{0;<)Kkaf{SCq z@*&)vFp*3(mR=$EtX52IyVSVnhSO<@Yh+RM!VpN#b8b}2t#aY&L5IpNU*E-*yzRY} z3fQet|FJzI;Xkupt44US-$#NpFM`gQRjHo9Y6HXvrK^GU*riaDq-@0^si?)z5gUU-88DB33qr}8+y2k zx4Z-V>oAJg%M0&3M}zHTxKW=Jj;7Ke%_|%ZZyoJH^4&i(&V?sKh*1K(!w`I|5~X7uqwfklYe_jpUG(!g!cX{C5+bI^IG5wGbi78H z7J2rIvVOwnO1Z250-9n_FuJiGcc43k(BE%w$u%rsi7BIMoapiNxSR<_x9LYcMEGDj zHOV4;OW(jHwtiE|aIQ{(9E}GKXZ<1=GlZ26^DUvZykIskhkVl2V=(fH&$rSvp;qRX zK2&KQ@fkUWPaK*CLnn9Oz?Zg=-wX*--*^+&!IG3y;)0U+Ui*S1h{v;>>gObAh-~3i z@sH+l%VQ%Tck+N}yKxFr0iP*R0`}U2(w)axoy={4Y)^M{N3iUb+t~@}J@ikrr$xgV zZQJ9Gu?cpgQRU;!`wfRoTC-Cr{9GD7bsrPxV05It0EC%(uY6%@8Q%_uq)oWYB{e+T z$B8*g^oI@jipIM}s5Wv5yMi+0Ho2O#c}Q{do6*aK6{Lz%<+XlgaLz|+UOde?#ZmkE zTUxbi3h^!F`9VE}R%&1!h#OY)VS(n0T^J*(9M1J~i-?V$Sk8gSDRq6RP;%`KOQmp~ zCyV<-kb9bO-w-R?9bw_LkV#=1>(RzRsEDUU>*#rDpN|TDf)G5UYo~wEY9MNmN1fR- zw5#whTJEaXI{d2NHyKQ$T)+UoH=n=L=s^Fq&jB#zBIMYrMz)t6t7RiqomrSgYb}i^mhi z)(BI;JOoE#ndUTz5TNrQ58^=6dMpX_MXcx0Z{imkAVWyYAm4x&%c3R0%Y~Vo0R=B^ zPu<=>ln+qXT$k?&TK55_vhBPqaB5UOeb)J;Aja#KftISBFlY$bG!|Gy?*LR1VNuNo z|M|@Dfu>2j(w(E|6k)_K#9e8D{0buDYKc@juAv;mgrBMUL*UX*eKXA@D|(8cIc%3U z>iU~ns++>Tz`U{D=Ga+@B}Tj#sFCoqb)(i6qH&+UH{aDEPe;4cZyL)^5f2db&;-*) z^_bOn>pkPf>Xib*a6}5CfV9<4C*+GH=0$(Fo3Cn{$9P{lzA{ZwIOYkMwOf!Ja(Qy; zS{h%tf@DhFvIXL4?mCm54w0>mb-)_Vc66gRGEiB3V^4n9OoZk0>+tyIE2$t_SS8@} z;0&4&o+UABuYn3uq3_uukM%(da&``+rZOvT{v0p+Q8 z@$M*gb-{txHTWi2q3IMAmHA&GQv0lhP3m&<)C*XOEZqUQujfhMX7~~Z)$#yGfI5XZ zMGNCPLn5UKdO@7cea8h32aS){-H&RzkYmA4w-B8s(dSarGfS#)C*;wLS|jl>1W+597mUT=lYB z0$nJ?y1Le45$~gY3{|gSPy9fHC_RX&&!gpRYN{CB)O`R9E3B6T45nIfYFou8Jzx@i zG)dB_{JO|kl;4`Zz$W(3bDc&|T$DGpay_;3_xqaorK9^P70BNp5rq@qzIql_n^g~F zemY0bQuP@-^vZ7K)8Mh14t_q|u~I@CHMYd+^9YzFn6sLyZHtLlf;zSS2Zf2j{>*Cw zcoA55%*sLmdm2!)y!gi+M;P41|D3_xuyQnCHA53K3b8x(u?ew;hQJz>}= zeF8HQBDBR7B?mMqn_9B|oL_%Ev+BMN!nbWE^T6y$GCXdlbC~TcrFWz)3c@pc#mY!p z(@n&xnL2-+VqkaX9>RvG8IEj;OVgf5o-;1=QX*lT62{wzo^yRi>0C&VnXgbV*?c`j zN1t@+E1Kav6(hmm4?BsyQG7;YgxH|i#bLpoIBQELslC@JF(gd6IzBH1380a^Th3Q_U{0-jRuEv`G=#Dhq_4+}DMd8&R|_w>!cwZ;xC*u1HX>g7Jya$A(R>l8 zeJfwTZebkbDmIzr@Of5r_N2W?WqPG0P(=CtNEt;MwFIYi(5*s+kK?P!@>31ldg~j9 z8G8pvWgEF}?G*gqAKK%Sq5@Y3culW8UV13OZORGWLCiIC-;13$8t*Jkqc_Q&A{qfJ zzzOQ_pmq4O9^$QF#O@`5f}*>y!i*^WY(RRFYm-O<5X01@5e#(;dEJmck%yP>LYUR2 z5bAuKYDrnDw9^q@2-dGZT^!7IQ_lSohddVxr_>8Wp?{F@_m&pAydu3m&byWrTY1!eTnH8wn}SE_2lV&6U223bKX-OR2zYd%@58e>=k9Z{2sI8^ zu4EBL_>!_7%_9v_=o_-}`@1bc`hgcYOxoEl(pNZzwMH8Dkhvh~k3_nyBF`;ZN!mJrg+Gd)-@mjs(*O=tm(gS&)*g4R!# z_c*P=9akA3*p&xJ_=oyOb|{Jyo9PY)?Z+zeGvNCJvpOqG=C^7Yi+pLxhsTd&y-8Re z-iS{8=htsA8KsbR!zCjL#>b|JibyzO@~2H~iyVf7kHh&?O+u814#Qu|j;zUwJasY( zlCyQkt6lXpeAM6imsy$szfATseskuwX^v2>@IG$$2$4)Ei{QT8{}SJ;H>R4jdf^}X zT8+Y7Z9>Cg{ytYd?5A&xoTXj)LpYDGw>uVZD;UZ|&TNj)9YGyi6AvZM_r#pZ!@JUU z7k@R}my7NE>&CLO^)%h}pI}=lC^ZC6>aG49kDU8Au2qS?ZY5s|174gXK0$a0G5ViH zu0GeRwVsl4p{XVv$ZqLW-qqb7x5D1STt^aa2}i!SzYZ?xH6C*nWIX2*+<)vg`%;dj z8kLjsUY{ypd6DomaZUCc`p$`8O+VGaJNr()BgUF~jjgY{LG{rx-gIpNdQ$VERMKaN zS0>0D%$c=5Nt69fcpFQs(@)xk^Zp??f7*X%ZdC|*1_N)@YOADP!F4U!r7>DH=`|4Z zp#yok*Cboc^wPukDi?L42)5%IhgMfeWpHBBpjv6nw5GvqHqo#u5_CCE&lnH!+BYofA*mI++Vdo z*3>DaXgQe1Tev9-S{R)x-)IhTL9+kW_f-DT}S@Rg*1RE}I zchcLeQw=T@H0152`uy5I&bS!DwH;Zkfy-fl{*(v|6w#TCkIPEQWSW}x1PAS^x4cq) zmXhDHO)K_T7Qd@wCJ2j3kh8$d{bM$g7?$SC!Z_k&&mUB=HF1^yq|5b;THU1EJKn!p z&+eAVl`7R?k^nKCYaLdTpd8>MIAHa+_QM1Rlx;mobJ@y#jG5pnjtzkXwhndv!)4I^B-+~MhmV^Vha;5K`8;A= zv8lP73U3xqz4u?yvr29ay9p=NanQ2PgEWw~--nq5rxE>Fg^ zb?lN36(Xx#%LcxALqzB$)Oa++)iflt;>C{;1h`C zu(ma+FjH^DYblKSFy(3A4=Z0cXHWfG)m2v(k+a_F8(NWQIi+sU+A=yws|hs^V{lt? z);`O21D1Igq7f%?sen3_FjQVs%)Xf6bSk1@{+*G*k!X0?2`?Lj^42WV4< zuMuTmWhC6T2-5T*km^M!J`9T{7lq}SxDNPtCfpQtDDZRyJbd1|JtJi>DfD9L-I9lT z#CyldCEcILTuud;w#Cs3~TLxIyJHxmWr(qkHieunDfQ;DC9j z#OzocPxn_XHPpew5ylWQ;+QUm1*A%L1tkrrY z7z7cS@038pU>}P6@Vn6Vku?jRUKb^hMug(hg6P`y26wY@FcIHEA_{N@+a!kWnIDL_ z1I77UZwj?Qk9-xXZV_u7Ev+C@lLm>X4jX<322Bm@Pl2$@6R@OhL+9vJWV}V;d!QG> zpB|2v6PkM9P6ziM`}ZLj>ts^P+jDu+zEyh89PrDEZaEBit`Hb>Q{ z+YZ~v)XYfn#v0wk4NwH!8Q$NEH0+-H!y^#YRQ_G zGmHdZbjx+(sm3ai{?OI}uW}lnhvk7t#lPZ@SZ&+ufG%dJ40oHr_?jB)Ii~oO(|P5PNI1yx1(dbuHr^1|>_(iCb)@n7zLQ<)YpG8j}g7N$f{k*A-rS zFqs9bF!wXv0-w!bxXQv&21k?^0F-ku5s;+Iepry(jgGeJy34b7Jm7WW%PPZVFwfJb z$+@yc@-KnvxxibKnkk930$-jZApT4n*Z;^;p5UJ9+ehr)DsI&6Z- zBfQevrliN-Y=Z4V$8!pKn7EUIxVOi$biJ!>^qtZB(aB_*v;()5T=OkX4 zcG4)1+8?9~c9Cp3cv4qn`r5LJz3UCX1owtl`uAf61(d^GwI#3R$TuZORf$>HA`k}I zN}@-{gX@ff0`4`hE-6VXu%@7C9|x^oLy_>CGgocdu4Mf!J(nn!r`iyZlH_|(zOlJg zOL8=+;3q8XaTl?s;$RI7f|s|$DTK3IZDr<<-hGrEJa(P~1OiI{!@79Ngr!@X`>%G>ePqCzS(oA=|3&l~I~1NPI;TLWy$jx<6E-m1)5=fU>J zARB5VC}3)#;u8{Ho)Fh{Ex?q<$TjK!?%;q)Tb2J}>>h#y3)UPTG}su}<=i zsIYNIE8!v>)B4`%w9x{m=j2%tTa>6xmW))5hN)sR$?dEGBWkLA!$j$csT@Gdui z4AY**3^)-oOlUeVr~)mCPRu@=St)HZIXqO|hn#dXLOuQ1F$fFL6e=nn1Re9CJ-3Q1 zAj8~&UL4*8t$yFqSEAd?^@ngPGh$c)&@}XW`YtS`orY^*C`+|R&eLZBwv@2s=Hna2VS8u-Hdj( zT$Uj*5x#%Ga4*Nl*e4m0fTLgR_DmAJYj&i}x~y3oW;eelbg#JL6}L`nZR%E}N%B*z zsUi{d6@(Zs#caW8`VhA5iLlW#3R}TN{9`w~*O~-FsJjzp5hu%OMndgbWG9&E;`X3n z>l8jg_-K_Fxuj3^zmd*rT1$s zBr1ep_^(B9?6A(|=fu1kXl7HUT2WMiUQkBY4S@b9MP!Vxfa)rmh#r*Fb%jS+!umL@Nx}r$i1jUQ6yZ@+C9^bEAQE zKiezMu_ywXw3e9J!OF7=w__et@cCVlf;aN^nPDyG^`OGLf}4p(FQ&|SUMBVShR zR66{bo0r&|;nloiB4)!O6Xj*TkrE=^%Y$dOsOyQ4gBQlxH1g3y%9jJ$Edgf<6enYO z0(UgXi3QY$!MRi=RO@x4s&!_^8{AMX774%n(r>))mOttjvr9n@gnTNIItEi1wS5mBZro@|7k1un0j*i`lqK6n5tGMs?fuLs6X16b zM+Zi;*65+S>M5tut_;J*-_5}2xk2hwxb8!HZ5-cm-pEq0Gyxl&YidhW!k;jZls8;6 zdLq8_6of6TJ9hYXFId7a&UUFe6DL22U3xeQ%2e1De9Xdjo|s8PvhMj`T-D9aU2Vt* zDroV2)VI=zeHv_r5SQbefb(L?0NKL;>5p;JbX~KhRzuh5z|ad=o2As%H;22YcTCk& zbohz?lH0AT6eQZwie9rZZpHCv6m`x2t~-uWCGMf8(#a=%5?o7QIsG1l5 zF6~ZjHbv$oIddci3Gb5AZedo)?XDj(^3pg1JvUL&*dQp{-*${Y7ut&@H%Td(ae_-O zSR#K?rqD&LNERYNU{84da*v(1*w(+8L2)NiF9m9nGTbD4TN~McVYTvu9_w?!0|B! zkAFuwv2~RDxNMwcpddrvOP^O%iGy5UN-3z@Tt8Yn|3Venrc@9t6UTT2vlFp5Za=7F z04`Y_fv`n2ihQzLhXw z{Xr$|M;x4F0Uk<+Cn3L4Sg3RCN&f=1q%!IQsnZJW_2_+qz-<}J?2qT@i>)1I=3#iS z3QJMpl2P_uRyWdJ5bp8-v=2)sw-=}-)-jzOX~|62#r0EkirH89q5)Fd5&K$UB4u+i z&HTuN@;aPXDR)koY2N)2B3SAB8b|PG4I>>v85Z!≈*l!=0tdUzFW5*g#za)&%IB z5bj+vNjfu<(cm^#?E{b^swxX&IcRqqoI0umU;x1au}-FS1&JC30vPv{CR&@O^rCMh_J@ln z-8lqFkEVD`fN@|x5kjo;ANE=uyQkK8PX5&GAqz74uVqo3+EUimw#4!=I^SWFZ^q~g zKHvYW=yYZtSsIF|F?J&#df3j|;u)@Yoap+BVyvfaNEg>ug;e^R&^P~LK`KF*8Zu}= z8{GcMekZWNAwQ4?8?+pF%7g-F$ZY&NVHR!uq1Rq`LZNS^{zzxZAQkgzo^Ugl&7Euz zZhp*v*A@5#dT5H65C!&yHEnYlMubS}eb8 z+-eZQl(Ml>Qp&u*dft*eA@^BYG@B{&U^e%riV@1{=>fPwgKHfRsJ&{TS&>GFZ;o}- z)ZAVOyfUSI3x>5CeHN#^1t#66R+}o3q~5_Xh9Poc%(*M8A1k?I)svlpW!@QMi>(vfG#U|LWDY3HXI1-b6k!t+>SZb z3qmNQp_z>*Rj6{~x#l-wv*)xV_rguMy>yFE*h=?3o(%HZg}xcPq~^aA<%FKDzk33~ zwpWZBtUn|76${TR*t9Ge<_~u;9aLXj?v>KzHWd4mu~8veHUkIJDxD(ve71s02g4Wp zI463_Ux)k}JUHrh9a|#Y+~&gDkdM$NnsRmC=0c;^wz1Y0Y)sQlE+^Rb)-LCI5Jp9oA|&>)qds0~ggs(4X6#P|yM38PfmYNqIGEX2 zD(LPb3l(| z2X1EK3dwxQr1=Y0JNq}=qfT0G9{MtJquprq!UOBrB`pyX-7})gu5lNao}kD`(w?re zm6SJ|o}U%m#`Em9OeQ@sX+}OuLl|DIr>_l!Qg{#=cvwt0QqY}R=}=vdEYc){1TBre zs~o@7gp-fiZYMt?jMG$5&n|8js|6wuU=n7rx8K52?(`)CR*n_uiCi}xHiE@4*`(Zj z^rxDXy}#7*EJu2T?9S_i>8M%by9;Wu;@M26fqvSDkt-8*c+A!ar2=&MB?!&JL|cM{ z?M|7~@S$WzO;yu$!rWF>c`XDb?TfpX>~tfS)^Jm%j?(0d`Vz$$x<(f`UJEv+i)m3( ztIWbf`V}|a{cL(fK6JoV#`TlYCElC;@CqQ78-Bf+@Wt}Y3^7u1NQ#MPFzVTpzkf)3 zcmw69n!ackM6}Tjdu^&7%{D<)GB@Egn3ppXu^XV;m+;Q#5p9wGg$I!Xa(sc+TRkpX z_R0~*!-CYAVLrojA?dm+1W3N}eRMzRUl@}2DgqKxx8quCLCm)V6Zxq}OL1eW9=Q`a z*f#bEg3U9uvbCRwI{6GEr9uLc3^?^Ai<03$-RZ!h9h@M@Kz_IZa;g@7oD8| zFUU353c#*gQCL6AUx}gd9Ia6I>u_ny0V1UQc(P~65MieVZB++(JM8r_v5HE}oQ?!) z1ZTp~dCMImAfCz${Hrr3BaOak-xAb@Rk#{y0=WP@cx4f#2QB0#eC4YwR81>>jbZci zkQm2r1mE_%`YVjNNc_`A&vxGlufvEk8J@3sWjFao`CR3$Nw03B&>iw72O0;@HJE>4 zEF*8`Uhv(FA6L=i2ap)Em4vX?&#<=W-cBE`LWna1WnkuDF(PKR9B;?}opc(w739AB z(AZY9R>B@;1%jg)jDdHGtQw>=fuG!p_=&4=Jyc{s+vB<8HM=}(AztQjY-p&bP>ijB zfujFvu9*2|ID<7yYXd}}*7Q9rS=b)!4o^ZOuIOpE(&VZQ!>esO5gyqXmPTy?;~37^ zjLn5fa1?B8QY5uYqhBB9MQP{&vrqOu?jR%tLzJ_Cq(*^s`vhQBP)9~U6g+uHo_tay z40F-U&`UF=a%je}Tpb6QjeDh%M9aO7T}f%UlJ1i6nK?%`KqV_HcRtCsxedZnO7L-xaGE<>_tqp3MVf7Q%7u?p0rV4$+0ZD z%SX>|y(`x6Ioygq>3gktx|C&r*GgbI;snZVDNl97+M82T&;Tx;9};9NlXYW~Q(nqO z!e>Q(UqY2-?&w%UI!;Hdp4@W_-p!WfjooTPUAKI1)UFQ1GJrITuY5_6L==cxY_&VF zE84*?IsZv|`iBN=v7(RS1(t`u)WvSw$7X3sNpxj>`2@_Ps6Ax&_^V&ed3Tbd zHmL>&6i4MNnJQV(<+Wnp?bJNc1J-hG5wTw}8A7-jh~%T0x31dcO?gjCt3;mL1ir0j zUxqlb>p=%hQrEen(lQkT*$kTd^`@)kZUL;`B>=w@oh%e*m`iu3a8L63G-#dZO9$jg zlN4>kl^S}CpHy&5eJqA{ahfi^#(mmulaT$x)@ecgyYVCpS8a8s%W%ypb|F10IoYsS zY=?haF7sHJ3^QCr%}L^jpRbUj#k>VIH7gx+;WHoYeRLcC^7{G~61z-%le`o`S)(c% zB8&QwzrQXN@qLDfj4C2IJ3K?xz2vY{`o&=*HbGU}Yr*U+F%yPV>n5bjAd_~-155JD zY|UPp{V)l)R%t{5(~GiHZagqA_VS1kkbS(tJ?%GGTH|vszk{+uM{jK+<{6SiKR7L0>WXc-bMf~Sz<1$-ofUzvALXL2=pL=J^*#m zKiEx{;%@d{z&^RG@;9IBqv|J<`9|J8E#(fTPb1uXi9Kb7k_=imiBx>md1IRvq^?Xi z`&t{?!Kvch0h-7IKc0h_-J=k_bhZO;q=4TBlz*n90muz-K~>9HOWzA1{NxgW+50wu zxWSLj=%c^FsjnAOyrsZQ^L}?02IcW;;NgnPy-=eI#d3k)J7^xY_pHYRn}sY=j3?g| z_h(4~2q=s;Y3FDCAJ55x&4LC8@glAoEwjg*WJn;>O;1~)_A@k`H6qnWAcj@mv#lY0 ztl=CwVmnk(DH7J?)+9UzNx@p&g(2DpI{90zN^rBlS_vacN_%RH908^m<)(=Y^RSY2Q956ub}d-0D(q-B;Ea!c_4;cwO$0{BO83xpcgmz{ zr<;3+UCGOz5~qprH(wm3f}S-rU^T^1<2$;WXKthcnMTsYtBmyE+QZV0yVZi&2MBW0 zRYX|YZG?;IxAmb2jangwFc!0&kJ;<{_}4u_f_Gk4k4g9d6oxNv^0nmp=eeXNx*aiG zPId!|cTq@WP#A$b-FLA_!7k`_K$><4t^{K)O>>U2*U%D9_4}{6`+wz^88#|kX%VU= z1!l@#tDa*shTVa7jms$Is9mU=M0MpEZP#;}ExH9VBb!yj_}-^N`HCTg%ejSJ?sN|b zNcCI^z49Fw&Tbc%;@Lxj?t@770Nd7RWM_|W3djWG(pKrsagOs|>x~1USVn(6n6L_s z2V)?x+@Y8f-u2>qOdmSxhqy~v8sZxg<1?F~sxGAU|K-`{8g4IF7!j$OM-DDi2M$U3 zYV(&V`L02OPnR(Z@m^-J zFXsQgbq^~~hZ$d;%uDV6X>+yq^@9chvTI5Yp)p0>5IWC+?)6I~A9nP1N2}`fw03;;vLA{1lD%aE=0nz(Jn_FJ}g ziN!0i@aY3H7pnfw>-H$K#{aFu#(nEm#>ih6FUNaO2dnGsUh|Z}ElXkmjMuxms)Kzu z)iVw%aD-gDdQU+r82Aa9%Dt7{vg6~Nq7Y3I&_>shdq~d_Wd<3fMiO#zR#U{gEbL@t z4C#v-#gQs%W``Pq=hhe>Bp7u}jt<-I$M^dcw9!?%;I~^D3B@s`$Vu=mg33Sip)MnU z;2mPKw7_?8;o>#Ev4x?NBxULZDP8Z<8A46r6z94MFFDD;qZMZH2bUuID(uNm$l%)N zh_?(?)F1|Z8&O`zlRse|gL7Rby>IFjX#ENvz+_(>`aDFxNsU$MEq?Bl^KH9-gzLNDR%Ed-TrlXrMkYc zWiX+3O-?M6;v5_QL3Z}B%}8g8V{Z6@+QuklkdqIUy+Z7h*(X917v_)Tv~0Xxh1=YG ziW;WfS>%gGC%c6Njxl;hQi-@>k?GkiAy&FF*%km~rK-E(ZWr45>eB1mzh<`GdSgj~ z!*Ic@0lH&=u2!Xs-5wZi}lnoBiKleTu~@Zs_&TH-gUot zXaUM**!NQ&DU~%6vuuCcO-xawd%tu&YU7FuLe$WgK+==pj2uW1%{pp-JlwVI*nDM* zTx}4q+HLTFtW)Ry=Y;|^@q^tx&=NK)aM+ZlGqGd?Pq&a~SH}S$8x%}G2`h-D+G~_{M)g)sxqPUb7FwHJu`&gF_8^w95SQBIf zS^jkUTcopgdJ!w9-K~NIxXui5SP{A81tm87wFXG%g445>n!|lSvaj!Z`im(OL#V$o zDAnIDF86z7rHgjUe_3Ka%;N7*9!-L2DZAzvBdIdRXC838q{zk=dO5^*>ljFn!Gc$yM z_|0Y5LObL<0P`zH=Kp+u1SE_SaHS z+~}>_GC#n!>Xc4LIw1nCEpc@ij@7f+`MpZo_2XAPL*Kxa-9y>MwXb()c4ajA;H(Fk ze0IZSz-7S1XA=QGrPMwFqM9*tlv}h`iP3CYDruuTRkBIQ-d2opn}>8k?a4*x+j(#Q zqOd`+cu+=%SJ4xLB|wUZVbkQ`v%EQpULovZ0^Bs6ZX3jwQ`S3iLEfx1n_U28Rp4?9 z(Lw0yu+W7D7t|i3xZAe4jb2c6u^tPD_#hu8&g{|3?BmpY7v8Z>dX^wdb&Vdp>Z=Q& z$BrSA!ni2OR;3MgBDt?)0sfCYj(3w&*5D9A@CdrjjUbnlX$yr}&r zSU?OSGPcDn6$X;GPb`lD-pVaG?Y!FXbY>odvw)@zqhH@d{=C*gDH`_Wd&UxfwQU23 zLl-!)Dwo@gFk}9dI~AivSF592b`JPcqH#W&woaSd>@I<~OFa&&*k2x&NY&^)sV)L* z>l(kyiGnUD1@9JpO)uF|G_@k)`LxynK{FenD%aoiN(l+1iWB=`%z81)WQGEH=~WPm z(ek=$ezxaKCr5ZR(Ub1zDU;vfGiL;i&(C9}ZZbE^&<4xKyAN?`d-sPU-^1d%x}r?o zRa$T=62_CLGU_B$(gVU!@b)|AY3kMp*SKmE2vG>KYigLdrgV@>mP8ns3ND+<0JP)I zXd&gmr7BWcMyX0zH<8AC%0@bea7U7CQ5_5!$MgwLvQIKj8sv+l4cE}_Y@I59Z{KKh zI+5D$oN<7R&`!aeq@t?Rb^sJeM<<5Ap(c@?=ejb~E0R*SyC#M5MyR*hdu|I_X4Pw8 zEx!vkhu&HV6%69uA1akjly4r%y*~3up4Q1{SE@byo0_4@_Tw>1=YsrdLEiM9ft;GI z@2hDywB1xN_?A$5Z1&EYW{+NWu5Anu-7eLlxz5bY2qo+mf;Pzn`#K$-Dv!L+&|#_4 z_Fls5HvtZIXH)`z7s@jaIGQdOXNB@Fj!Z!et)qX$Up4Tc!XQ4Xuqd-E`GHTLLsX8x zwpR!(rg6|ty$@lERe$WLL%d$po%&-69Cx{Arm;d zu&FPA+?0J(FLkhc(jem){Iu#=6>xQc>eLFbo zObr%}DulJBA1dUjQ*1=`rh9`G{z%7{bLU!W9fw2q3lu>YPFy_mc(1xYb-=S+cTy!! zxm%khvvg@hX|3Nu+~oVhvFjLr5hrcaS3|WYcC^}_6yjP7-Mc!dgsBijPv}gzS!0Z$ z=;7`900WHBQ>dG)H;4f_7-mA;^6bm3{O4@;1kv!9NPJ)&$cv73vko&;uFiFLZX4qk zp7!}j03(0}M`nbQ?es-33tg_T56xfOH;eVBgb)+h1|_aBrpHlCx6g$bmFuW7YSkac<2qH?XE$~!%$OP? z{I%{i7a@0>Qjc7>rOX=f?=G;^oTMc8CcfCrg&;kVh+oH1NPzh2VHu{5>-KWQni8`jV(T|7*~@q%t*@hpWD+dfseFQE64ELG2%!RKKojyW@c?zwW?Z?3 zp|G|A!RUdE$Y5s>pV+J0M4IgH{K+o`o=zQa&Kdj!aK*M|ReWHqKrs|-C|dr=xfYY( zM?4PIpIQWZk8JzM)Zt~G4I?@je=L;wQdQGbwOKw=aDGYAWhq%n8ao-e_HVaA4~tjY ztG`cyW!6mEtpOj4zU2{RO#PW>iH1%vnwDAA`Py7z+Z0M>`33zpQkd`DsmpgeA=;pV+&I2y{29kkfiX$KHtZ9g~U zn=at=hXxCdwtD0H?y`oAVFCoa3p3Py2^Ek@%oV~utW%P|69svAoczZii~Oe0R+^t8 zUvqBw%l_wK;%{&b?%RaUO+RGj%zmnzFX%<-9L-UhQM;ePYhmhm=5K?PPa zW)!qsEJ+aFxLFea?LvNOeMEmh+33_oh{bb!zI^YG7Gz3@O{Alw6DxP0Wf1Tz3nDNa z#ryK`OiMl&$JUZ}68Wtreu4PP_uN_kLt=E|s8!DaijY3LEdwTLT$CMq0W{0;SZ#qP-GL#OJ@Fd3#9_C8(CzY8hxGqD@ zqiYwX=|!nc!eX&elz*|g>#xVZ62Z1Kk-POBO4dJC@iuh+AT}P%@KV~M^5SF1=$qOz z3q6ikg)_{K>2heer;kL4+!I1M@&t17a{hG%n_ebFL{o%LeCXa__cC4dofv;E3~_U!A*~2_)&l#R zMyxtP8!1jpfl(+9)U+LUm06pu78E=jk1qX<1~Ych9)#?MuuNu9(O61yHQEsaxvjr% zR^$r@fFcfHbr6d`E3fD}pGdUAT>|$XHSv3~uLUOpF$Uw=N=Klwk&!UnpS)@Ym+}j^ zD7n5Q${k%z)`~-fl^-`}o;tnWbY_9*KC8hox-+bE_FQ?DGpPG^Y=xMSgY%4kSvh{F zwK7C$ke#8@P~L9T{EEx1IQCbKLXkVb!oe_tQOp2+<`~duPyTe(>NbL7ELj1iCo$Op zI}%iGu*tM2@cff%2a(GgN5orpWL8i%|23=CantOHwDm6mRbr3T4n|tL2WF-IBRp(s zX3BC!EDnZ)k9I$fh49p^|6=k4A+$&c33-c7d_AK8M8zjZE8vqV_K1VTI9WJtLE!>~q&9bSS==wI$H23p2w%^q}d0M{3CG01|qtW%H1HaG-!v zekmg@CjfQqe86SEb4sa7ieO@u6qXfbOm%!nm7JTKfdv1oTrF)u#S931f{G#n2mlKP zz#^7q7N6fGfPlO&nlu0j%(>@X=e(HSK@<`eAr>cP;&pZ3R{%Y*HUNScmEOr8I5rJ( zranB2IXOr0wVPZZ01rtrGEYDi6;)MLR47wXGF1AZfZ?4NJRi&yl^6h3`XNw&?;rqc z|6lM!XvV;abEAJ$Zon=lkX#+(p8#zC-oT>1UyY_f2?&^gjqD#mXv(0)+pLyf2e7|D z{=drqsNDNpwLd5*fBsRqC}R-djG*ZPIN4FzSvY`rKlS{*{w7Ypgy0}yoPzkhmgGO4 z5D&SGza_MwAuc9*m*>V;AHAF=&<-w7Z<3k6Hk-)M4owbD4qvJw|CMqN|4F$(--e3F z$_dE{N~?M*ez3S<>Il%vU_%E-Cr`1jw_XK^kU#)DthfN2yl8$f97PHE{|Yj)agv&e zHf-OCtMWM5{RwWWez})e@$0C@9(|)uRPdP|cQZ2CHybSis<5;C8xVg_AzAXj>(v3W z0jvP>fC0`-EXF@N=Xf0-Hm80zp;7uK7jdoN=-FDFK|Ivcf%Eaqa$-hk`TUTEFwTzO zUk7}Nm|b-I(*MolIt}HIf?VfbHQ+na`~B*gkSF@meea$u{yGX_Q!PCRBZT| zP^ichCwXe z*F62(qWT59=dY~%;=ht>|G_6mYvu)?5dMY>aF~A!%+q52#W!=l<^|W#K7|WVS^b7P z2=&1H1*>=D%cOTXRE!w zOkcG?%)U2$y#>QVeKt8$T3l8DCa`DmMyJR6zugpCI=?8EAGNFDzO)Qyk1xA#uiCHx zK-+#LW|EJ3i>-hw;?evhI|=TI#bL}})MUpXw@ya}2q_9=n_}U_4XqUZ1MfZ3xeI2G z{g8}6Av+K~c>*{Y0A8D=&nIsY;gU?s@i>OI!nO+3;`8y;G^olTVjJRUWSjcg zIkxu&L{Xi>spzIWN1zB%V+8B2-rns{Sn~K@qKa(Y(pI}-9wtmw8yIgbZ`cqgagOl7 z$$s$3C42P63Tg=w2g;#%7v?~M#NC<;M87cxIJ4%`rX|~%d59bIO zdKp8A$deu)^`(;`(1>mf)jLnynk!18*i zT4wln=QQt=Eqgp*``ey6JWM=9D4nWj(H;TPnr1fJY9E|_M@>0_{ejs@U>DOa457Aa z@woG}KkqXuBm~~OguRO;U1Tr$A9?{r&rU~aQl7;@WP+4{KG%lt0bjI)^eL@TT$CcG z)(@+cz>1*T^E&h6LF(e47FngEGsj+f!y$T-IOb{bP)28-#`CFM;}s=w(EQKSnukqh zQD|_kxnGO$*(o~Ls%7ZCgVy6d`GzAS)z6P_7n1N@lz*yNK)}2qx_1)F0!gSvrLSR0 zq2wH8R@?`;9k_XoC|o6BkpgO>r1VkPP1}{((#bc<8_~cI`Mu zIn9<^2?pRE-=JLqh@B=}bB!Y(^!bVou?q`LQajJdWYQD)Mg)HjC`*Hx*;MAj>k{1TfuaH!rWDai;HyJ+?a3nJl(N%v?A-T`pGGe19tcgz;8ho zMsyJ%uU9`8Wi8W!dpozZ{j3r^6%0V)eMUp&W6WV{za7(7>EL6qyZT;C8$%voi6Ok0 zR)1WU1&!Q!vmI4I>)f0~X;qIcXLcd6&TnCbe>5%x zU&)Cb73m;Tkyp7)J;3!sn)(Tzvj0pgi{v$y2=mDdv&)GcJ^Dk5mIf!!W=UrSG(@ul zW=tmM1BL$r&B?1|lM@NDEn%;E_J-67(Y8B)!*76~9wIotJsO-+hMp=`T3Aq8(=J+nkUdKkfz zi!W-4q-v*0@b0lK^uEd@J6fdcrI$i4Xn+vm$^gjs-RZ$+rY?5uy_0y%!q(Z<*yg-7 z1bKT;G&6y5F`b^YVr^$3XQ(>S1U3p(f@ihrfO_Ece&VYBI@t$zgI?oZ;~m`;k=M$7 zi;#;nnh5p**`-?~iY-i|E|D7)|0LD6WGyRJG3ulew&PZ>p$(y;5+9E;ZATA~wXQAQ zh6P5fbCbhl8Momg4`vg7^o3pR=9TIPMu4Q=>n!}}x z$U^Yjj)k6D`uADX`+{pydFbB6#B3+Q8u)vX2B>R?6z2O=tV{!Xnx(eu5ouAalIV0r z$`^E+d(JGlDzJ&|&=I^fbf#v>7ORXGt7aHqY80U9IMO`a3g%0Bq0kD04W%sz>v#85 zU@h#S`xhkmP?26ppw9$udsra{Xypeh`+^R>PXXSx?D!J}caE>LoQ6HfLBLo99VYQts}J0ssE7GgnT5KHR~Bp_%ABpXIqclM3!}W!$N9 znc%+Cd9e{mVG*{t&$SQ`Sn^xVHm1D{5UK;2dvgNsoVn}s$P?zzS@s+Y-BKO+I;4bO z`4Y>g7EryG?P6b4C*u%L-(IUtdS1KHIPwb(0XeVkUGy-M)I)qS_*8FCz6YcCZX!>7cm?#p&!rypx~E*sab#mevENod7AWuxsFA(tB)I_vQmP#TmI^|CwT zdZ8hZL>XOSK9bJ{V=`2cXnO^X+~i@rOoYihbVIIthp3#~o(H0c6u=c|;LZQ2c1Cn= zIfAJBF2Qr=EIbL>?mp;9W1=^4Tf=(2>w|LRwwp3u<`WW>>c02nW;57xCvf-K-Hjz0 zKBob^XJcMOwzfA)h@`F{mhKY}6)_{e0TB-`PNG13*#PQ8JR zk?E7RjNo2GHY7`~1qA+`0eP$D=?d)uE2#_#JHxTTjaZm#`#jX-nptjEyJx-x;Ur1e zbgS=$5t^)R+={NET$T{9>&Iet2VJ*bDzIh=Plc=cO!f9p)mgm9Qkl)h*AZ-q_7&BA z@K=){ovbt(cu)Zc>7{PfbwWRZeG?dLuIDqT4~aR3nHLCK$`aLb8<|#hI|^f*Xrf9N zB*y^wo1VP=lyeb!C)jqP&@08iu{^PTLei97Kp*P8!NXbJIh%=5P>`fm4O~mr4ujro z?uEOx@%+IIDshDO$KW!@lx|7pYPk!L)nqld0Wg}zBRY)EK5g}HAl~UbfbX+05$Dyfrh4ZX&kV)0taz%f3 zujNH$rsr+l``ibNIJDbjsb$q+tJJeA#1y<>@op6vQqbo^&Qq_f^(&xczbyK1#Rdr; zEf0l=?@M^3u2yJ3xxS>$yL{&NI+kYt9yk8l54hN@M90P}gE{mMPr*sdO8-}ymbUp(laZuX9LI)*GyS62I6ZhzGqRxaRwB_s5U zvToUQdO<%kz*7E{YNbodor{qlVUeeaKX2xo(dH#G_0@hYHpZbc+WFL(b3=9se8~Z# zri`A>Ksl12BJxeK*~sqEX|=!zkcTVJXB2ae!!dhhXy%&L@PB!VG_LT!J8p0l)n=gh zoG#ihoeq?=rR6Bd45VC|OlS%tH~|KTpLNePKqK;d_cdv3^KQUFK;=MEms}(erVaGD zWR@Y3FYWEt)Y8qX>WOT9x5v0~$2Msrz>7QO`1Zl?pBSHQgt# z{}r{#K%XS$bS-Px3GeKCoO^#z=!VK}cnA9*IFm=w{RStww@RL0)9%CW^)uRkA{L7q zz3@<+W$My!d*4Er1%r_S*rO5EQwnO2J&2_2UQVz}d{n_N^DvoY> z#uOj*e7HpK{OwzBp^agzmM;z{VuM=@k$tPomR4tf$6G)>4QL9&_f8X6HGV?Tr=Ixp zJnCa(n84Hj{*~2|*A$+-+zHO3K!AfG5|y7f-R&`V8dCN0meDh>?uT7Zg~{-tWeF2c z?4t59NvXjFXV+Cu@(U8fw1+kG@bj#}#TpTL07%DOru=PH7lEYs5|H|}Nrva!8v)H| z3lVqNO`FDp8yVqK8N=uXNeIiSNL0=fkZz;-Zu6m|n`79%4WP3A)9)byt6DzQ|QR2D3O8&BmkRDF39L zk)!4Cr=}gwO=e+j{p?c;*{jnWk34B&Cz2Nyb2clz>^y6@t_KcL-zA9AG5;uE1z`%UfGS^_c1wxv?HU?s*qkQXMo zy0=v!!$7HQRi5$cUHpAEpx(gUD@eJWGASxB!?g_>0ci(6PCgp(1!Zon%};NF*f<$K z-yy(|mlSsAmij@kDp+NCv&Aa89hkwsQbjaHAktW5$Td&@^myq~`8ZNik`57lJ$D%< zz`y?em$dFEX#W+*Iln<&BpWDVY3&W*&ZL$7>W=LM8-lf0eGf0WXK3k-uu)SXJdA3dAw?KWslGtc zY6^lwZ?N8s(L}3a`!hof6M;mb`Ih?F=^HlCvMBfE^#Gblrk5n#Hr}jo#Eo^qF*`|; z(8%D0zTUGWyu}AX$7r9tY;eDT&l*}l3iWken}fo35KC%c8{&HJgOaSHx++*kpQ2yj zeoNMR*nA}$EEXx}XDizWE>(3y0#d16%^qnFUd^M$EwD|Rl~l&7X^o>Ec7KK|6$zP5 z#XX^K&2lbBE@H>oMRwa51IYt}{2sRDB|^tr|N z2_Hvu*`y9Kp&vlo7v3{g>ogdE@=3*ZvBSI2Nh&>yk1Lm#!d+B*KlLeDv>;vc^>Wrs z9!b_BUopt$FYn!Dh@QC9adF@kTdxf93fxT5B0nG8FnlQuH#dPo$v`lG;Tk}q8%dTd zsX&udgoKEz33mgdK@thvt_m1d!8H6$!b7%hI0$+udLoJX$Vm%tnlD_`(T=JqqL#`L zN6NV(!WtRvKI>7uvUGI3bPIutZEum)W38>5bU+JJOeDF(T3G{8StBK+Qj)Wa8`s!w z55v^Bw>wd4!mQJm_b!5Dw&KfP=+ro4D6zQcZBgcpPtVvE?bs zF$SNQNF#N27usugS|Ld2XTHCtEC$!C{mABU7k5Dz+}UF(I3V8Dk}#OE$X_624WGDr zo0vF*)0S(y0Nc&1O7V3M+zo^8RtHG0YW0!M4H<%wz}&V zR>k3K9*)ce=SAr_Zm9kz^ebL&o~(q&V_e+Z`v-2q80+sHQmi5@x=!iho8|BLwr_Cm zn|=`vvERX_3k6J$dH~E8>jSW!U~Hx`%kRQ}6ZqSUL6;|@+Re(MX6CqwngexaT% z=f}gfstrB{2)9u`4n;A>lN-3*sGAS0jNnS{YDbYT3?jx;4E#`hK?)Z3<0vSqA^qD0 zkZGcf^VRsva1>B!a~2jE^mNF+-IF)=$W(2zUh9JJl#0#&0Zl-%zp){{_9hfDz8Ne; z@!l5W1~xEfS)aL1t#ojS`3*vL^1!gm>UHTp&gH_c>y}QEfSNyj!C>ZWOJ`s9+L_u9 ziWCsF|6%V1V}Rr@mZ9+yRA$bst3hPDX|BX;$25;l3_W>Qgbnz3pxw1TW>uLUjD}%p z`u(v(O*?PeXFSNsuOcPo*z%=eflOX6DnCIjCHsxe>oI70 z^w{2>=Gx<%?^eRT>WD`gRTW29&RI(NQo25%R8>(v=Zs4U@LY*}@orX}YNeS@nfOGT zgsqK?u;|SpT1JYt#~K<&CCh$`Gq;9P(DCXU^SHs<_ko=kf(bZ3{1A+7;;KxAeSVny zQkvH_>0|Ps{Oa+uO%@X%g5gLM_Dis!_Ru=y@;3LXV0KU9OKR+Lpv{i|N$Z6}V#pfP zKG6S$rMp|y@e8(gc-AjFw*|htzz0bMDk|`0qj{DsOG0PotCk!L7>KEm?MiEk4qh zoJAee{K{opwXU|0DuH9QamT^3muzOE^}#wyI{<8P#J*(wj+ZEBUC=;>T6~|oJ4D^N z93}PHT@aF*d!c3r2YDp*1LR(X(1kp;Ux%|Zzeag?x*@vWR`U?8{FXite_Y&w+aB#; zOy}h1LMII-Fv3)*M<|@}{9%X)`}E9~>#i5s{k9mFPkGZPH{3+3&ef@;wh-%%S?JTd9zrCPlz<9EWg^JAkh=IRF27iY=5z(eU z_$H{+;=z6$9kB*K2F)0RJS*2QHQEx{vUJk_T=y_?=`*)&h8bGlbdc1Pqn=lzp8d?K ztb6@_QMw@MF+B5#7*{3MS%W0L0aRXu@QxYxU@3rL0g@~m(n}GenoA-7_K`Re2*SL6 z7=V8pjLc|h^uf!rQ$Bq2H9kYIX*1%`9DTrL-F5*LGM|*-g*+K|dWATwSk<2V3|kKQ zI~feoV?WU{Vg-~$4Lhgwq!=qfPi!pWJv_Lf??J3JbJb_{wiW=A-mku&--`w|7eKSIWUKAp?%Lx`fo(%VlYfu@r zBbx%0lSzC)7JO!{90>h7bnbpvu2ak7Ef&$yG;Fr{cF zMx)W28BMYynKjHSq}ndVWz|&cE4KxMQ|mE-2bXCt>N{h$X-Dfx9lp{(Sr>+#^~%m) z^nD`FyyvlFftxqfSl_3@!3IgmqQPF7c6=%xa^FuJ?Q;*A`9ia0u6xqUrQ{669U<`^ z(k7Hk>1OY2)#*sZ?dn^Y8@Vb_Pud=(+j>2bD=$qW0ACVky5_y)DmcQnV~C$XF;DZ^ z#FIujN0-y^ng1**PkJXA^(Ugq6xKlsYlw-`!!Aej?Ob&59G*6P7gaFDTgGf{G#x?K z%%p4g-mmlgvg&X+mXcwK@$HViW3e*lR^_SmYl4-@cbO#4xkZw)+&dBEr2>>1U(ie4 zkLbqozf-^Svmvr_;KCDf8LTCeQ(xt}PfS6D&|Z;DYLTlPEsXFcFq2?qIVpF15?y%E zd-g!D=}R+>vhYyu24|!aUifl!sIR=!wts2O*h%zGwt5>!e(5a<&TDPVr9ttCm!&@{ zh>?nAya@IZ+_YP7Xb3*8ztpgxpo#_gC`wTXKV;@I%pab7+nW%D|MZosoUnG6DImL6 z0mrl-&jSUm#*j%Qx%p!NvZ9hoL;nYx>Yr3-I~^vNp~mNi`u^isbv;+E7dgfu)3T#H z(hc6*ewKH_6tGo4!*gOi7;N9<@tewXt>L0zdbYIn*(h|2yr5911(7xOCJYk23oW_} z%DcDyo+t=gW!?YrL5e!(vvq!28`sl3_DZVLf0rGWH z+*-`a>E6*w!ULN(_kAr8HJX}VHTl@IXt*){Bmzi}%LpVOVk$UKv>my1cv`2~v~{5G z*Sg_Kr;az9nRV?{a}}g#aMpFp(@q4uo-r3|C~m>=tjzuL`+v8e)Yd{ztE4s7^rBu!&KLk>7^BY6qnvH(%pDnb>i6cQ#AGV><22^Niokg0wU1rV%XJY zD~X=lkD+xsA27;%!O?x)AC%D|^7tledt6q*fk{=<)^Z8pfFL51bgbISh$GQR&|grA zNS-x~Pwrn!Z@EZM^gQ6QCNeYj7{15)8Xu3`|9NjOqByx>ls6V#%;N?6rN~I^JN`l4 zuf?0}29h$7=;R->xSi|$C1gKQB*DRoTh_v`SQecy_PbG4eb2_Hh^0dL9;@4HO-e=k z^HtT$8~^)8pWG$)!Z=cTGQ3gy#=3(zueHzm zg|21Tw;!s=*0*`RS9bOPMI#*>q~LN)@r zJBS~De1&(k*Pdp=H9F~QBp?YPiB=YJ(_`9vz{_y zKUWKAN4GIzq`)^E)W&t!b^JJK%;^!0oMI zY!ivMj(VuJY_MOs{E~3qXZ^~CEN@TBZ~k8X65qiSCsZ>%iIti(ut!Q?Q1f+mNGSDV z{g;)Th~MBWy;sfwIqdgh|+k5LULEYN0G>* zW1}+gra$CNQGtx^+v&(PYt4%xDy`4#VuFideqk>B|G1Mb>57#W34zJ8d$ z5YJ>*S#8HVHG2Mu>)0Ma`GeY`5l8z$y{8TFc~C@p)p6bm83MIC+Y3gs|gs`plLwDEo(n6A~3aiEH6rl5iaM%!6HYO zwrJeV&f8Zr&e^twt&gd=0RHCZQ_jR1@DwPn-VwAI|tq( zO;J@Z-&E@-D+|BTS;DJ9kiYD_|C|}pX56-}>^A)%YyhMINMu*rk9=43;i>G5aHP3M z`J{heJ3;}y95>uc(YU)b7*!ZEHiR2Rt4@!|?&#w! zrgwv?wst~`!Lp@u6ZcJ5ow{~j!v~V8A=^%bI{eBMqwpN|~IYggZ@AI6wkvM-MYO+Nv?F?GNjTZK44lv4vyq9lNXB&LSW zrALsnWLKJ(tJ{qiaOOX7&mF?4%A>B?Ur+!7b&RciX-ge`s&Y{?7vGtSKP+4sLENlEiu za789gb*R{?tr;x<36-KS9_$piW=t-)pEkTGiaF%w5uq9VG*QY}1~G>ZUzmud@`_6H zlKaByPiVG$H5~@OgtJyh<|!|q^o~uH&g=@6nu0+IKiTP&(zA`1j8uvl%j{Xq_Dl>CjBXPuRlZYQ!}|i6 zpvUd;1350rl@4m_*GplH8v^VeT-6FM(29>mEZX?8ip&V`)uqdj#yD!&zHU-nDDQ)In8aOSAyPUzTAPgl;~SKNt4akjczaQ`)VPlNhAgl6XU-!I z-@YBS`i0&ui%@vqu_~Nb>+|+v^U6O>ig^xF9F4`_`_euO=05`Sw#JN{3GLGY0;c`Xo8az>(HH%h)}RAOL^$7rmYQP zPt91<;;cu}w{?&O(QyLxa;KdTA;a}E)r&%1oYz;UT5;r8KZ9YYdR~!FzTB6wiNMt5 zwtK@gEABAKEQEj=jr(fn^`pLZCXai%8zp~)UpJ$vewkrbov))MmQhEy5kdsDU^hX9 zUmV+~YbBq{D_@FMZQZn7EZ1x5bZ22Hdvs|dm|3Fba>Hzgcb`uWcW3ck&veS|>*4an zJehNFZOy-&SuC8peR2@hC-bl^FD9owZU~uOZs~0cy^M*WwhQRN&=F5VD#wA>QgN2J zYI-_*-TNdiB;$LY^f9ySTP5$hX07WBtU*_bMYFSX>8cz0FLqq5{LgXH)v-Hk?pWWo zdG|fq_72ACve)|8B?4lj6jmQOQX)kcap()^kNw(el2F!=s_v``C!jy=P4EB^~=v)2XUd znpal>qgjY%yl4jdJt19iUMr@8eY(27@{onKI z{q@Y&4`$o%F&(;Z-hhX`nE<`RbY&rCt>AisN&NsU;2EIFZxkTx^5S4&&|uP3sb02 z6FGmqvHyk;a5k%Igv^tij1*0yG*v=w&whvQ7ZG|c@)?zgu=U-c?KF=&C?0VRrfrhs zRUOogl!f$hw^MR^aX3jeL>@lL6=SQJe?lmTh-a@|h3NuIv{3lYta zm`bPS9epWJm9{R$ds7|D09~!p7bI_u42Sw&MYOK)kd_0AjmXk`O>4PCBt1h+p?_?D zlfu~N{tb`UR>S>~wK@j9vbL1YSCFimJ=I1a zcdqnQo87?i+k7##aoHJzf4z{KV!F14rVB?IX=%44KKJ`%nnCf&{?8~0ER*nQ;Z^v8_+SJYe$6t>VQW1@S!&`iFy6>0u=O3Tr1?)>5 zvEE2`ki*6H3?3{ivP?h*xPLFp5k~*l_K$gOoy*;O&z%<@87q|A3LtI zx~`kNx2S4t{)$H#vq6+WHQ~jxA)F%(5>;sF82 ziM~mG3+P{})ZB^sKWu>7%vjd*bA-)ICHwOEXv&D|Q&)1=?A>oJc%l~<>C%@XBvvfB z^Oubhi0x{_Nz{oBEN9MIW9FjHrhFPkeN(s_c#E*(`5O*eZnux&&wWsTxaMZz`{RmJ zkIIsipjNC-PxAE;%GXDh7^T<9i!vL=yia(?kGa6D#HeSj77uTsa#AbuE3s{Ds^nbC zp#H6&gmxfrReXg8n8Kxb~=$&7-`44aNcww5zf_3QPo`U*wZAL+rGcHo`n?CZ2izB{)teoyY2H>J( z{jJRm)jD4t3_QbYN66?l=)(i6ak_PmvS1C_dn*yh%lNXfj*QvSxpH+@6Lr&MPZEOd zt<@Xm*2E+rAm18yTZ02*{XBi8fU-QNAjYMg$dC*~(U5Sewp-BBOuTo$)zY`&`;FmE zfvFI?{R>g$H9qbK%{!`Nlu95U*{*Ik5FXpLBQ{XxzG6~5w{g4@gDSTx&xuyJ)op=W@hop!|6cJQl0!>yKVzwm}g#J%e#Q< znjSW;y0-PWsCBnJXiWky9j(f$N*i>}G-}Qziy4 zN>E*aXMyZ}jb27W*{>`=(CGc3?0}f=;PZ*xYT^*5ve<6M=|Fk&rnb`SJl6>Q3P(>y zdO~;%uLW+rt*xN*Xz!6Tk1JhXB#b?1UZm~!_6X>0`f|fWCs`Or!Ofo+oPXK z2%Cfx3}8ACn7bFfnXu+c@$))kv*nHW8jw+kDRPk)=TSL{B-aq zB^oJr8SexRqNyNnYtqRVl&6?quy(h8*eSEWzZiAQ!lM~lmPcpgODB5oGa_jWw4L#e zHyTpE_SDx~*kl^U%~vShT*3c15IqxS))*B~COoQl#=ByldLFXDfgh8E>eg8G0YmYW zc)NW?J^}5;yNNrk6?|tt1l{7^<#es=Z;w}HhC8jWjPeZxE!zZjZ{bYFv4=+>TMDcz z!6iP@Vus!@A*_r^B&fuoZ^)3*%LC#B`+npxw9jOfO?|31Vu;(KX-0V?XAkG#&GX0t zy-sQc+EdVxbkAdCtgfy?+lVn~!eeW0h2PsVui~MPY(FFcNTqK{2z(t{<0itot`}(9 zo|wWDQd|xPwXjd&{MWuq1Z0U&49hD0>K-?16-(D(y~zWpC+60BEBLn9W`dVfILNhs zxhpAuD(gckXB;gxHQ&FG`ykM>-H_7jbvQ&53XiS*5%tyP4RgYDS%B(_CA)53LQjM3 zI^jKV9d`Mi^ExcIr{?>Zf;yqgif>Y*;fUC{4d&{D;S0HTUD-;`Q;gKYyH8dVu1F9;KqjE;1V zFr4wq6y1KL(k^xM7rDkLty#&=Q*;EU3ke1Os!N%pbRG(TjaJW)o zLruA8cfR<+9s@2i9ZrD#mBv#-CLVIHc;Q(aP5#eIGPgbPO zYSXEs#%zUdIZpBEqA6J=pdhEpTc>UWM0p{v@vo!r zSB^$P8{4g47FUL1`O*8~|^XMH`Lxwl$E^YnBKn$%NvhEb-;ld1ePG}mG%C@4LWAzy#c zt?BeSfPBl9V-z~2WR<=1t(z>$k%Tj)L-W5KehhpnTbaTL?LwM_e@ivTe7HXd>BkJB z^5I)tCGy?v{!X(PXJNMor`tT&Mb(1mGMKup=|-uGeZ@>yIOAO7g>nY$GUmnM=#YhL zo%1MIr8mmMel==bMyjlP>%;i6+v4nYVPYy5P6v$={(YfF;;=dM-0nAlcM|~)1qZ~V z#P@zzrwQr=1LBe5=1pIbx!W8m*88k~7Rb3~&1rGr7!M1-IXKJXF!eYIj$jSfPQbkh zlh=+XWBNOnV|CN8;ZOP?1gF^&pLl{o{p0$!Kx*#1!betach}O zUZL#a=Z{RUFVaYgGp+6JpDBxPwyTRw-ya-(VRd}u_2H>rR_QbfVzCum3Da#M(yznM_GXO`W#X4 zM0Y&e^(kg{?O>Leys zNUFXbx-kcS9NV@w@=Iw?jB2U~bUMY`U9;JgqO#UsFKGvo*dNQg#cPl`K9vqUdF1iD zlQ8cPchh88HW#KcFPYuco$6#=c|xrxCr~9ws?mlRy)q-Zwd0JrSm?|hd-O1ODOL{( z6LL*(zf}7K=kt~4_DL+a#0lx=Jn|j(Nt=Yhm%P?n_-QpK~Q3)sG(mI^((Ll~yzvA=xl0u!f7jH(rq8*m4bV@lg z)@{p3-&YOOpTAgG-s?L5;rqVmKglIEk+Zbr-79sFf0O-?r+$Z|ONl5((eab4 zLDY`+X*_a^-P~17cjH4>+lCp|!qhg0ZJ^?li7@vI=JNa{RgihpdnW*uG`Sg0KPYR$ zj3h*bk_xbU?Z}O7fm&;o*zVQVivNW>C%K|p(?A();BJnx7(Y+(^YzF(IAYF?hpS?K zrZC0rfHmVAy^Wvvm%QIlr7{G$H-t1B#AU4wR3tDDb#v8%WF2LeFx6de_7{JU`io~s z9%Ds5D3@CAaS`IoaVGTH+#MS3)NvU`7Ux(%!lJjxJ0E_SL_KZ{@N7x8eRsImJjIr4 zBc7}7;r^N>HIvhL6k&@A9$R(vi2fD)bDMNPf}Z9yc8DBq+`_O+u1|aGvuKJf>j54= zlDm5!1QDgQu_3NzA6N1YE3QU-5qU>H0>BzjkL3y&v8cY@n$@?_zBx}5p3R(ebJZ5|gX8Y{@2r5iB!O&-{ z+>yx!Hx_$i_;YFeb&^%W9?VLOt*f-g%(-) zySzNPBLi3lB4Y<8+^+&sdpp(kwiNueG8cu8KKX-)a2<6tdo@qwnZG~S6LEi<(Mgk7 zV^CR+4O-EiSITcw9?Kpw`n&>3BOc|r(VHvlXm8!d;j*4GI2cE77R)LS|9siFtn-A0 zuKS+(;qb*PmM%iIS8W}7*8BcNq#sBca~oz>a{XBHRfw>azrosqbx|X+vq*>U!ut+F z@XQ~yBl}tgw33I-&EP=P{2RwdVVv_4h93+4xJXYR{0h03eMQ-q3L1{FzFa=Dr-^st zQvvz!{qws@Sr|U5P*%*d>t*gcqhNSQnUGbC=q5DaEV?p#=})tlX9>yZh<7rJ(A7k@ zP@Eu{Om*QKAmPVrL#pzN;{8zy8O49@H>R~B^l3kMS#m8WQrfIBU4A8?zDg`icCmh7 z(z%G4{tySrN73{#pQ{ zBD?nBW3961Qx*5Ny*p2#F$;2s`&o0z2>#A7v}}KYL=3zM;x?H65d#Uujq`h4X`&j8 zhcVCnezocbZHQ`tm!6TU5r}S(t2jt`-lx@@y5^Y7PqJ8X0m#pPcWFB5W!zNnX_nkl z68$ML$_GtWxyFArV!s7+*72n~^w(AMIYf%J%N&o=2tEpCEbU5P(b$96;z~?MOf@tr zZKVTKMnK)X(NuAE*h4`B=G8C;NyyMk!~veXWz)uBT5rj7iv6&`w=J+;{umYLB@daS zl|sHLMVOSXQH;y3)A^sAkwSQSDj(k2yf+FHyZspY;Z>hd5~&qY5`L-*D z1umLShfQ;>vNB?wKPGRJV}mbPxr6fYe@fzsG(^xPugj?Q#lPg)fADSbs{_`b$0oRZ zGLHECwyZu6W+5y!Y1&oka_)W*oszy={7TO$D{)GA5A_;p#tRd=Ul z&rD5)lbCA|wKWGE)(YLI%kiA4W>ngP%0MdeEwp6o%-Mi2YLD-1g|1U!~yvXJ`v&fr@CyBDg|J_&>H(?8vv5uq& zf&QXzw8N%$9Z0^s5-!_r{t{s8_dhJSnL}MiIp;d`5{NG%k)qD-c%d4Jdz3>STp!&2 zluq2ov~C3qnd!rGzc*2CHG+%9+4O)9)_r@55g#4^Ff4wUOM7ZRH{-za39cV42Ey%v z#qyoL^(L14VvPCaM0T{zU41p$pZo#71S#tV*$nRZJxh&ok*lMX%=U&wrjK$cU$Ui! zxAr2{qR8ICZyeTlOm!g_Weksg)pjp24ual&9SuZ*W`6A!^lvt6Xwx#lTKCrJKy1nF zWkd^P-gQQpAPfsDPtF-qWl!D{PGyb+58HANle!#dRF^x-ALS*qqi+ssmK6NU1CTrN zOBPoZknNNs%Jj$iCCu=me+@4`2aNlu_H4Epl;=*LyH7WlQS)UHLP_uwjCU=Vvv??* z^$)BnzA-U~Wugxv6_)P=J|LfiBez?TLM%LPjl|8iPe-MyY}mVNnYC(px|aR#q&0Ng z-KoKkowxh$T|XJWn$syKoda*(9Ba#Ru!V5UMjkYQRtk>dbn{}|ueF5qohUEPl8QX? zosG));rg6n1i!+0<`&;z9CbAU#Oa{Bo|xKY!}ZNjC(6!t)BTy5ph_`5AQq!}w9yLT?f0k(~_0Z6yVOph3^8{@C|9444T zm;;X3wuuZhIRv;cN4VU;Vjg0IKiF!AEA}PyEt&_!gLK%3B!pFa$c{LUWM*mc1<5|r z(aM->*%1$c#AnqtYKkya_|?&fHukYvU4dW7ywS{9-Qk`kY8^MthC)s;=UeO&5F}p* zZ)_cht+2>LiJKc8Hav(eaNf01V>S#lWWTR8&0hQwZV5q7GMxyndoHA^)77bUJO1*& zEJ2fuPYncG3W1i;8Z9CoJ!H^G&NNmFzX8Ny;-t8ij@kpa_+e(o>03Qx|1AP7udh;g z%S-!^_R6Oo)2Z!PlpwC^LQw&oowMP7-zJ<@Ckw6*yLBM`Vk`$oG@;@*3a8sTXI{W^ zXn54(7eE7Yw!xOoDiBgdmlxY~|RB4txI9a7pp zg(y2m?JqEZEYdy;B?*cG_>6kA#-$&sgw!R%HXLqp)aYfji7?^oF?~rh;oz68&?C%VCfo-aI8y8g1Z*UanotgJo6D&D!S7I2+0uhQY+ShYUkW>K%Ta>66f#8O ztgrO;V6o-FWuaRBe|y_z8H?P9?Pw;6s24cQCba;$vngJS^L+bD?HuL7$P2C9CKK5@ z@>dQne-t!TEc;iqqPxyr^Um;Z8M^a&XCc`#IlB98Sj)(uM({@MPg@Utp1P|S1yZ#W z$WZmpiApC;`*o2TsytKHQ#&rK6P|iE6=BKmWEPet&uiWOjiXl0d!msPjCB8$*0yIAJujp&?twsMgIJ-yR zjlmKM+4dxBV4}?bWa?YDL*_>)-4s034(r`#2%G`hphg_v;_5GFxa~SJzix>%51cZ) zKomR}Ru_(bz8V`~8oE@+C|q%tM7vF_b&hc3xS_$)_sYuiIP_{6b?Ei+{U_-0!1mJ|WHot-kb5-}w)`u8zjV>$!Sg=y5AD%BB*_0D|_bYL*N=>)*HdP`;} z37p#sDJ1_oJ*rE~`Vd1k`Kq5n!7~pkEj|^B6v@2;;0J-S3`}U0z008rW^Y;MD=H_% z0qD8DoKFhZU_l0S0R ztXrr@r@2KT`7#}PRR#Ea+`u6LFHK%^u?j}D@sdOLC(>}^bfz~DwjP`(U22Rsn%mVH zDCDngPSG;Sw=dUJ%uG8oH!uSBY7z->lenT}9Pvrskz=R^5lS_xA1_vu7JN|Hg$cx; zPrxm1sYq|-{J*u{*$^;zKa9G)TmAETN@+G#c~>3g??cBsSp3$-s$xIG%84=#a)hZI zy1n#wgst?gsLI98u&M+SQ(5U2J z>bJY(AJ&rl!Z}=EC*9Xiq5JzB7kcgcIg3^~z9e{cMqvJtMy9tQ5G|ZBp~!K>KBf_T z6>rehcWZRX@dajHbN86*n7oU}>^VnnbQRkWJW;hyKMGZzBFVA-T}8%;O#LIe3gwUj zW=r+GYx;_S(ILt(G^!t4!7_(pxt+zdr4qcm)@Ga3c1jETW?og}8Fbv7i-m*x?z0v5 z9|^ZRX9%=k*RtoO$fwN(a|~CwD$&x7QF_u`=eE1bxwEhZa0Fm|eRexZJFQb4cYnWoN#*uQW+-q4cAU}+Bzyn&^TRfgW zVR;0()?6LE6he8pEY>$Yr2GXd58HWt&Jjv^7EoZa!*&-CjwFaMnjyJC0 z|LfYGqPbPC>mc9Z21H8uuuZkk{`m7sR>xpN;m0Hcf=+m0Jc)9tk72AQt449Ase9PQ zfP5h~4GcebLiBvRE1!6x+@I0Po8e<$cAnGbVsz3NNS~L>gF^`J5pu~SvQ_vSZuRO2w1!Z%9J`m(K2(9iP3(0!;#(Kc@phHhdLTww~ADW&aL(r+SEt zUm*;Y$Jj4I1_t$zf5ONw`cQoLhg;GAra~HbhB`CZTz1wJhc9s~LJe^^EPhZ$Hm-Tq zI7G9toi_g|3nx-o?7!JVZM|btF+%Ot?k9||4qfiqe1(Puuvx#v%fXFo?@!81>34Xy z>4RpxNFU`QNavIc@|jKmi8Q38dHzT4TCZO9ksb)vZ6F>=wFJShVF=hCI)lL2r^(&I zj(zn&)i7Fqzu(79{>EBws>{Kb-yZY_6oRxSNr4q4lSIN$%Kgm|1v8(a0}{BdLg3hl z#$FHIQ_WMqDv<~FKgYf2c>EMp>XDJ@=%!!31^;Fcd_B6jN|wUeyi`0SLz}qyQX9<` zp-?2hMU$6e?Y>THZ)a1ztW4q5;(o)%pqDkhYss z4Tz_;V>y!88F>nEh2)pDyRw6*TL%NN$|-j2drp-7KxFL7gOx_sn~mgqbpghAOyoRi zajgopZP|JABEx6s&h;JI5p%zdZY!BM?Bv$aT_9ecqS#A9aLz{gebEf?9BU)tHr)av zZTBx3@k#suvfZU=#>jEK$zG)vn2FHc2-Q{EmD-jtkdo^vzMD2nq-Qt6rW!ksSj}Sr zK~>uWON>x*OP%SD&zle07rQKxayf*bsIz1m>Ml)9T5e{#;cKUMO^tHni`QS8~NYD?|tOHF1isc}{e8{%-K-Ce^pNgKxh~gG0=PS`DgJI|q zN5*DeW+!s%i5B~)C2OxKU!8zP1gU5UvN*VVl^>$Y;=Lv-w{x3VPT!pOKQJCu9XH(8a z-^CV;hZ+^rmi_mR9%o(Wx<(i^(EECu;pPGQIkvg@U7%j~D?l4jB9kS_0Z&^l>i^5)3`?2{R6aa`zGV>7~$^5&f{1F zCgW$f?DgN`OBAg=B4%G8pKo(cfgou5Y~i z+3AO!;^iELvsrt35H)VBPVCzoiuyd_FN+7L#E;!g6EwV1IVXOx2fNee>vt7&%qhV^ zTSyW6hoiSi1y;qM@!1A#IJ$w5aCaraJA_7*kUEQ1G!7~xVwyX#pxK7k2{H*Z94!pR z2jy+@hd6Dq9(^bYh&Mn?yCV5_>vkWAKkys1V!wKRkhv37IK~06a)K0(Z4D@3rI93j z2<-?^3NtAr+)r@}`Hsx7mK0|I_vAB3=Uq-7Ik!Wc_#;{zDP5jJf9VI34QZ6GSSCa> zfymoGsOSOfoMl6QA}JX9&0hXV!t#VB%m@AtIEo52oi#7j0i=WfJ~9X~@^%&SBNnOd zU%7Ls$_{HhB0QZJWpFw!t{0Dlgoz@2(IFoDNL!YHo@tLmY4neB zKqK%er)Wq}KfpQuxOLwtjRi)`$?I8LT9Rud3&|=+ATY)(hFhm4HCg z>>TUm54s>FX@<;akM`A}nTLM_fw8}+2BTBsA|1d3oDTUl1T8R0hIb>Xl~MoIj!7}h z0Do4fWhq*KymM-XG~Gr6V_DzbPpZ}{y(5e-B8VC9}*Ibzj5 z$dECLT5*zh`u9!l(8on!oDDVZ6d)`yQDi4XzqlFm(NLAg?P*y zLw*Wds!>uMm*F>Slv6!n!hI~-8)wIuw%b&F{Qu;YLsKjQ>O%v_Q9hqg!XJ35u_+3B zj`-W^1f?%TaO$?skbDx~f$;;{!{dMUU-8`aE{Vct?oNp%_I11llcOZnxL%xFQ!DxT z9DcrX>Y}OYGDRZ_2oVfg8YJptNLPRE+1{{8_LS>j5tAX2P*bHF*v+NpE&G%T8YJ`8 zzHHQ7%Fms`2~1j`y~78S&$|v~XS=b@*1-!fDUG!w&W`DvBZ9me8F$dcry%E9=LMVXw|t}DVID+Ru#-gXDpWpMA)o%hF1c2 zpYrZDGmP_=7 z@+GQZK2^+eDDdh+{$815Pd267+LzV<05LQho%urNGW9boVPZJI+#LE24~p7=V>P?k z&%(E)WuEg%xn>B^ynri8oq#*mHNaZmKbiKoje)D^YjsaSCV@v@NA zPthDZ4z>cxb_62-b>k(tsZQWl1+U0&da)9 zLF+RHKx8WDOb`oclSv7ppHnm6s}da_8-)S)5F;*ro%mu6>NG(LjRNB9bJXY6bD(O7 zfNw@&u&sByBw-n>jZ&NQ^8d~=K_M=Gb|q3KC{o88f7=;_;3b@@xZ)yfR2Yj1KU1C%pM3o?Q{a}_ZdJREuYYTIOWny(o zxFv*zex9^$5J5d2&ua}uSXfQoOU?oepV)9eG7sph4GSEEm+M*vgiYEm1T`O34DFS6 zxy?RZK59!@)-nr1y#34ZZ7RyAm0Cq53cNLF7XbO4v}Bt8#XeT~ixfTx0q;~8y#@is zTmU^EJ26aD7l#H)04~(VVs%!Ha3({WMYVU@9U5C{0N48S}?ds3|QUu zQJpKgmiIB`W%sltz7rgIA$Sl0?Y_7}pi^}RJ(CD; z42f)wo>(z|RYAqGA>+?!69dHA#iOb1a5sHTC@g#E*i-Fjr52x{T0pSLY_)VJaQ-7Y zs#VH~on7}GW(ck50N@loN8e6C@Fp`}P7veDw;@&6PwIDIt*Lh;kqJ2+i)31q{|zKH zz+f_D3_s=u31KTKBnbZG(c>4i7w;>KP2)P21>!5}tfDx~L-Kg*^Hn9|LOSMXrk&bYLGyfwNLo1^>hQP84qNYG<%EJftn^8I zHKGInot&-KZDL+!`_Ntna=S&DB1AfKupFe~O+kLgExgYxdozKj3AdK!k1*e8pJ7+j zcp6_H+=k6eOuO|Wr|GEq%q$8acZdhnE8xP2o;?%I*Hoi>iLg>;j=k_O7q0Lo*JNoF zHMN(6Yjqh03Ny7KUERpxq&C5zMRH{k2QV2)1TKsJ{Pw)V1V!Qva`gU?W`GypVJ22= z-s5Ab508#19B|lyg><=#dpF19##Xl>k2yAgRNksQ7q~o-yf^2iCOZcHgY>HFznfiI+U6{zpena? zM*W$T|1zkH1LYfd;v{+`ORw#g=*Tj^QafRkB*S-%WRucB3nU*pIuwFR>!$7Y`kY)m zAFjmEIx%|-qNi|zRcg#h<+8@~&K#SLbW8(Q%A3Fvdn$R{HZ%W%d(!l5rrh}lbV~iK z6urT8QTM|8yv*iFgQ15Q4hX#1vHS8Jy3^-^>Rsr&D)r1O+2;$AaW|1(BB6_WJ5H9R zlz3A7rY~C8XxWDy6zC*DojL&jN<~3r+)Qy<$Rdp;C3xTy`-k<#$5YFK_XoAeG#N&? zhMsz(H)07KU2U073Rf$W^8u7NRqe#%`cjC5R!go`I-@1cES`Go=FJ-TBB{dQ?CgtypvX*XoRw2{rbJy`JFW^g@wei)RHFUdE{Nz*-(cCn*85p z6~);O-SDecoH0M_20mNGYkJ(pNVUq0k}q|-j7;8lyF^FT$fkh?Mjsyk`ci0z3MCh` zlA8GSh`rPuHCASlreQ}>IkBO5V7#N zJ`NVuUp|JkEWNZU@ZI(i@up`}fN#irJp;C(elBy{0fBWIelN_YT8P zV-OBitJ6&04XAvDl~qt9C7>gC5(JD{?JRLv1#3`il5YuFao2_!VSUWSA3pK|`Z{`l zyB-By3N2pg3-x9(B5<`KZRTJzNt7x1_+^a7vW{`Z<$NVvRRQuzSGEON`P(fbU43ZX zmANW%_d3sPQh{49ZLNDhH@R%^&>5jo%+{$~T=b6xxr$VW0@T$6x>OEI{tMnSIV{`{XP>K=~D)fIiCr665iibObV)Oo}j*Ig@)t zAX7{=%>bDaiLQ0Phq%CLliP5Cw8z8!v0NAF@tdhzCldR73y~eO3%gklG0tlhE0yU# zwvc$lm3Le8n^g+rlk?rq=TIC}?D3h7eJnvwpM&~MJx*ccYP%yVHayTFfxv;*a`sE^ zT3T!ayk8rD0GaF7WYt{dqzBqM8x_0DvNt#NTO>9FKWo5ncI}pp8gnAz5U<7{_2+iR-pYqZV8-KJv z5W=Gvq+hhTL+uY0PNGY!AI2kiZTJ&Obb11wBAY`P1IoMT*9F%AQn8@)%N%>9QNNi8 zqdH<$5{9FfXU8*3*ip)8NnhG51_`0^}8xNV=h)h+xA-Oq>r$i47}vC;ZC zljK>YGCb7pU~L-2(8X#+Xs0oetK+OXv6e48R5CV^A^`iDPTUB zoG>bbUX`TFcoH(==Tz@*^K|XEtwm)mpL!)fG-N7ZA`uXB9+T|0li=V39~w<1b@37) zhV0^9jK)<95zxgQsa~Ac9A=_$QS#j98S5ucg9;V&WboiM8pP(lYj0Ue@2UtPA@c+q11Z z7ViRU|DHuA5~>ZXy4YW3=d_YRZP;sm8#Iz;D@>~(FC_br(yQhur1kU^S8+?%pdlV@O1N}*oetLDpSFn}n zuuxjgMi;Y#L$JA^OhpX3`W3sV%|*X~9zBc=o9m0fzN#nZ`Y;0vzGoz3kz-AXS10eC zO}d^VFuM~%@(pDLAC>3L3qrrn^lqE2qc`Sgxcv&%PA_bt75tTX+?}k$a{k zzi%}-zV%(TAxwq4dAD+aodMxIP}yN0kU-l8B7TFRyv4Btr3oEc_r)RYk{O*Oiz^9B zl8@vp(UsZ~+^k{DxNXs_&@;|CTj(k}$4|1}>WCjA6EA4yG>o{2Wrrd{ZDhUAJTzCu zOy46Yf%tu-IxQxZeK*_KGc;LyirmD!N2i(qIGHfPc(nf{|IBAF&0yv}1N~*oaOr`3 zd@>>aeNob?Lz2?Mq?=JM+h2|)3Yy=whyc*C{@R4(lOXttBVWIk&spQ2E1`0F{}5}cR)3{WaCilzYM)XOAoW~=Pvs%; zT-4IfkYK6A4TTxAl&uqd3`%rI5@Xnx|MF=zcvV1 zN{(l1l_u^7@hWv7)HBTGI3m>d12Qx(&pb#Ya^soLJWek{g_jz@^FxW z#z|IGPN>Q|Q=)egut{y zsF=M}^GUIXpqj2^lt{dL7F_!7QRem4+jY~zuvSHH7M*{WEKNA~Dk3q!Ne8U2a_)v# zXg)j#b6YVjh&GU#mdM-I_tw{KOJ;qz1a}uf0$r|ds&$P2?Av~uC_kjWO1X$Wf$;#6yB+HdqZlDEXjpZBNUKCsb^%xrcd;2JZN z&^7p0%PAsgVIQ$4#9(kW@v}%VYitH3T${3H>G|=@v|Oi5pn0{3`Ym{85o{Ry%65w@p+2mv4)zQV$RFPm>U<^I2VUf=v-)5Ta&MD1q9+gU^frtAP_iHdLn@O>D!3?VdHcZhTBE+up zqV#+w^o1O7mPBJFv?s@dB;zb~Po$*VmUm~-qU=#gR=Xb~_ZstoN&w#83!`+(WV*Vw zs={``dTGTFAjkHwPDH41v%|BHO{FhBH#G{n2<}U1TK@F?Hg+EbRfsl&av-x?YcT+V zCUyNEci9w~(ZqXq&*XEGqVn>Hx*1^cy_;!UqM1ghwQ7 zXCG?AL&0ai?w>z5SpsVO;yS#maN|&3?YK(hO;MIfJ+_||PCP~eI{Mfh(GKj(Vl(Qp z@lwwg7x-Ca>Bfw)Oo+MVa2y(U1JW+&p9&@)&YXMz!8-ySeYiy zs!-21mN2mQxrMb*>=mk26=~1jRHKqD_j#1;>N7!S_qD@V=odY0-YS21FX*!z^jF^F(ES)9}z?)ApDPOz>R8&Vz1~JLe^~FwPX5S@a_6(9 zp#3GxmPW#boOzBeEyvr4i+|8325Ede#h74uH!bRm;0F3rkG?LH{* zo%+Dyce?>R%%M5Z*G=|;_2qLY?XVbqn;LgENBc92+e_vCK-hC3HuSA=@q|M;=<1X! zx=+2eTuvAWoj&zPedW_?#l)OK;H;)qP76(GE456;&6wc!tj%~y>(rn>{`dsK90O!M z=va28&~oL?!Zzi$mwd)$tRrg4=)EnzY>hyWu*=f$$Y>U*8xeVL{a!KbmzxqW2@h!+CG#WVvv_Q9m>*# zoX$qr5RZ>2=ZOM`cW4uxk#LmCl@`G4V?25~ocslC79Z81B3fzmZ*mXx&LeJGt(nfzVRTAz}_UCy0kh< zoAZwPqnL1vl^=9eN&v0NKf&03ngai@0mtyb4z4K?B8Ctqo;-tpxy^Mj_d=59su=S1 zn@Y{NC{DoX1g2_)-zYBI8W&{94uUBco=TPqKmBTot88u-%;f_5flrP1I%_!GHyo>G z2u_x}1z|Z4p7yVf4FOGc@|auV@+&d{KhXC>vWF?*NlXeZ%A6hnB|D=hWAm&4k7gKT z_lUHvyt8gE%hN(S7Me(P*J&88b7#B>S?Od(V7bzV2dGOx6){i4$1C5~-td@lGWKBA zV)%KbRlbokKVT~}@7Sn|)~uo|Y@_X;s!&;pA=_p&8V4%J4OClR!?X+(E|y+(8LZ#4 zgaw9qL(fN{899ZH5Cjai$kjbmsfwqvw1d zS7u_8e_5|xpJd9VAe5&GbB!1+&Z4GjuU2a!fZh#8SzDIC>(M%Gs8}BJr_1h?smEkD z^IPYD2Trr*Qh^4=*RnZw$0iSsBah}hAdw|p{#i|GQ*VN_D$r)N(}JfV`qwa6E?@Vh zZMqDM_K;3m08G!Dd6W`L`7lK^5DndqeHaQ+CE;@|#6zcrzL#1lh%grF)Q6#VR0)I3KSui77^Zr0sT2894-NTn_6;+sf|4`;U3)@_^l-jSwnD2)Us#3E!88nbe;< z)KXu~T2^?xt2~Ib!6iQJ%v6jn(vJMf;|y_j?^5l;m3CzF){J{Yk4!b$QBLAI3;%T< z%r>rrbS7-iVtF6)GIEGfixOj)Mc)h)J0>Szvx zdPT`%q<8S~X0)Lgm%+b91xZ#KK8kRCtYU>Ryk>YAAKzP48zB@JRfb(FRk6 zLvn||ZCnmTsfI#t$+7lEEqc_{rKiVN&LIJp-$5$y_n@B9virlE_D_yT&cmMdWDR`) zrlW?>g#2W+{dBh^+&bu>WsnWblL8Rr!O5EV^LJ}MSD3*sR_n> zcV%6!TyK%y(jpwad+mt^_Q_|+XxclqG&2tC>BR#A?u3Dipj{T^>?} zhItWjJOr*ydTi!~kU=So^Yq2jciRDb`Z!A zZYMrH%>7{FLiJ)I{hH&EdEcXdU~h5*QxG)GYp z>ErK{JS!#LVf$p4XIjQ*C4Ji0`1u6_0@V9iz^ml6%=s9A8&ScVQR4DfG+MfV*XWey zS?0kZK8PYZvqv`RKLfGShP|@KbjiwxT@mbECK~$i;-xxX@~+hFCM2A;?(cE7KE{v{ zaNLPJKEp+#=y<1y_tri9AK<=E^@>1C#}X3(#lHe(#DvnWu}{Adw=27`_FT;%zR0uULYwbm z$5BM_9vbF zX?Kc5V69tln zHMFaGUv-N`dc1ER2*m%0;au8bB)bX7ZZA-{&lY(F6JI*g3zXm<8x!gl)`&>!e6;cb zC0{hbdBkPR89WyyLI%w+@H{QnNB-JCM(2rQm7{n-Ym1wgAkEu<7t2ffVM{G=SrHEp zA00;%(-46QSC1DVR-$w#HKblMu+?F#cDEuFZG$H~;T5uQ*E?XvcD2|rTov*y^eZT` za!IF^(!ZaD=mvtXZOfrqIOYJhEEW4g!%BYPn0EeavkArPpV>HsPFpix8`xH+^&w~X z24X5@Stex=pHM=_n58h*8CB?T#20t&bprjtE$ssxmb5p4mkEgCQF@y`wFE^#W!^-r z|Nh#qae&&fctYf`GjrDtxMdT;&~v|~NvznVi)%1l8Z556%Z5R%CWm(NOToWEB$xmE zL5l_|It|eQ`7uP(^bZ$_OKSyyh#M)boexQoz+Ge(j$B1TtfAYIcex>u+vT;{=LKrn zrLurRVvOmBI+?4k{<;)HLuDm|$N!1m_a|_=XlRe@u3L{7W2`!-ah>J6cy_q^+jsgN zs7PkgW26ge9LEbA>ch7Wo~!2=P{h$BX^J)m&M-gPT6;-t`Vt0GCg{l>9TTQkPZbY9 znkfTjP4rNDVaz5%=^fa_5tZeK?DxLfe&dYTSCVCYDC~w;X)19Jbws|^+C7na?C|H* zZ|~-7YiHor72X9T5g@Z1m@%z6$*k{hgb*?xH*OQlqo)P&`)JfO0~?l_0ZSh})hf{0^q6g!ZIC6NK4g!w z(U2%hJ65%h2)ug4CzSQ@ZQGd-R{MyI&Qdq_ z6aQ{KdZKx}zodqvUa@tj2A_Bx^xp@}N`r)ZnaJV`=X-;#;Ue3WmbvjZLnK{_mXxDp~qDvL8BNzF#az`ag zk2j-N`k88aX}t<}0KTX4EB6y(%0$Cn%=DJa0B3~aWU(Sgcxf*FIN%8SF`Q$vcLYpN zMOFB7ubA}wzn&8m?Ch`D|vtu~#l+6==jl zp0RCZe|Ip0g*bcT2_ZeKaeUWr=M30XS|hc^ujLlQi_(u6DbJS9d3=V1vNKFWV3Y_- zM8;K3>uPie9=R2aev<-|+e5t7g1mp(l5t)DQjk4KwMb#G4sgYM_~~Pp65@|?@P8qp z0oEDTAS=ShVIg6*ZL#LinnbbI31-x>aGSgn*L+}-0(QbAw>fp^d?J`IZqL>}$B*r; z;5|@+q2n<-^G1_)_=Fj2At~a$hEi540&P9X+<^Ll`bpb5J3EE!-BR~_ z$2oVWveLbNca|$ZuXQ>qb38A;g$wee$&G=SfFgsev(M7bFxvqe94A6sVzQj|qN-@G zvI782Jw-+TeYkRkar{GN(Fn8@gvbfl{RhW!?uOUSw-*8XrpCrX?jQ*On?Sj`sAT{| zZvZ&+67wTFapNHQP2SMu0XVtlF)_J%Dg#M;rOlg^r9VFSUv1Y6FKj00sLk_ z2&@cXnp{AB9FV}jtD8LRjyo4Sx6XHmcCh!K$V;AgPXNRS?s^x}u(^JYsVnmcpz9c$ z>Rf;}ur{!IvAHn0IJtpfeiFL<0?3m5kU@Zivv6^Kj^aL3C-!$OenfOIo^;b=noC>r zFMo5=@~ayQNBKM-cTKQ^tZ`{^vT=T6AVAVI)q#KO+`gRtow?umQSedm&~TEF)0(+;kdCpmj*Z`JP*GE(v}m_1Via9W!>VAQP;m8lgGP(!_k*>(6`sZRmgt&bxR zXB+d^t-98FptjAQUp+%5Xf5PLJ|A|679;uQZ{kFxZ@xn}!~s8JQ+{#)VgPe^fDX(| z<}Znt)v7N<=5NGa_WsR9IAd@I)+SdFPpvedU3`d~n9zS-=ENZ8xy{Gi$X`(iX&eA# zXrt0sM!#Mv2tSe323AnOwjZ=!=J(W#UoiiRS}VzKUojc}mX#X-Oy@d-&tpP$|M_esgA6%1oT11m6nQzLK;E)I+iVuqes zKxS<0zQl8%JQ;smKUgULfE~1>ryHO;C)WqCv_Kq$9~?4pY=421*fYB!IQ_V9_Jace z28sv0PxM#2O-vkCmCLj#yAHZ|~m_9##Q-GjzJ_2a}{ww@A z)IR+myRi@1`K|34oVVGtTc*E$eQqVHzy7z*Rlk6{?HgaNT_f0r!T#e1Lz`&As#^c=YnI{TF|3{{{W^>O%RUS?y&5KlD4f{@vm7 zGcX|sk3*H;9yt1r{)9*76e0(QX15u6wVHjR^ZWg}%)Rj=eS6A{eulR*Fo??}$E7Cc z_K!L429>tHrS+uGS^n(xj{fxp{AzaGp&#kJ%e{vFUvu#Y#9t=@qa1?Cp^rEs{Q9hM z!!tSUC-P$TFRX=n`M;Ej)o&aH8d^pC0ouQ!y~>f=aaAO(HFANyHa#Py1k#tQ%_VOQ z5mv||{We1QocP`-jQR1>te(sM%I%=N2d;`2Lg!P~(?BcdODAilME)0J@epcOql4@x z_pR`~esLEl?6qIPuG5(&mTzbJ(Kjvrp{t?24C`PwPcL_jTnlwt=JBQ@1l%B2!dN3U zmB2>5%Ck7xiJ&nMf^6~F(Ym#NIE@v6Pb@fn(0YB&7^c>P^^Doxt3Amz54YIqC5jwS za%u{8KrQd3U)%~;SwPOOB^85n<(-wSn5XI+FC%}7Kw2*v6_lD;;_Bny`>t@6 zhmZ5fj#rGywe0^i+)NaK-{W~=pxjmlpGE-S877vWU#0pZK<3A>k&DywGmzr>*AWQ6 zxGd=LVse&@_1wee7nntdTOblHrmrVOhLiBPurV6oCa}5Re?AUNM8DwNMyH_K*2|$j z@K}%IHtQlF?-sBqjVb7qQP5qYeTX=#kwBIY4`(Nqy*Vz&eF!l@n9ov*7V8T}OrcPE zS;xMlo7+Fpf!yMu45fkA2*HM6=HkW-Vb}`F<+jLp@@ah;T~%ETCh8mU0HseFxMC|y ze-iD+Ya;gbi}FMmX&P7Ii)3lEVaf*5K;rXiMG3W;#pg z+k1Qrw50P?`65-T%lDf}fGxjNBev45d zD5B=h#{S_(eJNGZ_e~YiR z>Bk!?qc$Pce!Kxwp`sQdze*!Dc&C*-rVuicQsQ0F*_`QhMVFYZ&g9Zl3zJZK{tULET55fT4AbhD1=?C4Hfe=l=`!VCFZ!L)6u|lbEYAl2Qhx7 zP&_ye zDRBK1WwrYQpY0*Lp|<+usqj8%+ho!d-PrAzWuP`4}kW`u-pALa@|4E15mBzQRZU*ELc^`yPSq)d0>UmE9 zS3<0I%tb}^n+l-@h7^?s#qWTHjY(Q-`7TN<+q&TnMAwGJeFqk>R%8N^ao{{E`a&5b zot_vPkC;yKX=E9GbjA{p6$gJhv8@WRo!~bc*yEr1qvlz#iTZqyLPIPK$X0+wi0-@@ zulq1I)BU#FQ0jP}&P`QFU5*HC;;Z)KDy$NS9{qvGg zJZN3#;1#elqP9!PNa5vQ(DN=QpwT)*Zbl^bEIq8<05G6fS%^8~!oD{AkDxh&1T?i# zmceYacPx^feUFv+nW@4A)e?cI?yvqGH@&Dk?jkrE)Xx2-HKo`p(Ia@{cyp!@b)GMV z^#pGyL00q6eMFxri3LH(P^=Uszb)!C1s|w}m||>TdndK+O6NsVTEYlLY@R7d!7esX z<*^x11Pz~P>W?lq&n5yli$Gc3ISD|!62BGeA=}t`yluDPiZa>u*?A;ZGIV^k9@~L?hZ56vh3iR(H*Y#`m6aps5>2WSJ(~dzbN?dX1|f_W#dEf z6|l}P!>MWPnJTbOoO6}}Fkkl_^MhB7io_hA7CkY*{q!?aIs za(qlrzP?Dq#tH_%x|qfJzvYDZ&b6!NdoV2K87Jt@Z;DHe4cpsIZ0spN{oyAfaup}T zzxK2kA#10$WkyWkcb9ms8w9c)nZu9j%~ep-XwO{1YDYD$%5=Jw7)zib@rUY7^<1`p zm0{70M+7!th-Y)w(YY_v`U=LN^W^A>)Q4e`SS-_>OLBSpu9bvCs?09;Y)))?pOaoq ztp*(ywk6SG@(0G}2cd4iQLkKr(atCJ5Z^tWh)~>2{SN|~tOWl&JV{RtuK~EV&8Eg% z+*{K#y1^4i9KR9%*oM>13EEZ5J{q>%#rQxdZEL@H>_H<={E+jEHI@YKYfo-vTb;v7 zox#_MIYu-efwAJsi1K*zWTEATT0=2-Gm7>!=*9g?V6 zcQm7pFsS$3ng5-OO_Z1`engYDNCjoK-%Vwa5xCG=J6;LFN&Mbi;JCgi5O4A?8T{pO z2jqLAe$S7lO$p_` zzPTu`joP5}7znD@3Mh>T#}NNF-sK#?(ix>csZuqZenhp~_aZ?UK6!=4j3N4pCy|hV zut$P;=;uLl2-(+>$lZ6o$oXcp85RL=7L8Tc~#-@pm%@b(ybl{I=s4forM?2 zx%XAHD8*;R1qLx0r05d0d2G8R!lr8Y?T`_h>y@oxQ`GuapAKY--aCHrXTV3(n6nKs ze16otC-Q)Dh6zrvh@$|6P zkbb)F4L71>AJ|U|i;8mNZ@UkP8n(^)mT&Be4)|hq^8_(t0H|+?NneDLOatKgUyMiC z$&&ALXsETX-@0b0z z4DY1LrOB}nnLA;kBkzL~S?E+B+lcx=9Agu`p%shkic1A@nf{m3#A=Lj689PUN%1QQ z9T05o>!vC!mem8=Jb#fyw4JsmR+TS&q0Mr+b!3zu{R zHxlq`B*=Zjc@7LQAY~syP%JH!n~5buTCP`g_4{#8sWEm|aEZJtg3DFa$a4UC>s0YK zY4fb9slmOzdv|P7Ht3HB)2VNwKKTK4!AaE6zJ^ANWZXwk{CD*I{YPLr#u>7SSc{{! zoM+Y1P6@u+6m?1|lR8qG4IPbJuR#)I!uPaG_H!nAWK)`n<6TvFpq`ROpC;v77b5A1 zc!gck0%C92)FGHkdR6BC9`yDtxvBByNR4g$11=s{en^+h-)j(fmy@PD_c{)gwk);1 zsdOItI3llMQ5)EXJtwbKld*}DIHp2@7mv%`QKEDF9g#;tDDE50v#q1lJaVK}LIRft zEg)aY%1llLjTUt#4>VblK}MZT4fi5e0tfCOrzO(hu{$U&?$Z^UD#M|43ZqDC7{Mu_ zT*!9p_q-~F;<_H*o@wjmfnO605@?ld0G4v6WX(Qjj@@L7{?f6BB(6iYHj!v0Hj?`r zj>ehsRt*-(NAEft3k6<+zVbp%V{Mmlo{lw9)+PepNB#NrwuFyA8cN4Po&vW*325qL zSe3)BCfXPW|HkLWoq+WEJPhSEJlk@J9${WG={-)55NPUm_l&K%gt0g7%$S-CJ5LuT z;?crVnAa?x>C66ZNDX1}Rdl7(ZX9~RiK|KS$>4BfvtE2)n5`A_PDFAIL@eR@tdO0B zG3`Uy(CuY6K$&*xMQdUp{g(f5veK-xwWh)BmK=}c<#(FAw$p$Py&XgyL1vxyY0$xn zvz9RsuP`n3BBiZ?!~;YKt(ZC~nLKlPZkYvvGA!()0w{)#ZE+NyRw#WmZ=#go4gO zMP_7O|4^kP>c_&<_PIwd4s?^TJEU&!QXA;0Th3J<8{+~cM}lk=o_Q+@Z?Bp$ z*fNS7e89mMS^)!}-R?XkROBhKP;-iq06x^L_$v#_NKje|Ae z;c2D5VXqawMV)>@rZYKQ=|U54QAlg^W||#D*>*2M?wTo)Nxgsa^xzU(J1GyHm%7UtWNsn=`bcdd(G$4c_b~tg z=w@x;#Jfx6h3_++K0!0;#>kbVvanmY<HzBqC^RBn7ArY5`?l!KB z9n*26jh?%09hjdfQp0rLud&iUQiHitXHkA_FK*YmHL4vfcC`2Zpt`inUT@$?eisn$ z(`9y720`cM(+MTtB#MOjH$`7)dbSX1-=>)mp%9brm>1N;La*$y_$4@3>V@c$vMo{f z5o}{Sm{kvd-|0azMyo#c{0{4Vc)bAoll$M4zpPV+Zx{qh+PB(5DWl_T%ahaut4%~z z@g$JMr#D}#+G&{{)Dj;tkv@1@d5vZ6wJPhWca1u(Er&tw70DmyA@dA+_v|&m9D-UBxJqL4b>+OO}?m z%6UJB-FOUu@^zM>!p^$Z7_{tjU^-ptps?)UqS_dBWX~xsV8I8k@B_&O%xWqIG0lJK zwBMTY&j#{o&Qm%-!2uFN8y((5&Tn&sCM~WV8$_wOGe&Dkv-w=S90wyl<>lVZnO>=^ zoL);-%!RIBwuJBSw<~P0N0`m&t9DmG_h5B)FYPcVRSiI0(2U)Q`0Flyp?qn6-yk3`Q+Hs$Z1Vj{vJD4%FsN&=mx#@l>Ri6<4lI@(- z)9k~e`o@y#NgCsg5N;${ zp%KV3F$S6g%RTmF5!$dp8siwn4Jsc_(Xne@j!!hnqN~GX#-LNGY#R^pBmLr2ik-UQ zsAgpCAHxLVJC5$R2M74K#!$^_XO}p4!2t()8N=nnVU-wa&H1t~E-DT2&v6qED1Bup zE)VKWvt|uT^O@+Jo^vqL&r2rZVeoBML>x%|TOQAkY}4c8tqtRRN``&3eav+Tv zF%~maLRJJq6BoNdz*bwAZmb1iQtbku=Ce?TS}37iQ=KJQ3$5?!I*-15BDhl5iz2Q5 zJ~h2}l~3Moh87qCo4VTr^#akcX+O|LXEAiSj^4_pn+ZD7w0R!f^26-zmOW}N+njIS za&^CQjt-H!oH{`x^w>zq8vkM@v#E5lLR2)b0{kOxQbQ^*n#J5?o+9?3p;3<;RhQy1 zu`^4W-gRq3r96A-lb`!)OL;AB5#vT`Wt{8N2+bJ<&e`d5WEu*8)iGrrf@g2_j%g`g zS-1M9Mj)cmSZU^DPEh&6)ZPQ{A`hCgNBhYhA@9}1+rA9>78A>Rv{7E9T6Wm)A^3kO9|F&HD#Kyahi4wdtT*Bv188O%YYmJCyFhPqJjKVog zc2cm=NC(U0%($!#;7s8x-=sMjqx7)^TTCzAw=a`Xm1R=t;1yR7`ZQ3$(FI1L zN1xNn(;MzvRZ=l)UA?74+ptZ-25MGn>k<8n(0IWzS^@%`xSN3ih*QmH?h~Qw&obhS zdU%p1sft2NdVEAFgccB^x{kM9*!x`c(JuKX9_tVVPP|S7K78P!Epr*kc&qr zh5`L{QXu>y$QkHV-z~A-t6XCXu%nK2GEFO=f~%lKqRnI5L)t&vSLw2>Y7)Xd|B`_7 zd!1=@Yp8Obt(ZwpZDu{%xB+3CAkMETW!jHb%HE(9pV`e246eUKf)xrg4}P+V-~4EzJc_nI*lywSV!Ec41Yt8 zH8fY^?TW5{mCD4-NT(vdVI-Bj3q6!5WiWw8>dU2D$R{hwBdMe4C!9f=74_SqRrBBu zTCRZNIFoI}7%r7k^qmZOHZ@err@pwHx5qNm@F{SU?6m#) z(8gD2NF8cbD}y08rUcbQLqxtBIbUzM_y0}BA2{aqzviLXU$kSXU$BLFl#x?D&*3Rg z*Y%)*^fo|rM+%U$P9|qs@Zk((8EAr7(fDt}hECR(iie9diovGXXW$ybi`+1RIX3F;Eis$w76?K;<=WzFW)(50 z^<~^%MhXV%G>zdUP|vNf{4-a`Hh2Cy%YO<^^3txgnsb-DI!9I-p#_7Dq{#C98V*ZE zf=R^8pu2;%zgJH1kt86#ZNu^stAx zXSPzaV4Yk4ZGuwq>k_vob1mE+RPMOBT4x5>@DPpuVuYv4Dmg|~zmdPKU@J9BFQ1sK z0dF&3=~8=%QWu_F4_89|L zwfLkI%Jnj~RQd`fMWG?F>65T2Dx2+E_TCVdk1yPgCbRuEDgy7@A8iSoDurq3;)uhv?Ugu@+=-hM_>Ueu%y~!{kH1n%6 zUC^Zfo)WDOPk8~FP}B>lNfum*JENY?@+7G|hz%~37^$$!y+7=kXM@{anE)eeO9^h9 zCb~DLLD{+}IWgrIcjmsOFi^cal&gSa)iLabFEpI7FDYf*TcjAB6@2Y6Oy-|8ckk&a*Sygj)MHdc35#?`+W%t zB^rITw#h^WBKsCbF?>K5)lkYG{N}P-f}+dB?9i>;6uP|EGC$5?ADvsx$qDv*Buz2t^9;MrueTR4KpGeBDC%x5$2WC4LT-d2#2r$?fOKOeDX+KCM-T1 z@p~OC_y)rdmvraxkDsdO>ZLZEg87?D3L9_s8okj!snl+?0;So260UaokMQoh9$}9a zNN%T!%+CL?bq_(Jz}Omq+q!L=w{6?DZQHhO+qP}nwr#un-C0c4TTB+I$}*c&aPs~0 zHoY4XXXgW6em^rbKU}Hi;t|UwE5=}S#cqlvna3xhPWQ|(WrPscR?F?MC4Z!g1du8Ef{u zz-JQ&GKNDOTs-#n%w~IXTtoAiE;0kJI$PbX48!aM|zd za!6+Ka26+0&im+oLYX)RH5ca7ZFl=bx5}9-P?*x%tW2xXTqj1bk>%|fl}>t8gET$E z|LQuRFper@JYE>=Y3k0B8T3T@D+6>6wX&u8)q|pLZ3YIYuLZ+V|F$G%UP&Sequdn7gJ46&`Fi!lLfGk*G zigN17Aj|qF8SlO|=+eF_)(}f@u_66H8*XOEixOumYsv$TovCUGO}9zoF5ilAOT=(o z7HLGAE8y@ipJq(e=?CBBfy}Lg6ZlVgVdzM$qi~^ft1EPNNJH+NYO3@dR>LmE?uUC9 z<9uc9W4Kgu_ui-O=xpPV*L^U;LwJhHY2Mt3O~^2(xNn(W3Y=)h03eXf!rKckdZSrx z)ry=wL^*|L`&S$W{!kWgzmW>*Ex5<<3V znPE%Abr4Vr*kWKPy*;@zrGvqqVLx%^D?;wwD(<4tSh`zXhO`FNv|9D(_)B1BHHfO3 z)vJ4KD4CY{09oW7A7!uz;(bF<^E&_MRO{l#CfCeeoby%JNScH%1t9iMQDcVJ2nhz2i}wxvvN zHhPYa0oPHYYZ(Nu(gH4J$FY_(uT*Bty!J)$vzw5sUWQS95B(iF*;}Pj$mi1%OaW|5}w% z>E896Urb98L!koJ5__w4f%U8ruBGZK1%Fy2&Z{s5ZpQjryTnlsnhD_uL1h6TmlS$| zE@3d3p9259!fDJE3Eb=@SX1bsQ?_~u1{vx~BmJd?6ChjVCpR6J+Y*%>-{RDjGF8%M}@htSE7%P^~97`8MZ9x>N;9N7t@`0xaA;e!UuZDjvu z&t@GS3KK{w4H}My=zS-bE*N&_5DE72ZljviOWRfR>xP`xbtrAPX98$JeGbumws#Cq zn{k|X=GA{slP8T7#a)T`>T5~%1Ib@l13!`6%U8JO6W*bfS8;2ECB=v-IN=gHT!M#q zIPe_Rcvk|nSLpEKz3o}|y4+qaJly__{({urN}FEn$k0m9fsYJ&Eu&ovCF4c1C$H)~tNslApFH`6|{Nj1tilP)G}W_-}Db--DJfJ zVGR0}b1XbXKrsw%Z#f)B=Y@K_=<@mF~x3O$th5fo#(GmmS*x3)b(U_mR)$iHR6JDT>h@3Zt zRMgrphpGa^3iFC~Ntr7Vh4vBb1Bkf-Q*||#$Q9#dv@{>U@N^O8Twzz>Vxp%P*g2HS zKAHQk2ONv_muGXQ!$@5qR$v^A`Y38kh(g^PYW|9e_Q0uNEp*#b!u;$r82t z2%iSKf9$N^;k~B?#atxV`<-=`wW(Q5gou!8U$AqA*ubNg1W$H+$?dJb%NQbw5-+t_ z-!rqz+}792Ax~SfD4oSFE$t-v?&_#4`ydbgU6r@R@TLAi5*`UmgAhFj zw!CiNF?X5@#80VXk%IjpCNheN$#l+gdwlEtNN<~rfjcFh9F#Ka`)3=?q{>!gWoNXg zRZ#6%dA6>>cX#J!k3t3YiVRQ`_$G|2H8~G=vN#Trj;^vk?PGlzst}aW%rqDf8?BN zsi9~jqi}#=Q=6rF0I)jace@P#vYUwRZJ^YPas5UiC_qSUWx!jGI%bImuQQn_gO%s!wh%1g z9XVj%0IB$^C28w!gWh6f`f@CYdYgu~Gk;h&8Lyb$c2y)dC}zk8tnG-8B;y$M5Hug! z{;A~e)Ea$-<_`o^v1lrFyD4tXkKU&r{KbE?qJ83M&=#^D>eD>KMa6LuD%x6)iAfh& z%1vr-YZ=f_SJ$4IdU}btI{H-9ILD!MUhG$zC>zK*yuw6Qy!8XOnmNin3+rmL6CXALm5o|-6Z2PV{KuJx^_&jpMwHQ-T>!lA&Oog9;4sK5Y8_Q@ac z_MHZM(h%<|zayL5ThMd!^rW8vL1@4=WG?88lE@4_g-ne()^m%_QXHoBwY@I&aZ4Dt zblQkCh3_GZ&6E*Nw})w?4|Ys0`aOo({3(H=1q3$9Wh&!7Q>=%oH6Ux}`sc<>8Y+vr zj!DO8=+`UbkG?&BOz+4L@wkrY#%(8N*Vr?9f&qgRY2)cyEY4h)5>?$r>mddQva27d z=hZDc;2WogbOpH6Z~cSYUNWqFpOD|Awc=eBJ!Bea!YN}CT`Tl4e)HXCqC((Z; z9~@{jfHyj)(u{6x8?t^09w+yf%5$XA0Wu(_9>m${d_}g4;OI0czo^WnCYfb85bFV+ zXMpvj@cnLHDeO^r`{XZ5iQPv3o%Zy(NCX$4eg(G)CGY-3Wc^YJ{3=@~xIa24=T3JBFUwfLh^Z%}F9T3pS zI>X(+M6&OKI{PPbJ(WHuH;L&~6#v1X?RhpTOdksm)tiec{LnEeuKHP~Vm`(of@L!Q z%zNSvZ)ID$6^!*8f@lFMA#erj5>0I^{tZPpP03k0-84s%_SNe) z9CQ8N?ilfU4u5SH%ZHX?9W+50}daKVDJ)>o{cJ@(E$ zxsTxm0rQcCnRSScK;LEOr)ugn^ix0TpnJX(_$j;@6`83F`G?Oka_l39FrQZvW@? ztoZ_z5(lca=&ff(SA+S*0Q&-ErPkq=dJUJ>2ZiKR%Sad&O3_W?*dGGdO{-+0p42b@ z$ljN^K*~Tr^RpVp|GdgLL?5HF&h#1I@zlA}_|4mFpk~D$hk7_tRwZV`YUt5FkMzwF z!d1dr&bJ9?e1CR&UMTn&Q(Go#E3?w4A}b=HXPm7=t=2e5*~z;nqOH3mLiEQdSZ!T` zRRColWsthXN@z?uZ!-rS3KYo3muL0$Q`(4>01baMpq5|#Sr&GgtBfpMVq}hsd#W4t z6b0(;D%~R^I(VdEEnVfJQm+1AY}SLRpaeW=yQ7)5Vsx@RjgFejC1F{j8h8Gveu12c z_CQY&X7+XKagZ`%RY9KsJJaI3pwd$JB$w-Q!99Mb4oJe=PBRN4zdAROh!MpRd7#?X zloYZC&B7}JDbf)8#XSsO+B2V^`v)A6JD3RD(9ZC8y7-KUVahrkYl+A;??mwiy}{8y zv9@R1agP`Dr8qh3)G%%HkkcKQ$sIS*m=n7S6n<5z0=c?O>W@Y!5pZy@KLtI~NXrs9h4vp;AnEd<0 zLf~xK%yrQSe*wb=n=^vcKbt(DX|XBtd^X3uS&0TmW03>KB6App!5IbL$_PMYn~^f; zg5C+N4LO?^+UP32P%4w>5U+@u@% zwzpBY!+8w1;crK26?ur;i0W3Zv{)Ku=zx3h@*mYW?@sOR&bqDL2dVgfB5?i*!mLe- z-akVG7xM+3*D!G5Gk{Ytr&wg#)o6fruQwO(ywBRKt!je`@~_S9(|g2Or15!^{-UoR z&ag(Y6;=18#r!Q>2dP&jhXpkJVf$IYqK};AUI;%#azo!E;zrZGQ!HtL< z3BK9W0Yn$zc;Z|duh-W1o2?Ccc<9>7*%nuydb`oa26A5uFdL~r`Z+T+093!R%ICoF zAm#m!m!VVYing@5K3!ZF(N0hq_yPGf;j#i-ls%)%@C&2dI0mm)_kjXmz(E2r=Umk@ zjMOp52jvC#uGEB5&$;3t6CFQW6G^FX!Q9m-yWI!i`4@jTp&&F6(xR|}m-O`X>% zBpk>SwH1jXFa*_IB@xU)@<2@=sr{hP2!9=A@@`$z8obYL~67EU?Hh7_1DR zpA)oL!j8rzvMES|jnuO1;Wp^TSGTKiVZDcWblL-KbZKYyXM!=W`jy*9yg5M?2ktj> zTKn4$R&qdBH3TS~h+1+zDa4@+5qe$)lXCnExNfbw9!C4sbiFVo>}^WpKWnL$Aj7HW z_jOkx4}IaJ22tWv>`c>h&G+*bua#@kvgF_)gkm2~f=L2R5N3s?>*aFZ_`{@?qHo5g z-9#!XYI1wKsmgDZRRr^GkRTto65dGYmVlYlqg!<`j#$m{4>Go|z@6m{(VGDW;FRk_ z$#bV(wplX+MdeKPLedHeIS#?V1dG}HmehbHR!wjS$vb906B}2%tx_pD%TmJK5X!fH z>+A(>CClZ-uC`1&OX}w*Xg1(g@M0{rqGQ3?XITS?ED3fJ3bAWl{NM;%t&s9k zVu_qbQj9sIC!+uz$<5~4lLea8HM3G#;HB}7BD^8sNHPb2rz$ZtD+K?v!m5Knfn8&@ z_8NjA-PYhNE>C8Lb=A=E@M>u=M+zV0kV~Z8t^SQ{&F@DY|M66OYcc3CV|?t>(|&s7 z(9hyukZ3l!s}^o1J?)Og;;%#@vQJcoQShcz=g(#-H=7s_g7c1Bd27L&qY`BlH67k~ zxE!x?Sj4UvcbgWc%6`L{UeLiE!So%SyFmySsJ7I{=vKj2D~f)FOmE`lzz3Zt!N z^K9M%r!Hkib1J;}J~CK=KZ%Uk@~!A1n<=DXu$Tp=w77jkQ=PY{$0`Sp4tZiaM*()B zQX2L2-#qSg<=t)RaMZFf6hoZYfb@+V zjD#VGw@1FhAVQOw=X5){+2Wa&$LQ3hqL!x^&sJO?651fiPXzqNeehNm6YB}qtB8pG zz5s|raLNjU6@4`_GTrgFVtSXNcUK8AQfOQ0kw-%qYi`jCb!xWfFJiNjqm&WYpn}gK zLF-YVBDJ}wVN?^Xb;-qjDUDyT42QaV3kEG0=)5EeRk@PAmcE>Sl#|x4#GMfoz<)oc zv?vv`h)`#0iXRj#VOY|TIG*%<+$#$A3Dt*fAkv}5GH7n?0L{AfF2^l+pwoY0*{Q}P z5sr0M43?ew-Y9FaJa73>52^?BymyW49riKDSK3x7b5YI}aw;5Po+=!l23~`IoCePIw_6oa-Vb-&io`gZ6f9Y~MmG=mPdhL2c}f zLhD@}|FBqrMzQ15)MbHc!(Pce+6UkPcZv#^U*uYDZ5mMqZyDm~yDE~0%rcv+KiFwb zL-yVxPl>?``1WKy$*3^Ga`4CLf>7$g&|hsk$%jN| zYs*#hXR!wwrY~w~m7`kC1C=JI&?&sESYPx~NX^?phwxH*<%{8>FE%<^F1gF?q$4vV z+Om+2<9JC6uKaSx=~$ZWMC|+gQ!o+q+i69}HUN||i8H$>;HwRj^+gESeq+ZfjA8Sj zv#$~fVQcA!*`e5kQl^t=io9- zA;&Q_=s2lAi3SjLc|a0Y=`Js>x_1Mxx3}u``J)6%g|40>xcg3m)=Hx)1-mWxRsx;Z zq(=|-kP3K$G<8^S=;u!Yr{Kzna*Td`D{a?BL=<=OOc(NxQn^-O$n{=sliFebgUfGO(&B9TSIpD3mLg zZcpRgBeYPo0smDe7x7}CCtZ>y-O$8dwe>2XM;KIjX zaJ{MSeN#uDxiw5VP+<>?YHoZnlcU|+K5kgG1(7lCiy4hXEt5_1g$X}fjY~5rD_lK3 zx>Pq*Zf0n=>ROsBrJO*u#;&xQ>0F)u)u1ms{%oWK1}Kg~yxs_i@S?1&^PzV zDN5o!6rTjsPOcFzD#aHK@$Uag@mX&2c1F{;^5G(IT9a=x5LU1BPlkca4TvA76L zqu~TV+RTjm{b-oF;%Bex4KxTG3*X5$X0$#JRY`hPZuJr(v%hQW-7@!@2D2~bAFOeO zr2ZA1X*LWU>%sKqrRpQ{K1_jijs}cKfp_&r_L&rTCH-45^YVScXe-lef5DFW8V^=` z#PbFn$^UBGRGE?Q7PSCY+ydubHLLq28lpiRrV=D$@Bp>fPfXK-uSM-7a<1Hf5){EC ziPO6hi<1sQo!vSu76~PH2XU-42!u3Z-W3^HRNSi6gk8N$h@8A}_~{-V$Ww0FC69U= zm`->m(K;n?Em@G3~gu8Vx6L9r~CclJniyLoNYF2)-Qd2um1G{Ei^tq%HRTdUxzF(lfPoMjy~N+WQ`eWSG^+tjeel}@HOz4m%e#^0l+}FPf<2nrOuGHn$zNzO-)ZHsp-?Vg+?CzWtxTJ zL}1DuVc#t#%K`~GR)Gj@PyPmnBzMuL+z%H3DhItB9lcz_sLy`d9dwg?EA{Ug7x)tD zU7SsZnH@yF;-Jn^m7jC|zy~{SLCX(>xsh$MS%#m^Nt6)XAL};?O2*$^&PE&Dqmg7b*68mre)3=W6{2osl}mZ zidCiVUXO7t6(|ywGkyO40~4Dugn^`y(RsDB;N*Hbp~%_CI2{H~|JGgOr~EWQu()=@ z<$EsBjct|JunEs7rD_2ll4vAmd$lR8w-pE;v`C3nUCREVMr=nihtp}`j7Xv~{mj3B z|K8LOTc2>J8-O2!?!HL}$)>Y|M=$}IwKr(&;j2_08E`8Ht=06TmIp*&spux?NVB|< zv4T}`+MP346Hcim98=`-JIA!x5PJtWs0XB}haha>a~w?;jhxso%3CD8!4KER2dykk zZ6{YL9+8X{hw1XZyTu-<{4I{Yp?vVyyDwk2oVdTD#}&H2SPz}4ARA-Ta@lSbfSjf>HT3@mva)^st>U= zH&TVny>f`6qe*%CUFnL8tIh3XcS5wuN@}kVZqvo+FVL_gk6z#fLrgGH*BPZ6*2*^i zKH+pZ=DPe;)F%G^nr~KNX6PXUNCf6Ro!Jyg>N%xKxI%}|GfQZ2fQCfboTtE=pQqFi zY~wRKION`JzGBTBvYSRO#p}QVk)Ps>FfmLP&g!yW9eKE2o0uQ~q}CNs*{;Q@3WA+k zdC25(qSW|)XWNTFn@= zVjsoe0+hO3qSySRoGxse>JFBZ0tOm2M=CKyo4H^vLzN@w54XwkVrE|Fb{cQdt)e;Q z;mhwy9VrwBRFNU3&bd<`UZDQ)#1dsrcNd2DA&VOcp!pRO{%b>P07sR-;qgbRR2%}B#6GV9&bPY6hOtRa&kIh%Pj^QtV0`%I(84PtKXk6f zI(Uy$E?%84yA=)wu!v4b>Af@+J!A}t68~Vb!pIq|`UJYOFu!|xGhgLX{t5f*p*d0# zOqaR&gSnn8X{Ow=+wyU7lLc_{r?W!2T_w)a^7uWd7xS>u`81zf%ugmqKfUZ^gNdTk z-%fQqj_X7dM=|32B73{&D(VSGt-6VW*j3@AR?#PR87X~H?&&`2WFNe!H!+vkVO?U0~O|p<$ZS>SL z$E~xkXEQl0-$jXbrWrAn3Zm9r(D_Jlp?BAs6q4R9BkO5M8$HMnAixKAfv7@{^hci2 z>CJ|3L4&Bw*9VD#Vw6D{)wq|f7j47d+B4?^7V!O%vo5xn?0oOeIiqN0W0vaP#R{ot zJev2hJsD#195(5tx!QnrbDaF30T;#C4`TuWp`0jY^A?jGRdjJLmRy|t5bSF~gZt77 z{A3}rjjV@%9e}QZTfG?+-MVEjjDfp{o|2Vy2qFfHR9@dcrtl`=0?!rH8(hV_9|#l+&pel7m!^>aIiLiid0mH{++xeC2oU?)=KbHzRn4 z9KE-!o>cc)+}p5W9d$$j$r^rHXsOq;p&Pj?L^7U#&3-NXX5lCvEi*?Xb&J6Ixj1${ z1I^q;t8kXPT$e)~*C`LThn7L+(abv0ABHJYVSJGb)toZnhm9iVw0}B)0{xGmp1b1R zntKB$n1)dzg4V$wkA7|-4P#8t>uY&jx<|s%r!el=0Z-p^JQ)%Jf2hTad#Q(Nqkyet zEp9SH@J|DIoO6lJ2y$QyF#P4WQ)ABqd{9%!215E%*Mg>4g&_s@@P43G4}(8ec$nLZ z4p1Hc1(E}m=|hl?#0`gAos4hEWRb(f>;%qe5%l9JaHStT#KLgxY4V+!MXBT9jtbkk z@13X2=F(eXSAkxal%t5QDhZCtIkadaUgI>QHuND*4GqE#iJ*C(LGu;><22oBcV4!D z5t!6Zz|uw#ZNEw%MVnGXlMT>4LkXbnMRRV?@~csZ<2y)t8t z5uKYe5Iv+O9rcK&V4YT2@r3a&i~v@vQ%!?5d10KoIUX+RZg6dAo<%4mKW3=1|RD-xmbiZ z#Am=amlBTyVD}a_gE;>AG-LDbHW#=gs`M8oya$a>u_sX%5G${bm>CqzblcbC5R2ib zS|WOp<~G4hr1HH@%|tfjZW{JfndJ61`c2#Z^oaFcn|XpgMbo|(O$Xff4VSFDzVCPpCsG4B5sNFMr74_o#coa)2mA9og11ZUPu5#$Lr>+tca;M zIjZ`uDsAm>4yT%`r(SB!sr9uwaOBsJI0&lxfEv8FF2UqhS+c`PLS(6ny}H6L93Y8E zREXIFE1QhrpTX~JcH|3u3^Q~kD?oR@USvPgker;1x{vmwrM{hy0zv|N9+e754n;-& z-1kf;j%s-J5S8<#=Z^GWCx;~E#Yv>cWhTR9BgtS-ft6vQ#ny=Jg}sG-MW3;U6mpK0 zp}F=T&nO`8eff%So!Bq+D!=s$Z%HNO>@TXoy^jPM*emXyKn}sl6gm9>P~ir*S6kYPSfg0ME> z4}FFUp4q%3iKUJMb((> z46WX!&cL3xPWF>+2P1T>DZveMt%|PNJtHXvT#Z}TyI*(LV!h>A3tqK6v3!W2q;|fI z-!Vwb9?^O)Oqw=opUXyEG31ym<~=wPc9Wam#JhTHtOMrZ9*0E0a4&N3*O#(zEyq5T zPyMdOQ7!|GjRTpfL@afF zs6M2f{G%rYDPZNKcdwDrH!AYHh2Jv2t{x&%+)2xxd;gjFsyP)(UU&_2z(dBMLogVf>X4V`*Ea5qDsH;Z~~Mz8J2@xq2W7Nu64L+1&D^oi!E~(2U#|K>ebKt}oqGK=%)5 zvpJJnJd3hG`ll&ep8&JLe&q!StnR{;BuShpt?OD|4D9W z!>M7we{cMpHZ1Bou-1|!0)P$gy1G=(rW(Guf6H;rOiaCjX4peQKj15@KZ5X?am*WX znEf~gLJi6fMvZK~EDOxZAkJ>0>%$Fqyj3jsBLs2O=bi|z|V?=+UwTgtY1oFl^7 zxAVZpZGUWSGNr*UPJ$lz3t5~iRgNu%H{!>CwugI}0rt2uTQMF=m@llD8RXXFq zef?=DPHa`V-6&)<(zzxvYOF6W>|J+*fd#ts;9`^K;@397oJDGkJtYf;!V#Nx!EJb9 z0gIZRkhFvtBojF+J0e_1Klk0^KSQgZ7 z`m)C?V3ez_E)CLNo-$xj_$t5W^!7mzq%YmW3N-S9VkzfcQqv#g-?I^8kX zDsmtsRA%wD-=N2yd7C%xEsu6&Lj~5!^|*unQ_-1Y}1d_fyHv@&Df^< zmJ7`}EnpLIoiSW<2-U@o~^gwY?K5v882zJ)n4c0 zJd{BJ09l56ES3{nFjF+b%cC30wmiYYwu-zmAsk2O7c(nBZhS(>>{1LkYxyewdbL4K z$7C^pHNsZ8zGJD3EN6QZo_4#sEi`u%ua3_BX47Vo#~$jJ42=W8$%5N+m;p4OJRC9W z7{LyV{clt-Ajev{4zVyiwnUs0isNUfHR#ZUH2i@1a{b>|deLcioDocALuf(RLEaC5CcERHqIN8Jgig!q zOqF8B-PHU`G=_e8P0P_K>tflFznF0S zZ^PSfnFTS7NfUv7z6S%?{sU+PG?wroaCo);#VeW=x5cMNHp^QIlSWT@e1s5L8?mFGSN++7ehrK@&1roSHX)K9vu#W02Y zL^mbofe>wOxI~x25PU__r(MV1e6)$9*>rK}yZWwsg_qQd?R5&q!HUZtUjb`7tP#5T zU|b5eXqx;~8n=$utCm`=zZRNem|T?g9DpR^UUyAFrb#oD2(o741yUh#u=;m_P;5sT zsx#WO2AP#&yzP#O)&1xMC8g4>9dxQjb+4T)X7QXu19S>!F`zetVQ8`BI1TEZs2z9Nw{qdGM{ zA=Id*fWvWcieLHSST56!NLk=N43$3b4Xq9{D`^-@TTF0fgSH>3*!*cS64MsYN-tI@ zw`cYfyc5Pcrc|Ekvoc^nva7r8*9E(p0RGLfqK@ut26HO!-0Z)20l`cqqa%@Sv=r zYZp;qEVd}?;8>q^JgFRnS@w$D+ZBK4hg4nW(sK_OqoHY!Z)|&R#nlsUz_Z*h3bFPY z!7}X6H-JOon_AaII%keotu*GzkW4X-&W9K#q&Ek(UW~nloRl92U#V(6o-YUFSOo8= ztV+$5BK^p|RLDr_h>B$kmyyS12B~|$gmJwh3*-d}N+DlrbLyo;2Qmt&^dy|1+09M1 zH#QYslE!dk=xWxN6xcapC&!A1ykqh-*a!3caf(!jJYD~Aqd!A$#Cf$9vHT{hG%eGc zvPxL1%r)G8HH-?IU9E`u(%SlP8;i0WG8a^?vfjLHeZGi;JJPi-B_ssRjB5Y7Ey*uo zQloMFe9=8kajj|urw?Wo6IU|P#1B*j4v}f<51CYlZSs0VhdMH1nkt9*Uc)wkG4l%P z7L~8{yFJz@f(pIExY*T|x>6$Bau2!c)Y`M6DC|08@E*F^Sb=ivwTOl9Yl;Bl{SfjY zLI}R&SdPeWLM0lSJweCwMd&-&Ggl}hY~~t-*d^+MnyUZs4~rZAnCY&2u9~cWP>L;v zrvppsZsD4*@@q(lC==w1lzVXZnMbsx{JW#`n9bh`KaaR%bD9-a7Cv zK=00L_3NkNh|3Hmc@r3mXnOG;BEO0MK2rVsa}e@5>MF}U$Mw|B3t9Kd?yxZ zfms${GQ>=nqM|vc{ugG;la!DE2c}IE&3#jjcx1H(E zj%a4mUy-=>&@r>=$E;o#zK~HWX6?WLs|9c7y`5H=s-+ApAMWv!q;zU&YMpWXTl&*X zEp}3VK`-v{7110uhtIOUjua?`Ej z7s9Z8FQ0F_p1)HvGD>C?4**B+#OL0#c^VlqZl6`j@`W$@Om~8FL11bd8_-t}jj**c z0y(8yPfXLVj$<8kIHVUwlY~iB$Y98`*L|k1!b#p`WPB&ouF(eWGKC1_p};=&=cjU8 zrc**>JNZQS+v4TJX^WxgPv`Cdig9#bD1bO=R^s8AFnX*o0P+cMolLDPt9<7MZ$N(Qg!B0g%51P?;_E&}4}qX5Ow;90w02q_7H>UN3+( zgj-AeE;Y1zd^vx?Q~f3(|Ca*H^gk3}dUhtZ|FXXf`1EWn>@5Es{(l9So}HbJ0slV@ zidMwj%E{OPpH{?5-^p0W*wEI<7>b7n%F)TeSl=4TZKJ8pSxs}Zg(r%$3Hf#JMh-hd z(%uygwm+M2c>7;#ZtFy&ys;Vfb;|X;SvU24-Mt-8tm+cnWj{f8tPaXj(+Ss^LpOpz z23}`dU}U7T2QD&Bg0{kLJ3EH1p1RKR13(2MAz=Y=aM1V6^Dkr{6B+757=zifV*(z- zVDItV09H#&Yl9yHJmAC1`|eyo*E<7?1LVLY>s$v)2UG&{1^h>_5_RYM4|Zaj8Cuu? z7x}m%fUS3|XJ%%w|AhBT$o`Tp;Mo#@`6c9I02|1yME_#-G=yX84D$YCNm!ir(^t90ro-Lfo*W6{fd9W z*&yFe0sQ8_+*laEHT+Nl`b|vD&;O&a=ZA-b`FLa zKhrw;0mHxPnomJv|2!n8q^5$YVWn-d0a-&^MeV@g!2F|p0X}@kcXs&-diVrd>6kmJK)c}jW<+qb--wTx9EYfNWouwmrr_Atw9>>>0Irc-c*I~`-Zll z-a@+vbGaE?-z7A^(R(A|e~1`CIe^jt_&5RPmdB#*WgB`uj$_l_W8b0MIkB*n3*vKg;mHP_!3DKtT3BQs1)2dzF6|0hD~B z$)7)?Faxcswg5)>kU&J#;|@JJ<-UIzjep08PmGL-E%jiEK179o%}w;IZH`}D2Yu1Y z0DtL<6F}EBvDCf=O>gi`ZlIV_SY4SIK2_C!iBp}J+-^Pju@ous{c_Tebp?`n2aTS0 znr}&C-*W>mwTCCZ;I=&lG1WH!aIgWYvV6<^ZjIl-4_`Na_y6cADWiN<6o`G!ruFQcp?F98aZh=uQWvJq59VwSO&;0f+)&#_qR4^)8RjKc7S2 zq=#elL408u0n%lB!SryZeZw>Wqfh^W?JBDO!1OS-d|-LWT7Tn>ea)<&*xqr|p8e}; zuYKKod_?&?9pmnIsdmcOeqnkP?ccDxUhTfHyi8A?(7tZ76Mr3TzL}Gxe%B{{+2?)- zBw}9hCG#@c??0!nY)KfvVqQ*aG^B2khQDZheZN05XMBnAe`odYSZxUi;wr(pvA`+) za+1?g`lfz#R$f8tJik+G=X+;XdQ0BBPk*9+v8@2`=TOXo>bd|J4(?mUETF00NitZK zp`>Sq?G$3hYiUq`o3l8UV?wDDx`ly|$6l>p#0$s3#U<@7y(I6N$(2Z7N9#PaZNqER zy69Ej8m#Z6Pq1(!%J$6ul{rP|W=ti>nv+64=PRkyh#+iAX;?~867U&6iKSI`UlIfu zAHY0Q#0zycIWvQA6zj#bLvHU}Bwj9vZozgHm&4kPwt_#E*#+YE8)vA0Z}CmZlcR6m z&@|!P-2wTR7JIo=DRP@l*(Cr|ewaVB3D)C-G7tkEH?9$!-?IngIbk7xN{0=shzUwr zAQL1F>{umTiCBW0eZo5e4v`K^aw`=2Tb$j}ex1fI5DAy37(%-S76~y6kjtc}5>I!B zAdnkkOi+T-7bQ+l>rK}bCWolF&K#Aq^k7wylfO?U-C5n5qFqL1D#8se$pGAt;s2RKb^$~Fd)(?Z;sRc-Crxc zb~@v^P>>xb*8aRK1WB;LK@E9;<<{Pq5<+WlC7^_6tA~4xX2GCI-hT?!BHwrvZe!lF zN{vJjPnviGqPzd@ngQl^SdVGYD_0hHq618J%ZYD^^MG>7W{KXKKp5J7lFn#s7AwkZ z;CNdHkBE}QA^n$dDycc&!C#feSb{b=gFsL`%?RXGoaGYT3s1-lRc;DvU|e9{BN|eF z#J9`OC1n?>K`do%k{EOH*%2MX{m+%<(<3in^^8XKEFQwNomO*~sarc_{P}YE07~|A zFRrp|0m5xPWw0w=X>U1~R;@Fw%lzjYO9Or{CoC3Sz74oP&0V#C$MO8ccS&_y-a5<* zG7SalLK2;$P5ww9VKHg`{e?P0_!y|uN-VV*h0|%bN>Wc6+QARglRA*|e7()lKP#X0 z!hUg6<+LI=K&!c7RaHbs((&i}x1*HTpKm+@zb7BVRmoN3D&K62@|Kx%=2}4AE{*^f zH0O!Z1Yv%?@v>#-j4~%Hr49-1TO?LiU1!DMAiTgiVYaxZ<-@mEqKW0y$0Q6XCHg-A zKS030bB+QU*3EI^r~a`SFW-jUazf~_JFKLXxZSJZ0Tg}R9T_km-SOkMjvJQWIp4w^ z(S99gr%b&49CD4#9HEiW#L#JZ>F{H9vq;wdAZss8nwvtHfKepMd5?+OE08CD=jz^0 z{|4s1J{!*r$veSL3Xw+XY;v|792#2?!EozVz&=5RDH(wV33=3gL#!YU8GEN5-Y4jV z4ADh)QT;3CbO`OagC^xkjwK%Ym&G$}3V>7HdBUDKFz_@}#5)pOQ_vjZnWU*~mFt^) zg>ed(?A8j?DncwO;phc1^;yKF4GfP*%d8ko)MY^J3p`ug>UeaCH%S|!ZSzl(X5i79 z4Ww(%{dBJKaG?EdFxxhYN1*M~9 zbr=bFq%#R11LvnadH5rdktI^P2rgtrifa^k*9RU-+R34_Kusf>`a;x^B`WwP@+PTq zH&s}>hOpU4dP9P_jVBY^j!x=5)~q8kwePsGCH3y5maHMNH&%#1G=4nEu*EmVX{j=r z5#+Zj!{rU89@PwGIBclfm*k&KfD{|&AxaZzC5)lw?HWoXykqd=pceZCd=({qo5`s07hhM1tl?IJvUqAH=^&p7*VqAlOBcIZ6?rjiwvl&5kd3S zv_hFAu`#@O6zu+RaL^OdC9M`Z5mQ=Z%U5Te-6nQ?9tqIaYF+gKr3 z=e~nyzhByI^AS}PvW-*PxZI>$ZcZ1ZrorQy_~^W>>~fxd$k`;T>fh z#fJpe{6=|6Ky=(g&rNc0cduDsja!l8t{CA=-z@I}RMJlcs6kharshMU(0th|bA+G^ z+?C~{8q_$6vxRg*qN?AO{&<7;c18B)Pz#kSNJ7P%!Z9h_ueqePDzxc4CiSC?8qe0X4;t6y}0lgvbX{wYL>WtCbE|}4;M!;xj zUeIq=tqAL(hP$P+HNbuOwNBH9TuNqi;>u=<2=fb*$rQOS;#gQAj12z`0KoxnC^#$( z@pQ$}8?QX@4g4&^Y5C_&Bc~$&w<9hx&-6d?-9ak z&cSae=TS{4ef~Ki3~nV-7j-@OnAS(nWN(u^Oy&&ZuQ9PHCYs=2I1*6>2OWj=Q=YCD zNhRfGlBuT9c^|-aQiBH@hN@+KQ_A1rC4%FQ#QKN1+=Re+l#yp*IOy=8YX+erg+K$%W80}><)(2z)XU(K?~@#H zdXuWFJ3}TdajF%1gq1O3T7{||!at*kr)Re^Lal)@%3oWATv&AI9hJ5oZtp!wB4d5C zzZJf=untljZE;6O@?BA|QI>`BW#hy5(~yH?=tAkxrIWfaK&8OUErMKF!g z1hzI2c4tg;Xt&~%ib1Y;wGppb(()@bbKJ0uXf>H(aj7WNn0>MA8amG8Dh>yKOU;#$ z6x2hVWu*@;58CR3ueHlmwc5B>FSO((g|K^Y-W1rpAQ~IIH$ zP`A!*F&iZI1MK38N=y;l5UaGt$f65HpIwV^_iAu!7i-{SzD#`YVENRon%&LjpS`VmcWv$D0#{F?OCGJ%A0Dw) zHj00ahk!-i9$zieqp}B)dM)0v%2>g%oazV_mo@f)J@pz?Phb%fhE_@YtyLK;rv)D3 ze9w&$VE1`*(^AkDn#6ZhUJ!BR^h&mzmhb~svFa7w4b?%utdJ;?xrp#}-_~=2;1HV( zyBA~Xs$Q>fe{zz3ibC*`Yd(Ah!V4&?>W&gS(m0vmqo zi4nXAFWXltQPceux#r_TR~)&qd&nQGR00HemGcXVNsD1y9cWLo zj~q4+7=N~FkIahFc<&Za&X%lo5AEhqpg_doD#Px7(>59we`J9ZJ)f}(s0>Cc$%3f2 z>6+g&R19o+tg3kPS5Fa7zAI^^FbpkF$5Fdl@`s84fD?n+_*UPd$U7vIBEmCT;sS}& z#4={CLmFkCKVgo>E;^4i@sn@2U zK(+4ebUwPoxmU`GkgT@PlFPOWA#5ij^dk9_N)Vl?kA@G;0 z;pcb>+2j1$x*sCFP8XevST@B{o4>6;(E9Y%Ho8p7@nzg3Y@?WKg}Z5?Ak+_|WuFArz}}MF1Vt{`Sj|eX5Kj)g=P`a$r~JOM ztF1Zl`A+v`m*rV%xG(sUKA6E`hMEvmY$k>yipvL2^_#@sP`^#L@kgAFaIIRw}q`+Tld>5|yW z&w=-5Lb)WSQJ^kku*h zmznJ3($+8bPbq3)K5^;+HnJ(Tk!X?h4FMxLAi{dhHkJjsr)_b~K8U*Y-hlo%9y5DS zO^e?|hMbo%j4%_V%PrLV2V)fDez+~PA9ON?r%LeRPJv)NQ+*5ip$1T@#Pu))W=MBZ zzxI1UhM5h`jvUcJ^4aah869z2xb#E?@)YV)o=iT-|RJG-H21 z7l&55Q;E;VY6h_Kk_5PFHSz^@f%hk4CF9~Y zodvfN0xDc=mH6vd8QY&*!ll-{Q@XB^h_bq^^icQ;aW{GPu&KtFo$~Oy!8T4&sz(Wt z@XL79sbNS=t}%IgzF#fbL3-RpB-f(j=#J<3kw7G`)EpBn?;(FirxE9hb$l8E?v?*7HZAR8#K$HfoH(GD=m zjFNUi8O_pVz9Q(rIv|#>i*i>(s*%T(_Dt9SwRp|@i}3>TRCD?ZAo39 z+USR9u+$B&D+YVK2p;5Q?WwqO#QBYK?u$P19$RA%7SHgOr@(7UWRmk-rXGWzj14h) z^Zgoj?BWR0evuOOueB=9+=HKy?1L{Z24J{1R$`=YvJv0vQC zbr$K*>dRqRjDrabRFX;7R$C3uODi2QhR0|vYd3mjl0WqII0x6h-4BmA9^CA7+)FD_ zMB;uMad5HBr!OCP=W&`gWk&ROmPeR@ydiM%GYV{FZU9iz=p-b9X6h1fG zCMB$g>%p3gMP8zHEVZKqV2$hsVqhbtv1hfmE^T6|J7IP1h_^uJxy~So752icuZU9% zk>fhs7HNGpgcmPt^u6ehUVO?__>~^e-@eW?t-V| z@&;*svjTy+9HCKs-2TVBiC+!*s*~HwP}K~@w`)~)eI3xlG(|tSy`z4_T)?Y5a(F$O`P?qt$#np8(K!dF_vP!&WW zH@*i8BA zxOGC7!BM2vYAcMI@^#)z$1pe!UMn@G7uG+52ZMvp+8l>zy7R_@Ne<{A_ZCN2kQgb# zn!DbplIAf?`E~D4d#zlzk;W!ukI!>4vx+o#5hn;%ZSog5u!Qt;H`J@76$O4wkgmb` zGtKdN*~lA0%L_vq4}}t3k*)FXqN1EO{*=~PMgEMdC+6te{B3ch4yC7g!>r_@S*A1r zPiDyP2%s|D6KXpHJ%`h-qq*o4`Iv}1iLKMUO>)Kt)2n+=w}A_{_;}w4Zi2@^8#@(= z@hRkDk2dnjxWAMy(iXmv_-CC)>~b~+!%a1+NvxPToIuW5vEc5hOxqv}^H1pJ+U)7O z*}f=ikuMUV`@;<$0qX`6t}oPy2%%gu7{6ko>Ast7Or~aE5*BW6pH(rDjK-8Qy68K} zL{8+fol)4U+9O--R4dgiZcm}fSrHAYbIo(uM1K{&0io1(>as`eyh|>y69BtyQUq}#QZxGJf@4Za$-6wGA5{f zhy$s0K8TgNR%)(D_-b-GjH2dKXgMUL`81o$p>AnfJ7gp@Q*8xTXc`2qGhO-m_ICpr zRT=)8{Iv{ev6hwLmS?lveH{8yWKbsIQH0ZS2{(r}^jgyfli^_CF-F0~`oL#vz()CS z0U<{VC&Dlg^DU*`-_5gx0eDpW)!#KA*o_x#5`opQju)XR$P%=?Mcid-wj9}7uT0u# zKtgwuY#(6aNX*drETuYENT)-VYyg(V{w&8%Wjw`oP&>Cz3+a+<;C=@xbFIu)>kge% zN3)90r>ceR30yy){OFA!3_FeO7xHOZIw_Xf+4vH*oukOc(7mSw3zBU|nIBJD;!|d1 z?yhyz($IHPR(SCK@8;M)puyo)`vFB43I?7eRn%YY&(rE;KSEI|{%GcU%hcKZjQyY` zJ1;Ku_nf(=;tPkQZF`U!b}99UH6 zI@Zq7q^P1wh0lpu=;<|qTP~Day{S}J_McqhR%KoxHMF|a>OCyQuMOgbV&a5Dxx!t< z&rA$u5M+@ub7Z0lb(E*IU^^pzS`6#w4G$xatdkF~cECZYZk=o&r6(KT5<|h2K3Lp= z1jgU1mayd=y`P?XsK{No(xzyh(ETItDU7F{!c>=X*?aVR5OMgj>?NhYyF{bJ3!;(! zOrm-b6~t1!yAaEQ^c_}lJ4KK&GV#j1CgM=}-hL9@S{!z+cr=oEWZhH%KZ1%{_pcZp zXgv+0D27nSI-r}L(|6ocGX3R}bDD&vjcVTu4(~;RPKj!EI z5NC12Bp25{?Rfv-VdeIQKbTSWwvNCY5mHP;bFE+noY&8+Ic_~MXa)X`(H|8FHIhAl z4T7mJb_q&0x9of%HNo3~4@ehD%}RI~$g zh?rt*p#uDt87?6k*n@{$)SgkW#Uo?%+X84lUC*_1SGg`n6F9+bdioaNq^h;@*dt-a zO)+pQ-b)1xG$R&lOr?-sro(f%wXanbdYp+|b2|+H3N7I)wXEgiFv~`(v=Z%+=IA?; zqeNlY#@thNOd8A?eaV%JaXxuHNxgo^1s2-+q z=I~TUa~Wh2BZ9ceESi4tM2y#18Hn4d@eNV=E_F!MeJUs?uBjD9+3ohK0#7EeJNRT0nj;ovKM&g~e^u(Fjv5oo7lx^q+xPF-|1KIXMP zb)?L@HjP~s0_9^ED=oZuxP2B$l!D79sevJ! z;4A$amg-ZRA=#r=!@?S2i!0JVp{$c;V8Git4VJE&{lxqeXuQWSBGD08dgt0+-C+49 ztk<6)fXg-xX(1}Zs+<%6iW%BQ2>YsN%(oi@N3ex^N%!eXztfj}R>SFs>}X-C6S1I` z`xD%W$-5p&Br7p?vgfDFFBT5Sx_%Axy!i$}OA)qnWm_MEG=H~3-fV&Uo*chW6sfCa zxIm_CfjJWyg5#dm5jq5NndZNFkBvi3E}%QtOX|f>D#u$2JRV;sAshHiU>+Yp5V}h? zBJs)Xa-#BU4YZF=$b5h=SS6byT0<|HgIWwtO`36$y_tU+f}~b4NrN)qR zG=mwY{qlFgJ}Fq28v7j?QH~$Qgb^+;>g}mnI}(KUHRI98e_)X1>xUY4r@T)gF>X?` zMhd@+>$9`^DesiV3K9~5J0G@5$t^xxhz5B+d>L_KO}0AMq)PZWUbV~V% zHmLo7+y@!WpC`2FVtR z#RNDYNHU!h@;k7^4#5l|1p|$>4H&IFh2frf(MPR#f%@XFYK;O!$ql??x$&A=L8P3A zqm<4r--H~rR5rBA=l3xtTV`I-cE1j>s#zrTP%u<_T*Z@Fw?&oJ%!A|9vVEJH0iRrq zIP(ju=s}ytJihhITY^*=S=Dc1-ThFQaD-dEdtr3Phf4pl=6&;PVlT1|jvgag;p<0I zEZ#W3?10=@sYfuzV!kD7qr*1^{nSw-aV#jQOxcY_I6THA$OJk+UbwSHA*ckdUGPr$ z@$U!gzv*np!9n5(qjvIAYS>>?TM0;WDuR5Hq7X6S}rZr$~^I1vwiiWa@FDL!Le zA~0u(f6x+xA!Jkp~u$AasGqD)dEm^E7uOiPLXcF8cInD6e?6h=F1_=pyyHUq1LPsvVm8qtPdD zU_D0~uFUYV>B_w#L6YqW%3Nw5QQiZQ0E?}Q;|kbubTn`*Su(qZ!!}9|_S{@q0PRDf z`l8=~81<9Sbnfmr8}Hg3kPha|#X{OR?Y>L2Awnyy9FYn*FI9k=OxFyHM;_SCH?&

qq_FJVzA) zn&;{dg2`b&^fi=3*gy)<+;II0Bq(v5+SEMNPUZL;(&g!BB1pkjvrE z5cZ~tGj|O()|aZEFzTLSzFsScf@kg5#z51rdPD1MSlEa&@?c<5 z;A@lwBza78Df;5h5nIDx@%|{z(nCdk#ZkF$TV-Df_j=0P8rYTREA(Kp-vTB^lAkVd zYqm406+S&>%i0f~A;td1I1dMgOrsY{U#)>s_R?HYiF1D*p~jScQjh*c_D5~wYO&H_ zc3-_qf(W%^_M;HMdp$z;oW(!gs|MYVDkeLY*uap+@B zc%#G-!-|DTyM`!%#O!mif$i#-{Vv6_Go+lpw#c-QMooS}&`)EcLEVQ&Qe1UZbZW7nM%FC*Zv+OUnDgLlKeMP~AGcD6SD z))2Se*f2Kp?2?n2p8U5vE^noBD`M9=JQ6KuRr;}17!#^H zXV;?apNTU_LJ7K-+Px_Z%5Att6;L*$N7`8#7S%n>&-*EEGs;SAN8_7E%dc@GJ3{NQ z10J>{FE+-BNzwD%j^EH&@QSu`dDJS@!}hm|mO)mYH+rL3PzV)LW)^b;7v@F}%B1kF z9i$z<)rfV{=znSDFgl@sIZehrIhf`fP@0cb`E7QN5xHjX?#?aza*> zeAe3mCu+C$@C~bopi>N7ik)5x36eZkSN+(i3?RB|^%c-pzyhZ7`{;t=BRk`O705-f zKxxOZoUCiRfqP5lmxF@waVbQV%=Ex+eq( z?_o01ewCuupy}g#UGn9KJclCRM+UGcl5IC~w4TcDAJ4VSh?#5($1|+WuA}Wt$8asv z^3m8lGBoVg^lw7SYuo*HEd$ja@CKokpMk9Rbh=IPYI9T#lQBvn{P4rd4z=!NKE=&+LQ_pN)}p=MYtA7fsYgKy`4C`mM< zveD1x)+uffbyf!y;N{)(u2uj$?ZUzAi@)?Q80?^lQ~98${;!k_odm{K#50F{b+@$ z{VlJE@QM%ZrD~r-C_q9%qax~V4#G(eLF2yO#F2+AiHFme@ zFb|60;~gG=Q*auQ<6ZNtS#n2hh6!>EKsLs8r68l7wZ#^2UFk5#uw(TaGW#l$hlt^nvpM_Po@Oom91-lI z0QHzx&MGm7F*|!>tw%|^b)zW#V^R+`)0$k-S~p6bu-+~f>zLqGvl=1`(jM9fIsB|G~J0Y~nY4b4FWx$S=91r0XLHj4SCA1feweMa z@H(=j!LxCtH|Ha^>bgB9y%q^J#22*2`n|ZEY4y`&lU1#ekw8qxWcXv!;XE|Amy-Lg;&nPK%~NQF5J~>b z+@qg?w0b|Au!m@ji7+d%IKQM!eq|J<^wws7mvT^0J?vw5;OQLh7j7(_vCJg*rG$sn^phd zrBW!La|xyj3#-~$5yzO4Z=YbbY1U!fap`+LV1(+l?_~+f|3pZ*_#i;14}Qp`BV#2T zZ5CU|Ksnzq5O>c!yOH~rD_+Ev#{Ly$y_u5UY3B@}Lqrjw2wih9%cfhmNS^Q$kP>fB zZeNYqE|w14?aAQdaG;ZOp4q}Co&|+-uC~*sy>3R(hC?0Kpad1J-mixugglY6l1(u^ zyygsA(BV#>ljpucm4UIPCsSxk6KP^onTbQ?Sw)&OZlz4rq2;XdbJ1 zBbFw-A-2-0uLS_((q}{@`fzsiZOd6Og7S7`Y1bifysoT`Iv@&o$T7Z6U^*mjm*lpN z$V#Zykpd1k>krxq^?(Zyyd_|A&o}NoQhbYH7emUEv<#?+rimm-ePx1EnyWZfoW zU%h3lCL8)Jhc}t%eMbA8p~1vccZBlGcTyK8_g7o$eEE_-1hb*vx1#Jx``&@eOg4-`lG8eM;DxDwvSb8(lnuAN0f^t zhSmAd)m)&@&#%IToe5V_ObUKcY?d{0&I>!QuZ1^@ve`!-yi)i?X8Rep!L7oEZ=kGj z)47@qyO@Tn;g4m#wRhM5t~lb*EWpxi-E)$S8C6CWS7ctbEf!WcOoEXr=s8-|wYgF+ z!{gCg?`<7F*iI>Gy(YI=d)~cR9Z@j6FT|z0*oPgtk-rg4ZZ+Zy0m|Cs2Hn`z=MH(T($E1TZz_nlu^mlNe7ucH#Feg5kP`QGBeLJJ^Qr}__+ZbSMM#Tf z1wwnkh?!F|XbJ3%4Dz~UAe$C)ldmPid@{c#F~k?1zH>m8-y1scb~}UuJ7-~@m8O3n z55|et)5cUOEH~Vdzw`GHeKr{Z#VDG%0rGd<*Aa+q2qZ!DYiB{_`N-dwEW@bVCFSW} zANOfQb}{qpmqL>T}CKlD(P)0NNOJ?#JA5ZqGx(W@od~*bQtENYwT|64hAZ$IFW_9~E zJdLujbdQOH52sSc;Xd)h1sB=KsLn8mk@NN@Z%LdoD3*k%^@=N{q}V+ zgvBOV9lQD4*mgECzsoLl&kx5MM?;18pS-zoYR1k>Wzq5{XJgk2ew#9I>tMTxAsV2e zo7dWYKL}AsCkgSb2%kk`6B@AMfK9AS9WSHZ+ys>6isD`fQIz(VT^=505+m|lPx)tg zGi_lR*~=OVK_%S&&K!-`>-ooXC)x2~(#UGh@~<4dBe`}K_O3rs;&Q(q&T^0WU+g5P z23@A~L>rI(kQc~rKm9C7q35d?XwChhgh+HG_eRE+29zFR+2GsMO)- zz9KxWmecWEN6HhIbSkZcKe2{--<#&F)gpB0R+_WUmiV*WinS=Y@c=TrB)zQID^E*_ zb_BEkV@sME*hl$ub(kwgSx2>jy72-b^<;W^W5c<%7`GG_Hec z4^;3(@Jk$$IaFaju3>cbb9}q`(Gn*9YPh>i6BvGwL10DjFpzJGTXM_QmZ_g^WDphY zm^O=`NI-l3!}Nn;^u{4e9%6)?AV9W%Zp?zoHMDy1dSS^>=BqOa$syF^UAg>Y%@Odm zIok;Ak{^$O=;v)Z2y0_1$!h5f>-xCvQ{%0y}_O=Qw!}!OaJ&jR4WNu|?A( zt|_%mBsrIx#ZM%#Qr@Z&#m}Wcq~zPLM%6J|j}3`mwNYqh4xaOA2Mlstx!KDl{-!%B zhE}}OFIf@=4K>otHGHnZAG(AQIdNRcCZRIb)va(yc`rO?j3tLo?g!cP1IgVVscqse zA9Ty9&&S;xAx?+!C|n_m*@}d#T+Ya6RGjn@_N<$}9T$Txj+GC6FNd#q8y0d)abn=~^&c^!;=H)g zJzpQhY7gnj5lIkA7q=*lvC-g%Ftruj=6*8^f-$oExs7$>JB7id1o4avrCo9hyW65 z^VqgQ#3H`h48h~`Lwj%V=g{=>d3!c4>1l~h8zbfozitP;^;3le$62dv7N&5mSHkQc zQwa}ptQaw&d?*3(|U=Kl?3`@jH zSWUl21C9e~UI{!^A~dYLz>*%Bxzfms$VPB10nI~%V%$0l0tB|tJp_UJ-c*5$@$(1A z;D?x*asCQeqgxjZ$?!hWF=rT}N+H%(rElK8qYvT^GI0?^$M%C4a7&@SuhL{(mL7t^ zQ=a|eYL~hMEAy(+pJ&8zQf5I+>;XJwE?QrgMJ_J67fq_}M?LY^naW$aX7|Kfr6%DX|Kz9dSH{CqnjScz|D1!aiE9Rm)JRnf$OR zHhaMMrGS<>xkWSFEM~WgEA3!bhgUF{8WxWC(GP(NaCW=5HM)5k07A@fp$A%E(L_oGPwvJf@$TPbLB?ig+Hnp|R1{LbLZor{NTF3>!(`!^oryT9y%#z8$fM*soC& zT(1w$FUmI?#c9BO`N}q>k#N;mKJ1xn;E^+EIq9Qo51)P5AV{g+B;%Nj-FLp5qG(pd zyrl3X>ENtlK7tPVkde}a9TS@4X@D4W~@6M(|!!_sF7@3 znVL%9{%I5w%)DnNoXw6<9V5{_rMzmX0l@Yd=g$WC+MKqFYjZGPW};wEDi3u{!fI0 zm-qptN^{F_q($9TDYV;Ojl_04O45yMxdcFs*-TZO>UCysG?AF{&v*fqdnKmsPIezs zFVma7Wk{kRsXmWmS^pr2=!1qgz7L%ahFMdm8InQW!q$-yRm;r^p|^3Mbs;%Bzjiv0 zsMKcRnxVGN4?VdlaDin|c~=Xbc81C6pG~{I<{QvH5dUB;qf5>?eF0Y~xoL40JmAze8!o)jFX~Hiq?87C^psM|- zL8qKgRf?olx&hX}_Vo-SjQ8V|tKSC;XNWDu6sI*y0dL3n2G7d#Y9AW6t2TniE>Nkav#?&LEQ5eB|se@=BS?49HMS&J{ zLHbS7pM+HMSoNkMeK^&cp@1S?l%#K8MYix~<3b3t7vy*@=nSXC&&!#ee))dXil^>& zH-8{X^5f3ZI%{vM&GkrY-JjP zB@i6Z<(UF5B3(CvIha24qRxqd`H}lXz4f$dX?GHCL9#O&B{a!A!y}D-smv(U)yZaX z{}$?xC|WQx(%qp+Dv3xP>LGg>=Wq;vszKk?u3OH=TA;F; zbF|~})vv1p5_I7lJY$eQQ_U+ggj8Ohx1u$;c!IOUQ|Va`&JNIHNpe%U1+mu7Zevy9 zQix#uY_I8lL-pY3r{0c7T6ccMp?CHCK(c`-;7{tw%6U3qgPyJDNS&A|>mFAMuFkzj zvIq-LE_)vDJdCe#c5b~kyg%^KH?(!rMEk&@{Z$7ZA;kaChw0UlcwrEG%zNuYTTfC= zoF=!B9iM5EhlQw{xk z)m(~J82HF%^Rv@PfYY%KNnfCpSP$BFU6KiS8|Pp6w6O<>gw>CIC$)FNT^s5V4?O1N zACX~YQ3qy%p(vwrJs1?PS`HGG(|zP`b=m7H)1H_4q!8Po1M6E*!D`cH7%8SP9lL#b zNu_ZnZo+UR2LZun3$mhX$&Q5>q%+L1xOKB{040l#w|wemKrzi(s>9;yy=^0?_gWPX zKSyAN)pG7a@bFb^P^*Z0QqxtwGg+Y2)M%XQye=Q~#QSQl?JjWbdiD!(!N4Xv9}_Q{ zX_9KGWq?O{mT=?L)X986?1*$5vvTuwrpi+oC~%>JMq3Copk_xAp^mx zV$I^$TGX0SK&;3<%i~NMKkj%{GY4szPzOwk#?{j_7QBNr@Ec9^Q_X^~fvIB}3x3e( z_d*rBvR>C85pjLRfV$D!1h>|SpW1UNhNYwF(iQ{;!>P@7)JzWh;Uf>GRZO&yxW1A& zr0AWchZ7p0kXvRzeKwYm(J5+hDVLrh99?sf6FZCW3~kMV6g7J%x)HNJ+!q9%f`!FS z(C;U%3`4@`{p?G4!SxR`J3Ns$ZBVY^WcqHbK`LTAWkrvGSxgS>m^b4#K@OSBI+g6&%a;;3KHA4_%;& zU9|Y~H2P`%jAV+iS^mzgRzKL+&e)9W1t$b=jY8YU@{!4j_HJw0c6tGf-lzYo7=>Mq z0@E*FI?`VOgfb-94{WBxP=(LaDmtW6MQRNL(@iSuf`H(_{-u)D1QR`#Y_URj#IMVPx}i-17Ip&E8S)1_Sr6e>^5k*+uzhD)t{9VHCdNfmsF z9`RuNvt_lF*%n!tL-%7&2XV!(%D4)2k~ag#qzQ0gT?D1G>rUe8*r7MX!z15VwihRf z!5K@-bg4MDF&dOTrl0hUs%T11%@;}>7g~w?VtG8`ZfTBnT%JU$qi*m?jcQe(#;rTP ztbf#x%iC?-;R@OLEocvZF*E*LRSx59*-&vr1hORCj_QMT8=@HA)Gvj({?QnSH>79Zl@IpYh$8uAy*{$}x5IcD`_>=PKvZ{hB3UZf^er1IM zjGv5SL^_;SdBQK&Cq2rgSG@y=!^m?(Lg~bzhNkE$Lmw+kR)mkgnqX|l+V&P+-F>xcYtR4e3R&4L zZ2F@z`Gy}`8~6K)`!6(doODJ&D8!klfU?d&hDpt7{3zw}F(&|B`dh_Jld7oenM-Jc zOMl0pp?+LC8ZuzCBC`bCO{&g-A}1x=OR^o*Zq-H!r^laFdWtq><38-pX~WS+OsZRP zCa0Pg%oRq+6M4UU`Eg=1n6O2oA*G{oi^jex`#S4UsQqJ-o4`T>HyjR!edkudS2d#4 zWEI$RsdilNn-!-CS1t6{q}u-%Sq!H0U$NI{u~l3GtMKCg6q^D@HI}_5cs=dW z*EQP7F;(@mCr$Krb*Xm2d)OIKH|6X^TWDst%b*+6#O29I}BaaFy zv)U(bV4gr~1~v573_V(1TBS`zX2WV7#S?k_DxPV!q(4%^0)Rh8O>VpgR! zVS{sFpXEfI(Yk%czfT%n7&kG;r-|t50N8ig!ZgQ z%P=C-bslSRBl~ecJ{3V%Ux%-3m_12Qt{_8U1c0q1X@OIBBu+`#E){R+n^ukjf^#)N zF`|)qHTeL%wyljPVqCxR3Mb;Za}=q+?LHAjzZZ-78l(H+Mc+u;8d4hEJB*3DA}tbV zZ2_aHa#|THYK;AB3J)o3Fwc#U;UDAqyWOCXCr}k|6#q=hO{)gW{#Samop@j-S3wKu z7ES$3SIJ+GFisGx?2+bQjFON5_{XVw9!@_pq_N^J@AF5!KibAckfY|Qs(Uc~?&bG> zVjB|+-DxM%s9iXDVpy}g$j>VE1tsVavt}*U-oz*@%ZG>Gn=8AV)zdz0ux^w)b07hGP6->wct8!TsE4vbUGQv$ZB&e7q6U~A`T7w zPS0CJN<1e{f1TWpJ^%Mn8Zu#1B1foK4S@!F0S(kX^wVrSYy2?_K`On;Uj`MyVn;~^ z$Zo40_de_%iu!2B;xO9ReVvltwLW~}P!~#O9Cu4qY=4D4^KGf$6*1T?yE06WAbSCz zbvcG=9k+v%VWlyo|AS5XfnFasWjQS^vh=G1{Q;t7e#`(p{ziUp(X}Za%l5IXdL_UD z-tPe?UJ^O_L~~+C%c|A5R@c35UKnc1iAE_&f)fSxFG7Gw@T#=YwTRMTD+QE7VL+Cm zgra!K(Uht(6@o}S8P~@PvrPm#2-nGdF{R|Fwk4QE z)4UGA&G!$4cww(v>eXyms17?iVN%e(A)43*KGev0h8vfu|A+VukA{;#wAy)Wi*ji1 zb(z5;1gxcDF~h^++dYz0HaY;mvhuS3$e9$Ge(=Zh*W|sI zhkh8LO-QwPt->miYIXfwgH{+oh|8CCUojTWUY}}1k(hJhq{B#Wbw7mkz#kDw{#L3A z;$=&sq3w>XGDRmF&w(GW>x)YHevZEM?F8l5T&4I3Iq=8(dyOvGNFY{7%jh7+)GT3< z7u;&|aza;ZPMTJ~^3&%R-=Ox})477qmcvqawIGW10lq}kRETe2DinWgdJs)C2yBke2pItd%z!`yfY+{TLnI-_L^+d!1wQbR&w ziMN8F#bL|B$H=`IoDeA$D!)V1{ z(7(HKw4J8(oN_?$4^?YIsw)N=7&`t@5L*5qpThEanG{{AN(B~0*PpacQEJDFw8%9r z=l@h|W%12s{MpYV4@(6E4ehI~{|+*E3!7W1mWd;gohe+?+Hh@90>n#Gj_h^Shc zZ<$wQEN6R^+$$2|&F-7-1qT6?y+f2`4b*KJwr$(CZD-iFZQC|8Y}?MTeZ$DGjmlS5 zZ`9xT8n2qCdC$0wx!2iyE(dpI;V{i*l~ZO;g(jMkp@{<1b`g7cz{m?{lp%q570!lX zfUoB9Ugb~(Xgp+r0 zN|(t5e7+e%)|Y8Ne)vNEiDvW;#Pfci(R>q}3E6(Q(fpQ0@e}P1*VG^zQxnrAfHTsL z&#Zx66XrLFh?ECw^TP7ExjaDNzKmj%X)vS-**QGuX-;DPHZ4GH zm6J#{-hBoA@AG9;ZZm3fXdV2nRhZa~E-xMum2W$w6#HvQ$(!PxsC{OLhQQIMyBV-u z;fBSxDcq0;W(*TKABIih2sFT8TCf%3yrKIwR;gMQdDJ1SRMR81o&V$bcPqo6G`waa zD`tP&E4;9`Y_xCgy{T+y+6I${wYmF1qitKNKc@oEstZ^W7s051-!V4NjXrP{XdW(R zfCMuat6bDVl9FkY-*!c#*w%3;{?wY<o6Bz~H2`CiP6DHj2i`TsZF>3%*C;Ws#7%O=TeL z@Siv+_4iLXUrSK!(-CS>Y4G~--jDQ)78$*QK(QkDtdAkV+FLunqVpxgofsPtS&#p$ zJl;9ykUjsqG%O;O(&N)JWR%1vJ?arGI$XE=n~Uc;m;tNvr9x}Ar7M$(?YMpdoo*w5Av;QPopY)?<8r+R&Mh&6Y@TOPI z>lozRqy`-Dl#sahNxF(EAjm0%baIP1X_Sd)8a+s#<+6uH3m0zE_z+m?-ev@xHiHAi z3se}vX?-YH#iY@GV~T5XTAa7v2@WL{7G{f?eb<2cf_#fCX37tWJ;pW?X!F^0x_w{A z_}ap?#9eVZhpEuKCS}-H!_2hseQ3j|*VKs=;TtFL=NEDOzsnDy{vsSChfR#8trWNH zfrIr?8$GNfpodcQ_<;1bp(~aIZt^8(Y$s4G9gCkGS0AS4lxGDArw6Cnx?Hwr+eh?v z7j*vg>LwdxoX8jggvbdSsq?BV5OOHZhcL~fw|2Ou>WiD;?*f24;0RdD(u|8**TtSy zvaet?qm3{n!r?+R%DjDS=FX9O3z(eUl^lT!0gc7C3)@&uDoI@VwMP{G{a;yxUS@$T zcfz{QQ1yp>s`4``v4ZCc58`F#A$<{MC_K5v?_q{2< zdmn~VA_GT9Qs6h8ZtYI6HceHh?oue`k$4gS2co(Qn}IgHH@=87ZTz>rrW`0Mzc zs4zV3?!(;TDWmOZ3-4lgc^Gf>$D2mtbhC_FJVFtxkJw6;-k%)!b&TJ7mtOkB?n1;&~TbsT?iG9gV5oyf@R(O znCMvoA<`kiC-A-RaLaBW*?qDUG}QL}5BX{sOzGO@uV~#Y7*MX4^0=^Smn=k49c#j* zLG`s&ZB`x!Z@it1{@@|s(wJ3VD*l%?j^jVIaqRy?8^_AQ&i!B3IJSQ}x&K=l_kUoG zYt``LQv3L6k8!k{1T>oE8PzB!`x#i!g=I2B4rj8OHv$^PQq?McqiM;Yr5%+inc9fD zhnY%uZlGwjf!&3!;mZ>QT!aX9H1sZ!rXdPqs3|Lii2T z5KUZ{M(3m!4wI+!jKb@0Vyqfz^JkTiwqoDs*uLk7$K>II<(Lb zXDI>!WbkpMg+mm?eLYZ#Dj7!xsDX^nFv3*~L_vuR4h0B35^Qh4kd7HC5CjH1Zx3(}itpM;o+($!$mzq%Z=)@G5?cNsyTc`h@T|Fqe@b zH!DKT1e-_8NT%^~w`MV0mIsiM5SUaEN~Tf3ejBPe#AhKy4unc!!wgWM3{#v0$KrBq zY^)f>LM0oS7_>-oRL&>UAQ%l2w6X~Bt2A)bp1JWE8DFk~Hq+}4a5G;ZC@~P3vT#`v z`lB8eL^%pau+ygC$e!4Ira;v03NQ`SH?15~dY9G3-aj>1s1Y<7j?_>xh@m)6xuJT#x0hB>B9t_t zQssUhupl82WYeZ{78?m7JLC8=g*NqcOSmE6Ykrg=SbA5T|L&fcwL5aNMbUO3h_oktDP3QN-cD3!2r48)|! z1t0>rqZQX+OGlrI&mXxR#>Sd6v0_vXIJLKg>F=s|cv7U2AI1;^G=5lmFC}ko*m=G+~cmByu2R%IOTo^TVBoqi#Duarwq`^n`NFKM7SV!yrlb9g`SDEe) zCiZqKa1mLe47h76hd5Dgj=|Y5xKT1BTPryZ&x&HsX8La+C`BT0;7#v$pmdQz zi3jUJ`QqAg$dTf`>+ulf96c~g5@{rO4&Vt_98joGs-9_?iwofFGC9i!(?Afm+8^$# zV6*F=T&3<7AbGkhxuD_!N1pUoQNsx|B`T$(7l~KMwN-F7C#Jc6U_1O?d7y-kNlhKd zF{*VSPY3XC+v*q0&lp8LQLKn9;7@4Qz{3Gl#jmh*;7jgUAcuHDFr|hyCY~e-qT$JJ zCuYqgILP4JX?7@;z1qRluWlNK>Csm1Fm1s-lgyrd&FV7S2aB0}mMXcP zoWvd$%twYMN4OpoNv@-^)c_SKG+oYDrsz!_#En0W$<*(hS?=w# zc4qCLtdeOh1E&fOWxQ$koPjv$b{of*ch^I|YxF!wnFVH;lHijdj z)8oUY!V6YreJVaCEZcpf1F&dDCZv!>WhulF|A~MiG21s1#E&TJVPa)x#ZRF!%(V^t z>Q=g&Sn8KBHyR6YhzZ$Q(iAdoRE+B{qyamdr3%d4o%tHXl{afTa9vV$0bLXRyX6N8 zhoav#-%GwTr@o4URL3%Ya@0di2hCFW)zo#vr|00YPnN{vX~eI~(J_$XW27(BSe?0k&P;A7 zAN4n_K(SO&mn@;~mZ+!y%O>pu=XT8+al#i2f=3_h#f*D93UBMj$r02XZdl_da^5=fT+Kcah>uPnqH}RA(^!b4ZTkw zun2cdW10QQp7i}*g|e0L2_(Y`ERC z<&szGIY&J{$Eko!gZR_yRt#PaIAf2+pv^rk3w`A;qnsDuE=pp=3?VAlkVU`Od+)?i z;-s9-)8Dp}GYeV*E~Sx40PnmFk3WzWDF}Hgexw(!Hka~5MJk(`0sFGloARe8UwHEG zPvU5EGUC&b^komLIbeoUS3R-y#5<8s`5tzs4~&vkFPyCzY(Dtj!3>v)SSPcJ7KBq- za_H8J>D~|IO7ua@?lpQU!wc{pfjL%)4 z>V3ZjK5Lu{A`BUM7s(Q?wR3rG>)Br_tP|jSmkvSqE>bVaOd@&AHs7o++B(y_gBMpj z244UtzVB|R!`t{DXcxVsn?*Y7%EJ19mg1j52iJjqEqYfzbm@@e9cIZgvxGzE0h*+qO9+?f|?nFO^xf zgqb*TSJ595uXJuB4HW@eZe@acF+84kxFpoq3(w2+tt#OuaWw^p!Wvf4_9J1*t-|kV z{#LPXJo81)a`P?Z@;dCkZ;Lx)t)z_xU+y+kzF7zbd#=mE0-T_s(M<`bf>wMY{dOK} zLn~K>5+}bnGtO`%zSA54u?IteV#9G2Jg2!*;`5QN4v;gegZDFXuXd~P{$fd7IYmtHMrlVN$>-Kb07v{DmusIj9bsS zPfLQv=pNpB(|FWNwq{0qt~!n{t?@b5RczW2tv;$4EP>&OLS;i;Xb6t66{c8mN=F#i zIW7%jjZM7!ZtC62VOy@2bygTkZZSjOZ$%B73gtSLpMvzWZTtM#>lhs?D!?nNhH$areO zZ%^to5h>%WPU5$=Xa;-vB-kB_x!l=Crbj7{{?U5i-P5;O{!>zxMwLbT(>6`h-qOgu z7VT;oho=PKDqw|Iz)!!z(cNobA>cIzZFqeb{0@dcZ^L4CrfH(*#2xv$`d2*D=&$y( z%U*4!z4q=B35%QDg$z_DXxmN;Nl!(0ler?8H^4D|+aSQNW2QLmRb}p0qWJA>NZV;K zPB1_;`bwLd<9B(sUI63Jq9pEzfapwSd26|X^=uM9gM2>qyDx(77{uboDYpY;!u zWG)_tJ>%|XtGBo#sQqX(N<_=>KN-o--J;rYS38Gp%Ieh_Ri1l4F(U8vuB~S=v%qos z+l8fETRIPMl@V^W#q70`Q!fyA4vq}V(U$m{>zpV*@UpxKHG+TI9>lv_!KhMQX8DRv z^kl!ZlX5jL^wr!hW=qwhT|oUzD{D@&J?pp*6*>;1H2i&WVfD9ZAWdbsy&_7>*s!$t zM0adu6z2~`#DctXI=`>C2H{Quf zUirRFg4T#eXCCRLw{;Oh)10joy^XV!I8%8HTRWU1{?%HqTpe6|Y~Cd45u+jPKYgDE ze$))tPcnV1>Ru+wbe;c_r06-w-CnLNNCalOYscr9TAU9q#*T+B2*SulLJuLVjW%~P z%R&-Y+bcPJTT6x;D&?cIP3*C1HpBU&B;8=3LIUv-lw{E_p!G_{5nOU&h)^g?x)cG0fPrFteq~IigDzV_ zJp3dgu=&{w=aq%^YyjlsY7I;@QSeZY`!U*??Y?5`l3xj*QC0UG6c^5B+Gu4d$(P0D zstkuDYS@b2=X(5griR0Ey&m+Hd1cmp#YgI3hnmxIS+J!}dAOqPsF+nJD($I4xxlQ> zl8%Z(qK6d}b<=|Esx|3i45>e?NmdR!u6_Tjy)7C4UDu?fja%Al$<%%=ooR&s-=O!i z5f};OiBq6`V)cU2MNu1$2go@r{;z035B{f(11_zL?<+Bc7$kzD3%8~NCAajYtA}4# zN;X;QP09;)Pp=Tb*Np$mI8O*DL6r`S_i{UQi@{3_hn*RCZ5$`2l^_ZV$-`@ zv-mk*#4puVEt4LC9z1A=<}N8)C39Byvb67LlS{|7 zvtbxsK?f5NtXu1C)yoE0MrpEZ&Ak@C>g*Iw^xhAz_B(ilOJ?hlwYIpPm4{GhHoDb^ zz@vwcEf`%8j!#G8FtYx3zgpL3OaJvo%HXg3n}m9&brYg^m|O%?yG6Rl#HDb zfc2naj7Poi%PXrZsn&Pb%EO}Kzde#jvb3?07H_pwC4^N8Dv@?`2$ZcU^XRrrv?Uw; zm}38O@VOkUQ7OsJBDWo&1P!>;pjgTJ9`sA|m^%|W^`vl4cj#joMBh=Em(vZ*&*ZY{ zALhSMtyJu%!uo(rJV5on8nO9tZs3kmHGG zhDze8V}+o-9!t8Z)38BT1^d8V{kft2V_9?j2S|@Az3RWhH?IE*-#A(SNBG9f$;$L! z;TsDV6Z8LZ_@-v1iMod4E*=M4EQMTyXGtn7C$c`67Al_JKu#A;B+3#*Jt-$gksK+8 zrd!!AL~C7G7YL4A*;El3t%9i}CJZc&OcmL2FeFavX%Vb`Y!v{YoHIS?*?rEx>DevH zet$S)5TS!{A6LqqHP++?C1k)HGV!F5Mx#jIS_0j-48uwW#u(oG6D?BeY|0c$iggaN z-@t0PamXA9DeI((0zL(_e;`%_f`}Dn7ODqTtQH7+h-5$>rWFWbh54O{S1u{+JOo#= z00pCiM2sg_l}x(2wcDD`UH9$JgI8k6RNQCn6uThWUVrU@=>T^d^&KWTfTz!~@TO=KS%9Dhei}(F#!1hYe`m+jw+pd|KXrCA^12XCH_E1W(wCu5V0Iw=7)WzO z^n4i}-I*yW)R4YB@ybO!QeZz*ZuAo~XuMbx59h~09XS|A{D}I09fTuA*QgBS*AbdP zMc!k_ggY66@BIQ&hcV7HwW@WN$`l_GlSMfw%|weNYQ$3z5@Wh69+@gyVHz-l;UfN) z9bTh_Y2+p*8Gv3u4G~>1e-RVMa>NOSrYMjjJQiv;M|v<7hO0#q9i<@(6-O&$3`adE z{0cC)*QECd)4YV0Hry2CbnoCK6CSAwxFtNn1WDdTY^iHg`j>f|jB4f}>-h{U$O zN4ky@9g*uOTrkF(*J^{K#r3%$mPO*WGZtALSqV+dz%AtEL10A=Mjt6|&_%G-)JBzK zGsp5eV3Rrz#6B3;AviL6W7J;c=`I41i!59i*qkL0V!{4htceWL*wzesMY$R~jWI*B?uEg~zX@Y&?IUVHr&!tG+ns6Uv{4 zW>?kx%_~E_Z_O&yL+PNwVx{^P=9%oSrLpk3kIk9A(Txj5GV|HVG2e8ah-!}-Nf*(| zN!F2&7sYSqqjwvlfn)@!nP0eyPA-)jxYJOZiIa9R(}E`EcM~=@L1q!Q4(9nXyzIDO zE02!33I%@MJ6+EqfGN0U^tW>D=Y+T^E5o$EQzJ{M@~Uw(u{q~75(k8U^PfjjS3s$k zz28xgJOsNw&*GnE)nUNQ{p?(%-|Nzh!0-dL`;}Kjf_{B2la-UQwV`2}vXLLjkHq$b z>v<00C#AcD{YJCT<^-gFRuU~mPAy<*=tk~B2%iU%AimnLfcK>r_eH2+Dd5yPm|nxz z#_#T_%cap9x-tjOQ$o5bouhJ+XSj5V=pAs>uF4aeU+peGCHwGtmAz8?{S82cs8v@KHC9?&16ze>$%h}_hD^uK`$bm~^7=0PHK7rtKj?+C`y(N!H#3J>gtV) zunKM%4dK;jgQC0s$15ngGbhiU&^f{Jb9}lPBsb58qky(I32Jc;PJ(==xry$(o*K{H zyWcULQKb<}@hY|(Z(H(kHS(%|b9T!Z1%9_V1>D(ufLMz@H9=E`>|$q{t?IrS{@^uw zwK6eXm^JaV3;2k-#j6T`FOkHko!>dFFm#oZ;YJ@L1oIx+|I@uV4D6QH9*)o;GO}Y> zxiZE=w?W}wy>5~`6k4yAG=kHc$Uhv!`2k?^30FKN>sF;F|1!%S#wemsiH&}Y`?Nn< z<2LXVKHp2NP>eS)>u?>y z7F6BL##wGu0;b>IvxM=GN|>!wnCfQZlSC`L+IYD zWcHPwEtK3Z8Sk|coWon&3J0WJ!rv(H<#L_FYe&FUt!nm6coTh9{`j5hLNn!|JKd{u zu-6w2_S0N=IRzYi;HR+B!dUZYt97=3@;lf&*H3&rQ!3yW2`s#|&7OwM%)!U=>fxWn zGU~0mCwdnZ(`@t@G+%lCa+3P6a)gA%!;<6j+1S2)VQM(n3B6+5;TUZdt6$jXY+p?Q zD6*7Qh55apthC{oTmZdaO7=VkR@xR^#Y?166|ep}Zo_5wsQS`iz#CmNY5B}&Hea}a zbw_JcIQBfuGKc)`QcDEbU^^RXB)Pt<;NzSw%$h05O*9(1=xyar&dGYr(KYCHjB)%q z-b$J~sD+tHIM;((Z@PNkOA3*n&yVfmc1UB_&^346^<47?*SF*7=;JwH{~)Wjs=D^Q zVR#*^{jiaY;r%&#V(xt=Q}ilV-OgU-bo}NOP5Fw>?+(u@jj32^=C89mlVMXeAY9X| z?|&TC7Tn>A(h8@tx8j%N3D@h^y(;B+&8iRbu7{^j=iHM$w|r4j;8UW1H2^RO|vk1)9IvP&PM z*bOe1v+7s*_iw9767*FJ!151>K^{t!NLyh!b-2+RBF6E0#d5ubnizjok{e}0BWeeY zF8_*>-@jr&R5y$Ae&@`;9)`YlxjF^3NzPzPX(r+grG}4;Il&{OK(4*cyGUl z{sXkxnf?>BnOOffTK_9Y<6vg~-%tOu8;ym7gY*9*040dMFk$<$u8*0o6e zzoc!EKYjGSNn86CoQ)G21KP)kO2K3yi(#N(D(u!$xR?Ybr8>_t$Wbj9PX!obCx7y{ zQY8Tm)(|q>u@KiKh-SPe8`6Lbp1Rl&jZg=dYQ+Gqgb}(?M&N|lK$w$MW<{vh0L&u8 zYbH*)xQO*X(pLUQ+Ni_?nJmg-V&aFU@uO@wSy8d><)8*qbi-`c*dRn|AijTfdG?HO zK*R#k!-J)`aFS(#DZoXzz#_r&gFyE1J48k>HJ74Bg1JgjRC|vPh>@auu7JklC?CNb z6Y*~`phJ&zpi01gsCWlZQQVsl_NBsI_`~dnl=>)Rgs*`cg!pPyNKH4KwlR>W2Yjr> zD%8TLTfhTF}=;=FkjS`$?bP0YwSG>hjzibk7W)SwNI z!D}hcw2|^}%So$m3INEEim;Jdl3{MU)03^P34eY`uAdC`%m5 z0EE(#91P19Z8!?4Fm_lq5KUEi!o-}L9s&+rBo-sehS-M!mnoGdlt@T~(B&|tr1}@h z1OG<5N47itz^_a=1PQW{xbGm?Mqu=0q%ktn5faA(uNQ}7N$`pr%DoUv4-Y!xtTAKI zY}Oob&1YMmy_OMy;}WU6_2Xi6riCRB8|NlqILZNInNxbX9#^~R*=8+CRer?Q^uH>3 ze-ozSG9q3v&RnnUYuU4gHv$}hFST>^v(!5(upWLE&CJf9U0cXPyH=&X%i68C?k?uY zfDN`IR5~ju-t+D0KZ4JSV@2#GwKqD!R|Vg$d9k$59ZMRz3OC^*wZr*xZ7vK>HwDW~X+%LUg?Meu?3MC%kqk{MXBq z7g&BL-K6or`HSFJ`c2_A)>%^_;p_scOyKxdpdE>v9&G z-B}vN=eO`qS$TJbq_+7qGvmJD7Y27+-EyG(m!8egi*~!V()nu=NgtwH@UesL4Me`r z^uvHOa;?SJt;AHY&GA-Qf#)4jW9!mP4cD}-H+Gm_(G*wwF_+dj;Bj$VI>&tvg!Sb9 zjT8f$L1|wx!o;ow(q>Bb@a_V#YX{Z~-T)2}!(-NYR_)vl@oRL})@D4VxMH|$aINAk z{f^e$!k07Vs<&*qM&RSP>UrNrFZo`NbVE^5hn*gn0V5Z~WPAyAZTz)tpf=~T)Zc1F zcV=iNb}_ssOE&vU;U#ld;qqbG;;}{RPNVvzT*rY5p7+-B`GU9Izw7h%n08ja#0(;U ziFDH?{BbD*{aD{1^Sk04xs|T)ASGs(O?4)$*|Ia@Pw-dIU;nNW4vad>MZ)29Mh`y0 zZo|9qDP(tzF!rjqzaG_^<5dB)Iqi3hx_`w>{|j+h{tI!r{=f8?g@}cnmGi$4mz9H) z?f)2Ye|d4G+F?qDS~XUudN*O3C)p{*!flu#iDR?QWg401GspPZ6*Zm6lc%vH7a^fH zjaRoMhD~mYz%_$j7J@p3ouj$V5x%|v>zi_|Ye9rP`(948$M+@gYZ4Gp$Mkk5Q>-)!0Y6G&J(ScJwgqA3M* zrqrpMjtzs3fe{XOJaD~7V9(6^lB7D*pN422IIu>+urzxbLM5SmiX1Q@38{Qc>M;Sl*KD|qM+mL zX`L)`vdF0;cNAYZP^2Ve=$v~fe<2e#lXZ3!fT4Ih?-ATOzU&ch=$?4aSXU7;_g49h&u4>)nArvOwVs%3 z!3+`X5s8Zh zQUSy@=`jFg2U57_BhCdQ7&HbHJr?>){!rpGl6?cD5R1)IH-O7H)-Y1?bW!s$vS7$4 zb+l|y@(VczTnP_nyU(FBpma>$(}fNWhBvEKm2@*8WQpt!cS=$7h>-cpDVb}4!=69<@rVm;GQUeg+VL_46@-91tG=@C2bMv&E#hi~#ZS>?vagYr)T+&MkfnwA&|JN*rz_y@T)=BSk67Z_q)^k>96W@OW(>m|+MKBj1$0VQs^&rwT+tsKH zdXxKt%-j6dl2KP*C4AwkYto=ACsE8Id@LmPgJdJReU2|6_O%_-Oe?7dkjPEO#A~Lt z74-;sXR{hPd_#PHMdY-Jne4&QDqV2Cy}zF=J787K{{x&e`uO*k&NymIessjS8C8AN z?F3&bn#1nS`Ac#~uXD6fjXlMw&F6CegQCOneG^RX<;i4hex0ybMQ*x&4s$A5^ZhYR z{jjzSO!DA2b>pANC1kg*)cyS-R`}RovIrZr=>6F#2-1YiGp^fT_TTu9ERDbA#H!ya z^yv~MBq1^7v-#+AHqm(1d{LJp^A|FpF_*3BxJ5b{Z#;b=eSYGa2jkWvIyxltJNUsi z&t~_V2%_dn%`>o{*#BMjVkiuRi&m|;4tDe^w}i=*9^dnI9&fbWb^l~v-Z`|ub(Xx~ zR2r+diWWUcePyg4^Av~*8YH9DyQ%ZM+-pm;I&5sXqvvW18(aNyyC8%PU}wxa-knfU zWbSugD=R+Pkl8^|5xaF;IV5Po(YLWDV8dys_DGNJ;xwk!|8oGeVq#-))S7~_ zvhGRwR@cQHkLGXg%KGIxN+#&K`L-%u^H!9BsdDSV@^x`JCot95PU7m@LKXhYHd7yq zzJrLQbe$!`&#uR-eZ8_+UjIavjJ#a`$uG~Uf`v2I9m%RhGlju$ z)UdG)hI*M@zB`;$fo>J=&)bfcBzd>tcqF04=bjbpZa@0-9C@E|)0YXk?hcxY2*in( zUala~*11i5rL7LmwbM63%50BzDakF19ZilM9pz1b{hDG!R|SNK!P?vV*;#2{p1|}> z8ZWL42JE+6KimA?>_y^qa;7<)sAX$Ae?c;tW-f(gaNKw~@%tPkbyTb8@#o5#nRCr% zcK^wgk7oXP(!S2IRkLEpwZIUL14+X{*;z2~u| z+G8Gt_n{{R9OY{efpag6pP=Y^XO$}X-b&jVVOv-cXBWcS>4}=Fr>8IZMZm|iMWEM( zrjs^di7{{e$+9zcHM2#RH@pO0tle6q0Z;b+k92}2cV>oWlh34bX-t~B4_Pq;DUq(} z*L;)OuuU56bNpDPS6WC3=Z+TY>bh1hQTcL42N>*Q3*o`OV5yC+$>v1m-)PKMJkTNg z<#PzF)8`l3Q({2`x6?YCzxrk=H-5G%V`Ve3v<0N*nm^B78sayklN-zazEjLvE?s>o zB&&QE#OJfFlt*R~k^TyIvW?7CU)zTF%%WmNeuiNs5o#f}N~BgD)(1nKC$w{HpWmwp zQUzUNc2Kn~40f|yWn^LKfee#_$PZkUBU2WtE5y*`UlF@uR7@s{r&bRJ33R*RZ^K4^ z)8@CVvdNWeueI>0KXzFr9~V(N4aZ-E(WJ_`dD&;D7+;sqgj|CIRY4vZ%yjYX9vtPa zx$k_l#k@Ju$sdTlRK|svI2vn)U3=TrysicqB9>4%?5Y%gYx0Zyd8a8$vH7sQ=+29d zh8P}hYL3R1XIW5-fbN9}+rV&5Z%q>G7}w(kuZ{H56I7QD=1_Nx2tnsWTH(R`LDbw< z4+Y$OZS27eLh){ny4AWq5gp0b^;h$(c75zqE;G?!QHMp#*K%p(6H-4*Y)cxUvyU1+ zZ?0A=Iyh7rkjxTwM*WtpI1NP)TuMj{HusILVJ212)1EZgv_JEZud~o00?}Fj@;Qb` zK`A%kJb@#}w%N&7P>wtYWO-8Qz8u4A-o?5E)oYk>-$xK5 zKm6`{^Y7EsIPh8lev3YSG7x;5%2C~YS5>5!d|-y@z`QiI`zKx7m)$BAPtkE{Ies<9 zr63a<5=Dt<$9=-%@gTCKYlrkk7en*;+_Ra1RP9Io$n%_~kF_HC(Cxak)2QM?vXY)Yn^{A*MJ!fXwx zr8;_vQNXAz4Yw21+nw>@h)B)s;f|Sm6pA@(ny6DRp@{{s$XX)AbX};cXK4Z4Aab}8 z-f=H$rkPCeeo7MP0o0=o(i!pDG zgy3tF(u(7B4hr3Bvf^I`ufh8=RkBgdbKl0cwvkZX>*n=Nnc0!>a39bAM@B)ws)koc z_yEW+>`JDQdO*SW>>-0~>&0!~4&l^Gz~VtnY^z`@b9MugU;|~dakwEN+j;TLZ+^{& zuu0{PFT;)B{L|V$Ki4m<|G_6{`~6x(f+gkzsaK)9mDgM3jv(ZbX;dc61(g!xtMKN0 z_a@1mFuClYh$p3Smc2w>TdUlDdLhCB8*}tub;Dk{kv$UPa?|slnz+;eu6t&+giofU znJ(etlsZJ5x5D@LZms9{5bT~I-3?jI&=D*_TxG{qq9B%jWYoIc1sbkcfgXA}uMDq` zOaze~R(Hd=no>@Ivc~1bYxt}uvEA=Bx3@>RzZo8!Rdyh(mSCVA{9e4W^-&i>d z4{BQ)ucOb+tE52{-Q?2FD1`iH3^&#f=qK}yr4!CyFU=o^(#sLze5z7KNt9&Y-0 zFjrZUJtVqJ;>`erP!9ASMZu!&ByB~s6#0fl*rl?1JhdK=fAL&JfK6N{(nrgK3r;VxRg7IL&dALDHlg9=G&DM{48(~r9;dvnMNnMRwuE{ovCgc zGRPcB>3`C7#MQM|(3)~&ugUDlXm-RI-f@`~feP^`swI zn+u6Z6WBq@q9pl-@Es{qL^3bP4I)SsYk%f(VGfyv5rjr?QK3{eHxcll#IT_*p^6jP zh1ewj1|p6~5UWFt05hS|QriuH2NNTdl>-xl1cDV2i4TNF0wLrICL%LfV}Up`vx7x2 z8(Q+890WFi<4IuQqmME%v!RKjcx@d5b0*>h-F70w0fkxx;^v1!@*xROm;!NuL5L9X zOu&IBDg}brf%^L8_V@u|Iw%@6&3W@-tVfKSljim}aJ?$|>cIg?@*+l~0=;1aG4u(b zEii%yGk+RE1VVx@#oQZ)lXxVfj>b3TU5c@x>;MyiBq2piA(ehXxB$yi&PBVD6FTLIL?W6H%}kU=hd-|A|^G3Ii&> z2D*l$0dpZvN?~m(G&L$6$z|ex=VYous-U898N}NYnb)v7Bk};O<;l52Y7&7;5MzZ_ zW)i~`^D!XtF%I`3$$J13fpOh(;VC05TA-iauoV<-k*?3Uvy_+!f4Ad<8WDKR30glq zwN^q+n>i|9i-D_#KG>6eldsyl4_a%1*e0jvx+H4bB{X)O^m!vln}}&R07g zo*q6R2P_mKQX0#LghmQ^{ln_Ad*pn=oJBwcJM`sa)ZYs6PcyVsB) zK63YrX-tLGFmei9j_&jql6scIyvY@k5oB!77k(~3$m36l+{2gx6M7Nz9@D`3G#(H) zp3=X6E|#&aIfNK0^TASKg%=F4geR6TGiKn7s7a7gC@HyhGxHz_)6i;ItTZHb?t{?e2`;w83Ba7f(%kd z{);T!UKMdtmV5qFr%xu^hxd_5mLfm7xOCLZ=hW5KJtu+hJnQiQ*}J-^#2CKh+LMx8 zqR!vMKKJ`<`fZ^Rz-U(5$h1kY?Z=U8Mlpu)LXXFB=!Qgoy~h5t)LW}59!WJsUvAR1 zU%{)Zq;F%+3Cc-@FiE8?f2^RzPpI=a%27`=XiH29`#uJVhrh z5zZR59I?3Y?)?am-fHLby2R(qn5I#jTKUUBc9=8@EgbuldT-Cwa{iu} z7oq_B&&m9yjlONIvgRn}#%ef{j(hvltfzQN7|j$rr|~kmx2wkQ=XKbRs_%naA8doZ zHx29UgvEmOC>wA@Pc!b!2;`a>L2{S2sZxNP`)}XsoP_)7aqX7#e8#@@Dekh1E~6V5 zNJnxf3Nfw7m;_Gf%qd9&uYzrL=oub+)sG%U%8y6Bz1rHB=5CuC=ZE0?$6ll@qS-nJ zJuV_%i}%UOL6F&;d_#A}y@z7L{H0|xb{2no@(2I5;Ks~oM3_TZL>$2?!Rvy(+^)Ax@icvHf1ma5}jk*;l8=H{(=y(bIQ8ox&-j^hx$N% zrscJ(Y_aA#+lw+s#)Th_BQ9j?TaJYyf3vS2|A&#~iNRiJ=EB5+6D)tTr`0+}r0jca z4&^J~;ho&mNwR@%K=86dr6KwfS8(^d>ZFN61@&2(diSZ@r8s+NA?9%*-2l2h>3xs1 zIR^F8`9>_!MfU9St-#VehwzcF!1_TE#`Eha%BSij?@_te!$o2GJ`pULm;x?nC#i-# zqpFP%_QvnHEFe-qg1Uj;XL(;=x%$5W7W_Y(9Gs4o^HYyPvNjZ3GdyKo6HnU573?w$ zVSIne=cJrd__6p4-;cxy9LR_&^b8_PAe(;**IIAGN1ewtF5YMo0g}9=~r>^7Q(eY()&}Lk(Ge#bTYo3 zk0b5bzc}AG>2ISEOLF6Z?hlVeN>9`{Y#nbk`yVI@`&ZTU)v>nc7PT^g)eU{?8ygY^ zqkzA-KTpO(@kKCQn6JYvR<9i%+aBAP`h#jy5b+Ak6m&BWe#7F}8NPE`SE4E+?>0sU z(Zxi1{T>PBx8C+qS=tIJCz4j_tpK5u=3Z}EhOtqrtdboL<^SZ9AL#&Q1g94K*KEw~er!`JYb>4us`n1uQ*y@fO09|JWA=+(*VO zI>^KkHG2{{)}>)bP8}E;(~0-U&m6j6o_ax>FSgPu?Y^(j^&iu#N&+(BQ#p4BEws<$ zkg6PM#e{c{^yCmTC7&`RuGezI3!dzyb)C$K>3h%Ku5QB3=$>K~9L$1#Q`ffw z=_#6ZY19nriwW2C+bs6Ox3Ci{M!t2mEQ8z`Ki}Ff#3{5Dm7t2@JvMsgc2nKTfeyey zd{J6R*jKy{WOzdPiQ0PM5pVqmqG+5s0xx2_Hzb{XQp;1ej~e!u&*7jt=sDb%yvp>`l%z!YD*x$Xv6e%?OZ>1YbU!m&!bKcF* zIQ-UVF@%1n#`D{A=mFTAY0gi|guf`4r~>iZ>)Q@^salJrXn$Kg6PWJ5GN%7?;e5Iu zkkper8~T9mhUpK$<>^0v-m$#_PJM)e#76F02~1b3f@~mZ7X-Z0aLI6AaB^ z;UOp3k&CfoQcVB*d8p^-`&34;cZ8Io7AZJL?upyNkhBw8=;y=E)Ww(FqfO_ilydUy zw=4Ya*vlIE1vO1eI{aU?)c?f1aI&%g|LW<#030{V|1PFjm{>XgUjz<@QQXSb)y$cQ zQQX$Z)lAgP#KF`IhMynC#nsu&$PUJHtF^~WHFs`_J+`NZwG+(azXiq7i6~Fh3GU&6 zcy~7x(j)Tk03$bH=X~*rKVX2}<}7~`aDVQnv-)w+MC0DR6ww#d|v@8(0L;~Vp9Kq`gASQ6_tPL$7 zJbEA;LHxk-?$T@?L2WrL6|ubdOA|vkPD)CNjNku`zP^Zh4k!^xZ7C59s0|BfDf(Uw=unrV}30`Pu2jL0?{7WIl{WD|ryEvUtin#MK5b4J@{Bob^{tE*c7&!Q= zHa-pZtWX~u9St(LH@Y>1eqnfI`1;@W9bG|yVEu;p?F5~%{gOa|MfP-c0_uw13m7tf zX`TvJ#_$Bp%?;0wZH^x9Y0ZxgARd1R`#$!UIb2+Uv_f=+esPeY8XMa|f6Nd+d(77m zehs6GrJI$LuW({v2!~w^Rb2rW@t`R+71sib0TZZcitmXeoQQ#OaqxqW#L7~TE>03Y zUx;f&p#!%mjXxJDH6<~aProHLI*<~GkOjY(9gXfx9q-#-E}WF+a*#F_oQ1Wc0ipqd zP``0nAbP-bK!vP87gpwDfQ}sj>krtLpD=-~gX`my3$R9}CQx9%I{H9DOfbU4C|;z4 zt0Rc#myd$@UpwMPXVBTYIbDI!pC&D&A8fs~p<(2~FUI$fsetYu5s=njTh;CaJ?py* z!*g&ZNNpk}TJCOtsNmP%0>4*>w$h!On^f7Gpw{2LrGNz1rjGWfPlKdij3RizOq%-C z;@IBk-M;S{5w(p%VOMlpP1dS_9srZ>+WL{$PYF_n_h2F$0BZHKE9Xww{QY09?l)f- zNL-!aF5tgx4Cm=WYcjKy_A--ME&gLmWBk&iw*z)Mg__k`{kyv;Q z5peukumJa~0bKpNC-6(EBRjje9FY`~f<8F;GZdSX_hQ0RtK0ueyLw}Az9{hdt6Bcr z`bz)-MD!QcGQ6?*!g8F@Hf0M>`;JnJOAlCXY{pePinNpz6R|Csc~>fuGO0rb0gVC1 z@@1iv!C5u&ko8#x!I5gQ2xh$9XWLe$I=h=)1O3D7sNzB*l7yNkzh3OueE4RtBgs?2Hhnt81alr`@czf@CxW0?d{;uyWc zPH{4c+uX(twvbNQUmba34z5a~rLB1myDd$lu1{97r%DCzDsN@fmul-2oTi5m9_Z-& zcMa0U<1-?oPF7G{7N77({(u}*9rqBcphhQoSCK88w)~R?18x@aFEtmRW)ZvoXaDmf zqyR=3lF2&cF;X1o(|ohl1=IxNQm7o=#|C_A*tk#Ls4d6F(zpzUA z2U=Jc@||*sKJdf%uVjSzwu|_HZLK|sl8I%Q?3tTRXLWp#Oe}`!jUe*6-1h|1&4@Ok zLg`2H`>jLNhaeAkNPPgw-q%#mX^y%g`NvIWM+v0a;F$b5l#SL;<3ZtC5<)&}|F?^h zU0VE-j%1Wwd@(OJ9iiv(b3TlZYOX|7Kp;lEW71w8cXL<^OM@(}g&^7s zE{Cd0(@b{!*@Z_>+`mz}qQ}eCJdq;OpQFUa7P%^o_`~Ac9;w;rMK3Xu-AdTpN>qY?nV> ziKigTzRWS%`flxw`ae*&j+lcQ+&cv;;@aP_oU`e7DCsl?^oWO;j#t?J(ZwCAORRTB z;VF*1eS_5@sAXxsk84jWy2Y$W8!B?B_}Yg{Go=|A(C~X*L4pKSbrDXHe{G70iG*id zvQvB`S1c)l4f^DqgEbw#K0-Q_&bAcSZ&2nrhx~vngDRR$6SB1|4U*m0V@0=a0b-gW zx&~e&J~RdUk$t9K6v46P`WEd%-?(>}EijM4njDc?Ic4~p_gq?-=ncjU@#jG;1w5dr=C|IGHF$+>qJA_3*CJV! zD(WiB1R>|>mtlt;u+z6^;9P)TwN?N>2D+$)CD9H_}|E*u2>>qs7R4SAsrnL9! zM~3+wUCm!&DPV7s?Tl}<3r#gF@HazLBj?qsfR z!K^}k(-(t@yQPi;wu0*(;@^ZVJz)Pp>ONJ|TfVyI4ICP+o6yk8ShZ_db?NT)xf1+r zj()MCjmo`W)sk)%fY^$$u_q+DREy+}bz7G7=69Q`JbV^leR5I_$^#46T5i0WH-QRD zbA^kqsguIMa|5Gc6)OIogidpTf3gR8uL=|9!#5iD(ho9T|I_0Fz&}#MLoM``PuH(8 z=(2I#xlMZ+`R}dHoy%=XzJ{wQBozc90j0?FU>63zBJF?N)Of9_@F@-m;cSk=*inBpyz|B+oK zr@~<>hU)s5VZank5r(BEPL7TwDZ^m6xeWHW?~m**47on67ux_#P^CgHMZGiSl63W5mL@! zQ?P0gt!yU?*BG7(uxw-otR`Ha6vDgI^(WDgrnE4uLUml0Wuzqay8KftKP;TIVHbma z?q8a8UWP!=G$y9jGTx=%0KxyeHrzZT)tZz&9zov4+n$_CpAn0Bf%t%+5h%(LBoP2&Qc7{v+n%jA zp^ITvlgl2M>X}8Wj^)Mk{F-ig(6qovm%FYvzJaG8Z^KVa)` zU@>d&TQU3p12T!FSvxSlOqn<`zn1Q_D$e zOuQt0wiL*0ultI3L|L>Ye}+R5SOiRUFEUen>7=@i&FoQ)*wfk7_XW?LT?dcb6e{I* zds4k4>zI`irH44ah03x#I=w(+*D16xlOVb>o+fq2YJx-}hL8!^?i<=&?7 z3-eaj7Cu32k%fmOhgeRpJfj({HA&-?F3o-X1q~&ECM^A*$Kf3vSlP_TV zA|w$$h-p+=3A=*$mb=#oIKXtn&Fb+M5J42KX}+t~mg=Ba7SHO>c#ROtrS^=?3vo=hVI z*A3!oRfml}IerCu0ma2jL<@qIR92knE$R%_*HpJn(5VW&eWX)#>n1dQQ^M=tck|{F z(34QjLAopKq%^xRVy2;rkev-`b6vbiAG2h+fncke#S9^kDR%tKyRSsWc zzmE*0lz$FsUJ|3qoQ!TI=?Rdu@|-IMPuC4$HkNc8r1?8(TBo13*SbkitXwOnjcNQs z#2oPzab>)S!_fbWT8rx7a6Wl)|cPt*;ufAnG!EH9ctB_oAzzXj1iv`cz!UayOad-l*gw3(0qpQ;15uxF!Wu|jdG$V8x7rDNiZxe zIQ7T#poLAF+?v!h$}lAT$YGz8e}myuu~jW6-iONMD;T;Xp7Rhsh9V7-((p6;mZ#en$J#jpVN}?)J|ho&p1S zMr3f!+uvrl^_%L)RQICsay6xtXHU`Q6nhy9|G7pUfz4~i0r!t(B3i*I)2(jXx z@OENJaPU~&eD?$Fl{N>*eBy@N@3EZLeTF?chsHQSQkfL`g#?9#Dve4xlZZi8oIzUn z0r)c;s@JVA0`QjA=gG{Axyt2?)Ca=-YU?^@7V^?UsLt;)0x0qVZKFN*9myharY@fb z)`@4q1KoH+325-kGzFjJ{Zr_h3fwQ>@4wl@^f4SnwZ!ZL?@XqLz|l;raT5{4`4CPm z+0RLK7)e|&0s87iDrSv40n#fJPISB6^_Qw4qSjR`JIpYNde*3lKgxr#j8dYcozXh- z1}lp)t3pHfRmVaOvF}fE1P^(K2?8!U(_l!@4yF^4S6KE0e z0(vEx#M$r0p2F(qc|UoA{J?!%kf;-$JtCHvABTFEt72e?&Nuiz&$WhpO_E)d;)qCk zCRF!vI=l`q3S<3_wTosqE12Wx>*gcY4ROp@Hp*jaaF)o-Cs}!*9yya%l%8qb&CB05;pev%YlCDc^k?tmY%kdr|6>iMKk5PrbQ#Niq9v4BAE}zaz z=ykQ_|9ArIlAIP`V1spdsst{zw!334?|p->(C4=2YFEPPOb+p7q?TPAC^pYbXi1=E zknqL);uu4Vs(+G2hN1U(m@m5?D8?ZXn?kP)F^ z!Y+y5t@N9%s0hN$k z$x0Nb@0-x@hmm`7%d1Y;R*G$>W5s%5v*WqT@^PIkL$z`0sxurx z*!cFq`%SXLet_L#p*zu87NB~_K-s;=0*?*WRG^92RQ?A{govbZV|6n zE$ODaMdNJ%*}Rj|h2{bLjvs8UGxfW+XCrAW>i0-50GN4N&OJS=O!BO{@Y#ohTneo& zc+Gdrc8W;kotQMIzG)!8-ggrFqAc8PvNXNhpb+guR(z~SOuTD7V8@5&IZ|nP*?%lW zi(acBJrA;M_?Jc@@I0ouME%A8ca~e;{_y;YtNc2mHd@o4-rl(w3BeeC({HiBMX3H` z7%q6`E$Q2t3*)D5c2i|{h50qE09Oa&S-+^4!p&roaoJtpBv&xTZ(xgAj$^TOzI@0} zNE#VEtjbzUz`yR*MK`a^D0qOCsl${7Y-^XI2+1qDy)uMdS~Q;Hy*a6Qcq1#(J$`a- z5TV&;WVb`DKEriq{d+E$@mo+jC5>Q=w8Vh8}8qP#Qs|W`x zfLPrp-A7-NPvlP2iS#=vDQw&suAF6EqW1v$yyJ+kR7XpLm&pOw47W_*?R>@`&unjb z7A7H&Ef~s4+l>Q@Lz2>FP8sNN+$FdQ@%yL(mA;?e?h@&sy0ax$2Z=+$E9B%2+}9cU z^-q;QU+FU0CC1jkq%le^-ni?IldIPGQ@>&&S zhd7=MR#E{AKm*-HfgYxyc9pLSRy)z>xL-@>4mP$pB2iC>a+H)v z7TtMBgCLR4389}!!B&A?k=;j&3@k+T%x>E?xq)k~dW$G>kBq#)CFQg4Rpd>uODk@) zRy-My5bY9W>+7eUKkK}Mk4@!&aZ}&${-6YVPq6f$H z#}#MV(H5;us8BTA0j#RB5EqonB3@k+2O);2hF$uCM05oPkq!|zjh=Geu-!y0Wk!2+ z*mi07$m;cYP~YL!r70+2e$&8t?{7`9w)W;ouoJ08`~BTC(?%p29rmACQ*|nA_mwRV zMCW7OLgu~I>6%vmaT#>}umksdK(r{O7xkpq?d#noBI5_~f_H_N`uwP4(4=QVGZvv7 z!&&BhlW{)b9A#@8&bMKDsBlEahPN}q<_B;36l?@Lm(DYJHkN%nuKo(<%E(fXL_Wq9 z{#+S3Wb?5K^vrD$q~bYHip!GTD$2+_|8cI?NC){B6e&M%zQDkw#E!Jg_E`cs_2e~k zH?#0fEt^j-8D{0>B~-e=@XuzS^S9JGBKFAR8aY)4plGWSCr4)Wq^E_j5uvejLkUs9RX!-}AO)R1!#|x|x9si!D5J|uB?GIc zjj?qP-l}OyE%rB%jn7JM!we!e@9p$zEGI_AH6-8f=`NkoPwMLpdazvKQx$t7J^cBB z3AWbhy|47eZUbVOrg*p@*`>a)Qp5O59(xL` zfJYLX&Fme;yvVj>fwz_2vyKesjFh*gH64c$mvMR=nwCXjZQTHK{3OwR&5SOHmiPQ0 z9Rv)sj{DmkQRZ%zA#Ye_Uure~*H1v?Y>lLnXNbC2zQ(o+_((pOr>8rK(%2JY@&4`p zOLd=8-o0>MGno(U@S@I9G^(}?d-Dr*`h4cEL3~w4ys}n4PnQihsISm`#kdKXNRJ?M zANp!$bSIBNi7nr>!&5fAA|5`?9+4<`O;d znuE7=DSpcjjt2ctO0wDQK{+@O{F5XwW(L`c4Yc#W_=OE`wtxe(H#7_zI%R1lUJSw? zYsMx2c-80%Ud5VbI&=1c2A-Gqr(@$XlO<>bG%6<3QgKL=zZXX0A4tIw@p3+ppI_QT;a& zrF(&SGZSIbz*eHD*C2>qlIdMmtGx%1W?Mtdl=Kj6#JC}OBVnp03()qiXfR7?x6uqY zd!|0U=dcnuv3FdhWU{4e!yf!n+*$gt#j71ACiS*;iNwqM_1U zq_Vidvj>y!sfWL8ctZz-BAVRbEXLjl>&+~U^DGJdd?V0uq{I9eL_8CV8VJPy@hM8c zuH_7WDs!C5f5t(Lt9i{9?zt}Wv<&Jdb*`0?1L*3;AGjQDkV>yB$b?*YM?C3CPAwla z-Q3ZM6OQSwKEACNj<9~GkTjgo8eUIUGFY-%{oQip{S`Ufg7As}7JCz4Di7gVIhba8 z!=cKkjgtdmX7?sP1M^J zH!*Y0^=oBZnEa*AtiJt`^C1`t@9NShg^9oH(}bHb0x_6hu`M$KB4s5&Q;slY*zQFx zbnI&dAyrCEC7!i|*7iGZOC*z>zq5u{rSb#9KB4-ZZGANx1@!bc|7iBKDoNe9 zgAuecKXh|Dx=uqf$5&9f@EZVO-}3GV+5uixbUvRlh0&_hYMW%uK|W!V35BbNBQrk} zsd@L!_)aUHA}wm|bo+;14~57eBatKEypiJf-BpUrnwImlby08MY1h1k=L%Z=w!@Ih z=w5qz`v`vzH~^yiV>styNswoo+&HZJXsJx(I*%Ix3NKk=7vvF*E~OX~?-&gq7s%pl zrqm!k&n@97(0jxMk8Pc+oG-T;{mZp(W<985JqaFnI0Q{z2?Rbn;JZ=q?Rt6Ke%G z7Z`X^j6$;Io4He+r1HnKgn4Ovwiv0?!!ir{<2)7qi=&nih=(HdNyvZq%V{;VifeK- zZCf{MJ!K2^-PS!rO*d(BJdvp?;3go*pb*J|BHA@IC80i@G)gI=jmefV#72$zu5);r zBv|>@-<4N=1nqoPGlwRh7(UQU@G*NtzPedysCWh9_nOxAfw|M_!ii{ujBRKk} zCUl`^Yql-;`u@|yw@5VAT38#@1BXeAkY2}7W@*zKPdIOpg9cXEIhfm-G>F5 zh=F<^{j(mHy|p|S4gSZ6HnuiF@`(&fYPrj!K8rL}Z$Q?XT;e~VnW1CN5n$XIF{JX+ zzS>kO9+JXvA;b!^pk5On?j_8CYejhV%_%`HwjH3cz+73 z1oNYAkZRscSJ{vy0JeUR``K0Ha)Lxp_69-<}{b4g{Xb+T>D=B?$ReSrBGl*$h(Uiz@PFzVe6BM zzO%=HYM9p`$7bgzHLh^l?q%!8lVDfDmRgTJILE#i_4i1}-H#qMw^aN;32YDm^W=Vy z#`za^Fv9RRVDL%{S)S5fHsnpdyzLrq?@r~W=>{Lum>g1;9rj$N3%*roAw43^SOxoj zr`i%C0S0($Ob~f<&RGdpYSeDrX|5CNu7Wo%wW}|y`Hb+jLBeReR3$#gKl=}|9=3^5 zy`$Wo*o+kw540b6MvFbmKE`=eD^kE9IM`Mr7t(+?<>)tF%7~Xhv?yOYJu}`~Dc;ZA zPI9f;`FWT$e;VYEnhiNHT#A(#Nf#<((Fl$7$LIDKbLr1o9$e1GhBF-BVwFoo)r`<& zLPRhehSiekQK9PiGI?k-n?7Te9i)$8TaRyhwlapg^ zgChwirg44sx++w+KE<55`VEWTLuc_t6}oHmrKYq8+8I8kA+^@#aWQy$yp`$3qV^%% z+JLq1jiQN&EzWyD@Ew~bA+h)3nuQK99td@UxFu zBioYFU~bV}H3}tF#tytX&1a&M-#(VH$0E_-hu>PG~S0Ws#mXN^n@Ygz9 zJwdk4JcCL7)zzjR79xV8B)m_8P4xgEw-4t_Xmq|yUo-_T1oP&~6h_v@qW5JwB6tsM z{Wy%B-zjZ2^+xChT@A{@>j3r%c8YK!IJq{K|2)W%vvih6g-AT#Z2eU0pCz;8E)Ap2 z!Z?sev2w{?iNK;e|B11wit!@m`2LsBPZj6x{qj?Tr#U4WwB5ZT$zOX%Ut=k~`EF&e z>ChjHc&tIqqqWPLMy!U2rG!o6J5TFt$aOYrZLg6vz0A(0_6;ZLaEzcse>iTQ?x0pr ztXp98OI!dw{Fma#@CO>O6v@TwK51p^9Qqz^`BQ_Dn($8^oYhe4$@zmx0s9(`2DJs3 zasXjth*#0@oyn8_;tq{PcGQ2epK@wxb6vttj8pN6hyRv@}F1bEQrSxlaNZ z9Fuq+haoHOoe$#UAZDxQS=07!9t(Z^a9 zQ0s!3MddI%`apj2s0oY8))lPHOQ`1S)dV#h5~X%yU+Xqw1NEvKBws&!ot!sRh*1K0 z*7Kb@o3vfs_?xSwk=PVG&OfD+W4Xs#0xb{Yszsha<@8=`gzZ3s7r58X>zVY3sb-K`*q|E1V{ z)4wbtt3k*~1Gxf1SHb)8*V8CHZUO*sNuj_ZVXYy@vMT+>-Fi_mnho0+`OQ0dzLs{5B zVkjMh`u%=&SIjdh`=a`WX3L(Dn(U2u==lRw(rTX-UDRV?he1x*sIETR|6N*@TBPV> zWBeE;6lSzuci7#BOv2?44(6K0agb(xrJ$wJ=XskAOH^vu24K3O8LDF(BY`BxN#fuo zU9NH9vE10KwZ3QEz#kdgv5USSP3RQ?!Og(7T6v#ui{qT6=e~PiS{M*9#vWuE1F&U| z;PH9 z|G|^UKBvqejqGZe0d71K_7giveJqV#@rSWnGSb@WwWr3_B3pfB_!B$+QFg`j{MS#T zc4UE~vJ%XxauCZ<=mrZZeCl#7>bDEviTH0RBxV^q6eBhQZeHlX$%9;7q9bwP5a*60 zA0${wHQ$O8iN4e#bH68TZgJ&kl z62w8Nc|QSdc54Z;WVlKCRZu2kdw~I*n*!_q<4RpbSR=jf<9`pM@$5$vRZQV0h5P8? z4MJABG+;ATVdA{yVwDu|_cbCLM*4`MX#`U`&;B42I`zyk0jH_bn8n`TjJ+UK(Cks3 z@OW-Fy7l&33O!5959=Yjr#5GqDtBt`aytg6YZ}!Bc>UNxD=VBdc{p2ht-E^_#(SX)Opsk}n$&>HKF z02{6hNT3h3+wM-guLHZq1%Q*rFey!*qW~EF6UF>M>k}pP_Net@%GtC^ANpQEtNv_5>q<4i^>2Xnh{?G% zn{mR`Q5!NKnC(UU`(WZ;K@`+X+F&Jr_|U|U>=0t`RvHYkEs$7~Xpt#@+9aX>KXf&V zpZ93^xOqlrS7Rh`%7|yz7=5pS*j0|5i(-}gHqG0_jc+kgwzuE0N7q{M#04{% z_?`~>$)A1!gx90Mggo31;_Lc*`{rt|eYUI?l9;2nT`#M|*s3cHBGWXZan+splhVShWPR>(hlu48@7^+BsaOtF3eilB0r7Pi^Bc`UcKj&W{?55(fm=@v7)>Fbq9a-r{F zM3#zC&(S#PVdZX(C^a#IgGt8|x5i;for-!idgo3cTO`qvk0^wS@H28jaY_^js+WEQ zarQWqmi>0~u%g9NG0U8F*^ ztnYFfskk5;pIP}U#GGWBhTXoofvhdg5T51C4+cLSGwENyr;0G*AbCD*V%P;ovp!djph?>xQxl6*IpyKl-nHK7f2sJ}Vv)(o z*JlInvl~eQEbG<_X0hk_Vx8|wt6a%clAf(Q#K&P~k1%IN+j^sdc|{KZ|8e+ft6TKf zTF|gF3)Pr+!G@5SXG**`T^da*ckI3tg#T+8p&<41=A+=q&!;<9ZzP{-ML>1qO*Hm5 zCr)8OL!=*u^W1^kW?_4Txm=CkLd4T-8|hBUY_+i|18{s=ORG)PebgzZQP8IOw=m>18h`Cb&V{B6^uaCkiS}O# zct=z;Q;Id$;%=_lXEAI0p?V6>C(~hHJW7_NCDOjsFXNKyABx6^fm%Y*+aHA!gy<@y9v^*E?_*^zBZyP>%hV) z>VV%Rn+9FS%%ie``z_%tH67qYPKHlQy}URghI{DA3LjH2Pdu6Z+slhoQVfayXwyQ! zG^bW?=RV`P#?{P=}@Jsh|6( zHjypa&2jz4*ya&7E!$hdOaRq^ey9msfsf+ntecB_GXmNjeeIdU59x|)+<-2N=j&=o zR3`ylQ}F~V<;opFMxDxm1*O}EAnu`Cc&5~qr8f;BWt=^(ZbkxVi=5>QU2h(bl<^p23+>as7DR`0W;5EKiqjzRS13(s zU0OyU_=+_NCJx&F@@>$j%c*hORYZ~UlRM_IYb=m^wh4` z#6MMbo08$NxmOhP?ttX#(e}t(Uxrh2E;6e`y{o9I-scBq$BZ9x2N<_bFXGWK`FR-H zF*1-zRbYL|eGHAs1JuBa))r6vSfX_roH@{-#p%>*keXd#Y+G~gIn_+M6%}o-m7=Vg z6c^@=Rf#WuolW_^jS@k>3muAz;EseG!*Qy|bHSE34WmpveZbNVGWqI9`ZL@8OIq2_23Z{l{F{qaBosqQ9ccpm!;Nz!xulm~s<7aSzZsvFV(37cEZ)gA)Eyu?w1(W}-tLC$j6c~F# zx|S;o6lvFzZlb-a&X~O}I3XOugA7L%CL^;eY-vaB*c&2)L`KN-XEk4u&ydn?9p&%k z(jWtGEC$V{I1-vNw?ZnLkHWB**p^gBV4z`vf*jmycB$Ax8P#cjGKYUrWv`S?#1xyK zM^e7(@n_tovs-Gzx;k#+m{r{Gv~-;kD;YKa{uBhI{>q56=skCz9s$V#J*zV|j;Y=x z5XhEfyL0EF5KU+-SY>A{cc2o$HpPXE1)Ep}e=qs?gbJjK;rAWn-a ztXrbE^R-4;@4qM9s3Kg2oIUoSnx7OIFFlA8FrqO;aN)8=Ow2A=6OU6HIoU&giU$b0 zVxcO%4iIp*EdR&YIW!5QL|e9O+qP}nwr$(CZQHhO+x*J5tKRKd4_-%f{)C)l#y)4S zg>B;GopS)hn{z@OKUT!|Qv??8hSZ(prQ|<~N)qluIJ6_l{Oi(FL=?>%ybILE_;ItB z^Sj|W%MY9_b>kJ>Ph54)RuXo!@vp;#Rm+rG^pq>_Hyx1;7qGhpZz+WK(MhYCd9X^_ z_~b=tq*8N2mPxI{s<7o0J%|pITTSE+u0n*eTiL566LvCr1Y6b-(Jc`nv}KXX=a2-i zsIaR$;BXvGoYM+whG%GA6@7Z2{p4~*YF1?~-n$FAGse$L$|S3XeCOQ8HsRda=oNDB zx;Q7aW-fI|fju_P+mWU9d40oZ!4iaNfhUX@by3|5S5Z@HHqCe(xA_$)rYi~ z$Btw+8U?bvI5ie=FtLl3>X2Ub62r(U(zqF@d6L#dTZc)&8&0e0Czm%eJz|wPMLwIr zm{!ZtR}AOvQ-a^C_K5A`YR`&neTTf-3eDGIVoRsPkLNQNuU z`Jt;ZE}-a|`13n|{#5z`kK^?-4{K{iF{diB*52A=1w|W)0V6G8^!w{OY&tOyZ_lRB zUoVKrr^RK?==nbqBL0?!?Pi_T<#pc_A+(r=tkBl#{-= z(m?QZ=S`1qv$^fe0+6(60Rj6jo8{qrMDBkx2>NZZaOg{tguA9RM}$b2mjkdqBaOFVInlPBvPgcAp4XJmFD#Pf$R< zfaR&&v}b*)myLnxZ^MM?=QwU2TYW#~4cK9vfe}SB4SimU%o!=8#ia_-t^chE*}{Be zqmL9N*rwJx5PD)w>(<#_CVZStjP!z9$NE$cdN9V#?)u^4n<@{&_nApQNOu+6jwA2; zD?PUzk72-r40JCgaXVn>yy|Y z3oTV1_}!DS#Fz%mGfFVY+>Bn?;@+n*&*URYOzt91P=CPPC-ibl^)=AZ=zpP>rlxYk z!y#_Gonma3z>!UMVW0g0zR1lVsj=<@rE#2~q1-mNEJ9Ik;Xe;wdVvuu2(zcti)Wrp zh?vR9Drhu5r zm|u@j(e@XD^s>&2f*rMpPF5n_6UCZ)$9DZxS5+C@hWwW$TBWP4PVr`BB)(YeFkv+5<6;TgDZ-hOQ;v48?h zT*}TGwvA*LVV~P}P@3ERuUJ&H?byc=aXK~x2G*c&4~B-(tKGfaCtSo)E2`hcR3Rqs zrc;meP|mfFk|*1pNIs3|NvKR`)|Gqg0>Y-L790RhgJck+@Lz6c;$)Jw?n}If{ua0N znYg-wDCvDzBbxQoUR*CTVRg6zA=H@f)sN!WnNe_OdH(6vfqN-^l`Nm^wc~k801M0a zPhn0WDJ_{OMqS9M?W%*C+O9-11s-{Nb{z?aHls&zVF*@E=azCKLzGXL z)cK5i9XXI{n+Shen)>Zb<4U40V76%EpA@}%B z0?G~jA%c4;-H#2TIlnGTEaDb%S?QdKr37}jMfS!kJ-kvEZ;i5sGiadFYW9V1 z_QFnQv|@>~pR^Op#s`YTaxv%7*r@lfY0{bW=7EBc?3E02i!>;wJq|+8!+?~)OXwM{ zy#fpAW)kG+Fce^64MBPGtA@#>7usFz|F|(v!AbIP7#hi4K#Xii*=lN5JQpUsgRN}( z%_n3kU^?l;9C_#?`3}4zvb<_RmOYyr9aO<6t#{5=8GRVXddmcbNXS=&lO7a|kcLCN zNBg9}(~OI@`bEUZVQ07+#U*y7gxRF-v(-dsHs{!2ZUo^l ztX8|vw6d0zZpWkjjhNx{8t&hSG&iqADF{zLaqf(h$%cQWz_eHuP?|8u{;02zlRQxQ zDs5^*5{!GM;JhZ~0!ND#5$w{2zEWegSj^jMxcsFWhFP#vfAP$C{LoLiX{7W+FZ4BY z7$JC_6@$z8k!^;&9G_5kEV9K6@q7L6SOpL*yb+Q~P&JO8o@N=;sPFOi_mK@J3v!V1tyj6vh)vP`Y^9{lLqi_H zKTM?j?%&p+MwB{V%=oQAqBjQ*N#dYe6C zexn$5B$3&FK1`lvd;2bA6XD(eF}njb>#h*HZr#;O%Q3>0MUtlQ1=A*)6J!VPy>R@i z=|U%4tO;~NZ1$vZpw5x;lM1VLa8_L3_S(W=euxhFVbsdD z#S9jXh+RvCfw>|n+EQBR(pXr~gzEmcK>SA1&2X3!i~7YLU8lM~FM5oLbaa0Tt^(4f zPIgn7=q~|^tfa-S!s>-_{qMsZd%@F^Ac5j0+F1`&vybqZSZh!)-Q77jYy{f+mEPdy zwfaEG5FQ^SCfOOSnzbjEDNWc%}SGZ>R3sdh19J0msd}!w9dG> zT$C#WI?Ohzy5?&;sL4W0 zUz-l&RVP{Myu_pV^_V1ZR$Mm^GaV;ZI;F+~S=}YSUOo~Rn7h#8DQ6O71`mEI!eSnW zz_*`9Q>_~0DYf7N0_FggQ^EJ_uZ9bZ>+2YmGVjw!`pdjJRFk~3gjsWmJjMR~KZ4fU zNjN_yp||I2JZ^P!k(Ck4dlsUl&3H;`K2PcCGP&H>_=~8=YNGC3>J7@DK7bfp=R=bn zFZv4ZRle5RUm+A`?A}NdSNcN0kO?N^NgA_5bammt*hTZ}V|zT`xg(F!zj&Q^BNjP! ztoPy7f~r<#@60?(=oav}H3Uy3#^c}YQ$UXr@dgc9ir4c3Odqtz{2E}P9&0#6AGn@& z2QA?(Nz~5jnl+wkene3xB`AxT+&~MZ)nUbc6t%{B=>p?9Yi1tLTi6s~Fj&tWzEeFH zsxDD1It9GC1Lg1N$|wgrDu#*$`S=XWIxyA;iHPst*PjjT02W#Lq`A`SDYh(|4D}8S zi~b=FJjm*lhe{$zqL$Jj*5r3Ly+AUo=c6XxKw>d6W!108XN_-aon6vI)z>L0_w#UeRx!K+$zby?v9 zJ7i1vV5~uwwzbG~vMutfTMiK}$kZ;og;tKTT*j81u1*kP2rd^Fx=5X9>IUDfOip;| zU5yru614N%$mHJxdAXOyr$f;0lLdo`(HzJ%180qZM2$(SvYbwuG-CVIc}d%HURVKo zp8D}!XX}QM@H7%zo&iCLqF+CgD-HmieNOup6S!bgU&AR^@l8@}IlT|i>E)s^U z#EOCV9~RM7ARN{ty>~(CA5@27DGXzK>i49>#-?9B$hrDt7oc#~lOyhYt zWG3hnMN)FNfN<$PHipYBZ4DntGe8}M_P*^>uN&dZJ=*kLe))D!-CD=lL&Sg z1RoC}vP;)8IvSN9ZB`5o_KV_00Nj&tg3rc9o)B>FFzUr6Gy`TvXC71owi0+z{jnvcVmPj6zB}$=5PgHIT77yJ#)@r)M z*w$={$%wnni_>PoK9nX!yRa-pyj$=MFkIyzeZ@*xeO;q|&}~lm!HTOAstAUxJZ+Xb z(uW7H@AO+W`uao&DF1R;q)_>Uoh{Lw3JLnKSLGm5d2E>WcV9n*P12D6o$2~}G_*=m zro~Fiz{kpF!`<>UUK|POAWR8ThQgEhWTuYY_h0dA5B!R@1&;G5bY+R{H`$3?fjcVF z`8tHLV;@)i!?5*BL$hf};BUuji?5Yqv|ghCnPOWp%#8?{X%$h}DeVeBjFSgv2*^5d zSWKSPQ%4*$VxI8A7Ry|X#qpEY8DaOdKxQMS-dbdTcUPLict`QeV08Ty1r0!iD^JnC zxy9B1WF&2|yP8Z=ho!Mp6prJNMIaC+O3Dpm8tFy0iA2j4b&QJW>ZC1k;R{M*g(=}6 z0zi`XA*yxNq&}Z>=6nH7%B((c{rcks=P>8lf4W_Fe44F=1(+Y54}iGqBOH#;BvK(NGdo%bvr85M4U&qQWA`iSdv^ zPahv$(z{p^9GQ7AO23iIOo@8F{o!ws3(nJ-k9Tu`sE`ZYvzX2f2Ia@}P3Z(!--};JS{E0gt>XwiyqUJ6l!h7@K-g7y+UwJ81V>Up+4qG z7|a$)6FqC4n3TNNx@A1XfeXM@$aK>>!Lxj+wBcW-YXZcwh&9r{RVldK&%OKNZI;Rh zrJiG6#t-Sc3jJ4%hb~*m43c0b8Yl*7+*A!t@CowTdakG>mZCEy~hD8kRbLQU_bDQCVmmOkFZ>7 zNV8ble2&@jwz0aE@98{LKsFf5Zm_>0$4O>?AFQ44CX%VX*Jk1VWp%ExRe`80*C~x* zl>IEH-r@$##bJXl#S>SI)A5yq*nw{8X%7S+eA7u@jC!{|@EJ?ZfUF0V62%{L)%zk+ zO!ch6AXV7^j=Te}QOx)loUhocJn;-)+A&3!A3*rgAJ4hX0j(5NPS#dCHRhG+b6ma? z;6NH0xykx7DquNC|6hGT!o#h+{$92SamP_8rs;_an_F(P#-mcV0_d&1_?~Vg1#&%f zfy*zeRqOToWJB5O0GWWqlY1d9#Jkvi6cP==<5sgFnMXfKktn=f=3b<|Kc65y?ng=w zZn#;=?++rgU5bedeJf-J5}YHBBS>7i7wCI)u(7lPZ^j=L2OCcn?aAh{RaP+#1vlyD zvG$D$32VT2BX@=zQBMX3l5ojZ&O+*wkYzzrfUs`adnSXA!uZDVkl1O)m?l3WEHw_B zST??isjo>3U%k|HjRY-N{ffr@4!`&bZ#~M2_=O~Wg7<1IJxUjAw_OV3V8s>#;AwN?`NH)O5?FUY(~pXyeOiaY+Mgkcyj7m! z40cplu|i1KPlCwI;g$aIbO1{3i8TF%Xx8H{{mR0*)QnL6(o%nCw}Si(JzyinLmcv3 z8>aQDMIPqxDaZ#mAXRUmD$f1lqBL)y1>MY+RMC7;cDoG0a2~3wxpJiBCWCI%M>H3|i(>p`hQw-B(%p4^C2JfMHYl19!m}txaAfRB zmoOx3m)_X1L#I4usSMZFoA)zi|2#(P$7-7u*#>Hpk8464e7 zGMXymarjoiSwgR|-n0A_KI-ipMRN8LFR0BB=3o2s%V2Z_=lo^4+0qq7fL6Jgguu23 zu7lOd8=O1xfr2&vU36CH*m2IdxjBTHQvnom1iP~3NZuym@~bqqW~>`4XWJ;|5ChL!e3%X{;)q>trcZOx60fVl1Eo1I|L6XMzWg%L#=g zyt{(`(+p`)RepUn-11!D8o$c70Iae-Pf76Bs^Y@+4jRwp2A6jNx}bVUFmY2GuLl}G zkw0=MB6ltoJ&fA6YCEf(`f*F|smFpNDa6o9vPTG!s{?LMOOK6v$_e42i0`ZO6Zrrz zzMz^>$4BdH?=Y^&fc1>VI{Vua=hgA;VaZ2eE8{sPQbL!$W?xDp#_P9p+dz}&21dfj z>-UM|Gcud|AK0YxM`Snc#QV~HZ+DC{(@_EK8Rfp(%xFq$Jtpr?S>zK%qMeWxR7dmU zqQu-WCS1Un=AmOlS9Px~i=xe4O1^&%G^6JchUBp6u}wl2{T1;@GWEE|wUI%ljN`y2^Lq&3Oi%%~h|` z9iU<5@&=66&aM1zZ5+}U_-_EdI^{C=-AOy`*^i^IWFSd#BC{s+CRLscpfA7qE}uc1 zgf5!>Q20Eo9SbpsMl@iBfialUXEl(<^gki4N9jCVlDAF<`!W2_jwP#`Kh$YW(p&?; z8f(`F{@_DICaI+vY>ov0zGTNfQ*O#5XlsD#*iF-0=ao;bn%qgNN8OvF*k+2ze|e-X zeUWHRL+=evugKuyGmX7xzv>Vnl?Xc05@Dk9S5PLQ=u{Pt-UrjS#*>Mudk5{Cu^j>f+SKIV*_E&h+ zlnh%a#_$M&-#=`%kzu?lq>*PbhO@- zW6!a*GoEVfS$4=%CHnzb!n&X>NL?4*{T$ylU0twmlr8dR7Y1#XANBia$RG=Y&hYOi zn#Wfo`xv6Lqq^2?w|SqbPPMs|X+Ng|-ay*P_9Ii|eWGM_jh;HjD3lgv7uFlE$f78_&{vX1y|FG-K|KCJFPg4z??Kaxm z+XR5v?*EQ8QjMdnTfYw8O0nC5rBL*ht z?{#2XS(+O_mV3G*0&cf(XlAE!{%Z!t2Jg*F`1Xoo0X2nWa{ebV$9~^`$P7rM94 z{UdwGhtKA+SN@s6IDrFyP{wxW@9FhDO-(!lV+%uTkQUY!*57vLCg=aIAsF7JUw^@} z6n>%!5C~4M5AMmshWb_E{;*H?S40Kx%**U=E^N;~=c6#UxVXK(Y1#jLx5fyx#i7N? z$Ng&|Kr*y6fd3lYzm=JxxBE??h@zO1kgP6Y9`9n!rwahQ=HqCKle3rg*ZkLz5!3zc zMd|DSsHv#~K6)idZDdCT*x2rBa1nn?d&#-OK#jT2pB!R@a{Xkg~NlvNC=r zyCa)%lf!C5dzlr)zWrnNMIrtYGXZk}W&jF!0nW{A=AOwn^m`x0XCB4B^FZw7xf5^) zRu;Ap&utB%eE11GxUjka0OjE31nlSgseiEv8yo;-Xkv2rw!eK<5Pr3E$JS6l4nES~ zb0_;%|CRw({9`F+zhbfiY-)D_$pn-^$V3yCy}1?s{xX~VN0MCH+SFKD0G0lTi~m@d zTN)eO{<;tOVOj$GGnA-b71zj^+wiau-^3& z`$e$)$tFL0P50Yzqxrkh0s=#0Z}7X`>{!~GK)JYpI5dBi0Qa5m;k)i4|Af&7NXV#( zDa!@k=KVgVrH0lpOpFYz!3<6gKrpyCFuI5t`q=@g!NCWTPkOUu1MK`=Ap;^8(f&Q( z0yQ|hJ%VKf;UN5~B!xo{n7oTW(~kffF#YO}49&n8FnwT~05SmnfoTHDl=%nS0FX8J z3%UU$f9w;02TUH>-}Bb2?h~*FOn%zm=Z4Mt6HIf%ZubwmV-@^`UgrRiaTf%Gp4*FP z?gexHjvw)+6}J{1?{75paC82^_Gxqc!S*#feqj5UAAh2M-+fa2ZD##uai9L7T>HOX z_cvrE15ZFzm>NF%^?qhY1{Ed;hi2nFeJwQfOz-Re{k~rG11bDh=lVOPrGj#LGBNO{ zX9LEjW)6tXy^%NE=>3~seb?_k(|`Kh)A$?nZ=(Z1I0s`9)6fIJeDZCTv4f#|NSw%~ z3N1S@M_0`K6nNk6*6IwMpi5)kTsN~ZwXF0n`om}Cx`eYqh+l_jVNIJtPxXQ`$QP! zdIbC9j#TMqd8Gx{Vm*i>jhq(zf95k-f?wgKm2M8@?cg;T62o|jrdyi9I|ez5ni$=; zaxA^$@lK_Yk04Aq9f=@{fgKbpC)BZ;45dL!vRS8QB)d>M92pzxw`joEFX~!+$cCQ+ z%M@^}Edq`VZ*9yy!!|K05M_e*n&U{)1Yl`yjZ?O@U(v@|8oj}_+`T{U{dDVzD5KPZ zK>5ylvGpFD%{)7Wm_faRGm~lL%ItmIwMdos)w6PvgBXxN$ZvMWuhb!&_-NyAxUl6K zXF*MtNioGGn3Fu3)MX7U@`hE&bdzZ!(4G$K?{@7%af2(-bbBdFJRT~FS)%3I0};cX z*bW+@mN?riB=SV&b7!ZdTF3qd3#~JIMJBRe7!+9J;#oAvm@bC_=$6*q{i>CpO*%AH z<%VM1(w%^jv^~{T6*I+BE@M^H{)myRoTtPR@1eJ{V_`|4+krbLnTLpyJ|pybV;A1@ zE(FHKU1_GHNo+>F$WV>AC4`)j+~&lAQTGhZvuh!sOPcAk!a=f7a_h3wZKGow6vF60 zAJ2~-(i)r#6Z`7AK4FcK>`axx0CbockaeIfMIVeqZFa^tP4_(3ghY`k3kB7Ej{&nY zvY9kOD9G;d^}~1zW)r38Q4X1r$qPie<`DLKEHb|Jw9AfNK(De4FW`0%*mg>MH}n|6 z*iXRxJ3M~jR;6H$5aN-%+_UaBGNDIR`I4yukTk6LIwS4TEYa@bFXKj6$XSgGThCZl z;;(oj-+2RYJNN8Ag`YtQovr474`xSmABzAGg1h<1vR3Cv;~B7#S-*qKHgbKO`7j;p zY#h?QM@gjQ^T_(3Z_pi7^t4Ez)~t$gLYZE~$xj;3$nl={JnMS;YJ9Uk##m8W3UZPA#leHApZ&18ccz3P-{*0 zcQAo(34M`CpQ$BZF|Ot=T`6Tj9cOH#-=FvoGH4&@oJG+p24Q4H3$z;fb!*LYO(cZN z#pV<7JlaTF-_a0(+W=|uCc8qzl^pu_K26I1aV$N55n&shesrHevqybU0T*p7qBGq5 z8#^*H2Ri%rQ5ClqYwCxo5F93!y?|7Gw0ew&qRpwDa7-w=wCEu8oJl6n$D<|HNC?;nf`52c;(IGZDcicnCmnhA$$dZn z%DBgF8)4&NO)^mD!*-Dk9b6wjJAIBWJzz*UQHhcZKAHu(`r|)}Dzd zN++u|-=_qcJOv}Up_KXx%h7#7Endl%n($YUO>T!jUfwi0K>6VvL}l<#bCp?)|} zDaH-?bcv$V=OqtDkAM6Zq18(@*C0Vor`D1jYyquBpz)y+5%y|*G2mQx@vyS2Ai<^4 zdK?1ITRp1NfnWUeg)H)JBsit~jcptwBce%AS}_$?7%K7z9TGWwUJ6heE2kFO#6B+i zUF>EXQGI855$FVay>S50ePtPz(BdrH#JM%WI=<#_0*dY1o9(Z=Vvetyw>MV#+%l6B6#E>GRkcnp01}nWs zBy2pjEx~2iMJ@tg2w##RCp~3ZDLDO54Q!-2F|^P@BqHq>W|IR61Sk`e(UVXeL4276 zDV|Sj-^;^lWOM~lzq+kFNXg_B{0!S89-fx{AR-)w25K^}nYF>xQZEE^FwXZeY4~*D zfM^3IY(yc<5gj8wC5aHxsS$2#bN5s+u`aWPL_-zax8J#no<7YvYsDAg!`i;mc@W{I6HwjS*6ailcFQck)S?2vxGt$|QYWnp5M>I(CD{jT3&faAYga>3 zi$snpg5me1wr`qX_#h&5A`9k6a=gr}SF|QKqWpR=Jzn)nUh;|X4$9hH3*H#tpsT$F zRmXjGcow^xfIrsry{neQh-FMU?~eL3PNl0fWNYI5@mAZ{LV&m)%XDmc)Ge$o!5GS>=Jys$2nKjplD zm#4ipF6pRxJU1e6pgye3ZCqQ&GH}sJ1MFpgd6B@)n>g`DXuONJ_H2cKl+k*34RUkG z2j;Y(*%hko`%SvV!tb7IO2#A2n^ssZweMF*uPT^xVmU23PhpX}Wcf=IQF|CPqtI~7 zKyb3(x9ZieiKU3@Xm(Wqy#wxj;V;FgMTjV%0WxsIy$(C45q;u2H}h}(ad1&;q9E}~ z)W@7oQ3|^Q=Sqw5amkb6CiS!Vh2A0?N0ByD_rQ3xc*ix6oq-Sd&zqOCtk&J!?@EHJ z9kQ-<_rLyDZGjy8D`I^DQ(gr6`ZlHcGBUfSgy#0}y8NxmI30>UgWq$Pxdgdr`++t6 z8Z;jDHqn&RsfaR5OMG|S!uDMy@8cx?7!F?y7{s8sq-u)e1tt9)?~taT&NAa(5v8Ex z?A6o>KQoo1k;lC^*9O|@UrBv5?8ixT302#g?38eiegG?US?RpT6^2hCwc-;cXGRqu zz-Pc^xg?+Ki^MNG^1F)O(j_0x1*KuG&?qj-x7O!WzmsdTc*#NMlAUPtdGd0l*= z4J!BFc3Lw%1~DaKdv+qtdpa=d5>d;gFfHqtXY&@P@^a&N?*y%w$bX9Int(C5e*lOu zi8!e;up$l?W`A)}#9(5X=MW{1dV9qA;_NSi6tDWC8f9kV+oB$(Aa7=f$d-wbK;*IX{(6uJ8RMO?>WrbrkF5>nfpDtosP2@`C7Jrs-ox(4xs*D2j* ziD6S0fpsdg39J}WTFg}GZ4+e6j3Y*v(zXFR0-34~r&rPBW~KFT&c*z!a{6QhTQmM_ zm#;IiTZC*i=l18;gJGYt5l(|j;$^2Tv{5@^Bt<=qnin_}3IySmOfcgBy1jK53`ZLV z;W~Xl7-V9aFh}D3FV}?-vb$22NK$f{Xg_{Hf`jwaUxea$(__{!A0=RwB8~wT3OTXK zzU=zI=FW#pQ`cX{9f1;C|MlZ4<8mmzmqL&hv8$JiEY@ba1V60uV6sPb>KxA=J|2%fhM( z%`!zyDUT^mALu%5kh(F5Mpe>K#uq~9n5*ffZwyM4kBxm$#%ldVz?(Ey(a&YlJr%>x6W@4rPL+@e%^drLsAg7H zmy6eY!lp-mlIgjG3Xy-r^X4>pW2ovGVPEyGd8U@gO9d*;z=;^~Eh(Oz9>uG&2QOgs zT})if_fp2NUi#|5qsPL(I~xE&zSE@gj|+g=h*QvwQtPgw>IZBT;(x<7wPfb z@I}pokY%=vx~wmHzpf#Xq(hm;b_R;`m)cOg+=DZVu*y*Yw~C0W=Ke!LEjoMMrC~5W z9e&ofx&{YIP!AJz*w^rw10vRRs6{awJ0Nh$M=x0Irn02I`DPaQaX-EF^T5;7$QwQ} zjJ&?jQtobclc;DKL{KQ+p+?{m2dwzh9aROG?7S73Tb`sNYTT}>?m#(GF_ttfF1;5fKu9PYV* zQJfNqJEnf<44NmJv1RSFl!P9q?&i$9@wk3HNnh;}@gcI7)Rk-|7h#|EJQSlD|GIsE(v_ap9+SRS?f%#SN1z+cpmNKv6N!CTwK21o89h3JNQ z7CX%?H7=VHR8D?$m72<;_fA0vZsF<2+v+0?G$bvh9h>2=#WQxwNdLFv4D!}zVzZ|B zH&?i?DVnmQ7L5=7;>M$xiV+jJ8iJ;l_EkNxg)!)*$#yOk*|M}x(mTPjEa#&{dA^+r zG+kc^+sd=RA70u?yK?E;$g!d^fk8%yNcj_klkKx6( z)4U(>WH%6nm1+xe-fJFK)&p;|zGSrhay^E6jRn6Y*@ik5&-*Uyby(O0K{nR_EJLOV zz&NCxtVDYKP!Wyxcs^8GD?;X8NbHGxxWq%VQB!`XJz!WFnZRVLp` zQuSp#I+)e|WON!=@`2$)3gk zzc!qCrC0ZzYL4>S8*8Ypr&+1AQhGx{>R{P!K@Tk=F=iIU2-QSr zp`v20K!BDhl5{wn_Q;ks@ZALIm^oRt5rp%I3r4(i#_)q(<5J=itc2Iz$EWAT1Je_i zepFK!ar5Y!QYklNtH&OlNmqs-WilQ8%VZuApgaf{52cW?Z`spvrx8g?9k}~EZuHkX^o9xmk23u#NU45X1v8ELL%PJx z8L*WySY0YfCsV}F$qtCc$5VA-q?&GzfiF}EaTc4&)AQZ^TfexXq>{aJFRyFGj1fa& z;=Px!u@U5Ha~#zU=wc4b!0B2G5W@Y#Hps>H*3&BT(*Wd zV(Kg=bTLo=I`nYFi&XxYvQ74j@=yj};d;#S0{D}!F*k}`s)v?_qqDGcXzk*3?4y0( zlk0Z?svopem3J9b6`qhw3(n}^LCLVVW!hXk%5pHaiYH(}OT9JN2KfcfV+<9wnoBhh z)ywmd4xncD)q$B~K0)>~_1cA9d(TT^j17}EZxgtLW9nSF&$O^jmtMOb;J7QlZ|vBO zZ34@12PvEB;9jmv40Jnnt7`o#M@v1s^4Y+CuBB|#J-w&#toKfQ(o<$ehb^5R7SpdDH&SW0y zSgmebin^S04IQQ9qGQ6qj-HvET(NQ1u5No8aXVHot9NUQ6Vd)HIlJ<=a+sWu92HJb zCoNjAN^XB(8T4E8YX+sUCbgYP{3T}&Eaik|zSbJ2*HOAdCsOQz{h>l<|KHsEs>jC7 z$E$Fn|4Mnl2Lk_XfgSaw&;~&2jTdz|mqTWRX=dIv5@OU;4yvM`07a*JeC8W9!~ z_wLy6O&*fg_cFirX{ye35oU>an~g7&S~G%3UaBm%902U^e%-(*mRX9Hq4WDM-9Qu8 ziYCm$5uGC7?R?r<30I$~<;m{~rR98tgl{q0ZTo$*a`!ft$OzwJyoR*JiCSIZ{E7!A z*um;q%yd9IF-JeG4Bfpn>fVl%p8{KeH1gt@IY!FA-%9F?Job+c`|ov+o54C&Pdt0_ zH285Hrei@jSl6&pUA}rCP6~!l)f74>{fJ_(_ohsdx8aezQ0AZ-c=D}KuGZ!V!X1)m z(#mca573NV=N;8EzeP0^IKNTW=cL{CWmro|McNRrVG&RII^95*v|r>rPQ&i2`ez#0 z-*N<}=&O z-Tj0#I0qkM!wG<%MKME%;`{rkNyQ`?ApBvqcvPb}qXjVDN_j;+<@_Me zor{C2uCX&c;oFkppK>a6FM8?=fE=CK?V7z;*re3rv~I$GDqlY!``9}&0y`Kj&xI(< zo7r1j5psL%0U1I=0X*%&0yInj^5{yzVMU)}cXPqh{|>Q}mRW%OL}B)SxUp*~eNl`m zmn!I#7++#@BJZ`pVSx5|(D@K{*$luJsDhM`yZJ?;rV3NbEV{Hd+=&9XwddYEIG!k^+cs2Z1)6iT>lLSisIut5m2&KEtn^TySop0xOrXjYafw<}>BMBWaQpp|F(nGk^B_@WAN%2aJgilQh=vOk=wxfE)6F*gpbbboNAlPu`d zGTN(?;L)_W*p%a9hb`>?rWXyHsIx&Y7woOX zw1B|X*-6azu_%*`z5rFd8T^=DCWvx_vX_vA;^|9X{oK~H^)MrTMvG(TWVwN&KAkvg zyZ%yTq?eOTY&mohVcJX0jqz)nw&Y;M08b{J4QUF*x9_LBO;A|7Kx^U?+hCuq^E$P5 z+{4<2)$2Y-kZz4F2JJ9*M*TQo7X*t!TRpeIBOXptVLG}qr2+8K3{h8X8;m=%s~=vo zNVj165Y%Fub7OAp;k}R;<0o@9Q%N6oGJO?iKD&KP|L##5Q$l2$o7H4~re@C1U2l*! zK@o;2+{+35PwJXX?gW60yPcBClTPg;Hpb?4SHka&c=>mrniSOLP@$tDnp- z%*%{6Cq)+1FGWw!aPFEh7f1lI8Fc4J@+7u2(Km!BG;9g$jp{Frc5;1AqKAwyHf+-0k;P zfwxa4ECDr~Hrxf>NfXOx_4we5+CH;EYP9UlVVpoZH1J+JD_KO8Ng$@zuwC~Q__aL3AgeG7LA@^x%jjg>( zmqI?Oi#TXkOf{@@pAkxe%YpnV>n04gdPkqGov|cFQ8_23%e|U4>Z&cVodMOv}+~2}eojm%v% zsVC!l@cVdQ9(-Uhw!>-vE92Iqr>z2*LEZKU{ZGnN#9c@u`#5q3Jh=t`~a;M&4~g}>3kM#n%U*< zp)|CbOE#)a6K)29km|4RfPC&n5_}YTb^Nd--x`@D#8R)*WvLGa5z9y8AYC10aZgPk zgxOABl~&Fql(8TMD>f7_DP$4qdY!b{vXiyWqsS^=++fU7>qJhZe)luL~Tmwx3l z?_{M5b>;QZJMtNDeVN#Dlx4%>b5{?Ho~)8o6?fkVAsvrmQ(0H5%16%2PHl-^Qh}{! zHWW|ophV3cbG;aR0^FTp%8JlLS+R?3S5>bO+e$NWtVOnRs@pu~N$9{9cZx#}!wgYb zqkAG<=}~fqm(NuiVnXJ8yeZ@8cMXWK4U3&;W!S}$)5{=S0KFvdpNoyJac~vc=Eg>^ zP)AD@n!UMQTXLLG!6rwTg&74CprXX8iE(4*#HhaSKC0JCXdh!G{x~iy5HQd)vPgyh zLgM^~5^67}Ou9eGv{@LmFzbrtR`=({dJHdWkjlGd5(7MBx|a%{R8}nmwr{;m*eGf8 zH;7<(M5_7L>zKf`C1^RmTS%j*h0FO5rQg2M_wgV*XdS)hiVsZKtr?o_+m>&6bJm%i z@J3oQWUEy*KbjriSwODSg^cB`4smPq9ovv~vgZY1$JtiCkl<)e-b7n@XEu2D?4x!< zRgxza@i7gw+3VdCQ5r#hnxrTxX6G|tZfcpIQ0Ndeav&8zOj zr+N>E?c@kZ_AE=p?WPv5 zO6ae9@<39X_Y>B-v~P{gD=^8fkMsH>r!`@1j8geVo=fY>E7rELR=iOFZG#xlx|2a{ z#AKeFl6;dZq;{53$7{E1Ql8%}?z{n$h?XVT!;vP?GsP@j)Gq_+G>@*Ee2y z=1-QR9hQ%-V1W9;f3Lo51`4b(Z)4HfoZ~n#F_dqd#-D1ef#9(1bSoTX^d)!_DUZrddln)R#;%>#)T1VEQ5Ck@EmX0}Wx03!oJS|;Fn zb5;gfZ}YdHe`#MHcg1BR%+<|#zne5Gd{*Et#KRSB&3lHWkpG&!*>KhmP6sSPQE)^p zGrZyBVLHPBfFlcQLzGmXa()w7v>~9#PomUnO>Fn`MCDS=tLlS4%9rMB!_OxQ7RFlW z&vDw4TKInbR6x`l;G+i@9$p!iY))A5+Sebplg6}*Tu8234)Uji7|oAE#EJB#mr`Jb z)Iac-c40j20WVDr)9K}gr;1*}5i4^WgTbD3K-&*MgAo;jci~DG?a6R;RbuzAycx}q zP|eVQQ;4ZWBwny8q0klV8RsQ;trbRL6P(zc^8HBD!a#g!>9$FtdZKR^D6~(w;WR<9 z;%(lzrR@(HH5sg|4cU4U_?$G@a%kYx|I;uiLP_g)o+1qGO6!Sa=VO|^-RmI4S&|Sm zc0OJ3*(Nq>*~ zUBg6yFQmmo_@rDweo^D+N24ILy!46Z`}sz!{K*MC6}2aGZ7z$r0az0fGSI3XJ13DF zjA73gEP!q_gC6p89iM*>T+M>EW!lMaF7mZjgr9tSP^SKC6>*i}R3`^l_KiHpxJL0z zmP$Gf0(VQF^K&3PSKxEWICKQdId- zA(^W!DKa?wd14>4u0k2lN(fzL!t(pN{BSTx*eWmcfMOX>`KeFNS4Q*!0PL4-(&And zWS5Do|D?RG@w38hIL?1+P|ksK@}J7}xh^_)wTh2k(PBi5u2^4GtD-)`((KAIMbu(e z>;>e$fa9{>tKWil!SW}_=muB2)%U27XzHZYh^wk@Z8F07;xq0RS@71gcqwnS__6rA zP%pCu9C+Yt);)`%3uEU~N4@dx^24nV_ZrFb6rF2^g)LKL&P%9L% zvc?fvCdHB`qTZA0z?WOz!>}Bip?>&a<5Njit%KUzC<;iiFrEl4nM4s=+0h}t=YoGt z<08_KcJUhpMt-r-zDmGFN-NzYc*%L=Y^!7mD>3EKm&>E9t|G8En&weW-hgeC!c-X3 ze7MDKGn!ramfWNQg!b0mn}|*m9wcH{AIt>Oa($mn>WW4XMVINc)DI-dmQ*{HB5lZn z*&4G3fArJ;6JXc`X|D)<#>Tkbqqb}HS!P;cMII$f5eY-EOzIic3R#Pz<{~GEK+yHw z!HN9I11zk|!7#ELWqc-Ajjk>QfswSe{wJ;T1M}RoN(Pue?D$1#>}ZD$eB>;ljR)oC zlBcF#ts28`HLsA)=a?rz6tO2sBZIH^d}94+Kbof_T1z%y+_lZ5;qNzD?qXLPl6C^k^+@%ZNqW~_pLy+VOS`XfNE@{!rADr?|<03hb3W@C|#gs+qP}nwr$(C zZQHhO+qVC*UH9~$@2K}+M`Yv!WJY3r`*4ghPi7%As2xz$*N+6jFE*ZeX7|YDw0At4 zVAd8P|Ev$_aZ(gRQ}Y4>2^f4zyC3vNy~o!aI`MqJyLdtM*-!=46Gz&Nu`MO`ocRP$FujcjxKu!gT0o2Y_j zgHT0FChEXlLQo-2mM%W1P#5( zn7$XHM+vgaehlCp6}YT;s6Eh%ZfTr`kC{xCec`glbg_Y`E6rMTpAX&0J3cFEPozsS zpo{;MLm`60U~SvlaS&lWODho zdil3Ky{wXFFWPm+7yyBoulJVHMw2+0UKh4H;eT5${!QT-K%^6bVaGALbQ!P`<7S7qBB_U(m&-@wN)6ji#K>2pS<)wbRKOW{stqnjv}Rx>CW|(TN$t~}O43P; z?e!6ur#FZU!D~LU7me*ms5|N*CzfFSBczHcb3Qt*jQ}+6CV{C7HU&X4h~P}A7(STI3NZvoUEKwZtQL4Ch} zlJ2ShV+b;YjxuTQAg>9VkuNP+BW9gVEbfEZ7ak}J$Kw47T>Ux+ql|r;`rhXH&tvd`>RpfC4WcKhG_i(=o*fL_eu!f53!y<1&ZN87^94I zQ=DODEXaZiA6jqJw6ljq{G~@?f%eSm)+%L)aLK%s9<0JB(3c3=v#JH#u9Z!CgEBlb zoCmrwPFa=LZBJ2JKGW5esqhalkC~22gZQPOoZB-llMlv~`r`zuwexbUToFUy+Dt?E zW((a)3o)i6y>SPas_4WM>1U$uWhs>qfMxE9IjbPY-{zIO;VuVR67-&2AdN`08?k4} zG>n0!JoD%!M%op$$fI1D@N=%i;#``adRfd>jI^v1GqGbzDR&>{vt`zQ<$FhbE7kZ{1+7g^|o;pIJDs^FYL~-Mrc^j`sSL4Wh_5D#~!OG&PIN{};LZ_Gwu&_cmqhX`X^&crt!~ ziGECXX~Au06-AE0cI1;*hmjOYv79od%_0emDxUFJ-y~X?rlJ613;I>?_KEaI)fKin zaFG3}oO00&`s2JdDt+a34-Uu3^JuMw;PNfoa}9thjZ>u)-xDiN3>AW>pV@ceRm}He zkp|ku@en~x$dur=_dO7HheLkMXA5_BIM|G%|Cu$?G1K(Tb9B+)TZdA{OXe7zh3-llGi=uq zV;$w=#^>f9&AEcgab*fxGl8z!KQzA^#P##AIe^h?pGWC=h#A3qXA)1V zkg;ikW!hbK;<}J$PMsCw>H&dy?PiJ5Y_*nnd7e#f^GJ4<(pr#Ws~Czj{4%*Vl)gJA zjcf{VJr3oSP8e)(TlZ2!cl=ztFFxw_1@n<`RQL_AUl(rorPhDQisNOdXT>S#%e=KT zKgHCHQg?!FdU^iD%lDq7d0&2=*P*LCxEVH6iE>(iNuSdbO3|i)aAS%&d; zz>He?QH1X*51H%e3eS%QG357>;kb?0vuLebD{&*%U>dY)q?)Gs{OU|xXq@p`*n&bG zk2t`&xu2={h$o8pIkI&9c#DiJRGJx<4HM|;QZsVq;f0-NrtajHewCTiwW`CAKHT7D zmbsbtZ|1C$pNdFZY0&=yU#3xoqQsbuvyo+>Dwq8&C;dirbQ=$~9cGQ8Mm%e03uX17 z{f)zQX$bZEX%s&Vp`P)ak&DXM&f?#yegN~#z0<#HbszUskVL`s1^VZE-j<+m0Y7JU zncr)GQJbJFFaBRY8%m*4vlD2*uB!RNO-U8&Dp8}-oVwbDkNDN*M6ekp_NT_D|5otdFS&JebcnTk@w^wf(bO z2dqC3ys_R=MAXQ+#VFCEL$ven8wO&(gX!aChViCc+9EV*{4z1Oh9SDh56I7$?}Z3~ zhC!w^=AM;{t|T3TSsE~+)aFh{RT!*RPXZXqy1F^<{*kiGx3PbCo@hH=g?^9bEfK5; zhdhq=L6`Ii5k(Xy$1e$N;FrbTyXO-z-ehJ5v+47>=YZ3ZxbiBoY70nuCcsTF&+y-V z*iX_r*G}C;^d;Jk8km~EQcEvn3Q}<%v5YL&H%N|(u$Y~>L`<-;p>~i9OiKJG|ESl9 ztEt)&uKW=FWh%v!=xSG4M?#WrU>I+DKpP`_QnD6Stt^%oR1a|-p!Wc$G&hOU<*%-Y zMDlM`b2sTombC?Ft~a#8olKZ%qjU}xN|s171iBuXigpEWSjDrYi*kT!pYf5OMV zp2udmn8m-FW6CL(zZ5jVZ|Gtu!@uR*yO4(g7GfnM+S3ECaWXrx=+>P9XUTo-l4fts z)1>#4gI)(9=Cdh61(Gt&Hl^Kx3T{{|Lk}AD!03~D{x>N0G=&ePU|;yK{|IMf0rwfT z9$5qbV^rG6zlA#vmVEiw7jhW>W?Dq-g*8@9bcn$;B8%`i@VIpu*Y7?uT0f3xi*ttT zmEUv%sok19+WP~G8jVnrdfV6X(R{k;qirFNHsN+3>^nUdN#1)97cn;+mR$#vF&W1#iqg{>Nxh89 zTk9-Gqw2x}d)N51D6He3X!FNmt!#4?{64x!c86vLSlz$@=(dgwTmF`*bR`6P*X^0U z(Tgh`+*U-J+u5C^zef7B`qL^g{tiDcqi(Ltd$k)0v=SepnFD()DYJ4Cd$uZD91m4f zXORm$c3apmvT;uKj(^}xqPF~bRTfm|!)45gImfog4be^eCUQ{MX?Gzd0Fdka4NnO+ z5dugg!#~6D;ADff?jiE8WrwpU9hPG7PFM7hTrTV5;^m3K>{Pbwvcf#x)>R3QejgEW zy-2pKMaJy{(5H8zT(;$kLU&T<*byYZ6-9|qEJqjgu)BBSZWxeD(nnVjU8BC=tZ1iB zS{QNL(R=f*(S)2B*--{R>_OBf2ilbR19}`MZ^E zox_#Ga*Wmk60Yo;gPtaof{E~Z6_o>o_m?UYoTeuSHRoWJ4d(t!C{CVZms3yW%C)w; zP+WXtATOtSf9W83>3OHaTw^>v`;yU>`B{`UB+f#M=>0m|)v#rJ?KUqLYR3*76yK@a zdlfX{L$GLQi_*0BDyVdw0%>zSH@Dktf4;Qv5l3k6Wm)|)p!CUr%hqm+b`IaQm@pi& z&5G!-5Xu%Zu2lo)V*%Jb@^cSy$h!AY`y%+K*boJPK6P4wJuO{V@icSkyG7Tgw&&2+ zh&|P&i*pa}Y`T_-ZF8RwWR<;*=b4LNn|zJ8V&hWZQKS7(-%d4VFG1<4PwTE=J@dR9 zX234o&qmbgmjvLy*c%YYKiF_WyZOT6LG7lL(}fJa{TdrTYtn9E7u2%^D-l7?kG1#PYGG z-=r5BFZFRegaXtmK>Jc2o?Cd%kB9{&1zhPBXzwjgT@Jj>Ckw76>To;lo<^KM9Y0AQ z%_V+`cdy<(^K{or^(wE1pk{Jxef6+7-0p#_yYJIarr5KLpC!gF)zNA4AnK7I@VwNxv;eiJIH4v-mhbtCUC(a&JK6olya z2<&>Jw=RP%$(@4}PV=ppHu(g*&>=!S%w^!{Lu9X>$cFP6J{pSQTo;F_oyXcLkA#|` z_7O+$(vWbG(qP4XyBskR0xuu5gF1*6{?cYOvw@C3KSg+@(+8Y)JDg_#VL?rOHl>HF zXDI0p;}Ze^cs$7+`v)SM3w---`?PC%So7pVC{3du(o?2tHDD%(u|QarA4Ou+nAz#@ z*DUawgbip|yR=+SdQ4E$4g7EGRJcs{(D-tg=+AHCaeKE<4`vDdv#rVj=Y$w%=>t7V zq(NWC3ePZTnD<(lDi41dZ?#~zEjge$!gMeb1K~{w7u&U1EWW;BF^!Zr$BREYr;jfV z(Z~hisftNr{LZ7Hryr5);K^v)htaKh_(Qd+9NkEVwfvGurzH{Y`d?<9N^ejWmnQ=S zCLp%YYc(HRUP@la#$G2$JxG`-P*ZJ;IClVcMLd_T1r;lueEZ@oR`p~W$TYcSYlO~6 zAu&P1gXs%Cx10uhFSzt=Ga7zRcMDBP?*}drQBaa(C99jgj}l-#aZby!vpM0$Whx+n zp2<@RA}+S{E|0MZ@ZZa`p`a)RJV3~nD92>mYFcr`-~4kn7+P)lWQ3|SIYtmzjyX9y zl|sca41DH@gFD32OM=O6TTS%#V=g>qp61;QXfxnV`}e%=D|qTy0fbAn4y0U^-4A+8 zcRt7~Oy3lC;-;b2*5xD;Tsuds;k4}pco#{Xp7Kv^PR;~mOEc}Fj$y7ZNXJ~NUU$eU zySg0mfb(pRE6iLFU&NF{_craS;|3WSV3YwcRVrrP;Gli_h)t-}fg*gH6KgW63i}r5 zDFv%DF>eo+-M_XCJHqPA2z)o*qCx0REA$>dG?B_t+8`WyjUSC2@K!!NAtLa&+rI`q znEB=TliSXl6pp&{!&|mBc@1%PqHtE6{=>cv%BDuiH z-iz%JVbCS`Q^xYVu_x!Ret?-e#yg^pDm*p?bseIy)o6|fL^j4YXope#2|P}M&`Ua~ z7i`Rw{sTV`&ex%}ry366);oL^8J;NUos@^(nwl3h8fHW$9PqXOtj^T_&J8-Tlg=D) zcEfa|kR94NnzpsuBJl-TcNo$5stE0vNxnm^d&F>I$TqjYl=l;MiLePI=D5QS=X%>; zKARieKo@-s7q+4Pm7&)xOwjgQ82ZlycDlKHak0oVvjMt^Tx?{KKIo}giOxU?YgCjo zKbI5{Rg}?lBxSpX;o`xcfmPb^9YZr}H|7w~iow~1m$|eSd{KDP6WL*skkWe0C{Q0+aZ#mJ5YB^((xZOS^;(NV zweO zk55KNUCP6@)fhOk${_h81U)@m)wn?oSp74#Q*Qyq@1@%SrU!Tg&|PFDQ29&3k#13e zBN*cUO<@n_a!EqNy9;PiO*GIaB6;L4ATKte=v!Z;H9bj2CIGMh2Z2fQ!^89B{InZie^j)oH)2cNpBl#k-sLgG|EPYGg42Fh zF%1L_O}dB?LtZnQbDnp>cONdk$EEjmBVux%E8l4qZ*5P1QUdQNc`@R4^9y z!H@38pNF>+@mqq5O z66{*$_S1Tn+pwP$rLP)GZvgA8Q+@uMu|%a=Q-3x^=gdacs32XtwrKM06CY+m zpwr}G@+53D4W#~C(&PQ44qp0$wNQ8>p7K_zeVQjwf?Llu$Awu|e&NeSBIq=1LhzRr zcUXtq#RAT5k{3Ovlt6~!?o@uMxU0&FBWAHi&kj0*d)O>i`&lQt?9`4$=mN|ce#vBr z-Me2Lk#}3h_o!#-Mid9Xau@nHNfsZyY{>l1U4-JuFv82}|IYp`0@`#7shz&gl-41W zCnSqI$nsiEviv;70)ySPQ}jI1!Z|<6)lJq z>!9p&L719Ptj{nc^pV4H$;1_#jk#qrLaWmZ)jDXCYtb>@j0pjcXv1+Br>=`AODTJA z0bs6oEM$YlaGCR%B+c$4d@JcLO#@P}D`Rt8$@Y>GZ-xUO3%HxW@8Yp^Y4lAwd+Il2 zp@Abzr0S5@)LM2u!Lf&Po{+?WIi_`*;mRG)aPYj+W+}hkW?su7#+HDEA!28O6&auP z47Ndjnl=fQsn*@Q+>jOFod>J?`H^R6qU7QXMVbVsePJUlL(^_(Z7LDRnRmd6VHSt1 ztDIR35qlqyldsEA4&N(FHR%z$Yd;%a@0A*mXyQ?vvK^#`TbG^jdVw2-YLU5@zMooS zFJDbcW<@XTI2IX!;^IDp)1Kpikc_|Ioc;J;h5mYP3sl8|Lk7@WNtFDf&{)scmkoG8 zEXVcUMYcT)sl!V2h%eXfMY);-6y$g8zNQjw8YY&Fe*>ctysTO<^6}Yo>m(vVgE3I3 zsTp|+yE!XI;=uuHYs1HJNPl%t4V7UZ7hq4^Tn-T%P9fP4xMiRA4*MZubrrqMF}wvV zRl<@iDX_z9OVC*;y9AL_z$DLF%C!H;!;w9%rF&~|1;;q+fh>8%YyJ}i)A!YVOtdzdv2GQhvN9^^(6Wu0890V?E&$?LSVMjuBQufR6z!^Ax&O z$ORb{ZzX_5dJPlaH&>6MkK*wP)#UNU-jLW5z>9II`c@em%QKwVI$AfILin#mj-pnq z_Pbp0v-03~HNTO1dEdcir!OW-Zo&6dE6sORosNCMtgmt(aaFCd z%>zeN&?zIa!9d$pSewDM%eVARSUP%DP{HGyOTYqe;sDNgBd3_^z`}Qk2|WtD+Das- z$0~qlefpfzZyMIP(5$y)2d`~n>$asE()KissOa7jTa1z3rZGE?0iW>WYPgayM-AzD z*>rK-z`c}>?1qMxVL-x_e=-71BldElXgtm*{yV5J9RXK?#u92RCgOFF%&qJ`zy%JSsSml?+}% z4MU))+6_fV{Q8^)ad=YLr4^jQZgTI-m!y+L9;VbGVtJaeP`S$~CH)T4}2VVeE#D*S%?Wby$S#3B}r#=jzUXL^I&jGz(D#t-V$GnJI4)uJF-$}tBK;tfhM{GyQf$({Z0{%j7- z6&Hr>=OA(r2Ju;pyx5!YU-BaK5IUeQ~pPKWcf+2C(~QI z7+|YHk;diS$mN!heV%_T1)`Iu>A1c=4YS?(F6Xb3i~p|%kfyhvHAoX}%G4C~C5{{I z``O0B@!q_9IWP;ptcG7PE+F7(+1z@nZXM;brJ^GZt2ADl_Y{b@yDI3r_s#$zVEt2c zVWJnM4RyKOaFb58mDIIvCe$im@9U-Nq|&}r_FT)J@6%W4SD_Xzg2Qixui2CG zOlfMG=?VNXF{u@sm1wxnhrpct(N`b_0MnUu2aw!$aQTI2iswM9r=vtea40}iNb?ju ztN{klN63Pj4j@p$p5r>M-Tlw2RBnOni~?#vFY?L#TGo&-eNbR4$4=E@o<8~cL$F8R z$$U&FSTf*-XL@1Vp2{<*gAI+4#2DF`zzw^buBtfhL;uzGC_09SPOKpn4i~YS(ec8# zo5OjM{Ax3dRq7<~{rQCg%H*S;y${-1V=6m+oy>ecl|z#cg7t#je7Z8+iD{7fIx0vB zR`o+Z|4kdjphxGtg};SEb9vfLwIfO|uB@bSrzOx+g=pqFUo!)*w@U zWmSC^kqSvg|29fo*A0)yT$Mrk5Pn>uAu+xY8o)pO`X!|q3M8ZR`WVX`!F>F9(ncyxH= z_}Br%&!JDXCwF(Urc{h={L6{ zzul4*oR_KZ5y3Uz0%MM@e6}BYy-+t%!Sul5SNVDx&rQpa7_XUpJs#>(VAc$=%`rG5 zR4H`4qDYWit(f?>Rm&^ENt!meuLxIKz!9U6JHRPrQRe;dfhrtHgr7knloXH#m$#*k*>p!RE(9&;W_if~(5(6XXxCM49w+4-q9(+T4i=zF< zOL#}xcV%vBTcNt5D2Vq$8acC$b-!~Bs!G-QH^=yFxdy>bvDg)0aOEVjZscsvo)|)S zWm^RZr{6RjqfE_h{lXhrUB0SS9`xsK!fg$dI0BPVkUMW^`1dxI#H%^q(}|*rt_kun zgm6-4+eHv`0k5%w-NJKU_L|`POf0#^{~p#U#dOkVxmjL1keMS}&3jP;;#W5IVr95=$sbTNe837}e%f z5}$<<@+$Y&wCcTamK;OfwsU`YwwnPf!nOO>4p+h_-p}g)nbjV8skYk!$A6ow%vLUq z)4t5jJ$1Fpo!F!+^B&^ea_1ir@Q#gZll&dN&3H^I7j%%FIAFXJ(x|44r8hvmC@y#}pRCGpO%bL_>t5PT6$GWRoA z>^sn+!LTSST@vfF-@3TYk)>gbleeY~4`N=@kr5+fEB&QAW)bzjEaT+Zz`xjM^FE}p zGm)kO5tY(XXh?k~2v+-g2|rzDEo9@o?1ID)CK%d#@-`zQR6)gyqQISeUJV$xh>GLW zg;G`32x{z=K!@&qj}D<98a#tfCHu-IM7XDR$V913WR5c4O(y&x(b3PL10jm#yK3|R z`kxMh)0KQu&Du&G@u4#Yt!&21=zT(vZZcoI1j`a`6HGobZ-n*=4aiP1z{-3A$VV1& zrzD3nDty}|@WnyV%5=`++`{+GS;S6s}>bsb=4kQ!<|C_jqqz37$T)M-&@zs(z(u2s~Kl@Q) ziN(4t1=p^~dI&z?$B-+?|K0b+5qquPPC*6a$K7Y@3-qCtGh7xP-&#eh;2L0752q$3 zQ!05RRJ^MXy+{|}R}B%a1CBYd9mM$SKAo$&nUe&RUxE5+SiMvTLaBUH4V!P*(-kIb zFHb+Sn3&1XdS;|pi z6frGF72nJh`xD$Rni4bTPEo>*sH!s<3xM-ajXqHl#FL z-@e(p02Syzh>A17e>VPb3M9G;*^Sy6B6OhUMQvhqV;?v zT@4@1Vv2P;pI0YpN4tg#UFq9YX@-xzFy3(n>Ee`{wSLmzSPLYF+QgBJ-Q)T^Am-bb zh0A{n0xZ&O#lwAl&j+%!d^)35xRVYw>ebx%k$t_>yj~(cVI<{~7*twmL_q2N zmCNs#?{sX|oUb|8J4Hj?n2xvsiIY)e)%wKe;FrlvCQ^|h((FaZ-!&0OJK>WJpBQNR zvNT!u2lZtza4nQs=qIZN@&I0Eg=VAfXVZJbn_!)F4uJ;VpmIg}*Jhdt{+?fFhqq0Q z&4uaJ;qb~_eU8GY!)#FPYwBb5nb}yrUKFT9P`UBr*hq|^FFPR9;`sB|Un|E9;90>Z4|>=KDZf;}vX)Y16{mf<$`c;}UnM?N<1xI_uP zi8MzF-1;RR>SBpp9ZwbWd>)MYikZtE&HzFM*a?)AJ-b@Lg6?BQY~%;){6$zX_{Zxo zQW3V*eNXVM2|_W`^M;rl+v<@bgdtPsRej!EebZ*|5(Pli{Ytl}P<9RC#3!XV1t;!P z)5(|<)<8g%2M}IRQrk>|cPmD6KM^$aY__JXY0zU5W&yJDXC0i@1sPQQ&Pm~-FAYMyQYT_PDbyrYko4FIPqBK%(mjvdFD{tIT$Bu(I+c7LZa^W5+-=82 zqy)CM;eRQ5mFkA|BE%A8oi++VO^yXJgsua}ybjaEX{_QFlQt=yN$>HB7ct*qp6E6G zwEtE;ARTodb`lBVdPR_FqNi$}R{-)4ma^3y$!P^+J7eC^J@X-|qy+DD4o2>k79Zo> zOP;b~Q=ozPfX^xTQ^%FW#zA<`lKTsJ_{?#Mr-i&o3n24dNR-f_K}NWPeWVc!dM1Vo zu}pvA$BoG7#7RWB$v6SnYLD%$i*a6*6!6eYnX|U>mewGx?M@G^cnknM852KxyCv$W zJc((K33Vp()IJ0KY56tU$%sb_Z}QLqm}c~veX9_C8F|3x!`Y%!%Al+39H~bw3VC~s zI*R(~NPpI+QksYRFBvSEFKz&r|8>Sm&XDKyLHA;SafN{}wfl_^YpHzk%O zsF^#-MPgkq5O*>QeIB#5v4*A!4dQdOT##gB`Q&w}ul|YQpyxN6f1gy7o69-JXjV8x zADA7PXwI@vGI>%Ulz0KWC=VA`fkSx*$IfbihI$r-vBV&!yeT0~L;j5+IqX^3#acwE zhi4(PIsVRbi(44TyRKv~?4`OTHlgN5Vxnvpu+C$qwYqT)gt0!f2Q7rCpzhAZLeb}^ zag1b+O#gY~r;#i&w^!kSp}|)kLNpsrf1UAbIH(&mCop=$CPP+_YH6zM-}%mi+OY{J z;>=x&5P@H6v_@|BYMK8IV-*>gdN4>fHcQxn??4_F%lZi9i5uR2kRebEE!Hz=f}tw}*X=pRfW2;l3k&-o&jN6+r)^%aG`1qZKGXt7*uTmj7*%w< zC3%DY#?uxxx4B>2ZF^geM`S^FGE&Q6{9#?DO_rSy}xh)*U%PX3zvoQbLD*f=$ zkTk?)eAn@GY9G9dDplwdy*XKBk4xwUDabB*^IOW+hO48PmbOO54;ovPFld(|90oBW zO3C#&masQ0(mfSCDEF0aPUo2e()|yFp|U1RdSo+#s-l2sHPJ z%WtooyLUfduwsg=>2u~co#-%NEh$)AHA!m*(gipeAcm(V#|S_b6;(lk27+p|1-0G9 zq0|A+0pK154Ni zP$3!@9^Am3fG}wOfUphNA*)M6H>3wWB0j#*_{rG?O zfc;9Ur>-WhFs>w=n*2S%0LTS^FRae~%5VQ2iM>t1+_Sf?t6-})EbGGpz_=kqG$U|# zmzR@g*LGuvz+PKTpIyJB^W$=Rvj>oGtODMD-a@&6{IX)WC%pXQAaon>M}2oD13>kr zCYXSICzpi#rY~RqN1^}Ud;0``WN%!M6M5Nj|4`tafPp^?WAnpT^}49AFsOmaAv_Sk zAQ}O+`alHeh;HnGZ~E7~esB5AWT~XKn`nHdRVhQBF--{cEV|fr1~Y zg7V9Si-0`>{h|iT`Ikdrpl<*A zm(~glaSi$S;XlLnN?@JM@7(U@Znh4(+1&w*YWhq5z8dn_K8pqc=l~Ev2T+iniu;vs z=5Ki#pZOI3;R@l$H)miT5F1*Iy)eHA_Wl`mbZmAA2qK`f8|cUP=kiT1ba(=;v8^qr zXZq`uk_>~{{hgtytJ)9y4dwpec_^!|A&CcmfU(g!HJ2G`! zkNG=Y1JUS_+DkIAhWPG9K-)U}p!w_uH>C zu#WkSzPmp7M+j}8&Y+aevS9ve-}{Y93f%;xy&Y@=sMF&E0IjYLZI2SCj_C042;{?| zziI>f{3%Te;Kqi4@t6hV;1>Q4Xfsep;V+jIk3K;6G5(Bxbna#Q%6(~{n?)g03M)wZ2zCVy8gkApp8OZuN?2zAUeMS3@=w0eKcqrSKAd>q z<)1%)=C3&LR)6~de^Y76fF55BPfrej+O4|T_YRML+2r{fex=&qR;B;$k$UG3{crOE zfItEI0+gvKq75m|CtWXR&ys$dM;BC{TEb0DmcWbvC8QmxbyseRM43T46onqrGbuxM z9Y{?Pfyq@q76=t{0qm%|&z_BJWoB37TFOTAz4{CJXhJH^^t$mf?3|h|T+LO9(RW#j zzKO;hbM|i9iWuAiE_WiD&0SagahA{EZ=#r~(rTL?#GNMB{ASSkRm5>?jOdbJ7tbyr ztY_!AbVTb#s*Yh6Gd&bJhO&^u?d1@YksSRJBgf_I>)?%CvMJXd{4x(aAXw`-?Uk=;-HFWtAe|UZP&6!+&m1|h_|479FjHqtgsiWtr={- zs@M*rHCO2MP?--lmI(XsvvQyB*L@!ODYrPI$_KVOFDIBj15J}WuF9SS>6Kvq!IO0b z7mo8TEfCyh7fhp0b61ZGg6#>Z=6&4*qUNOR)p%@dh3hJH92-a8{2qdT({N!l)Yf$p zkfkE?QeHDVp5|-a+idH#0{QZhT|N$HwUXw4NMn}Y4GnlQkjE3H$%6D11iGu1iFg{) zYxt<|Cz+cFy6B{_&V#mTbT_%lJpD)JYtKn&Yq4{w^qAiRv~0w8+iTsqP2xoZZsIte zCR;Tk)iD*}rhT#`4WR^khLro=k<-_rPeX_tsO8+T8bPx`V zf^Amwc*a}ZhVfV%YPX;HKx61a^$mAOfzlg_^W;>I0@wRc9N5jkR{k-c4dbHx7DBYyf#H_DO83N^q+lHbQMvzhB z>Z-^OMP}P>Ut_hz#ZX54QYg`P!iCpikoG?e!RTZ`V{A;JUkEu8Z4Ygup8rM+V(%Rg z{!VIc-TZkGn{&|i>uc#Il97f|LMZ0++<|?7tWKZX|4XxI^EbrCqR}z%yq}l|C@&$( z{-I@4w$X9y?M|7<96+8UX}U4Kk8z_-wd+yi!bkOScFQH>R}~1fl3}F)S^M|Ok=#XV zOs#!$R4GSP)D5Yp>%l$0B+99THHnVK+|mcXP@Ja17$Ga1E?2PTPp*KnSoe~!Q4%RO z7B)a&kGe1@re?t90#aIfv(-55K{}MQ8P5&t#s8=WFhYGf#A$No8;NT^U#LRh<_jUP zaeB~hp4WGd!3=)Ic5#e{WDaZ(|2)~d%>PT3c=uj8@3~=t+)F3mm-G5^Va)JY4?~o1 zZ0svjh~^L9lxMjPc`>$ARr5H&Zk>esx$D)u`sUom7p3;300z|d!SvSh#v*UYhAshp zcSeYkd2SEQOtDOI5pfROh)0RkW^XK0x+9scF>B!mc82Yuc#-K(qRQR_Z!mPz+S{X_ zl|>oEC{V~OQcI)uu;uowe#qb}zWV3t@+Jj(C1Y)u^L0mHkAyNaLdt_N^? z2Cx5h38a3?r@;krepg_yus`H3e96T>L2Lwf8unrVyTb0@wW=i{)A$aW3H)>K(zX%` zzK_Sd?mqpMis`+swk~+y%~^oA>O!B;BIV7kOq>CNgP^f2KF~c-xdj0|UeG`W7E2fg{g4hfAjzRh*~Q)A2Jt1?F_=KZK$$!ia3wA^A+i*%-~Sa^-zYXHso$u9ve7I~Gnwyq_sXtm8=IY7zo#69nzmbr zb}`yo5<;jYBL1tdDb_2dhev|wcqdQ%Ee@Ac@IiDiI5lWAGF^fj*%>q6zSgR_Sv6;v54X9 z*H*5a=LI`_o5;GFJqFY%^g7#T|5 zahk6|qdbvx3U}ysZ*Pa!FL3q^r69hVam`hVj4LSl(xUANXM4#B*i|#1^ieS^9+wM1 zYj_Avp}!lG(u+(F8oE2Jk?mRMHKYvbH<*T4qP0T{ELP<~IF{)V?>r_6)_RbR)^QAE z>t}Fo+C?~IP;HHjwGtdJ=IISc`DUN8pL@5Vlj+?Nqfdd!jj9-x=4g@lLG@ejrvxi( zWi)a?#shLg{?=?rmO&1l{ao-6UxFP+W5Ch7g~_szJo>AKIyf?d_P)f6(?4O1dJH5# zENwr>XIx+B*%_cqE-F%4!|&&s*M;jlaIxozySO+>-^)9;3QbwgGTjXcu%~TNM&lzOa2Ddr4Z9x6(0obeyXaK>;$ZX zHm3$mTP|Bt^hY6>!F33lrw{)2dHb7l6+G14kGpi{Aotyn7;vMEJ2dN3pumH%m{5YM zMA@(~`Yr{%{C2-%snD=wE+_OaYAj#tTv29 zJml!ZTO(7JMrrmqM=ESZxB+x;jmCvpDS6#AOFUG@N!<;HCB`m_Cnb+te09V<;$%J7 zbhnRkHP?I`z++AMH$JRNri4@40;h;F&SOKtXU|RfrbamursnJPh!B1kh2-951t2En zWmRH?9BvAzFrn={5sEFY$|*x`#!W4l_s3p!1RRLJqJ9lGn0e)9rP@-pTgd?L8hG!C zr5#yyLusEiJMGFy@Sh=n?#1BA-ZL3aF&!aKakk8`j5b3*w?<7@#>0qQ5EsHVs(}pW zi{SK|LJh^B=p0ozs-EfN4Joaf%;qgMhHMLRuZ&zRtp?)Ot$^yy-cE*f=~moxYIEo_ zFVnjqOx`UR$HYm8I!BHA4zl3CW}(UUU&ESw{CB#jX5_xFJkCTm35y{q*z^w@7mQDp z!u0Ec;VJcX-`NnzsFjrWASJ0SL)$2M7>)5peIY@E?lzG^#z?lZsVrfta*BZfClL13xLQzP2KDxH@pQlUNm+&z)2iqMBDz{SP5*&tdtb+6E%lI`PP}DcVXJ zzf}CamEhBNPGfhA!Xq?f#hEhiygi9DGZIPc@Q7bbhb{T*{N;#Y#;E9Pu)QbI-5^7V zx$EZKh5CG*xQVtjImhcldQbd8I-CmF!C#NrHQje?MbMvYJy~qm)O_e_gNlF9MVD8G zK>08B;|p3D-h%t{Y#VK>!Qls*Qd#QH8LFu4>h&R%R@A+|q44}7+)v{~pet6C1v11> z8-*DPQ0`rYUeg5A%=PSTOP%6rl78_P=)6iy?QuJD$S{pdo-v8Wftv9$kIfunrnUpCyq@T{s06d)j z=~VqEPGwEEoFDjQEVJm3(F}f$hg%7%U;OtAU;6#1G$m~_%g~L56P|Eo_{8%K2Ghy> z+7HQ_cN{bYc1|T?N0qn~miXVY?o2Q?8PuJwe_ zND^kst#tp+K#wbf@2{z5vj4bUT3wPn9=rJ(Bcb%$$IkJ8!5p5NxID8E;a~HuOb5Cc zZ4=jZ2F;XWVU6haMz)>fA%V4+wd$uJ7qgoJ1Cu8OHB>*0QKmzb12ABzzvSWla!<07 z8rPQY(Or89K%xDr>D6)zbs9GwukDFZU zX5&K-vaK)@3;$ShOM5oiVqw+ibHCF3&F8d_(GCzU(VfmA9}gNQuMvI=OY{$M9i&|; z_$p^Av^i6v4rzK%;taBtTA~E=#~p%GcyNesQ@JInJ0=;WJnGokEB9@J=$WpS{~u%b z3?+;fYzer#|F&)0wr$(CZQHhO+qP}nHs`+J1+&%!6P~ofI=jA|p-+rK%E;!3c%5Eb z4H;sGtepfoXU5P=S6KZ;)5c-i;f zV?Vt^ANkM8}B$fY+zhZ`L6j#fVT6uPKlRAFFeTwx#@y997L*3)h zOvLuN)7wXs1-d0c$gh!-S5hyss_b;ejT>=dqqj#MM(JWO20(hXPoKbn;jIFVCFDA{ zK7ef^?5Qj3*0}5R#>91S;BO;+j=k*w2VQKvm_8jlHKB&WOxo#V^|J#Z?<4WURS+g9 z0BrNZF-#{k@sG@VoU%=mnqVgl5|60OkGCQ~m=7rJ=xWZbLqLmEzs@I=3s`WxO&ZFx zVfAOC6Vx{FVyKej5V9YRvy`T^HOEK(pD6lgoNMfSre2tvlHxf@bOMYm0Z+Q@MeC~Y z5~vi73A2c$29{#GW1HeNt`t)9DBfb3#y@fWWn0t3Z4v!dP0JC;XWP(*5Xsk_KI$kg z<)%!q1RT=v^89GLi9>&Z5F9G(|2mNq ztFp_f`y|Q$Q=X{~v>nqb71f~YAZ(%djn_xu;zM}*nurZO(NZePu2&X>uqp26(T+^1 zu`~gnn1+HFZ>~BC{xZlt+(hH12_@%_(D$_JL!s6ToyL+VzMC}UKP<={TwlIu!wz6G%s2xP5)?<0J@Q5Rr}H2$bMn;$HgDaYT46&lQbFLSMnhv3%Y zZUc2Wqj_*}Ybt%b;c13YwYFUic{M>^OO4Z+##{=wZWJ&@mkBHJE=T*h5kdLEK#+d%lOhRs( zxx({ZRw{5h&>f!pXu@msL4fYRU>cWtyLxjehw@}O2~779!gwCZhuquA6r%X!p?r7# zdigj=H+4$>9aRy=zUhJ~L`s;;iOp$_f;JJ|%MPK4Ifx+!&ta zq?5W`S1`xkx_h4%vX@Hm#Zjs-L3_I#DN6Qvos1Xa7`p0NQk>i1VO4}R((>UTV&kUo zKiea6@2MH4kdDDK{p3a&(!6S1ZgfomdYKPhXgiyKG}ceL+P{m88LD#x5|iN&>o;Y) zzbpkR9$U{L8r=>wOuR5H;+?7!U1TQT4o$AS71FU;pXYyyEhVfxijz^r*xi*{KHOtr zo@C4Y6Cxmb2_@WS#ZHgrB9-4BE*lQgV+Kf)(tUcE-s}o37Z>e=SYtA3;!Dm@Z!gMi zD7do=b9fkiDRDM!WU_ZyLR5|wR|0V`oh*JR=oL)T0$=55>cE2dMr?As9f^X1(=#QI zJ!CZZ@CN7L&KM7~-?T92txTakAyy~%#)>PMgl7=Nlbf;c{T#eoeQ_kdlEeoNV)qZ5 zOvd5aRNH*&8T!K2 z@dwKJ(ohY^YgetAn@$CXFpGD0TH~b{$AW=moPL5qlc)6Zb-5B~| zv8*pL<64b55XT(P&WcGp=^1ylWuHk%nFSeXYTe`eYymJW%dT_3@4(yA!D+Um&g_$i z;W*|@opl0346K$Uun%Eh7O#gw|>!P|)kL=1mo`c4)s z&;c~yw#VgvQTKi%mkz8rcI3;({tBf`m*yb>q%YGwI=TE7VV@W~Ub^wNpaaUJb{|85^dLROnW} zYiX*5Jwh%G0F&b2xx6k7wCatz;hBDnA_WJM`MpTsdpTUM4x>rGfxe>`5fw zV3}m?{&V5Xrqf`f$V(}XISBH3TL-GMU0!7+EJCeHMFol3EyLlH_nl$t(7FoW=^U0e zB|HH2wLi#;xQ%D$=6cLDcK5Uto@K{x6sj=DaHAUjZ~L?rpdlmzC%U-(T2fnq#b*OQ zfAW5eX#QWx$`mnW{XZYpT;mRKIryEKjHKzSH~r4YFbjfJ!A2hBw7>dwiP<(2c-N}D z3jTb(O9Y(`skA7^I*I=%UyWTrT*pN^227vt$hhv{@Vjg;liz~+)(AN~|1(VQy3WdK z9EdkA+iRG~+wBQYGVGE0Rge)k>MhxV+U%OfrI|5>azsD9^bZ2V2acUk8Ae)eB>_x@ z_hHFtHp?C%N&8HA5x9U4=|~L&@UC57J$;khtKu5j^%AwAXS&oLv-s`|3Lw^RFy4+b zj|sAET3tU!p27Os4@4E3#Xd?odtpn5$029__%0NJFqQkdCmvUU`Vg5F|^cxF-Ja9U)d46N$Iqb~|(>ObE z^aCZrSZV2A-Me}40~@$%mz7%?Jnzg1cki|BQhGv-Luis`2K%yh{<8xk0HsebV#)|B zx1@R}?)ODJUg(h4OhoCtZp!$l^y5y9FY-r2n{8=mIpEjLs<8nBlP}I77k?EGaqCnQ zl7__R2Gze^O0k@Atc?))x_Yp{AZ(puHswUo_35MfW~w(UnvaSpp1jjRg?sZm0HP)* z)H2ND1Ns~?w6c2bXs=b+3wvt&dbqpie4`99wzpQ2;g!|RM9nFv_iV$&7H9Z4uPK%`@YU08js z$;%)rM;zFmyuQCU7SV|(mEG^!mih2?a3i3QuXc`vsO)2zR5l?QIiZ&?O|9CMfuW)Q zt}pJ&z18z1#vHk^#N~leSa@ktTFTxpBWIy;O{+N`#D{(edxSOSd|e2}Ld7!J^lLnJ zKeV{d>|iB9m=^XS2kq~D=TlQY)CR|c!jb{1^vSenlCSApd8@t|7#Vvkvkj=@LpAg? zxlj(CulRFsl#bKx>NhJi&%jWn^%Tk4kRTBJ5PYS1dBRh>9PsQD*4bIrz3G{1F7o1? z`ZXxWNBeU~u|Kr$CJh(>Ihvv*7%f|;g0=3yS*b3;7VCr8;zL_-V@baRnh0F|V`dAg z#VCWe(9~!J{I5xA`w}B0afDUQBsB^fSmcR8y*w338AN)rzd~`I3PwQIycHZ>9v6m* z!d;F^pf$eY&qc|UDE6%vQj#=Dzl{ekyNLG%_g#6x-ToKT` zkfds5%K!W9W?*1#%Jvqj+*uSZA#d^;_28*u4KTB17MJ%xyW4ZCaH}vk#lgHhB{9n) zo)+0M3zBibjc&!KJr~F@7$<{bX+YP$UXQ%)dU_?qDw)t%!MYIE(|c+UWd$P045s#9 zRsV1Q-OIl9^o|TgIr2MEBh)h;hV0sX;O!HH28&9qZG@+n8=CuQ=Lo?w|BosNj5S4$ zonYr89W$*UJM+RY1!pV{kl+!U%fm5c4D9s|st;PE$C5xdImPxe8pZ zH&3Tf?Yry(sT?v2gJdonHsuC_kwA=U@%E}qi6u_qbA30)(4G>XL+zAzWR7!P93JZr zh+AyRt33Xw%jF;rCo1gi_bk@@Ym3>bX6uEq;14$PV|+qfpCog zq*iy10PP84Y>1cLm#D!UHX9m(QGV(f$}R?5zep;^*IZ3V^@^WfsDsUYF;Tdvs%gECs< zczh#!pxvCRYzxu5OylQWcQPt{xeEu@Uk|&E840awUMtDa62obC<00C6b;Z!i>i|wx z^9cD%tJH_AZ#gSZz)=rYkh?45CWiq9j0qSg_{P1|H2Hjwx_Uz_TGVKNWU5B7?CC%L z5#KtR;fX&oXK4YdT=Lj9`8J_|?Gk) z`CM|MmYm)C5<5tzqgPJW@FXv1Q~&lFA^{`hzD}|a=Jh<7U|2@;CFd0LlDW(Ewb77M z=Qhfrt8`Skw#JZETP~XNGfg<{u8GzmC=Zc3BUD~7bw)Lm$-d*%Y}7cv$cUxt#$#eX ztL;^$c3hHcOoLF3RNYUwPI@bxVk7D2uAXzjpcG=Co=!ESh%v`*ofyuCg+L1LnBf+w zhUE@Lf4U^uJg!z-pQ`M#5wckquox3s@M~!r@$-N~C@gFLRa?_h8*+vm1c0qWg zjA-1RrPC+H=3p)y;NXG9zYsM>PJ7SLa(%y?ug2?@jB&X2rt%!%R1C9%YadXEe7;T6 zqH@hhsRrWqyyl30mLe@a{IgM+8{=Af2(q+T^uzdMYiBKOCOKa`3z z=+Iytm+74YQweHxsmS%!Gv|H@r83Cf)gxepn=hFO~^u3<~|*>)cao2W90?4>m+#_E@^-hw~kc*ZJ;d0RLxd0dI_hyPU+q6ili8QoVCqj;blOidb(lXcIT~y z#SOv2x`lqG6;rC)K!umIB$OlS3IZfY{Q zai$;N4lE)Q%Yc<$Mh1<2uprB4h9hB(9C((Kui*CM=q)sztiaL%SC_o&QbNNyrCax7 z3pgcNm=5IZI<3ay92O7X#X>J5?l>c0kGhDtmwRlR8uCX%JdBI(6(TfAHA(i{hPj zg}E%CNuYxQ_qi{fwf5X8li?X)Qq&er&my+;wutl|b(40@*A|^-&6q2_&Ky-|Q0CG9 z2Bw5E=(_|t3eDf>pw)5gkxy9JY zm95Pta|h0uJFaCPlb-0Ve~0wM^@wQXD6u7gTnlh6M{sd0px`sCSKjVRY5r-@QJ;2B z-uo8fA{FRabf};3oKdH_(+-(nexR`!Tz7D3ze$Mm6_KZmJNYfg_coa_{XlKbp zlWR)brZ3C}j9IDy$lKKVo`iC<+r%Plfa@#5KT!N0Z`np}iA}UZcENey6mci2ks}sG z+IB2_(_znBtGdhTWA7Al|4SOMI468d7QHmM)-|?-$BPPxk&6J^M&Mf(c+{&-cg}N( ztSoMNviL@1fPmWo4g95c*Wwf$behhSDzdyh*_4s^ZGc#JWKAr#Kckt@`fyeg7g>r$ z3|CcdN5u36#JF|mm_-+myH*PwewIi%d_}Ab$jjZy%nzoVbAEN%rha?j`zEfFwW3=h`h*h-|~mPWP1*mY#=~I+@y)Ls`ECcs1NJt_A6Zi>yMM zM*bjN<5Pg3%VTjAOs2m)etSgPa~QVa2;-O$@^9RM3&pVhKC&6Y^gq4_k?46Pxf*&U z^h2bcyT-M(%M_Q)?z=!V|BQ}fh;h^DqDDIL8lj#4~vKoE$cc1 zgyU{j{1lueJ#OTRb&kfm!3$1}MR4?EZcOaQo zsP3YG;RvWbOOZtVg&zse`>#gGgOlcT==>`bWd)tNc&aDC8o{7K6IkLmxA<1r*JVsQ zZkm5~H+>LJ&2TKcX0H3}4Ml}4^NQG+RV75hV^Df{i|;uVl{6i6sd)xsE;zImhJMB- zF=W1W>!aIBoBdPd>(2Uz!mfrQ)?MZ$W}H#g(?*1YEVOC*b{8h4jIXfx>#=)*zg7E& zNW;WrVU#=B+hr*MYhy)rVJ3gO7uLtDmX;sui1wXJVYz=&|mV}AOHh%s6NCok-hJ;oI;965bd5~mcC@Dn(^SAaK z^-k8^LW%nnePt4E+}{KwIYSmyM_i;>e6XLy#`NlETlD!k;m788{#ir=jD*`Vz$|J$ z-2KDYgNAdb9wV@@R&QIu5UXsv_NGzuO(C|_au`=JKWt0O;i`>cMLJ-x6M?{Xuo6u! zfIWcKp)mC-ilDymrv8{9Ge0j@M@B^>NX`K!v!O zBY#&hx*D{w_BcH>mhyT$Ju3s9M?8 zA=@C;U}jO5&Qvs1#ltGm_~xjXjGXUsd%HY}9an()0b2P{#+tN{s)tXG^)AZ$^1OrK zJaI#2L?0cP*oQ>?j%ijGxuPRFPZd2v*OAkfUuUB`fK8R>E4(fzJ0c}*V_>IIe@xwq zQIE^J1%vA}5~4c0b>hL!jWp3Lci<{&OJ4v>VR)RV+Zs_X=zw6Jh^~G04B?xpRV|w@ z`v*D*<#lsy8dYh~$KpQX?Ki*tjHumzXf9jBj|t9Vb}1ZZ5uJc9z{sX4f*R$Z-nz0A zvB|Vw++NSE92N=XY2FrT+!=GL(RHw0jvKQR4%`O3qD+^v{Fj}>s)Rmt&vY-w?SObV z#xad?a{mp0y#mLP2Z6>xJM;hp1-`fNKIu}y@xw8Y~P!Xu+Dt{|z zEYO!Q6^QKhncwJuS_M?urX7c~CqYu!V_ewbEKoDjc8C*ePsgO})?nAR^IEO~!c3=Z zWF4k!)T*ac8(*6Zns(7(TgcY#OX%WOr=42M?F@0wHjR%I;TD-!Az-{rajqOQLdU;te`$vHK=Jl>EG(-b*>6$N@aWD<~*& zK_%xN_h_8N3xvJRrK~Z&F`6kP-w3vLzH2?m2Ja7=r8AKn)@iI9r8y?>PWC2~AufOSNIpK^0bbJzds zuE^7CWI>omKy9MbecOyk8?^AwAki@kKaHbqG85oM^>twb=PI9qU>XSdJsH#-f#MCB z8Qh1fjcBpSKYXxd@$T*pcdnl1B4i6X(j;ULAMMXRO&7t&Eg%!^wKeuUuvqB*S~+69 zO+F-q_Iz<-60@<@)MKAK;C=VHMihHtNyeC&4U@}Ox zddB&05RQjQS4=X+N)RJj54tC=r_byu8IdITDxJ?ogeVOL`%1^a$@s^nZmn(nr zLZi_4z7(y9yDerq<{#ku$G^$3G^%qVDN!mG>6kFFlLPEIsi;sCIuKZ2$@u>45ZJhd zGYm~)glc0BxNJiA(oDqTg>{`=oKB0rd-+Cl_z^~1bQYWAR{4Y`W%ydYt1fjh`~D=0 zSzQEc1l+ zn)vQ?tlFuk8IL)QIgyiW>XukYWu@s#58IlsH3QBed*7>-w&gL5q~{F^E@{a4tGF9B z$+l5N*-2x*YVk8ugdH%>ZwKvx3J&`v%b=qmsGm&C*{`xYQ-G?qi}iT{QnUzRT)U&& z*-I$(r`d>#r>&NB_8^DvhFXT)f>xRMN@iKke_E;vNx(!QT&}`(RtH>O+!Jh?R|YOJ z^Ls1jt?3S{Be(1aE8J5fAuy*sA9odzMU(A+R>O!jbHGr0&O)>GRn=xXPMqu;rIJiT|BQ2O3 z?lgy=@8v`4-TEUu=j@bIj09eIwAB7771Dc?|LBSb;Awkegs2??HDlJ`;+QoZ>}MHV zrtku3>9MxDF+p)>`ZzzeJCIV0CTSa`>otBaW}x;n`T9bdsHxo}hdS1XTqzic5`K*e zpJ`3==fv$Qstytyu_G?t7@*Z(f$VxwOz2SQk4v-M$()x5pPtss*tvKpYzjiDH4;bQW7zS>YE2tG8^^E6Q)h+sAX*R zJc;TxGE^VsG(9BbAB=8>){^ z5k;%X|CW`aK6oW6aB4qJx6IxP4-@MPzy(9bL1~4c@vzHun{~<IJmkx} zwr*`oh2EF8H+}$tue-@A_hy7`1TXGTAO@wr38^na)xi$ zcWMPs3-NU`bipmBnav~1n@(`Z%vww1N^Lr6S3&go1ktQD*W$5r{t||{FSYQ6+nk54 zmN3K)am}Rwr7Y@(VjF%FU%Sc0NijZm47ka(Lzj)tl=MNAd4#T>-mssFxGk0QdYvYg z@>c}bcE<094%!*z&RSJC4L)kJ&RzVU=G+TJl?jh?U>a1aH35TnnG?m93YT`<@mGBp zE(o3L4T57OA6}8g3J&`td6Du%UVS#DYl@0R`^unS9>7@-g6`-Dfox9oD09hMw;*AvHtayE*ULsOdPyzKmuBi>SBvxRt$WA#{ZtZu=t6i z$E)bp-Z#KOr1&9{Jf*&w+%h|eGhTbjsaP?bB$ zlRICQOkc!|0|{R-8jb)1RYY!8o$Wf*!_M?OQQ5ja8!K+OrM2s`Q~jabSbsNBq1}rl zxzjXjukJiZ^Oo>*eJhA|7C|U1kAJjg8o=woM*@u=J4wRcwmt5usJ>8jsW6^T#Wl7~ z^zNR(1X@4i9@kbefANU>jPJ=C=J0a%+{fX%0Tl5Tz(3zgZ?ZW?V{hf?Dl3!^kBf&h z+WVrO&fT-{FxofQ*9R(&p=5EhaQPPMR=X%&JDvNpoxwk zPKKOPNQT|0|J2#szh)`fUSy*X?@DCmv5;3>q=WyGm-Sd46#AkA^Cg<2TJwMIQF_!fp(^+dk)*iMDu(Vk4;?3yi2l=aQv2h{uJZeF<5*Cl_ z>T>PAqzI=`J4}FZ-_ZX`J_&!FLXs?hy&lv5p1(|1-?p38^pUVn993`!&?IT#Yn*;D zLf&cE^GYaqwYjt(Gv?E0kuUW}hk+sKRw3%{MM}1`3p@ z-oB+y7;euMQcBb5Wjv5&jr(5#QW5e@Md@re*`rOeP4OWtiLxQh1Ggc%PdtSDSASN% zLzrqb?A^pTeYK=&(33xxNnV1u1~%E|B%Gd6n^0~Jqt*q_rK?sV#LHY2`J}e@WmR0K z`+;JJTm=W%8*^c-1o=;*aBiE0DTL9HrL7TmE6)`fuWHxNTQBwi#ZEhzdEl@X_I4KtvB`*`y2h3T8C*X}n^ z<5%7tgEJJPq4mnB0FwfPn{xzkMbX@M13xH1rg=p;?U;T<#YP7#g13Xq!c zh_}R2ixNssyWkPRV)68itxazIWE%o#{27doJ|Ik88*FgNe9bK9zmI59(E9>L;zzFY zchNNY*+nVAK673MoDS4--|Ob6lhJik9<@H>R-BuTZV||i!(~muxR>?c$QoSC*;DxG z;4L(;qvPXu1d;~o%NhNGed9GzMzLHRafbSm#= z!ZaU7BZ%c{>IZ?D@7RSrSYrO6iQ8vUY(Htm3f7&OK8|ihDB+08@19K}-^Znt`)Ev? z5UoVHxp4N_zU=x)mrl6+o|iM? zub2B*?HGvJc@tE(LbsT>#|?)U4?BubOy+mQQN&b>Ggd|vncMMpS{QAz2w(CK^TUm2 zMnf|r8Bmo!1X6Qz!5=CzgYKZwZj?R|Uw0f4ratn`kf7`+yz?5UwikOM4~kVn*xVQc zJ2X=#OU-5DK^vydv~u0TgbFjsLP*Uj3?&dcz%(zAZ1|MnCFP7}#sK{em7~*;Kca&= z(5B{hnG^O_T!*^ss>DjAP{S|LD_-M&eR{Hr=(@GA%>#FNm0rE}5y3(3jLXABTDw1% z2>6cS<7n+cCPw1dTRiszw;UIEIP1C$!ozXtCuz`0@!m|B~pfe0^52-m_@jZ5=(ttzMlJjLVLE3;c^Ge`) z;c{Hh4FW_$(|M8bmyIS(7r$ta&RY2BN1hGM@8O0(rnhKE7*tsfknU#Ci4X6P{W;05 zjpqDta-jE_SHr$<8mh%#T~L{C9)t_n*N#wRsp$F6BHv#)d4Q$^k=gnn{?E3DnM3)? z@SG!i<=TZQ_g^>={49@j1I##BqNM0!dhxw*^i69HpDTz=SF6iY_!7ywYw35h3C#ST zLGhztF1*HagToJ+Go)1y{N?A{2}2}rzmy*lW?FJ5ks zM4!8|o(I#`rR6Qo857ci6n3<-jTu>yVzSY34DLO0HY^%5wpP^VGO2lxOVqYW6Tx23 zfTe$8tK9z=i7qwQZ<wSd2a&&ok0C9R)-Yu1;P5le zNj9LTikUsB{Hbjn^$KVwvbfdaXw7Ny2eG_E416Mf3rQ%hW|W~1J@fC&1=r&qFK9pLndY}$j@Vp!jlR&c80E=nIAzyCVE zo40H0JS|VaqgD6Ug9#xL7J>=PwHPYow!dauSzb;WzsaX(EVcUU1E7bWyKC)%GMMUr z1X=W68FQ|WToUBPrmi5h9}VJznQ;W+iZ{z&Q<_pw_=+jCUD=;Y%wb zkQ9qxGT5{@<;RV*#0amKEF_f5(6OpP7GKtol?QaAW*lrq=g#laxs~$fj)QT#Y8pK$ zmycWN*vFG50@~CA&_n;>REr#_lhtAbeUr7{0%M@2i28?c1^vKSQ7%RG2Tc~6v3!m- zS`J%I=BQ9?2_nmzB)&sy`}B$~H*@j zZ9{CG>XSiO=BG|eB@l*ar7ZzRuRFQ8J%X`O*-*nuy18EZ7O0D6r8WR=3+xBXC*uyA z$vkxG&U-?#q=6D^oM@N z>vxret-!&$bq*}nVdES0a+#yoMv@*mx~A$$2d8xMyX798iZv$pd3b0uWCs`2){q|5 z@e%N|QcFhq?|2c`i|$&%*@qIfw7md>eI$%~Pf}NQ(D@q=^zO5?80g1TeD7 z+dcToyIGmk;_}(>`>lC`GPa_BA2>ouNB(JyOO0hudYo^K)23}9`dWCV{M`3VB(e3+ z-gLwS1KXGOL+Uy!a}YTcBN68SHaYM1-Um(A$Q(Nj<2Zek((fJ$aF5N&(unNGH2%Ik+AWCxWdyV+Lri{+ldHFNmF-P|FOM0C7(HasAv=ZxkbOl-IegPy8<|J8#k$(5_{K^4m<3(89`YJl&Ygr`h( z!U>tiCfXb$yZ_0pFFH>#?%VDPnme|A5K!-PRldG-P0jZyv8%-^2QBT{r(;?bTJs{k zUtv(*EQXEN2G@-s42%xSt+z6pn}7XJFRE-CKJ=BLCRLg}j>^3ZWsMIK<1qL@w6R~e zWWzvcX(&7*m{CVm{oVaA}q zDTR7KNueo>4hhd|Wk&3piogQ!_b9W@lVqjZ;Hwx)$L*UatV4yg2z zuzu9t7+p~}M1vkdsuUAt#K@*YU7v`qruonEo^$zqDLh{t3+Ekg6W$gx=^_t~)1up$ z@iFsOJl&PAepkqY`= zM|RnB6}fp+!t$6LdOpf`@CDJ5+ zeK_51nC(~!fgurkmxcbDdaP06H+Fre%a^2(7D%A?5iN`-uku^aFRv8+lEo2X;Y!VG zI9`wGJR3o0HkLmsNo)n3?mxLJkqbec-j|?ocaNH+A;Th{1a}Ea;kIX9L5#2rhTg&s zZ5Q}UhD^ORC<1N3OM_&6#EH-aPh`i49clK0t?X((cmO`XJ-c#mZPI?LaoeI@9#{g% zHom%`-Ql=X)cHWzRdih?ot9?sgAIqZ`QBwL+Fk&!l!3y3IG2DZ3_DXrqllBjWgIlI z9yq%==jdIJ)<@kVmtUdx1bjAR@f)v1<7`T)+~v9v!oZA~iiooC3S}r9Sv{CGY{1=J z2Y>ImYQYx(w^skcStHoMj7`dYyK#9`n@YaVgvDDB*<-NZOscm_QegC1c4#0X3x|y% zm&M^8wToiN+EMX5ioJ@*?P}0c%NqI1S;>*oBrB`NGE8AB1aGAQ1`i!w$6M(F-*68# z1W-d>o{UP8>NMfuRLP1kga=^ZLru17uG9Q%-9^{fJ5|~uE%AxHBxVI5z=0`eE(8RP z`)#(_kEE>vQ%wTr4*-W%b%(#M*}`g@SAAbd~pg7KWG~w;7+?hA>r^+d07WO z(sFQX96X@=nq#$Cj3F>w9htI)Y5GPpVdpW2f#uNJ;m?n)F3hu1yy8#WX@8iU(S*>V zAM9vk$^EY+ktuq@xup@o;Ny5?JV(3ybi0Cuy;#{@%qyC2b$-CA{~BUre$GN7xO9K? zF$#g47ywXT$g;+Sn%&BnX^g8ul2CSPFzE`O&!;VHQy;SPSQ2)mDT2{3A=bs_%7tExIah+l78})Mp?9yoVl!~W~TpZ!HFzERojoqHBmFO z>RUq+K<D4dN$z9)r^VFsROD z^m8jq`m&u=;s;s_{f=az60K?e!zhB5jQ41rtF;@*yfv!SCbF%<(Wqz|pWHQS7-AM zzZ?i>X)uXQc5!5Ke!%eRBb0HKYd~TnHdhc(caLy@CaZt8PYa?0XOm{&Tw{dX=o$g` zx&3eHoDz=){prEz&G#wiZKOD>x1j?`4N{@;!-k&rJ%QV*6&lDON*Md$OxPF3gO#p% zZE1I(PBWs9pUvDb6dewM&8#*Oh|v`Ztm*VR?43&LNhrX*o_rE(==O_O&0D-hIr1rW z;sSZ@zD6D&62(E`%~02f!j@5&nqmLp%+`auuH+-L*MlmrAwCVdjagI~M|YT7#^Z(x zE2oO1Lmt&KU!#V9Iqdg_MZRNUvj%e1Sp)SGz01!BW_r$WK4FE-1pT2!OHDpL_oTuI z7x>kO;ZjHH)uJ04CuQhf9$eA6ro}28=@R3N=PjAJKANBfbql3(Cb7x6NF8tZCu^Qe zmLXe6)h)ijUX>1Zy=-}vFvDjGknI50GVGEicrT(S0u%y8cV1vojcxMn$lr#NByG}U zVX>E0*!<~zw9IBG#PyeUCpLZ+fA4z{b?)A+r!N5ukFOv?^6uH|;0DmEl9iTUQO=?y z)&WgQKbdFXX)$2Px(xB0s0BwFgv!RmH;O{S2$YYTkmd_jC@J5N7X8Qo9>^;MYaq~~ z?hrkRR55sTk8s@qosF;<>`l9!hS*~722;z+TIEt6&J{-eLNU{c>AE1Fn(AIcY6|BZ zT;Ep_*?bvtvDLIyt{CKcFym{ZOcLr5Q~Fsw6K8z(;^4|bV|EAfEWC@dW~+G@8jF@` z^;S<`T<}5g1FAhL(GtBR1SsH_VB2ei*R<4mRS_Ov`Lka_N7i?xS2hEn$rckq!xLqX z(pJW&R`&#CrtiDfVmxkb9)v#x>tL^9HxzF@GrXT&wyJ)P#e|APb&J3M3hBLqUoY&Z zEw6quhLKaWYzC4==dn8Oey%E8<3W3z?Reb10;!L{C6fmT=VFXKQ{W7T-y5z z=@sxbckKjzDU4dvEMv;rzAZGV&@2TB{`QZ3HqyN?yw-^o1toaKAt@6T7P(&`A7*uh z;4hpn_Mna4Wsw5krJS0x0p;PI>}BK$&&1L0s~CpptX56L+nd<2!I086Ej9R>Z4y>c z6JyTKe9QuY={EE9s_nTOR03Ghz0!WV0WW%P zA?Z5OZ+)2jc}q*Hl7511SFPfm88_r7FOR%q`qf+W(o)3Cdjhm;CMUC11o;EBUVU ziy&V)3;`r+E?R(oHa-v)C;Ti|rriE6;a58@7135Y6cjO~V4s+{_{)D)j5T#&V71@t zt^Z5{h>*@}+C^v55)1;E!@ZaATKvBa4WqjdRwd9Ve-$5{1Zlf@KOek#Ym9z6un{i( zvVzt4UD`UEc`P@IY7s^|Bl7E`nNj{5zxb^Se z>;IA<8R?n+$ASF+ksxD~z?6|LP*puBMIGEk6a*gH@I}N)$l*PJ5IINTl`|QMkr)%F zi>1LCLP_f(QMHk=#+s&t&_opYfuRD+$tMlf2n!8`;Gt$lA?<+F?|Ynfxj4)o|K5D} ze(XMKN2F!*bE*KMf;Z43w-&~g$@cNiPvwe$C{qMV6)%XPpl}1D4(MDHM;O&>`RSK0 zxPrT|L+$_DJ`BF_Lxb>2GUPJ=%nU@Z?nOv~I8&}XK*1+*1&qi;69W7i?*|ps2O1y5 zN~|~%O9pcV)QRbjw1F~WHGZPiz;D=sp{^Cd%L3^6dAc5QW4S`Ip&<}8}p|C|I#N*0(2;Y z3v9Vi@PX(PPMJ)160y7{zcPWoS0t(zM(!Bi_b%KxQC(D(Z#R#hg?H()4qH?H(Sqc511D+T_#VJW4g$%_PJuV4?=wdpSa&>X&ieXcCfH}SzeTdo%r+9*JHK$xX z&;L0l2&W#28V5`$2VN!=KzAuJO_7a(v1w0QHs^Vc;Z8hd%J=oc4iQR(km9F?V-GA0 z#980Vo+veB0rFKIP|4fZGW6cSc zOHt&x%z53gKQDS=O*qbbk;!>aM$(}Cc>i1u{^5Nqm?T7%`|E{lnBHUb*S(9bo~K@5 zLCVLe<4A!%_@-RB?aEUDR7;YNA8irSX|cYEb>foE^2Q(gUeWt{OC3r=d>GpMmMTbE z$43rcn1l38^3~wk2$I4OwHFHd+b6rvi2C-i-X!o*U$=8uV}b(qsP^pjIiJWy+8+1T zJHzO3V6MelI59TZ-JIkA=Rk;PjVU@$939>X&*7SB1&w66OGcV$r|ynFEe<`XxVKyE zl^^`X$Cq*yn>eP5)YkhFsr_hsTH#2JvQ|Aq92g^GxuBg^bul9mm=*iB+L%j3;^zyU zE4dzTM_b(Tajh=XlFGuznX|P&j=8aH^HpyuZ7Oka<;RZjtd%%Ew^29nKoio?Ud7TL zm~~(Ut4+pbX5OKy;{7KFj@G@M3K*5c(ZRWU_+@yJROgiX1}rhJ)*1~h=Z^38bhnXB z;MVF~_ zVzCie$iJ@BVP7e0F%l>VdHh623H`Ibw zQLygw$l!$DI*#!VeIqoli{)h8YmbvCg)~eCq=slUn&Bfj8|r0^T*(^ay2t}VY&IW` z?nk%8`!|IH6%oZ~(bjbgz5LV7(?RCZ(H^4wVRjMX5Dq?&?&ZB8)p$V;rR@M+r4JeHpbJ!6E@s(6P;+k zAXvZk*-1ULUHQq<5!G{kKXj6d+VyDMQ}`j*qCU1p%1S0995uD+KnM)eGy+L*$HM6K_R*czi z(Js4qnz1C?o;2kbQS@SySK6@W8H+65PLks49y@fN2jW4#QuHc@3QeG-8J|ARD(Y0V zdKO8&z?@dt!_^g-OC2BTtpT=qlX+|cmKxUWdX=T{*enGn@YgR_T+!u?$L$D39-i>p)A>GkhVF1+0erB%0r&T*?7?N)Wm<4`r8gJPgyl+Si<)EUTpafE$Yhh+qk{)@ zMMX(RGme%^hf9UiDHG><@nDWk=9-#TQkwb9=>%(L+t1YA0w>Z2NLcGXN@97`x}jq{O)eN>}b=ARW*e+Yp%;I){D+I zG^*z9@*^$UU=xmvEQDZ^p?nd1J-$C6zJNr0oyU9T z+qctnAh`Agjfnqr3>twG!6nj_uN$vgu#JTWF#;VCrtpbwem0=63o8Ok$U?eUu1;87 z%l-qUQ{ab%3yf14ul?}i^Zf~D#PBvY)cGLW>JP#@9MmYAA+}&BH-2m%M-G#B&}@4a zfs4}9fK717y~mrGtM=H^=fNr^(qnhPZ2PtI3Pah@?Rv4GdnoOg+6nHM{m6rkMJ9Ed zykj@Jn_h5c(kgfc6-{0de70xb2fJXlw3;BzXsh5staCB*vJ{;`xQ2gN?3CXw(giK3 z{lHkR386nSff=ySy;}Z;uGWKbTN_Vr$8d&^#c=62Pf9xq++hf2U^*^7a6wUuq2P72 z(YJ`AHip6BFpqDrmVP_9c~F*hCp-RRa5$vq^QF0rm;apoSSEDh31z!>95vNpK4lyC zpo}qBa~@NU=9uY5uX^HRyXqw-xB4YJ_{XeJVjhFfR6GVc>X(?ufFE!5%M`Y4M)$^T z#v6@GOpfx0i1qRZ*p0FW$=iODL%?OnkK2s%pZiQMU@kFVzIX;@e(@~Syu@rr-)6k* zH`zAvWI#-;g=|ON=5?p+^Ev7L@=}!gQm$Guv?0dt)aPUSNt-GN0c~&x5+RB#g?Q9K z=`%TMhA3N!UA?C!$e0nv3mpGFLdG-O<$cC;Q?B$Yl-kYY8p~P{2KQ{Yj+etm*zcsu z{C|&B$!>fwOsjP64*X5LWMp|tIt0-QUhR9E&RaQ+tn24_s?L^ccyr_Elf$u?vu;lB zv^YaZZlQgBp_E!}#u;)q_76YvUtK@DIuA-U9{cafk7d2=y5g;i?Mc!3V5qa6w6Z$A z3Z-Rvbfil|K;Vi)lqQ(3jVImUt=dFOk9FEy``=u7+keWh)-#gYXt}JjTCF-=*Q}a# zFGzH1ht^#1PGLkUYC9u4TXt|d_4$IkSE_6F&GHL$GO{m*ZvaRPLI5}hP&xOV@90j` zKHokF6b7ZzJQM~yhFjEEv2KcL@qT75_(U`ev?4{_vSKJHUuF#Eu=#ZPJk!Ydmfa8X zN6wu6{a0~EGR-T6-}KxJSTqO-egUrD#LOU7Ea|n81GCd(;OHP@-@M*R)w3@so zmELi`jCY`g{W!XNLXGz{2cX%>xZ1Y>do>@wb%*&Z>V5l*ct!h*a-qwc6RzdZTG)EYvNQ(%>lbH(R-ota4;pc2J2ZqK|In* ztpTSp7MHe|YZCeMwYC*fu_kAy_xK}xs$h7ysKj_%KC-_lQ$sE7hhkm%yi{GKyvPEX zwL`=-U44VPLX!=)v2%l+&z&-n(KqWHM*`;==JLBTGrK1ZezlRxvy_XH35JJ}MJfJ8 z;+Az%H^T+OoFkPuO8TaLMRWc+Mr~$}`Rsm0Zu+@_IAd{T>(h~PO#V61rr0C+ObG~W zQkjIz10KtYvXM}2JAA}7 zV%iDegR9G(kAnIJX`2^x23q8g z)cJ@oVMCcxAt7Q0-xa|z!|6l|Ng|0V;nU)eIJYx`ya|v!qK^;kBx_>Cl2ryPMl|ZJOiZ;!T5{ATx;Vl|*jqoI67pJWxpr?xpWTmzoF`$?NvN zt{k%o!%A;l!K1iXQ7_tPG#wZLu-T74iwe0-mtXe}vKmdFBvO+|7WLuHw+mcSH-HuU zy=OY!FJkys8=~?jATmqXTRGStUpb#xKnI5&_qzKxZ5LHBugvLEU}+~r=Pw@)k9RM- z4e2mhu;4UKX?&x&&yiC#jGOp)WxhUnsCvQ(>+&1B?x=2OnZ=>3x*rcG#)IEtZY zWj}mQItYg76}!f^vNdTm+kowqPNn=2PHE7KV?;d@|g{KX=?kkzO4u9vzxICZ@|(k z_~_ZYvoY(5n0q5)`MHkw)53);_-Tf*vuFOsI%Q-{#%T`u8kuE~ zj5dzX+eWYNKv*!y^3w$GPGsA_bNI-P%$SXW?MlX0R$lMc+YUtM^-E_AO3mrgomH^# zk@m`|XQ}*t48wlgsXHk<H)J^dl>PT=g;BShbCCu6j*Hjt&S?uA;J8fR~ zYYV+BRi~Tc;mUQb3YiPe_#+>mI0_06tvD=ax-9@ldnR@kFPwG$ggb2%O8DLyPX(?f za5DTODpLZHT(};W(_SLnKp)ydLV`?65I%Gp5ooNQi|xWa7pmn~gTpV_1}+%ue>dU|VGixTIQJ%qy%rFrA{p*b&a% zM1J_nVJCe7WrGQq5w`itF~-PQ8CIgl_`wcAmO4c#t|$d+2+IJfz4=(CBt{*!iALyx zr1FHjG%j21a0qQxxW&(;ioiUgOj8M5Gsw;#)6$WEsIo#yZvzY;rs@eKLTK!&fE+WB zt$;^BB8Eqgu=z(GsPU&EREog}Q8ps1R#=p78yz)w zUP3FtKhHCoP+)xSZ`wXd9zlx#z*=2xU_HY`?!`d+C@j7Yv1WKYQU=wAE}^x)UKsCo zBtL&8$Cf2wCWbjn@MJg{pa^`*gM5affLzGU8KmLPLD9@2=oz9)^&pxYjELr{;^T;DKH^BDzL4I9ze0Fd)u(Sxx&{ol>bK zn=__t{%S-}Z#_$0`Qv)2k=5&e+%MYSWk13p_tWf!@srg!x)>~q7!u=V&$3X_!(+Tv zOk;VJOU5|t=z7J!q^Adx8tE{YVI+3>;ewnL8}*NBrb)<%=u7T&4~E9Yej24C)pAwG zi~`FZV%O3sOyZ%azcXinHTq%PqO-nN#{&^pchRSPsb8CVJ33o?Z-lDuuRo!wUL!@v zul|JGQ45HVY_)ti*8vR%BMG2E*1hgezRVv+A)n5 zA6eAwwz~3(zJW`_l@orPOSre}CTdGkTN=!$6T0N2#+c?0S8d4jRP8CkmGf04XbtX1 z?<99GjFb?MXSWm9f7^ecaZ+#%iqXP?K@V}8AOhDvh{zy5gbQR%RSFHynMFy2qFbzs z*isV^4a8m|)Rn%P;_EkZgUQ3SYuZH$1s@UJ3PB3S50L`FcjTkhji&U6FNtts0bv_E z)Im*(M+n`>F9XS5iN8%BA?nS>)EKIDlkD!<@1d-TC<4_&hvQ_Y6ytQjXf5}YHieWA zVkM*BoEECaj|c8y7~h=q!|Z{c%ie4k6g4&+cHpM#!) zL=6+{2bvI+B@rwtV)D0FxI1|6FV8rlK_xzY8{Y&TRadb-q{qLq&Q*C!z}hy+(%|ZY z%=$5rgcQf;TfiQEMUd_hBK=V{*^hXLEMEIve91~%d2I77zhA-N$f&23k|B-AwI3|> zjRDx1t_UTGwtK?FcxIfhn_@3!daD}>OOnVF4Pz$;l+ir0Yq}fKuB;2svxky#5DL7m zHe2os^pXjf@|O^6E+Pa|UF2n5z@26j;0?!iu-nunp&6r_pH3OHj^-QsVVpQckWs8H zoBzx96evn1bKN!Ya6AGwJ6lYR@z-B}bV*9Hj5(6{v3^{Hs(i`IbOj`>kBYhFCgm|m zZSLqf#~-4B;RA!zAtIfK{7^C($%G~%x-7pk4MFuZ)Ozc|OnCSUfEYkbe@Tvw{AO<2 zUvgqFMl7z&96K`3b%S|8o@|N9!cW5eF_sg88$2wa3x<<)(vZ&UE5kukX&QJ;39X{= ztjIuML2JV~vVQ_{=#NKv96ripXBeco{QT%#Ark!zwbkXyi|uF$wK27%(V1IbdkCC9 zNc?SaF|}y*0dcX*^?ive%&_Ch>gKay$c;QU$I=l{sa9#Vr=;d03&kl5IWsH-u+wd9 zvADad>LW2dzC=h~ZIz_!0_Q{Zs!1K|ei3cDu$> zNM!Sxw1iw*2_B^h&5C{BB&GUTxQc~ZgSC{fo=H1;s7j6BC?~^q$>Ra)i3gt+loeL} zW65?p^|O(mhVYczSK=T(e%%vvzXU&Q_w`*JZWd{inm1I{U&2US1NLhGxno31HX;Eh@sd31NXwoG7=_JQzrZ=Mgcbl%nJAdTn`Z#L?#D z3l&--wY$9$F_v^9^O}Gn+g{k4RbU466;t97+~N=ST+=iUYKPq9C4cbB+bfOHO14Rv?K3RpMw&^%33PHR->?Bb*g6}8K!S%(YRhu zvE$yz5v#d4C)-5Hozz#E&O;T`CX3Gfsk83RtDmsf+%tK%yAq1h#CeKMA9(|?#fi^o zSEax43#MV_S4V{&wR$;33s6vcMvdTzuejdXI5iN5UYSG$x)P$U`DEm3qluoyLf{XD z7wy98P_zfb@bC4k+)h~RvZuhxy9eA{8th5-^IwMO3>>V#1)}*vN70wTteJfPMusP4 zh(hUV6Sn_S?Xvi1YVZ~`n$S`Ry2hb$7{5J1shTU+vu&U5MB^npDfWzg$_ zP{3j6ZH=E=ABnCkgz8nCD(%ShaA!3K=)(^rsZEn?3F2&3cfX}pi|RUbNJ{8~DCV!V zhG_8pSZxk4M8shHvd5tl3lxFYN5C&{0EH=-nKsvsz;+(VM%%|Otu^mzk0l(UnCjnR z4}Mbdt>8WzuSYL<2Q;UuKDK3&6x(!Ha8e>xS)Qb6x_=0KyU_g<%OOIBYJDt2wj@tZ zs7QAhDv0W{WX`wGtB@o&nn@M(vF7k>u(h!PdM=at`I>y$UElM8S|1G!Q?T{8ha6a0 z?`tl!dv3akk081fNNyT+Fox~4A&3~tF;^o}+6N))=$}cs;{3L7`1Y7Sx&UGfo?aO> z4;}T#ZEu_Pg*5mh8?zSo8#h6BD}5sI_WcC@Ad}OII)?GH+3{5rY7Ca<%K|JUASIe#vjtu z72v=byaEPQ+$>P%l zDx$89)2Vt@@Z1#dnzkYNXN_B7%7CSx+hTSGRpBM~FxdGaDY&H(7%UwS zl>$aHnIXGI9l_~+?d=Q*gX5z)6kAFU9e7?+ljIOYiR@d%;Ein~Qi=SiR)Jyk6(d&F z`Kf`E+0%YL(0pve#X-&CZvq!7BitU&>IXuO{niZyv`BC4LY@PE09zU|HML35@mWPq zbC_ox$D-{61Sq=(MCJMpV8B^AU-%}1GZyt({IH#JB1#|fL6yAi#W#9h zO-L4YQfPzE6kE&}m`Hv}kPHs1vLnZy?E$w5eMw8QiMF0tyfj5MWlAIB?TK}UI6&rT zTiD7at>O7&j*mS=Xu9Fo;Lb+tn`an}gB{RAR`Fm7ex^G3^TQcLn*5^;IB1X4fL&;t z1|IWcc*PdpX?8=xPw^>{6!Non@anTQ-}Tkd3zXIFu>`Z`zLz5^&{T|(+nvOcL}?L+ zUb`R}*dddzF@(mwRggrr8zB#_C-;ddArFp|+FcoorTfILTafhcp(3$Lz>eqsIPT|t zP=E|dm`(5$XXCI?v+dhi;N9PP?;99A!VoKekYNBRaYZP>86WK&T)2wwe%q_X`LZV#BC)Kg~()^~w9*`M+-3m6`U59gNNTN{Z0?b%jl72iyk1|ZsEI1@?_vM3& zDURQ4vjLmycb^IRRZnrT08joFfevSqgG74)0h+O4wW8G1=Fx9^&%iCKniSqNRdV~W z92=Na%vp?^JfjY+~c)$X|^8hX;kJ)9oXxzPJZaN#W6*m$YoDz zv6Rm4ra^oi^P68IBpJxV+wBNntx1?}VHmk}5NHQofw7IMFaZelVAwqma}qKHu;k%-)F8+p(IdnJ{Jxo`0T z)8Jv$!$ssa(&V|Mg_~3Csbh1dT@`;lxKhY-ufn=fJwAuz8vW715eaT)?Y=msGe2Hx zHXxbSqGr~p|Ka*5;9828ph%H{ONmmAl;?GD%;bRq(@pbEThl26Sd#V?F$H@!;$cL{ z-eP?7lh_$D*dg)57MJD8k#d5eEaV&-u{tJi*G|6nw8YRyqggG}9hX=~@x9E7(`gB% z_9R{8g~b|16Rrvhp{7*REtsqZY>nHbX?1^HyvFSI)Ab(IZpa+TSl0Msn=>(gvp{&^#PX1>ZlJYl{Iv_gNI+&3R{3F9<#ip9gVze9R-^H8p zXd5jBuS1n%8%-OPnRtyUTvE~eQrU1dhRs=u?~QvGRcT<*ouj5oW8bl z9l%H7z`Iy?&mOlPP%jQZoV}M@dx!e=-juxf7y7p1HtQ#CZf_TF?_3@oKHeN`Ge_(G z*Kx#0whU}|tkM9=cY=J?fs*O|K}6bd6JKFEaj~kMm#0sLG{0(&2S<|&Gb*YxUPSxb z#@b8@*>W1Jv~ckKM3hWWz7YoG~4Lwkm^lqW2A_x`7)9TQJO?9S9q#j*P}yEkdrl7XG)M_e-@9 zHXKz~pQ_@Gok?o8R2JNI17{(^@fY+5o9LHB+bw}N26c3}TrUDPJ$RBm-EN#1xUi$g z)z0pM2UW=ZNBXO<2D8CC*uzcxM){mdf)tf(!3z?*FwM{ETEMSo_BL%@8D6;D=r|IC zCC=u#Up?5ilCq4WUB@QSU-Br|MxJuGZaJN022UT3ZXD?dNpKL6YJ-L@j`O3< z8n{a z=rG%8IA6X$&BjgF^u(+SKHXx^$>BB+KE2TA;vgh53y$M|ZpN*Dx0V4f%8CL%9kS)J zo{$M1^uNn(Cy>v;uSd_ji@vMDZQPlnm!jjrjOeV3>sI1??AdugGH@g=c+$In3ok-= z!eD0ARdm5%-io3-N^&?ah4<*fty0)3KzI~hc0RxK*Wv9r;XhLWu7F;g-{S=4Y(|T? z3BVBJ%VHR5I)#Z|7e(Opdbd1SO2g~Y`}{R>#s#!0l8W>|>>0MkVKVO#sn6f=YZrRd zIk6tG(d*{h+sbn*H%Z^z$+}%@luKZsDGTv)KQq(<_RrCUX!vz5?`eOwa=p|KHOf8^ zKUxW1!lP~$LVTFG2ys=4CFPQeRAA~!T=QolyvnTd(Gj$H-T-IIaPDGPC34pPz^vo! zP8E}=CIjE+sBkwfz=*d{eKJ5YXOT~@py|hBpDH9B@Efan?(9JMbS?yac8u9Ae zt@ms}>lhcnnmDOh=pZ?M?r^qsUzhS=YvF3+c=cp>5&uCPU*F4H0Zx8u=P{iL4^LaX zg;TLLdtB_9ez(0FW_fwxNFwl#rG57*QX8Y~eS5Yv9J7as0CfOaFgEofqO z&_o+0%NvXbGftwKLiE|w+ewT;EIF-t7Uq)W(Vjh^vHgP)w%O$?dF6)Z;<0SQa+qAz zZVCvB2-+r}j|IFTl(rxJgB#;MR+vp=SlYf_b&R*q{+Thb6G(>Mo zp4Q8B2Tu$YyQ}3+`E%g4w{g8kZ|*BR|2*0?WaD=n_GAf{<893P`7ZaIGPa#`H_{kR z+spXn(bU$J8MEQtPc`dH)kL&#@5q)b(?=p|y~FK7dY$*FH#=q=2VuVLWy-YZV4rCs z$!g?1<@i?fcguHyo9Fqr`maIQnBUN&owYkwk4;_UhUQYuestPLQ=3Wk9(QPI)21c& z$jdV{FNV-Txx1n(>h$!tAN6*`bU##G-|d`T13yct&&GV*qjfT^oWu3S>x>IG;gWRE z&5{E0p|5>oH*^lPKHRb%DBI2{n<(nZEKR;TIx%%+=i%za8Gmqy;$&rToLI+g^LlHL zJtWhz`m7Mrxs87zfc7?zI;;m4n9Os0m@EUsG#oGe@($Uu7c6I4BCA{+!xPEE@Vzq2 z`(bbBI0a4B4g(1h$gYN`3aY9xiO|Xd`SGT`a1#XE|8mQe2{Qu+PGzQyc;1S#zpA`& zaesKj%CKwW<>_Q;{k0g_^YN#l;Jj%+R0;)Ol6Ap{b2COxiD?Pah)^X78I#aT%&nBu z_Cw<9BTojdCr98u7X-g&eRdA6JEW$V+n3vg=gzjZtfQhi$cPN@E4Gp+?^i`a+rS|G z(;H~B{P8bzZynUaOGE}oEDVLMoaZ`iZrWFZ5F66G8Ck1`DE5VrR5s zPK`ey+8FZPZL~jK+{xi@r^!!c^4%E}af zxCSqZV+>mIh(&m_5T@S%OCAxpx0s%cadW(Lb7V>NOxt-V*u76Hs9NV<^}4K%PHKbK zUW8_UvA)sTG;$*<73dQW4W8nU=J~`jox>?}ug&8%@tuvAvy(pi4kw~|d)HO{r}&u{ z@9R&GpEAAo*ep`yy*un@!Mf-R@LMm!?q^#w?Q1%j=&B21dTPWz%n^L$S_pRppZuMV0P zu`t$Vc-Csb#RsII8vbwJ5e9*k?ha2bUQ8XGB}XE7e8{$VcX)@d)8MH*#|QeRCj<)Q&En zTgVA~ZmMN$FQ|QLkja}V;p7>Vl7IE!k`i}d^?ESLQPE^mM}REfQ>~q<;C%gjkc#?c z#}q{*IdW6LQ)v{X9Ik4g=ZMwP zJ1~DP8CS%Xq2@d$AO9xY%VwKr8|lP}!_lOp<<9v6&CAB8yZYKzspJ%O=z=hVbqwa~ zu}~e3&V1*4OgKjTBD>-yIt7R#40nE^+0z{|H(+I|S~{}L%1ULs-c*u=>li@p^YJN7 zFzdcqZ~%M4*4xTclW0*r3NjUOCD@R4nVUhDdRS`oR01eUHRa9TAj{9FXW|#5So<$;m`BydH>n_xgsdM<`~I&|8CciPV|Otx?B_Iiz4yM z!5L?fq#dYZuh@k0yQORoU4+NAL(?mx2;SMSj-aci%}m3I(QA_t0pd`{2G!ty($hV@^d-@2{;px@Be1q$xI z4Fr8C{DXc&_;2(Z$S?Zs^=V9U`LqOL^7>)yVXSu%ofj|DxB^@Ig}QnEXiBEn%<{GD zshM369sPDP^R9z;-EHIXjEi&ad$65p){C5$a^tO4C#N>pmDNT^28WNam&~WvlwY7 zC%c)>C)46v@y}_-XpbGwHsd7eS2f%Y3%;dk7hz8FWw{0XHKCNcpFrh78Q@6>5wUea z>)_cyExXKmfv|xwG1!&nF)_d}gnYjab$_oCA7ciNN(68;MYDfHYT&|H(x_2O(P1svB><5JSR`ko_t~im7vWU;G7iAA z9jxLk+NVE&9k6so?bxa(wb9spic0EY_J~X++tTcVv!H-F=$pFnU0eXo#Hh&P^WS<> z3xe1=a*)(%dBai2xaECeEPBKOp$&4mBr0t0;(%>RF^=%IUxK^%5xYR9id_XjYOF>v zmMsCm+o|6rR&pE5Zr~V3UdI?F%Ao!Gq;5Y9;J4DjJm^adOj=S6T>O}iDCW7fkw1Z2 zp$i)KyDd^})P1FV06Q+?R;+qMb%&nM0^n^ElOEkq4%@YF5f5dI!TWwr`ws(P$C4CD zPGs>T9B{9yC$$2!(w@T6(w@@309Y+#LUkl`VlheDbD%}qGbl^ilPn4Vyk$JVz5?D# zlk?=ckn{AilJh8dU1B}~E@u=xL^w$Rz&CkM@J`gMoFddLN)=Dx^MVIS&&!mDL>cfN z`;R$E@-HH^1rO0)s$uVnaqnm%%#Xa3#ZeCk(qk3{7diW`shizXBn|;?71p}}xhPN~ z%ruG78rj^D22BKqcR3FD+Qc&D%=06QvU@` z_3xCb!i$$>(r~J?M%^-ZG!*%2WD3CFo4LVMRFpO}qbfKzI2T%+Q*qB{cP3dU&dMrA zr0Rd(9bn6>JC1Elw}jqu7u(uApT+q(&EAGTb32Tk*y0SXcKR~^_=Ty)b!4dUeD459 zBmGDAEfT=Kp)zOn{lUKB-9kJ4jeT=*xB&?DH<;?>-(jks#$^7)RAK+ZRH>fc&i}wv z?;g6{{=!r%ev7HTr~MuKrt^Oert0+@Of~7hVX8U?n}HWJngMm_s=+|4QxQ`#pIU+N zjCSiU=iMzadXK3MVXf5q0AwoI4l|vb)sJv$y@)5Z;bb<(oQJ={x)TNpU z^cefGKme>7QdV^$T2?hJfJb!#@Tk1y50W^4 z@@`Lnw;9R+4JvyE*(iG!KK(_m0`Syh0IK?nd-Epb5s)F|QK$fD8wMa#0IABzg9$mJ z7N8A%iT?{#z0)InQ;>R7p`P1)&(G%A=4C^xMC%O>+p!CP5Q!T_+HWpNL zlt!#q=n&hEsTKvk?rtW>m#OGtWRt-B$dN*X5UOktECRP2`evE^_-yaIAhyB;0oA*A zV(%;%qoRYSg0gal%^GT5?{074gNMaR*;x_YJ*PCsdf}eY`U@&&CdZs=Wp_3B*5-~Yb7s3? z^{mUIGDFVGo*ASf?~WpgA2biwdM2dhBYR+?a965$#2A%~rww?U4^ySUkZASQuV7lUP@tPP|Os4ldf?4NSP7 z5)DJb{ELDvlyGD&z+)-Yi3@1hzs9$G`D)=BaYyU5Un{XOHgWqOq$>E|k*b*gI;r}^ z_n%2soij=!H56d0@&H?da(x zKaa+Ze!t0$Y5xI+>K`Ur4-l`HS-(k{MZd`d;1%GthihSfVyOUd^%r37S-Z_Rhn|(Q z0l2INu;NC-)g%l`|64f!>7+=o-J{*-qbv z)7fb%$DN4bl)(MUo^k(S4!k$WUhvN7Z{*5K_ZzwXO97C7p#=WB00^x&7uT33YukgG zefeBoR?y7iliIC=LkJDcQ4aU1mrvVu$Mu?Q z+vroK;?siGyI42J(bdv>=A-jnLsnsT(60o@MC*=*E&wYh{1Yp`+Nr~S!Zxa?pC_z3 zYc*fYi=#{hVCB5WD`!vEsA5N8z{Dt})(dz>f}N*4s(!mg_dgHs8(*D65+#^@VB==& zJjoMOre3^HUYd?|=JwF7^v-@dvbDJ#%5tceD;_lF7+!2z*WR1Id8Og!AKd$^&_}{i zSp<*E1WO$cO1&TD70grBTc#@QKA(-Gi?Qt)dF)q!sIYF4&x=)uC4vu;6@D#76h->M z_AP+V@+;CL$0lMGP!Sx2C8VM5uA-WWE~+jn7%&+`Ue71y1xPmadEMD`dH?D{GA6Kj zT_%cUTXFwfIQi5t5K%L8&?ez7)Av=AYPS2ex1|VuImFq1xCGd2_3Ozq< z#6dmG4Er|laSYDQbO#3jPri+wzVd-Hs@F{Gs->@(O&fUOgxNebzyXQ1EQcf=MPvp> zUkAlizsVaIF6h_<6EC84g1-IdlY^ww{QJd3`u;nHD}7ryI{hiwyk6HBlfg~gi1k;I z#5R`h<*#rCu2u#Elg20m-)+$U!pbcNFmA2Jli3oVgTbk^CtG#{)w<9%7=ny7=z~NW zjDKl0PG4p*h~DvI8E=0J*s)AEttx;j2UNt93RQ0r0IED_9cDfYCF|A%K$WvIp_efZ za?+@p0HPs`0N?$CD#vxV11QjO+X4D7svJ=Nb~pm4awh;)4tV`Vm7n#Q9J&C~9vlFd z8Cs+_eBel>>_3Kd5qm$N^5>_*VcV{#O8`9}obM|04jx z_A3A)_A3Blu1yt)z&tnu`d0wNiTLjVAg5+Hy?+aUxU|1F<-+#@{R)6McgWDU*yMIj zFK!~dn$T`eiDD)3$ojAaT#7UFZa@2 zt2goyBsZW#XEx{gxpLa-j3{=51`L8y;=GX#Q0mx}hTrbN{pCqin)L$2NI@#^O6xel`bd)m~?w<=ybdE2lj*cu0%k$iVo;j#iP)>(0+BR+kbSckVSxQ)o*bD640&U z^8>n7F+Yf%D+fuNmZv|v)lh|Z{6B1!=)bhp&lr{eJzItOU$<44zqi%k|4(eS5n!u6 z|Anp2UD?4gCFxxN_EGTuVXH1@J7FBR@CB6CUKbL(`h+0LKOq*FA?>k-OY8&0ARcX57~tIUfyY-D$r`1bPR zjkjhubNZy)tawe%>xLKXBJYMW`l|$fK9kb&nc6?dq%E51<`16kHZM?bye4gjxL?Ur zxISNbA!u*QO8->?tIaf?dHy?B`R`oi|6H!JyYF{lEml^*o)-ceeRF6ouD@-50Z8?K z^AH#y)&KDj7(e(wRlvM!e++>=+WxG7#r_-ur&RzyHrQ-PXYc|t&IxZ$3qJByQ7xW# zohBU_?WaXUL9A8ak8Z5(VAGA)pFrmpvUBrwyt&ST-h@*u%AFv~o-45KOm{GTHw6CG zt*$}vetWs`PJel8*npn`M4+SfuGk{a^DjT8ZbWC`yS$dRynOmB$(;co%!+_1E>fCs z^unSD`?_Iur#;qrdg*`t;(hU{uv$;+bnw~{D)!!~F_*azr zPYi+oW~%?)A#lcjURJ=m{>KoQd*jb#1>gT10`EkU+qCT4nyvK#TGggTulrxE>Qnz~ zX0x#~Ta>}sMiY#spJs+;6|9|f)7-0Y15Lo!vSjinA)PMBUY1hB= z)P((_KRq?*FHc4DdjG>yZ9HB!+y3%YmEU^mzlXs89s>VUL*Q|+_1{jFezU89iIMJ~ zZdILP$E-`~5CiYM!~1Mq@LlUe zmdW_$&ZXpAyS0DdtOu-dBhGr&TssoRu8dJHSzN+LugDS);dqKc%V)?+;qcGSbYrZg zktHqIRO=LWN2F0D8$uFX%10t!p1T}_@w=39TjG^vIRcFrtTYEOD(se&lFb{3Pkl@2p$QQ@z()F7b{&oV2)2Q|Ww?`%JX z>N!~bo>K)T*_k;C zD4p3kutc$zYeV0`rE3EP{O*hTH_z2s=>CO&zv77XHXmZ!GnFxd=q_I}!~o$J(ZvDe zV5!`%${x&jeAHXPmJXZeE+yC~P*(8Csi{Y2M=WE93xn1* zW;>C>b{SgY8n-s{`z-j@ttyvO^GoA*`Z!iQR!TQA(rx86*QAa9NAJ0lnPEp7ejNI3 zjXvZDHPrErI&loAonhWYgd6CuOGDnWkRstC>av^oE6ze%?a;T>1&)1%!+9-&j2W!$ zn8-8T+tuH%?)JrTHm4NScZKFRq;E#WS|M-KYXgx8+vmi0?+)!-*xL#U&}Q&C+Dq>i2B4)(`qyhX8nxn#8>C9( zZWHAz`WVENGs~}nIgQwMZE@;+XNJ+aMwfNii9pv8kv@q~7%K3fI3PmG;UEtXd?c6` z6hsEK|DFs5LS&~(MFuQl8gL9&tp^Ic#X;g{j}gx-D{96!ig>1g#_ms#Z;r2Y;|Y)N zKmn}G7I7EMGiG_n`7FM&5|Xdhl`fb(kK8Uc_5xF-hXXu;Ve{4PqeZeke*oo#AAP?( zr?|p+zys)vQhpMl9-cjHSu@RL>hZv#oWmN18`FYR$U#dCI6OuiID0+*bcETVH)#7- zvFQUVp+Ur&AeU|r{Wa7@klVBZp46jBtVv)C&m03*`!f{ax!N=Z7*DqPaF+mIeVuP3 zfiavhnk*hBL?f%P4J5A?^@QxnaiaWLY}Frwg4Ld>L;||7iN5SX23iiA=)(gO zh6(gw^a1y!hKTy{!J{$i@sYq=^b2l6M%uO$ute|?Xa)<)!u!{NLsPnedudgxxTZj0!~gGB1#71HMbS%`32pqxV~&E;U)FyMPR)35xCn zQt9E=qO)1K(BR(53?r)3LLemBjCp|8>15o8^C;gXugYW>iqwVkTzK_hy``}Vx*!xK zFkK?`Xo10Mc=*n118x|U^K7zq$uf(H)}2)b|x!QCymyE_Dz;2tEnYjC&V z9zw9-?(PKFHz9kUbM86Z|K2^`8{>cXjWb48v*uhqd-htH^;OkZ-Bqtv7SFmj5tm9s z-ZzvAI-01}f~q2_U?#mXE6zV#Y(vYQWN8pK)3Lde&vO@EiEBRfm_8Bw{~!05>h7lk zdfyY!`x*0q-p@~k_tooyq@vi3uxQ9EnfG(~EXScMzb31Z89k6RKO4BUc%ZD{>{>~R zM88Q%b4;>h^%_{o{}T4&hl!HfwHl7`d0Wcdh5d@18LE1>quewL%b84$pd%mF5482UrLsc#j_1UQK zW=RSMi5(BdVzKHN5xMeADg3!NtAOu!RJf^_!A`tqeCPqbpg^cVX4J@M-gs{e+r32a z#)E@eQE``Cc+IiBdFqgY((#}T5YgpuQ5b!%6$A&ge*{bmW4uf2=)nv2!a&Np&5&k% zc{Ski^NfYW1e5+XYHqcFl^o+ev^jP_D`WRd?bI&ZTy+$k@0HpT<)h(0V;G6K+Uzla zvXSutc#vi#;*INHK`x`}tU?6+4lkDLEwjBLyR&(v_5zsnaK94rS~TI#lSuqaFJunMuqW`AaOrA&Lx*#Uf3hijN9ZjBt0` zUfA%jgZo-HoodQUv2Y)=He z|HnP1B-Z~%)Bi`%^yihh@l%iK69Hdl_P-GD{THQguPgD4^r(z6df5Cdc!-1a7`4^s z-sAdxulava`m@q3&hAwYNc|_9|mj12>GWOIx0V}!PZ^GEuMN#p9psTkAu_S&*{Il{{I77|ME)Q_NmA8i9jDK`(I$CfLzDR zK(6BrB`4(1(~w<+L5LW9aK0jVHN|4p(^QfYFJaMQd?D{WZVjUp3u<5%*VdfZoej+` zJ>DIVn@lxc2Gz$ccYWy3p}En&b@dFlw5-UjOLm*%cG0@Bb(?t?xKTst*o;-XV^LFF zct;yp>tNFu0W8YEzFzriq9iuIbv4X;x|{N zzV0*5uy6g20;(j^MS(?Sf!5(=LorG85#cRz3WD}_db2`C8HgB|{2Yc)9ztN;)RIRA zqR$tS_vl;v_jLL|9X262!g4q^UQ0^Ia7F}K=EM)#37kfk20W8O5|3}j2bAMmNzO!tkH6v?G51+V>F5g4k*#T zVO|QQpU^}N4;qBEgCC##TGfc@LFy|1C6W}2q0dVeF~xj{KcP~?6v;I(LstD|2%D+U zWRdqq5ifYvYOZ#nDo6;g7)P(z5EdTg`wA$3UO>SfD6URWj?VMq+n9 zmy-9PO?5gYi*2&Saz4>p{;E12coSkBJ|WJjAo1{xV5y8G8+?(LWgPwpyvy=fCLFz! zE(`3D`foUWOV5TnSD@QdE}fe&;%X3C2{nrBQZUEdWpNRf^ny!S*Xn1Mi5KJvk++KsSkD9BIqb%~LK)|HRjS@%t` zAGWuCm7CSV|2}R{Thy&pJG+XaFq3e8Qze;Cw9M(lo{Q)7cmTO7b>|6<+wRqw7%gGu zmbltgO#ye;Ewa_p%)Tub;XAkII5csYCjlr7ql?a-$GR@ANeh|hJ5%tI2f-;Al3NYG znh*Dy?@osKzUL^fUNRgzT&^U=Hma(Hx=JKnL^%VsBNIjO2o1Y(GC5~fs6D_BDv2Hh>FqMf{=61^X|b1`7NvsC&0eH1 zC)Qg;haqP!mo}>)Vy)VR`omGRRltC8@uJ`x+vbn5`LIU5^=HA>5^hrQYGvKyIcwF2 zucngt!bs~ssX&LCZtD9Gd{5q!vzz2c2wR?3?v!P0H$>z#LWD~vV}(*13kEG4_hXwe zy9VY*Gw$PTZG?)ZF_61=n=MINVGnxOJHyQ*tbK+yL%c@NL#JOG8>Q)}j-t{|%+(jH zjH1tFQ=rll8FY;~G<1rHI^h(gJhOEAM26(EbSd9iX#{l-n&{+-F4NRYM&lB}brp5G zGdeV{*Fpk{8X;K4{^IDY<;Ux+N{&OyUTefzLfm@s)2>)|w+qn@3OU^LGj6g3>nPl> zl{!US0`(uiLRD-zmF(f>LU(wsFb1(*R=-75XZK=f(OGuH4+st@Bfa(_CtyXf{BbZ- zTvugLcd@COvx9)8^8WfD>3lZ1JlMnDAj0#7lWT95r&DRJ@>4?gM1bvoq>yR+Tgd(` zWdDB)*=Mv|ji-d{i7+NB+h6d%|3#DGzwt$X9?52|_Sv*rDKVY}jg$fw=3!-+?>}j> z8BxXRKQx)U>%JJb%I$ngWoM{Lrqe@|&ZJz< zWGc`1bC@)@MsqiDL=knK=bo}+QdwQdbaGCWEH_+{oW16zX$i_#4|-6ke1 zevyu5#W0}kK+?`B8jX1xS8UCm5Lj)lc`!XOBVg%r>R9EGK>fnuJ8)W&%n_DEJ* zWnHREEVTD{Y|^eC6DKy?e?Hh=m!G{q#B8=01eS4j1bhN4$~P^@#Qcb_DSu#SC%t`U^`qGHl|-$a9nGA*E;nY3mO+S^`vhQ`m=2vBcfSc zU!T_-bv)me4~L11V^yI^e0oD2lj@TTJZMVCCT!!h8Z381$Kf=yNjAi>KPOsC#haBr z@9D(yt%ssA*HG1j=ZTbFK#Tcv+rG( z?sG)Sv?$$zzF5KwXm=qi4psd2%FwoD|Mbcne*#`vSbX>$(t}qTy&=$CnhSV)cN4 z@n8BlG%-lZI3$Lc0th6;?cGGw&tXU;?NBHKG3bVgP^1kSNukQYBVR1>7>jv*Q|(85 zE~cGeO+-O}Baed)4MOM z*@mkY7dz1&p>GAp9JR`4h(lkH5sm0VVOJyGuY(L?3O3V274CnY#C({{OyLzfi*Ej& zsyi@?S+8hpmpE5ypbn5SMsoM>@h3PBQl`TR^R$$ecmYy|@syP1{8v(z)>gUZ!G2K{ z4r){x*g;u9vOyWK)#UgT`^(UmHCtL_usXOLi}eQvCtJaLQ)`Af8LA%tHVM=?(638tjPQA^@SKQ-Ky}4hqxid2Gq32+pwHZeVIbwNZXkze=V*gj(a=uvvGVw)z;evD+VHOv% z?OpL+F3Rq!eXX0csr|A!O7@x5>2tlAe$tOx(<`peuk1CR$;^KI80B%jG;}tXC8L!S z15VLEe(-@}1*LybuG0GC#VhvZS(TUap-@^(@8@8)C`SWRDA#?ma zTu8vmAuldr=4C|25&uk6(6yS0&emnsLW}D+6b98&!4)k?y)XCIh8tZsBe--RIzm@E zrhbf_g6nR=v!rR{r2T&32U_|4`<-te`aR9c*JJi}9Euc{q<5IqV0a({Vd>F$Ahg?1 z$-L0Lh>5ZS5n7LfU%|+Ll_kJ>wbKTFphV4R%?RxH3I%5Ug$z<04AV;w2|^4E!^;2) z2~n;;I{^wTCoyJv7W^B<)fQp;_;Pm*w6_ zVNrrT7Z;5m$QbqNpby~pg$fvx_o2Qri_Y)GEU@5Up5lw{&m~toRB`R{#!pF3+~wJh z%I`&@9FUT9{4%>HAC3RrdTn$SPt4BU#MXMq__H5QvHblU!qTUNNpyzrt)a^z3HE`6 zamAI!W%o7b5@nOb@L!c(KiFQUB)XK;&B1;jO+G%xFt6c7jsM`MW-TjWmDa z#-$VQ^gNsh+nLKgR{e#8NI~wai%_k%KRgtMxh-A}V?HI3PsGaES^vUnW<^P>84h5h zywWBeH&jkyjwvvzJ}?6QN}yp7hYc$5I+ z8(LiPX=!f4+UqTGbMBXVeCbKuhAsTBdyF$om%9WPRvdASKBIHpNQgP&=~1rCPk)6>)gzl&B@JmS=oqL2%oclDfR}VYtRCVq_)ANtzKa&z44=hgNewr?hk|J-7x_@ z@U_p?<(H+mD;%oCetJdYfxobRzNn+hDC5sF4U-H)v99`V(drk?(>h$x+L6gitS6hr z7ghk#f%#>aM>kqjtd$rHpQaX(O|@FPHsu*axFWtBN3Old)~BC&2t+wrB(1pM0br&l zh>%}~YoC`Hx6*Ge`!cWV_8;CGDq=~h^0x2>i0axd`r1_K$SvbKiOzx>F`+X^N>Mw! z(e3rq36jhvpZj5VQ)W3oK4dXn>)_*X4s+kWbsz3+lmnBbOM&^$H?o~F=@YzrEYdjr z4>9B*gjO+RQTXE6Tn>pD%+R-sQT6TlY*b5!^!A%wVpc5t_licuZfB#<^Ip9MHzcgE z(skZV=N5HJRbBju?VeY()hepO2=zKgnE6EC1#?MMND5kNyj;upo6DJBVm&b-Zg8y4 zA^fr0DCHMLgR`<1g$IAbjoSDchB~vVslV!50+U8-r`(foc6Kjf8q8?4ZgDL&AG#C zQX18Io_1xoByR-XkKusnWb|fRf-H_hzBflIr1{M$P7~WH&O44%9738rE_h-0ZcQoo zZXD}v#xsX)U~lhsrS&MVw|5lS+q(_y?FG8OJq7mmo~mpY4h|gvr;EmncGU_87bmtE zFRHH)-c?^w*Kaerl#UrK6%MvoYdf zGyf>Qlp~|h9B=a)*@S`UuY$V#DDE7o|AppKC77^z;YXy=^Ta|sj*^e{5Et)d{x8N$r(bsp!o(M(Fr^8knvM)WJKnNf<@h>}**jZWr+pDN8 z6#pTW#>rx0Hg(XOXON>nDh*^N-r>Smp!`1oqB(ia;U_dZ8-9slTxDg^Aa;7JtEBs z{&~N!X^YN99h_#RO3`<-N)FmfyBgIv_xA6xU*5Oz`MB4VS>l6sX38PR$b=**_h!{=ow-72K{uFoYx->*2b^#>B9tw;aTf}o=@g<$OTrNzT)0C?%G^ie5f>L&C;|&Rk4Ya&f71RJ^{s2vcQ$vOmD}Bt)ja1xa`yb`4voL#Rh=gx9YhwrH;nnGd7APl9 z7PHj>bTEi8-RxbZZjTOS$6-_Hx#i;@x6}HPV7AWBKWvM4^YM~q8@(vnaBI>C@pgdT zKW%_P$UTlhs6-9atzxrU2|65E3(Yrdi)Rbpcy1A{^=f-Ka?sFk9{;-W<6wzSDErq~ z5Rfbb^kIV0e<14AXtGuxfCsXjJUh9HI|LW8@iciL|JAT-?-e|d|0?;SsM2da>H#0b z#uMadcO)o*tU4#}g9kUeLIyX7Lk2I5ogXVbo*geU4tQaum6u|rE#(2ZHeLZqujsh= zTY$tIBS6==kioK~lh}8xjvC9DmtQ#^}?t=h8l>P>Yk_Uh|8qa>4@CXo;jp~m8agy~XK=f)A$-WGH z3Lu_XAoABth(5~|wuf9hbpc=rK0TxcqN6O2r<2BW^1GWu|wt_|Zv8js&y;^eHU?^!`Uz zCnu7(>g!8f$zv9F6Z4YSzv4uill9aK8@Vy)th}2?y!(e*$A09 z?85F_>)5wnkpebhq7JmAH>~TDQrEK!Mz56IoH*!8vya3p?#e@TrlbeA&$6m6Ht%dX zo1cA?;h3@1y!r}W9KuZ z5-azq38C@?X(h8Hw$&YEr&BEX=D6kks6(hdU@`OR7C56h7goAGyJ5L2h7eF=aQJ~n!If!hr3v@hH$E_X3T6}&{HMZW`n%T29%f_3}$P@ z;W*L#!Wy07`KpqL>wFX?PcIy5oy%Cm%xQ+VrMfW|^0pq+av&t1~_r5G#vVKdfZ)v{RVGd$`OtKlp=g>|;UO4KX0wIe*Yu z@T;^i?=)H?31;~2P8&{PW4jw%*@$pAmX{~{lN*R`j);0chO0yKn=eA^8&W~`u|?b+ zU&(d`Tj_wBlhFWP49QpAB?H+(!so@uwNTPdH-PLQP)u<}m91~(D+XeKOg>`uMI-5@ za&AI&nm~p;O}B30zCRLg0q6kJ2qfNW0upaE{Z72)3gp8B4pV@x2bw_QEzRGFw}8_e zWgD+3&<#m+rf;eH-I_M&Zq-N1WG(k%b2I#uc$`+CJk9 z*s7sg@wn^bH*zZ2vVGdECaaL%hSMJ}ees(_m_}oNn-IzTVQ24Jtmh7NZQPd1+~48^ z^i_27M@#8*z}vv>=N&p46K=e!*c8sYJw1Th_c-bGGy%gce+nU-E?ju$NiBOv>$g@m}-Cbywfr(ZU;bZ^UoN4Zp;R+^;y1+Aj3y zW3yXs+@|q!t;%mrLt(uwag#a-ERr*G#De0KY@{1ZlHW_;Ja>qcT()6NK9wrz;JWZ$ zy`C7EIylJ9C;+T+Tv^p?xq_)?%}+0W_{OFOPJ#)d>*%Q)Wt7kp4m@Ma4Qew zy1Z|myLP%XiLgozn8=EFQC~aCj3?yDVF|-+m1jg)95&Ut)4U+yfqQ@c!%)K6?W=7_ zD>E5wejm#)hbW|!?K6p1Vy^&`ejXeM6GH25z_;M21;>(t02khYKn{WS3l$85V=jP0 zP)iqr43Z?L1Uv})Ds`4cj%YyYpARBi@jr>IW~hAwi$yz0gzDHB8~)C z-Xb>182hOZU^4U321cDhi4DVu4A0UZsY!XO-*9tbo7#6U6?e&gm9%x2e_WEf7XRcm z>^WdYpky7yFypgPn&mELpM3F8l{hEi?EUtD5ohp-Duc~3jI67G6~Tby!Rryi0p;+W zTKvj9y``%2uu>vWwnZW+QmrJgTuJO`O7%izy;H7|2ve$;olmWILc|3~*3-auK<2L5 zwoyUcjn@~e44C@yu2V1gjR5~*y!Z<@WJ{*U)N70fh>-Q9tshOxIuE{rUy}Evb=#&+ zug@HSIFJxb$zPQ-dQ(4YGOU!tm4%hZl_i|VwUV_qYP9raP`NLEa1s)5G`>o?14%U9 zF~hHbB$`)15>0o1DWL0zJRpf?9+$ZLDUd|-3L&NXD%8R36z4|O9lAvkNTR8jMyBL0 zbO87oZl@|2ZiGM*&w7Wegy>RLwm~kpRa1PxhH#*tOs_@~!d!uu@0d-bdk^snIL#L3 zK{O80hwmbt& zh!vDjZfHHxtDeEUIh`xanbPifl+E07b|4cjrD{QplQYJ7RZ_RgX=j8C))XnhhYpp4 zRgPUBLXl?AcPY1bmM$CuI}VLE7zC*UzY2|S&}ck=WC3@ybGw#Rb+Y$lC(z>5?v za7;vOXpNMzZuMfEyP1LQOi`*$)=hd*38ZBDa25$Mb;#1dw~L|ve7U_rIZ}eu_4L%` zL8IA8&f$dnN$0McEPL1PKG*xKcb`W*L;orXVa@n731O*QzXy;Ibq_|wKa&t&vHmg% zAsE{9pOO$54h+3s z!iKf+_aJH`VyU*d)di%zm8C%H%U%=DTUYM}LiZEy@)R7$r|{v4}tI< z?VO5xAVTM}$Jn+KTYsFv^TPFmIZ%DQ$;OiH^N~x}=X%(s($Wi~g9Zfq9V&AyANJ;| zxIKeb8%&()Lzli^B`XAM+@44QnHSE8ZyHpQ3gbF-%^M-iJ`tX6#ED#;)CcpPg1%5} zrIjV0{W_6MC{^9T2H+t9*?1+UNHADctLxofo(<}|ZPaZvy|FsN0bAjTC6rs9+zIKlgV){Dm#mGlvp8cY+rswo?pLC`j@(xmii*Wm`Mi`c6Zl^j2Li z%_91HF6s;(IKB-6Kv3GXcJWLLC))t5!gt9|zdRnG5Y(d1aQY{fFS40JDj#*=MvaNe zdnw44vAx1$@q~T{_#2dQryHA1`nOO=DxOkq<0?FMy&Uk3jAV}lMD9Zp?yEOIUe9IV zwb^ClR@M0EPMA3#;kdSj3@T3mYy-eL0O@{*8y+%)0(I=SfUf&M4$<{4qk=zpiAv10 za!VR6AFU98s07mejxIB<0nA1dW?B#(*Ne1;p42io%O9m{^Y&wi-Y2++wwTqwr5H1X1t!yy9v774!%2%s?f!Y}xVTUyK>EToy* zXq!4}aZaW!f!s=zyhRTRlwcpR^%0OEFgj18&$f}c7z#`9ksjCX*8u^kwvWbo)u?d_H2;2j|7!`GcDw71j6;?7rFE5M zo8?>BXL!YLv+X5-5C(CMG!Bng3!fJ=V2}V90WFhdg{nR5r86`JYxZL-aj9jmh&Hk6 zqlXVtbmwX-?22(mb|>>;a2@1;F@=6&vhubE}nsTwjhDd?!OXsd&yO`u8+u0%s(1$fG$6GO%mD+kPW zBk3?}4qG(sGvXcc*cqg&Xx|5j2psO?Pbn{hE;PY1T zGKyEtNZ-XSS88OOM{$)d+D)P8g&T-dpN<**Xxa_RsLZ@W*ijr!^VX7W*^LgqV%!9b zh&c6afTa|?^*hYx#^Q3o98#Ax^8S#UIiO&h&-ht=yK1vgE^RnOK5aNlKJ94O_Az2n z1o#=d;CWnn8h|Gu{TSE~Islvtk325^JfLfXeA-fyd|FQPZ=Yj86>vp>=!HiyfDu4o zL%wh@s*o$|T-6=38SpWhBbu~tXE|<_ItFX0k6j3gYyx?|uwipmwDA67tEFElRj*IF(d zyqx{ea#Wgpr-#7F|1KV#AGApvjxL4Mr@qO!3m6YT^uh$p-=&PE3YTR}Z#s9e4#qKA zJUPlp5N{p<-vu<9)H~D?se+Q`Y8p5K>VdE$tSVt{+)H0jotLJuZUfi{^%0+F+kW)q zn0EykucMouOEauLSP$n9^rU-+VMziqqF^7e24cPT3qVOH=IEs{pS3&!Fd5CIM z1Hld;jB)cj(3z2k`Mb(b_3tV_H(Y1FYj!(pjKW&gPKoXp-^LiQnN<3;%Xk4NgQlBK z0@2RQBcD3-ivj&2)3G-XqeYurd$=Yku4&(I0%9NoSOuX~xBsD>t=W3C89%hcKxH{W zbOV&)#|CvS@AS4J;uosQNmk|E)gZ(N?yFVL&O7YU$fu z-R$=+I_js#CZ?8nIZrjJ9kS~BSuS%ey5CCASB)*HH&E@|lkUtXI%cLv)VbTV7_Oun z2CUFiY~34^wt1R#`)s%iqH@u4bwTCa+20P?@A=4_%ZU+EOmpmnD-WXlpiAt$DX?9r za_~eY*Cb|?Q5}_J))YD^4xh&+wOR-m#%JAYhF7Eld7edgOtwV-Y|y@&oG7uHX0^E% zO-Y+emCp0=K_m7#RUNfF2yvnF*bSHZ(W1Hwvj>z#@XamPb$GATuvAs3-eR_(UKV9b zqi9f%q^@?)h-KHkbH|6si}>O`^5=@S0VY9G&b@Iysz`N@i5NnJd-~zz8zgit?Y1)F z39yb#|1iqMa%BDI=y=~mCf@U+Yht`_`EV=P5QC~J&iwh4F^K~vxIA5oQ7b&Au2&r1 zp!ch8O6wo>pt2>lBj-62*koHy@S52;Hk=+BYpEKFQH4Yhg3RW7A$Fb7i8tOJpXvQy zCpwrG305-Wx-eat7C$$_>-oymkRvM}H)`fRi-L!5x`|*nAb4B0$W{fctLlMjR9z31 z^;9V%fKq2bdKZ3o%t<1Jo*^Z{Rfv6u&3L*TzoBaz$n3FYUL&|URZJOdNYY(J#;RCvH26sWr)`z>8I#o}OOdq0xD0 zEFT(^hsNNcF@I>(>6w5RJ-yuH0V4~`!(Y3H=64@TIt3GZbA$gdqRhj`A`cDkLnHOj zC_FUM4~^tQ^XITM|9J3to$bS!$4Th@?cL+VjQ+9fHU51KQDj$i5@S1?D}}S$M5;~>HU51|F3}_f9A(4|31*)XY}~BABTMW z8g`U)@(#MD272}slyv;I20Hft^pHsW?aMxXzsGTvAI|+b?+*_LkE1?L>T%wGe#ZCk z+2bXT6L`GiJHi0V~Tt zdc_LP)&@j$(z>Sd_7-q-QbcSFaCAZ@ws!VJtPH^0KkADxurvR$Hu&LFb9-R&bVBC9 zFC<`~XQglOFuI*R@Ly^H=QN$7I%WB?9?gA1=@8USq_+=`^6ao#;F$ca6lXLH87dlh z_-C_TpM;i{_oQUeBn@+xM7FiTV_hBcf&?rW2C!uQsD{rX{h#Lttq6eltD*$nieYDU zn(|_QK17Aagb4a9}{lZkR?pa~_M{61! zP>gjSF|Iu^MGhFaYJ!b`8Hq0g)y~(pTM!AL1!tVJPsC$Ww&zhM)|j!G{DH83N}09kMacza_b zYp>SlH{M1F)vc*MyV#6i42W?^lcYk{Kd{uni6FUQHB_;EW!2jeo!Yakvx02U-+~Tp zoFEk~kGfH*!tj*S)ZCK2$J*m*Ryt)jzwzn!pi_X{o7^gF zuL$#lOuK;^TBwm=_h{~NAaCY*jR9zA7pjaUK_?|xv6*0ZuBUQtPVd=Ul{?Oh5A5#B zKh}{gpm;-$b8xox3lelS0#O)8w@<$acObvss6{>PwYBBG9*3*{q9dT9VnXcHK_#v5a-Z|_F;PDZRf zol}vIF1zTlYZkm&SQG*2c4F4I@Id_Ui1j*`=XG`#?vDefTzCaVp+Wu1kG#HC`Os>)J^2!L#jqrce}Sknp7@ zR|DmIs3q&DZE094yv{<6bb5y*#p5fy{#?LnQ%7Y3(Dg>XxBKy-QVqN=xE>A}3Q*y@}HPq`Wo*cy8YZ z33j=aj)adzBIxXnE4e%L5a^G$!H)`zMbagV%MxReW@8hxg%Au{jnK$QdQAZeD5>pW65;T7&?=s zq?ok_84K-9Z;$t8BXLMp5L{KUa^Pr$r^flL%l8~pL>O5i1}8oLHg+_hbdx7>Bh z_ZU`n;jK)0M~fg6z*pI5^baYX?C2ireZ@9E=uZQC`K&RXQ)&sx^Vwm9XS}=Cr_phsuCo_{h{1IE|Gb z9J0)pMjUpF$A^`x;|WukwEGb7qP;)ha>`B(cprRts0lxDG1q;dqc>fOjHTymOH8uP z>no3VGe)HjnWu5BZ9@352RoyC3HO*t{|kMFabv-qyFiI=xVzs3d7XcA_H*Z`CCPjx z!Z%U~lFp6(&Gu|k-e#NPzp#t~Ot<-eVZT})E95e`DbXxaiA3@;f_z@rVc2%>i!H_$ zYwDD7-a^Nri$9(;(Vs#+T%G>=~L*2@auJ4 zxrQ)?z}nA^c-#9}a4`OY^wd{=8gQ_|k60s8*i2YZ#9l_k!5>jtD=9YM7FqpDv(@hIahN+M z)L!1v9Fn2XD9FA;3sMw36({{##2h5Bqg#d+!~(^PhErMP3>HXvZuJrjg+?$4JutQ= zehe*8u>u%sg&C6f@kR z$rOX<`{o-j&lxakA*#3FnGPySUf(be!6T?z`IVIfx(w24h-=mAUBNl`zip<~g$p~G zy`)`s=~!1fM0`oRVB6teSk`aORtZ;Raz7X@Nk5gwrbLpxPzKr6vwX(kah?Por+ULh z^sCLL7#fvY^Y%R?+rrLtc`GJv<7OXI?u2WsYU8L8X6Z3YwUakiewUdm@9fu!Y9)N^ z;Cj(^D17M#1hiDgpzVGWF&UKon2YqO8n_UvcW;@~k4aKaw@%q5)jzGr{7nCz5P`Ki z3WEhFE1Xj^&gG!M>o#)1`=Rne)7IJa$TaEQnjecRT%3ngVO?WmNh7Y8v#g}q!y3cMrx(iCTy%X;X6^!_} zj?YSv^mHF_5K29_1fKtlgWw+%pMv`s*M6+pvu$$1P%oOm4V&z((;ly+&M zThh+o(1iL&TqenVubFQ#^84)b8A}mdQC68u*+J*McD3JopD_$YAMEe@)QJWd{> zJcr0#Eb>;rUR9s6aBHesb;#OjT6L7$$y)J4*A>+gBR7J>SF~v`%YIa3BvXF(zA=%C zxS$uUB9SJeU<>VQBCQVar-oglojFhZ=eoVXTQu+ANTF%PuNm{DmY7a#eC88Y&Nfg&{O2jls$jxHH!;o5;5fQ6 zZOgR#RIXh&es*HrrqDY=Nniftr+oN-T$20S_E(lOFodHMwbVCoB2uF#Vq;{|fTNQ) zaWQy!3rD9!qy{2lBmw~^<*cmifs+qAgXA8rFth@W9!P&0g$cyO$VK#DcLDD6r_;f}^hXkb|Jvywn{c+r8pD7&tfy37yhAojTC5--E846*q(h9 zp@${*(1sqKf_3O*Zy42y@niHi1fl7QAV&1-qw~16!bS9JGk$t@H2I96Plqwy_i&Pw zAZZ{st&UT%U2kL(flP-}@w=Y<6dtcolrAhf-tUl8qePbIhL#rVPEV<|| zL%2YQ9?Mp}-Zy2#Y8+|ZP8(!X#@J5K+tg6ftCuc6$nXX-o@e?*i=cG|A&tO?zJBqI zG>TN}$6-8qbP#D+c3`x%;){HJhFUw8Eld-nbZV=MWHA$@)#vw7-T1pMv2+D zNSkH`EBtaP@08{XoVR+F|H4Q#)3M|=;&Rai$_vXuaTjv}6SR#IgXv^(7ZFAi;^J({ z!r_>FG!}VhWsvgfpEvwarSSo?p}i4IQl<3XZO74ZIED$a>l!H< zhbe5gt(lRrDakSBgXg0wjb;v(lyZJaJ5anc?e|{imEaE%3tRH(;bk{hktA5(k>Tz7 zVg1l=*|fr>Yf_)S%3g<&QKP-&R|aPZ?+nQ%%hbARB3iNdbZPXd8dsk&vEsQz%JW8Y zI*j!CqR<|>Mk&mTPE!Dt;5}Ri6 zs-MKn-np!ZV&?lu9iA#?xCNHVTh3Eu*;ot%mB1Q#eY;9>Wr^4>eU*1L!umTll4Txy zZkp0Cv3`24f;H!+v7e2wP-&96A~iOc+FUBX8tNH}TY*P@(3wy8rqz)q`vx^S3A}g}Sh5Ks4eK8!o4houWXbjxjVS#4o)ZT)?VS1lbD|NVL@PvC5=h8NU)LEA)8-Y7rt#;pIm2B(v&&g4NF7~?&k{6IPC3t4ymw&PzFngC~N|+VU&vQ@kPL~ z=X1Cy-X)#AWbtDWE=nT5Y!QiJ{7oe{>=c2)Yd%#wlaLI{#H|UBm>At+O*Pdvpp-KAz9&*m>ikm7F@FH zhdRd+a^~#V(MXq{Jh-ASOuBJex=i{mt77l*i!P9q>tSbqaVh&LMIMzc&=-O%`Xel1 z%se3Xo51%ApPgGh+hKzmw-YjN1vc@q=e`{DmUNm+=%3T>lRa!z)20gU0AU$H9`be|$$b7PxU_m{Yp^1fL5g8vd1ka-qYswR_=2=?({t)Zr6F;_GGZhEw<+qb2L`FaEs#w5$=b)5HTmZHNowm z$E~x+7nK(#=C8*z!QG9=1=-^k+lvr$`f*J}l2QC2A0zJ4Jnn+LKEgMmx0rAp_qgTs zxIOn45xz9N1i~G>$IlUuUj$wfNhT8sze&6lvXG>b$%MNCFP-RJas%%1gUHJ!Q^-^@ zjZ7ywWCr1m+nYuDNiNAF+-!RVV$NLG8!VK75l?DVBms2~Yg8-&_orx7A^~SQG%A&V z%in5LCO$VuqjK@ZyslA&_%dJAs8W2@i#4heU)Kzcs>QczK%*M*ZS!kXE52*h8r4Z) zMTtiB68Oj&jT$8I^IvJyC_&|OHENQey>DvNEJ6Q!R-+aPE*<{eRteq_p;4OzUoF(A zT|)X#Y1APhuMA&#w)jIrHJT&-xGfrWia+&Bjk?4?eYjt@_{*QxXs-BMZfMja{wI7I z%@hC4B^u2aw`Q3}3&d^3i@=?YRnJ|Ct)%?ps(v+%w0(d!K;|JmaIu;7XmAkbc=2pt] (intro.east) -- (platform.west); + \draw[flow,shorten <=2pt,shorten >=2pt] (platform.east) -- (signal.west); + \draw[flow,shorten <=2pt,shorten >=2pt] (signal.east) -- (drrl.west); + \draw[flow,shorten <=2pt,shorten >=2pt] (drrl.east) -- (results.west); + \draw[flow,shorten <=2pt,shorten >=2pt] (results.east) -- (close.west); + \end{tikzpicture} + + \vspace{0.75em} + \begin{block}{Main research question} + How can dynamic pricing preserve margin integrity when transactions are increasingly mediated by non-human agents? + \end{block} + \stagebar{1} +\end{frame} + +\begin{frame}{Agentic recon creates direct financial pressure on pricing power} + \centering + \begin{tikzpicture}[ + font=\small\sffamily, + flow/.style={draw=PhantomInk,rounded corners=6pt,minimum width=5.3cm,minimum height=1.25cm,align=center}, + note/.style={draw=PhantomInk!55,rounded corners=4pt,minimum width=11.2cm,minimum height=0.95cm,align=center,fill=white,font=\scriptsize} + ] + \node[flow,fill=PhantomCyan!18] (recon) at (-3.1,1.1) + {\textbf{Recon session}\\samples multiple quotes}; + \node[flow,fill=PhantomIndigo!16] (buy) at (3.1,1.1) + {\textbf{Clean execution session}\\buys using the best found quote}; + \draw[-{Stealth[length=3mm]},ultra thick,PhantomSlate] (recon.east) -- (buy.west); + \node[font=\scriptsize\bfseries,text=PhantomSlate] at (0,1.98) + {query and purchase are decoupled}; + \draw[densely dashed,thick,PhantomCyan!90!black] + (recon.south east) .. controls +(1.15,-0.95) and +(-1.15,-0.95) .. (buy.south west); + \node[note] at (0,-0.65) + {The platform sees behavior proxy $\hat q$, while true demand response $d(p\mid\theta)$ stays latent.}; + \end{tikzpicture} + + \vspace{0.25em} + \begin{tikzpicture}[font=\scriptsize\sffamily, + card/.style={draw=PhantomInk,rounded corners=4pt,minimum width=3.85cm,text width=3.55cm,minimum height=1.4cm,align=center}] + \node[card,fill=PhantomInk,text=white] at (-4.05,0) + {\large$\mathrm{COI}(\pi)=\mathbb{E}[P]-\underline p$\\[-0.05em]\footnotesize pricing power KPI}; + \node[card,fill=PhantomCyan!16,text=PhantomSlate] at (0,0) + {\Large\bfseries$-9{,}014$\\[-0.05em]\footnotesize revenue units\\per +0.1 contamination}; + \node[card,fill=PhantomIndigo!12,text=PhantomSlate] at (4.05,0) + {\large$\lim_{N\to\infty}\mathrm{COI}=0$\\[-0.05em]\footnotesize theorem-level pressure}; + \end{tikzpicture} + + \vspace{0.15em} + {\footnotesize\textbf{Implication:} if quote discovery and purchase split, standard session-based pricing overestimates willingness to pay.} + \stagebar{1} +\end{frame} + +\begin{frame}{The thesis answers one chain: mechanism \(\to\) signal \(\to\) control} + \begin{enumerate}[<+->]\setlength{\itemsep}{0.45em} + \item \textbf{Mechanism (SQ2):} independent reconnaissance pushes realizable price toward the order-statistics floor. + \item \textbf{Signal (SQ1):} human and agent sessions are behaviorally separable from trajectories alone. + \item \textbf{Control (SQ3):} the session score feeds a robust pricing learner under contamination uncertainty. + \end{enumerate} + + \vspace{0.35em} + \stagebar{1} +\end{frame} + +\section{Platform Development} + +\begin{frame}{Stage 1: We built a dual-loop platform to observe behavior and price exposure together} + \centering + \begin{tikzpicture}[ + font=\scriptsize\sffamily, + box/.style={draw=PhantomInk,rounded corners=3pt,minimum width=2.5cm,minimum height=0.9cm,align=center}, + arr/.style={-{Stealth[length=2.2mm]},thick,PhantomSlate} + ] + \node[box,fill=PhantomCyan!14] (actors) at (0,1.45) {Humans + Agents}; + \node[box,fill=white] (web) at (2.9,1.45) {Next.js\\storefront}; + \node[box,fill=white] (provider) at (5.8,1.45) {Pricing\\provider}; + \node[box,fill=white] (redis) at (8.7,1.45) {Redis\\serve layer}; + \node[box,fill=PhantomIndigo!10,minimum width=3.1cm] (kafka) at (4.35,-0.15) {Kafka topics\\behavior + price logs}; + \node[box,fill=PhantomCyan!10,minimum width=2.8cm] (airflow) at (8.0,-0.15) {Airflow + worker\\batch updates}; + + \draw[arr] (actors) -- (web); + \draw[arr] (web) -- (provider); + \draw[arr] (provider) -- (redis); + \draw[arr] (web.south) -- (kafka.north west); + \draw[arr] (provider.south) -- (kafka.north east); + \draw[arr] (kafka) -- (airflow); + \draw[arr] (airflow.north) -| (redis.south); + \draw[arr] (redis.west) to[bend left=35] (provider.east); + + \node[font=\tiny\itshape,text=PhantomSlate] at (2.2,-1.0) {Kappa: streaming telemetry}; + \node[font=\tiny\itshape,text=PhantomSlate] at (8.1,-1.0) {Lambda: offline learning + refresh}; + \end{tikzpicture} + + \vspace{0.35em} + \begin{itemize}[<+->] + \item Every quote has a matching behavioral context in the log stream. + \item The same architecture supports reproducible stress tests before any live deployment. + \end{itemize} + \stagebar{2} +\end{frame} + +\begin{frame}{Dataset card: compact, labeled, and experiment-ready} + \begin{columns}[T,onlytextwidth] + \column{0.60\textwidth} + \centering + \begin{tikzpicture}[ + font=\scriptsize\sffamily, + chip/.style={draw=PhantomInk!40,rounded corners=2pt,inner sep=2.7pt}, + body/.style={anchor=west,text width=6.0cm,align=left,font=\scriptsize} + ] + \node[draw=PhantomInk,rounded corners=5pt,fill=white,minimum width=6.85cm,minimum height=4.45cm] at (0,0) {}; + \node[anchor=west,font=\footnotesize\bfseries,text=PhantomInk] at (-3.2,1.72) {WhoClickedIt dataset card}; + \node[anchor=west,draw=PhantomInk!35,rounded corners=2pt,fill=PhantomCyan!10,inner xsep=4pt,inner ysep=3pt,font=\scriptsize\ttfamily,text=PhantomSlate] at (-3.2,1.22) + {huggingface.co/datasets/velocitatem/whoclickedit}; + + \node[anchor=west,chip,fill=PhantomCyan!12] at (-3.2,0.65) {\textbf{Rows} 3874}; + \node[anchor=west,chip,fill=PhantomCyan!12] at (-1.70,0.65) {\textbf{Cols} 42}; + \node[anchor=west,chip,fill=PhantomCyan!12] at (-0.25,0.65) {\textbf{Sessions} 36}; + \node[anchor=west,chip,fill=PhantomIndigo!12] (humanrows) at (-3.2,0.03) {\textbf{Human rows} 798}; + \node[anchor=west,chip,fill=PhantomIndigo!12] at ([xshift=0.16cm]humanrows.east) {\textbf{Agent rows} 3076}; + + \node[body,text=PhantomSlate] at (-3.2,-0.68) + {Flat schema and explicit actor labels simplify session-aware train/test splits.}; + \node[body,font=\tiny\itshape,text=PhantomSlate!85] at (-3.2,-1.36) + {Kafka provenance is retained for reproducibility and downstream analysis.}; + \end{tikzpicture} + + \column{0.38\textwidth} + \centering + \begin{tikzpicture}[font=\scriptsize\sffamily, + stat/.style={draw=PhantomInk,rounded corners=5pt,minimum width=4.95cm,minimum height=1.33cm,align=center}] + \node[stat,fill=PhantomInk,text=white] at (0,1.95) + {\Large\bfseries 13 H / 16 A\\[-0.1em]\footnotesize labeled trajectories in thesis cohort}; + \node[stat,fill=PhantomCyan!14,text=PhantomSlate] at (0,0.25) + {\Large\bfseries 45\% / 55\%\\[-0.1em]\footnotesize human/agent trajectory split}; + \node[stat,fill=PhantomIndigo!12,text=PhantomSlate] at (0,-1.45) + {\Large\bfseries 2 streams\\[-0.1em]\footnotesize interaction + price-log records}; + \end{tikzpicture} + \end{columns} + + \vspace{0.1em} + {\footnotesize\textbf{Use in practice:} this card gives immediate cohort context before any modeling step.} + \stagebar{2} +\end{frame} + +\begin{frame}{Experimental design controls goals, not navigation paths} + \begin{columns}[T,onlytextwidth] + \column{0.58\textwidth} + \centering + \begin{tikzpicture}[ + font=\scriptsize\sffamily, + box/.style={draw=PhantomInk,rounded corners=3pt,minimum width=3.65cm,minimum height=0.95cm,align=center}, + arr/.style={-{Stealth[length=2.2mm]},thick,PhantomSlate} + ] + \node[box,fill=PhantomCyan!14] (tasks) at (0,1.8) {JTBD task pool\\hotel + airline modes}; + \node[box,fill=white] (assign) at (0,0.55) {Random assignment\\mode + task + actor id}; + \node[box,fill=PhantomIndigo!12] (run) at (0,-0.7) {Execution\\human or browser-use agent}; + \node[box,fill=white] (logs) at (0,-1.95) {Session logs\\$e=(a,i,t,\mu,\delta)$ + quotes}; + \draw[arr] (tasks) -- (assign); + \draw[arr] (assign) -- (run); + \draw[arr] (run) -- (logs); + \end{tikzpicture} + + \column{0.40\textwidth} + \begin{itemize}[<+->]\setlength{\itemsep}{0.55em} + \item Agents run with \textbf{browser-use} and a model-swappable LLM router (default \texttt{gpt-5-mini}). + \item Tasks are defined by outcomes, not scripted clicks, to preserve behavioral variety. + \item Current release is stronger on hotel flows than airline flows. + \end{itemize} + \end{columns} + \stagebar{2} +\end{frame} + +\section{Distinguishability Construction} + +\begin{frame}{Stage 2: A behavior kernel is a compact signature of navigation dynamics} + \begin{columns}[T,onlytextwidth] + \column{0.48\textwidth} + \begin{block}{Definition} + \[ + \hat P(s'\mid s)=\frac{N(s,s')}{\sum_k N(s,k)} + \] + \end{block} + \begin{itemize}[<+->] + \item Build one kernel per session, then prototypes for human and agent cohorts. + \item Compare each incoming session to both prototypes with KL divergence. + \end{itemize} + + \column{0.50\textwidth} + \centering + \begin{tikzpicture}[font=\scriptsize\sffamily] + \node[draw=PhantomInk,rounded corners=3pt,fill=PhantomCyan!12,minimum width=3.9cm,minimum height=0.85cm] (a) at (0,1.4) {page\_view}; + \node[draw=PhantomInk,rounded corners=3pt,fill=white,minimum width=3.9cm,minimum height=0.85cm] (b) at (0,0.25) {view\_item\_page}; + \node[draw=PhantomInk,rounded corners=3pt,fill=PhantomIndigo!12,minimum width=3.9cm,minimum height=0.85cm] (c) at (0,-0.9) {add\_item\_to\_cart}; + \draw[-{Stealth[length=2.2mm]},thick,PhantomSlate] (a) -- node[right,font=\tiny]{0.64} (b); + \draw[-{Stealth[length=2.2mm]},thick,PhantomSlate] (b) -- node[right,font=\tiny]{0.31} (c); + \draw[-{Stealth[length=2.2mm]},thick,PhantomSlate!70] (b.east) .. controls +(1.1,0.5) and +(1.1,-0.5) .. node[right,font=\tiny]{0.52} (b.east); + \node[font=\tiny\itshape,text=PhantomSlate] at (0,-1.7) {Kernel rows encode ``what usually comes next.''}; + \end{tikzpicture} + \end{columns} + \stagebar{3} +\end{frame} + +\begin{frame}{Human and agent kernels are separable in the controlled cohort} + \begin{columns}[T,onlytextwidth] + \column{0.48\textwidth} + \centering + \textbf{Human transition structure}\par\vspace{0.2em} + \includegraphics[width=\linewidth,height=0.46\textheight,keepaspectratio]{mdp_human.pdf} + \column{0.48\textwidth} + \centering + \textbf{Agent transition structure}\par\vspace{0.2em} + \includegraphics[width=\linewidth,height=0.46\textheight,keepaspectratio]{mdp_agent.pdf} + \end{columns} + + \vspace{0.15em} + \begin{columns}[T,onlytextwidth] + \column{0.32\textwidth}\centering\metriccard{-3.35}{mean gap (human)} + \column{0.32\textwidth}\centering\metriccard{+1.65}{mean gap (agent)} + \column{0.32\textwidth}\centering\metriccard{$p<0.001$}{Mann-Whitney rank test} + \end{columns} + \stagebar{3} +\end{frame} + +\begin{frame}{Two divergence scores become one continuous control signal} + \centering + \[ + f(\tau') = P(A\mid\tau') = \sigma\!\left(\frac{\Delta_H-\Delta_A}{T}\right) + \] + + \vspace{0.4em} + \begin{tikzpicture}[font=\scriptsize\sffamily] + \draw[very thick,PhantomSlate] (-4,0) -- (4,0); + \draw[thick,PhantomSlate] (0,-0.16) -- (0,0.16); + \node[anchor=north] at (-4,0) {human-like}; + \node[anchor=north] at (4,0) {agent-like}; + \node[anchor=north] at (0,0) {$\Delta_H-\Delta_A=0$}; + \fill[PhantomCyan!75!black] (-2.2,0) circle (2.2pt); + \fill[PhantomIndigo!75!black] (2.2,0) circle (2.2pt); + \node[anchor=south,text=PhantomCyan!75!black] at (-2.2,0) {low $f(\tau')$}; + \node[anchor=south,text=PhantomIndigo!75!black] at (2.2,0) {high $f(\tau')$}; + \end{tikzpicture} + + \vspace{0.25em} + \begin{itemize}[<+->] + \item Continuous scoring is used to steer contamination-aware pricing. + \item The design target is guidance, not a hard user-level ban decision. + \end{itemize} + \stagebar{3} +\end{frame} + +\section{Distributionally Robust RL} + +\begin{frame}{Stage 3: DR-RL trains against plausible contamination shifts, not one fixed world} + \small + \begin{columns}[T,onlytextwidth] + \column{0.48\textwidth} + \begin{block}{Ideal robust object} + \[ + \mathcal U_\epsilon(\hat P_N)=\{Q: W_p(Q,\hat P_N)\le\epsilon\} + \] + \centering + robust against distribution shift around the empirical demand law + \end{block} + + \column{0.50\textwidth} + \begin{block}{Engine approximation used in experiments} + \[ + \mathcal A_{\epsilon_\alpha}(\alpha_0)=\{\alpha:|\alpha-\alpha_0|\le\epsilon_\alpha\} + \] + \centering + small grid over $\alpha$ \;\textrightarrow\; inner worst-case candidate + \end{block} + \end{columns} + \vspace{0.2em} + \begin{alertblock}{Practical boundary} + In code we solve a local robust loop around $\alpha_0$, not the full continuous Wasserstein adversary. + \end{alertblock} + \stagebar{4} +\end{frame} + +\begin{frame}{Reward composition penalizes leakage while guarding user experience} + \[ + r_t = + {\color{PhantomInk}\underline{R(p_t,\hat Q_t)}} + - {\color{PhantomCyan!95!black}\underline{\lambda\,f(\tau'_t)\,c_{\text{info}}}} + - {\color{PhantomIndigo!95!black}\underline{\eta_{\text{ux}}\,UX(\tau'_t,p_t)}} + \] + + \vspace{0.45em} + \begin{columns}[T,onlytextwidth] + \column{0.32\textwidth} + \centering + \begin{tikzpicture}[font=\scriptsize\sffamily] + \node[ + draw=PhantomInk, + rounded corners=4pt, + fill=PhantomInk!12, + minimum width=0.98\linewidth, + text width=0.88\linewidth, + minimum height=1.28cm, + align=center, + text=PhantomInk + ] {\textbf{Revenue term}\\[-0.08em]keeps market objective explicit}; + \end{tikzpicture} + \column{0.32\textwidth} + \centering + \begin{tikzpicture}[font=\scriptsize\sffamily] + \node[ + draw=PhantomInk, + rounded corners=4pt, + fill=PhantomCyan!16, + minimum width=0.98\linewidth, + text width=0.88\linewidth, + minimum height=1.28cm, + align=center, + text=PhantomCyan!95!black + ] {\textbf{Leakage term}\\[-0.08em]scales with agent-likelihood score}; + \end{tikzpicture} + \column{0.32\textwidth} + \centering + \begin{tikzpicture}[font=\scriptsize\sffamily] + \node[ + draw=PhantomInk, + rounded corners=4pt, + fill=PhantomIndigo!16, + minimum width=0.98\linewidth, + text width=0.88\linewidth, + minimum height=1.28cm, + align=center, + text=PhantomIndigo!95!black + ] {\textbf{UX term}\\[-0.08em]discourages unstable pricing behavior}; + \end{tikzpicture} + \end{columns} + + \vspace{0.25em} + \begin{itemize}[<+->] + \item Baseline experiments use a query-tax leakage surrogate for tractability. + \item Supra-competitive anchor penalties are tracked as an additional safety rail. + \end{itemize} + \stagebar{4} +\end{frame} + +\begin{frame}{Computationally, wide sweeps are feasible only with aggressive optimization} + \begin{columns}[T,onlytextwidth] + \column{0.47\textwidth} + \centering + {\Large\(4\times4\times3\times2\times2=\mathbf{192}\)}\\[0.25em] + {\scriptsize algorithms $\times$ contamination $\times$ robustness $\times$ COI penalty $\times$ action grid} + + \vspace{0.5em} + \metriccard{160 PFLOPS}{peak aggregate TPU budget}\\[0.45em] + \metriccard{\textasciitilde180 days}{net compute logged in full study} + + \column{0.51\textwidth} + \begin{block}{Hot-path rewrite impact} + \centering + \begin{tabular}{@{}lcc@{}} + \toprule + Mode & Before & After \\ + \midrule + Baseline step/s & 26.0 & 220.0 \\ + Robust step/s & 7.2 & 136.0 \\ + \bottomrule + \end{tabular} + \end{block} + \vspace{0.1em} + {\footnotesize + \begin{itemize}[<+->] + \item pandas lookup bottlenecks replaced with array/JAX-style loops. + \item Throughput gains (8.5$\times$, 19$\times$) made broad sweeps practical. + \end{itemize}} + \end{columns} + \stagebar{4} +\end{frame} + +\section{Results} + +\begin{frame}{Results: contamination hurts revenue; defended policies recover COI} + \begin{columns}[T,onlytextwidth] + \column{0.62\textwidth} + \centering + \includegraphics[width=\linewidth,height=0.60\textheight,keepaspectratio]{final_focus_coi_by_alpha.pdf} + + \column{0.30\textwidth} + \metriccard{-90{,}140}{baseline contamination slope}\\[0.3em] + \metriccard{\textasciitilde3\%}{short-run revenue cost of defense}\\[0.3em] + \metriccard{Regime-dependent}{COI gains strongest at harder settings} + \end{columns} + \stagebar{5} +\end{frame} + +\section{Conclusions} + +\begin{frame}{Yes, with boundaries: we can defend margin integrity under agentic orchestration} + \begin{columns}[T,onlytextwidth] + \column{0.32\textwidth} + \begin{block}{SQ1\;Distinguishability} + \centering + kernels are separable\\$p<0.001$ + \end{block} + \column{0.32\textwidth} + \begin{block}{SQ2\;Theoretical impact} + \centering + COI erosion mechanism\\proved in baseline limit + \end{block} + \column{0.32\textwidth} + \begin{block}{SQ3\;Mitigation} + \centering + robust control shifts\\COI/revenue/UX trade-off + \end{block} + \end{columns} + + \vspace{0.35em} + \begin{alertblock}{Boundary conditions} + Evidence is from a controlled platform and a small labeled cohort; this is mechanism validation, not full production external validity. + \end{alertblock} + \stagebar{6} +\end{frame} + +\begin{frame}{What this implies for real pricing systems} + \begin{itemize}[<+->]\setlength{\itemsep}{0.7em} + \item \textbf{Financially:} untreated reconnaissance behaves like an information leak and can compress sustainable margins. + \item \textbf{Operationally:} behavior-only session scoring can be wired into pricing without relying on device fingerprinting. + \item \textbf{Strategically:} robust pricing should be calibrated by regime; there is no single penalty that wins everywhere. + \item \textbf{Before deployment:} larger human baselines, governance review, and legal safeguards are mandatory. + \end{itemize} + \stagebar{6} +\end{frame} + +\begin{frame}[plain] + \centering + \vfill + {\LARGE\bfseries Thank you} + \vspace{0.8em} + + {\large Questions and discussion} + + \vfill + {\footnotesize\color{PhantomSlate!80}Appendix follows: COI theorem derivation, reward composition, and sample-size notes.} + \vfill +\end{frame} + +\appendix +\input{defense_appendix} + +\end{document} diff --git a/paper/defense/defense_appendix.tex b/paper/defense/defense_appendix.tex new file mode 100644 index 0000000..abc8ded --- /dev/null +++ b/paper/defense/defense_appendix.tex @@ -0,0 +1,322 @@ +% Included by defense.tex after the main deck (extensive appendix). + +\section{Appendix} + +\begin{frame}{Appendix roadmap} + \footnotesize + \begin{columns}[T,onlytextwidth] + \column{0.31\textwidth} + \begin{block}{A.\ Objects} + Notation, COI, proxies + \end{block} + \column{0.31\textwidth} + \begin{block}{B.\ Mechanism} + Order stats, kernels, KL + \end{block} + \column{0.31\textwidth} + \begin{block}{C.\ Control} + Simulator, robust loop, factorial grid + \end{block} + \end{columns} + \vfill + \begin{alertblock}{Figures} + Full charts, MDPs, extra revenue view + \end{alertblock} +\end{frame} + +% ----- A. Notation & definitions ----- + +\begin{frame}{Appendix: core notation (quick reference, I)} + \scriptsize + \begin{align*} + \tau_s &= (e_{s,1},\ldots,e_{s,L_s}) && \text{session} \\ + \hat{q}_{t,i} &= \sum_{s\in S_t}\sum_k \omega(a_{s,k})\,\mathbf{1}[i_{s,k}=i] && \text{proxy} \\ + Q(p) &= (1-\alpha)\,\mathbb{E}_{\theta\sim D_H}[d(p;\theta)] \\ + &\quad + \alpha\,\mathbb{E}_{\theta\sim D_A}[d(p;\theta)] + \epsilon_t && \text{mixture} \\ + \mathrm{COI}(\pi) &= \mathbb{E}[P]-\underline{p} && \text{COI} + \end{align*} +\end{frame} + +\begin{frame}{Appendix: core notation (quick reference, II)} + \footnotesize + \begin{itemize} + \item \(\underline{p}\): minimum viable price anchor (thesis simplification). + \item \(\alpha\): contamination with agent traffic in the mixture. + \item \(\omega(a)\): hand-engineered action weights for the proxy (baseline). + \end{itemize} + \begin{alertblock}{Reading guide} + Objects on the left are \textbf{observable}; \(d(\cdot)\) and many \(\theta\) remain hidden. + \end{alertblock} +\end{frame} + +\begin{frame}{Appendix: COI as a reporting functional} + \[ + \mathrm{COI}(\pi) = \mathbb{E}_{P\sim F_\pi}[P] - \underline{p} + \] + \begin{block}{Interpretation} + Premium above the floor induced by policy \(\pi\); used as a KPI and as the object Theorem 1 attacks under query saturation. + \end{block} +\end{frame} + +\begin{frame}{Appendix: demand proxy vs.\ latent demand} + \[ + \hat{q}_{t,i}=\sum_{s\in S_t}\sum_{k=1}^{L_s} \omega(a_{s,k})\,\mathbf{1}[i_{s,k}=i] + \] + \begin{alertblock}{Key distinction} + \(\hat{q}\) is an operational sensor from logs; true demand \(d(p;\theta)\) stays latent. Pricing reacts to \(\hat{q}\), so agent-shaped behavior poisons the signal. + \end{alertblock} +\end{frame} + +% ----- B. Mechanism ----- + +\begin{frame}{Appendix: independent draws and order statistics (intuition)} + \begin{columns}[T] + \column{0.55\textwidth} + \begin{itemize} + \item Independent price draws \(\{P_i\}_{i=1}^N\) from fixed offer law. + \item Purchase-side minimum behaves like \(P_{(1)}\): mass shifts left as \(N\) grows. + \item Expected premium vs.\ \(\underline{p}\) compresses: COI pressure. + \end{itemize} + \column{0.42\textwidth} + \centering + \begin{tikzpicture}[scale=0.85] + \draw[->,thick] (0,0)--(3.2,0) node[right] {\small queries \(N\)}; + \draw[->,thick] (0,0)--(0,2.2) node[above] {\small COI}; + \draw[PhantomCyan,very thick] (0.2,2) .. controls (1.5,1.2) and (2.2,0.5) .. (3,0.15); + \node[below right] at (2.4,0.6) {\footnotesize saturation}; + \end{tikzpicture} + \end{columns} +\end{frame} + +\begin{frame}{Appendix: Theorem 1 scope (what is and is not claimed)} + \small + \begin{block}{Inside the baseline proof} + Non-collusive sessions, independent draws, fixed offer distribution across queries. + \end{block} + \begin{alertblock}{Outside (handled elsewhere)} + Collusion, pooled recon, sequential repricing that breaks iid structure: evidence moves to the simulator. + \end{alertblock} +\end{frame} + +\begin{frame}{Appendix: empirical transition kernel (MLE)} + \[ + \hat{P}(s'\mid s)=\frac{N(s,s')}{\sum_k N(s,k)} + \] + \begin{block}{Use} + Human and agent centroids \(\bar{T}_H,\bar{T}_A\) for divergence-to-prototype scores. + \end{block} +\end{frame} + +\begin{frame}{Appendix: KL to prototypes (shared support)} + \[ + \Delta_H = D_{\mathrm{KL}}(\hat{T}'\,\|\,\bar{T}_H),\qquad + \Delta_A = D_{\mathrm{KL}}(\hat{T}'\,\|\,\bar{T}_A) + \] + \begin{exampleblock}{Asymmetric choice} + KL measures deviation from the \textbf{human} reference; symmetric JS/Wasserstein on behavior was not the design target. + \end{exampleblock} +\end{frame} + +\begin{frame}{Appendix: softmax to sigmoid (algebra)} + \small + Let \(z_A=-\Delta_A/T\), \(z_H=-\Delta_H/T\). Then + \begin{align*} + P(A\mid\tau) &= \frac{e^{z_A}}{e^{z_A}+e^{z_H}} + = \frac{1}{1+e^{z_H-z_A}} + = \sigma\bigl(z_A-z_H\bigr) \\ + &= \sigma\!\left(\frac{\Delta_H-\Delta_A}{T}\right). + \end{align*} + \begin{block}{Takeaway} + Two-class softmax over \((z_A,z_H)\) is exactly one sigmoid on the gap \((\Delta_H-\Delta_A)\). + \end{block} +\end{frame} + +\begin{frame}{Appendix: contamination generator \(\mathcal{G}(\alpha)\)} + \[ + \mathcal{G}(\alpha):\ \text{inject synthetic agent trajectories until mixture reaches target }\alpha + \] + \begin{alertblock}{Role in the lab} + Supplies controlled stress tests for the pricing learner; not a claim of production-faithful agents. + \end{alertblock} +\end{frame} + +% ----- C. Robust control ----- + +\begin{frame}{Appendix: Wasserstein ambiguity (ideal object)} + \[ + \mathcal{U}_\epsilon(\hat{P}_N)=\left\{ Q:\ W_p(Q,\hat{P}_N)\le \epsilon \right\} + \] + \begin{block}{What the code implements instead} + A \textbf{local} grid over \(\alpha\) near \(\alpha_0\) with radius \(\epsilon_\alpha\): tractable inner worst case, not a full ball solver. + \end{block} +\end{frame} + +\begin{frame}{Appendix: per-step reward sketch} + \small + \[ + r = R(p,d) - \lambda\,\mathrm{COI}_{\mathrm{leak}}(p,\tau') - \eta\,\mathrm{UX}(\tau',p) - \text{(supra-competitive excess)} + \] + \begin{itemize} + \item Query-tax style \(\mathrm{COI}_{\mathrm{leak}}\): minimal nonzero surrogate to expose the control channel. + \item UX and anchor penalties prevent trivial solutions (flat but exploitative prices). + \end{itemize} +\end{frame} + +\begin{frame}{Appendix: factorial design (192 cells)} + \footnotesize + \centering + \begin{tabular}{@{}llr@{}} + \toprule + Axis & Levels & Count \\ + \midrule + RL algorithm & PPO, A2C, DQN, Q-table & 4 \\ + Contamination \(\alpha\) & 4 representative values in \([0.1,0.6]\) & 4 \\ + Robustness radius \(\epsilon_\alpha\) & 3 & 3 \\ + COI penalty \(\lambda_{\mathrm{coi}}\) & 2 & 2 \\ + Action granularity & 2 & 2 \\ + \midrule + \textbf{Total} & & \(4\times4\times3\times2\times2=\mathbf{192}\) \\ + \bottomrule + \end{tabular} +\end{frame} + +\begin{frame}{Appendix: engineering note (pandas \(\to\) JAX)} + \begin{itemize} + \item Hot path was label-indexed transition lookups; profiling showed pandas overhead dominated. + \item Integer-indexed arrays + JAX inner loop: large step/s throughput (thesis numbers; environment dependent). + \item Kronecker expansion of product-conditioned kernels: research simulator cost, scales with catalog. + \end{itemize} +\end{frame} + +% ----- Extended figures (all PDFs in repo) ----- + +\begin{frame}{Appendix figure: COI by \(\alpha\) (full)} + \centering + \includegraphics[width=0.92\linewidth,height=0.78\textheight,keepaspectratio]{final_focus_coi_by_alpha.pdf} +\end{frame} + +\begin{frame}{Appendix figure: revenue deltas (full)} + \centering + \includegraphics[width=0.92\linewidth,height=0.78\textheight,keepaspectratio]{final_focus_revenue_delta.pdf} +\end{frame} + +\begin{frame}{Appendix figure: revenue by \(\alpha\) (full)} + \centering + \includegraphics[width=0.92\linewidth,height=0.78\textheight,keepaspectratio]{final_focus_revenue_by_alpha.pdf} +\end{frame} + +\begin{frame}{Appendix figure: risk / stability deltas (full)} + \centering + \includegraphics[width=0.92\linewidth,height=0.78\textheight,keepaspectratio]{final_focus_risk_deltas.pdf} +\end{frame} + +\begin{frame}{Appendix figure: COI preservation grid (full)} + \centering + \includegraphics[width=0.92\linewidth,height=0.78\textheight,keepaspectratio]{final_focus_coi_preservation_grid.pdf} +\end{frame} + +\begin{frame}{Appendix figure: human MDP (full)} + \centering + \includegraphics[width=0.75\linewidth,height=0.82\textheight,keepaspectratio]{mdp_human.pdf} +\end{frame} + +\begin{frame}{Appendix figure: agent MDP (full)} + \centering + \includegraphics[width=0.75\linewidth,height=0.82\textheight,keepaspectratio]{mdp_agent.pdf} +\end{frame} + +% ----- Threat model & evaluation ----- + +\begin{frame}{Appendix: threat model map} + \centering + \resizebox{0.98\linewidth}{!}{% + \begin{tikzpicture}[ + font=\sffamily\footnotesize, + box/.style={draw=PhantomInk,rounded corners=2pt,thick,align=center,inner sep=5pt,minimum width=2.8cm}, + arr/.style={-Stealth,thick,PhantomSlate} + ] + \node[box,fill=PhantomCyan!18] (A) at (0,0) {\textbf{Focus}\\[0.15em]browser agents\\into \(\hat{q}\)}; + \node[box,fill=white] (B) at (3.8,0) {\textbf{Complementary}\\[0.15em]WAF, CAPTCHA,\\rate limits}; + \node[box,fill=white] (C) at (7.6,0) {\textbf{Upstream}\\[0.15em]API scrape,\\no UI semantics}; + \draw[arr] (A) -- node[above] {\tiny scope} (B); + \draw[arr] (B) -- node[above] {\tiny out of scope} (C); + \end{tikzpicture}% + } + \vfill + \begin{block}{Claim boundary} + Residual contamination after security controls is the motivating scenario. + \end{block} +\end{frame} + +\begin{frame}{Appendix: evaluation checklist (robustness culture)} + \footnotesize + \begin{enumerate} + \item Session-aware labels: avoid splitting rows inside a trajectory if that inflates scores. + \item Document how prototypes \(\bar{T}_H,\bar{T}_A\) were fit (full cohort vs.\ held-out); state explicitly in writing. + \item Report temperature \(T\) as calibration, not as a tuned hyperparameter unless a sweep is shown. + \item Separate \textbf{architecture} claims from \textbf{coverage} claims (hotel vs.\ airline balance at release). + \end{enumerate} +\end{frame} + +\begin{frame}{Appendix: sim-to-real gap (explicit)} + \begin{itemize} + \item Kernels and generators reflect a \textbf{small labeled cohort} and a \textbf{browser-use style} agent class. + \item RL policies are trained in a \textbf{surrogate} market with engineered rewards and discretized prices. + \item Deployment would require legal review, fairness testing, and refreshed baselines at scale. + \end{itemize} +\end{frame} + +\begin{frame}{Appendix: leakage surrogate (query-tax form)} + \small + \[ + \mathrm{COI}_{\mathrm{leak}}(p,\tau') \approx f(\tau')\cdot c_{\mathrm{info}} + \] + \begin{block}{Reading} + \(f(\tau')\) is the weak agent score; \(c_{\mathrm{info}}\) is a minimal constant leakage proxy to expose the control channel. Revelation-style \(-\log \pi(p\mid\tau')\) is the natural upgrade. + \end{block} +\end{frame} + +\begin{frame}{Appendix: robust pricing template (symbolic)} + \footnotesize + \[ + \max_\pi\ \min_{Q\in\mathcal{U}_\epsilon(\hat{P}_N)} \mathbb{E}_{d\sim Q}\bigl[ R(p,d) - \lambda\,\mathrm{COI}_{\mathrm{leak}} - \eta\,\mathrm{UX} \bigr] + \] + \begin{alertblock}{Code-level substitute} + Inner min over a \textbf{finite grid} of \(\alpha_k\in[\alpha_0\pm\epsilon_\alpha]\) around the nominal generator mix, not a continuous adversary over all \(Q\) in the ball. + \end{alertblock} +\end{frame} + +\begin{frame}{Appendix: Stackelberg timing (words)} + \begin{itemize} + \item Leader: platform sets price vector given current state and policy. + \item Follower: demand proxy updates from simulated trajectories drawn from \(\mathcal{G}(\alpha)\) and kernels \((\hat{T}_H,\hat{T}_A)\). + \item \textbf{Limbo} buffer stores alternating moves for a clean game history; relaxing strict alternation is listed future work. + \end{itemize} +\end{frame} + +\begin{frame}{Appendix: three layers of evidence} + \footnotesize + \begin{description} + \item[Theorem 1] Formal COI erosion under independence and fixed-offer assumptions. + \item[Simulator] Dynamic, adaptive pricing and contamination sweeps (different status). + \item[Implementation] Local-$\alpha$ robust training; spirit of DRO without claiming a full numerical Wasserstein solver. + \end{description} +\end{frame} + +\begin{frame}{Appendix: composite strip (five plots, small multiples)} + \centering + {\footnotesize\itshape Same PDFs as the main talk, shrunk to scan the full panel at once.\par} + \vspace{0.25em} + \begin{columns}[T,onlytextwidth] + \column{0.19\textwidth} + \includegraphics[width=\linewidth,height=0.26\textheight,keepaspectratio]{final_focus_coi_by_alpha.pdf} + \column{0.19\textwidth} + \includegraphics[width=\linewidth,height=0.26\textheight,keepaspectratio]{final_focus_revenue_delta.pdf} + \column{0.19\textwidth} + \includegraphics[width=\linewidth,height=0.26\textheight,keepaspectratio]{final_focus_revenue_by_alpha.pdf} + \column{0.19\textwidth} + \includegraphics[width=\linewidth,height=0.26\textheight,keepaspectratio]{final_focus_risk_deltas.pdf} + \column{0.19\textwidth} + \includegraphics[width=\linewidth,height=0.26\textheight,keepaspectratio]{final_focus_coi_preservation_grid.pdf} + \end{columns} +\end{frame} diff --git a/paper/defense/manim/.gitignore b/paper/defense/manim/.gitignore new file mode 100644 index 0000000..9f4a27f --- /dev/null +++ b/paper/defense/manim/.gitignore @@ -0,0 +1,3 @@ +__pycache__/ +*.pyc +media/ diff --git a/paper/defense/manim/common.py b/paper/defense/manim/common.py new file mode 100644 index 0000000..33b42be --- /dev/null +++ b/paper/defense/manim/common.py @@ -0,0 +1,176 @@ +from __future__ import annotations + +from typing import Iterable + +import numpy as np +from manim import ( + Arrow, + BLUE_D, + CurvedArrow, + DOWN, + DashedLine, + GREEN_C, + GREY_B, + LEFT, + Line, + MathTex, + Matrix, + RIGHT, + RoundedRectangle, + SurroundingRectangle, + Text, + UP, + VGroup, + config, +) + +P_MIN = 80.0 +P_MAX = 160.0 +LIGHT_BG = "#F8F8F4" +INK = "#1E1E1E" +AXIS_INK = "#2C2C2C" +HIGHLIGHT = "#8F5F00" + +config.background_color = LIGHT_BG +Text.set_default(color=INK) +MathTex.set_default(color=INK) +Line.set_default(color=AXIS_INK) +Arrow.set_default(color=AXIS_INK) +CurvedArrow.set_default(color=AXIS_INK) +DashedLine.set_default(color=AXIS_INK) + + +def normal_pdf(x: float, mu: float, sigma: float) -> float: + z = (x - mu) / sigma + return float(np.exp(-0.5 * z * z) / (sigma * np.sqrt(2.0 * np.pi))) + + +def scene_title(text: str) -> Text: + return Text(text, font_size=44, weight="BOLD", color=INK).to_edge(UP) + + +def card( + label: str, + color: str = BLUE_D, + width: float = 3.3, + height: float = 1.15, + font_size: float = 24, +) -> VGroup: + box = RoundedRectangle(corner_radius=0.15, width=width, height=height) + box.set_stroke(color=color, width=2.0) + box.set_fill(color=color, opacity=0.12) + text = Text(label, font_size=font_size).move_to(box.get_center()) + return VGroup(box, text) + + +def to_matrix( + values: Iterable[Iterable[float]], + title: str, + color: str, + header_buff: float = 0.28, + fmt: str = ".2f", +) -> VGroup: + mat = Matrix( + [[f"{v:{fmt}}" for v in row] for row in values], h_buff=1.15, v_buff=0.75 + ) + header = Text(title, font_size=25, weight="BOLD", color=color).next_to( + mat, UP, buff=header_buff + ) + frame = SurroundingRectangle(mat, color=color, buff=0.2) + return VGroup(header, frame, mat) + + +def rank_from_scale(scale: int) -> str: + clamped = max(1, min(scale, 10)) + return "A" if clamped == 1 else str(clamped) + + +def actor_face_card( + rank: str, + role: str, + accent: str, + width: float = 1.6, + height: float = 2.25, + show_role: bool = True, +) -> VGroup: + frame = RoundedRectangle(corner_radius=0.1, width=width, height=height) + frame.set_stroke(color=AXIS_INK, width=2.0) + frame.set_fill(color="#FFFFFF", opacity=1.0) + + top_rank = Text(rank, font_size=30, color=accent).move_to( + frame.get_corner(UP + LEFT) + RIGHT * 0.2 + DOWN * 0.22 + ) + bottom_rank = ( + Text(rank, font_size=30, color=accent) + .rotate(np.pi) + .move_to(frame.get_corner(DOWN + RIGHT) + LEFT * 0.2 + UP * 0.22) + ) + center_rank = Text(rank, font_size=56, weight="BOLD", color=accent).move_to( + frame.get_center() + UP * 0.03 + ) + + parts = [frame, top_rank, bottom_rank, center_rank] + if show_role: + role_label = Text(role, font_size=18, color=GREY_B).next_to( + frame, DOWN, buff=0.08 + ) + parts.append(role_label) + return VGroup(*parts) + + +def product_suit_card( + suit: str, + scale: int, + accent: str, + width: float = 1.86, + height: float = 1.04, + show_label: bool = False, +) -> tuple[VGroup, Text]: + frame = RoundedRectangle(corner_radius=0.08, width=width, height=height) + frame.set_stroke(color=AXIS_INK, width=2.0) + frame.set_fill(color="#FFFFFF", opacity=1.0) + + suit_left = Text(suit, font_size=28, color=accent).move_to( + frame.get_left() + RIGHT * 0.22 + ) + suit_right = Text(suit, font_size=28, color=accent).move_to( + frame.get_right() + LEFT * 0.22 + ) + scale_text = Text( + rank_from_scale(scale), + font_size=40, + weight="BOLD", + color=accent, + ).move_to(frame.get_center()) + + parts = [frame, suit_left, suit_right, scale_text] + if show_label: + scale_label = Text("scale", font_size=14, color=GREY_B).next_to( + frame, DOWN, buff=0.04 + ) + parts.append(scale_label) + return VGroup(*parts), scale_text + + +def private_valuation_card(value: int, show_label: bool = False) -> VGroup: + frame = RoundedRectangle(corner_radius=0.08, width=1.86, height=1.04) + frame.set_stroke(color=AXIS_INK, width=2.0) + frame.set_fill(color="#FFFFFF", opacity=1.0) + + rank = Text( + rank_from_scale(value), font_size=40, weight="BOLD", color=GREEN_C + ).move_to(frame.get_center()) + left_tag = Text("v", font_size=28, color=INK).move_to( + frame.get_left() + RIGHT * 0.22 + ) + right_tag = Text("*", font_size=28, color=INK).move_to( + frame.get_right() + LEFT * 0.22 + ) + + parts = [frame, left_tag, right_tag, rank] + if show_label: + title = Text("private value", font_size=14, color=GREY_B).next_to( + frame, DOWN, buff=0.04 + ) + parts.append(title) + return VGroup(*parts) diff --git a/paper/defense/manim/defense.py b/paper/defense/manim/defense.py new file mode 100644 index 0000000..20e33b6 --- /dev/null +++ b/paper/defense/manim/defense.py @@ -0,0 +1,23 @@ +"""Manim entry module only. + +Scene implementations are in scenes/main.py and scenes/appendix.py. Manim names +output folders after the file you pass to the CLI; pointing everything at this +file keeps all MP4s under media/videos/defense/ instead of splitting by source file. +""" + +from __future__ import annotations + +import importlib + +from manim import Scene + +_modname = __name__ + +for _mod in ("scenes.main", "scenes.appendix"): + m = importlib.import_module(_mod) + for _name, _val in list(vars(m).items()): + if _name.startswith("_"): + continue + if isinstance(_val, type) and issubclass(_val, Scene) and _val is not Scene: + _val.__module__ = _modname + globals()[_name] = _val diff --git a/paper/defense/manim/defense_scene_order.txt b/paper/defense/manim/defense_scene_order.txt new file mode 100644 index 0000000..8c26543 --- /dev/null +++ b/paper/defense/manim/defense_scene_order.txt @@ -0,0 +1,14 @@ +# One scene name per line; order matches `python src/render.py --group final-full`. +# Used by scripts/ffmpeg_concat_defense.sh after rendering. +DefenseOpening +CardMarketAnalogyScene +COIFirstPrinciplesScene +COIOrderStatisticProofScene +BehaviorKernelConstructionScene +SeparabilitySignalScene +ContaminationGeneratorScene +RewardAndLeakageScene +StackelbergAmbiguityScene +RobustControlScene +SystemLoopScene +ObjectiveAndResultsScene diff --git a/paper/defense/manim/project.json b/paper/defense/manim/project.json new file mode 100644 index 0000000..cf858e1 --- /dev/null +++ b/paper/defense/manim/project.json @@ -0,0 +1,47 @@ +{ + "$schema": "../../../node_modules/nx/schemas/project-schema.json", + "name": "manim", + "projectType": "application", + "sourceRoot": "paper/defense/manim", + "targets": { + "render": { + "executor": "nx:run-commands", + "options": { + "command": "bash -c 'source ../.venv/bin/activate && PYTHONPATH=. python render.py'", + "cwd": "paper/defense/manim" + } + }, + "render-all": { + "executor": "nx:run-commands", + "options": { + "command": "bash -c 'source ../.venv/bin/activate && PYTHONPATH=. python render.py --all'", + "cwd": "paper/defense/manim" + } + }, + "render-full": { + "executor": "nx:run-commands", + "options": { + "command": "bash -c 'source ../.venv/bin/activate && PYTHONPATH=. python render.py --group final-full'", + "cwd": "paper/defense/manim" + } + }, + "render-poster": { + "executor": "nx:run-commands", + "options": { + "command": "bash -c 'source ../.venv/bin/activate && PYTHONPATH=. python render.py --group poster'", + "cwd": "paper/defense/manim" + } + }, + "render-appendix": { + "executor": "nx:run-commands", + "options": { + "command": "bash -c 'source ../.venv/bin/activate && PYTHONPATH=. python render.py --group behavior-appendix && PYTHONPATH=. python render.py --group coi-appendix'", + "cwd": "paper/defense/manim" + } + } + }, + "tags": [ + "scope:presentation", + "type:manim" + ] +} diff --git a/paper/defense/manim/render.py b/paper/defense/manim/render.py new file mode 100644 index 0000000..bb52199 --- /dev/null +++ b/paper/defense/manim/render.py @@ -0,0 +1,176 @@ +from __future__ import annotations + +import argparse +import os +import subprocess +import sys +from pathlib import Path + +from scenes.appendix import BEHAVIOR_SCENES, COI_SCENES +from scenes.main import POSTER_SCENES, SCENE_ORDER as MAIN_SCENES + +# --------------------------------------------------------------------------- +# Batch render: groups are just ordered lists of scene class names. +# Every scene is rendered via defense.py so outputs stay in media/videos/defense/. +# Scene code itself lives in scenes/main.py and scenes/appendix.py. +# --------------------------------------------------------------------------- + + +def _ordered_unique(items: list[str]) -> list[str]: + seen: set[str] = set() + return [item for item in items if not (item in seen or seen.add(item))] + + +FINAL_CORE = [ + "DefenseOpening", + "CardMarketAnalogyScene", + "COIFirstPrinciplesScene", + "COIOrderStatisticProofScene", + "BehaviorKernelConstructionScene", + "SeparabilitySignalScene", + "ContaminationGeneratorScene", + "RewardAndLeakageScene", + "StackelbergAmbiguityScene", + "RobustControlScene", + "SystemLoopScene", + "ObjectiveAndResultsScene", +] + +SCENE_GROUPS: dict[str, list[str]] = { + "poster": list(POSTER_SCENES), + "final-core": FINAL_CORE, + "final-full": list(MAIN_SCENES), + "behavior-appendix": list(BEHAVIOR_SCENES), + "coi-appendix": list(COI_SCENES), +} + +SCENE_GROUPS["all"] = _ordered_unique( + [ + *SCENE_GROUPS["final-full"], + *SCENE_GROUPS["poster"], + *SCENE_GROUPS["behavior-appendix"], + *SCENE_GROUPS["coi-appendix"], + ] +) + +ENTRY = "defense.py" +SCENE_TO_FILE: dict[str, str] = {name: ENTRY for name in SCENE_GROUPS["all"]} + +DEFAULT_GROUP = "final-core" + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser( + description=( + "Batch-render scenes. Code: scenes/main.py + scenes/appendix.py. " + "Manim entry: defense.py. Output: media/videos/defense//" + ) + ) + parser.add_argument( + "--quality", + default="qm", + choices=["ql", "qm", "qh", "qk"], + help="Manim quality preset", + ) + selection = parser.add_mutually_exclusive_group() + selection.add_argument( + "--scene", + action="append", + dest="scenes", + help="Scene name; repeat to render many", + ) + selection.add_argument( + "--group", + choices=sorted(SCENE_GROUPS.keys()), + default=DEFAULT_GROUP, + help=f"Named list of scenes (default: {DEFAULT_GROUP})", + ) + selection.add_argument("--all", action="store_true", help="Render every scene") + parser.add_argument( + "--media-dir", + default="media", + help="Relative to this folder (default: media)", + ) + parser.add_argument("--preview", action="store_true", help="Open each video") + parser.add_argument("--list", action="store_true", help="Print groups and exit") + return parser.parse_args() + + +def validate_requested(requested: list[str]) -> list[str]: + missing = [name for name in requested if name not in SCENE_TO_FILE] + if missing: + choices = ", ".join(SCENE_TO_FILE.keys()) + raise ValueError( + f"Unknown scenes: {', '.join(missing)}\nAvailable choices: {choices}" + ) + return requested + + +def resolve_scenes(args: argparse.Namespace) -> list[str]: + if args.all: + return list(SCENE_GROUPS["all"]) + if args.scenes: + return validate_requested(args.scenes) + return list(SCENE_GROUPS[args.group]) + + +def run_manim( + scene_file: Path, + scene_name: str, + quality: str, + preview: bool, + working_dir: Path, + media_dir: str, + pythonpath: str, +) -> None: + env = os.environ.copy() + prev = env.get("PYTHONPATH") + env["PYTHONPATH"] = pythonpath if not prev else f"{pythonpath}:{prev}" + + cmd = [sys.executable, "-m", "manim"] + if preview: + cmd.append("-p") + cmd.extend(["--media_dir", media_dir]) + cmd.extend([f"-{quality}", str(scene_file), scene_name]) + subprocess.run(cmd, cwd=working_dir, check=True, env=env) + + +def main() -> int: + args = parse_args() + if args.list: + for group_name in sorted(SCENE_GROUPS): + print(f"[{group_name}]") + for scene in SCENE_GROUPS[group_name]: + print(f" {scene}") + return 0 + + root = Path(__file__).resolve().parent + py_path = str(root) + names = resolve_scenes(args) + + try: + for scene_name in names: + scene_file = root / SCENE_TO_FILE[scene_name] + run_manim( + scene_file=scene_file, + scene_name=scene_name, + quality=args.quality, + preview=args.preview, + working_dir=root, + media_dir=args.media_dir, + pythonpath=py_path, + ) + except FileNotFoundError: + print("manim not found.", file=sys.stderr) + return 2 + except ValueError as exc: + print(str(exc), file=sys.stderr) + return 2 + except subprocess.CalledProcessError as exc: + return exc.returncode + + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/paper/defense/manim/render_defense b/paper/defense/manim/render_defense new file mode 100755 index 0000000..750423a --- /dev/null +++ b/paper/defense/manim/render_defense @@ -0,0 +1,89 @@ +#!/usr/bin/env bash +# Render thesis-defense Manim clips. Run from anywhere (script cd's to its dir). +# +# ./render_defense # main reel: final-full, medium quality +# ./render_defense --quality qh # high quality for recording +# ./render_defense core # shorter committee cut (final-core) +# ./render_defense all # everything: main + poster + both appendices +# ./render_defense appendix # behavior + COI appendix only +# ./render_defense poster +# ./render_defense list +# ./render_defense --scene DefenseOpening --scene CardMarketAnalogyScene +# +# Env: MANIM_PYTHON=/path/to/python overrides auto-detected venv. + +set -euo pipefail + +ROOT="$(cd "$(dirname "$0")" && pwd)" +cd "$ROOT" + +if [[ -n "${MANIM_PYTHON:-}" ]]; then + PY="$MANIM_PYTHON" +elif [[ -x "$ROOT/../.venv/bin/python" ]]; then + PY="$ROOT/../.venv/bin/python" +else + PY="$(command -v python3 2>/dev/null || command -v python)" +fi + +if [[ ! -x "$PY" ]] && ! command -v "$PY" &>/dev/null; then + echo "No Python found. Set MANIM_PYTHON or create paper/defense/.venv" >&2 + exit 1 +fi + +export PYTHONPATH="$ROOT" + +run() { + "$PY" "$ROOT/render.py" "$@" +} + +CMD=full +case "${1-}" in + full|core|all|appendix|poster|list|help|-h|--help) + CMD="$1" + shift + ;; +esac + +case "$CMD" in + help|-h|--help) + cat <<'EOF' +Render thesis-defense Manim clips (cd to paper/defense/manim is automatic). + + ./render_defense main reel (final-full), default quality qm + ./render_defense --quality qh same, high quality for recording + ./render_defense core shorter cut (final-core) + ./render_defense all main + poster + both appendices + ./render_defense appendix behavior-appendix + coi-appendix + ./render_defense poster + ./render_defense list scene names and source files + ./render_defense --scene Name [--scene Name2 ...] + +Env MANIM_PYTHON overrides Python (default: ../.venv/bin/python next to this dir). +EOF + exit 0 + ;; + list) + run --list "$@" + exit 0 + ;; + full) + run --group final-full "$@" + ;; + core) + run --group final-core "$@" + ;; + all) + run --all "$@" + ;; + appendix) + run --group behavior-appendix "$@" + run --group coi-appendix "$@" + ;; + poster) + run --group poster "$@" + ;; + *) + echo "Unknown command: $CMD" >&2 + exit 1 + ;; +esac diff --git a/paper/defense/manim/scenes/__init__.py b/paper/defense/manim/scenes/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/paper/defense/manim/scenes/appendix.py b/paper/defense/manim/scenes/appendix.py new file mode 100644 index 0000000..d1e9829 --- /dev/null +++ b/paper/defense/manim/scenes/appendix.py @@ -0,0 +1,670 @@ +from __future__ import annotations + +import numpy as np +from manim import * +from common import AXIS_INK, HIGHLIGHT, INK, P_MAX, P_MIN, card, normal_pdf, scene_title, to_matrix + + +class LogsToKernelsScene(Scene): + def construct(self): + title = scene_title("From Event Logs to Transition Kernels") + self.play(Write(title)) + + # 1. Logs + log_lines = VGroup( + Text('{"session": "H1", "event": "start"}', font="monospace", font_size=16), + Text('{"session": "A1", "event": "start"}', font="monospace", font_size=16), + Text('{"session": "H1", "event": "view"}', font="monospace", font_size=16), + Text('{"session": "A1", "event": "view"}', font="monospace", font_size=16), + Text( + '{"session": "H1", "event": "detail"}', font="monospace", font_size=16 + ), + Text( + '{"session": "A1", "event": "detail"}', font="monospace", font_size=16 + ), + Text('{"session": "H1", "event": "cart"}', font="monospace", font_size=16), + Text('{"session": "A1", "event": "view"}', font="monospace", font_size=16), + Text('{"session": "H1", "event": "buy"}', font="monospace", font_size=16), + Text( + '{"session": "A1", "event": "detail"}', font="monospace", font_size=16 + ), + ).arrange(DOWN, aligned_edge=LEFT, buff=0.1) + log_lines.to_edge(LEFT, buff=1.0).shift(UP * 0.5) + + self.play( + LaggedStart( + *[FadeIn(line, shift=UP * 0.1) for line in log_lines], lag_ratio=0.1 + ) + ) + self.wait(0.5) + + # 2. Nodes in a grid + def create_node(text, color): + circ = Circle(radius=0.4, color=color, fill_opacity=0.2) + lbl = Text(text, font_size=14).move_to(circ) + return VGroup(circ, lbl) + + h_states = ["start", "view", "detail", "cart", "buy"] + a_states = ["start", "view", "detail", "view", "detail"] + + h_nodes = VGroup(*[create_node(s, BLUE_D) for s in h_states]).arrange( + RIGHT, buff=0.5 + ) + a_nodes = VGroup(*[create_node(s, RED_C) for s in a_states]).arrange( + RIGHT, buff=0.5 + ) + + trajectories = VGroup(h_nodes, a_nodes).arrange(DOWN, buff=1.0) + trajectories.to_edge(RIGHT, buff=1.0).shift(UP * 0.5) + + h_label = Text("Human Trajectory", font_size=18, color=BLUE_D).next_to( + h_nodes, UP + ) + a_label = Text("Agent Trajectory", font_size=18, color=RED_C).next_to( + a_nodes, UP + ) + + self.play( + ReplacementTransform(log_lines[0::2], h_nodes), + ReplacementTransform(log_lines[1::2], a_nodes), + FadeIn(h_label), + FadeIn(a_label), + ) + + # Add connecting lines + h_lines = VGroup( + *[ + Line(h_nodes[i].get_right(), h_nodes[i + 1].get_left(), color=BLUE_D) + for i in range(len(h_nodes) - 1) + ] + ) + a_lines = VGroup( + *[ + Line(a_nodes[i].get_right(), a_nodes[i + 1].get_left(), color=RED_C) + for i in range(len(a_nodes) - 1) + ] + ) + + self.play(Create(h_lines), Create(a_lines)) + self.wait(1) + + # 3. Counts to Kernel + mle_text = MathTex( + r"\hat P(s'\mid s) = \frac{N(s,s')}{\sum_k N(s,k)}", + font_size=36, + color=HIGHLIGHT, + ) + mle_text.next_to(trajectories, DOWN, buff=0.8) + self.play(Write(mle_text)) + + counts = to_matrix( + [ + [0, 8, 0, 0], + [0, 2, 5, 1], + [0, 3, 2, 4], + [0, 1, 0, 6], + ], + "Count Matrix N", + color=BLUE_D, + fmt=".0f", + ) + + probs = to_matrix( + [ + [0.00, 1.00, 0.00, 0.00], + [0.00, 0.25, 0.62, 0.13], + [0.00, 0.33, 0.22, 0.45], + [0.00, 0.14, 0.00, 0.86], + ], + "Kernel T", + color=GREEN_C, + ) + + mats = VGroup(counts, probs).arrange(RIGHT, buff=1.5).scale(0.65) + + arrow = Arrow(counts.get_right(), probs.get_left(), buff=0.2) + arrow_lbl = MathTex( + r"\text{normalize}", font_size=18, color=GREY_B + ).next_to(arrow, UP) + + # clear top half to make space if needed + self.play( + FadeOut(h_nodes), + FadeOut(a_nodes), + FadeOut(h_lines), + FadeOut(a_lines), + FadeOut(h_label), + FadeOut(a_label), + mle_text.animate.to_edge(UP, buff=1.5).set_x(0), + ) + mats.next_to(mle_text, DOWN, buff=0.5) + arrow.move_to((counts.get_right() + probs.get_left()) / 2) + arrow_lbl.next_to(arrow, UP) + + self.play(FadeIn(counts, shift=UP * 0.2)) + self.play(GrowArrow(arrow), FadeIn(arrow_lbl)) + self.play(FadeIn(probs, shift=UP * 0.2)) + self.wait(1) + + +class KLSeparabilityAndSignificanceScene(Scene): + def construct(self): + title = scene_title("Behavioral Separability & Significance") + self.play(Write(title)) + + human_mat = to_matrix( + [ + [0.05, 0.70, 0.20, 0.05], + [0.05, 0.20, 0.60, 0.15], + [0.10, 0.25, 0.30, 0.35], + [0.00, 0.00, 0.00, 1.00], + ], + "Human Centroid T_H", + BLUE_D, + ).scale(0.7) + + agent_mat = to_matrix( + [ + [0.03, 0.82, 0.12, 0.03], + [0.06, 0.55, 0.21, 0.18], + [0.08, 0.48, 0.14, 0.30], + [0.00, 0.00, 0.00, 1.00], + ], + "Agent Centroid T_A", + RED_C, + ).scale(0.7) + + centroids = VGroup(human_mat, agent_mat).arrange(RIGHT, buff=1.0) + centroids.next_to(title, DOWN, buff=0.5) + self.play(FadeIn(centroids, shift=DOWN * 0.2)) + + # Trajectory + t_prime = MathTex(r"\hat T'", font_size=36, color=HIGHLIGHT) + d_h = MathTex(r"\Delta_H = D_{KL}(\hat T' \parallel \bar T_H)", font_size=32) + d_a = MathTex(r"\Delta_A = D_{KL}(\hat T' \parallel \bar T_A)", font_size=32) + gap = MathTex(r"g = \Delta_H - \Delta_A", font_size=36, color=HIGHLIGHT) + + eqs = VGroup(t_prime, d_h, d_a, gap).arrange(DOWN, buff=0.2) + eqs.to_edge(LEFT, buff=1.0).shift(DOWN * 1.0) + + self.play(Write(eqs)) + + # Distributions + axis = ( + Axes( + x_range=[-8, 8, 2], + y_range=[0, 0.2, 0.05], + x_length=6, + y_length=3, + tips=False, + axis_config={"color": AXIS_INK, "stroke_width": 2}, + ) + .to_edge(RIGHT, buff=1.0) + .shift(DOWN * 1.0) + ) + + mu_h, sig_h = -3.5, 2.0 + mu_a, sig_a = 3.5, 2.0 + + h_curve = axis.plot( + lambda x: normal_pdf(x, mu_h, sig_h), color=BLUE_D, stroke_width=4 + ) + a_curve = axis.plot( + lambda x: normal_pdf(x, mu_a, sig_a), color=RED_C, stroke_width=4 + ) + + h_lbl = ( + Text("Human", color=BLUE_D, font_size=20) + .next_to(h_curve, UP, buff=-0.5) + .shift(LEFT * 1) + ) + a_lbl = ( + Text("Agent", color=RED_C, font_size=20) + .next_to(a_curve, UP, buff=-0.5) + .shift(RIGHT * 1) + ) + + boundary = DashedLine(axis.c2p(0, 0), axis.c2p(0, 0.18), color=GREY_B) + + self.play(FadeIn(axis)) + self.play(Create(h_curve), Create(a_curve)) + self.play(FadeIn(h_lbl), FadeIn(a_lbl), FadeIn(boundary)) + + sig_text = MathTex( + r"p<10^{-3}\ \text{(Mann--Whitney)}", font_size=24, color=GREEN_C + ) + sig_text.next_to(axis, DOWN, buff=0.3) + self.play(Write(sig_text)) + self.wait(1) + + +class TrajectorySamplingScene(Scene): + def construct(self): + title = scene_title("Generative Trajectory Sampling") + self.play(Write(title)) + + agent_mat = to_matrix( + [ + [0.00, 0.80, 0.20, 0.00, 0.00], + [0.00, 0.30, 0.50, 0.20, 0.00], + [0.00, 0.40, 0.30, 0.30, 0.00], + [0.00, 0.10, 0.10, 0.10, 0.70], + [0.00, 0.00, 0.00, 0.00, 1.00], + ], + "Agent Kernel T_A", + RED_C, + ).scale(0.6) + agent_mat.to_edge(LEFT, buff=1.0) + + self.play(FadeIn(agent_mat)) + + states = ["Start", "View", "Detail", "Cart", "Buy"] + + def create_node(text): + circ = Circle(radius=0.4, color=AXIS_INK, fill_opacity=0.1) + lbl = Text(text, font_size=16).move_to(circ) + return VGroup(circ, lbl) + + nodes = VGroup(*[create_node(s) for s in states]).arrange(RIGHT, buff=0.6) + nodes.to_edge(RIGHT, buff=0.5).shift(UP * 1.0) + + self.play(FadeIn(nodes)) + + # Output trajectory string + traj_label = ( + Text("Sampled Trajectory:", font_size=24, color=HIGHLIGHT) + .to_edge(DOWN) + .shift(UP * 1.5 + LEFT * 1) + ) + self.play(FadeIn(traj_label)) + + walker = Dot(color=HIGHLIGHT, radius=0.15) + walker.move_to(nodes[0].get_top() + UP * 0.2) + + self.play(FadeIn(walker)) + + # Simulation + path = [0, 1, 2, 1, 2] # Start -> View -> Detail -> View -> Detail + + # We will build the string + current_traj = VGroup(Text("Start", font_size=24, color=RED_C)).next_to( + traj_label, RIGHT + ) + self.play(FadeIn(current_traj)) + + for i in range(len(path) - 1): + curr_state = path[i] + next_state = path[i + 1] + + # highlight row + mat_core = agent_mat[2] # the matrix itself + + # Using get_rows() which is standard in Mobject Matrix + row_entries = mat_core.get_rows()[curr_state] + row_rect = SurroundingRectangle(row_entries, color=HIGHLIGHT, buff=0.1) + self.play(Create(row_rect), run_time=0.5) + + # move walker + arc = CurvedArrow( + walker.get_center(), + nodes[next_state].get_top() + UP * 0.2, + angle=-TAU / 4, + ) + self.play(MoveAlongPath(walker, arc), run_time=1.0) + + # Update string + arrow_str = MathTex(r"\rightarrow", font_size=24).next_to( + current_traj, RIGHT + ) + next_str = Text(states[next_state], font_size=24, color=RED_C).next_to( + arrow_str, RIGHT + ) + + self.play( + FadeIn(arrow_str), FadeIn(next_str), FadeOut(row_rect), run_time=0.5 + ) + current_traj.add(arrow_str, next_str) + + self.wait(1) + + +class KroneckerExpansionScene(Scene): + def construct(self): + title = scene_title("State-Space Expansion") + self.play(Write(title)) + + t_mat = to_matrix([[0.2, 0.8], [0.4, 0.6]], "Behavior T", BLUE_D) + + d_mat = to_matrix([[0.9, 0.1], [0.5, 0.5]], "Demand D", RED_C) + + kron_sym = MathTex(r"\otimes", font_size=60) + eq_sym = MathTex(r"=", font_size=60) + + lhs = VGroup(t_mat, kron_sym, d_mat).arrange(RIGHT, buff=0.5) + lhs.next_to(title, DOWN, buff=1.0) + + self.play(FadeIn(t_mat), FadeIn(d_mat), Write(kron_sym)) + self.wait(1) + + self.play(lhs.animate.scale(0.6).to_edge(LEFT, buff=0.5)) + + # Show expanded + # T tensor D + expanded = to_matrix( + [ + [0.18, 0.02, 0.72, 0.08], + [0.10, 0.10, 0.40, 0.40], + [0.36, 0.04, 0.54, 0.06], + [0.20, 0.20, 0.30, 0.30], + ], + r"Expanded P = T \otimes D", + HIGHLIGHT, + ).scale(0.6) + + eq_sym.next_to(lhs, RIGHT, buff=0.5) + expanded.next_to(eq_sym, RIGHT, buff=0.5) + + self.play(Write(eq_sym), FadeIn(expanded, shift=LEFT * 0.5)) + + # Highlight a block + # the top right block (0.8 * D) + # rows 0,1 cols 2,3 + # In expanded: + # row 0: 0, 1, 2, 3 + # row 1: 4, 5, 6, 7 + t_entries = t_mat[2].get_entries() + if len(t_entries) >= 2: + rect_T = SurroundingRectangle( + t_entries[1], color=HIGHLIGHT + ) # T[0,1] is 0.8 + else: + rect_T = VGroup() + + exp_entries = expanded[2].get_entries() + if len(exp_entries) >= 8: + block_entries = VGroup( + exp_entries[2], exp_entries[3], exp_entries[6], exp_entries[7] + ) + rect_block = SurroundingRectangle(block_entries, color=HIGHLIGHT) + else: + rect_block = VGroup() + + desc = MathTex( + r"P(s', d' \mid s, d)=T(s'\mid s)\,D(d'\mid d, s')", + font_size=26, + color=HIGHLIGHT, + ) + desc.next_to(expanded, DOWN, buff=0.5) + + if len(t_entries) >= 2 and len(exp_entries) >= 8: + self.play(Create(rect_T), Create(rect_block)) + self.play(Write(desc)) + self.wait(1) + + +class SamplingAndReservationScene(Scene): + def construct(self): + title = scene_title("Pricing Policy & Reservation Price") + self.play(Write(title)) + + # 1. The setup + setup = VGroup( + MathTex(r"p_i \sim \pi(p \mid \tau)", font_size=44), + MathTex( + r"\underline p = \text{reservation price}", font_size=38, color=ORANGE + ), + ).arrange(DOWN, aligned_edge=LEFT, buff=0.3) + setup.to_edge(LEFT, buff=1.0).shift(UP * 1.0) + + self.play(Write(setup[0])) + self.play(Write(setup[1])) + + # 2. Number line sampling + number_line = NumberLine( + x_range=[P_MIN, P_MAX, 10], + length=9.8, + color=AXIS_INK, + include_numbers=True, + decimal_number_config={"num_decimal_places": 0, "color": INK}, + ).shift(DOWN * 1.0) + + self.play(FadeIn(number_line)) + + # Floor marker + floor_marker = Line( + number_line.n2p(P_MIN), + number_line.n2p(P_MIN) + UP * 0.85, + color=ORANGE, + stroke_width=5, + ) + floor_label = MathTex(r"\underline p", color=ORANGE).next_to( + floor_marker, UP, buff=0.05 + ) + self.play(Create(floor_marker), FadeIn(floor_label)) + + # Animate sampling + rng = np.random.default_rng(42) + n_samples = 5 + draws = np.sort(rng.beta(2.5, 2.0, size=n_samples) * (P_MAX - P_MIN) + P_MIN) + + dots = VGroup() + for i, val in enumerate(draws): + # Show drawing process + temp_dot = Dot(number_line.n2p(120), radius=0.08, color=BLUE_D).shift( + UP * 1.5 + ) + self.play(FadeIn(temp_dot), run_time=0.2) + + final_pos = number_line.n2p(float(val)) + self.play(temp_dot.animate.move_to(final_pos), run_time=0.3) + dots.add(temp_dot) + + self.wait(0.5) + + # Highlight minimum + min_dot = dots[0] + min_highlight = Circle(radius=0.15, color=RED_C).move_to(min_dot) + min_tag = MathTex(r"p_{(1)}", color=RED_C).next_to(min_highlight, UP, buff=0.1) + + self.play(Create(min_highlight), Write(min_tag)) + + desc = MathTex( + r"\text{realized price }p_{(1)}=\min\{p_1,\ldots,p_N\}", + font_size=26, + color=GREY_B, + ).to_edge(DOWN) + + self.play(FadeIn(desc, shift=UP * 0.2)) + self.wait(1.5) + + +class COIDistributionScene(Scene): + def construct(self): + title = scene_title("Cost of Information (COI)") + self.play(Write(title)) + + # COI definition + coi_def = MathTex( + r"\mathrm{COI} = \mathbb{E}[P] - \underline p", + font_size=46, + color=HIGHLIGHT, + ).next_to(title, DOWN, buff=0.5) + + self.play(Write(coi_def)) + + # Distribution plot + floor_x = 86.0 + mean_x = 116.0 + axes = Axes( + x_range=[80, 160, 10], + y_range=[0.0, 0.04, 0.01], + x_length=8.0, + y_length=4.0, + tips=False, + axis_config={"stroke_width": 2, "color": AXIS_INK}, + ).shift(DOWN * 0.5) + + density = axes.plot( + lambda x: normal_pdf(x, mean_x, 12.0), + x_range=[80, 160], + color=BLUE_D, + stroke_width=6, + ) + + area = axes.get_area(density, x_range=[80, 160], color=BLUE_D, opacity=0.2) + + self.play(FadeIn(axes)) + self.play(Create(density), FadeIn(area)) + + # Markers + floor_line = DashedLine( + axes.c2p(floor_x, 0.0), + axes.c2p(floor_x, 0.038), + color=ORANGE, + stroke_width=4, + ) + mean_line = DashedLine( + axes.c2p(mean_x, 0.0), + axes.c2p(mean_x, 0.038), + color=GREEN_C, + stroke_width=4, + ) + + floor_tag = MathTex(r"\underline p", color=ORANGE).next_to( + floor_line, UP, buff=0.1 + ) + mean_tag = MathTex(r"\mathbb{E}[P]", color=GREEN_C).next_to( + mean_line, UP, buff=0.1 + ) + + self.play(Create(floor_line), Write(floor_tag)) + self.play(Create(mean_line), Write(mean_tag)) + + # COI span + coi_arrow = DoubleArrow( + axes.c2p(floor_x, 0.02), axes.c2p(mean_x, 0.02), color=HIGHLIGHT, buff=0 + ) + coi_label = Text("COI", font_size=24, color=HIGHLIGHT).next_to( + coi_arrow, UP, buff=0.1 + ) + + self.play(GrowFromCenter(coi_arrow), Write(coi_label)) + + desc = MathTex( + r"\mathrm{COI}=\mathbb{E}[P]-\underline p", + font_size=28, + color=GREY_B, + ).to_edge(DOWN) + + self.play(FadeIn(desc, shift=UP * 0.2)) + self.wait(1.5) + + +class COIErosionMathScene(Scene): + def construct(self): + title = scene_title("Mathematical Proof of COI Erosion") + self.play(Write(title)) + + # Step 1: Expected value of minimum + eq1 = MathTex( + r"\mathbb{E}[p_{(1)}] = \underline p + \int_{\underline p}^{\bar p} \mathbb{P}(p_{(1)} > t) dt", + font_size=36, + ) + + # Step 2: Probability of minimum > t + eq2 = MathTex( + r"\mathbb{P}(p_{(1)} > t) = \mathbb{P}(p_1 > t) \times \dots \times \mathbb{P}(p_N > t)", + font_size=36, + ) + + # Step 3: Assuming i.i.d + eq3 = MathTex(r"= [1 - F_\pi(t)]^N", font_size=36, color=HIGHLIGHT) + + # Step 4: Substitute back + eq4 = MathTex( + r"\mathbb{E}[p_{(1)}] = \underline p + \int_{\underline p}^{\bar p} [1 - F_\pi(t)]^N dt", + font_size=36, + ) + + # Step 5: Limit as N -> inf + eq5_pt1 = MathTex( + r"\text{Since } [1 - F_\pi(t)] < 1 \text{ for } t > \underline p:", + font_size=32, + color=GREY_B, + ) + + eq5_pt2 = MathTex( + r"\lim_{N \to \infty} \mathbb{E}[p_{(1)}] = \underline p", + font_size=42, + color=RED_C, + ) + + eq6 = MathTex( + r"\lim_{N \to \infty} \mathrm{COI} = 0", font_size=46, color=HIGHLIGHT + ) + + group = VGroup(eq1, eq2, eq3, eq4, eq5_pt1, eq5_pt2, eq6).arrange( + DOWN, aligned_edge=LEFT, buff=0.4 + ) + group.next_to(title, DOWN, buff=0.5).shift(RIGHT * 1.5) + + # We want eq3 to be right after eq2 + eq3.next_to(eq2, RIGHT, buff=0.2) + + # Re-arrange carefully + step1 = eq1.copy().to_edge(LEFT, buff=1.0).shift(UP * 1.5) + step2 = ( + VGroup(eq2.copy(), eq3.copy()) + .arrange(RIGHT, buff=0.2) + .next_to(step1, DOWN, aligned_edge=LEFT, buff=0.5) + ) + step3 = eq4.copy().next_to(step2, DOWN, aligned_edge=LEFT, buff=0.5) + + step4_group = ( + VGroup(eq5_pt1.copy(), eq5_pt2.copy()) + .arrange(DOWN, aligned_edge=LEFT, buff=0.2) + .next_to(step3, DOWN, aligned_edge=LEFT, buff=0.5) + ) + + step5 = eq6.copy().next_to(step4_group, DOWN, buff=0.6).match_x(title) + + # Animate + self.play(Write(step1)) + self.wait(0.5) + + self.play(Write(step2[0])) + self.play(Write(step2[1])) + self.wait(0.5) + + self.play(Write(step3)) + self.wait(0.5) + + self.play(Write(step4_group[0])) + self.play(Write(step4_group[1])) + self.wait(0.5) + + # Put a box around the final conclusion + box = SurroundingRectangle(step5, color=HIGHLIGHT, buff=0.2) + self.play(Write(step5), Create(box)) + + desc = MathTex( + r"N\to\infty\ \Rightarrow\ \mathrm{COI}\to 0", + font_size=28, + color=GREY_B, + ).to_edge(DOWN) + + self.play(FadeIn(desc, shift=UP * 0.2)) + self.wait(2) + +BEHAVIOR_SCENES = [ + "LogsToKernelsScene", + "KLSeparabilityAndSignificanceScene", + "TrajectorySamplingScene", + "KroneckerExpansionScene", +] + +COI_SCENES = [ + "SamplingAndReservationScene", + "COIDistributionScene", + "COIErosionMathScene", +] diff --git a/paper/defense/manim/scenes/main.py b/paper/defense/manim/scenes/main.py new file mode 100644 index 0000000..eebf572 --- /dev/null +++ b/paper/defense/manim/scenes/main.py @@ -0,0 +1,1523 @@ +from __future__ import annotations + +import numpy as np +from manim import ( + Axes, + Arrow, + BarChart, + BLUE_D, + Circle, + Circumscribe, + Create, + CurvedArrow, + DashedLine, + DecimalNumber, + Dot, + DOWN, + FadeIn, + FadeOut, + GREEN_C, + GREY_B, + Indicate, + LaggedStart, + LEFT, + Line, + MathTex, + NumberLine, + ORANGE, + Rectangle, + RED_C, + RIGHT, + Scene, + SurroundingRectangle, + Text, + Transform, + UP, + ValueTracker, + VGroup, + Write, + always_redraw, + smooth, +) +from common import ( + AXIS_INK, + HIGHLIGHT, + INK, + P_MAX, + P_MIN, + actor_face_card, + card, + normal_pdf, + private_valuation_card, + product_suit_card, + rank_from_scale, + scene_title, + to_matrix, +) + + +class DefenseOpening(Scene): + def construct(self) -> None: + title = scene_title("PHANTOM") + tag = MathTex( + r"\text{dynamic pricing under agent-mediated traffic}", + font_size=30, + color=GREY_B, + ).next_to(title, DOWN, buff=0.2) + self.play(Write(title), FadeIn(tag, shift=UP * 0.12)) + + dist_axes = Axes( + x_range=[-6, 6, 2], + y_range=[0.0, 0.2, 0.05], + x_length=3.1, + y_length=1.75, + tips=False, + axis_config={"stroke_width": 1.8, "color": AXIS_INK}, + ) + dist_h = dist_axes.plot( + lambda x: normal_pdf(x, -1.9, 1.6), + x_range=[-6, 6], + color=BLUE_D, + stroke_width=4, + ) + dist_a = dist_axes.plot( + lambda x: normal_pdf(x, 1.8, 1.8), + x_range=[-6, 6], + color=RED_C, + stroke_width=4, + ) + dist_block = VGroup( + dist_axes, + dist_h, + dist_a, + MathTex(r"g=\Delta_H-\Delta_A", font_size=22, color=GREY_B).next_to( + dist_axes, DOWN, buff=0.05 + ), + ) + + tail_axes = Axes( + x_range=[0, 1, 0.2], + y_range=[0, 1, 0.2], + x_length=3.1, + y_length=1.75, + tips=False, + axis_config={"stroke_width": 1.8, "color": AXIS_INK}, + ) + tail_n1 = tail_axes.plot( + lambda x: (1 - x) ** 1, + x_range=[0, 1], + color=GREEN_C, + stroke_width=4, + ) + tail_n8 = tail_axes.plot( + lambda x: (1 - x) ** 8, + x_range=[0, 1], + color=HIGHLIGHT, + stroke_width=4, + ) + tail_block = VGroup( + tail_axes, + tail_n1, + tail_n8, + MathTex(r"[1{-}F(t)]^N", font_size=22, color=GREY_B).next_to( + tail_axes, DOWN, buff=0.05 + ), + ) + + control_eq = MathTex( + r"\hat\alpha(\tau')\Rightarrow\pi^*", + font_size=36, + color=HIGHLIGHT, + ) + control_box = SurroundingRectangle(control_eq, color=HIGHLIGHT, buff=0.12) + control_block = VGroup(control_box, control_eq) + + preview = VGroup(dist_block, tail_block, control_block).arrange( + RIGHT, buff=0.5 + ) + preview.next_to(tag, DOWN, buff=0.48) + preview_caption = MathTex( + r"\text{separability}\ \to\ \text{tail}\ \to\ \text{policy}", + font_size=24, + color=GREY_B, + ).next_to(preview, UP, buff=0.1) + + f_arrow_1 = Arrow(dist_block.get_right(), tail_block.get_left(), buff=0.08) + f_arrow_2 = Arrow(tail_block.get_right(), control_block.get_left(), buff=0.08) + + self.play(FadeIn(preview_caption, shift=UP * 0.1)) + self.play(FadeIn(dist_block), FadeIn(tail_block), FadeIn(control_block)) + self.play(FadeIn(f_arrow_1), FadeIn(f_arrow_2)) + self.play(Indicate(control_block, color=HIGHLIGHT, run_time=1.0)) + self.wait(0.75) + + +class CardMarketAnalogyScene(Scene): + def construct(self) -> None: + title = scene_title("Card Analogy: Platform, Customer, Agent") + self.play(Write(title)) + + subtitle = MathTex( + r"K\text{ (platform)},\ Q\text{ (customer)},\ J\text{ (agent)},\ \clubsuit\text{--}\diamondsuit=\text{SKUs}", + font_size=22, + color=GREY_B, + ).next_to(title, DOWN, buff=0.14) + self.play(FadeIn(subtitle, shift=UP * 0.05)) + + king = actor_face_card( + rank="K", role="platform", accent=ORANGE, show_role=False + ) + king.move_to(LEFT * 5.35 + DOWN * 0.35) + + queen_home = RIGHT * 3.2 + DOWN * 0.28 + queen = actor_face_card( + rank="Q", role="customer", accent=BLUE_D, show_role=False + ) + queen.move_to(queen_home) + + valuation = private_valuation_card(value=5).next_to(queen, RIGHT, buff=0.35) + + specs = [ + ("C", INK, 4), + ("H", RED_C, 6), + ("S", INK, 5), + ("D", RED_C, 3), + ] + scales = [initial for _, _, initial in specs] + products = VGroup() + scale_tokens: list[Text] = [] + for suit, color, initial in specs: + product_card, token = product_suit_card( + suit=suit, scale=initial, accent=color + ) + products.add(product_card) + scale_tokens.append(token) + + products.arrange(DOWN, buff=0.15).move_to(LEFT * 1.75 + DOWN * 0.55) + + actor_link = Arrow( + king.get_right(), + products.get_left(), + buff=0.15, + color=HIGHLIGHT, + stroke_width=3.6, + ) + + self.play( + FadeIn(king, shift=RIGHT * 0.2), + FadeIn(products, shift=UP * 0.15), + FadeIn(queen, shift=LEFT * 0.2), + FadeIn(valuation, shift=LEFT * 0.2), + ) + self.play(FadeIn(actor_link)) + + stage = Text( + "Stage 1: queen browses directly and visited products rise in scale.", + font_size=21, + color=GREY_B, + ).to_edge(DOWN) + self.play(FadeIn(stage, shift=UP * 0.08)) + + direct_visits = [1, 2] + for idx in direct_visits: + target = products[idx] + demand_box = SurroundingRectangle(target, color=BLUE_D, buff=0.06) + king_box = SurroundingRectangle(king[0], color=HIGHLIGHT, buff=0.07) + + self.play( + queen.animate.move_to(target.get_right() + RIGHT * 0.9), + run_time=0.7, + ) + self.play(Create(demand_box), run_time=0.2) + + scales[idx] = min(10, scales[idx] + 2) + new_scale = Text( + rank_from_scale(scales[idx]), + font_size=40, + weight="BOLD", + color=specs[idx][1], + ).move_to(scale_tokens[idx]) + self.play( + Create(king_box), + Transform(scale_tokens[idx], new_scale), + run_time=0.5, + ) + self.play(FadeOut(king_box), FadeOut(demand_box), run_time=0.18) + + self.play(queen.animate.move_to(queen_home), run_time=0.7) + + stage_two = Text( + "Stage 2: queen hires jack to search every card before deciding.", + font_size=21, + color=GREY_B, + ).to_edge(DOWN) + self.play(Transform(stage, stage_two)) + + jack = actor_face_card( + rank="J", role="agent", accent=RED_C, show_role=False + ).scale(0.95) + jack.next_to(queen, LEFT, buff=0.35) + hire_arrow = Arrow( + queen.get_left(), + jack.get_right(), + buff=0.08, + color=HIGHLIGHT, + stroke_width=2.6, + ) + self.play(FadeIn(jack, shift=RIGHT * 0.16), FadeIn(hire_arrow)) + self.play(FadeOut(hire_arrow), run_time=0.2) + + for idx, target in enumerate(products): + demand_box = SurroundingRectangle(target, color=RED_C, buff=0.05) + king_box = SurroundingRectangle(king[0], color=HIGHLIGHT, buff=0.07) + + self.play( + jack.animate.move_to(target.get_right() + RIGHT * 0.62), + run_time=0.32, + ) + self.play(Create(demand_box), run_time=0.17) + + scales[idx] = min(10, scales[idx] + 1) + new_scale = Text( + rank_from_scale(scales[idx]), + font_size=40, + weight="BOLD", + color=specs[idx][1], + ).move_to(scale_tokens[idx]) + self.play( + Create(king_box), Transform(scale_tokens[idx], new_scale), run_time=0.38 + ) + self.play( + FadeOut(king_box), + FadeOut(demand_box), + run_time=0.15, + ) + + self.play(jack.animate.next_to(queen, LEFT, buff=0.35), run_time=0.55) + + report_arrow = Arrow( + jack.get_right(), + queen.get_left(), + buff=0.08, + color=GREEN_C, + stroke_width=2.6, + ) + self.play(FadeIn(report_arrow)) + + best_idx = int(np.argmin(scales)) + best_card = products[best_idx] + choice_box = SurroundingRectangle(best_card, color=GREEN_C, buff=0.07) + stage_three = Text( + "Decision rule: buy when private value v* exceeds shown scale.", + font_size=21, + color=GREY_B, + ).to_edge(DOWN) + + self.play( + Transform(stage, stage_three), + queen.animate.move_to(best_card.get_right() + RIGHT * 0.9), + Create(choice_box), + run_time=0.95, + ) + self.play( + FadeOut(jack), + FadeOut(report_arrow), + FadeOut(actor_link), + FadeOut(subtitle), + ) + self.wait(1.0) + + +class COIFirstPrinciplesScene(Scene): + def construct(self) -> None: + title = scene_title("Cost of Information from First Principles") + self.play(Write(title)) + + setup = VGroup( + MathTex(r"P\sim\pi(\tau)", font_size=44), + MathTex(r"\underline p=\text{reservation price}", font_size=38), + MathTex(r"M=P-\underline p", font_size=46, color=HIGHLIGHT), + ).arrange(DOWN, aligned_edge=LEFT, buff=0.22) + setup.to_edge(LEFT).shift(UP * 0.55) + + self.play( + LaggedStart( + *[FadeIn(line, shift=RIGHT * 0.2) for line in setup], lag_ratio=0.2 + ) + ) + + floor_x = 86.0 + mean_x = 116.0 + axes = ( + Axes( + x_range=[80, 160, 10], + y_range=[0.0, 0.04, 0.01], + x_length=7.0, + y_length=3.3, + tips=False, + axis_config={"stroke_width": 2, "color": AXIS_INK}, + ) + .to_edge(RIGHT) + .shift(DOWN * 0.2) + ) + density = axes.plot( + lambda x: normal_pdf(x, mean_x, 12.0), + x_range=[80, 160], + color=BLUE_D, + stroke_width=6, + ) + floor_line = Line( + axes.c2p(floor_x, 0.0), + axes.c2p(floor_x, 0.036), + color=ORANGE, + stroke_width=4, + ) + mean_line = Line( + axes.c2p(mean_x, 0.0), + axes.c2p(mean_x, 0.036), + color=GREEN_C, + stroke_width=4, + ) + floor_tag = ( + MathTex(r"\underline p", color=ORANGE) + .scale(0.72) + .next_to(floor_line, UP, buff=0.06) + ) + mean_tag = ( + MathTex(r"\mathbb{E}[P]", color=GREEN_C) + .scale(0.72) + .next_to(mean_line, UP, buff=0.06) + ) + coi_span = Line( + axes.c2p(floor_x, 0.032), + axes.c2p(mean_x, 0.032), + color=HIGHLIGHT, + stroke_width=6, + ) + coi_tag = MathTex( + r"\mathbb{E}[P]-\underline p", font_size=22, color=HIGHLIGHT + ).next_to(coi_span, UP, buff=0.05) + + chart = VGroup( + axes, + density, + floor_line, + mean_line, + floor_tag, + mean_tag, + coi_span, + coi_tag, + ) + + self.play(FadeIn(axes), FadeIn(density)) + self.play( + FadeIn(floor_line), FadeIn(mean_line), FadeIn(floor_tag), FadeIn(mean_tag) + ) + self.play(FadeIn(coi_span), FadeIn(coi_tag)) + self.play( + FadeOut(setup, shift=LEFT * 0.15), + chart.animate.scale(0.82).to_edge(RIGHT).shift(UP * 0.6), + ) + + coi_left = MathTex(r"\mathrm{COI}=\mathbb{E}[", font_size=42) + coi_mid = MathTex(r"M", font_size=42) + coi_right = MathTex(r"]", font_size=42) + coi_eq = VGroup(coi_left, coi_mid, coi_right).arrange(RIGHT, buff=0.04) + coi_eq.to_edge(LEFT).shift(UP * 0.45) + + self.play(Write(coi_left), FadeIn(coi_mid, shift=UP * 0.05), Write(coi_right)) + + expanded_mid = MathTex(r"P-\underline p", font_size=42) + expanded_mid.move_to(coi_mid, aligned_edge=LEFT) + self.play( + Transform(coi_mid, expanded_mid), + coi_right.animate.next_to(coi_mid, RIGHT, buff=0.04), + ) + self.play(coi_eq.animate.set_color(HIGHLIGHT)) + self.play(Indicate(coi_eq, color=HIGHLIGHT, run_time=0.85)) + + survival = MathTex( + r"\mathrm{COI}=\int_{\underline p}^{\bar p}(1-F_\pi(p))\,dp", + font_size=33, + color=GREY_B, + ).next_to(coi_eq, DOWN, aligned_edge=LEFT, buff=0.2) + self.play(Write(survival)) + + identity_1 = MathTex( + r"\mathbb E[X]=\int_0^{\infty}\mathbb P(X>u)\,du\quad (X\ge 0)", + font_size=31, + color=GREY_B, + ).next_to(survival, DOWN, aligned_edge=LEFT, buff=0.2) + identity_2 = MathTex( + r"X=P-\underline p,\;u=p-\underline p\Rightarrow\int_{\underline p}^{\bar p}(1-F_\pi(p))\,dp", + font_size=31, + color=GREY_B, + ).next_to(identity_1, DOWN, aligned_edge=LEFT, buff=0.14) + self.play(Write(identity_1)) + self.play(Write(identity_2)) + self.wait(1.0) + + +class COIOrderStatisticProofScene(Scene): + def construct(self) -> None: + title = scene_title("Why COI Erodes with Agent Saturation") + self.play(Write(title)) + + scope = MathTex( + r"\text{Assumption: independent sessions; no shared quotes across agents}", + font_size=22, + color=GREY_B, + ).next_to(title, DOWN, buff=0.16) + self.play(FadeIn(scope, shift=DOWN * 0.06)) + + key = MathTex(r"p_{(1)}=\min(p_1,\ldots,p_N)", font_size=42, color=HIGHLIGHT) + key.next_to(scope, DOWN, buff=0.22) + self.play(Write(key)) + self.play(Circumscribe(key, color=HIGHLIGHT, run_time=0.85)) + + number_line = NumberLine( + x_range=[P_MIN, P_MAX, 10], + length=9.8, + color=AXIS_INK, + include_numbers=True, + decimal_number_config={"num_decimal_places": 0, "color": INK}, + ).shift(DOWN * 1.5) + floor_marker = Line( + number_line.n2p(P_MIN), + number_line.n2p(P_MIN) + UP * 0.85, + color=ORANGE, + stroke_width=5, + ) + floor_label = MathTex(r"\underline p", color=ORANGE).next_to( + floor_marker, UP, buff=0.05 + ) + self.play(FadeIn(number_line), FadeIn(floor_marker), FadeIn(floor_label)) + + rng = np.random.default_rng(17) + current_group: VGroup | None = None + current_info: VGroup | None = None + + for n in [1, 3, 8, 20]: + draws = np.sort(rng.beta(2.4, 2.1, size=n) * (P_MAX - P_MIN) + P_MIN) + dots = VGroup( + *[ + Dot(number_line.n2p(float(v)), radius=0.06, color=BLUE_D) + for v in draws + ] + ) + min_dot = Dot(number_line.n2p(float(draws[0])), radius=0.09, color=RED_C) + min_tag = ( + MathTex(r"p_{(1)}", color=RED_C) + .scale(0.65) + .next_to(min_dot, UP, buff=0.08) + ) + step_group = VGroup(dots, min_dot, min_tag) + + info = VGroup( + Text(f"N = {n}", font_size=28), + Text(f"min observed = {draws[0]:.2f}", font_size=24), + ).arrange(DOWN, aligned_edge=LEFT, buff=0.12) + info.to_edge(LEFT).shift(UP * 0.55) + info_box = VGroup(SurroundingRectangle(info, color=GREY_B, buff=0.18), info) + + if current_group is None: + self.play(FadeIn(step_group), FadeIn(info_box)) + else: + self.play( + FadeOut(current_group), + FadeOut(current_info), + FadeIn(step_group), + FadeIn(info_box), + ) + current_group = step_group + current_info = info_box + self.wait(0.4) + + p1 = MathTex( + r"\mathbb{P}(p_{(1)}>t)=\mathbb{P}(p_1>t,\ldots,p_N>t)", font_size=36 + ) + p2 = MathTex(r"\mathbb{P}(p_{(1)}>t)=[1-F(t)]^N", font_size=42, color=HIGHLIGHT) + prob_group = VGroup(p1, p2).arrange(DOWN, aligned_edge=LEFT, buff=0.16) + prob_group.to_edge(RIGHT).shift(UP * 0.75) + + self.play(Write(p1)) + self.play(Write(p2)) + + cleanup_items: list = [key, number_line, floor_marker, floor_label] + if current_group is not None: + cleanup_items.append(current_group) + if current_info is not None: + cleanup_items.append(current_info) + self.play( + FadeOut(VGroup(*cleanup_items), shift=DOWN * 0.12), + prob_group.animate.shift(UP * 0.26), + ) + + tail_axes = ( + Axes( + x_range=[0, 1, 0.2], + y_range=[0, 1, 0.2], + x_length=4.1, + y_length=2.45, + tips=False, + axis_config={"stroke_width": 2, "color": AXIS_INK}, + ) + .to_edge(RIGHT) + .shift(DOWN * 1.0 + LEFT * 0.2) + ) + curve_1 = tail_axes.plot( + lambda x: (1 - x) ** 1, x_range=[0, 1], color=BLUE_D, stroke_width=4 + ) + curve_4 = tail_axes.plot( + lambda x: (1 - x) ** 4, x_range=[0, 1], color=GREEN_C, stroke_width=4 + ) + curve_16 = tail_axes.plot( + lambda x: (1 - x) ** 16, x_range=[0, 1], color=RED_C, stroke_width=4 + ) + c_labels = VGroup( + Text("N=1", font_size=18, color=BLUE_D), + Text("N=4", font_size=18, color=GREEN_C), + Text("N=16", font_size=18, color=RED_C), + ).arrange(DOWN, aligned_edge=LEFT, buff=0.08) + c_labels.next_to(tail_axes, UP, buff=0.08).align_to(tail_axes, RIGHT) + tail_x = MathTex(r"F(t)", font_size=24).next_to(tail_axes, DOWN, buff=0.05) + tail_y = MathTex(r"[1-F(t)]^N", font_size=24).next_to( + tail_axes, LEFT, buff=0.05 + ) + + self.play(FadeIn(tail_axes), Create(curve_1), Create(curve_4), Create(curve_16)) + self.play(FadeIn(c_labels), FadeIn(tail_x), FadeIn(tail_y)) + + e1 = MathTex( + r"\mathbb{E}[p_{(1)}]=\underline p+\int_{\underline p}^{\bar p}[1-F(t)]^N\,dt", + font_size=32, + ) + e2 = MathTex( + r"X=p_{(1)}-\underline p\ge 0,\quad \mathbb E[X]=\int_0^{\infty}\mathbb P(X>u)\,du", + font_size=27, + color=GREY_B, + ) + e3 = MathTex( + r"\mathbb P(X>u)=\mathbb P\!\left(p_{(1)}>\underline p+u\right)=[1-F(\underline p+u)]^N", + font_size=27, + color=GREY_B, + ) + e4 = MathTex( + r"0\le[1-F(t)]^N\le1,\quad [1-F(t)]^N\to0\ \text{for } t>\underline p", + font_size=27, + color=GREY_B, + ) + e5 = MathTex( + r"\Rightarrow\ \lim_{N\to\infty}(\mathbb{E}[p_{(1)}]-\underline p)=0", + font_size=38, + color=HIGHLIGHT, + ) + proof_block = VGroup(e1, e2, e3, e4, e5).arrange( + DOWN, aligned_edge=LEFT, buff=0.12 + ) + proof_block.to_edge(LEFT).shift(UP * 0.45) + self.play(Write(e1)) + self.play(Write(e2)) + self.play(Write(e3)) + self.play(Write(e4)) + self.play(Write(e5)) + + conclusion = MathTex( + r"N\to\infty\ \Rightarrow\ \mathbb{E}[p_{(1)}]-\underline p\to 0", + font_size=28, + color=GREY_B, + ) + conclusion.to_edge(DOWN) + self.play(FadeIn(conclusion, shift=UP * 0.1)) + self.play(Indicate(conclusion, color=HIGHLIGHT, run_time=0.9)) + self.wait(0.85) + + +class BehaviorKernelConstructionScene(Scene): + def construct(self) -> None: + title = scene_title("From Session Paths to Transition Kernels") + self.play(Write(title)) + + traj_h = MathTex( + r"\tau_H:\ s_0\!\to s_1\!\to s_2\!\to s_3\!\to s_T", + font_size=28, + color=GREEN_C, + ) + traj_a = MathTex( + r"\tau_A:\ s_0\!\to s_1\!\to s_2\!\to s_1\!\to s_2\!\to\cdots", + font_size=28, + color=RED_C, + ) + trajectories = VGroup(traj_h, traj_a).arrange( + DOWN, aligned_edge=LEFT, buff=0.16 + ) + trajectories.next_to(title, DOWN, buff=0.45).align_to(title, LEFT) + self.play( + LaggedStart( + *[FadeIn(t, shift=RIGHT * 0.2) for t in trajectories], lag_ratio=0.25 + ) + ) + + mle = MathTex( + r"\hat P(s'\mid s)=\frac{N(s,s')}{\sum_k N(s,k)}", + font_size=40, + color=HIGHLIGHT, + ) + mle.next_to(trajectories, DOWN, aligned_edge=LEFT, buff=0.28) + self.play(Write(mle)) + + counts = to_matrix( + ( + (0.00, 8.00, 0.00, 0.00), + (0.00, 2.00, 5.00, 1.00), + (0.00, 3.00, 2.00, 4.00), + (0.00, 1.00, 0.00, 6.00), + ), + "transition counts N(s,s')", + color=BLUE_D, + ) + probs = to_matrix( + ( + (0.00, 1.00, 0.00, 0.00), + (0.00, 0.25, 0.62, 0.13), + (0.00, 0.33, 0.22, 0.45), + (0.00, 0.14, 0.00, 0.86), + ), + "normalized kernel T", + color=GREEN_C, + header_buff=0.4, + ) + mats = ( + VGroup(counts, probs) + .arrange(RIGHT, buff=0.95) + .scale(0.92) + .to_edge(DOWN) + .shift(UP * 0.34) + ) + arrow = Arrow(counts.get_right(), probs.get_left(), buff=0.18, stroke_width=4) + arrow_tag = MathTex( + r"\text{row-normalize}", font_size=20, color=GREY_B + ).next_to(arrow, UP, buff=0.08) + kernel_arrow = Arrow( + mle.get_bottom(), + mats.get_top() + UP * 0.05, + buff=0.1, + color=GREY_B, + stroke_width=3.2, + ) + self.play( + FadeIn(mats, shift=UP * 0.12), + FadeIn(arrow), + FadeIn(arrow_tag), + FadeIn(kernel_arrow, shift=DOWN * 0.06), + ) + self.play( + FadeOut(mle, shift=UP * 0.08), + FadeOut(kernel_arrow, shift=DOWN * 0.08), + ) + + note = MathTex( + r"\bar T_H,\bar T_A\ \text{feed KL and }\hat\alpha(\tau')", + font_size=22, + color=GREY_B, + ) + note.next_to(mats, DOWN, buff=0.16) + self.play(FadeIn(note, shift=UP * 0.1)) + self.wait(1.0) + + +class SeparabilitySignalScene(Scene): + def construct(self) -> None: + title = scene_title("Separability as Control Signal") + self.play(Write(title)) + + human = to_matrix( + ( + (0.05, 0.70, 0.20, 0.05), + (0.05, 0.20, 0.60, 0.15), + (0.10, 0.25, 0.30, 0.35), + (0.00, 0.00, 0.00, 1.00), + ), + "human centroid T_H", + color=GREEN_C, + ) + agent = to_matrix( + ( + (0.03, 0.82, 0.12, 0.03), + (0.06, 0.55, 0.21, 0.18), + (0.08, 0.48, 0.14, 0.30), + (0.00, 0.00, 0.00, 1.00), + ), + "agent centroid T_A", + color=RED_C, + ) + kernels = VGroup(human, agent).arrange(RIGHT, buff=0.95).shift(UP * 0.45) + self.play(FadeIn(kernels, shift=UP * 0.15)) + + self.play( + kernels.animate.scale(0.6) + .arrange(DOWN, aligned_edge=LEFT, buff=0.24) + .to_edge(LEFT) + .shift(UP * 0.18) + ) + + d_h = MathTex(r"\Delta_H=D_{KL}(\hat T'\parallel\bar T_H)", font_size=36) + d_a = MathTex(r"\Delta_A=D_{KL}(\hat T'\parallel\bar T_A)", font_size=36) + gap = MathTex(r"g=\Delta_H-\Delta_A", font_size=44, color=HIGHLIGHT) + alpha = MathTex(r"\hat\alpha(\tau')=\sigma(\beta g)", font_size=40) + eqs = VGroup(d_h, d_a, gap, alpha).arrange(DOWN, aligned_edge=LEFT, buff=0.2) + eqs.to_edge(RIGHT).shift(UP * 0.38) + self.play(LaggedStart(*[Write(eq) for eq in eqs], lag_ratio=0.18)) + self.play(Indicate(gap, color=HIGHLIGHT, run_time=0.85)) + + self.play( + eqs.animate.scale(0.66).next_to(kernels, DOWN, aligned_edge=LEFT, buff=0.16) + ) + + mu_h, sigma_h = -3.35, 2.67 + mu_a, sigma_a = 1.65, 2.83 + axis = ( + Axes( + x_range=[-10, 10, 2], + y_range=[0.0, 0.18, 0.03], + x_length=6.8, + y_length=3.7, + tips=False, + axis_config={"stroke_width": 2, "color": AXIS_INK}, + ) + .to_edge(RIGHT) + .shift(DOWN * 0.75 + LEFT * 0.15) + ) + x_tag = MathTex(r"g=\Delta_H-\Delta_A", font_size=30).next_to( + axis, DOWN, buff=0.15 + ) + + human_curve = axis.plot( + lambda x: normal_pdf(x, mu_h, sigma_h), + x_range=[-10, 10], + color=BLUE_D, + stroke_width=6, + ) + agent_curve = axis.plot( + lambda x: normal_pdf(x, mu_a, sigma_a), + x_range=[-10, 10], + color=RED_C, + stroke_width=6, + ) + h_label = Text("human", font_size=22, color=BLUE_D).move_to( + axis.c2p(-6.4, 0.108) + ) + a_label = Text("agent", font_size=22, color=RED_C).move_to(axis.c2p(5.8, 0.095)) + + boundary = DashedLine( + axis.c2p(0.0, 0.0), axis.c2p(0.0, 0.165), color=GREY_B, stroke_width=2 + ) + boundary_tag = Text("decision boundary", font_size=17, color=GREY_B).next_to( + boundary, UP, buff=0.08 + ) + boundary_tag.shift(RIGHT * 0.8) + + g_obs = 1.6 + g_line = Line( + axis.c2p(g_obs, 0.0), + axis.c2p(g_obs, 0.145), + color=HIGHLIGHT, + stroke_width=4, + ) + g_dot = Dot(axis.c2p(g_obs, 0.145), color=HIGHLIGHT, radius=0.06) + g_tag = ( + MathTex(r"g_{obs}", color=HIGHLIGHT) + .scale(0.72) + .next_to(g_dot, UP, buff=0.04) + ) + + self.play(FadeIn(axis), FadeIn(x_tag)) + self.play(Create(human_curve), Create(agent_curve)) + self.play( + FadeIn(h_label), FadeIn(a_label), FadeIn(boundary), FadeIn(boundary_tag) + ) + self.play(FadeIn(g_line), FadeIn(g_dot), FadeIn(g_tag)) + + hint = MathTex( + r"g>0\ \Rightarrow\ \hat\alpha\ \text{upweights agent contamination}", + font_size=22, + color=GREY_B, + ) + hint.next_to(x_tag, DOWN, buff=0.1) + hint.match_x(axis) + self.play(FadeIn(hint, shift=UP * 0.1)) + self.wait(1.0) + + +class ContaminationGeneratorScene(Scene): + def construct(self) -> None: + title = scene_title("Contamination Generator G(alpha)") + self.play(Write(title)) + + human_pool = card("labeled human sessions", color=BLUE_D, width=4.1) + agent_pool = card("synthetic agent sessions", color=RED_C, width=4.1) + mixed_pool = card("mixed batch for training", color=HIGHLIGHT, width=4.4) + + top = ( + VGroup(human_pool, agent_pool) + .arrange(RIGHT, buff=1.1) + .next_to(title, DOWN, buff=0.55) + ) + mixed_pool.next_to(top, DOWN, buff=1.25) + + a1 = Arrow( + human_pool.get_bottom(), + mixed_pool.get_top() + LEFT * 1.0, + buff=0.1, + stroke_width=4, + ) + a2 = Arrow( + agent_pool.get_bottom(), + mixed_pool.get_top() + RIGHT * 1.0, + buff=0.1, + stroke_width=4, + ) + + self.play(FadeIn(top, shift=UP * 0.12), FadeIn(mixed_pool, shift=UP * 0.12)) + self.play(FadeIn(a1), FadeIn(a2)) + + flow = VGroup(top, mixed_pool, a1, a2) + self.play(flow.animate.scale(0.68).to_edge(LEFT).shift(UP * 0.58)) + + alpha_tracker = ValueTracker(0.18) + bar_outline = Rectangle( + width=7.0, height=0.46, stroke_color=AXIS_INK, stroke_width=2 + ).move_to(RIGHT * 0.55 + DOWN * 0.12) + base_h = Rectangle( + width=7.0, height=0.4, stroke_width=0, fill_color=BLUE_D, fill_opacity=0.35 + ).move_to(bar_outline) + + def make_agent_fill() -> Rectangle: + width = max(0.02, 7.0 * alpha_tracker.get_value()) + rect = Rectangle( + width=width, + height=0.4, + stroke_width=0, + fill_color=RED_C, + fill_opacity=0.68, + ) + rect.move_to(bar_outline.get_right() + LEFT * (width / 2.0)) + return rect + + agent_fill = always_redraw(make_agent_fill) + alpha_label = Text("alpha =", font_size=24).next_to( + bar_outline, DOWN, buff=0.16 + ) + alpha_value = always_redraw( + lambda: DecimalNumber( + alpha_tracker.get_value(), + num_decimal_places=2, + font_size=28, + color=HIGHLIGHT, + ).next_to(alpha_label, RIGHT, buff=0.1) + ) + left_tag = Text("human share (1-alpha)", font_size=18, color=BLUE_D).next_to( + bar_outline, LEFT, buff=0.15 + ) + right_tag = Text("agent share (alpha)", font_size=18, color=RED_C).next_to( + bar_outline, RIGHT, buff=0.15 + ) + + self.play(FadeIn(bar_outline), FadeIn(base_h), FadeIn(agent_fill)) + self.play( + FadeIn(alpha_label), + FadeIn(alpha_value), + FadeIn(left_tag), + FadeIn(right_tag), + ) + + mix_eq = MathTex( + r"\hat Q(p\mid\tau')=(1-\alpha)\,\hat Q_H(p\mid\tau')+\alpha\,\hat Q_A(p\mid\tau')", + font_size=31, + ).next_to(bar_outline, DOWN, buff=0.45) + interval = MathTex( + r"\alpha\in[\alpha_0-\epsilon_\alpha,\,\alpha_0+\epsilon_\alpha]", + font_size=31, + color=GREY_B, + ) + interval.next_to(mix_eq, DOWN, buff=0.2) + self.play(Write(mix_eq), Write(interval)) + + self.play(alpha_tracker.animate.set_value(0.32), run_time=1.2) + self.play(alpha_tracker.animate.set_value(0.55), run_time=1.2) + self.play(alpha_tracker.animate.set_value(0.24), run_time=1.1) + self.wait(0.9) + + +class RobustControlScene(Scene): + def construct(self) -> None: + title = scene_title("Distributionally Robust Control Layer") + self.play(Write(title)) + + objective = MathTex( + r"\pi^*=\arg\max_\pi\min_{Q\in\mathcal U_\epsilon}\mathbb E_{d\sim Q}[R(p,d)-\lambda\,\mathrm{COI}_{\mathrm{leak}}(p,\tau') ]", + font_size=29, + ).next_to(title, DOWN, buff=0.4) + reward = MathTex( + r"r_t=R(p_t,d_t)-\lambda f(\tau_t')c_{info},\quad d_t\sim Q(\cdot\mid p_t,\tau_t')", + font_size=29, + color=HIGHLIGHT, + ) + reward.next_to(objective, DOWN, buff=0.22) + demand_link = MathTex( + r"\hat Q(p_t,\tau_t')=\mathbb E_Q[d_t\mid p_t,\tau_t']", + font_size=27, + color=GREY_B, + ).next_to(reward, DOWN, buff=0.14) + self.play(Write(objective), Write(reward), Write(demand_link)) + self.play(Circumscribe(objective, color=HIGHLIGHT, run_time=1.05)) + + plane = ( + Axes( + x_range=[-3, 3, 1], + y_range=[-3, 3, 1], + x_length=5.6, + y_length=5.6, + tips=False, + axis_config={"stroke_width": 1.8, "color": AXIS_INK}, + ) + .to_edge(LEFT) + .shift(DOWN * 0.55) + ) + center = Dot(plane.c2p(0, 0), color=BLUE_D, radius=0.08) + center_tag = ( + MathTex(r"\hat P_N", color=BLUE_D) + .scale(0.75) + .next_to(center, UP, buff=0.07) + ) + ball = Circle(radius=1.75, color=HIGHLIGHT, stroke_width=3).move_to(center) + ball_tag = ( + MathTex(r"\mathcal U_\epsilon", color=HIGHLIGHT) + .scale(0.72) + .next_to(ball, UP, buff=0.08) + ) + + q1 = Dot(plane.c2p(1.0, 0.7), color=GREEN_C) + q2 = Dot(plane.c2p(-1.2, 0.9), color=RED_C) + q3 = Dot(plane.c2p(0.3, -1.3), color=GREEN_C) + q4 = Dot(plane.c2p(-0.9, -0.6), color=GREEN_C) + q2_tag = Text("worst-case Q*", font_size=18, color=RED_C).next_to( + q2, UP, buff=0.07 + ) + + self.play(FadeIn(plane), FadeIn(center), FadeIn(center_tag)) + self.play(Create(ball), FadeIn(ball_tag)) + self.play( + LaggedStart(*[FadeIn(dot) for dot in [q1, q2, q3, q4]], lag_ratio=0.14) + ) + self.play(FadeIn(q2_tag, shift=UP * 0.08)) + + inner_step = card( + "inner min picks Q*", color=RED_C, width=4.6, height=0.9, font_size=20 + ) + demand_step = card( + "sample demand from Q*", color=ORANGE, width=4.6, height=0.9, font_size=20 + ) + update_step = card( + "outer max updates policy", + color=GREEN_C, + width=4.6, + height=0.9, + font_size=20, + ) + pipeline = ( + VGroup(inner_step, demand_step, update_step) + .arrange(DOWN, buff=0.32) + .to_edge(RIGHT) + .shift(DOWN * 0.95) + ) + chooser = Arrow( + q2.get_right() + RIGHT * 0.15, + inner_step.get_left(), + buff=0.08, + color=RED_C, + stroke_width=4, + ) + stage_arrow_1 = Arrow( + inner_step.get_bottom(), + demand_step.get_top(), + buff=0.08, + stroke_width=3.6, + ) + stage_arrow_2 = Arrow( + demand_step.get_bottom(), + update_step.get_top(), + buff=0.08, + stroke_width=3.6, + ) + feedback = CurvedArrow( + update_step.get_left() + DOWN * 0.12, + center.get_right() + UP * 0.15, + angle=0.92, + color=GREEN_C, + stroke_width=3.6, + ) + self.play(FadeIn(pipeline, shift=LEFT * 0.15)) + self.play(FadeIn(chooser)) + self.play(FadeIn(stage_arrow_1), FadeIn(stage_arrow_2)) + self.play(FadeIn(feedback)) + + note = MathTex( + r"r_t\ \text{uses }d_t\sim Q^\star\ \text{(inner min)}", + font_size=24, + color=GREY_B, + ) + note.to_edge(DOWN) + self.play(FadeIn(note, shift=UP * 0.1)) + self.wait(1.0) + + +class SystemLoopScene(Scene): + def construct(self) -> None: + title = scene_title("Online + Offline Defense Loop") + self.play(Write(title)) + + web = card("Web app", color=BLUE_D, width=2.9) + provider = card("Pricing provider", color=BLUE_D, width=3.5) + kafka = card("Kafka streams", color=HIGHLIGHT, width=3.1) + kernels = card("Kernel + KL estimator", color=GREEN_C, width=3.9) + generator = card("Generator G(alpha)", color=GREEN_C, width=3.5) + policy = card("DR-RL trainer", color=ORANGE, width=3.0) + + web.move_to(LEFT * 4.6 + UP * 1.35) + provider.move_to(RIGHT * 4.2 + UP * 1.35) + kafka.move_to(LEFT * 4.6 + DOWN * 1.1) + kernels.move_to(LEFT * 1.3 + DOWN * 1.1) + generator.move_to(RIGHT * 2.0 + DOWN * 1.1) + policy.move_to(RIGHT * 5.1 + DOWN * 1.1) + + online_tag = Text("online serving", font_size=22, weight="BOLD", color=GREY_B) + online_tag.next_to(web, UP, buff=0.38).align_to(web, LEFT) + offline_tag = Text( + "offline defense training", font_size=22, weight="BOLD", color=GREY_B + ) + offline_tag.next_to(kafka, UP, buff=0.38).align_to(kafka, LEFT) + + request_arrow = CurvedArrow( + web.get_right() + UP * 0.2, + provider.get_left() + UP * 0.2, + angle=-0.24, + stroke_width=4, + ) + response_arrow = CurvedArrow( + provider.get_left() + DOWN * 0.2, + web.get_right() + DOWN * 0.2, + angle=-0.24, + stroke_width=4, + ) + log_arrow = Arrow(web.get_bottom(), kafka.get_top(), buff=0.08, stroke_width=4) + k_to_kl = Arrow(kafka.get_right(), kernels.get_left(), buff=0.1, stroke_width=4) + kl_to_g = Arrow( + kernels.get_right(), generator.get_left(), buff=0.1, stroke_width=4 + ) + g_to_pi = Arrow( + generator.get_right(), policy.get_left(), buff=0.1, stroke_width=4 + ) + pi_to_provider = Arrow( + policy.get_top(), provider.get_bottom(), buff=0.08, stroke_width=4 + ) + + nodes = VGroup(web, provider, kafka, kernels, generator, policy) + self.play( + FadeIn(online_tag, shift=UP * 0.08), FadeIn(offline_tag, shift=UP * 0.08) + ) + self.play( + LaggedStart( + *[FadeIn(node, shift=UP * 0.08) for node in nodes], lag_ratio=0.12 + ) + ) + self.play( + LaggedStart( + *[ + FadeIn(a) + for a in [ + request_arrow, + response_arrow, + log_arrow, + k_to_kl, + kl_to_g, + g_to_pi, + pi_to_provider, + ] + ], + lag_ratio=0.08, + ) + ) + + labels = VGroup( + Text("request quote", font_size=17).next_to(request_arrow, UP, buff=0.06), + Text("serve price", font_size=17).next_to(response_arrow, DOWN, buff=0.06), + Text("events + quote logs", font_size=17).next_to( + log_arrow, RIGHT, buff=0.08 + ), + Text("fit kernels + alpha", font_size=17).next_to(kl_to_g, UP, buff=0.08), + Text("robust policy train", font_size=17).next_to(g_to_pi, UP, buff=0.08), + Text("publish model", font_size=17).next_to( + pi_to_provider, RIGHT, buff=0.08 + ), + ) + self.play(LaggedStart(*[FadeIn(l) for l in labels], lag_ratio=0.15)) + self.wait(1.0) + + +class ObjectiveAndResultsScene(Scene): + def construct(self) -> None: + title = scene_title("Experimental Signal (paired benchmarks)") + self.play(Write(title)) + + # Paired robust vs non-robust cohort; magnitudes align with sweep-scale logs. + objective_chart = BarChart( + values=[3.41, 3.91], + bar_names=["robust", "non-robust"], + y_range=[0, 5, 1], + y_length=2.9, + x_length=4.8, + bar_colors=[GREEN_C, RED_C], + ) + objective_label = MathTex( + r"\text{objective}\ (\times 10^5)", font_size=22 + ).next_to(objective_chart, UP, buff=0.1) + + revenue_chart = BarChart( + values=[3.80, 4.18], + bar_names=["robust", "non-robust"], + y_range=[0, 5, 1], + y_length=2.9, + x_length=4.8, + bar_colors=[GREEN_C, RED_C], + ) + revenue_label = MathTex( + r"\text{revenue}\ (\times 10^5)", font_size=22 + ).next_to(revenue_chart, UP, buff=0.1) + + charts = VGroup( + VGroup(objective_label, objective_chart), + VGroup(revenue_label, revenue_chart), + ).arrange(RIGHT, buff=0.85) + charts.next_to(title, DOWN, buff=0.7) + self.play(FadeIn(charts, shift=UP * 0.2)) + + pairwise = MathTex( + r"\textbf{wins:}\quad \tfrac{13}{40}\ (\text{obj}),\ \tfrac{16}{40}\ (\text{rev})", + font_size=26, + ) + pairwise.next_to(charts, DOWN, buff=0.32) + self.play(FadeIn(pairwise, shift=RIGHT * 0.12)) + + caution = MathTex( + r"\text{regime-dependent};\ \text{read with COI + stability (Results)}", + font_size=22, + color=GREY_B, + ) + caution.to_edge(DOWN) + self.play(FadeIn(caution, shift=UP * 0.1)) + self.wait(1.1) + + +class ThesisBannerPosterScene(Scene): + def construct(self) -> None: + title = Text("PHANTOM", font_size=72, weight="BOLD", color=INK).to_edge(UP) + subtitle = Text( + "Pricing Heuristics Against Non-human Transaction Orchestration", + font_size=24, + color=GREY_B, + ).next_to(title, DOWN, buff=0.05) + + coi_axes = Axes( + x_range=[0, 1, 0.2], + y_range=[0, 1, 0.2], + x_length=3.15, + y_length=1.75, + tips=False, + axis_config={"stroke_width": 1.8, "color": AXIS_INK}, + ) + coi_n1 = coi_axes.plot( + lambda x: (1 - x) ** 1, + x_range=[0, 1], + color=BLUE_D, + stroke_width=4, + ) + coi_n8 = coi_axes.plot( + lambda x: (1 - x) ** 8, + x_range=[0, 1], + color=ORANGE, + stroke_width=4, + ) + coi_hint = Text( + "Order-statistic tail compresses as query count grows", font_size=15 + ) + coi_hint.set_color(GREY_B).next_to(coi_axes, DOWN, buff=0.06) + coi_title = Text("1) COI erosion", font_size=23, weight="BOLD", color=ORANGE) + coi_body = VGroup(coi_axes, coi_n1, coi_n8, coi_hint) + coi_group = VGroup(coi_title, coi_body).arrange(DOWN, buff=0.08) + coi_frame = SurroundingRectangle(coi_group, color=ORANGE, buff=0.14) + coi_frame.set_fill(color=ORANGE, opacity=0.05) + coi_panel = VGroup(coi_frame, coi_group) + + gap_axes = Axes( + x_range=[-8, 8, 2], + y_range=[0.0, 0.2, 0.05], + x_length=3.15, + y_length=1.75, + tips=False, + axis_config={"stroke_width": 1.8, "color": AXIS_INK}, + ) + gap_h = gap_axes.plot( + lambda x: normal_pdf(x, -3.35, 2.67), + x_range=[-8, 8], + color=BLUE_D, + stroke_width=4, + ) + gap_a = gap_axes.plot( + lambda x: normal_pdf(x, 1.65, 2.83), + x_range=[-8, 8], + color=RED_C, + stroke_width=4, + ) + gap_boundary = DashedLine( + gap_axes.c2p(0, 0), + gap_axes.c2p(0, 0.17), + color=GREY_B, + stroke_width=2, + ) + gap_hint = Text( + "Gap score g = Delta_H - Delta_A drives alpha-hat", font_size=15 + ) + gap_hint.set_color(GREY_B).next_to(gap_axes, DOWN, buff=0.06) + gap_title = Text( + "2) Behavioral separability", font_size=23, weight="BOLD", color=GREEN_C + ) + gap_body = VGroup(gap_axes, gap_h, gap_a, gap_boundary, gap_hint) + gap_group = VGroup(gap_title, gap_body).arrange(DOWN, buff=0.08) + gap_frame = SurroundingRectangle(gap_group, color=GREEN_C, buff=0.14) + gap_frame.set_fill(color=GREEN_C, opacity=0.05) + gap_panel = VGroup(gap_frame, gap_group) + + ctrl_title = Text( + "3) Robust pricing control", font_size=23, weight="BOLD", color=HIGHLIGHT + ) + ctrl_signal = MathTex(r"\hat\alpha(\tau')=\sigma(\beta g)", font_size=31) + ctrl_policy = MathTex( + r"\pi^*=\arg\max_\pi\min_{Q\in\mathcal U_\epsilon}\mathbb E[r]", + font_size=29, + color=HIGHLIGHT, + ) + ctrl_steps = VGroup( + card( + "estimate contamination from behavior", + color=GREEN_C, + width=4.0, + height=0.72, + font_size=16, + ), + card( + "optimize price policy under uncertainty", + color=ORANGE, + width=4.0, + height=0.72, + font_size=16, + ), + ).arrange(DOWN, buff=0.18) + ctrl_arrow = Arrow( + ctrl_steps[0].get_bottom(), + ctrl_steps[1].get_top(), + buff=0.06, + color=AXIS_INK, + stroke_width=3, + ) + ctrl_body = VGroup(ctrl_signal, ctrl_policy, ctrl_steps, ctrl_arrow).arrange( + DOWN, buff=0.14 + ) + ctrl_group = VGroup(ctrl_title, ctrl_body).arrange(DOWN, buff=0.08) + ctrl_frame = SurroundingRectangle(ctrl_group, color=HIGHLIGHT, buff=0.14) + ctrl_frame.set_fill(color=HIGHLIGHT, opacity=0.05) + ctrl_panel = VGroup(ctrl_frame, ctrl_group) + + panels = VGroup(coi_panel, gap_panel, ctrl_panel).arrange(RIGHT, buff=0.3) + panels.scale(0.92).next_to(subtitle, DOWN, buff=0.28) + + web = card("web sessions", color=BLUE_D, width=2.2, height=0.7, font_size=17) + kafka = card( + "quote + event logs", color=HIGHLIGHT, width=2.6, height=0.7, font_size=17 + ) + kernel = card( + "transition kernels", color=GREEN_C, width=2.5, height=0.7, font_size=17 + ) + policy = card( + "robust policy", color=ORANGE, width=2.2, height=0.7, font_size=17 + ) + flow_nodes = VGroup(web, kafka, kernel, policy).arrange(RIGHT, buff=0.22) + flow_nodes.to_edge(DOWN, buff=0.52) + flow_arrows = VGroup( + Arrow(web.get_right(), kafka.get_left(), buff=0.05, stroke_width=2.8), + Arrow(kafka.get_right(), kernel.get_left(), buff=0.05, stroke_width=2.8), + Arrow(kernel.get_right(), policy.get_left(), buff=0.05, stroke_width=2.8), + ) + + status = VGroup( + Text("Mann-Whitney p = 0.0006", font_size=19, color=GREEN_C), + Text("Pairwise robust wins: 13/40 objective, 16/40 revenue", font_size=19), + ).arrange(DOWN, buff=0.06) + status[1].set_color(GREY_B) + status.next_to(flow_nodes, UP, buff=0.15) + + footer = Text( + "From mechanism failure to an implementable defense loop", + font_size=25, + color=HIGHLIGHT, + ).next_to(flow_nodes, DOWN, buff=0.13) + + self.add( + title, + subtitle, + panels, + flow_nodes, + flow_arrows, + status, + footer, + ) + self.wait(0.1) + + +class RewardAndLeakageScene(Scene): + def construct(self) -> None: + title = scene_title("Reward: Revenue vs COI Leakage") + self.play(Write(title)) + + leak = MathTex( + r"\mathrm{COI}_{\mathrm{leak}}(p,\tau')=f(\tau')\cdot\mathrm{InfoValue}(p,\tau')}", + font_size=34, + color=HIGHLIGHT, + ).next_to(title, DOWN, buff=0.42) + self.play(Write(leak)) + self.play(Circumscribe(leak, color=HIGHLIGHT, run_time=1.1)) + + info = MathTex( + r"\mathrm{InfoValue}\in\{1,\,-\log\pi(p\mid\tau')\}", + font_size=30, + color=GREY_B, + ).next_to(leak, DOWN, buff=0.22) + self.play(Write(info)) + + f_track = ValueTracker(0.0) + bar_w, bar_h = 4.2, 0.38 + bar_bg = Rectangle( + width=bar_w, + height=bar_h, + stroke_color=AXIS_INK, + stroke_width=2, + fill_opacity=0.06, + ).shift(DOWN * 0.75) + + def leak_bar() -> Rectangle: + w = max(0.04, bar_w * float(f_track.get_value())) + r = Rectangle( + width=w, + height=bar_h - 0.06, + stroke_width=0, + fill_color=RED_C, + fill_opacity=0.55, + ) + r.move_to(bar_bg.get_left() + RIGHT * (w / 2.0) + RIGHT * 0.02) + return r + + leak_fill = always_redraw(leak_bar) + scale_lbl = MathTex( + r"\lambda\cdot\mathrm{COI}_{\mathrm{leak}}", + font_size=28, + ).next_to(bar_bg, UP, buff=0.18) + f_readout = always_redraw( + lambda: MathTex( + rf"f(\tau')={f_track.get_value():.2f}", + font_size=32, + color=HIGHLIGHT, + ).next_to(bar_bg, DOWN, buff=0.2) + ) + + self.play(FadeIn(bar_bg), Write(scale_lbl)) + self.add(leak_fill, f_readout) + self.play(f_track.animate.set_value(0.88), run_time=2.4, rate_func=smooth) + self.wait(0.25) + + objective = MathTex( + r"\pi^*=\arg\max_\pi\min_{Q\in\mathcal{U}_\epsilon}\mathbb{E}_{d\sim Q}\Big[" + r"R(p,d)-\lambda\,\mathrm{COI}_{\mathrm{leak}}(p,\tau')\Big]", + font_size=28, + ).to_edge(DOWN, buff=0.32) + self.play(Write(objective)) + self.play(Indicate(objective, color=HIGHLIGHT, run_time=1.0)) + self.wait(0.7) + + +class StackelbergAmbiguityScene(Scene): + def construct(self) -> None: + title = scene_title("Stackelberg Step + Contamination Ambiguity") + self.play(Write(title)) + + stack = VGroup( + MathTex(r"\text{leader: platform chooses }p_t", font_size=32), + MathTex( + r"\text{follower: sessions }(d_t,\tau_t')\text{ under }Q(\cdot\mid p_t,\tau_t')", + font_size=28, + color=GREY_B, + ), + ).arrange(DOWN, aligned_edge=LEFT, buff=0.2) + stack.next_to(title, DOWN, buff=0.38).align_to(title, LEFT) + self.play(LaggedStart(*[Write(line) for line in stack], lag_ratio=0.2)) + + nl = NumberLine( + x_range=[0, 1, 0.2], + length=7.2, + color=AXIS_INK, + include_numbers=True, + decimal_number_config={"num_decimal_places": 1, "color": GREY_B}, + ).shift(DOWN * 0.55) + + alpha0, eps_a = 0.35, 0.12 + lo, hi = max(0.0, alpha0 - eps_a), min(1.0, alpha0 + eps_a) + + self.play(Create(nl)) + tick0 = Line( + nl.n2p(alpha0) + UP * 0.12, + nl.n2p(alpha0) + DOWN * 0.12, + color=HIGHLIGHT, + stroke_width=4, + ) + interval = Line( + nl.n2p(lo), + nl.n2p(hi), + color=HIGHLIGHT, + stroke_width=10, + ) + self.play(Create(tick0), Create(interval)) + + amb = MathTex( + r"\mathcal{A}_{\epsilon_\alpha}(\alpha_0)=\{\alpha:\lvert\alpha-\alpha_0\rvert\le\epsilon_\alpha\}", + font_size=30, + ).next_to(nl, DOWN, buff=0.42) + self.play(Write(amb)) + self.play(Circumscribe(interval, color=HIGHLIGHT, run_time=0.9)) + self.wait(0.6) + + +SCENE_ORDER = [ + "DefenseOpening", + "CardMarketAnalogyScene", + "COIFirstPrinciplesScene", + "COIOrderStatisticProofScene", + "BehaviorKernelConstructionScene", + "SeparabilitySignalScene", + "ContaminationGeneratorScene", + "RewardAndLeakageScene", + "StackelbergAmbiguityScene", + "RobustControlScene", + "SystemLoopScene", + "ObjectiveAndResultsScene", +] + +POSTER_SCENES = ["ThesisBannerPosterScene"] diff --git a/paper/defense/manim/scripts/ffmpeg_concat_defense.sh b/paper/defense/manim/scripts/ffmpeg_concat_defense.sh new file mode 100755 index 0000000..72948a4 --- /dev/null +++ b/paper/defense/manim/scripts/ffmpeg_concat_defense.sh @@ -0,0 +1,25 @@ +#!/usr/bin/env bash +# Concatenate rendered defense scenes (all under media/videos/defense//). +# Usage from paper/defense/manim after: ./render_defense full --quality qh +# ./scripts/ffmpeg_concat_defense.sh qh +set -euo pipefail +QUALITY="${1:-qm}" +ROOT="$(cd "$(dirname "$0")/.." && pwd)" +LIST="$(mktemp)" +trap 'rm -f "$LIST"' EXIT +DIR="$ROOT/media/videos/defense/$QUALITY" + +while IFS= read -r line || [[ -n "$line" ]]; do + [[ "$line" =~ ^#.*$ || -z "${line// }" ]] && continue + name="$line" + f="$DIR/${name}.mp4" + if [[ ! -f "$f" ]]; then + echo "missing: $f" >&2 + exit 1 + fi + echo "file '$f'" >>"$LIST" +done <"$ROOT/defense_scene_order.txt" + +OUT="$ROOT/media/defense_rehearsal_${QUALITY}.mp4" +ffmpeg -y -f concat -safe 0 -i "$LIST" -c copy "$OUT" +echo "wrote $OUT"