From fa00c0015aa5f100639cd934637d534d8b916918 Mon Sep 17 00:00:00 2001 From: Younghwan Chae Date: Sun, 14 Jun 2026 19:44:44 +0900 Subject: [PATCH] =?UTF-8?q?feat(backtest):=20=EB=A7=A4=EC=A7=91=20?= =?UTF-8?q?=EC=A0=90=EC=88=98=20=EC=8B=A0=ED=98=B8=20=EA=B2=80=EC=A6=9D=20?= =?UTF-8?q?+=20=ED=8F=AC=ED=8A=B8=ED=8F=B4=EB=A6=AC=EC=98=A4=20=EC=BB=A4?= =?UTF-8?q?=EB=B2=84=20=EC=9D=B4=EB=AF=B8=EC=A7=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 형성구간(12거래일)에서 점수화한 후보를 보유구간 실제 수익률로 평가하는 간이 검증을 추가. 순위상관(scipy 비의존)·점수 분위별 평균 수익률 요약과 kq-backtest CLI 제공. README 커버용 그림 3종(랭킹·검증·종목 수급)을 scripts/make_figures.py 로 재현 가능하게 생성. - strategies/backtest.py: forward_returns / backtest / spearman + CLI - viz/portfolio.py: 랭킹 막대, 점수↔수익률 2패널 - scripts/make_figures.py: docs/images/{ranking,backtest,candidate}.png - tests/test_backtest.py: split·forward_returns·spearman·예외 (5) - 시장 색상 버그 수정: DB는 '거래소'/'코스닥' 한글 저장 (영문 비교 오류) - .gitignore: README 이미지(docs/images/*.png) 추적 예외 --- .gitignore | 2 + README.md | 30 +++++- docs/images/backtest.png | Bin 0 -> 72136 bytes docs/images/candidate.png | Bin 0 -> 121901 bytes docs/images/ranking.png | Bin 0 -> 72148 bytes pyproject.toml | 1 + scripts/make_figures.py | 57 +++++++++++ src/kr_quant/strategies/backtest.py | 152 ++++++++++++++++++++++++++++ src/kr_quant/viz/portfolio.py | 95 +++++++++++++++++ tests/test_backtest.py | 74 ++++++++++++++ 10 files changed, 409 insertions(+), 2 deletions(-) create mode 100644 docs/images/backtest.png create mode 100644 docs/images/candidate.png create mode 100644 docs/images/ranking.png create mode 100644 scripts/make_figures.py create mode 100644 src/kr_quant/strategies/backtest.py create mode 100644 src/kr_quant/viz/portfolio.py create mode 100644 tests/test_backtest.py diff --git a/.gitignore b/.gitignore index 4f34f2c..0cde2f6 100644 --- a/.gitignore +++ b/.gitignore @@ -7,6 +7,8 @@ data/ *.csv *.png collect.log +# README 커버 이미지는 추적 (재현: scripts/make_figures.py) +!docs/images/*.png # Python __pycache__/ diff --git a/README.md b/README.md index 4e00813..176910e 100644 --- a/README.md +++ b/README.md @@ -6,6 +6,26 @@ --- +## 결과 미리보기 + +**전 종목 스크리닝 → 매집 후보 랭킹** + +![매집 후보 상위 종목](docs/images/ranking.png) + +**신호 검증 — 매집 점수가 후속 수익률과 정렬되는가** + +형성구간(12거래일)에서 점수화한 후보를, 보유구간(이후 거래일)의 실제 수익률로 평가했습니다. 점수 상위 분위(Q1)일수록 평균 수익률이 높고 하위(Q5)는 음(–)으로, 점수가 단조적으로 수익률과 정렬됩니다. + +![매집 점수 vs 후속 수익률](docs/images/backtest.png) + +**종목 수급 차트 — 횡보 속 외국인·기관 누적 순매수** + +![종목별 투자자 수급](docs/images/candidate.png) + +> 위 그림은 2026-05-15~06-12 수집분(19거래일)으로 생성한 **in-sample 예시**입니다. 단일 짧은 윈도우라 롤링 아웃오브샘플·거래비용·생존편향을 통제한 정식 백테스트가 아니며, 스크리너가 신호를 담고 있음을 보이는 용도입니다. 재현은 [개발](#개발) 참고. + +--- + ## 핵심 기능 - **전 종목 수급 수집** — 코스피·코스닥 보통주(~2,600개)의 최근 N일 투자주체별 순매수를 SQLite DB로 적재 (재실행 안전, 이어받기 지원) @@ -53,7 +73,10 @@ kq-collect --limit 5 # 동작 확인 kq-screen --top 30 kq-screen --max-range 0.10 --csv candidates.csv -# 3) 종목 수급 차트 +# 3) 신호 검증 (형성구간 스크리닝 → 보유구간 수익률) +kq-backtest --formation-days 12 + +# 4) 종목 수급 차트 kq-chart --code 005930 ``` @@ -79,8 +102,11 @@ kq-chart --code 005930 ## 개발 ```bash -uv run pytest # 네트워크 없이 통과 (storage/screener 로직) +uv run pytest # 네트워크 없이 통과 (storage/screener/backtest 로직) uv run ruff check . + +# README 커버 이미지 재생성 (DB 수집 후) +python scripts/make_figures.py # → docs/images/{ranking,backtest,candidate}.png ``` ## 라이선스 diff --git a/docs/images/backtest.png b/docs/images/backtest.png new file mode 100644 index 0000000000000000000000000000000000000000..6900e0bff994e41319b366a7aa2b3dac17611510 GIT binary patch literal 72136 zcmeFZXH=Ehwk?WPT9zehRhd8#N(C{KK|rt+B`AWDGmn3{k!kSZST*cZQEAM6}~yg9HaL>`j}5{N{jFM?a*&DG&H*; zC9cTQ(ELJ2L-SL>ufO1L7TCEs@qdCgSCwt#EDdbzwXO7NZfM)wF|)KWGuHXbPT$Jf z*wTXg94F^Fjx&E5+1T8%7G!5P|DS(x&eF<|J+S<>CEjJn9SId{8k#?C$geFu2FwmL zTWDw`uUwLMh?wZMci5+}x;ax9$L72BCl;Gaz6bL6UHW_L&dDuX{gi3`xV7cdm92iS zjJBHXyLHo7{CC&C_q~36^uEOY(W0C$rhh$}*K>3K-nnd0X+gQc_i)xtqgB(uur?yk z&`!yqR(P24nKqpVzQcchBEAOo;-mlbbFXvH4)Ux&e!lYjN&DZw|JRrWEAgM7dyNtt z|NVQKc)#2K^Ly!I@Biob5n}iM=UvZxZ~ghd|HGX_|0f@CVO9t)xYv0}R+h4{v1rUmSd5mS(HCi8yTLQ@0*9OGuCb2+gx{XGotsU1f}dbb2^v)=Y%Uy{=9bWTEk0G zPx)lUv(1Te;@pO{HkBeihlS$8cukX>sAFNm&hPRr2neX$24`1+GA*tLCs{`tzj*HsCBm!bB& zNYMHy7nkhoYk?FN;l(a%K5y-IKMLj5FS`z%IC-)%aq_o)CtkR%uOvDzPDz^who;oZ zV5={SiUx*+Bt!{2k44(|+|8fridbA$fyn0yBrb6NVIU%fQvVir_$oy#IDY-bW z4<9}>y}o`hFK@lq+RE72n9p5k)!BKS+KSIiin|e>bUpZ-UDcJVSB>$ND6x(4GT~Li z!opZ-wq1vKBxFREW8Yc!rhRy{Q^+*}iHBKmIr(nI!xAX^+d? zjrc{~Z1YaON1mS7DIyz7y30#T5)_fO@1kdw-~8>mx}cC_(QT!E(L$t@qbWvwPx#i+ zptEXkZ@>R(eYT2yWvXC$psz1Xt^LVfwrlxO4%Pv;E2@*zi<8(()?~NuVQRuh@|w1s z3I4c^hUQMeU*t$m9r9=d_&iv`~=XGyfzW)1>PWF~)RaREEpNb9&ifc(#8?O%Ke(L3A zqinIdFc})g_;0|$bVd-hSsTU+^iUHnrsS+55* z^%OZzF5F%kj&`4KxXvy~F=jc#B=xCm6|Bw&My08#nk!r#ol3) zh_x+0|8jzr^(uCUli@MDW?@23kJEL^ThrEaf70fJ;?RawK02q7KSFKQYDM1Q(JiB0 z|6aPsq~mSk3Uxeqd_7i%Z6fZBYxJ;R1!p$S4nHmLl#?-N9O4`NO-PxwC zjABv3SRp={H6|fDDa3B;>GZ;H^1^|qmF$vS?%a8U#OH4uidP9paTKo2R;iY_xxVv1 zl=HMEoIl+C;AzD(<TelA6Zd}}05;bj23uK{AcDAZB?b{cN%x8kU>ok#3j)0mi z$Hud2$aG<0)p~k*OxoVO+*n`Kn(Qf3L$o$GCCcHy9v_rnF}L;~7;8%O$Bx)+tT}og z;{ANQ9y#nz{EregC3yAezFTU9W2@@!*3fca&z2M3VWqRS zG$ZJ?mRpm_-{T;P^Lw*9-*(Qdq$U1dQDGrtP@;0it5VyX{*b}M#Ke`!oZjlix#7CH zneR&84E!xq-38Xo58m$|{yx#3wKA5R&La8p$+<;3EpBPrT+9hv&i4)GYhz*$c~f;9Q^;vdA>Yqn??uEuFur)c+$ zyx4K?(oxRe(JH+2*_ z=cH*A49#C)UWhn<_rqF&S$n2HT6trmT#@slqJu+j5W7~|&)avOk4(Vv%hmW%{_kXD z8P+9TeRg2zcR?%|DbrC?)-&He4Sm0iKd(%?Zzkhw$=-d7*>P^jG1GGV z;g@YY4^;cFSeul3>>BGX$m#Z2E%n?poHT{+-)@lEN=|)x;p{b^L;JhCySb%)cU_oJ zsfiR)+FYA^E*)|H<;Ra#Q0^tLb|&5V*{V4f=G^t>76|1eRE&JP$*|aQ|KsecZz~eT zy6{;ePuQX=-V~yIk9A}xBVQ8`fjV}rWNr3Y&^e7HMC52kw&}|1bO{ylSJm38WZv<% zQt|!~5fRO*VD?}Z;e|F`dZ)V%4h{+Gc~NTIhl(0 zN>WPKwA-t|?7o&^P!sk#Q@_fj!uLoRr>@7sWG5RlGcyXR3~)ixDaDk8W8ywWi0F>o zyD@+6-Kzi$M7GvxEHR$TMQdeoIvs~}ETf#Mu~Ft?YNbD$X>YMBHeL}C+ni&mrI0B5 zY1I0S>#E(2NI``HyGg_sN#~{gnQX3>QQMhaz8Gk%2$F1`ZPI+LG44hqo-)!$j#A^o zofq1Ag(7G-VN|;<)2RNHdd+Eor8`1LNM`YB zJBHiV$IhO;(O>?&^^JCE0EKdtpP#=bLO?E6EvE&?mHJ^P`^e|O)1=^$hse+^7Zi?= zHlQu#@Dw>EpWs_+1pt?J;GDXVJzXr;Ktk4MsJNo~(awWb!t=hu2)Lo84JIb0*||A6 z8=JSlc(2?y*OiKki}R8;0pseC7$<5+XRy)Z&)AD^)`ao$+E1x_iXIj?28<)@yuiaS zUi#s~{KvgABk#8}H!)ZiY6l6qEZvFg?e*Bj@EPd4L{U{W?1HdxAc6)6U?e`;tpUI!YEs~AN}12$DQ)<7Nb-ws)Ejv!mwO?`~7_s!5;}gCCgy6ioJwq`28CKcgd#!HI3uxgIQ3ePaHXN z3F)*Em~MV!b=q|4d*3xFset(ScoyUSGVd^c%P52DkeA5ArN=AZSoVrcwr7c#`yA$G z%VEFy;@-D!-`-ku3%V{328Rh)$CXx=O)js^)$!i>`nPq00Cv{A?ad_s$|fv2kJJ3f znekja>hhxZlXe^j6bKw+#B`m)9-i^RY3i2)9aPE#QI{?8V^pbb3XF1i?Kr!qfmC zCgCwko7?Ine{;H)mSypB95!hH#|~L3(RRFr5{re`#BmKwPfw>U{bCsH8h0)5)M)9R zi*FrQHpC)@>=jWS6jD`r@k>D=N&Xf9tWB@$Vj@mF0fN^8PQ1MQ=(oz!(o#l)SP8$Q zcH;$BgHOetGo?;;=9mIG&}+7c=_v68#kVFYoF*j-r|$Fj&t?^I)pQ;&4{Ev8uhDMb zbtqQm;<|hT)$urDCq5)3gt7dB?U;Pg@=!Q7RSBOuKN=rBmR_>a0C>sczTqN_#7Gi; zZKO~$a)uOJORW!9AqjiGf=y+W#20UD)p9>O>Le3_)eBEgsa1LMC#%h52k+qv4mZgL zU1u)}IFfhg*q%Lmc+J{wBHuR=yrEa&YgS&2EuOPF*U9SYsE7g} z_w^+(RSNs?^vRQ3&zXc-G@|vEdfhi`?9KqY@i-%Ww;Og8*r(e~w7o<&HAO0+{|qdq zxc9i!7u4DPd-uiwS|o!JaM6mAt!elF__-tI7%#6v;3)<2l>0#8@IeZ_!j~^E+a-vdL&T18_KRd|&j=@=7J>s|hr(*T1f==@BDH_&ADTMQx zSAT3Qc3sW1-L06Wo=9*P-X5pD3Gui8@L}_^?|>blm44N+(GJUHQD<8EC@h0cwLt)k z>mYkWtHAsNNg{}8Ypdb;Cx8z3gbovCdr#`)$B#zX-l03<3oe`Mi%If{lrk^+7`*b) z!-qznp6+*|HY-uvbe|i~4b>1f$1(~K)`aX3og8xDtZM8jg`@=Y&UYR8w#h7`;2(`o z_n&S8`UuY?p$lXhzn#h9?*=O8Y_HS!*+6zJO{FyT47Cz!h}m;XyG?P0inS?aDT0 z$tiB&mp4!XdvIEuGUvO}f;vOetftG%)hz85#F{L24K*u`@spW3Z93TIJG1szmmd5w z3g)DUjZGxYqLVUKWKy;nDxRkFZKW8ebM9Kq>I!co00_7(v#- zk-{PQl_#IB2c8O?oNT!GX%h=QUN6oZ=;`U{;_6Dpdxwoxgep>YMWgfFO4oO)X8yk<P^Ra*+UyVQ=Y&=mOndHtFijsCj=kt$dqG)Xl}b^|Z5^ zg>7-gB->)Qs}&+!rnL!Q*(@Q#f-&9E9W*q5?M3-%#L0gNO`(1AlP@?ULNi2$Vn5lT zfH!?h|2YQdf)she*q>kAP-b@deko1o>9c2z|NOk2MPr(m!|2OjyO=Jt_2p8L?drh` zsK{DIp94;+7TBc%Fc00)`HIIrg@b|x!2c{PERZjPvC5D?kOa@-L9C7bGOc?wUp^r* z+VI-^cw4bXgs`(>-Gw$J~$`Qh=Tjo`{Fz|WwQ+fILKiipZBIX)9 z1!udg>q1L!3Rv}h*e2P^(EH&2eXF<8p3H7-L#`4MkAM2@{U6+BE$Nwn*NO1Lc` zf@0r?N4A5X_kSuY>qu?v?bSl6weis3T&{EH0l_@0lKFAUZZuNBT5P;EJ(#6v>Dx0t zNk)5ndlVZ@Qdoe>1H!_>MjtMYI)9#M%Mit}^I2uo(^SxXW6fOPA7P}6tRGsM-Uoa-LejqN#K_cC8c@Wj`{ru2m=~Sj%bB{* zrKO^x9<&+sKgA)55n1TWfoF2wQ{ZObb#Phj`KJ_^yDH zX;yAE)g>@DT^Lm%coFETQR-Y5P>^b--V+d@YHCze6k**>Z?r{8R1*=Rv2vTF(|o-+ zFAB=~QvY+4hS(<%fAkwi+y^TDpiZZT zCLn^jXiJAy!y+P5P%Q-yiyLHednxPayowzk7Kxv;Z(}Iw#Y01%;}iYPW7(r#U_V{U zp`B|h;t$Ot3A97-?ze{mA8&$v^SZ4$C=f;}f`bkoWQCMA{ zPM7+xjxx+m-Y_xOu(ZsymL!r__eY9tMJ6i27(|uOTH7~3=5y0H*kPq+DjJ0jw;HH= zO`o0}-uYRy9n6P1M&7G2br5AQFp1)~Xvi?pbhkIkGe@|93sr zmqAOO`Y;N->MQj$ENCtBZgA&onFcEPH`0fIl)ujrJbWgSKzoY6ND$r#n2XXh%^% zweq)dJs*ZtKWJhUpW@)`+)3+dbL`^9i)0H(0D`jMFo%+IYdut*F}hCV3R_@_PHTqq z4DnfvH^VxXoF7Q|O{5&}t( zv9OPNfn5!w;%A)BvkKf3QurH6AuiQPpxED-ATKqrC zMpsuCPGu4fc*li*%p+r!WqqO_zU#;`d@j)Y9$@7a*m|jUJN7)82)Jp_7kdgF=hP>K zE=F8%Y*;G*f>Q~~@sV>sHhv|CL>YpmdX5r0Uz)N8wWZ^Y_5+H)e~ps7d_c_`jxAfZ zI04d_M=jN!&|Fgs8=lo!Tl9(G(NDndU}(RF3M{{4gPtdi?1R5>tvR!JxX ziVuF-72xYj^wxFo0_nxyGk14Fs3R%xUcoN}KHX_ez?nq?h-+(82D@M@T>%p|5ae^P zi*={;)XP!rDWG{F?wt%#S1C0PLxB0s!1s6;u*X*;BSso|R-X)x8cDXBTv(i+Z_<4( zOp+#H^n5al*IOBupB^|1W_v9Wc-}zt)oD`KkhT@TvLHFfVr>diEKmW9Hde-+z)@|X z4_TiN#owC_RfpzD-+ygC^5sZ)#z>YfBwW=uw=cy>zPQ_8b`k+yIvm!swme4#c1#2s z!hQyIvs^VWX-d%EC<3?k>@5ketf{#HO(T;i#SlNws^{KB^C1lQ!eb9}8op|1N5br6rn@d4`5BxtExvE8Hn46Fmd@Vmcxv-^lD%?+27=Z@UVLV4w-*X2Y3{`>Z2)KQ&#-N#DI^E2t*;Yi z1M$Q3``7n*8)=Zd6-zc&l3&Hd*rGab+qP}cL}wUSQUR~}Cw6>?7xXm!5Q+6lwrE1W znhNYKZAZSmH~48XB|^ZuOzKZzJdJ=4$$WOA|H*uXg@y8ovaiG6m4LdoSKsngBXX^O zV*Uqobkr3sS2T}|Mwh))KC=SG4?M!DQRJlHp3Doaq^xFS`|2Ieb7)4=A8Ojec>eYV;=)|= z-CQ(~RH<3hMU;OWq@uz-P5&I!bhvaq=*%tBjbmm`7ja!VAtkXMwGljF27 zVO)EJ%WZ9mwzSl|r%;9UTEHEr*|~f7XrLXR&-NC6eqr`8#MRe0>!WCUy%k!1#{wK9 z2atRVSvcYv8RaZX+Ln;fL}_~uhEb_dVrVAT7wVzj~-yxyihlGW7+%y#REM&*Hc=>gl0#%DVyb&V) zhbk5d9AR8ZVLim9_ZShL5J7vo5n&BAT>2opW)s0MAeVww=4kIVzZBi>=;YK9Y5f|k zmYghPiQvieE-o%asUUPpeQ0<%9?JJ9*ayES-R$ga127&03yyUt&W(6xR*h+IPBiw= ziW*0U4w^(pVhLVBD)ywbo-35HvAp3Z{{YSmHc3dKjmSt;bO1ZN3CmYP;o^0i)yo>b z1udJ}VVXW#!{1wdvu8zq(_3bdV5P~9Y$v=44>A|g_g3)K)pL!7j@Ak(%Jmks{LjL} z)q*M?MWB1=>6ii#UrALLA&a{A$D*Da7#cFz5H_f$b43egcU2toPbb#xa;dL33vq_@ z`1TpHo;Xo)JVQRuN* zR^vGcp+gVB268#X@Gwr7*-Ew~t&-x#nbp{wjo30JnmMTB(3KBReB|*-9vPeHwocK2rVJhW({*Px13zB$LiaWmR& zB~fH~U~eR9GAAeJ?Bb$QhR&y{5y|J}Ui8OCR|aZb2jk$u zmYyYB?Bclptg1Y|wyeCo{5ucVlj^x|NaQu%^xJbS_+0AOueUXF?;Poj&Wfe=|2&j~ z^rCd+$Pw_d!gFZ10V5gYc|-0z#Ah~ghfqxl~r@Hb;&O{2=os%#Aq;u=hZ~NyF z=80M*Zb)V|Go15N-D*VNhgwY{uqKpSoHCD7JC2p(x9tf;Q892nssr{&+R1!XAY8?T zzn)g>>h8|s^=kL#?9_#!AyZFM>0uzNX=as9#=!Mgb`S)J>I!Tz4=H8QM>-b4)Al3X z|LX%B6}~w5IS|XZ&VpX*i%UOyb}nOcj~>0uCLK}Ha()a;e@g9LO1GrXv>hIlkP$sP zF`u$4b=4#FF}6UajL)}E;}}7LAOHAduk^0F1O5H}G3$eYK$jy3+oz8oSF|iP>tqn9 zsZyKzb#U-C(0n5D040`y%2TJVp~?_}9qUz9`{C8X z@ej(Nl+gTp_8YPakV4A+2M_i$GDh_FbEN{}kN>(t`W?_3PU1lXa}ekALRyqOEdu zahW|5)_L8^DpOWYF6)e8hBB16NH)&c&D1Rwd9kr9Py*bp1DMBP5z_HCKb)1C7&< zW`WfC`GA4~XD0EjU3nI%o2x(No<+A)Qba`LlRtccw|kt4e`zecRkIQLYc_l-X3f!{I6}&pB*c%-9OyLL0j--e=-;->8ymh z_2OUXEp~M;;l;O59BjY}7(b0wpe>HX6$2@z;H~CY3&3^p<>h5#WXI*h@bfvs*U&t* z?iW+m3WTAGU-@w|(NUAGUJ$&H7{}^kJg@680heIUh^S_q2YOKnjzVg-Vi9suXqx+E zb}Mn06;QK{>Ms-Nc+bVP+gWP>TZ(yBgYxN`!r_C!4051DJUSmAn|&G@vCf|f-1sM6 zNz?Hvh+93HZxi1gvg8b*{X#d*+;3=?`)$>?*^o2@646a2hKw(Qxay zZY&QA`0UT^MC$Tob>6iw%5XdN;CU6{_QMAcvVp4>Y`$=Ic233u5wS-_1mX9`AAbls z%^SUoIuslWp;V~LGdMVStR*#>NI756tVKg`Aaw%1z>ILZyg>B-Lx)$(l%$=*QZxz_ zx9?{B0?G@*apa)5i-tw*GW1BIP|Bc70H7s{>QAbh;gU3(E~DUw*c!&jf_Z#hc1e`H zU>h_KBM!eg4Ee6{#ia-P;MPE^veP28si{fI|3oft?ilyysm+7dsvC*{&E7-aTtY*H zMxz}JAckhGjfLpXG+%?L1O76CE+>uy9)O!wQ$?WCy~giOaB($k`=hFGs4nSNm+HB! zvKbIYZzf??#G)@sIQpUR8EFt)MW1$7I$FfM$G&R>Q77oS@)n?7Cuttl#5X1pF3*XJ9D_*#|@YaH7}$MJ8X*uundlT1qEbSWqcQC45P_zSL~WQUn= z#ISJm=uxf!VW;^7{DyI=w6T%9%9$UVf&)u@gpgna1QlsupVWH^c5lZp0dL5Blbnoz zLU4F^IB9Jr#}O$i&smE?R24_F@N zj^=>-!kNN z0wO@6L3DmSpcYmo((qbbQ_%`$*W#-Z>ZA(`MQiL7C+98nkCf2GtR5tNRq*)FL1#_v zCT-`N_RqG$9i@l3~QYlTfP@oM*AV&6hva)3{-5s-`9d|zD>+c)AZz#9~;P8A^f6KG3sA}QrXcrKWDCHI~Ybgh9Kin>yEcDxc+s6TK1HQ3= z1Q!cE;C8hYGg3Jp3q5RQJV?CNgQR7qA_E$f<`V<;%Y!8bghmYV)gR2vmLJQ@8KC5G zFJ>U$o*Bn_JntJHH?=rcIRYnwADR`(OS7LLOquD}4pGqq)K|5~64irZicE+*#e~7xjWMRF z<_^>{40&MQ#|=2v|K0`vmTs#?0+LHn_wUns zYvean7tJn7nCh&aP8SsPkZ!kLhyGozaKjGCv4SnyCqUj~*GriTT^FzutU*e;f7NGxjju05@2mq(5ch(3=HAh=_%oX+(bA zM=FHlQUg_2@}grW{HSl?m?mO}Ak3FUthC!(eAubA>nt(Lf^BF~2=N_3PRhU2cc1jB zSy@>}QJ?Bs{H^y~_Z|NDnM+W2ng03d?HsNWIy1ld7ag56xQ8 zek!6i`eHhA+G+TJNUNmA*R__(8ggH{y5K#3iy2_J`K zl|7mr)y+1&_s>6x!b^l%N}5&{1b=zhyk$`kvh^w{>g6kFCKw7{X+V26VsycMZN`%Y zBCXgPWHD?Qeo2*IR7o>HSD8SF z&V=*}TFtpCm$((d5_bf)4LB}kuopoP0Z7$HBDkI};zHprGDlY;bh76p>bTR_f3|08 z@YAS~;`Ge+@e#>$1&>wGC5A^(KvEV-4LOWGxGB5`^_-Nfli*c&VT#kV_Ze(xk4hp zy0{cN`mJIY62P7bT|@f@u5mObn^IJ`;SrZaCNXG7Fnx+kBZd*+3epr&eP@=4w37r@ zN-!lAhUEn13?0JKsYqWZv1?kc)IijRc*xE$Mk=)Xs94nq^@??0seUo5) zM7GpQ??1d{^Q)PQ3>9XM(*2Spb=5w+>%O|7MGgE;?yy3UDFWj0MaScMzT4h8B;7<1 z)gS2WIQyQRI~yVA%EJ*iw^<6UoySrW)H*VGwl<%BcnZZOh{g5$`|W`Hek_$JmPCGe zy6@yGw0GNV2J0$0)!dZ?B1f1oEm8BmuQc0{(e@ zBq)v6^*5p}v>*3?Q>wiww7c(_RT8>rL*GSErtBmmTjrGC8r_P|vHi68-f3D9ea`(S zWj`8dVEt?AIMb(ki3`MK>HCF5hFk`87{1DmvUPl}M$Je7unX1IQ7ivs-}E(VFTjW* zd^$hO>8E~4!tqPDM*_Peljj^JeVo*4x)t4!w1!#^32;?;r8tp#AAY&gk^xUXpqh)&dzTK z&!vE6b$BgC2a;whxKTZHn2XjwWx~)CdH(KYQjRqp2lo?$K_BCOu)Gx@RvQ54Ksa@o z-IiVwCl1uS1k^t=eXt)L5F#nzYY@XK!u>7s&hpBN!D%t2s5$uUuTl6cdm^+i;_)dg z(56py4$I_kY*ny3?qqlTpTIzL`^ZVe`J#_X%FuK%G-TYwhg5*Az(jR3U9)IldYS-n zcw|H&=4KVtE@AsbtBBBu#K$dAazLCr_Nff?$(L25?MY5|b}2Y^ zY{)`{8d4?&NGg?4 z#N~WzQ5qDVX4kcua`L5O$2ZTV;X6XR%QUXApC51qC+eEOfjxoh#QD6rHhl57-Md@RPsuzSpRM#SJfK`f78pBuaATQ)9H9p4co4B! zA~zBP1CVYFQyt!=#!fx7a*~m@ofjUc;OTx)CQ2-DDtl*V?(FLAB6}h0At{d??=Tx- zBEm6Hy{-l(3Dd(%v)&vqS^WYF8vcrs`cRs#-QWzjCD7}b5w~uK)2b$8VORg=(Cs&i z`FD4Fz~$Kg>7W)*D_OcFoPk{k1b`?U1o##HL~z-0>4*@0uNKE6nqU~=gDsqV zJNKW`V_{*T12`KxzX~=j_Uyn}FHjPCgs7OFp5D9Ka`=#H`dv`!y`fgqAxa2hy}L4R ztP8e1WXOR<@uaR{;mZIj%!59C{1{?8-H}~o(2eg^ogtc48aTX$zB6Y(X=vX4_Hjo) z9=!~nAR`~oFgFJA-W-S|))zV=ijfPlTz6Z{!{$Iw@xoy@R9+;Mh;t7;*GGwK*Q}K5 zuo4!v&3{$?N=wUw&Ror;=Pm{Vxs9$o>oN!?x^7I6PB^MWmcBj^13K=u9v&VxeE9HT z$TVQOW4IHc-?zO8ti|73g7jq24!(Z_}%vCuDUPGr>`qIkV|^G5x!H58=2$w_kwuHwy& zRrN@;2Q3sbGBSp;16X2^IEH%BZ{orLSv8sN$QDX-M*+SChBkL-s%Wt%E0lRc45yk` z(`l47hQtTHn0Z-U-Dg-yy?lLr%`}7pPTcy?=i&r%!ZZDPq6kJ}oxMtSL${ZJXUx;6 zP!t^HhHr=PnX7uZ#%`uG)Cq)ilP(t?2LP=`U&U23ZB2yb`0+!el^r`icO2*EJ+T63 zz}iC$ZXU6;oo(R{j}XfEeAaTem`w)4@&T z1*}X5PpIu!1nNXPPqCnmxfHu%O2`ez@vD<)gxsd{&_1J8+~u1lW8^g2z?!9QaL|&! zqtG$SF#?@6KEl;7({c#!SO(hcHPc@n?)?HLw2C*b2Hq3sMR1Mxpfsf&YS(bB#dOl> zcY{~R2V&SLm6rO&RH!z)$1A2F_|uWnHWrcs&Co)Ei>OfA8aO30=yHaw?%1`97Zp-J zhspH*CCUsyB?G2P#9)}4fiFFzqySwq{qy$d8FF9@N0+XQx}yueIV?I zlHTgt4R`c{Kt}PCivbCh1)K-IemXGx8(z@6I9t~jOE!6F`n$ZO)p4^<@2ZOabQeb-ybKGk(o#Urz=hLp*3K|m8@34g?cR$)z zhu}u$*-V|Ao8xv{>f4TQ5Wc+#*w72~qnU%Ye8(@Pxo*=rZtG6*47YW4bgbMt1Oh@r zjHDvY*Avq82OXW!J^&D-p2EBgFmPIZ?&}=#Ae4=!8}KTJ&$i5kbZ>n?jj9T}4fObk z@H-bsMqt&*Uu8I~-sF@LgKfL`O5Ir5b|w%(ZH|zPNiluTt_kU2IFiC z$O-;&5HzeNV#J@@jXB&aAim&GtK;u)zW94fDMuRrWz|h>>FC?Ju+-9yt~A!+oLYLg zBKqi|8*&l!T*|SLuB{>a?oc91u{V0yS)6WPUR>ha^$A;E2BxwLONf4E8Ev<1d z5k7aW_5@0?Rqr$GT@z@g$JZdsVGo8uy4wu&Mfa9?26KRXPmz&;N$ zTa6XGVEy>F0xMmFQA=ias((|u<^79$Vf18~6f0Kze47yE+^7O~=zu(R|_^71B z-Gk|U?Qy!4CyyoyNn#SbL_v_x)`< zeCqbp=koT6N2C9`^nou;wBsu~_MFN^McddviIp&#cB zWt8YWBajU^Q3q(frxX_swMV)V0JHLOzD97^Cq*^;^BsG8esn9iZtQ+7bB$mlgGlO8 z-mI6A5zTQo7$DL>(vYfxuuPv`v=G)F(gCY!xaQ%OU)o8py6qhZ2M#C^zqIMf!0s|H zw1P@zCiX+uC-G+imA?J^%uL3~@Qn*9dugFgR{ZYC`~FTphuCSQG(1ny9t){!L=Q?U?aaQjs!hIn(7;>NgHZ2M!&%4gDBxK*7oGcm*TDx8>E}p0^G~O_ z0Ry<5AFdBy+^n1x>u8^C_iG)lgck%3gYm3WP*wW+`*oL= zmwzaXKs+R=#3137A&r{?NR>MPUwf0SB&US-*j&$XSkBnn5s^~C`sFoCB6_UYSZrKf zX3@V+J{F8&xoCZ37cf{U;IrjlTc)4xnZ1!-Vm(>DmlN|I>-k7)tdb~7&5&*45xuIL ztG$~OL2#EAXu7Z4N;aUl`ljx%W`ogTPUP&_v!$_(usj8_%sG%TGor`_psrNexVKoN z>CF1#M$N@r=NzDkW>?&*l^7aO7;yQ{#|;-~*!jD!i0nl?=#Xfd0Vb&c zW*q^ik$FALQ~j@si;G{Uq-hqJq*>30#>U2mxIaht=?C|5B9jZfCG*fp2kt~t3*2M= z{r7K22R+wOioe6e;dtKNr5yOAgj^6cl_@O>GFl2a6miWB6|<}7`o4^?4W(Mw`k)Dd zrp+b7p1~aFe+1c$f!M;V*|9Fk){<6)W-~GH!D=CiLw`ym|1Gg`!bok3{G5ail!su1 zu)+BBY1n<#IDf)~buM<&7IPxu`e1)UCG}+Ti96j?$aX9i@6<8WD?NTC*N26T?KFBf zaD?n;Q-9ae|2Q~UDQ+CfLm;O5o_(T>@)n>2Mf5r}_s*Zum9a~I4rU#P{Bl7}A9;<} zyn}}fR8?gX?LX6t%BV(s_9(%vKkvD4JExEu#UZrVP+L(oEox$7@@^^~Ecpx?EuPWg z*-YcEw*iG}io&Tqf8lGOPVSz*M5A|hE{L7RUU>Y|b?_=O+@YnV1>FO~jMB>NMsl*U z)dQcr)91ar`88<_%OPSOLuKW*5NF5x{?}v;XHGX%^wM17u?kWHMkuu+Ua8FbH-OVb zM>waR`vPZ=7@H_RRwOP0Y>~t`xu5}_S6NhPLNiGk(k6VScD60c35>dp=jkDjzV8l` zMG?zgvttqE<>iLs&bQak@fbIJv~U4zN0&3h_=P0~nQInWo;5*|KmFHVe$$@1sSts$Jc zERw(~P3Q?>aN;$LTTmYay&3~|b&U@4L`~q72Sb5$6b)>z0_Sg_GISv>B`Dojx&aM@i)29t+oDsA4+-mn* zW4Z8I=%`o{IBrgiZo1(*l&&Y3dd19Yo|y*2>e7-?ONz?SJ2ZEy=krT&lqhMv<$8)1 zBVS(b?k9ICaCa|Y%+`+u>wmV<%Cd+Wgf0^qT!G?%##|L(?eUYh;LIgE2ta%j>&1(M zpKaF8r8Znoe9Wyp7<|DK0A$Nai=2~efOegX9HD|rCW}dS(ze3D0Y2dd1VQK^&EV_% z4;(PCU&T@or3E_N4IkY%Z0sd_z->M+tS8|%2{LV7z==B|=EzGxw@*l}fP$O9Bkp=u zN!VqAfSI5PXgK-YE7(DRp%cW38n&v&5 z&x5Wl&#KWTB-4X=B20!zk;Lxj%YruL-v|~mSz5|=6J35P_%2MVij-J_leN2Bez6v3 zKP@98a>`}_N6+li(Yv3$b6!6nY5MZ^+Y|KQ4cdBe^<>3~H@D&|h z-E2@n$%bRkFHlnHG@U1T$%kQHxdo=RS7^xsNZjU}>ZzjLwBMFZy;XVo?5!{MH5~MM=iLo4AXLQ&Xnl0IqDWY zF997|{_0=kl-andlD|PeDDI4F32@8BUvk7!0*TCEQE~=j-=|us1$lV_g+>)Ar}gcW zJ@1URXT_I#q|BGr#xlM)r z?hLruKJ|yM3fG68ZCYr};yjPO;tu47=4Mw?%3s{TW;(I!wH!_pNzUc`zY4&=$_e86i_md4;CC>cJynDaNpRoXAdPm2W=-IR#5f3Fnn7JC zU~Urd1BLVlMj;Ez0q4LU0~wCTYCr-SkOT#C%9+s>fldrg$BuUwU@ry>1&*lXHh=Sr zCFd2#7#cRI^kk|Y)sG4v9=JF;3xtnkc^6H$qw7zFCMH1vR*Zu&t;5CBlJQ%0`)tlD zj3sn*aYVx{gGAi`x&WN<3iDU(HippF(_w{ZplY(r-$s(EZ0MZ^0uwAe_fB)~Q0uxM z3(4;oG_15^?+GV;rBkx85<$Y3Qc8P=Vuv@$$%Ptloq{RKR5YK-3<9z00Ma3k$3u1{ zdOkXYm2V9nH^VDUW+N~!qL+WBgbWg@^c27zL`pJcqPIX&7WLV3rHJ89&QSz|mhEW6 zr@pJD-ZHAg@&+;y!_6FLYmM47U*9;k;az$Rt1gAvx*Lp=PXTH(vM%IUg7 z#Lc8`wZeA^U8^wbT2+%&l*wUXWizyj%J%hT^yPSmFG$wGc8ZgqM>;MbWudl2fZ~(EkTJ(4awiJvUeh~swf$$5 zZ{p08%LR}J_rt(4>a=I4>GN>hF>n*gtSn~qNFxqD#_Rcc{P8)e7bx;EV!L)Ri>NnH zrv~u3SmwvLcZUpW!XH_6{AE6x9>n+wc`Q51=v(-G6jT(AO}fM+5?#}kn%p&?YW)|!lDUX zFwfF0-DHAUUQaJJw%YkVCZSGqaD18Yo1is)UaRxzsWD0k8GmfA`nRg;I!a_c;=RVX zyoS$&Isg+jFnL>(w zUbod$oMxhx6fJa^lA9#VJ_llGA)Mc`1<5P{AYTK*Ss=w|9#x0RwwBRR+|+5EPj!}K_kZ%+m=m1hC1&~Lq&UwLc~mx zYIaib(zl(c2{IUNBb_f|9meVD42a}5^Z{1bPfwo+V{$T5G_pU1Ku!NZAph_TK{ZVZ z>{86a&~7n5jxSjhq{~qiSgeKoJm+(av+@|3@~sq2fT?oD9#1%Z@u@Nc6VAz>qCst zXN1ap^y{kT+|fm)rKxz02WP-Z;KE5VgnUDop0Az+7x0pieK=azJ!kxziCictDJfkJ zP!crhD!~QJ(VN}Lib^pN9fZ8iA&BQ{Y1heV(&ai_>g zN!g68vQ+-MbEmb63(!jLkxDutJF~QR(HI)5(y_`$GeH-%5*mJN%`D2NE>sXPSS&ou z(Pq}3=*+2`G7LIQlwdyd4n15}BUqYG^fEvfE(Ef*yuGw}S8n|Yj40ei*PLOvF1o~c zm3XptNs6K6b{9>sGgZA$hig^HZ1Isw2MmqR3GJhyneD>XO*UnNL5YM<=0hYLo97EP z?tGWp*h+>m?Bi@ftLo1bz;;uhPulf^cT(?7=bL!yowYxdq(rCv=}Zj%TolpB*SDb z@K4+lULNpA%xqsN0-wCiY;+qa!0!N+bQJU(YD_GXr7qcFcMJE3ESgwrB&Q5lTd1{f>w@tbEF)Z zw8B`P<%(OXzbkr~!fJchyRpRdfG+i<*9;3|(Oj+2^5NYuMy8QlXkY}uWJ>KBPtLRO zY}MR+sDkVE!bo2qC~}BTO0vOyV~!d9J&{h~+Or3)2MH(O*0P!&A0H?(<&SAnB zgopf&qZOaYn-U9Y%O}bQc$`1FxEJH(iElcO)Rqjszk3|v*NB`n z*wm%g9!V#_owgy;=HF~c`nf-bQa#FTK6ZCUYSR9_Tg7W)t@n4DJLT;;meEk}$&DKV z6HJi|&?#DQ@<``DRQFr&XP9U)*mIKD^lU~OmJj=AkbFiuR@CWUEoRqwKe9RD9g*W-E6&gH!(^%WtUbc!t(y>PcR?If&tA5 z{kYBXjuEUknE4ZR^Yoj}btjjp)b4NfWT8`kfnGZ1*8ajaRu3E9OMy@0G|c@lXTfGw zJ$>h%(18-(uS0!{znr%Nuq5;Bg_e1p|IZI=vB<{j<&BJtFs7k*7A_1TMPO>#=;4;x z-~a3Ndft8a()u^Zb!37{>dah~-2d;ECS+jwI47+rXgIml2mL;MIx#oThXu;OkMI{@ z#_%+MPQ)Pn*#pl={)IYSRr+8v@V`F9o=W8hG+<(0|hxt!h{`Y9~?xUwa3F$lV#I4KFjg}ApIYsXK zyLRIS>X5UKKd8?L?)3usm6ek6f|*C1k(IoKk^n{*6w@_Rk)g4d*Kt_wmF-Z6P~L(e zr~c4GM4t~rrW}Elg*3_W&rXMXdXqb#@Qc`>9qrCw=~~|F&huZw0uJ_+z}=gz7(7Kku%xxhP%?o-Un(Pzeq@BPN}ho})o=pVt46wYD{G)wMhBX9#=bUb;O zKA?0W5?8_3$C&e&yw60-|Bp6Zb>2Oppzv@8{~&}a&GHDQx`^SU+g8hE<`L=8nz0^a z(GO8eMJwYP+5o-1OLuPlhev=b*-*z6aL-6}<;WJir56(|jn$*dNG#AjwN{*KV&xhK zjktwXWODerh1{E^))^NUX980UxmYG|g4{|0zRim(pAHLHT><=}V8W%-vLqE|nG@-| z$*|xn368IE;Ey2phHjo@`Dt=U?Ic4$hy(PA$!$xJ1*|1yZ{G9;AfZRQhj=&;NQ&5B zlGow=k^1=;+AnIBMS+7NWcM)N0}b!9`T-;vl%_GD1~N-cg_d9ne+rCM0f691!20CE z8FEDfY2jWFa>IC(>FqA2E_uAF1qwi5|0J5CFWHNiK0NwE5>k1?#m%+;20`*o|6)f1 zF+pALfZq_e8BqF)$b303up;y-i7bPf1}xN%ONPLALt8chKui#?C=SXVw)lPx7@~>? z!XzW4WXy|r2Z{R(rvA6&avj91G2T8+#0+2S*~{%eTbWPy6s-V;aGzO(i65s}Ax?_k zS_NzvKU@LbFjK&5ac*?QSBUsTFki?r3T8pBb)=$GX@ZxNOEAzJ8Rm!rw>Cylg_f=1 znhMhCrNolEf$$?5icF*z>hK+Qb-;TCjHF3b>6havvTer|2@ipr=N5uCtIGh5A96t- zSM@(%asLJ|b7g0zP^k!!E1~y{;0~CYo4vS`0oPU;;RX$VM^P-@JvC(v5A$F`P_h9g za_r@~tnCj1qobqAj5(q`qzbJ{dCXlBKuugHYKw?T;`hYTo~T;A4~(pd?UM&&CRbY4 zL|@bbYx{z#PG;kbKR*5=Pv|C=?Rw0%Kk|YwMFHg@TnQa}(j|mVU8X(h7%S^1gVp(6 zL&&o&kmoWFKhI8sW5pDg6Bu`G3fDx7e?&w?U#^7<*<~2L z>+H;YzPWyT!Zr^pg9L^6tq4=T(a|-6u1W)>QCRW>`Qe_quq@8Y?o-0)_+vm&nce~nYK=r5!SjYp_xJbj|KpFo zJ4>&ySxL|b!T{`v7v8uVxo8DyLXE&7lFI4mPDq|Y@3`Buid?Mmh>5l$8&#MLiSShc z^Tv>?NCBZMtya-bm4?1aq|3Ysa(xOJ3eKu-cYvc!iOdB5@Msd@8?#|#8Iav#fL0}B zJ>oZkNK9Un{(62o&b0&szlDup**v*r2P2E*-ZCV4N-TK$I2jB@qgEc?4$saw-0_E3 z4si-1{p|NAluY>~Qh0aq827e~3R7`ws* zK$;fgdk!Fn$x3kiI|$4Uhx^5%+0UnO@!MPDwRf#*e{piw4?S50JTxX>1W*w-6-Qop zG6Ri~Z!=23+Q4W0iIQBz~*Gl7d% z{}+320#$SWzKw44R6OQF#%-ubN>VA|A&H9SRLavlNu!E{hde0kN|F?sM@n;1dT7!- zX;M*|i$+O$uY1Su|3B+}&pPX@bo_y6;-+xxq}-_PfB-}iN0_jSVvYE#Ap1S@WucgSa*02BMBk|K9#+z3<+xj zN?tyn$Iu4N&t(27Vc%VX>^lhPP-^>Z1d8Yz)2C_002jQ0rUS4>wn!!YS}tXLm&%`JaL)xU-#a!_lC^c~yMNlJG!lm8`9M8q(Ad$&^qkBJM}vlqKOb z!c{rU3;G8iPRoq$Jz@TK)a;?g0*0%kh+$=J>L1qnYPYpVdC=JDAc<@L2N`ZBm<(8i zg}%_so{4=;EBHPgM)01nIbR$#*i%OxyVS_~0@gz$&qJ@072iE1QeZ=WmH|AZOBK#~ z4#_y0efLrOI}9&zu5Ll`Z+O@VY3@NdLD$q)V>=_B^UAdm?AuKBZPmmoL_H-KIbPJp8aeLf(_i{nE+q&lavYK6FMm_`hUIjsFV zfFQ}6$rvw(O_M)0?crMZQ7qwJmLoh5V!MJyF+*8t7vp4vBqhXn-x}Fcji_0aMle(@ zM|l`Q8+vLxe!PGFc}z|zwDWM9{gLqr_X6;D;$<=Z>&uV5bp9NzC;szY{O7UvB4&0$ z+7fSKG|U7f@HgTERe}Q-T1FbX=+|yszr#fLZUntwSw*;*M}r^-*=^!N?!iTY&Qr2R z!8u5@fNGTbV_X_P;JSiTO4O(+o)q{L*0G5o2;KtvI{ZF5*(g!QuXY6c=$rtGjH6pQ z&EA6gu}FSDbN;F@qzTo%!&PGI%3hHl4ff}QKIlIJf#_36VF5=<*%N=?GOCo z55_^A&;dn}hR`NrRY~G}`psOwI2cS-Qi%+nl%PQ>??A0afWz;EpuPf!BK6}DZBUC^ zk%(DrSMm44jCx1Dt4qAxuE;)=tlt{3Mm;TLSHV#t}H2ffL6e9iB$M@_^lZY%iz>W6x~UPOa$R0+6K~ z@+_dXYU^FSCq@fIZ{kmng|7A}Sj}N1r{I_%UkcPh)IklS$dI{9bUjdAy8e*9+`LS& zx%!mFhvhxxG6%;7cQiUT*eF~R+L+^>;CSkp$>OEvrYA${CtfBwt{Lo(pX)R{;Ut;7 zoX_jAjuD(UjIpd)F{0N4U!hH-!r2PCHcen%jR$=MSDNXh*pAC;A z4D&5)e~MGsj(69-gY&+JojAPDo40$j=&X#D42GzTxp@>F3}gdCO$?~gNLQ0!*`SHK zrl9W&)>H2hCRdXXxt3sY)aY6i1KIr|>Dw>2E}Jax&FDARe(QLH@@%sgwrsX7R>qt)c{W1#KStV_ERYoj)5 z4A#ZaV|%WubcSk==$djNsBSCFVlxak?E*B?+S_XxgZ48uO-)UY;RTE&eo@hzy}T!+ zN0v0psxy+kLFPx|V^X1Ic!A{1y!b0wTc#hpJVjImpt|`7HCUyAiwSOsTL7P3W-DJ7 z%`~9KJwlcjE9|+eH%_KC@PX`k|9nIF9CyE+CZ~n9jw5tvvCfgl6+A|RC>9Zc=9V)Q z(1K$11y18*g;_tiKrB@ge?n%9dcL?FX1GU0r4|}s8I|KyBF`gPDovKGSkXE7lS&yi z?9&JE(-~@<_*tE9h)b6Knbxz(Q3sydFmEJI$;|+LTEgVniq2pq2pL2W3bnkmd(052 z2(N8uxy;00%aN%s^(2}|f}lB$hf_ELY}o!j*V(GvyBo+(mXLRX=J9lEVS7O;6hP9V z1w?N(UOXewT?u2!ow}I}^24Q!7L8h>q|G2q8mCE{RRDP*Nc5%uHPBK`cLR~d4DC@X z_PV4~5d|;4*Bf(Y>pDBlA@U?6QCJ{E;V4cs0GUGLC$Qg@ z;W~GleCcp=(8XDLUZ~F3I#&wH2eL9m$?$5m4WW-6#c0j&7W4)V9?5NUy?;D!nk$V5DS; zvu}l%br4xX%bym-brbDMAO!f(iWqH)V~D_rr}IY~0KrK1=Wd{IZhp^)Pvr>QJS&0M zkbxWug?ENh0ErlD_tHoV)NrPdaRRzda2znCsTSB8lnuF{35#K+mS(YtgUoHHT@388 z+v4IwhYsL2s0J!5an2&k9~BUWI;mK2+V4uoR~!A;1z_o`P{$Xu1sRX zDwNXvC_(pITGsTPLrXU&D7<4>tg6PwVboHEz=IRh6#Jc+UaBR4l^VVursxA=6J*|< z4k=(sF>QQU?n+pj6%e<%89ajhB)ZJ*BSTKbDx+#%A|VzM3hI#sew2_F1JG8!lHz|$ zFrEXTeq#X0WJX2~f<&>P-0wu|F~wxJk=c~{BFb3YYA4y$0ERg%e{kLdL04_v5^ zwtU+*3x!jz_r$diyQ14^_aH?=_gmYucaVsY;|R17nTC$2^jiQ!BT7c#P^264?K_#u z?-Pg}A?Irtm_RmyK3@O|trf#`W+6b*jzvG=Q6yAE2SVEuM7;yeg@;j#m~RRyI)jZ? z4r}fEje7V(3{e#voy-n!hPaYQW!TWkQpz@nEIASl&6GSfScJmVhK%L3mxDaVDr-Ad z(&06-CBSZ7OK#z}AHbUygF{b=imBU_wU)OWTh^i>wNmej6+V+3sA(hAwOVz31w4<^ z+W$ig1Pi{yfV&A9q4sqEL`d?CHZ5n;AQ$o@0t(zKm{o#Pg_u>t8Wi-EFcFwBbLI!H zb@x1iR~69R3lri^CGw0Z zOhvvWc62T7+1kE_;|`}#tsOZMH(`4iq%kCf{(MFX@~Q82((I1`_=JOOaqnY>=vDp| zx=2jW#&cjqKhwj@YYCJqXgexxn$xnw<&5iJG2K%GPEq+uX%qw)i5hV8vZV&JfG4N} zGI{JqR8U%jFnisbieN$x$TkrVCB-^UccFO*5`OsV@9q|xQh&5cFO4bouti)VD*HIJ zjir*@R+;Ek!?yl$$koraaiwmf{}(?loJ1&`f~a2!<#H-qxJlBC;C~EdeEwvt))YIV zkv;>VQVEDjQko_78#F{msa0zuC<_*uD7i^)cCB;QmA*7db>rM9exs`yZIVIASvu#wq8q{%JY^Qo0UhF*RQBE{IV; zmBSILbMe?QX{GwF#%W>({`bW~8xM4?nqT!{o-Zdq!WtuaKR~e$=LZUZ5dO&Ms6Q^r zMT9nyz0~~UCQa?{M0b#(E6nq3BOXSgnR>>oS&=Az&_@b}Ln3cR3xC(Y@2=^!7(3s5 zvmWvwBGK_xK8~@e0-yp{Eelq2Apa*FTAJm%`#T7WAwM57E`bV)^qmNE*2+aHXzd2r z-rnCb)(mXsbiq{lJ8$X4_<~gVzY9 zKD~CBe16zJqO-^oa`NZ@_vc~b%5*dS@6Xfv?_APx%8y^%q6qM^G`u@{;%vM{tomXBgt9-=^OqIYiBe?OGujQX>ZT;#?^=IrPfIgSFK zc5^mcP=s>CBVk- zT9JCH!uEisGSNs82pbT7%Ym2;vB6q&w<|}f?;uc16KJyw0VMYrE$oMX zK|ZuTNcO#%2)IX(E_=dv^H>UMSE@b{HZn|h(78lERuZ(ODWFgpPg7vP)v6+aSqfz~ znzGD57QqnU4wKjwB+yAGWk}5D?}nOc9%WXAaX_c#Sb!$sdE5Qu>6CtX;E1SVAS`Az zK4v)VbTP{;%a3tei>MOnX4@fxxGCh`k zNaGPu+=j^H7MGQnCIG?{KzdQb6o%+Nd<>9sG^6j?)0;fO$w=b({YhKn$4~|`){6Ef zr^Rv$8yaIU3r)7E098lo1`>6Wb0ET+1`F-hc#no2&g?s&m9xL&sYU`5dcPH8M4ll> z4nrnMP11I=rnTJtuYfswTFbise4e17;47jWGI=^ZQpbo~1N#w*vs8u5Q&Csz~BMj0Fo=??F7Se=T`nP^*fPd|;0% zE{^?UY2={H9+iVTZeNYaPgc_`l08y$HZau$UK?x+GNwf7sHo#c(-!F`)1t@Yh~OTu z8Z}dQ_XjiTSN&fMTdY@w^gRl-m?`!i+utfv z``3)crbIM~ghAS6Ht9MIJ`y|8O6}K4pKL)2E9%)Mvu5lb#Q33KhqvWC35VVa(n^wv zBvjI`vT;etUB3cGeLwabO4RKHasjq4?6bmeug%-=YI3Wu>RM>N<^Fn+Bd6o|@^)I~uS7njzfqCxg$X*X7D@LIY7Jw2t^O~$KP|e! zgc0SI)`gB$c&i$yU2Ru%yxsrb-+)~SU_cr!25)gskBihYLx2jPd(f1(KtA_BW%Ln1 zXJa@jWB%gJ=|8{5A=2;b=oE(4X4*0u+Q067QWSK&yqHXg)5pQ74)qz5r#kJnjt*W0 zh2r{aKEce5t)o)Cs-m9;;8P{vl7I04LH78u)F1~{;F&Z&BmO*A#SM4&O5g=H6>0R4 zQ`ko3cq#>?lLI{>ytNU{o@la`LgiAgx1A{UmTkYkk}4Sd9)St`GofBI-bGY&EnacI zo;@WKf5MN|7?@T1LsOzKa1KE8yIy7EKmQ{_skdJZiO7%nxPYdZoIhmgwe<7<@np~c z{S$@%SH6M6`OD3qOvu*~JE$i{K~}aD3xg--_bI~Qc5G33gX)oJdUB>g;fDoDb~7qa z*YunEgpg!}>S}B{(i5QW;@Rt>1-T}f(=la{lT*q~ZL~y8qIN$)x(4j7l$3_Aj*xjw z{#d_hopTL=*o;Popxp(HdXt)_QV@8_@D9SBf_%tCSSvcRig5>iip^6w8#_DtTI^$Y|$$+ua9H1-R` zh$@mF^L)a7a3DO`d+{Y5zUvNLGtP9K0ySRD+yl@DR0D8{f|$ByD-cc52`QY>G$w$+ zT{Qf%f)HJ4rWwjjQf<(16Q4K#b@0C3IOiI9^aCa!O#yg{S+! z6-4_P4ZyTB^+TtmJGU@9{etd+|8)r>+0qp&06`wf6XYP`3*ViEW|3nlz??AZsKSy5 zTp&coi~p-85^82mKLAS7I^6<#743zWnKb`_+;K?gj_AgZfnI0~A=r$vFQlCq!KQEk zLl%0fjw55lTNgD;Q3DfNQ)<}>Nl@2f8T7}cwHv#pqXq5>I<--7w>WIc-`nLG9DiSXuKo zU-Cd>5Z0Nt^;T&e(#5kOi92pNJVURhG~IiBhBMib;1Qhftqz2OCLd^ckroSnh9=9B z3>^9wxy|;8u%A+bB!bw~c(=>QL}9iPL<<-ZkT^IH<=%Jh=q7nUhf8!ov()$hlMKut zXIhK*|2hMEw{!qGA*MjLj5er2Ekyhjq4cPYp*kWD9YUSefDzhtyd?QYNl6Ju_8JuvBVkE5~SKM>wzWC4R=lZ3Ud!KWLvU$fh z+hQFA!C~Td@WQtdPZbP(1-j>=pzlzHuw0-)4ZDQLe!~6cO(m@0jk3tlE78p(>?JEF zSB_GKd|Z6q(xaoFO#inAbFM+tFEFjn&j80z8M2kapevC};PX$F5`jY~c;wNOLo={&qL7a5!JKO-2*|gZ zQc*BMX!8$y1;;TOHG$heoq+#`FSpS~FgYc~1O*OZ(dY+>!qSgqyB=Bzfj+qHw1reU8$u;=cCnz@|B^CTpJwJK?jXmswyixTC_O zSd_{U8ap`DUV1=b&)2^Rc82V)rLy<;3p0EC(`sONDiX}p zNX-IPy&BnZED|$nckoVQ7ltiY@alF*J>WkH2=^+1$TXklRW_b_=CP)@)f^DeC<7X| z!?YmKb>tB31R6v{HhwGFvJ_Sz z8)X5hk`9reIk2&E$aQTidudBE9JiuG!Lh7@v`qyj4MfbLg-9Ib8To%hKtOQ|`K&T{ zAPNkU1Mh@^Z&|yzp>B8G(-b#78_$F~%KQv~1J9j1_XJxpk2Bp2Wh_muiL__Se{&Du zbCn4TgjqLLywD_J*7x&0d(34%*nt&;=T0n*SOL#XgE_FKh`0W%)Pn2GXv15( z;3@J&X%{Pv%X$F$N$EoM9s0v^(Uk=IhG#@*LqMHoDoQuW^?Xx%*7I&S0I34m(B>ju z#&U*$9Br}=a3$p=1H^nZjs|`9O~pTF`fpH(V~~IpPqi0%vncE&J`6ZUx2*T=+X^mj zh{LXXT3E7=+6w(bVX(8xA`Q2dAn>Jn^jnPnJghRpgNd@EhmX(&;NVfC9zJC4f)r-f zAD9dYp$!e$0jQo|wF^3{<5<)*!3k(~@_Ke*AT31}O|*(=1~pC=nwW;OF@dH|qh?5O!W`aV!eiC`oG#2f8sQK#SqSOCzoR)z$u?SJ4tIvPgM?@5E0-cfop!y}u@!Ks6eTHS9gIs^7>|9Q_5U3wQreGP=vq+h1g z6Z6Xz@d1OViz1MaLH;VsCIVgkm*5AL+jY;M>}mH5=|p(0lJywD zgVYXy%#J<^ryB@(u$;K#xMikYH$1(L*Ytd2H^_YBvGoDUadWK^OrtePm)-{e2N zZ1L=y&IclsDF40iSb<+H`Z&nT!bU-y7Ka^nbxkNcuCffbws#4@ zLi!MfXBVd#O_c^sdzri3VHX#NfX5HZ2s-$pB@DIBI8afB$W=MEC(hF;_bS zixkr6SagPRN#$N6iqMI_rz6~Pf z)D(@F7I|cBwYcqJNKV50Qy@uGBjA(BZ{UQ%=xL>a3dABuoh{H$-vSUKL zP0K^v`Q_PR!|EAH8%|Ap_gU@Sy#vBY|4Jzoo=%^AjYvWPp>kAyn+t4oL{9%Zo5sV= zyt23!r5GceostxEWo;18p=i|cB^Agyu=9zw+CgIW|zS3 zHk4N(={HKDaRK9_rQOS)qXci`&7x`Q~E@rI=0K_!#zG z2pi{^d4&cdL(xkO$85y~v<76y4<#*7PZ}a^SoDxIGBkmn9*=>L@2b@Wxc}6d%I$tW z8p*NM@|+28_KgTD#~EacV~RKc6<1=Ui0^4hQ#Fc@}sH(Yc}Wo8MY?gsBJjhTM-Z)nU8 zgCXz{Efr83BTGx}eh6I(RYaD++>dmT^Z-GIFKO$B4F|xs%3m+i5mu_Kek9$hRSLO( z#X)Xv?)eh;4lKq^$l5hwfLn<_F*^WUQdR@FQR<{*WF?>MJ0A=h1%+frITD3A#4jZ6 zPs>vAfu+|MZs<-#WH3gwM5(Kc$RK>co7uzvp>5EnLM_I4FN4wf1QoR#Pr>6k*J#|D zQ%A6nUtxYxkt&`nvm>=DhKez%@9i68PrwK`2Az};EqCDz1=!`F&qbf^D&CHaz2fO@ zsR$BnV`mygtpRim2RrM6cZTu!e@_o=eX4j>ey_}h)*Hjq7=Z%TEq#jE74*i?W}YAy z9@3e9{CFCzCu9a6^8xy%5FAxqKn|+#jFh#sqCl|lii_7S)T57ObcO+`HHNC*2^c+% zRdOJ3lp(ey3n1^Tx>wGF?Z@>pZVII44)?(`Y4^tp`Yl)SUR*s@l0eYb0sP2sXvSYR zojGI_po`S$=q0Ro1|y91?%h%Cvu~D?;TdJy>^FB++AWzS2r3{%nhs7^@ou~qg05Bm zb8;|8XlQ>mF&<0Z6rW$AQr_K~j+gBgb`$7lCoW+ZiL8by&J6X_{Jp~vw-D?ww_w_| zX*@3ScAf5fwTobk_|DNc-BoY?%dGz@F>qz3v} zHtfeMaj~WJB2>9#yF(@jqPg#%$IITt5xIn#sYn7E3s?(p2pXE|kV!<07b+ z3Xo7T?`gUezw+gd>~C4&f)Awr4ggjK{>x}^lNS`ObfVGRVN?cEksY4+6-8&UJy}+; zYbEX;NGtyUlg(ELTBf2R9)dBkF^W_-On9!kH){t@{*dl3hc zgKG4-Sj^iEZLA_SDw1H$z|c^HO@ zu@K#;V|&G<9l-5$y}5g9)*lcU0?$daP>oapVt~@&_itG03vz*{V#=Z~Nr;Ps6-4_8 z{^x8B>`;_yB(tUy4=m8~tor3<94eL60EH8-E)ki60-TcpW!z&*!UNqD9t2P2*@ukP za~u$)YMMJ|PAT-2lv&8qph=RtYFlN^UD2u^X9;ErLN`P5S^@Wk^me9ckWqC4&v5wlexVz=klEl6GXzmX9~?u;U4^FoVLw%qLl(}e27IQ#P4?U3on345A1g8aJNHhE-o`DY zf%Fv`pYrcXY>~T@}tS-ZD-GUlkX3fuA^wiO=a2Ul^u& z%iH&HdMJC!>ahpPmKui+U4zuBXq#>(C(2oGZ|{wfm70dk1&o|#ooQNbW1L~?cuCp; ze3Ud#Ysr~YU}IB(-H|^*1CAt*J%j9#pC2$ro?4s^{q?3x&H3E9FnE*I$04#hIy)zG@IG%v<7kNK6KeoooXdCO<9hKviGud6%`f#@E3Gld^UDUO!oLp<*h)9nseS2 z7gqxSQ9%@j)0-mcJ@?X%GnH~XKSt@kkgzb@sU1ppz<&EuhDdh`*uKU>*sqYTGm_^D zS}kFO%kC9N<>g()324R1$tlGE1g{!8@A>M<2@YzE)_cB%hQ5WL;}@*3+JL@u-=mv8 z#JhU_x+JgS(vg3GfZA57sL_NOWUR10`i{Jp`n230(RGPXK1?_ssVXToqXtuuANkRu zXzL-jE(;ql+d$M|0!cM9dK4||bi^Cm5nG}#JC+^Dso?|h?Vj^P^x$>DS~13c58j-i zSdAo}QV(igr947*bLicS-qbEa$ditGQp_1Sd-!rQF*umM5lRE5K?AV&N^dzor zdCukwk(CmqO{lUgoed2`$OyW@zRm)itT$8JzQ%ym2S}2G(1Cig0SpQGMWwc|kfjQt{AFM)esO^t=0@EBbzdX zm+4b1$gv+V0F8Xqc4)9eZ&fTc@u0{kId+#$cIiU_b+Akhy(q@~r!bF!Dk~%+ zTEGqIHGlDs0R)1OI&E%s`E*90(0sr39jH)UoX}q~gzJI8P_JnB8x7$V?y22z1$?D{cO zeM&Rl@K}lg;H z9w0|Mff)?N+hPX5-O!!V4oE&RV>L2+sOSCd#Oda^-sFIr8XB>!5J#Da+N6fIufq$x zA3d^kmc&U&ca0hpupb7oFSY>D1Vd5=F@1OEohb~v>*b3$LjAxdM#{6v7ON|OkRy;l zU=2h((nF>PFh1Ww<)!8BF3m(hZ(|eq?nhTZZN&YSlvQsVqD` zMTFY(1YUkSEgN@CPWgK(u3JSs1P#k53Az(CqN{|4pp>yK6sbPU!p!(c0?JVZRM=H( zha#gQLX>(Iz%HWeLNiz$PjbPpkMv#z=m9xWHTseAFI-;Xnt|%_{h~Q|0zl8>+;zi1 z-fEIDntdJS7$JdCYL;RX6Nq-QWq=$KoJTCVIcDOPlida&n!^dFr!p$m$e(QCrYEDA zL`hXDa1elsmL#U9ngOdc(Sn*9Vp2OJth>mu3!EIyzh>s4YzYfH%<>8d*bZ@P+bm8- zm@rosy%%G*QB6$^jWRGF$eXrX6t`UwBSXE1DG#Ix4ZvfLu&4_|+qowp6$VIls11AI zCr8eCDPuI*`a60}&0}LzKCd7`h`u`EFc>cX^vI4WjLywSz~~&|w7cV2E{HXbDlKWk$>}a78(Rl%V>%vweNp zmVxjKQ>sg(A+2QZ0Wc2I!_y~MPGz{pH@}#kO}#gu=qDv4ia8MO9-v042CuD*Roh_` z0S-+dJ_CHcK_cLWb{w^lgXh4hqC4%PZ%^=sb+|)nmj3HIfQ?rp8&vCfO=$#T)EH1I zdQv2F(*&xBpsn6JC_vI7_+1p3_rWC(F|PZD;w94#)I|<%ilG)67Lk;O?7o8#OIk); zZ$sj(TO1@h+~hgV`vGQ(R3x%qz)Fzr_@oFY@LC<_<`M-5ScU2Y9*KL6bJCDrBWp{3 zH;e$s{)Tq9@V+!)US7UPqcXbvHX9$5F0`X?kL`s{qURKId(e3d6NJ;gPDvk}BB2uK zyoPpPMw97$SwUM2+F3a1-B6(m33=*3kp#_}rrZT0fK5OWAs;(QV6c9one?^g&)&Ec$BqMGdmc=wqE*PO*2ukV4Pk%Kw9+WvNkC^ ziUOsmjt+gY8(C$?##p5}%i!=$kTv;dO_qQwcc15+>6sTK(VKh#EJPZK$iTDdAdx5y zWnW+gL$u!N3X;4nvcx`-mG=i%`b?osMm)Qb0|S0jLN-C8n>t}VSpqvD@|dmd?5<6a zg8@X*T=x4k?Z>HM%VzDZ)?ptoiL#~?Mj)+Qh@vKP6$11&$|4h^8jXU}yFc(r>>t;~ zyG2k|QF#rtgj{q@LGMr~dwAi1I`M+P3 zd^h`$;17VA5znHKa1fvTbn;N9SJc1L+rY&ahmH}PB;sR}1-7Ud$aB~z|d-m2lGoUNK9UI2BVrrH*f-MZEz5s?3JQy4eD3B(u2!W z1W(`>k}qSqQx_RMdT4LD02mNiNmi^RMg=?Qv3v5gDa1JXzD#5MY4U@a@y@QAq}eH!8oQOi z1``A4*Tos!q%myHJm~HOSd_ATEnc^q$Bdo=gArkYpz}b|IkCqMg(zF2S8?{2%CFKs zn^V*n&{{9MkwO5L>hvp3f_pLK4?MzO&Kc-6LxXX>`$GInrUoGYWJCiP&~;oVTm@S+ z3|)XUK+wBt4hEY6rZtbnO^HtHO)aQ-Ous}t!8zFIl*f3CsErxu7NWeHKC**DrYg(4)iqM7kzX6IgtlP;4R_XxyuwMezrQ(#Nl zBqD*9Di|LHi&z~bQ1<`w($(T}k>MU;k;dy+V$<6gjQW>ti}NAfF%`~x;Q81}GBOW9 zp;Nz93cvU;bDf#sR&?xA>ph7YK&=pwcqaYpHQ=XuYJHdI3ETll*l-b5o(Dw+JeN%r zH!Z$Xb0$AFFCy+^W;pP8Xq|iz``U~C!0WKpxwF7w?rp!e((+lIJ=oJO^erhJKYkZj zHq!*T9D$7+pw40dBh!JpQ}-tuY{P;_5bL|H z#D<)-%#kW09vw&Ag0b%$s7WwellTGurQ^_*JFGHNgF?yk+M9Io`x+O&H21_sw6cW&qygZ$Jb~D50F>^$qYbQ1K&7+cV99=>bkBJgKh!{;*P)G zhN0+4g(@C{nstCO-y1#9hdSOiZ+$UI=;6A=3or$sFsy20U#DVsBZF}x^bz`+-IBX# zF^3gWo=h`W4HEaFnK$vG1CUozZvn7HkO6C{-8z7%ca*H;zI@rDvcY%+H#9e(_i&eeO=C%#v| z0^!~imK}fxzJy#L;2=iYkBzd#dXhW}d$O*wFgLekTT=ZK5V1-GsbFG42!&1H06sWF z*J?&hl%6~W(jjg{2`vl4fqcR z7s1o$yOj&pl5JtJ4=Y_>_}Yj?HZ1B}`N`|k$DnqHP_fqJ7k)OSmILu>=Zb4A?|yg*%Y9 zDmp7E^CKXndLumwX?FubF1p`_7Lw4z)j0^tU~~=;Wy=%;ND;j~)Yo8A1lE~e(l*?9 ztZOB>aKbEsX9YiFM0RXIfzoxct^t<4jX-U*z4e>M&7m=VTH5oE2`U@@icXzkK*cIx z6O?9wBmus$fmm)va)RA(a-hQ!THm!#OSg2icy6bo6^B+RFa{MEv0Ir&(N!we-2!He zookSYA*Al|e#1co%je~lQfm=&7Y*}+9rD}}PAKlw)zwoB4C7PsyY@4}9B*B{+B^TT zyiHZx#-7hwFHZKf+<2w1%5nbFY!BO+2#z%6oM{4}XsOhtj~s`d9={rz{&hKMP6W(w zq;d8`)HMQ|=xsXb?+u>QK_YF@+}C%icQFmIRYh~MQc(?PW4Pkd+Zg1N_5tcWiC?^& z&qgkJqAv(e-`GZ$*AymE&(|kffWux|G@}-$GeGK^jqG>F^6lsdhoX!8_U!ABu*3uKW&8NJDaBBxX91XXH}Xeq(OtSY-B}~c>NjaH#iIHdG;qjz}f*VM>V}G zkUoe5)QEbHPWsTAyx4ZFVx7xk>ahU6An0!ia&#Vj4lE? z5@J0f34a^_wfuXA!>b*|<7>L{!Bb>FuHMPh|0p?cH}|jGF`B%YQ8CNHp@+&O#qB8u zca4moDyTpNioSmRy3kEmZxXRkx<#&dV=!mvgVR$Q|9*C64@4h!Qc;lHnnBB86lIp6 zNv;T_`N9FnpHu{~>kIRmIH9h;mn~lo(nVwbKirH}SxBA1pHVrLI8jz!?r*(1vND1S z!j6s(^4H)$f5HgrdeX>(L)1$e2XCjMu71C0@5K4ge+ehYQJLBbwxR@>W-O^K2|k4$ zENgC8NN8vzFa_K$7GOMTa%%@t7ati9hh!@C$sQaTFA1XF=Mx?n6}8n!doJUlu+LFN ziC-wY4%Fuot$WD+wrp%v=MCou+2#KSB^UhqUaiL?T=L=$AIfPjHbrI9e< zR#PaS#!sL!P{-9529J}I$&fSubE=p>11wFcmqE zg&kcP*Mr3M)XbO^y@bcDpQ5*Vo+{QJZc7cF zk>qIJe!7Ay+zHzxDic68<|m_d&x>hbWJF^?$Q>^XX`^fzNTw&Smnl(Qz%ZSP%1O%r z00VOKj~dl|P|rFIwm1Jv89aUzmtz8v1|0BwnA8mpt553BAgd0wSfGmpXBTzer;!c7 zZw-8QCL^65LKy8rrCkm&Z8-L97m|NC*?43BbwBHx!jK75`rVX}$xQ-V$PQ&$Bz*&n z#)kt3z~_s|6qhG#$b!zzmQ4DnbE!_&}sSEziDRT(^TuRCz=+$}Zs zVv>>-<%r(ZvGXXcNJ>74-noZgztK=%a-~7w1|A$B&jk5 z>w^sS9n5i%P})nIoJmce1PLPWZ-in5sKXXMzI>78a~VsmF4l;>>&?F4_pDe4!yb9j-gBXW? z5=(`y$^8LL7n+qYwoUx)>F1r&njZJMcSodjEilgWcq)G9-iDiR*r6tD2c}6ZuX}}V z?QncF@AmBqEYf%3&ty-VC=L=h-mi#>ObHq)CD@u-)RBo3*`w&hVrkOfIyt2>={ND` zav-%9b|k98JJjf`0kcehiwwe|j?P2yg0(tlz*x}VLQ!u~M{PR5;Lje@T3p?7%?txh zR3Sx$&?S&ECJ-C;)x?RR{*394KtICa`WQQw6w*AmAzf3?qS?-gV=X=dav zL1Y}Y6rk3!d*WYq`SJ_nlBME*EdHx*Sg!Hq_uw<9>bj=w*rBu(MGuSI9s zn_(xJF?;&UrRSWEu;PAmpkBejVx#Zyn#BkRk7Jz2wP0wJl=nUng2PPRJ#^ zG*YPR%81r9Ee+)N8geKL%Pd#AIaB*FPfuMs{Oql8R?%MAe{nkKQT=@yQ5n*D(eO;ErPT~%oGCRfi7YBjEkxDd)*{!>qAg{@kn z;f*=NHnLk?`M;)dhH*8jb$=Z|8UB}%Um_)xW@%=jN*;1)Vm_3hd;D;|&dWk&b6|K? zp@3-0TG=E2I3DycX=ykW>uVrzFxRx3#;!g)>I(g1!!vG9p)BD@QliyGN%?f<> zf|`xC)AFWEfo=Iy6>pFe>r*S(~xFZ_EDh(>GO|Jq*+O zN!*K{Cc|60uGu?eBoqhyA8gGP*iw}>sO9~6{*5D1;tzbcD|nV#>hCwTcL~nfqa-%@ zE1k<=6S?KH@hnp}CC@3`jt9jr=W%Ch*KVb#E|tFR^(sE#ZJkoNm?{ z*|~!|_<1*+TGo}<^7@N_yIp%<>7h`Mqk=0qI~T4D%9ZXrQmwAXbML|9UB@(XoY|PH zYwbVNr>(jnR(q+oxk5jyw`FUBNA8Jz&kyQxrrUk{Ge)TYMgfnn?#>lUa6|6vzOuf3 z(oa00SjE79G;<@6T2HG7T8+uiJ8imociKQ&V}2iKdh?my)T z(~v*5Z1Bv=nC#8g3H)LwH!V;Zozq`i7JeayuV;E67jJxCprfCM7jN2=3t^|n>xFqr zYmREDEv|hM(Z_v=-Oux$PnpXZ-QTLLVc{DW!}p&zQxv|V>w3VyXH}2Yo=2Y#9&75A zw=lBXqgFNN(LJTGpj+ohot)k;dn=$~{=DS1s`!atH}4v5Uhh$x z7ujFWJywVYl1hsY<+JY- zBab*B_)$lNhpgxGkL!(jS!gTkCunE7C{V8U?+*MY2%eCLbj-V5#MidpDxF@R%o06MVwfe zSQ|LsY9xImGrYbgyeG<|P1x?T+==V2)O_P|XFfWjpb%LlQaP*b`=ju!%}Smj7um;3 zU<^zKDyHlyocFLL*TV=~0K3hAHPa_?4*y8__kQu*n>TJmxaE`tKXa@S{{aatpBo;yVYV?@%8gn zKDXBI9&%DpQ#&-t2r$}&QmISF^snN$4(zf zUQ?b@X(_`6!EH-&bGjc_E#w?5c(i2W>SDWG$9&HR{@XR8^NY5ZHGfL^KA?VY{+ePH zdzZWV3F5Y1?ES$A^COLJKKE6?-o%=dc7mSr#KiqX=?fYW6oVdB&F~|8%oH+FI!OT&<_r;NA z;~Hxxv(7uZ2%;wt9aVc}#l$S`WCcE(snb6+sCY={?vbs_hK!d5-Pb+kW*^wL)Vtm9 zm|G8PUfJF*sXbiv`Rm$v74!p>SVEB2ZE(4dG&l1`=%v$_Cab@-*isBsNDaAa z2P9-nS|2I5E?LH(^z6@{9}GnXhoWATr^js`EoN?v4?Jr9SQ!t3S7S!y%a|KMZOcs6 z+uj;1T4lK4$~8O7sKNTzb4LvR``c#TV;(N%Rd&5C`zB10YD#0pb z^JvK&f3g4+w#2Qauvbrf6r>b4c zpE_5^;-n|($2;UN(3#TjIi1yEoM@48^+w2;Sh?p9J(o=?yF4D7+&SZ$usX;y?`m0G zgjR7)l=~ka`=a;GH{jc_UFqec)pPp?PUsx}$DV0Wo6m0@G9&QU&365M3F|NLtyRwJ ztbcNB5_Ag|`sebWz@6^Dd87raE%3I+yu?-Ewy6Qal6e7lSWo5Gy`5X!ApYdilc^aN zW|9w`dap?tCU_WI$yZwom~D8N`uR^wy??Cd$(iTuU@yMdXOd4=d~d%E-~G48HLRz4 zN0_tuZ{LkpMiBIX^tay~&qEb{gAY~M!}3I#YE>P&KA8{|c+`Izt9PGvfzSN5OZ0)I z-DawqmdAa$j(9G%;#^kGUd74ODlhHc)PD6!apI>TT_;Ol-Wx%lUF*H>skF3seqXvb zZ_W8@n@8ObU2*z%Ceoa`bqWCi1+}w{#2pNJo}aGX!P&VacunHHfQP%Q|D7G-F(Zk+ zmwSmNRNS!Jskte>=iHDGcY(IPhPbc(7a^5BZ%V_N1FLUwe zvw#EQmx}Ey{?0GbHgQ%Dj{32_!A4KG=ZK-^YKPNV7IdFnC1}l7%=XaP{mooL=fJdd z{b2}Lg3Pt!-S+8C(OLTF)6sGc5tEk4!NL5+93HkI3zxRV?Rw1}dNH3@(N^*ACs*X{ zb$sMy63nZ2ESfLy@9*2cK1)&I`C6vyjpVL@th@f7SYE!T)J+^saw2cn9LP@FStaT> zziuPM;QMtxJnLqH>0|Sp!{Xd0X{JGRey;6!#+RdYlZ$qrP%tezNGh~&!et5_DIlpZ; zHhf9pwYx3&3*!t=VXjg)cZg58`GdzSR{kfu!Q$^nH}Dl1Sp02cvY={;)f$;ilT%xE zt1-Dc@5J{+J=ri@`e6O&sG@(-*M6yqxPhC4Mn@8{Pq)h2%U)BG(0RIYG(tfuY}t>y zOa;&5`&@ML`T0s8J=Kuce)gVwubGU%iVFfgS>lY|Pq{&h*k7dW#`FU`)`|Wqw$rDC z9Zm^Ypc)xB?}qnXwIJke5eD~PJ-GT!?0kMur>%$2$Y@)i!3q7q+n+6@qE#r~+nLwmBGLE=LF zJm_*Fu?LMrfRZ~|B8pFhc3Dm9Nh^mp1iiSdQ(Ez?D=~6o0(&p&X$%@>#T5 zojAkJB0}0B{UUq)-swDhxtTiAX`lvRMe0`os8LQTFOu^U+3Ijkg>Feg^oH4C;iht% zTT__(LX;!_@gFiev3T#zo)6`rN8Ph;*}ApMgiiW_T|Cd7_xf_2h+URd z>&Pq@$W!#TV`%N*yB@3%eBHutU?_YLVvmEjkQ56tH=E8<$JtmAg-pUNlFYdjl7 z9!7+u$C_d8a)h_D($1lr2EHvn+b*2^&ixf>z#-Q_orrBuSI}aRp&L&=V!+cpvven9 zUZOn_<^vIsYF6Y=&#tjo#nI8kRrKgU<9~e%^=aF^)uZMv_)^upIK@C*-z-1Z^+A=! zsoK&PUv6jjC$#V>NyV+o<1H^$E|o~3~qTh zRl7O+Mg*{LZ; z92=w+x9=FD9HKMQ$yawb^g0kcXjy8Y18qJ?g65Ziz?E=(H6+3%=cEQ~KF#aKfBeAw z=g9hct=5*7_dTC53mS6!*0wf&e*S`(cj#D#LY;5R7DdC53$r```hy5pR#y*$N-a$Y z>Onh;MPa(zO~x)U{d2b|A2_8TV$l-0>E|+UuO*Ssp8W~HTK-g`qcovSOj1&s<|!t4!TmqwsF7%*jJ{k=vG zxM+PLU$47&AEPTFEe`5S>SToM8E+Z_>u4=x;yJS8ngz}Bo z*S+k!zU=3tEjNSzJaOq3-<|ZS`p>x%tg=@-F8iB*{TKbsi5e#Y3~}pb_@@WV74mxc zqu4IB-=&|oi1mE8g4pQB{uj&g%1>W>d1%ubo}%p~rGtz6`HPObeBB$st-2uogs_d5 zr>9bDamKNQDwrRbRQ@#1d{-~^}?r_!RZEibXSOmrm z^fcaFEyY=}{{2bN{O5c9pSb9MsE^p#|<@o5KHR1n02@2XE^x3)VaJFY_ z%nyktgARTHjd}9*-|OXzeoA~){*mDj=bwMxh5HyQG*+MYuE^e;-hl$19^3E5Yp~d@ zys+4F^YWgLPjN{t+rE0K?{5~m1_HrTAO~u60KSfPLPkohk?3=KU)h5eF>11hJ9{+7 zBgRAl<0lC%=}U+MjfoA@N z;^D(p(AC#jzJivG-Rp_A7m|bv?Y(`{GUXtP5a{<8&JJQFL*}W$#e z!GOfQTiyg}DjyybfNC)-JWjg?R3wQ|z)Rhe9p*sKGW3?z@COC5nc6PhOa__&$pH## zbU$s4S1#i;YyyCGCj=(({5EP5=)xr{_Bj5h{-$aYB60fp=?*E{zF7qdI%hBF?^J(b zfJq@@!BKJcLR^wNyT9L^`*ozuD4;Mg!E?0FI(B&6K=52xQ>LcIJbC+D<~7d!KVzc& z#Rs{=7#b?)^gXv~4Ery9ROlS`xKsg{c+4~ZL<_CR*FAOSXAiSdWM?_f6g_^pdEJGP z)&=%sl|lA=*RLzyzW-RLvFG9?fQM9)%iWCE zMWn-}f8LqL*JmDE+UvimuR`12;AcnSlCUjHLslu~T{>ppH}9|PEh6SsYM3Mx-rx4& z-o{gPJn@4rahh_<&m2;EB)9u(OY}&c+y8d2TAsRj<38@vm#@xWaTkv>@qOo5V{eeL zeGOk9OY4Gg-$|(v`ElRz26+>i1(6!HvGxWBS4$n4-^+I;;ZMhtYJB@nyw3MD=>0ZM zq9h1ls=Dky_RX$ND!;d}vG(GoU9-K7%+)mJ#;YVdBs8@7NYsXdA){dUFiSTHIX(#z9_#HRR2k2CWTrk0&jCmA}ruMxrsdw7ycuVyO+X`4hH@M=*)0G{EJ_)OZbF z=ix05AC>x7iT|mSeGNVXYBk%_!!E<8eBf;tTB$i#dhPAeo+0(k^)d#6?b~szKqSqZfov_Tdb5lQN`ns zU!RfoB*0OV<@N3RNj`iJu-idYID5j607kczLXzAFkEYW`6F(t+wI(m z#xuMaERE$%B4d?zPn;Z;ca&f4zLG!F zxT5s9LtaH}z&p`~EwcH}Mh|YldcgC{OPU&AhStEhUTv)+{f3S@PT|b(CSN0iK|#Kz zH_N?!d_rFv6etUh36I`d6MIN9wE$y{$J{u)pPQ+T-r`Y;t>bNb5?pkPu zsT?@PlU6W3;@J`L`1`=QyZxtJWIwlLYwj>jpPGJ*PxF<|v?`ZS&S{n<4pQ6fWVJR7 zoi}?TwBo91Lx}`aHu~bp@ZLJL|54m~$79|1f8&RSN=Ygep`~RsM2XNa8&YOgL$Xyk z6lIiC+GVA(_a@n!rYJJYibOUI5*7FJMd$bWe((GK-T(fM$8}xjbrzrFI6j~E`}KZ} z=MZXr^DeGY<%ZM2yUqK`l|B2Mt~X^J;d2@ds?}%4J=A}zfeA)gcEDJ-W0sRyg$8S! zM&4)VXx6TmscpAkj^ziXN52a_=p+7ZF5gwlxGVXAW+NqA*i346d#Lw!gljw8)zF1MxI zVY+r7{)C|bzQur#5<5Vycks>qf&mH7vH!0DNwmT3V>8*=MYgnMs+*a`B4yP1m=B(V zUD!euZ2B;`Nwcl5 znhP#X^8Vq)+1~ZZJkG1XBWky6ThFJkD=>5aI#lD7qRhg=PD+Hzz@3UdIFRlLK~myY|(WO`v|P6BCn@aX$U4%EA-e-`AhL$_=Ma6H~oX7hZgI zroEU&^pnt)t9b-CIKp5I*Y{SK7p?D zm%PtB+4IutMopxg;Nyor_pK^C3T{WsD}+p$!;hcyt}uCIzINHN(?bKb3bR63N;a%J z^y}UME_8uD@4dJ6zMw@ECJ*&N$2D#i?OAPbN$~48HM6r#73)V5#()^2YPE#bI1o<-|!L`m0A*480x?K z;B!T}*k`}~Vaq!pdOugawMo_Uq`18@D~Eo?YK7zw7C{Mz&vxJLu&Ko+`6l*O=*R>- z49Jbtv6e;F8dEH!dPJU;>z=pC_$-d+7`2pkeoQTwPN@^dy9$3`U)`>(;1w^rZhM^4 zjH-lg%O4t-45Ak#l4mx~3QR#_Ra0hq8WPZE6zL zsXcm2aI1r${Wke;Hi}CjN69_^4B^K3=9w5dvz`7 z!lg^>X}>b%8$8*n^R*@K8Xm46vq+G>AJ(%kp6%;*H97Wzp!%&=;Wf@zihH{va-YmM z;yJh>*x-b?5^Ic2X{6-F#0NJOTuaAq&z!~X;~Nx|yFW7f>#rEralWGF3q}nw`+DYC zHU+Kb-f?oXeQB%xw-1kaZh96y{V~#>Xea4tOEB-2bwk$Eo{|&uoBNx?UOzHZCSgZn z3pW8qXY9Bm&}Ek;M2Es5{zPK6`O&qCMvGk1beO_%JC(WZd1|wg(S$^2!$NmmrtR?$ z-87)OHz0ZHLO{ULaQ#(urS1D9DE|Rc-0cKwF;Z6rx2@+1fo$O zLQbSI-4RG>vNnU{&cKUKM&@3Wo;kN&dM}@tY`-|BbUm`_=MKA>yZ=9v1-{A=--iLG zhb8e5qJC_PY+typxO`uh+iJFNL*50x%9ycWtXH1+$*wNZu-#65FHKY@XOz&<2*y+{ z<$9A3Uqk!37bnfy0~fk8U-*A`5y9IO8Fl0D+!y6^Wpj_ksWz@xPfgxV%my?6G`^2Y z_Z4#5&|YUF_ABT+_Z;N2o*8vdYcB~OVV1kSsm}cPYIwKpTiI9h6rY3MQN3!blE=5L#QVBcx9;=bizm$ z1GtZpH*ac49RN@ww#6>2su}(t>du)dI{%LehP&Muh8X)sJGzFv0y4&D{y;CfYpd(7 zEcxd=_1R}1eDV*BmU#EADl6Ntfh%CVzx%C7p9$OdEvCb$svn(?Jz_G|{=p90zthWJ zwR(g8z1O|%3zkf@n3{jJd9|#$6Wo?_=;W8nN`Gtd)+ycd`!Qby zeKfF|wMDO=`>DZH;=SQaf{36GF^>RDTn~&3d~28>4(qiImgQDSjaFH+p#dKK$Vr1j zlkMJ@pJO`y_LCZ)IG@=5;O@G(&^}{br|d1vg=+(UR68;Q4sY zDRGX@2Y{~!lH0}_=KwZ=#H~|SRpP!%fDK8q%*e>7&QcbuG9PUC?kjB7N<&+VS|C~v z2?lktb_Gf{6;uZjH-JBB|6F#L8~z_2;JFmoS_>4#D9=!2j`^rG9DaCm=HTX16Nv|U z5{{$1UKPQaXU47X*f@l?s{8b5acZ4gm=pTFU=6c#>+G*maX+lJ4u{7ML}h^0U%L*z@b^E&; z_WP#JQX5!Q#8VUXz^aSOP**#9(BJ3H0%wQNP<4$C-*ZgGWFg6M^TX~|G>7lwjZk&o zIN~to^;$A7uhC~=O!u#tHLK5>Nn(ZID==dF0WQ)68V@2gE926ByZ7xSp)(TUhQ~KC zYE6NNCaqS$B@MNVNfQ`8bcva*Y-IH2iMzc94Wl?f=2i0e3-!C(fqz);qtB>qE)9>| zmA|*7xav{a_)UQ`3LVW|-^F}4B<4zO--oeTyOF41>Lp*c>-)SBEgMH#`J@YecbV_; zK5CF3D?FDEh!39&hfDaxKSr00cME^(DW0B`Q0t|pius*j;mh#1tbuIoUp&#SPcCw@ zdujW;JYt82qimMYhx+Kqgjp<%G-VXxPGcj+B=<H4-SD|;_Y|g@xhNkF%s~%y`}TgLrhFv9O81z z@{h@G1dN0Z21S*&toZNcz=LFaBprUtmfCkF(wgl?+N!R$GbNQ}U%o9mBJ*zgYM~yn zBs0ac8jIZ%RXWD&V$IwWS1ry>*N(40zg&NIM#H$p0mT%{clO=Mv|*Gq7OhJV`*0iC z67}9IAB=5VbZNRvEcd2kE=cj1bw<7uPKcnLlAJLb29VaY>YvNOP<2H!LmQL@Ujfpz z1Iph+fP0SdctG1dT`SV)5jQU5CFT*SegVxN1vNU|0Ae@Ymg-kcGRPyrA~Lf8k^3-q zBKUYhFAWx|x?)DDnp6{BmXBHX!-5edw;RHWtPWa2Wm}jJUv9HhkGS2pMP#o2p~ggq zhdF|ldNt;P2hHp*EgC3RPkugzq~u=y0J>}q<2*Ac@99TKCJ0j z{Ti(A(wJ9nhp}0zNO>3DL1D=sHg25Bh%O|#lRiU8E-Dazg@k2MNth5V3+5!`%SE5N z@|CGaAXI)EWJr7v=Ai2!fD3x&0Z<=-)h)1Xb{y`4oMNKg{+$PQU1r&t(9%1%@?l}! z4dEcmsF5r?iyViuCR%6O#Ese)OZIAOv=?)78<*D2+QMKE^$E>Va>|SHgWjuw6epcBrm6HFx`K){x6fgkP z{1+{Q?7|~$VPGs12hZ(>oFLek$F(`eJrGM&!Q1F# z+FzTlOkm~-%y)~jmeN>-1}sV_M^GFpH{t92n*SZB_;BoC576c)$nq)L~*mFY|vh*U+jln zGLCG~>bL0}T{E%5&d>%XbiGe4$$8Ug3~DWE=NiwxVb z5ojNh?pjkio>UJY#1fyrCSnPQHf+cnJWO&e8XS+WY+j_9U%Nc^C6{xM#5Zyusb(8$ zH#G^XI8%m?S(+T+GxN-;Mr2v$qDyScUOv{2-@7BQ=Wcpzd`iL59@RgOGkWthn*Mzv z1|ZLn)c^sI!TxKSkjvXiSDn9uU0+i}GPvi&%HR#SicW#-pVZ+CHHuv7wRHuuB8sM2 z?Hl{mai#MGEDYY~5R^kAp$X_VX*fY}Hd9If2l-VBVV9#q`nG3Jt*_%95zCh<|0oDp zL#aSjc=s*A=;##ZH$gEz{aTA_VP{kAL~K%GyMq^6Qhw)|IG`buaiys0?YIQSk>>L& z+e}4cGao%m&&#f=mv9yGT#+X7(RvN=ioQ~O_tpO#njRI$(c=f~O$J6|oz3H88PGN? zvF^y{#{vT@tZ^QxRNxWs6gfQVJyw38C<*TQp889IO?Mjz)K`K4!1(2KosF5m%0$wUlT{KKCuquyXu-+vAvu5f+n4dc>gg&v{HKC=a^i+sWLk`^ z!0v1EJ!5;T@~e4`J}(~68)}<*>F0d~fF$b_wEW9BU)?RtJA%g?7f{Z}Q02nH3%(~Yr0ndx(F+))dg+9qduqX|&Zm)# zzh7TfufDZ%c}}plE{9QcNKjPM51>?K`(z@2zF*$Zd0kCo*z|X$_zIP_MO0{>1%)4ag!IGWHjON*9t1`pZsAtMaRJLp0 zAGDV@k{ZZ+!;ji|VT+}tk?o$Lpcfgs3qqfTK3)3_$eDd>I9wCE>gAkyC9%llc|JrW z1N>9`vMPMJY?3u#A`cID4>ARBK3=!eUguo6s+O(UMHO@DO|cVqhf!@iaeLNn*;r7t z-1&6M@4PqYn`Cd=pkA@7tmkH;g}%%D8}gi&KGZvf`%n9)X!(trSltURO%xB`dm2a| zNu8aVtE+;#nT%qsiw?64DKApA336I^sOAl_4us-0rB|+_DZyJBE!of}5 z6CebJ1UJst=+%1C8^^Q!$FqM%)<4i2>x3zSWlO?~TNi8IU)mg)zeaBAMlZnAyedrY zx>p20`(zK;nkH~ZJOID#x-n1W{lk;z<|vN$3hGBac?Fb`j6*9BKF8+tFSJ()TRZt3 z%UCDgsZn~Pvr)%3o^Xu!eRG0VDbDoAoq@`ZZ)oPTSi=V+gq=E`Ebl5MFPLw-N`9+t ze|i6Y^X(GW3GP){7X~Mgm5gZTi7npRZ$Ba=S@8S>bENaSsQGUH^bPViRGri2eAh~u zC#yTZs7^Mgq&DVfRO9x>?G9Ay0orpA_nJ}j`E~_Yd*ZCG!`Tb5cDkE(Xs@rEuJheE zwp77EJzd2uMZwzJx}$S)$EeEE@i_2kUZPE=gRQ)q`R*m*1|pZ!&X{{vTHhG^(ETuN zrl4+AE8E&6ua9LFlWRWM3Ap88gX1e2v%^9UE#PD^(8(1U@osyfoTz;xc>jJ{nS+OW z?khdN!dhMT-+!slvT?Jgi`$u=d*2ie2-lrW1vt)IsCK1}Z;HN1BIQMkX|=WXidC*F$QX*(XtciAdlk{(6^V-^Ij(WvPpH z0YNyw$|hAPtDh;8iTh=6h&3i{lF{w)@s zVAbGNxEa94LXk#s`j+Nv6w4kQt<#wXykcWEL(Koq|M(oCm8KT{5)(hjZ~Xef(F&bu z=41O4Y-J^b%w;2Y0SAifF|i!Z%szKp;Mj`BhtGX%K39$C4QC12PdvVzj)01}=x*|4 zMCfI;Yzru7E~^TjSpF@NSPPl#t7a|FvMakN8Pp^5_XB3m#bR~Q&9bgvi9en3@1N2V z#-BRSpHA){-lr2fG();wsq&Fk3LKj(Cj}dKzIic|es=S}|K5ksurt7DqEqLq(xc;I zdV@YWPL*Z2+uhJojs;F141;jB&p*ol8v#Q}bn@pIHH9d2yTefeMXg?}BABjCbOZvE zs-2wtiJeV|X*&Z_|0m90V&&xD23r9D7_74QO<9uWUqrr32`%fj=oV?k@&3I=JEccn ztxx_K#UA4{o@i1yFIJq~bs)*%epM@@b0wascJhIM>noGDEh-+MNAyIZUZR&vc2OHp z*@fK5r6%!wx;VXs#HEg|82bQltQMLC+(Jv5CVv{z(NxDq&;I+> z@u1u!eQ4NHbDc|wob(#fi8cq-@j$fWLNHFRPj7|*ASquAfd|!)-bd1@$i$<-qAZD+ z5Z$BCrP@#(BfbP*qSte_XEj7@*&%gC)H}-t>NtU=DGg@}JLXz=XHe2BE?%?x>tyW0 zFYDICOxq(5w;dzVKU=g7UwN+XhK>u!<9*%o3JS3pAL*o;c*K#l!Ne~621$hOlhIDkR($J1;93>eyq@@2FpZTv8z{(kN>=Ig&lA6${>Frl_k-T+*{S06K zw%`*N74dLfQV5+y^(A<84Lv|&MMGb&y_OV@YKSb%Cs~~?0&opTRPD7K(6WYXq+3Ve z|5oReeV)(AKurei3ldUj>f~qKexApgId^!eYBHcd=iKpCTqI*Poqmya(Ae+q;5wls z!@&yBR9gPe*4gBu3DNEJCbP8qJQ*J_^PZoG`O^4*k<%95(l=jq0lE*Rm`<%*cU5Ic z;kC?njCUWMrV1_sMY(?--b_`orsVWd6weZd0gz+qfi}xKQuBhoX^tq$WN<%ybB@~C z*|~)+6k1AG(qw>Z6>--D^^8ND$H$-(jOJQOZ+Zc`7AOqWARna1 zxuKgIQRx3<%m^=nZrDVeo!E&&?~X+mgOHqnz9IP>ll_r})@O7^P8lrt{x_Z!_pRK4iB*eZnjbrN9yH(x(IREn zyH4#h2#NckS4hlIKsUPxI|)i?Fz9<`BuKyE%N%tLkfy3UXRrOwbO21Gj>yix7j0?8 z?s*E!A8~Bil*DCF(160{lWUwTYx}@6Sd*n1`~E~tU|1cc2otYrL8ciyYjEU$51Wi? zG5r1FnO}z!|Ba-7|LE%MVc(d`^8N=T zuBPI52R#19xSciCG4g?z9+sGhMJrm|1!E$u!zBH1%6FP6W}b1D-}cQX`EteN*^33L zhS06|Y=Q}Pka%Ge(%AHoV{Z{@Zt_*Q-H`C+3V?f}R4g4lG5N>hb8wD9r6O57&B-|% zAl>j2H--ih9)NE|c~`8W#XRK+>^7X@k6#zSk7B$uoQli^3_SXAoI#Vq3Ai5JD)Cy} zGb7L05!XdDaU=Wwvg;VC*Xgr}gHq>|Rx7g0bFbaIULT9;E#EM`KW?^1gdF z7$xp|Pd4aurTBo3F9cOGC}w*Kke>~16d}w=^@&c4^gpVbkw&=il>R@KPet)Yhl%&= zUJ8~llvw4^##DA=5-S!*S@079NGq^YzZ3oS(vza=LAeD`fSNf_J`IX9*QY%x*NXG$2w% zhA80kssj4xDS*&QfsuSLfJ7jl7TVnqQguK}HNZK9ISo&8^0o8UG0_KuKq)uOpTj3< z`^bm14IuBHEb=oKQyUyTsg0jV*BKH}RfO+`(zOX(a>;aIM&1O2T>Ab3%U@k1O| z5A`QOWl!0?dp8MP5IP)^03=;6e*DQaOwc9ATg_MCE>FH(c#6=;2MJyzBOdFLhQI=* z5adPA#l&qEE4o)CWImHHE!kD3W^xP&agvpm`7`#O&cOq|RKm*Y~k0+LR$+_P5 zA%tTm^%;RKIzX|VNW_JN-AAGNgC4X1L|igoCpX)7@R9H&PPn@QO%6Q?Br-^!g^ZLS z$!q;azIOND+mKd5_orIzU>DkGZ^1wB>_3BJX?DCpo(_g_TF`BWMxN%HLvNwH2vzj@ zAN40iO~-zZ)I-D)3g_^~mV&UA?}c96E;0m4e@A+2SZ1k)FXxh}1+u=ftY}FWVv5lz zs-&V)i;uezdj_4=2|o$FXQie4kV__{=3%aN3ACrs+mZaZV6ZbA_`VkI< zXnIxiP`?(T$nyJ2T(i(o`>&L$&_xUf;1!-m+TZ8gDaZTwSEi8g6PZLoVgp#?EGdeR z6Le_&Gp&%^Hc1l`O6IaXj{jH76EOwcmij^u=c#|Mnc1Yc%rP9|0JT5rO~eGTxq*r% z(F>SprUG(gBl#J#H8Io5aO+a2#Apkka;)ArVQI2xa@V;u(C~(42$o5(xPV?Uv|en> zrH4C#xYsl>>DXaq%@IUoZ#r(LJ@*&uFV(`N)0x-GEi&tSgIJ7`PjrV-HFfM0XM89LQ|U z8S>RxRG$5tFjfw%k7(94^MetxGI?ttn`-(2N($o`EW2<1Ct}Ray7Sg#ZB2jZkfhNe(P%C{d-$PExkiIi#`Z9o;Rac=?msV@ zJ!)hXG@LVl>O4)}lk$u8)g!)V>&mO~LJ?eO-MZ-4#aFhReKDMoeYw1{-hFFafJsLE zH9PvpH%LTC^bYKCg(#5Z@--6op&Ea{f=BCR`_1p$TkqFwSJ3z&?dw<;*^ipQ@~A5I zle0>4wYd0@ftTJ=-2-{=Vr_W)(;m8Ac$3u;Ygy3Xe<S!qZsgk=P-JY{x5uwW1u9W;IrxX)_sy3>u8@rpWQel#_{y~v zH>~#~CT1YuVeFdmTs`jpyj=wT-RxK1=jcz_-_H4^^t?MKKGgA?Zp4)o=Zu=Iq;-Lb z>4a41&OFrJ!Tc*P%+6$;)c9ejI$pe2E0cO;^8M*!Y!9lKuo0!lj6DKQs454Lw%rem z0}nyB4LYseV*TQU%*(Lt=q2pg-v0+(}g$O7zUqk`f!9Lml}q*P}ADBe);m?Cyt~G zfzt$=I`A-67E46Pkjo4vjAYN|jdC2)%5+>KeEGgQ`8dumARqx-%oKKY>CKL0U$r6k z%kFLRN1c(05U8AFz2jkb84dL?I#MA;q!rmu5^_-NU58MH%?9teYlMraf5Q%muAw^P zpe{hu)leWoB`1P14(vsVPx(O?zg^28?H0;|$_^zOvqR-$@b$vXdeQi_60txqka0B?|@J_$Gj)gz+j)b682$3IgOn)G+!s!E4) zr6k6Z1j4^3d?XZK-+TSW0~?eMquLSbQ=00MO_ULcSVxid3Sc#+@FdE{sSTBwt$3O$ zkf2$2t^hJXU66Prxl_2ccD6=);2ej&k`fUCNQ&ve{Y|^H^qD?TS`CAoeK*qI$8oY4 zg*rlvth*}e&V?MFCWkO$(z8T#tCe}z7Ntsr0RUgE^t3gW47Pdb$c_)hkpqmUQDq|!q>UCS{Av98j zQ;=*VkyYnxGRuWZVmFLmNQP?s&#*a;8=?zAQIpz1qC>v8QCNQD6_)mEAT}=1de0#9 zAFiDN9=^WDd^ngiJmD7G)n2535;3v(v9PJP@iBf3Tmcb_6F#0`%m_+E-^F^V3{&uYVwMJvN>uS7GcCUHn&p+V^ z@Ir|<0K7+Lu=AYc+jOju`%a2Yhe}+XMLL>gNo6w^L?PY0RRdp10F^66jbL6>3!SMW zK|mF;4G&<5i^?Rq7K%naXp#9ZS+7Fbi#ev~OhgHz67u@9gd*1vzy;|IA7EtJgBfmD z=**rO3Q!=B0||h<_K2Z;_v+yFiqM)eXZJ<&$Nx?T3F zxw&Bf2>Iv{!vgA3j~bk?a7+PVAz@E_E$UQE3;{|BM1xOx=7A_^JLs|Q3AX4Y=ey_(s2riV<^WUp-F2v3p=DKtt_t5;VWz{#)uDghlRv za80(R^^U&lU?>Bw!|YWFzt9b4%5`0=BuPnp*3yLUD7;MpM6i2mcuOJ7;Nn+#q9WCH z)xk6r0=4yheoz5IO4gx|Q7H&TWM>Q=P)(ZICqQ^Hl&GW>%0TY3{6zr;YnYrz6WJC= z*ARG$!YHa~H8bhSxLv01a5tK1>SX;KeP~rqAGS5Am!-mXN|_oIgD4^!N;sCu2z$K}K!w>cjiY)c zHh=@v>;->^t_|?F5r-WGmGuuEBgZvIj3}GK8NJ28X~c-UzIchkYz*-_I$QB>1(lMpa`dh-t3hvCZy{G%n?-#e#4HhTbBLpN zJb<1jbh^|K&H4CNs@Nc!;|cV}*JG!DWsBWu>Ml%L&f4i1o=G{C&fYDbw_LlrvyTfvR>6VZ2OYoFa{ z-VeAA9;BOx?Mx#Dyu;AVFy59W#x_aHMh$(G`Jl=W$60KA#hpz(t%(*9zqEr1yt^r` zpl7jy*-yMto@B#j}hu{jPz8Z%!FNw7l;|-7AN)+t$>Aq3VUWGI+B}7DwZL zr0CbLT|0Y7UBauK6&|xO~X|mi?xxFv~nwu*jw1*#o;d|H< z2gF>X{xl#-ax5pZ>cP(AOKTV%rcl}jATJy%C`Wuy#TSPZ3a)*g{7yfQPk2{C%{T7J zGgF8&#zN;ZFxkLBB5;IgC=J~%VCz@IMw$q2ykRPNO zl`eu8d-xMcY=*<&jgS85)9p$|8xRe-lW979e5dj--;7qoiN!>AW?hO-Y%rwu-my-r zK7RO}EVmbcC?qReVC|ein|Y0wGVYt*o|7nq^za-AMUOC`Wo3`rfFdLL zcG)VtTTZfzBpisov#+ib;=Ln|_Uuo$rFzq4zZ6a#MOTd?W+^ftu8`J+=qc1Ckei=r}2w% zMh_{W02@SJb#KHC-ZU}9BGXDTK$AXNcW;o(ksLc{Z(%8Q<8hqZqrS7L8ml(JATRs% z49Xvcv40i6iGR zC>$neZ_-BxHQB6Tj9QmCINl*o(QYn1K;3f+oD_I)(DhA7InzvMWB$)jbn4c0wf+8r zGu&>7ZT9RTc%cA{*!>q?2TJQgbfW^9%L%_L-*FCX+~V*N zB{HQF6bI1oEJfJh^F5sO`l0wf$k0~6<*!d+8Ccbw)RZOwCL|f(_t}hgcA%F>RR{T- zfzQ_Jnc2gWf0kvanA+HzmWTnVOwQ2hebDtLk2_mrb6J}ugZt@$vTth)CQO}G=XZqX zG^alfs2*QB7O^m2lj9=XVoac|n%?yiK}`&!FD$>ZHx(>9-<*X;C}}Mtt9wNFVX`11 zMO)9+`)twSHm?Yk-_d6i0TbGaL3 zys!<)rGCA6@J-k#8grj9Ey2eiYe%Z!5Z8%(ZdvzO9=TWbsyjPQ#1#NYPtZeZh;#Ar zC1AJG6cu8nwGhY6+Ndu8iz3Q6vE-8w_Nj=x2c>p8`zRGA^!3ig%KfT9#kf_jXZ4`Cz{f*~-*5N0Tj;H*`8gzppbgTu(g0(jS})WB$p9v=j4V1lHoqH-G; z?3M6vLqb$nGxXy}E%HHX41mspV&y1G9sV8xO|PPoZdAwL@oZypFkr15%xXva_LfQ@ z5{!j}EY@fg90c@uSF8RajtMk%*KHZFjKRI4rU^J(q;qkFV_BKfieNU(z^5B>F5}nU@S3Fi@e>#fws4Q z1f~g8=2MC-cC3(b&fPVI>XdHOZq+b5#U#I@|IC?1=t98;eG|T37v%U=@riQw#8x3T z(o6LYP4JLQRAVq@S9`GQ$sh7H0Wf1PfrC=fG;>$0yPUyx+BorXKK7==)&N2d-7r~sWT~5N8w1BO;v5Hjy`Pl( z4Ke4s82TvifIyrfFOb9NT9%4zgwFvyugN77t?I{(l4L=FsRNE>ny27`^*-YW$PWSa z2d&4t_AEJ1l1WL{SzP?Uh2eg%<9#L1^~a;|*?R|*=RquTI2`5gx6nXqCW<7?Q7Kiv zvg5@`0wtAWacULf#u(oLw%6T8N4Zk{n=8c;kXR@pc}#S5FRt~58M95?1dlc zS$C)6JTt+P%vC-t?q8jN_pC>8penbgqR!2tXbaS9`YXBzoDP4j*zm+JYyf`YRsv6ks$m8h#+&nE~C6^w;Z^ zt(E=(oXDd%UWo#Y%E9KtxH|fDYM78@8Bs?12TrSWS4~j`k%T;gG|9@tR=EpXMN>&h z$)}Z?Qk1EaR=QmS4)6rvGr+oKp-n1T z9Y@PLM)iVvY#j9X@AOCxlz05$hZWrN!eE%gTx-!gfN;jSV1X-oz-;wBHp>t+c)ivh ze1Ve;B)4NogjuSXdZ1Em^65@sGRvQt8Mw=x<(97krNGf85Nh zzU9*bH0Ua-GA!yueYV2H@%{VvOMV*;pkw{9qa#W$Sq4J+7LA#QjM8%QscX@gYp>R~ z*;4i&sB!SIxlKXc0K(077sc{7TTZ<$L>J!!b`jMVHRH7}VONKsX;6}mM|m8H!uu?n zwM3<|@GWisiATH%8|OD-s0j>1ziAs7@S~P_n{22!h?aTBozYQ=3qORBoNaO#G}(2* z%uJB%+`k8e;cD;EJu2(T%*y(R+)=P^DC>@er6u(jo;`nF1htnA-m9IjPPkmUdX*;) zjohbi-mqhxtED4No_DUlaTo9nW#8Maw<8Xy^H&b{HMryXVBq?)WqZx-kxXRUdO3Co z(iWS}zsBLDuBEkV#R?X<+iv^$TL;98C9+OCz~q?9ShsPbqP=}q#V6A$1PDNN*fjRDx_07k`dQ>SI^e zHB?bW9KEAZZ>o8?k_e=IsQYeXSi6f`kHIf8mwM z>}(!vA#K3omS-{;Yu2pMPC3Pn-N?zqa~)T0PsSpnJAqkf5#lQQL-#evp)vN=G?le( zn@LZ`uE=|{nVH!j+Y)YvWqB|qoH=XOahFS-+=Yy(oSfoj?d|RNWu0X}qKdYF{C(9g z#qaR>Ifi-0<#ed^V4-lH&KtUS$OfQ|RXCAXo0OK6>{eG_h-!_Ue*kXw+Q}!TBW!%Z zAm(XN5evFLqUZe)H;)5;rjZMIYPS-Jot{h@ASehGusB z(E@(tzH$i4JwuLjDzcg8N&@pO>QiUIclo^8yVdaf3SHZS1%T^6!+z!D=Dvmm?F6s` zC7&>eP*ZkAT{B)-SI3PG+%wcS^Oh``>7f+9!|K$jD_BU=rcI+KuAP5zI|R_KQhMlL zj%wvHN*HP-^quuk`Umr>Xm;)14|z+GT|L9$y$N2n>lU*4OETGTf++3Z{|{2QeCI_G zh?pnP=DC~>Y-MJ4wwdFVb4;e2lE4#uO^wRMrZza;$i<;=3&I5&^70XRk&&$EwZ6cN z{|W*XJ#vSmTE3VD?7G{2_C=#2WBH;RAG^D+E< zeXySuh#@(7`QtcLmw=yIZ-dnO4%$8Q`}_NKzV`y%G7YyAo_6kVUNZO&D1rj0VuzZk zIxa3Lc>>6W$Abs6vh;4_=s1Q|R)mAFQ~UmAXy& zj=Gi=-J^|)X;eXR542{{$eLZ?ekG~?7>UmuUhYd@#DtCpb?iBP1MQ|)CDmstilM_Cx7mIQ(j)*ok zHXbuKzkze(6ROcev!|2<57k4=OvKwZ%dG!0~_NWhoc9znp_bP{bd|=2EKN8H|1m;3p{n|)P3YG zhYVwI1KiOSW~--QEBKG4NwNh)n*cJ7adC0@fOim2P8t~<2kd#~%$bGwgq-~Rw~-bv zM&a@j_3<1Y*fy)(jZF^^p9Z3YV2%P$tIQM^T(cFE6^C+BTyTH z2ZfZ#$Vlxh>(&1L{+objir3AU3ly_ic@Ul*rPelDml3Me1?4p~e9E>r<=QX6UrSc4 zQjR!m+uz8Iu;LmMvz~DbLFSB&%~N!%U6FrIWq`;!Yw_a6IJVbkr2QHhIo?uuNl^E_ zh=|B>1RI3>!rEHR4!wyJpl%S=TPxP<AsXv25!|DqG8e)0`03Mk$i_~(13C0uC=OiS zYHn^GkOP`M=$Qlc3tj+b_5^*0c?%a#i&4LhzSk56R=ztT-U=81c1&60_#37FqsNaA z&q}TCkco{850@L@+aNdCwuv_LxIKDz674fV`` zzNC@kwe0x#cvV%^iG!W<&??Q0w_i}IUz)vm!_E!9aed||PFzOjBqVD-oAu)r13TLS5@J0|c`87(a>j2Sa#xF#m4U~F_3`hk@OLBFCCu|$HAiVg*?<*ebDItSZy zT*uZ{jF*@9Oi!%{+=nnnd#%d91ql{nm`~7A8W2n`e|BOs(v#^}dTF|TeZ9T&&=~s7 zyKtev`E}IU`+{xF{aadYB`0+YtyX0`dbAVV>e|f|*zv8>?2lu5Jk4$QB}nvz0vo5g zZXv#+T9+}_6p;KrKaefJOs;cCAE*1(&bp4iK6Z4cZ^2FcX#N}=4d|e-%wwI(zj)E2 zD;Sy|FyFM(kMgtH+C`|W97OVCj7&|hVJ0=RzBcLT9ViIw(or)+6}KFNuP-v20oBC! znSr3sb50X;dKPNAidx>yznOp-nu^U_ZSu%x5=(EZ4Lp`~>+pf8oL>H0f$3KVw?L z*x{hs43uGT^!HCFEmxc`E^r>tf3dR=Xch7|`Vp~HV7{sF5_ZPcty^&#=)$>g|=&HBD9V_bB z#nICqN&=M3wpnjS=Em5u*8`65*WsEK3L1uBPMDXc=OY+-UIZJQ_2|K7o;kRM5>PU+ zRs!zPvCvyhWc?=auX)Hrfv76Wyus`54UefqINh67>9 zEPIV_xj!J^bUx3p6d}@W-X5s`u=TKpOA*V&8!S&l|IB zX#Rc6E%aUd5m&5UA*~N4Lc$q9JyF_(0-N>C)brkUF_^@n9C%Kn{~ulNl9u7vyMeF} zliQ1T*ds6>hZW0-8flOQiKu2&hj{8v2eza6wuyevN&0{V1qt#Ws1eS}J<&_TV zBGetj0>oTq|3fk5I)1DzBt>(UY+_)!xrK$T5)=~h@b>-(X8@(@Wo2atEetsLcNAj! ztE#WhzF@(EtItp1KR1_dn+r$|%$=pt@4Ai7biOIw>YAF=ez|({X7&5E@aRff z`G&pd>C>qoj~Kdq#L~KwlOqL(+pG9!Mi(?RxDdeR!G}Jc1Ki}(%Y}vK?71@MP`{1@ zvm0IP`7Q13tCwi4@tW1Giv`1Z=+oLoH_rCH-+ZgQ90R;RYQMf_*tz!u>QM36XkSrs zefE?zgYzG!-ztB~E`n<Kwqsw)<>dJ55x|AH>V@*O+$dM>YG zd>I`42ghNB&EwQmIanoCbeQjB8qG26538&^Og30%RclZ?zogozVjOvqc~jBdd-r}U zG_LxBNuMhYm*ePZZNf?2V2pem(^D6GP28I=Uq0@!Xh>(rFlqj8OZ0%JLL@~(QgZi7 zj}|yMDec{R`Noae7zQWwo*N%?oOrJu(aEn$<9=AfDtt1t!}I#*$`u)(ESw+5&@ROx zaA|kQ+xmB9Wh&+_AwWfwJ-6%YQsnYeS?BD$cyR}mO{TvDGH6xwa||x$;BB>!95H1V zy@(MIyJ&{7+vZ{1v(kCc@JJrx<&@T+Oy3^DIqCD_nn)ywaGraH3`8t)OSZ$1;Qj*# zhVt!D#^EdpX1O z_%YcGmT^r>6G!vZ6?eZCWtzK}*8)U?FTk*bV0)K1VOzK*C7pK73#W>@B4x$8bu)p& zW*5EZ?mh$Ai(b-ZOtY$&+k71w!Vf0Z8-fnC3xlFLJR4Cak=S@$c})!$N;?=m@}rM7 zZQHhOu8H5nmwXRkKi=u6uAwn~-@bjh=w2VRP?0;i#ACOXiSN~`(VTJUqab>{e)Hz+ zzz6C5ep}fQa0UOM8^y`R<%Yd=%Mgvi`E;S(N6Csc?#o%c^C*J&(qOIDYXLz z)t2h)SF&xa&z(~|e0V;f>^J!p1CYx-#ZdV{PFip9NZf literal 0 HcmV?d00001 diff --git a/docs/images/candidate.png b/docs/images/candidate.png new file mode 100644 index 0000000000000000000000000000000000000000..8eaeaf774f58fdc65c6004beac3888a91d633c53 GIT binary patch literal 121901 zcmd?Sc{rADw?6(zi9%=~5ur556d_ZCLWxRAgSn{8Lxc=P!-EJ7%2bq63CR?hB_+~e zo@bed%){@zsL%WEKi<86`@el0U&rx&dQ+bJzOVaQYn|u0&UHmSq^``ggmVdnLSa%> zQ944Q&~Z>Gv|03Y_)dYc?HT;C!)~v(ou;L+or8hRS;|2JJ1a9wJG1kKy!K~pY|mR- zY!em}6BZTXJ!fZUWxGQ}#QdMXA#7=5B67FjsU<#z!Aj+XErr5nNB&1sXUubnLPMdb zD(yOYDWtph?4=d$lOqFtAFNfa9QM2OJ-xH!(8;$cX{#JY8?;`f$Zi#0jz-TWkI6$EJYw2R@|rWq1b$x}IJ^E@rgq<esJd&xPZ!-okBsi#ixwUOdqi zoB8d%vjcwjSwnH!)5BwJ!>vtQj=yes8JiKI_CQ?do-4ij^W||`7A`KI$jIhXvKC(+N>*mL$UYE1+f){Fs!=!X z(g0uI`_Z*pFYi9sX7cUL*#p(4zq`s!zDFHQdH0TugM)+L@y0Tq;)-}98fnKtfon_I zlT2qbXC}Pcz64kQcJA!%R{MN!YiDg*vQ9f27QjDcSMrm&r{9xc{KYW)>LU9dqj>F) z_eFR<-xm=)`{_=sOYhgOhpHFl-M-C2sg8|&7uV6=UQie)*rQM$vDaHSE!%3eSBF#b zLSCq>Ly(kZ*u$k_uXNu#F|L&h%J*g;Dwgg0`b>i-%`g7)xXnmk{p`v1W%TryVy5|q z2HUr9=*#pfw$_uVeW^@-h|4}^iQiKgY!E)#ESCqs8!^fLbP@Nlf|d#mc%nMuoc7rR!q zhPG_dj5;$h+<8Y>XCiU1tvECoS5cm1xW4Ze=Rk?#Z2#2wQ27p?o%e-xQf%9q_j;{( z>@qpRs;g+<%`wzo(q8X2+gh1mvSQ;Qcf1JA$Gfkc3vb5%!+kAQR8(BTE?iWVXd20t z<}zu&-K-)j)wZ32{Yu$-Dyb!*M8Ugsh+D?SQ_pq$n&RwKpsYi0Ls!>n3(q%Prx~T@!zB~2OmRxIO2()wWrRb~RSpl3JUub- zyGzVz>Qu7Dz)*=|wX3}2;F)_uCk)HQ6sG$3sE6)Y*|XtGe`9XtyNg>&!sPh{1e7$z zsU$A;Ot6RGR~0#lOa1yM6ECdn8A!A5iEx{p*;#RP>ujQJd-3r))eQVnZXv2Iv}(!9 z%`18aHXV6#DP}00?C&>@L&lU3KC71-TzD9*`RrS)UZzzwUT@KhV=p5TitCgsXRz#hggLWc}p(?}}6RS8Y8hYTcw%93ry^k5h@*d|Rh{X8+yI z*MftqP5YJ^e0KW8NZt9aChal>hfgE`nHjt>e!3j z9UaxlmMMKq2kr|$)s8o`>#LKmDzLJ*|M30$wyNfBCdG{I-rn91my*OfaA#(vAbw?A z_Vi%zy|?GT?{l8|5-eq|mzI*EbZNR(Ho|VT7F~Hd6VCcf!c7L{)niHL|$yjE?!a6GAE zNAKsW9v)2L`#G_#kyqoV-{Cb+_2({&b;-DYi%aI)h=kfeQ@-PH2kY@z-KWUdHL12Y zN+XpED&DOS85$a*y*U!Ng)A`J=<~S}7C@gar#Jnwmu+--SitCm4<%{5zWxWUZl&B2T!`%a!a{26=lkCu?^(Qi&z{ce}M-#*vDZBNqlefgr zeo~Tl#Rp^O7u47DVA~D0mz3PwdW!GMU_@#|OUsJRJ6g5xE*j-tXCg1!WAU;hNoJK& zJHlD9*}~);$EHW?`Gq*9He6J_yLn}}>%=Bm`|bwRPeEzvvBan}8T)SSCmQ8S8;-p= zYR_F=T^)=(N-@ybpI+R)ImxdJS1|B;azDR?lTlDTM87fT+AHn&1#WI`ysxgjIs17P z39FIrN*Sl&jknfFwITCO;jxk=w{vbcQ$dY1dU9Q)Zco{(6ZK=-WY-xo|6NAB1<$nV z%Is{K#fuknadTVS*yQBrFETMPsi~<^xhJ%`xVSheK30~yFz4D*q*K$k>{c$7pEc`& z0d5`)-oDp4^I}(7Wuj}Y_j#jlsEr1hc>1ag3+yycm+C~*f)E*7_qe?`_)SH9xMlD0 zEBjXT_J)g}-GArAYu)!tJikcJ4)$d)71291gIne|7p<^W;78D$MT}Bd!^AIre|JYj zFN|B(zJIt=b7rjBuiVM&G2&U^z`dg0=?J4wcQz%Zwd%PZ;TPtXdJ~UW zObG6{I*QjLZqxUSslfvq)I&HddIC?U+E_Pa(HIwp6du=e$$#%WD(yTX6shd@p`@fQ zQSpXInoa8xmJ!ceb3j649)9NS>8VbBhEOYAt7z4*lLSx0?`Qm}ZnFxbef4fJE(vD} zuLcLNxpL)-z23$|lZR1{9`X8e$t+MxzsYPhK6tje+<&X~bZ=T;mCe5GJTr~CH&!Ed zS+u^7);X7m`n`O)g(b<|@{F!)K*P7E2P`jVd>k7ai!;cjqhsd!h?`S+Aif@1fkCS6 zVAtS40Z(;?0`BAO8b%St&O=XBSOYd3+D;!d=TTD zz9L$$f_l0h@40dP)F|(E-^mC%-1#%q{qV=-v3kirpB#F;doBYWtbZcRl2MjyQR`)2 z3`l(E>4E!(i6?U}dGZB)Jc=gQ4TFSYLeCL(nx!bwETu?8=5sMevL z#vs$uU-hBHCg58?e@PDGqM%*KQowO)Z`psU;}3w$BX!d3S#{H#e!pmJ`cY~PAPTNv zI+++78~X;+ekuMqWXHwLIU~yy#@xAN zY?LZyHe9^YpXfTid*G#nX_*h;XvpGaYb)e`Yh_#>XVgnR8I$yzUv~@~W4t?|gTP&3Y|_i+3GRYkQdQWF%M0+8Rl?=9i#ujD3t8GQ~U1wVMN)8+( zXE`#}PS@I@_ay27H1{4l#4_4jYgC`%0z`5H`(hAjZ0NH{rf2Y~_KRJEgEP#`%%0b; zU!Rn}>C3oU{Pwy%bZH}0U(lrfFH-dsgYReY!l-~`-yiLwbscM5On`*S=+N-6#OWtH zw)+N4nrfx7?^r8k5n?{^s^d~%v=7+E(S5OLuf6ATl-r-jT~O~b%8krP?$^<@Jw(A} z2eN?}7ZL$?bvXcnRC-)jN5@CR5|fB=)PeiOBfs5(h1`1>yxiU0H~I}UC9<lzgJa{CLv;J!;B*E_q;oY>46&YpqS zuU|`;SKY~Qnar>;Q&T%TtT!9_sRM7iC`^70eejWg1?z^rU9~~;m6yoL0ip%aF4DI*d zsuC)wv6eD5HPt^bK(%vvz&_NR$&qGMz+9b#-F+xRiE7oXC&5S(2A2acQkXU)|I5-=n5b+ILn2aw*P?@dNI+A={fYf4KGIwaywI z9-hs|Ul*l24xOug_j`*UjxSOEG8o!~TwzI`vVSwf?IHXM9-W>T%UKC|BH{k@M- z;yY0Owiy>ua-y1@j(HdWolpHP*F(a5F$YZ9H2!ET_>N(`b{yjO{Joi%mj;^bxwl2N z8#~z8@Y%K%T{j94)KCX#N=5kuM!DHP@%i9A0I(f5reVMwiVp&$KP*PF38I#?=T>^PMt0amAwyEK+}%}2t3M$RK( z21Y||UnI_bb;o7X)6;b;>2Jm~?=!};Chf@FAFkj6+Q}2~e#8EU66bYg?v{QwjaVV1 z&9ZEn-#PA61b4ED`~ghV<6j=n3^t{q_8B+jQLh&`J6?DI9%(%}(zB7h`l5q_Adg{zS-7tGW zy^PC^55*4;K#@R{L%tC`_my{_-&*cYO(`fh?O9i7hx_Wo5pq>;oA+%%EC1iP63i2s2Ctr_(PDY<)`du75?uoY1EtXHdfR3)v#>;8UZPR+%40rtv!NNN_^{ zytD?Ig85Nk7YUaJ48c~$Tkq>VKb8EtM^Z{kijd+bs)0e%P)!XlpZ;?mdhA5D9j@v*OMkklp0>BOBUJy*7~_4jDabGYh!k-5?AJ%T%&L=aA*0{kW};r*r5d>5EG~*V=6QF^@i(s1 zPSqpG^WxB7a`Vk+yYjhP{A*R$u2|uT1de*7lhTv#wK5WM3YmeMot-_cF1&Pn^RX9s z5S64+mR((4lX@&HEG|zC6hNp5M9ools=>2>N6~z|w{^|dlW*g?-m6?%w{9Kf(xprN zsI2KW=~y`=8m}Jh*!4(0v1YCnla=gb52h&3tIO1jB6^H{KVRNA{}kGBu0BH^OaHd( zGX8r8nVB%Vf#!k)R0ylsXOI`biN#zd>_~<_cWxu_u4~NFFl0r2Bh*W4B4S+WB{^Wy?RwQ^-A1o%xFC_|- zK0qViULF@A8kRvwVBm6q#pKB`5ePrETi9!E6$b^$0Z?b>=F%e5mG6LLNB%mP^mA-k zfPCi|+r4eAON*(UO$pDQ31YAE3J3^Pb;VG`lFG8Z_XXgG3kzp>R?5rE6LdQ>GXtpQ zj*6&cnh7LcvHJsjk(GVztdo3PqAJbgGvr_*=Jb60um9{>N;UM8S zf4&4h%&R(tYm=}4GmVM=_gXRk?>#YTK2c8~O?6i%`>w@z-2HCa#f2(b>1N$lr$SAI!by?=FVi76-I{1p2+yj_aI^3~CUy+~bxh*QGli zR392yv}n;lOW|^euGbP05-P2mxPBG{{W4PfEfzJwq3Plit?=O}kI@T1vH#}VwCuvC zAKCX*C7Bjl?q<5aur2?s3aUl^_wV0ZBrNs7u9opATk@nRM#NvVJ%T$YxWz}LkP;EQ|( z=5q@E8=&9GK&L7S@n=8qEsb`ZJ`F@2DH;F2pK?G6<|kbVGEG(L|fL9SFRA`G5HYIr0e-XcIzQbVP3xjRA34-@g~Qsd6d(M5QQ2{Q43e# zMm_j1pCCkiksaqY>xvSa4bZ{oQd?gijvx5;>clqEssm!=I~~N#$an^j2y)X6=w07% z%NgjHZ7fMezXsiyJ%Jkz647B`XvjIzn$2a;bw8D!|GA-?0voAO*>M)N zJ1+cukq;%U1a+S;-F0@xrOvre9xW7Q?^RnnD&qNPr-qh2-G8?UKqAQ+i)c_9vGpj z;2P-}zOy^eDP>WFwLl+pE#&O@Te4OS6f{FjAo3i2sYPV%II~Len%de2a*l6mn_GS} za_?B-ou4y3ISNAlxYGJxiGa;VsZ@Uq;_EnCV3*Lfjo?bS*rkPqU2fp~Og$8RmYBu? z0E=5tL7!=aCz)eUtcEhY9t++0!M^j`H6)yBd39Ys014o1+6MHJ`M|JSl>T{SK88IJ z=R{jd!oy#kNZ2>-q@qHP>YR<>&oL!kV?;_#rkmoY=~$h#efs*mC*GWiH zDw>4GG*P{4-d+6s+InyTPfnKwwNm@d8EWDAe|r=GSR^m}(8tbHdniH0duv8EHrzj?q{TC? z_}{0-e{$I0M7m7OsaBim`fM!30<{onf57Mp;W51wt8DwxNk|y{wS9PqqKA^+pev0H zEF(Kr(6oRiEr1@?Hy5M{uh>}2w*`C8LSgmcl-&HS9N;Gh#3`~y>hTh0<`3w!y!`1E z_=CK||YYYoD&bH2SjuSw$d7N?|HH8(f+mAL5pe9K`XNJy~7tpm~uBanD& zl9sXyA4;<~NA+3Rc}Igm2ameS`x-Lj^+~$JV7o7lM(4oN5G3m$3>jeCEA!nekGTl= z{BP@1^pU4t@kZ;5m+V7dMBS1gN5CYj3Z9hyCliSJ}^I)|8{lBW@*y=&kkG`G%Gk^JP=hE6_6wG zlgo{oTfUqSS_QrB`N_o1C=!P7H2jD;Ro;yr2=s1lGmV^@5J^bsZH?W|; zfGQi_`iW!z5wNX zync4Z#DbfKvJq6AMJ0hR@08^YR&HT}UKt0?n9{l5+C$sACMouJ!Zh zU1VJ78LN{l>(!xefTkW^YXS`heyFCtz7k~j`X<@G(Gdh{BXCkgG2g1?BP(PpBXY+n zf*Uv9w9FX4&bEGkKU(VXw(aT^BmivKh0u|WAbvpE6g^q+`Jv<%R7W~})PkCH$8BYA z{@!yp+H`D**ys(NoeUkD=ve*l!(ZbGLH)L@gT+HB%VO$sK?*VZAf>e<>WN7Q`K;Qd z8?h27asCM57b(`whSI5jHcR?epumW>hK4NkG%3<3*=Q(u7gCj!iZ1q4NluLP900ZG zKm&?285#mL6dKX&X@>emnoqF4rH{y6;;=Rj)|C* zC}@+4$)I~HELH<}Ou6+Q3PooVbj(E6y!v7L1L*n?_Np3MvaM`1097+O>OMzkm zBcZh)fvAMtuy`j@;scmturT`AzAZ?QTDAz3rSMolKV28F7=}-D#|{T( zrE9ps-HWL5vk@eg+rFovixI7^Iu==4#Xyml$E-9x@91<-{7q4=Z!Ttl3Kz6}tS zYXj8nx93V1u(RJ!4vRrRo&kKKh={}{ySmPY9jl`YT31tUXgb53L+?(cY%W>*A`;E9 zB^MIk5YYeg#an9*vQ0YgBmirO=&l{3g_4qs-du{)@6E&*1!d4! zIkEHWV_GOjwEC!38=n2SYyS=eNXvROp_0b4&=P(zp0!t?4vnEkXjL05>(T+|KaL3O zL|{FTG+l*`k_plTz-D2~6V}vs@2WVLq8nojNq>VNu`S}uzvB=-QjypcsxLQ?m2G;5 zf*_6_KV-Ch=)tGrz9_^X1;a)Qv{6!AAjdxl`Js)h3R!m<1?H373yBZ0J?Fo4_cGD> z&#D9nFksg%CVc}~F+PyRWu3#4en{Strv`v&wl_asDS+(R>}AHw$BW}3Te0R^mt02?xQq-A{u1w`OF zvJ8niHf-6jcn}tXAJNh=cNjJKc>4;PEH+3X(Do0`$r2OBAesnc2?}zxF+%j8MP}v4 zZc`%V1dQ=IEJLswS>lFOJ;BQIuv_7C5Hzn&YDN8{tk`_?Cg7b_>!+31nYq2v($Wf5 zjnn}oH|eHJQ&7wWQLO*rE^I5&9*Vflw|9xtXfIP19y!IXGXVKbAU*{yR}?0~kwLHS zpnOwEULHU}w}p!r4Q%h=;9z`sn1=@~au-cb*@KD{>qwFu=T~GiZkvOcB#?n2zj`A3 zKIB$bVoM?IAME2mMK@PG{w)+#b#-+K%eoN2v?1`cBZ(J|39a(3JZy9<@xsrs29ITw z{=q>$Y3Yi8-S}$UI3oe6SOZENT&;l2#waAJ=aA1TP#1VyhFRg`SckqppM=C6V5@JL zZf+!H;3+r4R8o1ko)e@IP=jU+ba@=R=b-xEYVD8u*Rm2QXfHZk3`>>}8Z zi66i;TnRL!%?w`(1tw4u-OYHU%fEjfKlA0`&z2``gyTZQU98{o(H{is!J5C@o6kyI zHme$YN)j@%67ZHP`gl)_n7Mc4p$suFGe;>=*!eIzjp3f^`?$B}mOIa9 zoP2+HKjToC88ad)ffz-B@TiRc^U7M*Q`;D>6LT!FMPP^S+wtWKw(oPDwC(Wp@(Bnm zgq#n8x(`g4zeY0Es&O}3VmIJB!8<fYJS0GgUzwRiovHAT=Z8HY@>q}c8-Vq{YRfsGFwwzJ8i-jiOVBeiO8g@Vr3)RF z;2=H&(uKk6w7PilmR%9Nk|{2e+tDgA0Nx;)14>9!b8{}j-h7S2NcRcs>@O(n#K}uM zKuBN69@k;;`%onRWCtrND}Cf>bo?bgi4nO2@U4-PWxi_M z#QUsD+Il+WHWrW|WUFS}N-ln5WF8U(bFS;Wm;57w`in0=pS3n5MRecE<{+)u?wZu) zlx547?epQt1`#0=+M=baBxKIl9Dj30_1BMR+AL%S5VvjrTEN>IIT=ZJ5n*9)C-#P? zrxidqD&X42M6}**uvTFTE=!1KiC>53@#XPB^tO1CHi;NIg#?KZ%a3LKT6YLogALiV zP`Xr34}ld&sfX@I#UOqqw9hHLZZlIw;fmqNR$?|SA2*iM1bn=;R-Qx}kUu1)q<`d@ zmf7!0CGL@tb8Y|x6W-~D8dFdsng(oFKna_fDM#Stm5m&zWw}tj@RBqMiQ!>?;5^!E zjaO+^EqpqK;#n&{S)a(y=JAh$;d{4v6ng=0xd}#je6pFQLmqp)PWYJmoXUF&&=u9C zpuD_1sRyv_F>p4tC8otU;=)`Fr|K9jN5(e+m4VG0!rnkM5VCKv^|V#aubmzj{~wj& z@SykGAJgT|9tYPazG!@kwXH2}7V-!51R53=mYvXv;6r)>{U?W*ZD0&!w6yHQ)7`}) zR}D^=qt|{3kzrTobd?QCf}h_qt(THotM(s6Z6tSwYC_CAP-g-GdpQ&}%&0vRc@9MA z5WIl5@d&H5aPi{ijt&(BY$qxnnwqo?U(j)I^nGDmho4W`p@$I4UW*2yw+NxY`_Oxa+hwy`*SyQb|x657oC1Dw3s10@PqFV z0R^)HmoH!D>*ir&yE>l-eFm%#lbn8M=#s3gY;$+FnerkwW}p&i(S|+K?Vs=a!Gin7 zuJZ`=&b^tg(~NH6O%E$xYg~Rt`UHH$oDHpmb`CawzOV6{niK5mN&;P~{;~%)0r4Uc zyMCi*+qeJuRSCtH3vQ@)h|q4STnpIv6vGF@9i<))^)C03Dgz*uR7+q?rKJ(*pLGN_ zzRhS^!^I}3^+B~p9McAvbAZB8b~TcZS^@O>0Kyc@$kEDY;jR~KB0RT3qD5Y$aYqdz z?Z$s3Z~=@!rRQMj&sV*T?kUHmTfzT*MSJh-xi-S;h4w8!xdgcbnD*$hpdRFG{k55o znv457SDmz#f{b=%YHVPG;C?Q=Ut(0ns0BkW!=E`U|FL~c*EhmrK=39ck2MzS3Vpd{ z-#Cw2`0^-PRIlRT_=pdM=56%qR$vNH*E&o_tW~)D5$Uc7N!8N-=Y^+mrvsNR78DfB z7;g)4M=d2K9JezOxN0fU7@R+1Dkcbaaa`%=qJ92KkRn!^ z)upd?M}9aQp~QfextjXjOK`*AhBLGoc?=H%LUEgO?&0lgCR^x0V=4l6CCvwP`Hc(M{I%KG*mlFN5L*0gTtifq!DwW{f z?OckkTx3+@LiuZ`(B^9D0vK?~%FXq_iXrw4{&ph$mEhFy=MW`RA+Pl^U!UKh#P-PD zodSJ99VHraAF;V(pCuTrcf$OQK41yOtRn6TA~xtR2oxarQh@Hx=3`!{__U%1ISc3B zwg8{l`TmA%(hi^qop|Gk)qW77qT2zz6Vlg$IC+D=O$W;xATeSs`PX6~Mh!s|BT}T{ zCpc-yDo_Z!(Yriwt&rMs79cD>=2`-VqToVb_OJL{3w)k;8$WRyMhl9lMU6C|GoG8z z@)ssP-dfahx&s4O2ur zAfo7IEJe!Giq$;`M@f`^xlBHT*E`?P*{cy1(X8riA!2rL2S~v_ zs7Ev#L77pFBxU^5y`VBcPgnr3N(-H);GfuL2q!DrjirBvWp@uVWTE=uPR{>)u@c>! zb>M+>yHrpx!AMnt;9P8OS_4zDj!oA+iA~S0x8?!NF>EVVocX&~#%E!$q8bo=j(rT% zYhNI?kp&(J!rX~D^DMH2zlfd!miMg;Y-~{3C=h=>AvHtAqcSK?4=*R9L?Ft^iW2C6X@NaSgJ0cb9;8frUueHo8B)U0zra#-^1GEe9DvPu&=u_{8B9JkI9 z13+lP)OE=q9-(Xy+yjMmcB~T7g?Us=_FhGyVLW+<6qtwdk!A2AW4k~Feqc@ojD+BU znbFKy>;8saC*PjC0zVWKL=&JB3)T6|D4yXzQ(pj0_EvrU7#&L{-3c*oLr%6o20M@}JA^A(w}LlmljB3TDO@!@f#5 zuE1ub%(KARl((kkzA#cEPV4eMYlwx&I{3nc2$^ybXxQXkNDP3Y z2~=reFF>UM%WTJZBdtEj6vjttT9nvyVEZ;e<)lEiW`}gOv0w)jDEPFY%oTu#6Jr_D z!aA^W4D1|2SJ#VOq!<8TV06^&l;!*sv_L75G**$FiJPV%!)BpHO!n{WPfYS5`T2tS zgOiZzXRI8+A#Pm6K_SCgV5Ms6{H0_j5IVuqolpi(pae2Amrl0-fwEKw5X?Otic(u0 zxLj3jGdexUcZ(>f=IiIWvxY4w(J&VW!#YbENze>c!sJqG3si%*Zw1h8#yyapGo+pc z{bK`08#KZ|Qyrfld$~$+s^23_Xl^!{)o~9=E#gRJ)tZc8#@k>LBb<~1?Ku#8oaPYd zR_=Liff=XLiuV|E1xJyRxurzn1B-tjvKQv8@-Uxlroo#ojL#u<0PJvS+crkXGW@81 z(4deQ_Ms=g5p7rC%ItyyLF2l4xk`nPl&n)<(OyK3Tm)U)KZO^920;H1ZW|-nIp9v# z_Vy3}@~+|)YG%5+P%ysgj`<6OMJ8q+z}=fL-9oDmX&`BDu+e@flSJZ^vaCA;fQ^A# ziaTgN8Hz!&-i`4CqKFs`r_Wa#hEVK8%PSDn0LpN9|ilm)!S%yM@KVDG0{c9q};A$YUJh&&)G)2zRvRuTcnLo zY|miN$pNbKmsTLc=~ioNYoakw$OsV#6Czw-fCvM)7{93KZ6Hm8>4|U^-?EkTEzqjJ z za^qzQ^R+VXA{-?R=%-*eF}CZC{QliaiWt}yFhJ%&3U)e)ZxjfO5!J2n3ml7qEC>OY zfn*P34jCH(LeU96Ia3@`S+jGntmRAa{kaYhOr$Uh>f1!*^#J-KTQC1(-NBz?GFMbm z6AIXQqz%kJv%?h-iQWU~59#h8kT#usyAf%KjKG6$20uJDzizKpB$%#4Gd}YAv<&8x zcv=^@BIGfz8wfy~0E3Id?3C?htydp0rKV?EBa%6_8yFHqf*F{)?fqz-5xl3Y#cR<1 zn@vqkt&B3RgtCW@oVbj?N)s7}g9f(H^WX`<4Eez2h1KA)qNh)vhT|vEWmQYhQU->{ zsIejP&a2#!lOeMh1Zqz6V73uks4~ug7Gi?|6fmG$=B%^Phqr1yypdmRH*E1-Y9(lYfFL)tUOy&@2T@W~1K*$c=F1)Q}=t?z4_$!Q7bs1RAE zt31{O@rKreCxk0i6e z&R}Yxyw^Iw3YLsJc=a@K#6ry-!pG+9G}2uNdlTXp_{aLLVmL{w9@)&!Hl3^tp?k7k(qNQUbEjux(+d-SLuEgn0Z#t;=-U)qKY60oC z4Sp7(*$A=#rs93y`xQihN%D|*rSMpDRG$Q|_CyN4rFz~ZN)fog{DFSKg<`iT&0L7VTrxY>_fb4`e zm`aWvPT<&K*Fo7CZ0!wHYx^V)Bu0@LkcP@AE2W%fDX(#KkrXa`S^r{$C`Fu z1RH|6DE2UQY^$_%(Cyo|={17#_F~H844#lAMlg<5!lya9+I=*Bi+TJq63X~la3K-S zrBmSOH($Pd*<;aJF;T}+|7$2I|LFvTvH+<4gs4D2AMy<)nonm@ned#w9<_GO=z3=4YAGO z-HM~|tLQnyN(g7DPuZlp3i`I-zu6ZOn_5)@=G$=M`meQw)eSW0~!6EG{iTnSC#)FGS?rzwl8I`gn*OG4!UPW%jI`M) zm?BnzOQw4!fkW>X#*Vf_vQ~!nq>bf3^=JnkB`Az2+>i~3nTZ@S5$V=maDO6b?|K}w=FI;J7QCE+~oLuP+_Kt&C))3B#67S*RvFGgv85xPP~BBPJ!8yxbVB!Q~p_@7bS>K(_rT4 z-Pe`?6o`H@wos#DXYD!t(ht#3#zN2z#j;)_ud1{2{K>Est?(dm)aUIMHS{|XKxSQf z6@AY<2om?@iOy%1>8tjV7xCXI!o27$ zi`l=*JCUuT1_K;YM)gBF3OPgu)saA8a%KTJL!@-=eax$XwytWFLoa6?OcA7Kt>k?A z4Dk`5MZoX!rLuChiAnpp%vnziE3*m;KD#t9gOgM&gQJYb2U{6=6y(an4R8L5DTN=z zSph+nD9#920>shEuxzavc&uRTW%?WE&`81D+637jPLVSEbu~iPF$$KyQ1ncoMNmk$ z0ruAETQdV|dAcBHssXk}pGp?SZ5v>(y~0Glo}M0vPBEg-u|3p*43B}PNTkQN9BVRi zsoU@$ebn=AFUzfijAN6N%{@H_k>2>y@4=RYiHahy=?HmdwEq+ukX%?laPP3Y3Bq=p z43>US%|YE2AxB>z&*-`QzKgy>(|a+a4_3n+hbe6(;jw*@Y)_GxDuvxGtKL$9-M_ae zF%)3!i8lzLfwT*|>^miAldntr(ubIVfZI?Sib7-pktb-a;Aer{3u1kuu5#}Gf0^pqV!1WrRz zMsP23hyMwqcjk~V^7JyNN7kUrP5TH~h4kP-;L0!l`a#9BQi#qJ_+5a}k4G^Ia4Lcvik)BMJy?Pab#6mC2SoSi_ZMniI(xW{vN!tuYh+2)9YjTEg3mgJ|<`yZI+%7;}dM zRom3rlE4O$GuZ%AKA`MFP-PPtpP2ZDYy{n;5Dl_U?~(men0WgD_l$eoCKnWtGd2-( z~{21dK zw}WgahR>5$BZvp=yAra+r`T7l$iq_O@Blvt@3#OK-VmvWa3T&lSOJQ!(G=G}s)8k{ zn!@EKXfytJacn8QGv7xa!7EKRE=^Za_%KQO6(?U%TqimO;hyW)D&Z;bTF#Ah{|pl6 z&I%@O0x?#3uixhz%JR!-8P43o&?GtD2k>|)xK~m+D3b>G9xO*u<~rVaT0GAG&2R)- zUe`k)2(wUMlJJGj&)^x8J<#8{hivm@_?(34N+1?`a6m|LdCFi;k+6~Ptk7h9H=Cn? zI0)`hO-D?Fg$8h#3JdImGZw5j-XNEbh$is4fQwM{QTk!@@WYC1gK|2@Tjo!8Q!OHb z8;}auO|Vro*Dk{`g1$X<2rQV?SBx1Hzz&Plfm&^BFGRh8rVNMVg%uQnjnQ=huvWxW z*Dk!OOW<~x3^)V%4Nk7SZf%BrkjKc`HN+Z&GDnPj6!Zr|Aw-a*L~JlKa7qOR&LLJ6 z!zWPAxL~o}UcG`F@%badmoGLB^P@x*%7W2s0?6J$!i@apdx9x zgT!I_;TnREd^+@G6#|(dRAFO~nbhwXBp{G^qC4w2cgXTbJz(=^A*a{fe z%5gw+Kx6k47$u2O6Vi1gSN?Q@5ERPn4Txc$@p^960&$1 zaD2nF{bL9N#0{A~CJzmbn1DhoEL4FF8#jLJzBzy4n{yW?y$DojiYS;Ru71IW4<0|@ zKzt9dTp2+^FgP>w#Fm3~r?C+>9ec5YqN}UhxT^eaKe0BTCq(H04vsmQC@yojiChZ` zWiik{4NNL*2uM+xyL0(iV8c63ezwI-tHnV+7Xz3UVP~Le&epCLBzgt3iJSh^3VEp4 z8w3M9a}47vRxMFonz_8kpblrTj%3m8kt zm#PriULF8q%5c9?f?$8e94I^kR9RqY!&5%V2D#U9dIX$c0bh^4()P!g{z4*0p8ND* z7DuB=Anb4oVE__Y8D`@H0|P7L+1}I8(ow8n2SK4RwBh`>3q=wK50W`-A!w=B!$Dz9 zT8t121R>l(=iX*nCpV`z2wZU--*g?$a&kl$@(?#9oCwgwv5AQQG*^kbgwp@Tcl}N( z+j^W`!O4=;;i9kq=#N=PK#VATzD}s!&-F4DC`6Z=A8}|~1ClY`=&M;~mnuioP^O2O3dcMS@mu0WR{ zXoGrCv&jS&1=FW%F(LG)qo8v28HqZrx91L5U%QIA-%jR}s&A1ab|Oh$iF@V@Bz(?> zPnD4jGhZls#gK)r+VbD|RS?9t*|w=sAWQFp?-9cFVaND=Um$o(IB+W=BR; z$`q)%#101UCnX4tcVwzRb}xTVH7L%~uaN)=|E7=~j9Lh>sio&6pd0L1G&#Z}_ck8R z!4d@#L%f7p1q*$ec2{$=kxfK$7XpL`k2uJOBw;WmD_h%bviH(+V3h$$$0SNPbci50 zvB(#jD0!wUK)bXC>`vG+XKgtBliRVy(IlpIhYd3b`!gs+g)I`gUL%~aNInn5jILK& z*Ky*|Ju++rBZc+Fi)Rr}L{{q7W@AFLlZzN;V0(OZ(NcmdC`2p+42OI$iNu5X`bN~k zxmFpl*n>6uyPH~DuR)c@{(ln_zHV;6v3+kk>d}a*hS3o((jb6s1|pG_we>noKM@BK zFd>;BOEB^Z%K7|xsXO{t@y1^`(GAVZz>V0VSwX?UORCVeA%9aJ;CvZ4)_@<0xj2Yh zu#5~vLrABHLcK=bLPW$L2irPVmo7sAC(6gkST#H6vm&pLp|$-5p8(DgH;g z$HdbDyNi8y#V!b} z?YgR(odF%Kpz8<TdfMY*@oEgvtDKulM!q(|h)t^g+P``V>e@Y~}mgHzW0xLkjNqTlfpfw?3QiOEgt-$NYX7eokuSRl^1F&~s$p#6g?{g0RzfTEF?ojt?R+uIA_MR3&- zYMu^h`I+bA0f3~4U)->aoN;i<=PeYK`TWJ#hzW+9=!)aO(4a?A%uALmnOpT#8|2c( zQ1_K_?hyK>V!Ys4NuBS>!CwfpzZOLXYNw_E^`;8}yMO}ANbe74oREiIO*a3*R)18P z+Vfkij}Tl7;fX@VAs~#k(Rr3Zxu3Jgi>u$toA-rYQ}>+01A#ApaT7#DW51*t;Q#TGUPpek+j-jRMK zW$&px!KoW$e1;e)kyeZg9F5Q>F@bH20@eIFY6yCYhD6Zp1OTTHB8JcTCvD^u76n3f zF2~FJVWkEE9YvR%tq7BfEe_fs1s`e#3`|X@_HSlOCV7+WQ{)Mv(m{54yw_^I?j#JJ zCo)~-S(1VrF&u?JW=q7?zo9cgyfx?paY&qFL1aqFmYEVl1o!LWM=)o>OsU}(E^r7i z#~7U~GMIuRHRii-^VOQ7=5o~lc5R4S%H#ErkI8{{Q2BFkLIxz+^wM!8D@=311)FCT z0y`4|{#Kco$JMJTjzb%Oi@j}%u*oC1sPOzXw zgbV9~l#|s?L}$={yZK3QEtu(_R9fqPh6EpdJa#QCSTLd91x_GCdjPrXVIGJ;QlsEe zM6$OY5uV$?Z8yK0ijuRgAe+eU^ZgC2mDE0{+A=t^^NA7CNWOF5du9CabBr7S3O|AP zf}yE>9L|uGFsHVgydWBpD|zmg}lWQ9Apj(?auzu(PVSb9v+OomaO3+ z=M)l!7{mndng2b@B(!3pKf{gu1^J%Lijw0MNoUJkb8&h+L4G) z0`8N{p=)7EbRFRjNj=2^;N!QA|< z5+7+fqH9M_k`PdyVK{bFFcQjwLs&J!ijZ$B1kq~8`6~3d;nNp^XqcWv{X?gY_d#-~7lceW1*^`X^{~%t%nlM|WEHsB@b4IW!$=o7A`Q_67 z9|1V3gunKp8lzE2=Cewd<5XBE2c**nz+!~OKdG(N^b|%j!t5y3Rnpd#NI$DVB3a5R zG;MbbpjJM@d1gB+ZV6-HXZxSQgFMqHDGo?D`Ph0G^;-^V3lQDd+M4glu$gW&M8Aam9ZY&UW1raUX#A2X=4nA=SS_{n_v=csd0j?!Vt|9@B#IB~kA`#}KuP=^mp^&LA zNEvrD?DyxC;Z)2cQEI9<=XR!N{ydQTZ`f5@=V8tV!mpqOBi2*cla>7mSGR50C z>WH`dMk7oT{912X;B-W4cmNDaP9KIMpGPVp`fkLUWDb(nPPho1u|{AFkoVc3>H@wN zU_r=863PiOA~{aHQI5D3aK)PU&g>YcI(N%C{&t@mGPK|1Xy1)$dz_fYYxXPp(W6IF zn^eR`yb(CC1u_b4hqZAPB0Y>qp z9*Dp&N_s$F3n0UqW)&3AFBjp+^nr%{O6{pZ;>kjcAHc8EhR8u5Q@AGLJB7>%qDsJT zcnfr@5ds`yIU39k%S_xvpvgvwC*c|J9hSpY$o#kS>7%H*ron9unMfEp0Qr&Q#mjvG z%z=3TETm-~Obocb#4&B;FpU(~=^YrZX$iK>pxT`_jM1=zEMyp=fTrAIbXAbXY}$$n zp}Z|G8r_ViUOzlRW+c&!Am`$|fi4RFylMGN{E2Xo8)8fW$hZzjiq<19q|bq0CAzz3 zr_!U#qcsqF#H#?XijiwEjDh`6D``+}V(1mU($3oYG4dH1@`FG}+klw>q^B{o^stv0 z$P`psyds7T0B08x)zMJmGy3Z1;4i@IK8sE^jloU$S70ndW63{k3ooxba2?L_;fk?7jGVC)NRK|b2g#TCQ4qw9 zy}cGDE1NR0y3kZm4G!AX^O9|fUhX*Z6QIKq4DtAgZV)RM+<~)5#179%kqCRddNPm) z#^Toqr*?aR_U>2>>~7-9MP?w5BwVEWb?`dFmkJ0V4E)e^z#` zDKasfjq|-AF*P6&p}DvGv+9?}CI8tQy%;=erBQ+S`>W^~L?C%y#$kX&>p{DR%NJ%ENVzLffrDjh$aYO+`sOwHcqER zmB~g4DD>xFjEHXp6lVPZFXl~h^xoS;rQGZf0JHxYLiZgkyy;my-v?0|ozYYKei4`u zB>y9Rke~bhpGcRAEJM?WKN8Hqhk9UlKrXUN>E=vp4wS3P`p z8UlMR(qbXn;N&P#n3?2Ji*pU*8#+2TEX+W0H-h#-Z&@n!^jq-Y=x9623rK@xjwv(> zK}0~3u`*;i9DwI5DhwqE?;Rrc5(-&S)NXzsSwKfLIo6@}+2303xDuv?xzR`%3ky)z z&O(cuwT0skozaCmfrZVyo4f=B5V+)AbqX3tA!zVw4v`ZZakkm=ITZjquAsW@YMw9J z4}|7Y%3}3OkaPYLl7U;DOmy_8P7%Y!aBr<_&3797zo#g8@vbunhkz}|h4C*B@H8gk zL_OQ-iHigJC64CXiBPNAO=k)GRh8&LWThW7sPQwLG`jeP{}-; z612S-C=~c>0AN$xFps|4F;Z4tUXJN`3t+Kf?9!+VzK3&eye!t)072UtE!i9=ehetVGb zFrkaMWxB6S^OVMr-TNm-NmuhiXa-q*gSkLLX&^al!mz%l%++x8ssK#2-`Q;faA-#{ ziUJC1^YqQd9UMeZ$z1%k0_qhgY8M>YgzSRWQ=OLFi_Mtu0$6GSp2rnGhAS#Qnn?Hh zWmHr*LC)-kYsy|R zxPyuDm?Bi1q(xu5%fp8I)yf8XC9 zKd;xmhmEVxb$-rstz#X>vDPUg%h{?Spc0j&5~Jy2&1Bh^NYDx#RWervj{d4N>Ctla zi|U#W`UfZ<;%z&u_}UX0z1B1s1d7mW#g&|?QCRgA+N2KzkgI?HcKd7ZNzZCk_bAr8 z3>dDY3KGYv{CYoZ-ZOq*uI@tj*}{R3{un4H<8n{Tva#^yxoT5i6Xt|}${ zMizirr5l`g2;rq7KK({=M?#nN6!vSU-02dM%iw&XfAe2|U5RUkBO#W~(@PALF+`;a z{H0Z=xyeM;UWXWAc1Em|MgM)RKPW^mzYK@0~M#e z8lxE^vx`(W67Z&y@7(Er?aq6|Ky1aS08n}T2*}Y5u4;a8b#Xb}r{!{Pw^+_iC9IrK z*JEr7ECUX4dm)&YYKMJ()0|?DO+EVn;PxKu6jgoT%O!3tRr%zxw9k?`lf_-nyoD@6i zGm`_ahEWq!)NO(7hoViw>bF`&2UZj7#+Yoirb)g4@C)S)`jI4qpYGIOty}mcOB^WNoKto1+A{> zlhxXS9aL*o37Zyv=`uZN$hN((-9`Q0v`rhI^XHcaPgr$qPd#o!THs~JW@J~721O!W zUZ&^iQI@1;Fe3H3P@msFmvomVMsi&TVPg2_!fSV`LukzGHjTUQX~GjuT)foN`h*2; z>QqsM7cH7eHe&Y8uJ+@!CW^5WRG&}ohtJ)Q-W317=SOU{fJTKj<8lvs44*J#Dmg`l z_v2yf&Sw=Z1-D%fA-Yhq?q z4jrlhmO_KNym{206hCd?mJJ(5#}w^^fEz_6IX`*)U%cOBva&)fMPd!W0ryDgOyFh` zJec<8YU@F43$QV9RQ&s9r(p01IY;is`gq056WS?l73QK z5z65hx5JjfO|NI&8iux5g}1L49Tz09%?K0lxoNn4b z(0CwVak)SjZigUZWX^D{zdc401#Era_5-`Db3*LgQxwy z8Yu7}`WsdA(>9HPR!>N0YgsDDLxh~$R9cDcbqJ?TTkg1x;V^!((E#j6yinrfP`)#+ zjLGrW^-B9bzqxxmphHI2i?qU3QPRg@n@sE#2&wYyVn;EC=zZ{)4ysWddH@cyQUcNC zg*b_!hm87@RJhhjXA_I%WNd+bnFiG-8iKt zA>M~sojyE&3bsM=QFNbncKRKp`FU+0GlsNXV|C|!;U{1Dur|>*WCXY%e^zt)=6XWw zsjcJ{Z|^j&C9(CYt<;J@L{3O=NK+w&v%bsdI5_#ABvWDc=-hXP&jbE@0}Xz15@7f~ zJ@f5eu2y}!+}fE=YveW`;byNa!AT|FVT#^HA3FeFDFuB_xNH6*HYA21%wTpm&!zd$ zv?)^nRP^pw_f#%H!!%(+CqhnNOdPDc=AhRy0;1!*+zsd@3vo*47|>#jD%qm~+9brvDyQ)Q(zO5p*ky5Ws5Kb#+{VB|w9AZog8LFs+b{P1pUrDhfA z4eH#feb7YJ@Zpz&s^i|XE_q4Za?+!N(0guv1E#*=Bxv+8Sdg?dHz*+S?TIWLfaK_{ z5Mnf&H~x5b1O%ZH{I|*eH3*2S=9bD7@$s?Sh0&DZi(E+{ohmop|BHVY zhuC{KXFmeY`CV4c2GTrFC<=osgDam!ruUdJL4_#hJ>zB_4*Iq0*MH%5AJ{v&UgOuk zNoizY&GDxJ)BPa|e`(mTfDed1*VK;w$fY&G7FXu$i_JZV^2}XswURe&g5=a{*-6cf zh6v!h2YdFF@`g<;cZsCAFvmuAG5P)}Q>8i5Fi&4{8tK%Qabhwsg7w)?zo`jk{C4fz z<2F$32A84x9C~o?$yO;-IW~h`yJ?ozC%;kA_|ftY-kOo~hCTwa=#{}mk~8v4N*YKq z5}ya9#p&15-v0B14Un9M{p;o;gGn#D0!U#`@6_o}6Ahb%2)w0rR4gJ4_z)=v81~Db z*Dw@=1Ax;FFGDz1QcB$-oM2MmG-EXI6W<)D7HbJUMCqfSrWDT6gKR5(d3DF~sXb z_8c!pbiR6g=^*QzhJ(Ut>f37Y{mdY}gSz{>C$$Jh`N)`Gp<_jbp=2>RX7n3Hjy<=G z__^PrIzx1jcf^lOB+$j6Es@s?Xp)Y5d0(z2b>```+5INwd4>d$l^3Il(kp zFZcn;T~i+K-kr;Gtb+flg%)S4=dgc>E0j^*%JVI870Wqd=R z+^Z-?H^^$45J%XW|0UkaDh~7n4Uu#FrRFcAFt7;Yu2A)T@>ZpsCCCU7L&{wo7<08X zUV|fSFU2N}!F#|lHMse&>}Lg&j-&O<2p|B8s>UAVei@45wcTH4BS#*-gFy=p&_wJe z5_?fuDyb^_ab+O~dIpAL>+Ykq>WN#Fx-*Re3_LT8lz)lKUmuv zOU?4{m2;r&uJZHry#rP7T~j^uh(AI0})V* z5Bw9ob@h7?t3SOX(v^IhHD}tCSJ|yUkw5nAo2YeIBqFjz9hJRFW#Cb5{GO)!oO>ul zLn4@~<}0Dc?^YQ_w64)53UIG0Ln{}$<>>hr(~u-Y|1?t~hH&+J|ae{aJW zii>YXzYsQw3=pD3xOCJ^BEo{v^rlDwt$+$S+wHqo%`t?m8`!QY-$FlUe!f& zvFoI-ulDm4uW|$muOl-j92m5lN?;*xe++jZKCLaxKQ2T`MsOTr=xwD@#v2ZvbnpNa z$td?*$;lgFR%EIqf54DG4@bMg&QmUA)EbY%e}o*U0^^2S)*_9;YAJU0m|h!+phm=Q z+WTrzy+ji8j9IG^pWUlfj9Zyy`E`3p$Pks^MfJS_*TCaR-zNkF7?e=IVgYp^m(Qdlu z(4j+v(_09|KzKWY%m?~u>3E+XJNm(Sz$1N~Tp;U|RkIYcSqjbySI6Ap@XItE)i&H6 z)~Fs&L#xtd5Vk_}cJ3+pt9O4m3#0a>DHhYklF_KSjv>!j@#$K1F+RB!fD zbI%vi7sMCD$eyOxkZX2xGMMAKZp_xD^uJPnYE1V;N01v$>E<~#S9T2rxhYW@JY0M2 ziKQPNJC0EKnYE@b>Qz>NuqwlD#CyX)>ZShL z#gCRj4cxI!&c8Msp{cE{Jt`#7X92MLmtTI_SnjB1>}~fyyFj8!q(uTUKNTcJPx}DY zp=YPjW;Y`z*{Eij{3p5V*CSb*C(Q35B^%iv(P^B7=UqLIoLKelu?zLTJ>V~TzHC#O z7jn8@oy+|9L|S%53Ri%}j&j_dUgH|AZ4d(t0=%Ie>WY1)dOTIun5jz_E&9D<$Bqy4 z4-4hW>u6Cl7bNo(D%SYTUL*W9`T6;j3*0}Mv32Rb;Quh4{pPFB%#RUWTWD_d21jfT z6c8RI{SVJr;{9yE|JKsb`PD<0@f(}BIL;^>A_G@YAK9T}*_eIiH2){bY&u%3 z`=d_)#3YB%qnI3|(jZCYM59Fd%2gkzUNXKw2Az=<`*W{|&elK!Zx0#gGW`OSh{&vy z4(3I=81Mf*Jd4ZxrpCS*IsEy{mw#>FZhF|e>g0bKuFvaZTBwW>61%n3m$;qsGj8e4 z&gvYg>h3cB!lvryTJSRuV(NYP(7#Jw<6c#4y#8^1vF4rb5lFqr6NR`$fx-J=jTfP( zb(}YtrkBSH^PyPU1QorD!?N8E>R8tIoi!Ok@CJH@yni(7K;E`!<2ftDc}3)8UG}NE z$K^J*1A|&Wb(gDguy@mt3oWDyP%bFtiE_U!>4$JAv-4)$!-Vt_(o(#yG&G%^pA$ef ziJB>a_Lpbl*Kn=LMv{RbS{a)SAqfXkOC(jub~F_GwpE0Ax%;?P|MS!=1k2|HfTng0 ze*XChwgYBeu7bsrhIllL=5H>ELcvr_nd}4kP?u#T;C8NuAiRlNcWv`k z^~kd`XnpShAGLd6r6u4pw4>=pN06jU_m*iQr0bkJ7%n1#_j)|j_U3ryQ*v6)Y12@F z041|Yn?_I3Z3&k9)%n&sPP?%bCH+rUBX)7xk`HpCDNy#Z&q_&|W!zBp6zS~E^>yl1 zGN;nc^S!$gBDPkmehUxHH!S5Z$gNG(-SZ0ndQ+1WoS_>8(=b+t`!wwt*|BjLJwm;a z*g~PFp;@HWi4M7Ac%Kv;C>d|()Jsx+FPGVk>aB!`a>ccc`)r=4$J2GN`Ko(g7)dE` z2-M6-v~{_Ke>u%xO}Z7L1)Xpbbd3p;?wav0Zc|mX>zE5iEg(O<2i-M$86T2R9-kDs!UoAWPG^NbodPi|LLC z%W#9;oWq{*l+BwnGB+h>meU&Pn_>RX%@1=Ke+0#F9g=+*4APa&TwkP33Y@_%z{qef z`o*dQUMFSllwcX-zL}c2)~}4bI&x&@*)7=!=VSKDT{SZ)v3aYAQipAJ4vMSU6>%hg zG=-Q@`9lm~%H3>*}c(O@;cE9u2)I=EAu^jDj^XBg2e4Nk}m+lrN?M zf7TgmGIZ!lxi+bf^CK&NxrM?TfLLkMU!gcPe3kW@VK=O{9|G9Fm~DaXX!N8iY|}GL)(5ym`liH$A=wObO$i?7nzfuU|ha zx_~z0z3Q&?;D_{{5b+O%!Y8D5*0g?8K$#VI%$PUweCFg zQS9Ol;9ZFN5!{PljS90v%NDQZXUxle===cI?8{nq<;s^CU&a<5NauWIFxEf&wfc(KCudUi(y43A8DDTT zIQSS`-$Q9~uxO%C)UQv#;#cWa(@BGm5`$xT)DI8mS_IY^nnoteWE#b}dD$k=7k*l9 zFYgXp@x3w>C~_2wlFhPxl$|mN#gt0|3IAavDhC++SXXC-!f4^$Y4XY2I>X#lWSCA; z`r}JH0S2(PX=>!P-@w}%Ei(M@;luI1-A9ia<%9rYP07RHs{JKf$r&TM*~MESpqP1i z#UnwTfL<>O+O z5U{s)^&H`U7S~a(N6Cq?bP&`SiS!(I4 z4*lz|pIfgFqDhQBZB(E;C3^gS+jz{?&HU%atDB!ym8{`89%FT!7UNFLiyy^CrKP8L zi>$9u*c@N|zPai!YM$VnlXuj$l+yi52eX5V;m~_RpG6Qi!^V{7uWa8CHT znsuIvbJ_u0ntw3()CoM_(()f_2J5FgkYiMl@V_=5@BU%+#+&1|u`p?NR1wQ;%+c+n zls-C+T&Khyx{;hfo1bgW;RKMF8Qvsin$F4i87_T>K0QM+Wa#&BTrcNm%$(Ut3HC~3 znagofrrx=8=UM&kn{u7A;1t}F+b*bv zR4qm2kENil9S1}RylUNWW$VDyqdcP}`|3W1sLuZq<@lkI2_LK@#@%cI;=4;bZ)UKv zxiSsy?gWs~+NOm<(XT_z4`p@e;6{m#_qCXla~rF%uBvWxpyNBzsqK0aEs6@6Ss>G6E0WsGmFB>(BHKI3R= z(W1pssJO0u`j|7Gq7B2<8BcgT$N9po;$~&GBobLZ@|JeDZW9nlE-bHnuCDsz>>r{o zB$T$kz8Olh39pxTjtmkX6gHyQM9B^h(3TNlN& zaH~G8WO`+v1$pR#uWu|_;p%z@uiP;xCpu1-wCOQzXu#4jT7Ude%yXJiG-Wcv0V%@! zGy5m%n_)_ih7wF6xa8^ess7s!S^o8KvP6Hw&73AoZJm^O;Im-2x<&q+GEgsY9PEv} zH#i(E_BPQ_zzmsbf8>QX10u%hE|mZ7W)ovXtvA56;4eunqzTrgGy}p$a$u1pOO`j| z!qNrw#7?$tshAbf zL*IyQ5>n-B%U`7qka>pzi?|zOibNOk*AcRn>Bfy4ofut8eqLrQ>2u{_?EwR<$ywX3 z+BVdV!x0lHm}l$Y54-5cDp=UB{ATYv4iqqPu$lJf)%Q-l(_Qv#Ilb#CSy`3{Ev7)~ z#mpy=uXYt*Q;5V#|5;JlS`ydHSXO<;EiN0Rp_5u?rLIrXq#mqY8h5h7s&(z(Zp%Cw zr6t3+(+L!zb0cF%85gu5|;j^>t5XkwM z8|7bl1xD0G6u*7nM&nD2pp>lNsL?I`4^*o6Nk1-sSHG|0JW$+=J#)3}A0=HLsBip0 zz!U$@94K7D1{rt5iY9?)N!Ic1r!{~7y<6m|cSZM4?3K+-DazEdGkh>8q;~B}n=`*=u=qQlOc1gB<-u(Wz4ld)EJ8_2d`u~1s zX*;%_(T?nSec#$PB)UGm)mQs$!^FEpfyiUWv}t-C85R~+zhT1++|82lbC=}Iw+OU4 zHW&#A31uI6KlI3vBRlu(adI)geAJWOa+WS(Wg6MQEr0W$9v=-yjgn~}S#u70hfuDh z6lF!3!V$U4#{xCUr zar%TdbRrd<<{p=j$cvwy-VTfm-jp+qs$ie}JS4P&w{K6PUWDU8D;%shkc@KcObQnr zZVKLX`+R!Qpu#deCmX%MN6zQ@&&;E0V+v+&@w(}^wSQ^P(FQM4lG|18(ivMxs5e1m zN)Vky_I%v84>`~C^A{-#b;ni~)Gh6~G^mmZph~*b(%3oiITVdSS$3Wi7-+FAShK=& zkNL@ia2-0o{WeTMmUyLd-Lh;yg9{ezYnI*h>$hH`4XXAqt2}R6VSA+sB5wuTdd}WS zMC}YlkOJSvGcjZfs^W1Dq9u%7CKR$HtcU}{FXmV9*k|UnS}*6!(r%d{Ttqrgl0oi{ zNIf&s`TL;ZYo6-jwYv)!)`t?G`#1U!YGu>(lzHj^OpLjGh6i0c- zoSD?;VFd*RWg3Co322TC^2&ZQZv1#)zSoxImgWRnrBd0e;fRYDfaKI#Ie!p<D7fv{np>Dy=9J7y;7T!vIrSI*$ngW-I6!`P!F#Ol?;=ORj*>@O;%%+1hkrllBA5 zCCUu(n{xh$6@(H^HYhH^-NT2Zr z-^$Zx478u_Jn{53omU+sfYOQt7Ovo+ch%J$PY;3_j1)6|+r70}I)`+-OHNdyRy{hV zFXy0U&x>w%VeQ0F)5aU}PU(}|z3&YgAuzY>@PGFeI z)3y$MRa=cE`LF$FnNhltzd#733$1HH#r-M8T$t2p@W~&GcO&_^E0eAr1sRYIw3MhY zZF1)+klvEQx)D={AoNADv!#gO@S8wxWumaX_AWb^dHi$4oto*jPw8cpty6hwy z^ySe&yEKZ|gdE9;9BqrGk6cEdzQyPOt*qPTgPPxz30meLW^e8?&r`P`pO;hCgmJnb z;@S*xYsW&nQ37@C+I1|V!S%&@dvAqMHok4LYtFcF<4l1LvUr|06R#vDw$RWx@Y-NQ zqVW^wCbznSkV-2mx<%iqviXlo$#qvT&KE0ZCtbbzlF_B1fvBLQB!Y4D!@=8k^j~^zD(Ret$0mrRp4fBp2AtA5hBi(6ib+}Q)W&yxhitFzDM2rS8dy(BZz z_RH#Pf})a=Cj6Nj{G)WR2!3&V^wWGjzty=wrampD`ft{4i{}^w?#_j&uMs^&FdKL$y?Xu@P{ev-eY4dvF z{Y^YPJR&n1s?~$x&Kl8Va4=Q$qZ}Jd;Add>B-0-wTGV|p@%-V{_15$X(Iw1cJe9{4?G&x9 zec_mx|D*ITr!_X5DG{-*c|2}03zkKGYtgFJu^l_q5{N%ecMq)svK`RbT1(ALa5Zcb zH$HR&15I!~KZS#TFUBQbaLZtBoJm?TAUJ;1nqjTqy33V(8Y{lK2;X%f_w|wzr~*@} zDmO4U0K#e+HlfdW8q5&++TEdXcoS z7TYp$!ykwDRr(8rPQYRk``Ouvz$Yh0vJTL_o098eFJ&-2q2lGe5i(5sTypLDtI1hK z=d$cfL4DXE`tc;(-eBTEEI7v)DPd;t&shXc4sLNFdh@N>sUO;Yq^>ik|EZ5-+DNjL zIeme!4#y%QeoFzfBzFR zxe^vIj0<8;2;o9b5P)_TqIz?yp2IOoI7FK+ud~k3!y}HSoWsb6B`kq|ulp_B881+Q zhp(%q=9OpleYehlEcG;qi>mzeNf42$!scF;PMteP;O5zFkrACePmu^ueDoV zX`c&J^LVzgb2$!=ml7bre4+Su&188U92_oY*0E`r*yAixQ6r5(RxH5>XIf8kD#(gO zK01-7PQ^Vt@t}{28&cCC#Yz#6pgAZ3qO+JuMN7YEP9c=we!ZSCv|qXr0}0j^oyOKL zya~k&-~1>PsN_>_A24EDkv|>u)Ozv%?lK?ZP}>FZ#)PK0*U>p=5it79dvLcn&8Q(4 zdm7Rc8lW|}{O$tEEM~jn!mdZD&F*t9SsP`#inQ53r- z?CTSHjgnG8T|z;PyRoaqOkPXC{h3kOi%G)a#9si)E~!CdV*2G$WD2%~D^Mk%v^J}H z%e?p^zE}n>kN6x0$R3h!L1NLrTEB+}}bwL6}exo&v8E}+o|Jzoe z(yW0e?m@~EpNdX{%XYW|y%=mXXWPD&IUzIs(Is!ohZI|rMJQ~!h zA6z%B0lKIX)J6qGhi|KQg)ajT8FQvGamLYBIhGQ~jFl@d*gmOvr={J~$JSPV{PD-A zlkufKa!B4rvonhcx9PS^bCYb>)os{FNL)qTJQ##QIf7y5;|&JaQL9JonZ+493W&7jpct{>LKH|?WZ$fn zm`>aq;PvSglQzpS@3u(EvVnL#hac4&6y(A9$`;hueC=XrDyd=A+P9xDvt{KAj&U16 z8vIJvz|>Ak;lAy>E6gP~X6McSx#Zq7d48iOoXkmVo0ABVNBEd<5Vo)Zak~3Li7zB^ zoz(Wf5aR?b7M+IR2`BLcIBurgHa|RaqnAfL?N`nT6&6xb$ANK}rmuI-IoF!;UPe|{ zyLbaXQ_`Ry#7McPOoIoCAf4qs3wNCzl`T?@h%3Om!>EYIVU2Q`Kq&`EA3JvDG2_JI zUdC(p_j4J}3%fUELBdhsfYJn$WCc`U$;QqHrhPk6drS3M824lJ(2e$r`2*Efp|#{8WQ9lzJ88NhtFG-s=DYya&~C*yw>}PcFQ0k1u;`PZRK+2qWt1@$Ovu#k z(nX2QEuEVGgkG2t2A#8L?METUj0N<`bl=wNr+bXY{t>squgm85aCt?dVwO~Yx(mmJe@)(4nbjtj$N{^~+ z@erBV$_W9Tif9j%yNcfB7RkgB=Va1{tqvl0Ka=M-AKUR#XBv3t5$Q=1^{dB!}jjj zx9>QC)d@+=BG7DFtMx&2&$_p*Pi0^_W5$dC7xrL!xATtCEI9#=+ral}b$+cxz#lKh-hnm7nzE@Q#&x7^W0@4~BIqVOW>sbq0F z(WVf!((#Ln%~xRck_)-Ty{7v?;uVulGNG?uCX6T*ogC)E?attjJzCf{z4~~GY@&4& z0sg}8j`5drtvz=}Jo7nDxc`0Vjy)lX(PzcPuW65i?7cspN@=o-%1l|9j-dGjO0 zG6%>oq3a{#OULeMpdH<=@dnB90NFAA@UJGidd>3FlCE9zPkf2f^c{6puHojLL4Vt2mrOl;$N%2`VeaDHz3G%K#OKfIRlbu1OaG z{~pYPK8Hkx@M9w(;DG0w{s7p&mNu$g_$x=8nDY{}yiJ8x_Y7PbDc_464nviR?mZe@=6XQ{`tyR5ald+m-WYbzZ_l1^Ndzog23u_BzJ0o= zvQnOsV$;TTPY7l#1R>g>TAVv{*8>UylA#OW#}VJJMd0?iu;uLXKFhzli$Y2H>68~A z%WTbXJ~ZXItI{9q#0iL)VzNgDXRVx!=EUE1%0AP{RHK%95S=QbVuGc+A>>nKPa-m( zj?-1^fh(GUaZy@IdQ!4Tf(u*>>#n&qJDtcA0bw8jV;fou`P>a~9KqgtczWiB%ubr> zSX+>+ZAJ8@FZi4aW!oJ(l62wYcthOk+v1zO5Ka~E%yPJO=IBq-Co3~tFtBDh&L4tArpSKYBr#D3wS=b-gjWvf;zWEBd@DWX73g;a!>CWK z6^54lCDCzN03C#0CWqfeR6U{Bpe2pL2hmu&p3gafVk+K)Bq!s-25$UBA?svw0;+Z% zI1ov_AHneuZs)jO6ZIzuHyJ?q2((fM7T#Y9>A9pa5tYRl;j6QDXU);dps>@&uB}Yt z?FgSTx515JWN(?oEFno&ju#xkYL~E8()sUBN=Q@D8|{`oZ-IJm0uYr7PjZ*7OHvEn zn+*$&pwf908oS!Yoy9$R6g+DV5y(!oB1wrl#+5P2LK9FKOk!}7MWFc;*hP_oXdT|G z;r^tSGL23Qx19Osr8Mx_y!l-8&|TKtrzD~)nSEJSJA7!TrKLi8n;x7Tyt-k{7W9~8 zP#H`PDR7MyxiKQuPYb0|V5<~E1SYjMZN&2+M@K$!kj7T6F!EyY<4c#s%SIjMK;CfuBz=%W(jU6ZG6x=oThEbBLs19T<_!q-_4uNv9~OSoGamb?9k$>GedgMC9DaP z?fPe@Gd1yV47Y-;WPIN5DDCL6FH&b-OG+vdj$QCJ^dS?stUZLjqN3JD0rO{A*71RF zVn#?P!lb6>t!@9PUz31+)-ot*aM{h?{=pyxD`+pv$RVRBC@+5dFl8_rktkJY z5I~7Ph0Y~=@7&??v>;@!a~e5=9W@{+Ie9MKD*}Y&sODAvq-G*~KM1K4wY6**{uuya z17pyH&P_`p6QHeeXH>0u~;m_Pts(=jqHnagFyO6ALU zqd=CD1z)Ir>yLt1fg58dOvn_{idDiX*ZGc0tWU{ii$_Ye$No#lHxqAaZKF#l$KN%9 zQ;>-WbdLVNd4(ID;lP(Rz1r3}W*7sn;)0Xw8ubu!$JnuBP4KLobIBhi84@OK@QOm; zLo^#9cT9xhvBZwbUJJ$ZY;9}dCzJE$XP+^o>*Kz_Z{!ycUY+|~Y}Oap97geYJBjkMGX%%#u#?4sNkuCbfuo=mvkYRGc0 z1Dgjz^IA zCeM^*h@s-{{mrX+`}VfFCx0vbd_8w=O475&>uda9V;@W&k>wT2Z!q zFa~8IhJXR3&SmIhkQ(|lxeaP7Tjj~u9lDcEy2rm;t>s8mnEYl&zh$MtqG$73UZV9` zay*1v;^O!z!jEh1)HWWDtLQ!ftb)U+!>eP2SFFaef~J``&fU}$FNNLXB;rKQ=|2lM*6y?!YBEM2^egjERdkwTw??fpB?)oo!f zVE}N`qJ8@ll3)BWSNuuenVWpN-leauzB(hPTk5KAzqp5S&wfA%qc3qooa}YN>>!|7 zL}B7f-h8OZ45;5-&p!#hEYn2@9|4_(fmiIiBqa%i$quc}8iTDVS;Regn5Y;A<`rW_ z1?9_J?705D^k$gFEfFN+O zkFkOmH>M}H;Jv#UgE&xN8D45(dCF5LM?v z#aj^EL~$#j5(&_P88;I9szeAC8(81i?450ChbDu|w=pQ;u$*#ni~^c7;Q_Ev%w>v3 zo(sSt?$w#pGwr5^nRJ5x(T1Z%6TMa8lHDKg*wWtuqDr=Fg{JR*{cMrp{?zCGIj?7b z^J%y3UmYklwtzE*`T4@u+6nR}Eggdr>6yBVOdrN4s%UWDm@MP&59%8ZhA#WIOaA8e zr{qt|88Z%xH$+^Ybk#$&_N&}CVpwYD{{1IQR>D7^_Uo^QsDY^99-LXxpuV+%g^!O< zns9>%1x8Se@z3(}`;cyFXPwMd9goa+H6rEnFrJqpksGAE0ad0tpI85q)ndgZ*N=rZ zZ5mcB?AJ~>2|*vCBKwP*MVxn3xBk6a4i|c-cAYv=?G{93OA&?k^Wt;NKH5{1h-kN# zOy$A(xpzup)jR$0o2*&dde)l%={70Y9woH2gj1Rhw89Xhr0jBze?KaBVPYdO4J|!B zz17#RH%mG<5PwgV(5_sm6~uOQz^p7BA(Y%$gFou0mEcbo>NKxQg$M=YfGMBf4j*s@+g^d0VYgkhTi1wgy_`MBWPt1eCLmGHtV$Y;*# zY#O$9h*!m%9D%H`4bWcBb{9L>p8ktM$iNBh@9lG5s^4(Lk_&^g{#XCV&4Y`Z0*Yb0 z%+LvEd}(y0VWsM2|GRtX5&C5W)~HeB>Laqn^PYd|5WigIZ@NB@ION3DfkH^p{ebN5 zTFm6g$^wqZa%!(oxFTzR`9736IcXljt9MQs){KP4lnf!=rAlGXT-INo{my+*{hxm} zLY)AO&U5QuxABTg!Cb#)Gtlz=_#SPAcq4WR-sz&LIo!XT@39+xrx9+(m#=r${l`s!@Dsry zsNbN$?+4qx6Nk@>l)|ZWf89qCc1!Jc-T~YzOdl4mBSfRMUam&J+6_^$lz1qVCKMLJ zK5<&DEbe62A8t_BoWCIm>$~@zRp~|2=72Hedgq^#zP+_{HdtWobt7h16|i$I*2KIQ ztF^@6FNl^uh!OVpF8S&^dY81@H=h-Palpto`@p6;5)Ku0r-(8DCJBSUBg-?wAVW9? zP|#%CHfQKt(|ddPw#aqjq?)#;fx^h@?lhxo^G8e!?VWR>E_|~YM9te9<=uLxXfq?&9xPCB@y#mky#^kcrZ8 zV8+7mtFOX%vFB%0W3fl$5ejg8Oo-iySx7~PX?T|#%HpSSQ_Km8c9iytz!Uds_tC+?Y#jxL=C z^*eL(ee#Yjrbv)Yx}ac+qZ0>!xTA$uz+Y0P=hd`z>o6!@kz+*^qL8kDpnA#PyifU2 zFnH>Z6<9Z#6%gNnP;df^W#5y%U+$S3d5?E>j5AOW6RBBxAHq#k%`yJMS(7v~={Y*| zuIrLU>qV`Ey_+1pVeML}zb3s^O(Rb*-16fyYFjgrG$H(@!KNfukQYYeUF|j2JxJ*x1KM~c1x?@50r(cnx z_hE4_-*{eaF&g{M>8-?G%JL^3zO7ie(MshFS13AmVDOz2vjN1>fl^mv?ZBdKIC}J4 zRcDjcTBu2T>x^a0!NC)IE>2gWU0%&f(9v*&0+357mZ?1XEn0L^N-}`7FUQLODmA4z zI}5`sN)TgSc4`U!5sfCvyw=crLu;Pma&19EVvhx5=xAw;EGjAz0^6J&EF?{@hKa?^ zeAh}umd+HdB5|UTjU8PK6-JAz8)N8W`wP>?@#uBl^mHej(=7&flvu@oz7U!_gu;+Hq+{5+{*D0;fU$Pz+S$}p$h z%67)87w_E#8xedb_?HuPJ=D|dDGKy{e4)BV6fxp2V~LBm41BXqYkqE=ImLuAmE~E8 zBpm;{#5vT>>eNvG@*6rQ-J|L#3Jm`F_pQVZNt3N;@#3UX0bEfw#E^y`Ws1%8zu!|5 zl|ZoV)I#IC_oct0G4ltthB-QCctfrPhqpAW;+SA;=5ca{GP@he|Mz%uj)Jueez^Kh!?#zT#CVEjL*C*~rNL+D z`|3svG_YTzvggHN*^~>S#6c#8H}H>OC&G6f$nM{XLVIaTRTfms0|Ev=Yp-K!}x z`Y2aIPm4d~VVqlpl&i`#saCj^O&o``y5XCDBtnIFv;2klCL5iWCGCB&q-IHf<2z&^ z6-dvdN0ug|%`T$Fh6dVsD6e0?-qO;&NKlicivez9fr7fl4HYeeRK0B|^#3?FKgU8; z18IhUM-g6}2=c?-4K{b%sGfwaO|~v?O*Aj;w0Od;X|hlo_s?&lO?#1KJ$lD8h|t>5 zCPEd7$x@sp=#|#C&+2-@qY6Qy6dFXD5NH5g`OH_PPt$YPRGk)53@DDE5T~@@jauSq zMK$%4N=h0#Y@SwDQpD(EJW{H7YN+!mvZM?C`5+t7JsjEQB6vcZ)P<7AJfw~Ejl2-O zZ(?X>rx#+JE2d;s5s;tp1_I6`jrsif6@nsWVGac+% z{oXOT&SF236h+zx|%2!GI=0j|KvFcFSqoa5iaqIY-!ou?l@$}F`#_*_Yv+Fs}rlD)SnT} zVmK54!ZRIWX_4Pf;zAuQk_GO>T?@|5%Zr~ZJy2TW;kqkV(Py+))ZaD3<)=h&wWzL= z;KhT~FfpaqY_ZjA({iQi%$i*aR&%O0bu9=Oah&)T3;`;ZGWz6Z5Wpe}oG?$5R;mkQjFC*WX)A>4K zUq55LK%J}(=>!N7lK64<=X1ox91ckk`@NrHASP1JtiMvp#7=+d>?-PTnw<+Z zI|&LjRsREOH+O+-j-Oh^cjauj1uSB^f%J=;nV6*2-CRet<4b+*LtAQAUp&SVD5 zC1;Y>rJ0cid9bAw6w%}S<8XKj8W(ftps) ziqOn*48#y4JU-oYR|Y!6zl78E7Ep$J%@!LohBtXiEbU9SXbcW#_|f}wqVJHvV!(%hPD1vkw=TlkG_ExNnVh>K_rJTX19pnSgeJ@heJE=Bwh5u zA0a(Ig>I4iN@Wzh7$%gheFw;h-IBH`tE&qti2{yZ^sU;#2y7Dsi|Ks{ZGICkJcO2_lndmY>v!B2xkv0SFuH`ps;9CfieJm z$Y2Z)($P`W|4eEjL`4S3UrQ+vgwtd1VH>QibK~T}M?nni4ja#9Wg|sEdfhD=xNU9lG4HFbDaZ|^ZWC?ig0No>+Nxz z0wF0}Z?k5HPn|kdw)~>uI(QsnJu?}7UjO-X@BixQ__r_iqtVE+U1<@WUT68xr{A{Y5Wu zzhuRCTqG0!*!JPrvwEanButo#h(l_Z&LCd=7>4$mO2?k`vSXVS))Cxy!!;iB7Ss&6 zr+`K$yL{JXq*3Mx&->WFU1RzJ%e-$GLep<$#*pvpvLWjK)i3p9GyZ!MRpZKj?HY@s zA~~{N6OH3C837L|zR?Y0brz>Js#wa02fZtWs|00e3KzOhfJ&oA^H)jsQa6#fP78tFH220=WYL02{T@C#ck@eP5^o zKx29Rf2nSE111dPg4`e)lu9TfGRbw_mGEji1<#30k0Z6e#uutHPjw%S-m^E!?{)7} zN1@lg(fX=>+(mcsbFmIKsP3s3$!g+2!sRyk1J_nsU@{Q7SW8+$`D^9@E)2%9fF&09 zesy00srasBAjV8cBc&h=m|U4qN34j(A+pQfIFpif$Qpm|G?qe8)hq3`i@-l zbcpy6iG6@J-PDU%^@Qz0_oh)oJ`quw4h&OeniRPV>Y57)k=K*hBiIG6`19N)Khj(M zIyeHPLzN^dS+$_BFcgtaT+$+ViI%KP10z&hY{VB!>HQ*Rb{)l`X@~z_*b>JoxM-H= z$1ANnc)eRCmq6n-m?)~HkdFW>QFoX@#ucIAT1wHLWiSNFj1>NRfSJGtfqA_1`<@re zR4NOrvy1y;93irWBN(vwWk;p_58Ulx7v98;!x?0O&@K8m$6=@LWV+C6Db&LsbSr&? z$x-yw9GoDp)5U{8HYs%XB3PfJZ&6q{X)6@UiAvgu#3!SH^q26X;^?=kKpzxWvh=U9 z8V7WJ9rmfb@^t22ktzPtA0djMs`ugif-G2*PWHNIam?A=KlG24!^81z!yX>YzsSeS zHtk>7AO9v9zB6FFXx~h@x!ID%WBXR;>_a`|=i+4kL-HU5sJV%WKQ_iAbi5}Or!g@h zti}$mP)uuto-IN$BYf^6K+B1a7*|_iQ~Un3YBV+UBK5dAebAZq3WZ+NnzE7KTln{n z`kZglU{p;7#BbR2_<=EzELQ)hYxoWIO*MF${~a^!2QWqgt9zsd_VXKht^QyAh^Y|` zhQ1+5Z`Yz3%gSbB9{_Z-=FN$pni~?Q3w!uq8SUSK$bXD1zaLz2vi-r>0Ix0%J=A)h zK7HCh82CK5fpj*>FEuOvoy;TXUevB{VvkKW;Xl>A4D3FOBUwak48k~e-jZ|$0&zY_ za@H1srceG81^@4zq5t|k*JBp_*0-;PfI#f8-pWEGBh3&Hd|dvPfyea{T{-b-z&dBQ z)^%I{-+VuvHW`ak|< z=cU#( z+lX6uTFN`^_pLXgX%u?_K5L3<=#Z@PA;n&T5gB>QxB)*k;zja7{=Mwl@eAsup4(#O}~}TuHNaIQi-W(ugroWL{Wy! z;7@3gv*6d+|92n#Rp-x;2Xp-9{Mai0A5OYz1*@>qNPhOw0_15@Q$=60dLeaH0+Lbzd9#5|9#5qC8^2Dp+-}8 zkmB(@n$tHd&qsrVm2I<{pFhjQ{p96mhj9X2=g*GmtM1c`T!L^bx?8tyw~AeB{$R%j z)eqXmHC?lXIZe12p$wh(tHvwwM-1!m9DltS{`Bt^IyHZzZi{~pZHKJn#v4Jg%9;+Y zE4~9Jk%kB!JNF)~2|h!Ep3QZG`V(&wb;7LkISDJo`Nzpr`io#Il4RV|^=+m1Mmz|Z zA8)!Iz>6&neb@#?DG2yh_2qGu7$9Iid7)nS^Jf!H& z5x|wg1glaJXHi{krBLBw1T7^Bu_;wd1ttLZ^FO|)3oM!;ey`Q^Q7L;XIGy2DXE3;Qg=!N>>U;II$y z2EZjSab)i!J%(nzJI*&JtADQYd^+TU_p+k9 zMI)AZe1EpOULBv~@C?%TDORXn^B*%5NUMlFDg7u*Jt1CLCdpPUTLu*EIx>1I4Hw#P zeQUO`*0P3MZ8R*ebx5puTc{EENaOsz^}W-x=3EO73GMn@&tc22FL%A}Htg-^KQDZG z+jEe`Xji4z>x*5VnhsxXu-r8zXz1gi5#zcxJ#vtRYS@YVaP`IXSM zU%jg;U*;byDrFl#I2gbSD68+NFYPB9TpVq9hhc#A2t(VveF;Xj@A&>030@G4f^ z0Slk3WFtk0B7!6<5YeN2+Qh!{B8OtGVczSqhLc|0u}|so{oB`@b(5nm8F+r(?LDW1 zr$OOh&&RPEiLV}%oyaY6EjBCdQun~mJ1A261kFj5D70GZI;;ZltLw7E!LOEF7*y&W zHE7_S-n%^)-!ELB{H0>W`TZsB)IYb%_CE0XLGKl={a$!!ynXeJ)-C7X^KHKvRu1=C z-hWX~gB;)QbH2}7w5sZo`p2mD+i%5s&%apr#oM-ejT+T+|JHtm^}wwM&ctmR_dy!} z=qJdKA_fX|>fO`OQTOQ=mcmEO&&ju3d4;K9A^Bm+JGbq5@@>(e zikN4n`8&7yAIf*+U-=*Ul;Pg#XeVXg{aHy%8AyLJ*Rt`25e9ubR6g`hSm8C#!1Y1< z-4_i!FYy}}`#x?k@Wqh)`RgZyg_@f8jX6H{bKuPndaI%yzkWOCWB!aGdTn@M^9DMO zZok;6n_{CCSw*%S5P95rnq>_KFF_9!ITT_YgZR`8CIa$n-J10LjEx!1C%36LXNC8N z52m-TR9zeN#N@%O?YXl9Z_VCr`(ee9^V#-UlMm*++MWD8s_N#&s5^eSJ!fzIO{o_; zuGaTjd0`8@Ud^#xd*0q_e|p_dx>KtPTW!eot7zAMU+47v?~C3)PJS`7sP31jPz5uj z0y0-UTgBeevmbkS^)#fTJzNPd6^5!Qb#Ww?F6okkHA`J`De>u(w)*mzYD1m3PT5$r zG4GFIUQS;xHCnUcO^?4OZM@^qD!9Gn4C@(@1{V|G80~ImuU6b4yjgU!u1_t88!YK? zJ!D1q9XI~idn=&mS;WV(6(8*XyzQJCb81g+Ow`8~<;kb6|FJdaNN}(glYI-b)s*Wh zZ~uz_jo=!-c#LCzul9xUD-XU-`t(Zg#nhMmzxV!rbH%s_ms;($`^nLcp|TU_VBLTG z!={uDp+Flw%Pn8H*+}|^ZA+_3vYU|1T66rHnViWp-j`p({P2&`L?M>0T=4K#^rRpI%MRUmjj;`6f2H5FBo%?#_q_uE^C_W6lRPyRkPz=JOE{IOpGEw=ki$T&Wu zcb~=!biX)WpujCy*u#*qn@Prgjy)KAI})V7J=gipnYWn4AmAoP7nYAeKQu!^!&5V% zLwa~MuWnO6F!^Y=H@#yl+T_~TW^iF+<9T_1f9O-QDbkZng21C z&CmRc#A^q)+}7~G&AV5 zctYh|)k2@hFw0yM5oJg5)35uwxWC`=D%3}sRcKuupH1I0>l`B7*U ze;Zc3zOAzne%3z3Nznz-D= zwk+0~eXXWeTrUyM+Wq!Ya~d_2{wGgXn%biN2;zS3CEf>67rkW67MYt}{e`}l%=)bS z=K50oME_Il!^nG23lg)pH2BcqgWl~&!84lg>~3zLT0}$Rpo^~F2IuF++2|3*@#hOg zMde%i@y_Sln`Brfp3oHmuc5HAq&7w&hn>H3ruu8d40fKs`EhZ=xano5Z@IR8qni&n zh}8C6_fc=%=jjy*zP%yS3j&7cPV3hJj~0Fo$|dw83&;y`o-&70+9UH^7&L5*3j;G8 zmKEmSjb%231>Ix1Z3FiUl;URK^ypo?V5Ch)?BA_XJddKI@7``X6 zBt+&o;_F%#;LWHoGimajNe@>s9?DBE+uYKqnzw#>N{>zRs;1aAq>uP~&g+DzpLYK* zJVNYh|4EOE`kfdUKXGo8$jt5=Rv6Flm=T??Id;@B<+?wdOoBE>>a5tm`rGP+FN2)7 z4tn$G+u&1&3QUdu+vh!hcy3f!EB#g&8_qH#Or(5#w$g-2d-h`bCv@=HiR~7ugUYI1 zp$7Zm@&k(Tg3 z;M8py&Ye6ngI3OOT=_OCdP&uCc~UoYxZ1Srr<=dg+DZ->+rS_BYSnH=OiQJ2k@>JU_rERP$52?^RTI8RaH0MXo5Hk z6&cy5g8zuL(={Nw0P6#Dax>uzICh8+i>kGOY27?&MGd6}s9-t9b;odty<&u3bl?|i zCl$SFiRgQfYN2aL1grf)p9Rj;rKnja1whF%|U zd9MXTWa^Sp{?`8h4wdaS18;Cad@$A4yVr0bzIbP$(Ok?nRgbI0(ZY5~16#>kGaG9( z%1yt;_%9FdzdfOQG%f$|QuAQ>P-5$cDLg3>``c}J!| z6`_jxXN%_oGwGWMh=7C;0|r_M9fC|hf_2aK*F z&{IdLOr%prjtUtN%?NllV}J?!10xf1*jAO8$!A*-#`pEzS87*z|DT?`vUy5=hZ^3X zw&kzl(|xm_(ocXbvifIc$G0!jur9?&F+ZHXDp|5&+fA@6Z|tvK?aIi8qYxNdPVi*z$uELmwnV`3}Sh5of;ivqd^YAfQmWEir`9 zpTDu^o61HDT`;e^G5xQR$h6=lVNk{4_kaVxWaY_Ad?7?C7^>kKuQj{t<4gJfne zPhxkjG~0v_$I{Xg1)`AQ_%UMFqo9NYO~S|#D+sZR(E|c+24#ytGGX11 z$93-`DhC8YJLhH$6+EQ-@tYeuS-nK+@Pxh7eYG{SMRPVKqiYmJr;cT3Fqk{cEai@cckGUOFP zHt%TswnRrY6d1BPtmq&{Bg_b*96;Ig2uyiYHt;!7wy9*77aGn(%qay~CpH%oz{3Di znt`=|YGArcOx4hmgtJ!>a2=3K@;~Rwi{27;Xjfa;&ie1%?-jVuf}a%ciC^@Y?( zwbJMgC(Cf8S^XLPCXD`A7(I_&Y^S!Jibg#}CS>!Gz&ubQVVcCC7P!5%!3^sAAZ?xm z>C|ap?#MtzCwfgl7oZ$9LbnTW0tUdw_|Q5gP_yXQj~k}k<+AkBy>;Of=}(k-mWm!J zd1_L4^XyWqg6HfDLg>F&G9UNMUa8E=pn#(i)L+|K6p+#~q;jHWE_gwSod)nk2VxRI z`RE3ZV-fH)KrL#uQV-p&taibYmW^7GOM1TBZ=9=$$F<_Xe$92>)$bMND{ehJ&=?!Xbf_J$0Y3~XQ~QZdCi z{2~CFRTBWEpl1%Q2LPI=@)gxv1B^8rs%9n&uVcc7vycZ_BrEkdVHC*P2JEowbnu(~NTtCQ2ijQ|DB;oXY$0MjfV&)v<^u)Ekj8ZAm_ju|zE}On zIzG#tE@Zi~5j{*tM-eDmODhDNzv3bmh6NKTz262^9bRGe=z@alk@w2-Ia_^%i5W;lwhOBho;^b)2?(D|o}5SBCU}&Rdm! z44N60MqxS8hQ5ijpL-^MYdPLV@A}oByWq-!=%GQg?7r;}h6Sm?1yk~Q(c#-+Q^Q?^ zAy)63J4MnU>Jr!!T#0vtF)9BIzj1F%`OBf8u%KU8wZuI9!W~lXse8O^v2St1iP!y!SUv>ibbgzd(^xIa@a$Q)F~V6D`3PKHd+rOCb5GGw{2fz|Al$pn&X6 zSx(EnS4Rj#9u~?o(t}(SE_La!)f=G6N9tApkc6-{pcqI5ffbpw(Q`Si1O>Gqe%DJk zbiVc*Fv79{e`eo2g2L&8Fyo!|iG=H2)v-m~c4Zr}gR#1ACD}Ao7RAiv;)O-dFICUG z-a%%s?K-*>$Zv)XErj~}OQ&#MKrv%~f4?#`qe!99BN$&A&jov(Ce(ASJb&dK4WUf$OEEP6-6&BoWmkbmNSFx@ew35N zh0e}Sa8KU9QGkEPnqpYAi3(lP%+cKqoe2}Hp&AK}(Uk!6W0vKds48z7kFJ`Om~=7( z=0A=-9_HU1fCi`(Qh+Q9!!)~p!+6!XXP^}HCshN~HOvmmBYjGSgha(vd#66RejB=7 zF4N3Y3hPoX-ErzCw)#Fw`s=&!KZlM&rJwz|?+MZ9Q2{n-kWzVul~7iB%ADMmSe>{hprv>2@1h;DP5ff@c-CkLcTAVHA`q>D`G{W8URAaV8cf}MB}$h=NM3KdeZ0HH$8O9D#L!sM^R#e7S_ zjuzdr^9-${?`rpURgB=ei}`Tr@Y0C<_MPIiP62?bba@cSh%3T^{{t@)H&er>B8&cZ z-x@eUkQnTN)|hR^&cN>O>^#_?Y#Xzn0sse~4k$2^M=>zaL7=9CHCGH4AOGcIF3VE; z*+fapNS($;rWC8Ey0Aaa*Ah1OwdESaU8wrEeDIzqyv$J6c-fcSjk3qU@iPXU3RE=+ zFo*4v2B7N3ZfZlt(d07>*gO7vKQ=xV&-C9hm(yBmssd<>RB?1j9<0x`Kl3F6OzB+l z=%6$*D6_3XB{Tp8BdwbZ<@}!~W3{1fKow|Pi@>DhPP+ty5K{1^72+e^Q^7n7Gpswn z6BChaWU7bo8&2NYP@2-|Uo`h=D|J2|EmEv9I2wK5BH9kbjY!KMi5E4Fjvgko6@qII zq6NK0pML{;GhHm?rF8>3d9nf_)u17*HS*aO1*-&C=dWiG(vGHGQ&3G)N!Fv8WUt{e zL7VR-=$84uMZp4qU9bs4V8h1nDgq+2y0(X=>*L0q#h!xxx9R@KqZ-Ibm7&fHQkCD< z=ka{)1(}I!^2q8<+y$rQF*szCb`?O&0Dt9(?$~8>K^-9Xsds1tDYt7sFQPUJE=|v) zw3IFxpY`lnWy8BAcw0ppZCoLAO7o!*5Y>f3F=5I$By^BU324#XjHN*@!d28Zc@{Rc zfyzA7U4M<7t?n&4ZOFHk=j_>*mo>MdKQx*d&Ii}gpp;+3vn2yDX&N|zO?H|fQxBBP zh;}@<-6x|4Ie+8HgAmngP#k_S2VMvT<^$QIfCweCoNEed(_X&!slG9MJ2E=%FVSuT zFN~TPhA^^0>u3HK zqS(p!-1q<=Bxv4JX%Dzr%g9uHFx9{}-g4Mx!Z#PCZ+`!Phpg+Ker#<8gZIK=_Sk&v zgF^1mz*;-%)$R5St}gAvRIfu4>$Npma9Rs>2&T`-uZp$WT8Bj13QiK@&R=&vd#H;> z^way4;63fqA%LOUJm&;HG2(!)2<0m(8t^6>^}V#H=qaRjr55E(9%mi!ZkLwE=OOF% z=HmF?!}o80gB@j0$S2~>N`;GIsRJ9h?k${9kYY!z4m`cRyL71HAffbQw+9~PQIG2jKt#lRh}o)Xtr&&A8nL9zriW7>=1U?;g7fbU zE$I7kIgJk3>TU03HE5Rhp zoQ#YI3JR0#ty2SbeU$3-?h{5%U4~!s4hBkenKb z=0JnF0c6TW$QuZ-(wFux*rB~E-Db-AJszy{%9rpvU#f$5*X%n-;ntZhqPuIGO*O@Q zhKDCvFPjuh_CHJ`lIIw@gZ2a#?n40VFM+fqM1hF<1Z0z7Eqs-Fs7p)-WDBL!p=TJa z=uue=XiXvR7ySKQ+;RAEKxrGxWu_5Ni(VUH!^NUi-mp@i-_ql8survYaGDu??vdw6 zE7)^U)2BfYHHkGkb>cMUmd^44ZbmZm&O_W6jonJUxjkY{mORT(gEg(GaM57 z6H~#fJDTW{GTnHPVA$>lIs=?I9dtv0on%6gj?h0PbxWZ?*K;f5F(c-6VeeuQ*5_T6 z9&~GxJQ^9rM_-!Loe$B4+@o-3PI-X!0Ofmd7-3O@*e%$)WB?DYZCP@ls&=5FFqyvb z@dUh@Jw3$e<*1=A1B}`tQ?~V+=koS_%_)?7Nx>~uCX;79AoH~ z!L0B|ib(cL%s<2;ym7DuY<_efuH6r@)a{ka0>uAta9GyMKt7LQri( zpkPONTtmKqrNh2D-G3w|H}}ld3zdHcGP(}Fm$OTuTLcu6Nu?Hk^2anGp*;wLO*Wxw z5?JfJ4cc#LAioRVN|*W@=KpcYvJn3v3nzw7E*`0}w}rfi`V|-p>XBf}dwdo9QnlgZ z9Bs}nISuT)MD+gRQn$5hhAgI@8L14I+J!L4KEV@Ll&=fIQ%IMmP@oB4ro2TaaKVX9 z@}E?jm9I_Q*|fRKsKvp*`ThSh>k#|axS=drgmT(~9SP0@8OdZ5cs8ma%|Z8j+^Q3p z@yOFT%BTRl4eBPzhq!M0azeBZMi11uaQ}CHS%H<)Fy{wn8SqpYQOlj#4IX1;G`wqllnRf-J!)lA2iT7Z2JAA>F zmw?p8#hLlt{?b&n-Ka@v?6v{3i5OpWjw9Y|x{*Q8{L(|JU%qprxvN6|fj0RUt9JGn zLxsZ-%4a|lTz~KY>SIxV2*4_7kxAkI9J(mgH%fWfoAXs8JmRdA^kN9cdd%8sXVAIb zW$gRn-2UGD!W8FX%M{0x{`Oz1hi0q!yAuz52ds}Ij+K-x@LQ2_$D-o*b@qsd;#j1^ zjA$dkIdCe4A^;8W=Yb&4@aJ{`0M$S|u5#mSzG(hbRXzXnCW{`N^z?{iV~DeD70zX) z@GHg9gl47%9Z*c>ap{yUqd*V*_ouWg=e-~`E(i5LN=TX%$|`8UJOhB;i?lDHP6{sq zP%tt#3a()08)pt#uGmrPv0S|n#YrYu?+~5%EZsLlw%n^UTqe=xJira{WHoUT<876K zeBUlB)Ab=27VNW>P|9ZuP~AiV6)Gh|CTysn6mif|c_SPa8c;-wh;q<}RmPzH7?yiw z;D^vO9v`Qoxvx2HOJX9!$&fg1pL-7I(-nCN@!Ro`QVFqn-!eXn973!-DaeXvDd*p6 zKw<$9n|6ZAokY9rH_$9{e-joE5pXZMLj?dKvEk$+u;#gDWNyYOC53kZH{b>Jyv$60 zW$weBbHrwJf0^2NghW8ltS%O1ukord@@zwwUu+)-k)1dFxiSe>K_fjQa{2Qa&1*vF z_E=FzlDJeh;CDbCb}-~4W=MkF+Fl@td8V>W7I;({-ttPVorm-#>dZ+gG^Z6pbE8QE zkABL2-PH*WypvEh--`eswkuccY3o9)o=hQDgSN)2fExfTz&JDTm1XTBdHiFKo)}9A zVrMv^IZ_+a`;(Lxc=NgBu4+mDBmp{I+Z++lH8K>+du!gka!XbVN-?Fjb2-;Y#r}MIG>LwF+3;ZuEijo_lp>^(qQ1qy z7lhRDYQ{ZoGH&g_$-*0FSp|%!iXIw}q{2wx({|+luJ|pi(u$S|Q_<{sN> zmpU|Kiv1ymHr2YkOSdtP^NQ$WF#OCn&K^n_%HK}%GJ2mA|Fq_5rud%=-9Zcuix_UN zN5Gi@A1lf)hBxEmdv;vF-cLdk6c|t4n?Qq;tP5pO@-$^iJ_j zvF|FA@&Ql>XM(vY;_oakgLXx5?N}Zo#nBxD)X)?87U}3)g$jQT2aoZ9yEWQQ)E|6( zh1Z&|j}sj`e4=x>RJY?sU+*;9aX9*BP2a`L(d2^UaZRqntfOgh->VHdgT)^YJj?x3 zQHx&}JWL|aG__5LI}%m2<^T{%qf`*}<-`|-9GxQi(Tq`)mUx`i4Z`vX!;Ka+pl`2^E_oCE992haIGHiyz>VvV}1J07XQ z!umc7uj-S-fTgpyYyZ9n0E)>F1G+_?rna)q_#Pw7Wse|G)+x8@QH zn*c&HcRH{E&HJ>hrmHOb42y0m8$&vB%KXZ3tAmPP4}fi^Q#!DEh+IkdkhP=ddtSy( z?^3$SB{|BZ!R5cyQk46k?9{A$S#VCKUG%M&wyrHOeXA}^5rcrXbD03Y06EEAQp1;K|+0XDh13c)}`$|^Vx;AkYBW~0QV`< z$aL)o-o*^F@bVzgATm@4|MLSXcUW-z_udCY#BsQ_c2ExS%06}svahIJ{Iyd%dOD=rSzfYdd{%XzaH&(XP*jf+G0S2c9P`Gk$qgvP9FuJ%WLIxh!3h?65#cjo|`_g^rXy4GdYWZ$Qz2gxeQz5_>NE7%o6kH+LD{%p0w#i0M zTDV>ECQlGc@P05HZ4EK+^-$tYJ2iGbi~3L1&k>k`MWqwe8N4>I(Y`j;dl7LzApje& zozpFy{Y*T^zVPmV0=Z_3$Z8}P^+9)qCe*}vyR z3eCwed+?iEhneJ7wSR$C{x$Lh5_L;@k&tOGUfbq`Lq^4=)L0Pb?CGg+H80Nn{^SCwx6t1;g%yrA z#W|o;yAE$Aq8FLHtj4@h!98!aUY6i*mhSil+`E5&djPG#YZm3vszpwLdM4rVRg{~0 zgZ3KRb7+0f?qK&}fd4B;_UF}DT!2xNkw)9a^eS=HbY^82+OTh1q_~vImkGJ#OefMd zYiP;Z{`u~wZFK2vvU_)BW6gHutq&p+frnc)Rs0_o0*I~Q*p3)f`mYKieq=**7UlKl$)q3bBMT*6z&?z#Aix#4Uwz5~}k=Vjb) zA8yJtwXPtty4HxUxKg1mFXiZfB3rGd5yDs3i>KLnhhjd3m28 zp`$B0$w)v)WX2rFU zWZ*Pmy461x42L*Y)D7*dY%uiX>pl9H>7*)vL65Z%<5XAwx^E1XdiTRq#5ohe^WFhf z?~tINXFx9O6}L~F!w_rE`kl0&4i9MuN(0+cHSidWgog-r(ncN`$rgLgm)tsBK*&0L z>eK^kj)QO_kRwqu3?R?Wx*hJu0=+R>cNi&U0qIX?fCK~+fZGUtcSe9um}L!lkHUkf zWIN50t^iv>1cd+#e4x8r)!1clOit2_N97&nekhork3c9yA2K)GZB~3peFK#Paq8pZ z$WXQ)+B0_|(IG?@0_YXMHh2v{Y-+Nqgroxs<$>g&!bVSt>TJ~2)sK4D1u-oSvs-Tp zTmC#MN3W98z6o*g=BTq&QuMdfA-*1cE?&83jtTZrxvfg23N@0Ok4AD~Z&Rcz@3|bc zC;ZQ~bN@wwiXE=Kf_4Y@em z*no+^jYypr=gE`2b#AKp^Cn_p4ZRb6_&~nZJ%1+U>)Nxt&;3CacU7w1vFslleCQBK zWTFq^rdjG+oemFoYOk{X#T8^S(jH|Up#X|xOZkZk>_m#j#+h^&&WR#r?aS+;*@e8t z#Kk*P)ow-$)x|51_I&ouy0Sx(Y1aeONoDg>m9dQ__M?{fgKw;hzS~I>c6pr0n=TvM zohEJ6P02d@fBb8^h39#1eXutw-QDU5^rweL4@z9OYDs5HhRlEs9M&~6Z#@gewdUqZ zii(PZgX>dBl@>}5V~Vm95(GfRCB5=VE;csy4v$?Cws$Q!^sr&HH?BXV>832cILr5K zX=7hXT7fUwqKI}FW2ZBxUC5i_-@5l#hyi^AO#Aa(2OCesN@9W^Ou2fF~j>wyqhgkHj5rpvwliT zBG}jO=t*|F(QRGK-u=y~!Mt?i%TdG*VbVoyrl)yy;)lC6hnfD)6SsX#W4FFiuJzR% z6!#@GBXJ_sT>#Q?iq>I>+qTY-4VBX$$-Cwk? z5ihC$Eg_&t)1baVNbPZDWd+HD83FBRXPor#!-gG}pHy+Ks{i71d1IPh10_t(lU;uX z?kAZTMdP||yk-_=Sl|p5rrn1|e~+S5Cf%Ask)U#$k(r5_nNwXlgW5o$PGD>K{w`U4 zw@BP}x?v8@=oRH&PmCz_?yBm#IwTnXEq{^bk3D02_HM^rt20Toe6@}1VrI4$KC0_QI_eiO zc33;tixV8PcUXDUxAV}e;`~A^y31qd-xlc{qZpRkJ2Ng7X2{&tE%)bQPi^qmkDYMu zFjZQmM?WDMSx(DvR;b#Dm9_Fx49o6ykZaS<*ZceBOP3k3@GT=wv^qNXjjPI)2`_b5 zcNrhPkD^x9C{evGStD|_;7(G!_n)tSntt>N>*>QYLV`Pe2W~TC&ECaYOQ$>&n&v2U zxC)D{X2r7UHM6f`O9yD-&&(jg72+ zO~=|B8_R*Zh!8$np6I_XJ%BOo7?QAApW-`ILBb{=0YWa?VIU7tE85*i)d$pi6oD^K z(2{zRQ9va$xzy-;XKl#EIUfz_G}i8jqESO@qk#!sG;QbZ&;^Xt$NjCbeEJdpeWon{ zYUR~CJ-M@>xw6yvh&KUJ2uiTNq97#3yWp)LCzpsC>q_&izehS)sM#2ZmdVJ%Zx-Ko6E$b)m+#%P{eS;O)w6JbeE%6QU&E~wYe49A7&E;Dg>`P1f;nIbDOtLQEcfhwcc3$(lonlKajPMzK2f7ix|dlR%Na9|h#g%eeB%JAX2vly-2 zpUsc*y-lH4O7k5432biun3MGS8)Iq`@L(O?~QzQ!65Olmmsa;FKIYjiaET z0PSO(e=Y+}5EtjvX-8G8+V{FDgX*O!7nOLkY%6-xIle^|jhYo2H+`i*b90wogU);A zzg;Hz*hw7TSZTmCkGk#wFI+9C$ZkPZ!+E*Rqmu)x_R(L1hb|c1%H^~WtHdaMJxn7j zq)U;eJvz*b~!htSHlGbaex zu!30e=UGyBZ8{^N_4?2Ei&CDwLuPESc0qJ^Bt>mXlH+J}+Z3z1gDouUh@b}_e$MmF zx7q>m?|@2|^jz2VOw~d?$=v;T84-Yt7mBOm;`pIZ)T84h)`=oeQXGZiY-{Ou5Z-D6<72cq4Q7JLv**0ctG`@sV7>o zK0=hujBnR${yzDqJT`-49^^=P6C#pO*WVtb1|T8WB&|c*oqF5?X1Vk8hR0y@o&!C;!mSjD_q+vLF@6T+y2R@U@-I0df54`(tng=V_ zU6$Wy61B*kV1KnCQ$Z6!b45#FO365{cvM?&vb7UluW`?s0?isON$vN)%LRYtl#B9b z^fpkrnfo#PTe7qn`=+~Bk9`5-jK<@ny3rV9+c@4()-Y2^JvAf9%$KCHUFi3~|Jczm z+{bFMPvI?02N3z$*z0~Jl=;L6t>sXgIng1|=}DJ%T?rnnajOv%SHZo8|GM|7@h$#o z5~?Eap^FY#4T~LbD+waP?=vs6-ZhSRnf(CtBO5<6$ozT2x6eBG`9BkL;ijd@#}x>C zZWh}vRiY}=_a_?NDpyz12w9}}dk$+9s5>B06bPmj)}OeT8?q?E`D{#nJ#WyYIDZZ$f@j!2e{L_!=<3K68-$A&xx7ij3%B5 zHy4b)_s~kD8Rl|KWC2^bmeUMUv8cO@&6l&3ml&VQr_H5xm3U2%#TS%49y8bqX!uob#Y$_g*xC4s z$vk}6Zu8zWuo=)NfF$tOFXiVlm(@t)nI+DUazBTW3{6Hc3FQ>PNH7z0w85E`>TT(A zy4Gbou5B^~mo$%oG1Jl0n}zLH0hxER)@UxJ>l!wJh)RQWxpPR&pSrkIAx823PG1es z|0<4rMUX{3G0Sa{b@JA+1%ts3V|f9Onz4X}!SfXMVQ^Uq zj_rnqmC2xYgPMVUgH{I+f@blP#i4?5ARTdngp_UV`TNs}r2A&LtG^%3Q~(LnNRJdTNFp_qh+?%z0=w94(viBiV#*ZyG8SnS|oJx+?h$%}oH_twp7 zVS%LTgS<8^b|NdOSQ5fO#>7hFhhLIJnTXVt2>ni(22Mpq5xJ~Jj&|R#*_H$)G-)ua zJy5a)1U3-oNq`1P%Xz6X$NiF#eTbxSdM9RZwuER!Ikh#tV7Q<^?bV)&5C6^4Xg3_k zzd#s~TBt6yx*8#2;H8U~j)&mE#-Qo!wo#s9RHx^_q%;WM{#yHwl1ezN;O4xGgA~R@ zCj?i_kRTA)VIp6-6OZm12^H6vy4~XM|Nc<}SvP46i3;Z$&FVOF1Eny9jjLo^I9f%CBYec?=&46it33Z3!W-9rrnTMpswk9DO@gnD&={2wE(dX)JVc z6CbOkNmksjr?^{LS!Gz^d~@`s|9U@9L?D+S^Q!(GN$dCHI{*BA7UAo(Hxz)bV(jwD z*Z1q|S7}S%`Z~#*Lc<5}$i7}zw+jiw@VZvwM4G63dVDIN2Nb1wHmQW)0!e}nPQ0e+*8X8<+DJVMaYDL$EM&DI( zFbUMvS5bNPS=UL_2d5VQr;_{FYjo|<+v2(MHMiWpjv8y0+~&&fx0-5v^~Yj}2>x|2 z+&^ongyOzy#`f0r{NlT{?>j$~S|YhbRbZ_2j78vS!v&Rt?|rR1&sH7B9|-il{zqS> zY`#wDpR*zYpWJ0@i^9RO%Dp3g7oowZR(MViX8UbBQ9A?Q(L}r7Yb>Cn#tp*r`AYxA zyY?}A)bp$@HrgwJc-Z2BTjLfF71_IcN^)J67xJxb-H7%< zMP2VMH@I*_DO_pU+sj$M+>E(;`%25p<2lJ=dB`-B9air4boVE{e0dx+*lg_o7{RCA zJ{l$$Dcnwaj4W>EXXiFNDnkUj;ju93P+T87jiig~#5bs}h}t)Gw$ahd7xTU>%#zsH z+q1Dhe|z}eS^S8Ii1(3^PINKY+EIqu>kdcH!e|99T-s=^fpO%QP;wP-w|mt!=XSj- z78v~r>95awKVmrbiBYG2A!vlY)+|gbBB++Wc7C~kF+eLKeQ2XCJq2v*$V3kn{i+FbB5y>`-%?uO<5KvyWS;P^42eOHwi?sPSp9c^lE z{EDAQho+V)&r{uaJyO46Td{8c)x07)vCy>CG&-VdtK1vUTTs|PH%+V22E_1(oYW0U z#qA2`5-Mxy*DIfnHVAF=`WJ3?^=gH+JXdqt`{I_{kZRm+JknI884uf29^zUC zX6GOH_(ASt8JRhqseJo}&;p)4v|Kn*aQR3?0CtdemO)X2(1F?YgWd8EvCoHX@9|mA zElt~6)=XvNok`lIxS0M`$SIY1`<82N!v%s1`g?2}6yAa*W(%Ai?ro+c9>*fP2Ieeh z*+ybA8&t8PuYU`_MJQ79;3B?}vGF>n#Uklt{CPQlBk);KZ`nQ98Y!N2dD!*$Ml}9- z7Wj;q0^Id&+?;HMq#UWSa?X<(nLV-!$()gr!i?PuFKhU=<@QC#`1fAAF@9JKvsnYN zjG?=cm=NbVJB&qz?njM+vf-evba&mR;OM(ule4Qo541dwd-va|i1u_ohSL~#8V88T zscn3R&cMyRu#x^K8&qD@QJo0-yUEGPqrxF5Z^;J4mS;rc&t{zt#>1f*{uXCp8vVt# z7`v~RMqTOpxywe{4+N%47P}5?`ZjyD8yR(;b5}8JHJG0-6=y4b#8xWql}U^B+SDFn zQKr3HUhKmIgS0gs_c?vW#rZ}JgR=nXCy{#)Z^A0E0sX@nz-35Uy8Miw?eMopd^@s8 z!kZJ7mWUoMlOD#)NpT24X;=cZlq_J`Jn}jjdzHs5Oxm{j$=KET3|?YyJ7bry zWV-A<=U83U{Wa0p(iC`?mX@uZLzo<9*VN3<^F;Kq2l~n~*GXSo8og#{bYt&Azlp~6 zEuO`#y1i=N<)ztj3%8={2mU`^@?pi9dt75=VP%~O5~uG#2Lzm^_IXlVvp|P;;an){ zx-#~X9Q?0oTFq@=S8ydE#D~u(d|j2$EEy>5D|n!C%x&r1;emVB(>~9`{(~(SSo%-N zczYzswq2(<_FRQLJ}2#Bdta=Gt>!HmC@9p`)5rW;Z*FM|ooNlc%SFOJp@V5zZf_3O^w{M}1RA9J3J4Mu!V#3_Hra;C3GH2&MC*l&zFzosxxl<{|I zXo9M!>_+M6-mk25-w|{e7oTWp7JGI2Cp_6(suLIR?Uuf0gS7TEM88F-@rk+fIAPV` zD}kFJ5nkK}7Q`9g>x)I_ZV$pS7=O`aTCl1_)8g~VBj2W^gbkeg#azflN*H|yqrv}7BuZyGgZPx&+uEf;F;^qkbKvZ;BGrP9jw~y*f>QX9p-hhYlvA44C`j!+? zb#`Wmh!-Z@&Gs$&T3TEp)-kPR+kx$g>*Mz2z@WdNVCTXeSRt!+7w;74)_dTnaerhS zUesE?uRZm$Q6uqOxj)nETx%J%R0}~5Tpyghvyz3hR8(|tPoDAg)Ho(!xmOa$U((X@ zf{zsIX*am5pfep;4+!Iov|DElV3~7ru{-aPUjBedNs`^)(5>NHD)!Emcfvj0-Q>A_ zL&mY7sH>-!GCMc7%Tt|_B3xWtEII^0(Uo0r?yn3nGc$(-2F7n}*ljyEolpj};(d5H zH9!ZwB(Vn2NTj*B`7zlg8F6v(PF|qgf%gRnG3)*NlnX$N0x%g6YarA|`n%!FGMneRYIe4%M9pl>dOmRYV^$LEV3=CwF8r*_b!5BrPz&VUNyL|e| zlP592WsiuA#KSoiyx~yw1Ugj~7Zm}-O1^+;Y6`?mK2}qUqC2$%vu4hyH|n9r{fkCNh$kW&dt z07yYJx?e8irWl0jq3!b&~Z zn_>_tEvp&Hw0|tz)YQn>P}aLW^>wbKqH}C!yzGY8DO=^xYty^yI55O zZP4Zg&XdI;!9k8oNC@V8!Xbgjxc_So*LP;;BvaAejLPqOk&|PLZVZG3nEC~*4 z>kvMzmkE!5Za$e>nlfO?fE6m_@t|kEKi)z+I6?BAFAHmvk%_#WcJP;V+YECKO<5IizS6RDf-GR&^x>B(eW#bmvzgTctTYQ0det21hE zc}&hFuJ`1L$%J=n@7z@S?n4z=7tkM#^*-B$=A|mwIs9Z~xqV!B4qbvCAAZNQwJDNc znOTj}9ve*+tda%<$=23Z^w5nY`;gbx{^JtBi*lXovH1t9-K#L6n?kOx2OstvGSbsK zo)Y}V6@{y#wu{A3{22|Uy*qnTe7PXdnz?y38UNaSMcadbH5?tz@RWhM)9DpRDjdL6 zr`X*Ch%)a;@)bktIbyfHWk;ZgLtDW5q>|Ja#|$a11s2q~0)!k)I;)`;eI~20trKEW z)LoczArds8(7}|EL4!1BM0b%CE+{y_N`3&Hxnw%4gMzMTST#`q$W|qsHvt|DNV3bY z6ZL|ecWe>E?c0J%8n)0d1QIj0oeWpHSOC~_5$kv=Lm0{s#&>(0FCdI(D_}nG^+ECT zKvlMOt^lH;jx0Dp$SRz*3w(+7-umdTU*D; zmhC|vQ`JsOeZI}gJJ7eYREk4oNWWEV(7v8F*I@PqjcGWSlA2zd$e?}m!HI~G!HjHA zPshSMGQ-icfoW0&LkflwJ4)=^*C#E%t4FJ-W>gUqI~q;-CAmyqrJRjoZkM-}3np=x zO;2)}af~IOx#+efn5+2-N#KD60foWOPiih5E{q;XhKGj(F!&B_)eTe{-Q3>Z2jtEo z&>5=rW=q>{CLE3j#^Kd5&BqXAWmZGfNI-s-cIWcJ4Gp%dDoYD5ljo2Nr0XtcXwHaU1NX}kUTi3 z%CpjVTXeU+xxMRcQ}FuiZU5?N}Jb=EbSJhgZy<%z)!a}y8~`hw@JLJ?TsPP zhG<#kG!DB8J2sZ-Vv_3{zlhU1D;I`rKh5=IQbvC$GOvfm@)P$*ADdd{KT$7WHynK* z&Bb~+sU&Y)I5V)VPrg8?DH|`;UK95#iioFr_DhnBXK}IWMt9e2V|(9i41>sESl9QQ zkanJ28MVj**X>6^8)ZXWMUJgEL^}sDd1%EtH`}dTvnCc}(c~4%g<2!U9DduWSuSmwct13v2(hNQjTa#iq^7megaR(G>Rj!Xr>15i7kR z@^FE~Ux4S=n-&A}u-in6-b2}OUE%6oeit|dZ*FVk+}{1C?WxP-X1(C>Fv`L_{>8oH zlh^P>$LrI1?kkl*};?#j;lZs^XCo6s<%%??!DB4N=J~dN&FQ|?7{Q$CM9KR zAIGB=O0IIk=`&uS3IL@K_g=SWwq(bK9mk1d4#yvC6B71x4rjqZ zoxmGQ7b~r2{Dxby6?_0b7?COUDB<)y?D(W|;|{F(BmCYxJYc3V{8eAg z#H@>7pSR_3qj9&J<7IqNk^Gp&^Oi&Ib=H^hAXw0TG1kx1E%t)`KebTa5(G}fnp-UA z`Cn(e+IHT8sW=d3d|vha9@on;5HJ4*y*Fs!2ZE!-&s05Fh^=!Op?Lw zW0&;WW3o|`YS4et?%aUjB@ONgHcigZa7HWE91?txzxf{LZ2k5j9B>c;_r~5Vk6&RoT4JO zNuhR<4J4wVCR4!#GkK)qKU^o$4W8#ahoUYBo%cai`}esQN5T;)>E0lUPYk@HC$6uSx~n% zHuZ^_lPoHs>KwjeJ_?jasz=UaZALy=m;3Yh8gAgx=BTdAV?@fx(Eo>zv z+F@-Gl`9n*8$WMxT#2uJ&LLJ`cid-rT$l7d{WXC#=954r#$tR=hY509y;jV<&n%_!M+8JR=P>caGE##v4hi68iZ2}?)bPaPQMQW8|@`iLVEky5E*Y_^w0Ae98 zmkIR)0t!9Yq*;n-8LIKmKVHhnQB11wtgqGbyeLoY94AI>zP|d(u7aqpuD~D4P|n|z z@(Wt_QG@p!zPSK!G)HdbO7nlEIU;1W094aNK9s16x6fTHQq^ki>d{;#Dm+F?-y%7bj+?D?D+$ z1vf0m%Tu&x@8Ja}l9LGh_9pFYEXe9V6Te|6(P&(Q{``v24C6m$7<&HEu_?PUQ-TaLa(#_}9 ziw&C{-wWte*dmV?>Qieka+giDhBz&%54?G^y?qJ`N7>-em6dPfgK95t%BSA!s*T9) z?PisH0gmh0K~qV=TkgP8{zOI)OI_rm@@;RPyRd`A0X60a_y+= z>)Yd>^PXCBPDZhawr!n>tbTan#nx+Y51)=p@g6RF&ZZ<(|9&H$TFYxW_{RK;YVLn z4GJ8p)QgC`F6i5Qx@qoYQn+_uQPk~*wGeZp#>11D>McMmen{+EhjkGKZah-8NHF#J-BmQHx zo7I~<2>yDs`PHuCyW`wl2plgaox>776WMTksyp3EDtgd7(!j~7kLtCV9HVDO=9R>o z33u3Nn`>J5N%p0OI57rYd|Ir)(>N z640IjCT1PXbmgeF8fmF)n0WRJ_ezItD|TXy>p!4SWZm*X&Fb+=tzfORx#I_cB})XC zYihNwQ$?VC(!wHu{F4dGqHRA5%RuGplJv z`y5EbT)^~UW8tgI)@YhSSE%idN0UyA4l407RwugTf2o|C)F>8HnTnxhrlsW}hV72; z0a-S6+a3kz5TTX3u)Dd`*H^v4ihz{aL!SjZ-DOffoPt9qm)N}p-qvsvIR{Zc-vV`Y z=Nk`92nehsWAF5>8N%||arU`tDw)dkdmae z=EAIA?R{5VkvyUPDdPx_C?gZo&d1-QcP~v-;)qng8*OiSKW0I+zVsFnvwk~{W#ezs z63yBCALRr~p$&LtDB*?saZ=|?7l}&Jv@zFCmMDpg(31&8L`)2Ql&yY8SkV>|eDxyn zFY**6D~X7&m4jG}*vjz%&V=_f92QiIdDd;_Pn_k^iL#5ZqE}6xpTy|4W5fj+AeYS; zcSP5U=x(T-hr(o#C{=|n-uzM*iSiE}QXZdHI}rqG5C!UXlGKggx?f62-hDeFMcdN- z{-p$-9>-ZyVKOzn6m?x)tB{cOp*x+uy|gydH_ppuTPP^Rx+RGP3B-So^{xFeO+@^S z`JZWrp`~h)c=v|8wJcrx8H{I4=)<@vqsZFNQj(WIfPJ#WG|UYX`c>)aP)Sm3yMg$d zL1=Eaz)&-6n=@}x=FdgX+o_c^Z2hZ|!xlUK1lC(DMV5?>K20UeU_`lf+HWAr- zULi>?J9~xyapHcyzvuh>p5N>5)mitA>paiTIzFG{INtB~@hUU((d=CnRpy5}IW^C& zZ)Igo+VVY8?j<}`XWD%AhB-4CQPX@|SY)i@YmN_+Om8EZqkAG3BD_fIe>pUB+T`9| z`E|8ev-ZRBix-=EZdi?6&%&lhnObBGLph-NysBZx+}2j>1TjljMp&MIsh~IrHNqM9 zf3YHG6V};&X7}Ivc|7fAJ)wo>VX)wt28#A1%OEH5eGs4t`oQ9kj>cNJSzG5q!NrEq z#xe~{f)}kuyqNWHyy1#0iM1=y>pa_-!uGV0wfRi*h05<1+LyE2cC?FJJQsgo!5R(p ze%8QoaNj&m$FqHfeFB%JQ2QGa!mV?bkwZh>t&zU-vG(<(9A9MP(}}y=Yy}LJ>DnUS z4I00?i?5>ATs>Kt+eM^Z(v0tb*RBYGx4i0H7`8+^7Ui81E*28 z?~e;QrB8NYkfzm+l)KHBKyhbeILpn$9yU@p?pMRK_0Bl9dr=7Zu_Jbk)Gzu-^+g{< zCqzyZsOl51m!XD90!*D>$d}K!537#l>NpC|XRny4SIVE#K3>`0M{#;~WVg-L+0#A` zJ!D;;deP~P>wB%YBm}hhx56Ttt`!~ou5pWssMMq*+-==*x-LRGB->Ww8MUA*z_O`* zC$iU_9HGjO02FMVeQ51G_b|2x=o<9un&dDg2}59aH+Px4$(@IO@N8pj5i{1>q2BHX zg+4I%|y9&aDB+*ycd$flj)}ZW7(~QY=;vOyx)B$UY7xCnXBjS5Rla?{W$RDK> z(qp0L#*sY|n*iaS^4Vcbq3|V%-lBC9;mtZ%6TQOGp#een->y`?H3?H?#HHjfiBYyJ zWKQMZI8B;`>{C}0WEiEv>U?jH^%YOv1d%$ zW2FFPf_1LzMP%yEAXg9js$_cV{@3X@W_n06=+JPYV$+es|jpyBsk6a zeZLY(xFa%t?fg?zk-M!%5B2o&MD~_~psZbwXgm>_1G!vzAZ2{gM8gIVt^2d5n+mkF zOK0Psn3+_{W6&>&+o-Qt4G(0?!he>M6M>oOEovtrUiy-ncJXm@bnUC_D6;$BX3ZD% zqQAH`F^2p|s9P9WQY2dHB7)|mcSP{Dowx;iN*f;yBW+6jw z!hZ5&C~2i+jB1X&a7sAFV$yBPi20oKunk{qvsRf3oN$!-Ll_HgqLKEz=Kk(gySRbK zEF#6HcdV2Z6_Lv0gsT}|hHO1X12KQ|M{y=NZ+2cfeeJkUJL-{hrM%$muu%16M?1*5`6K|uY(U+UUj zpZ@-OJ2eib{qn`;{e^O!YxaCU<8IQsxTZvMmYSZ_Z+*SJYmWULqt&0QinZ@(!awM1_yr(7B?PsU5RhJt0-Zj}TeKM4WwY7& zgP5`3Wsq8LBf)-Y`lR0C?}S=Xl^5*kygR31ImeDj2s^~PGK&o%L%;+@ChV6V^Fw`& z_U15TChhGm+l-#0oj*%J3wbJ?Q{Hv>75i1k7pwD(cUg;Bg;kZOT!|J+?H>`S5bL+w zwG<>PFxlA&J1Gh?+_(@h=2ZUL^Dolv^1#2HV)HssAL6I{#@1sfj4lf(&2z~{YHH^H zz9J}SH`dx7!g@oyc#Z{(rLQO*iIRhb&Ev;sl~6wV;z=_gK*61-lhwZ#bZvjs-@YR< zDMmFb)PDRve?ySSIs)vixycC=lYO)MWAW3KYdPIVPqKqiu-i6KYC-9)UXWRa!B*;@< zomw?3xGJa8IUY*lOJ#Q&B@Ji3wl+Vm4c$}IA0v&yq7z;__e>l@>2rH0{HgBZ2UtT0 z2~Kc`6Bh0`dm%S>p|648(VRs^19Lxjx~IDnL82wsd7bcvuyRIHk{ARYn6Wv2@|>s- zp1MI|*B-R?{e9jZ=Cd{Nm(+(d#ot$RH@O}lHp9{C4ovGc*P!3EZymmETE?pCroS?J zC4kndDtJg}eBA39#3%#1mH6+=gxT+HA){XV0@-6-qS0u@$#}!N9)_R`S9^4Uu;GSN_B31vmSbwkF7607QjNm`p=#S z8w+x>#Ej`GCB_i2BNhNoJSGp^$6&L+Jmj@M5EB-b0-Oy$cTDJ7@7<_3G;70ak{e%0~q6gOO$dOwWZhoz&AEfhGox$Uo@P+ch+_;T863uai zF;d*blp^1`>aVmjJ01)yuYPo#_mvt~__Mk9;sgMC0+(>np~{wPU##U{68ZkFoeyd2 z+by<;Z<`MppXo|<)9+$!#ohSM5z}s9_e@wtH6^@}MtNlzgI}@Xk+*BC8&{yt65-r; z-33q!5+X^1$YGg>u(|OGP_=-W6X%eUk>P85jOrEg>` z>t~IQD(97K?DSrGt;6DbkG1lmp8ocN$&E=aD*>bXxtGE(nj2_7lZy$x;nPGLh~jup zHQ_f&rk*`#G$rMyBbt|$t5*BT4r(BpEsWp{$h-+bXgx@hLfu_uO6ui>oE$%=lV^qQ z`VH<@)%j}d^wSeCCn}0-YhAE1<4>$ArXIJbyYjNm&$}+9Bdu0jngOrwH6C&0=K!&n zWU*FdK4j9zB>lQ5mO43xdy{`%i&w#JH}*klsIttsrB!9!Wr}$!QMLK@$^&xAv#Zc_ zeFw^JyXvs8Fs;%jDUe#{36(!_`BlY(wB=i|0!B~bAjdc}yYjQGt*3aH$SON~prKiy zvN-F`o`Ooqg@Ai&%Yi2=E0XRw3o{$>$;JwEi`@Kd(EgGtvUt_Aj0hz`SvO90DPC8i zAo*<~-^`1}}gFKbF&N@ivLoxQC% zvdZ2gU9%o}RrT@gbTVzMtj%_%M*c62ws!rtPZS&gMEGA(I(Xn<7{OQmzx)|#7}f~Os5mXB8&1nKoIt{g{;kj@G&2Gva43ZxA-^L=J6Ch`GD z+h|1l+0Tm+VV^wTUy)FH-z8X&!{>WcGGn4OoOBMKd02?yrmPX0#s_4BL64T+Dl9y; zSPG_>Uay4wd_~XQS-mw-?kDxfoJa zhP6hbOtl9tb<#%@;eusPF-WJB#@+k=@k6%gL}gr21!xy|bv1AhHcf{D<@E(u*=3$r z#w;HS&MUxt|9<+6dCl+2MYKE!NOhZ~#qzvQ!+UECyKQ?kr`%K<`8DZG8v@)U^_gJ} z&9sQ?vzVmz2-EWF3^7l%Vf@~9gRpe>>gU#{-xbn1)26a6w}gcc!22U#`nG4ZYJLwI z22BGT>5VQ#%xVP~y$muhx1^|E3mC{e-yjo`86~)?WK^l^C!bMNok8E_BpE9&IOD$E zbHj~6x=^M7^D$e2patKdVby)|(^m3P@jQ-mXZZ970Ura$Z%^Dh)@ERTcWfW2Kqb9{ z7LMQB>hQcu(-Fn(Uuy77(YRtDsYNa_9WJJpf})ZH`h5M>hGtjTP0v}CsFj#oIA(e5 z=EW9}cQ2i{KR?SG!^5aYlNQ;aeu#BLeYb_D@l7Yc>xB&6{#N{c7f5iAS$G08xoSBq zkAX%H3WAjV@Vjwxy9nitRPQalEcTAz>a3y3gK#6w%ycuE?6Kd_O07Qz(n`G{Jo8rF zsg<(ZV`sviy!V!iiy4c_;}XqKR%@KF>4x^C#|I{GZ3& zdrj}IWkHtSOuM5IB>{C`xC|c_8wa%X_YtIBKZjZMP?dS~vMx)I681f*kh>%@c?*`E z@V~1)X~iw`AE#F{wtShxe#w0e9$~OOdXo1Gpt)#jY9jSM9ia-G#TUPepbQ%Y+-NQ` z^a&39NFK43`;}4ZGkqqPBA74u&cvc+hc!r|<)+^Vy}|cR3SsbM$|Nlwn0__y7?NyR zqO+3rB~@8VL-#}Em!X280Eeohano<5C=!n&WqX(oMQ~(!zuCS3u~F)w`4>*+sHFFG zMbo{^TcFfkCG5OFxFtqXSz3PcW=eM|y3Ow%tF%&+gZyrI_xY4tpj{jH9&83^lP1qB2g5N_Z(U)dK*Iy$ToE!^+r z&*+ER3O-^Ma~cJ91$RW)%ZDct&_y z9F?L3Ed;7jv(jV#6!w%Ty>kZPHs@BZYwfO=RLkO%eIEaalqxsn;+gj~i$d5dr&cnK z1t@8W40(k zGd@P&^_gG6-#oBb;mfP`7H)+MaOsY~G*Rm=o}052`dxG4#jXmf;R9?_YOR!c7gu0q znQQ%VHIqbJp7Eh}9L9DAo0gYX>6Fi6*QV4r?uQr$wse0kxXa3PqcgGx|7V+R@+9|B z4<^+D_!3I@ZFl+zGa$vZud}n$&ZVKeUjCpeVdKwGiHK3TE)BQLjrcLkYnh#`E^BeQ z%L!Y{V3#q-JT40uN{#ly@E}o)E}`OG9G-EnNgRUlK&9O zHg|MhOp_0Rm6E+So$_?>cXyyGH^zrSI-IexyjpW{!KS~mWAW{XF|OWMHk85Q?l5Um0<68>J>u6Mbhb@}TBu1om6a18-h}YRUxcUz79X=7=65R& z%|CCCxXYCe5ASZT$Xwi>pu`N1bmpcr3RO&d(TqBXlD3kkX@`f+zVt1fUN|T%2fGx@ z$7E(yeJNEcTby?KTD)F*JbI3yjVdB+aHHPs6lOcub9zRvI&;98J2^k%@ToPwYfhg; z;cBgi9h#(5$~IsAjcih7J45(LABL=cE7n3bViUQJ0oJM3PR&WYTZHs&LWjCGs6Zhg zZ{mE~j7`5(oMVj_l!FbsZ~wM(0Wc@-l=?51HZ53yxQorYSm$C?}+q z^h%$gtxWeQ3mg>)|Dk=s)eRvocVX&J0CJf~b zRMpgoeomwG2l?PAxKRDe!HT~#+bu4q*DyNkv8Iwyj=Y|$?Yq65468Cb=~7{L^Nfd1 zoFgMgRP2)@Z*yzEuWTVGLus?<=-X#c#})_3 zO=1$DE<{zwN@^Ch*SOKbUwI3A^~|uN^a*vSnYX2$0K+(Mh3n+qU&{5^TXh=w__$2i zY5TED%)bUm$lG!+5ON^u;A+m`aAcWjd@PV_J}B-C$6Khfa$`CxC516#9x2KVPt!$8 zdjmQC!;RcecX`L$?epvpo}N{~r|s;q${@5enXU#~=DIj()LmJ`{} z%-4Lnzx~5%wk3S}*9#-f?XDn?WCRk8%#1~k4MFK{-m0ZD=+z|Ju*L~;+iR!jF8JxR z?!Z=_9S{)Ufkg_ABCw%2_hso=mtT<~$?Skv7Fg?5Uh@(8a|cjTs#@4%WaL*#ALDi+ zsPj7FwR7F#u?Zs8Ws=WqRo1FLczpE8@>qJ9k}G79nXAdCT1wvT;7ocrzI^5nV?rM7OaNPU^dXip|LC{ z(}EzmH0|*DHC^PkHD^!%#pO7of+$`htWX&4><-Vp6<1t>PiTDn!Nc3VYOUpkG$y9g z;`@QdinZ8*zq3g7+!X=BX=VivzTWIKJ$u7s7G%{^wL4-HsGR4VgW1Wt*yFN#heV!A zl!z3FtF}$Y${i78_>^80d@VE}18u-w8_yl>5okD)+RX)MW-Z^E*Q>i%0G=tdGgmlV zg)YAZ+}$6(*VeV}ZNbD)00>gvM4DVISpH(GXjpNpMVMI`S=l#08hBT%s-nW6>pZop zU?>f;6Ab61|B{gc0SU_H?Z*OyBLxmoxx)4#G*2D#JSy!XDBQ1Xi7D>>(kowWjBuVU zcqg+KDXz@TU%fy5t=o6;|E)Oj??Mz5y|WE3&T%+6_sH@xQ@oi$uUg9IUa3YCQbU#_L;{Hb__BnGC&|_1;47P zY1+}chbt^HGNYlP0a^+*F~22&S*z?oL-%Lqx%NUGmxDoY}-ewH|R|u-D zZGHVlrNd<(*Ke8IM?1!sK3x13PGS2S+rqnRZ_s7>PF2D#uD+?0Y0hV&<2LvHe=BWp z&m`T6;MmBQkH0uWg)Tf2{&SAdO|hykQrnw^It&f=Y;Rqf^eNdhhf|WVALsUi8~o zb^7s7I82003t0d8O-9nN@&8Z``S)?mP^4{|T_YMU_0E32@y$L625YTbh8-yqv>mj+ z8I<699k9o{8=m_c1|{rlZ2eXxBdP2_RxbmH0>G7_kQoSPxMAK%Bmum#xxHOZyIdtN z2?}dO60AL3MkUzBxml45pt+Hs8&r2i2V)y0%;V`tG1qED_k5NFig|pPlAxFYYMPva91!R3Y*uUpNZ}$4S zF8j+kY=otmI!UX4+U(uo-tH8lT(hZm6=z>em#4@%+FX)byiS}1lsbg*S4$V|<9A~A ze*1_J!jtZSB5kUCeB4uaD9?*f;%EC7z=Kf-`oR7B_q&IQY6kU(33CJtD*8vtq^h@n znhDq`Sw9-{zv#FW0nV-mg{6*kJ`6#JS-?#qp*>D9eZYwumuqqzIT=ZJ zm+wS7*3pi3w%TcyZN)s%arpdKWO1*5-65?A^}g5zG2BC<6hnS#VFoWkuk1I*E$u+dL1l_hF>+HM zO;71t3Zl)cJe)_!T{puE9cp9jeCM%5#nb)O6*(&l?sCLcRq6>++a6PgeyIK&SqKTC zpz}g66qPH2xst%QOVZTT)CJfg=fQb-fG5W~4V%>!Q=?)yZmMsfm$|HRth?Z#Fw^Bs z#AGflIP1PWtT)!x5jULM!4{d@A|K6AQg?gx?<3D5iGzV2sOpcF6j5Z43T2+Gt^~zr zr&Sf*i-;FcT!&q4Ct6@Nhg-V{=hHEx&OWE$#u4)??&#&XD7wYtj-kYCTouDT9JYLi zfA^)7&9pK<88)mQw$MJYy)eAt*iYR7U0$5^h4#Mv5eJeZ3V290OgC?`i|xBi->&?P zv0u$7OlvwHPm_@^luRp5&Xmp>+-KFmeS}Q^-Hqx`%JJ_-G~;!-biVK}{Oepm z-+Pn1_M=G$4K>KpR91m_Os?V5DvIOkq=~><*ks}AkAaBk8>Fo&y53?T;9cV)*ymuI zbywTZH!fV~b^O-`Pv#rgblMvhhp;5a`&1W}I2u#~S6*X+c6eJS#zeN~MBZE%8hX#l zLbTRarP|Z1gyyMH5Sw6%3NIV$K+)&c|9PeQo7yjGtxGnxZxK#t2nnGATq4=Zg)5(y z>2415Z+FQ2%H$fLm&TW5724buj@@~8rfiMf#td8A&$V%+OhA9k|MrO*vI(d6W#+Xi zLOWq8+v7g+0B|5gA`$%+Xi?HX8!Khw#CfwL=r*$j=EFmZci}Pl;3Df00pye;jisQV z2n`G4?o>X3@_yT6-2?7gw^3TC`Fy!5;$eW_cU9Wez2%Nj)#QipR+jE5aA=A$w#*h- zk8T$Y5eATcfWx|OHxHzM-M5yX#ZjPa2?u4P5touQp5u;ug|mXQP`OU@Mu}8N99AuB zs<>~ab$YAJZi%aHRqKCl<_|YZi*mzjsSJ}jU|uRjbCA=Ti@)4Kjx@83;mnl z!eweLoyx{PlxEcUMp;wwlEw7lO9dDJt&9jt*rZofxTnXTL~%%gRwh5VCl3G1Jt~{2Ei^g9FILd`Md>G0Dz)jxX;#ws{ogm?Zc`A``se`3k`rQ*FUMsWt zLk=&>yZ`Me(C`di3~h2LTO58b4T>*Dl;}nxQTku0Cf5g)s^qp65;EmfTucSu@ zF1M;~OwMe3+*MDeL~s{pwyZF&9&WMVWJwo|XioLC3&eZucU$v65KDW|-t!|8Ixk7e z{@Ty4#)kQ(N4N9#ItFRWZ$!$_sWaKjchO=>vRQiU)_L%1=4+qV1t7H-lB`hQeFH*S z&Fv?5aZALZ@zcFSldtkgh&cVZ*cxL;Ne@ktSKZwja7@pA8M4-KYQBeD;z{8U(di;s zsu^D!IfF0$s70K2^SSHOo@0m`&S2&w?L=qE2gdjt5oav>kOQAAkt6wG24Lt~COCqBm1 zIQUW+>2>y=$o7as^URS7x=*NXYb6hFVULE#=sy8X_>zgkMS1*HPGUKT2W@J}!>C%a zxz^d`TCQTr8>~U*)WTTp?WiB4Yj~mtbnq zLC#H~7#sYrM$RCtR0+a54i&Y~l!8PS9s7PRyw4<+`Q?hpL?ysl0AxufaX!x5X?JN- zXnUf??Qsb?l9;*lMUuDm##(bxzQ*A}rAGANUMvvPM=_Yce| z3?75@czTMuGdHeJ=gfA~J8Wq5cqhy$WQO`1Uox*4c=zil3e2&5aJM&!mQZ4_R3#$r z;q{gR2)AbG4(cKeox#Mu!Iwx3NlsmVOM_0kA5^8xC>^C3lLDO&@%n^c@;BZ#nx(E7 z9ZU;Uz-eSPDnjY3w#c_h{O6xI)P>x_oT_s*GI;^Lp9Rs>jKoydE+;qH=;DE*={-{C zX0wv%fQ&7z+nhYH-Pv|Sw+K@q<$!$QK+OO)s>giu0w!wt?UAZ1(!*oD38e5=TUL&) z`H6Dik4h_XQ1!vIvl?@=%R_s(4Ko={(C@)ve z`p^2gY;_t?)rN6qoG|xp$KK|bFNxz7gBPh((ab|S4D7`4z#zmWT|E7H7HztOD6fZ& zb0N`A#1ejm+~_7hbDT_RM7aSwchCRb73rCktv_SPFV2vnj0EbLYhfh z$&Dis!aKO>9PW_hL>8Y0H=$)?zR5Md?cL_-iuiGb;+A%b!x)|ZJvx09>M|aL&vQ7G zd+<3O*FI-JAlubm-tbXA&Uu6P+HimID;4Y|fy5Oop(7rV(23V#FE4;~wdDB>NIUp? zO9LZ_qB@o~lFFGziff(5+aAWxsABy*B~m!wg6TuyyUQiG2q&_Sn_7@p~*`;*wY{CoT$jq2qK(R%5hFhNvqazr(#4#Xe5A~kLUE;Q;53vdeybI9 zImUF&r*DSXLT@7Y)%m307VCHLr^mWsLD2F^6i+FY@gu#tme4}1p^1Am{KTxVw`(-_ zbz4fmX!3wt&xLBwPj{qYg01V{Q*GO$_YjI5S7c!-aHhQ3)gk3)eWyW+a_C?&l99ps zK}nF5n<;ywDsM%$(+l%Z`DS9`ZRyrd`@PlL^&yobyxL>D>XHwbHaxTsc{OgV936km ztL|!=+4@k`&K7m*l{&Ib@ihgeP_8d(dcaCxCzF18PnNn?cTrl|ZGUlKoal!s!OOl& zr!72tf_)^1*xd4_qe3KPp}yO$%J)^9#zBKvj$ON`NXfl+JLiob4w-Ys6@Yt*+ z!pjMq?zp|D&j*se5gtAs*YcW}Y}9>47Lj4g%*^a&jCj~>Qez8cgr^0^wgM4FB1H6J zf46!+4N4JCKRZS9w#}IG<~+2%!Eb>eT)x@SOi3cSgBcMOl9ALn6(y)LG8gm;z)}L8 zb3q~t3aW*A^R-g(9TUXj2m&_Nao6W8TX~N9Zw}#sq$U2PvvdPVw+~;(u=6z$84`a* z|Cyj2fY78pl5qksR+(c~6-a2#fTmbih06+qG!m#q;_nE|etXVDM38P6y5|FL9WLtg z^rt0$ba6h54C~&<%;??9=dUw2cQaFowzmJia(q19sjtLB9qm@VYuh09IwVHpd*^`Z z>*o)y9gM7(qS3umgitG-Sme*gOKcAZZ4Nra48r8T{u@Z)$F&r8v^2<<+Wa`aXKMrU zGhRs`whlW4{4oxDyn)RHH}fU2sx0-=*~A;6>DKF6n0U+;u#!##B^J(^XFnHZFx*^I zDiO~pXI0aAJ0034aT>8F`j5%Fj@3b&#O*5&C68q%_rSv*iyf#m=ZKUH0Xi>4-0G?j zDQRz*>+8A8iIA0OAB7?yFW= z>FIA7AVT}!B15v}` zKoMTwk3~1x*Wf=?U9Dc{-U`aJk?VPjHF(!(@D6L;+~YC^|Bkwh1uQNOPfZ&}!%wbx z5S1VnnXugPs>F|tj{N@{ckVzY`O!e&sg{qq9}LKVuqu5FkZ6KGRvbjCKt^MVa$(*T z3Di1lO-5Wp#;_B_e6QyXWPvg|hzjRGni#6OAmsI3ykPwQ&|OZ-7sd;@N)5mo4xV#~ z_Pt_Lr(X|Fco7wE_6>UcjK7U9!GcF0{M75_Cwg5g?+^+3RbD?jGri1pp*XYul~1IG$vnzHm~lAO{yek_v8{zb^eJw zODJiWaF6Mm&FkO`4_}s91(nRwJaV8K$N3+U6#N%li|@jT(BJri`E>Rp#K}*z9C&+B zOkAIfa_t!C(S7@%EH9*LQ@Iu{C%pAoIs_7lvCg9zl-8dN>Wh$5q=Z1)$W{20chZx| zmCKwFk2v;1}y!hBWJgCr@<3g9x3-+@B(LfSNO&ydN)|CaPGM z3TbQex>MZ4zwhLLYr{BvvkbAid{2_D>O;o}ZtLWIhq6!o5anF0KQEsSC|Qx6p$;Vf zMlyh$D{8vzhh!1>Yhg3N+G18R`pvwnwRTS2h*s8{Fvoy{JZ@lT`rl-(xdxre5amX= zAYySQpGuI%bMRgLWrRDwl7?JNX9KC$ao&X{7iOpq@dQcN^x>CaFL7i@qU^6yPQe`B z5OHRpQEATttThA*rDTjRX7FKS8`P2S5+d1i_>y|og`~wr#}0q_`)R5+oHtd84!Dws zZA`*PPVdl-DSHyUmYW~c_A_x5BY^GZJm`WXqQf5(o;!FKeU>Zw$ZvaHu`NoX1k6rX zx28CFcsG+M;kz8!$l(gXOxu1+qAaE|?Fv7^3emXxho9A;*GGQpWf*YqPGn~e-|2GO z!9aQigGe3nbMN41fzY5VjcbRm(1<#E1;c}8*Vu~JAisv9|LgFfF^Cro4?WG@*>%Q5 zw&T1a(xAXgho1^KE-6@M;AH1*t;-`u8mn==j-z`E2^4UAKKdM!1M;%{MYHyvL&;;+ z6_O=6QAvQ*P0j0pUn5gId`tb%SsRDCo<-{3LfYQukk#Q_37sb!)vF1RD(ssq^?=jCih@Md^kzOM?T31UXoDyH4&-_6fl;l4}Eb^*WNHwn5Ge_idtK zdWoH-e?DvKI(yv}X-MqiW<5RCvpn{m>weRX_@xWmy8frbaYIRkP^HSMv&Uqf(c_nd zc(W`~&szp0U{pP_@0YtXZvlyXS^I_N%=S;keHeGUu@ILt06b zBIr9vn0W?!+-&X&yp;Ee!x<+UpL*f(Oq_g7rjKyB=(Pu{_d~!zM`Ft1d!{cI(78&_ zY#G`RGJ$B>(G!#eAkMYt(xbUOEh*pqG*3IE7l=YTv&AzNg7H1W&Y6!jSrG65NB_|W zh?=hP{b1Fv`4d{}Fo5IRIS8&`Pz>%&$bH!G8bv{C_rN{dUGnWV?zF6ICgqR|rzIUb zyze7p?)p7U2!dl~3ykm)@8gF9s4sdD-u1`q5%{mgN3^Pfe-@%LaH$soPpIww5f`e? z;W_B58hv_w_#iwDA5c811gSGac`SWr{L@;@8uotv`L3TOyfv%t*k+^KxBepM@F^z= zj-H|b-ZFaP^Tg_EM1*PI-xKGtyzUBF7e(Ce?C%9Rs}5X}G9-qEbC4ZQb(Gj6i0Ca; zEnnDODL#nsfw=Vf@aD zHXy*_M&)3>e+NBC(_#*pgB3SPE? zWBM%dK*xYho{$cwUm=4uk`Q^Ct0d!DbjQ=(rQ~z4X_Om6Y^*wZLbo++dO78e!BuY4 zw=X^xV3Y>5hxN{san7G10@zSwqujuo^NKs_sJiEXP#$ZKNi?Z0Qvqzo)im;*ca9KJ z%iU_T*#4QP*LSM#X#4~Y4Fk$M49@dh*o-V#@0tW7nb|3_eSvKjIjoyE%j>&n( zwSE@b8uD1)`P9ieD09081j`3wTkXy&T3S&>9aAgQ{(65B6T3$3oe<2cR*|V`Yo zW>gT(zUb86PyQSiw`!J_`v;b)A&z91WD5%Ma78` zkzLDI!^aK4Ky>DKx@aTcLeC~n!25wlDAcUcZzb!ZCrg!!%>@5U4xk%%s;vYhkMU6j zhE74g*CPe$-Cko`mVx4FJvk+#nWt!;UYAtpn1pWf9kxsC+?)#JjURgwJ_ zk$-SDpft3mbhntI)gLX8F04HWiAXhc#mmPY*J82z=gMI3CeDLF5^c z3NTeWBa1Uol1SamECcijhp|||(G1N#t>XvDylohI1O9$oiX-$y~UJffYLqzqxPXaDIL zoG*8}t>Nv67b}<6etV@g+3SkP{?|)$*8!bM3&@FND`ZJKfL}TzqqiNh2huL=OSG+~ zT*FiRAk+Au=Ye+l-ZzIH*|I;&Ee8N78~|3r24+?7+_`h)yh1chM8vao@43`}_(=bP zjPOv*+V6JX)v+@!U2ro<1AJ5o5~1MUTub4;D3FycI;L?`x$u4g@$5tJ24DF8XG7>+ zDo5`K4t&hjmyqyAfEIT|@A1~fLLT{FH!(5Ui2U}l&S1-37=9c2U*68n zuDa(MDEEr7Sqf=IrZSh02pj9|Cn)?^_?3hqdYPICz5AJey97^pt!|ALH;#}E_A|2w zX54hUAzhHn9w(ywWoSVx&VsAogyTQs68*EB@AKU5u`k~~3ng9EILIE{j=O0n@o4w? zf)j|&fdU-}GeVIYWVupB`nr&BZ#ByIj{#al`RdetB-aV(<(U}R7F^8NL|=`L@1uKJ7==?nSkB2 z&ijn76@)Lgo8&zb5%eCQ0g?CSbA^Lq;`yt%40hHoUbS|$;u}1Mzn>XbSN-<1nHAgk zBa=68E_Gl`CBh9VPuA&gLScgh@Sw_JuLv$EEL7Fh%mDq^yJLTT@viyGyVG^$W@kUB z1_3Kah$GAvw6H0IE+a^)-GM4P*YnlH1P*K|>SR0Y*pNp;|LpbMo>s=L)nvI{@YRAG zp=QMX4@RA*?!J3tenU}8ZzC6SVdExr1D9*F&Bh~1v(R{L*rSOt!t_VIFVyT&xqP-0 zG_X>TiYLI7sT}qIv}PZGhVl@r3xFS_xDJ>7uU3PegGet2AAZ3@03=LJzavP+xdm0` znTVu^F$k?&W8z%%BnD!*Re58C7!OWYWTO(YHNOGvS8$rTb~x6JGF%t7mEXK6!*z;SFvaJ6&R&2gTbal53jqS=|RdjtU7 zUIr$;d9}z0plT9WAnl2X*Gm>;6V!dB$tJC2=qBZCJ(#uSd^>B_b0><%9i2yku06m> z=x>s7(;v8ZD6-Q%#yFsD^ow7U>tyFqnE{Z80(kmNkES85&y0D zP!8t0gEM$zhsiE@GVUsnlGVdIU^PU4sIE}SAa%k3U4k_vS*o`i098mbZcM9CGflo} zVA+LH>t^0PAnR~#072sWAe}z)@=&pfk>6U!QOmdLqkFD7+CZo(MQfHveHNp0rhuiX z09ZeV`N|H-u^!*^m0CA#D%9F3>qY+qK&{K)}xd&~?$1(Wd}2X9TzH50ZF0NqcyxMM-{O!luZ##wQ|I z>iUN`*J_DbUiIm%c}Il*k(|?)11zM>cwvlA4*}HsmHxjvB;q z8uU4G;IM!ow)Yh7At3ebwm#RH-4}4UWRwPclEc2gpd(zWG4tKarTKV?Q}QhlBSk4& zaCAUXksqFhQ70p@2IgDe0O_ussLz)PQ3I{&QY{34a;EA7Lq;n12a$>jZO^AJCCj&{ z1U%dMa$tb;UiH4_k)Rc_Q|l77P!wcCKqSRBP7;la!=-rJ?4Oe=p9G}hfy{#NoyJO^=8g_y zlh>lNimdH1>)cLKAzCL4c30+4Y)@fN{j_@zPn1FcFGF*WjLNAGUrFca%qw*Q5DSpd zM^1F;mCqAJAn^gKsK2aD75Ej>Ap&Vj|1P-q`3cU5tQ<&6oog!JujV5 ziJ6yMxdAsaJo21Tb*%w*Ls2)`wBtpby`2Vje$Z29t^sJ}z|;BSCs3)Om}ZkRl--m1 z)9g#d($S(=b%HVp0pv$7Lud$$7{s`Zd`y0DDoS9rK3rq)_i*k>aaLFofaROP=)BoJ zS`xk=4YUl54;UE|H;=|#;`QI9GzgpkxghlqH+Z2{ouWl~W9CAjR!Fk!P87yWuMmNb z8%I3003HM~=$ws4O&kGS)nF|TkZQ=Fa~!{DTX48-ec|(pVi)-Qy3VixG~)< zeLet4!%Bb!fmmSfN)F|gsW8*YigQqtkmwhV4)BN$ z>zuA_);?D!i#JF*8v#-5K_y+}x^FME6#RcK3EQ7XqfI6bOG3x}$6v?=lqv9G)nH-H zHf<1RBG3}#91V4Ud*M=1ES71R3hZfinc()+s+vn>Jsj=}M?D;%1W{0eU*Rx@j7Tor zOtKQ@P4{_iqRdg!P=>zZlK|J=zy+}{Dgp#!~^3R=)$(75> z7+*4LYNbPOC>?Onw%b&Z-UelokYqTif&Gm~t^&Zt2i1{!8sINb&gxIw0zpV*fsIL(HR)jL-DSiueGSM7&e?G!1}Z$R=@=pL zi*MvT&7OR!$C#d+~_DQ~ zaNIq5VxW}oKu%VBOg4eZ<4mabL?pSN#Q_37Ko4AR|9+)c$o;j|EFpuy-Pnyfw55N# z(C8>FF(=G+yt=MqmElso2>PsF^r`67w13;%hRILdH#?HR8@<1B`+8g3>#>Ha+j91u z@uU!(cy$=RL=lqLah&TRy+~NQRTpeZSA-*^FOyJs>Gl`Jl2xr~o-KVpPt@(>^cToG znO>$ds&enB_RS4gn9mi;-bqzXaiNj@?OOKSXLBBof)zBUlmSrS&3a@pI35kjMi;=J zk=>v~J}sz}av>jbEDpps1nOQ_N$3~h-OaRG&L|ejJkhr2F_4zNfv37i0K0t~L{%K3 zgr55ZB%>0US{S3>ppGBmMUZhua}bKjm0v*u@PRBfr(fL#2#5TGE0E5g6;<|G=XEmG z`{U$^{8zCB{9~?lqF|ehWt>2wXkI_MnA&o7#f2(0VQKVdFfr1AfU&?0*Plh$z+aOm zKn(6^4Wh(Y;3U!tc9);6ykqy7?Y+LXJ>lc82dz}?eeMR2{(X<>k=a3lvS`Cax9%+< zf|kBtNm57MyfTo)LK@+NLP`2~-a+0MP-h^a#GP_k8BFlbH`+H^kY205>vQjSXWWH* zo6m!F8#TinJ~DoI!FmjMRv8`kZbE^&79tLwG4a!nsiD$){LwN(c>|nI0p`fLJZ-?8 z&0@w1SYSdIVGi?il$-qGT^A1$)eD>DUAZ_mzQIvST-IcAR&k(j!h} zXk>locp0Vt;OMY~A{&Pcnzgqws1vl^SX&=T6(Z|@cGa_*{&J@FAHVf{qI;4|M*skH z+&~fe^(MP(vX#B)zv^E;4Ejc7&!NW#apWUIfg(F`E5<2|)Fh*VFRNoWL5i!G=$;7u zWx)3`kp->`u${x4+tHh!DkUg<=!<%EH&>gHpUsHkP8gT;C}9ME{DAZiFu7*iVa@jx zATxI~lTcp`hPjwU#30JE{mn)*d}jDLI?xLj69w?Ug_XgwVy~Iu=4=PFzohpPMg zHFR}m1)JPnHxWF~!Pg7A#(9PIr#>KP)HCG)$j(gTYNr8=xru6}rCiV-1DPuQdsU)f zJ3hKU8$|1IWCJk9>e&RD07ZWk8H7;c-z9auMV}wYt_pAqsw2Xvb>n<< z6Ra&tm#N<1on7io5F%64zMQx&%15HI`8;1CF^3b@K1Uhe#VY-Qo04?}7X)oM5{LWi zC?oBdQjr83^j#=6^wx-+5#Rh1!PdYoD-PJW!CzdH#bCFiq_Kk7A=&;< zkSF?Q(sIy|c?W;e(CysN>XT%l!1R*L5Yh-pDkT$LcYh{zdk|M{^&#lXM`B3^b7VY= z!@qq0i&O~kuGZzuC7k>pY`>iFuP+wEBlrDS*PkOhkOTOlHyCy=MXUOggwI4pJ8rK8 z#G%(U5rHX)@MvMo!`ME3e=dv_0UdGIpTUx#am?+x=Z-)yn!n;IO}h@@4lqt$wT6XX zNJE{5Qs!#;P592Kx}^tk&~;vX%#ixRFDPB=!KsUcS#7jx7LuX~=~q1Yu6uIOdGaMH z{A8N)nYnTy|AODkJ_?+h;zBK$W*q*_GQ4wg%J9}fJ^hA7;wD}Ovn1Z{pO7hTp^u5j z9-DkjvCQ}2($dN9$ME9SeY3@gy7Vs6uP9A*lk9pfF=!=Z-5p%cP?rsK;94ou=A_bU~qb73ME zeDki61dCjN95HNH_x5bLoUm5qA{X9_HI(3$7hj{M^bsLR zwF^~z^TmU!N=u3t5d?#e&`ntti76fv6I+8tr)mq&Y%9xnY*$}gFq!C>gk_B_u&Qw3 z+Sbyyg+U|_VNSgwAe}+dkU-O6kf!9d?uCMeHxT`IMn=YvWO4sX(-kZ2Jy4ay5Iw6s zMnQ5IV?=Qj^FN4&w9n8&0y?f8!*(t~Y@?HoM%3Z2q><+V3kH%Zd$t=+O$ic`B_Hc( z1Ft^~?U7!)5D;&X{yd<4I^kA~PJ*}zN0(3l?ja{VJ##Cr!bTpSUqI|k3EJ{6vaa+L z1uhE8JLdzhU+}$7<|`6dKU%G@(HLx6p;OX0Qp`xx7&I+Vh267N88=kS?>{M&%yfv6{f`A=jX96 zVzG~cPG#CNNEq&P{zVph=VhZES%SEdsKFxl-8yTHWz2RTnb|v|_rCrMzW!V2hu;>< zP&SMu#M(Z5Rr_8arugf+?oeFflme7P&&Vr90~I_%5d02<$ob2^&!5BUx-W?%l@RCp zoPZrRTwvr6a49a2Kbr<)M=wlf)w*DzPnEit`gSJBNORdIF&{FItMoL6HGQ5A<9wmz#Z6QE@?-qc$pJs>kXO z6jWOzr=&@oi}52Y=>8)GnRTsX?%xM662`ER2%_yCgC+k)ij?x({r|dq^KdM?w{2Jh zl}JLSP*fykND^^{%b3iS3YjVt5lYgfGS5lwlw=N-q$remY&0gRL=-YanYnoPrTf0$ z=lP!P{l4ej-tGJT_HPquo|GeON&5sIpjDTb@# z5;Y_&12;1A#!WBukqv9IL}+?CM&oPJg>Lnk2Onq0K6X7k`}ypctJzQb=ZHQ*o)Pa` zpL0g@C(fc|Q%%i>l=*dy8f*JZ6$H4K)Ya7`5ITSV(|t#a#&WalJIeeDTb){Sv`J3| za!l0AV~@3iFFc;0)1Vm{J2x8|%98u!$%^SSbRwN{n;v*No}ZPUe-OpSbV0>KP%Pos zXzcr8pnU41;+B7S>i@=Rsk1A0NKsI6}pA4-B&CZJrpAH5a+H_kWzmjeE8oV5O#lBj>dvvd0IBh0PLRi1u~ zMrb;QoT81xDnth!e>jQqO`J;8?`|f>d9}71Oko>zWbt3WTH}DE@%&o! zUu|CFmKylgRI$C((zl3O)15_uX$8apbn>rrjdWP z7SZUQq`MI6Z+ZVQsEES!V4%_Cg01J-7y1Li3nPX|jf{RAtl~e_gk(hG_7lzPpCAL) z3mP@MXe3oKEQY9h=KsecDsm<`rPk~FHuU&uKtJF@i)lF5g`dIPUrh2r1I`qy$YT%7yTcEMlWJ@eF}Vn^v0+A$HwVdTYUBfeN_y6%lsp?BC=gdER_`q;+Xvn!#yQ1dJ8+9EWW=>|tm)AClD1^6l z(7IeGzw(66eTvvMs3|xu5-}ZFO|R+vzxnZ;@>w&Ft&^0}lMYU`#a^?#a)RmASv_CG&A{?(s6yl~M!%i+&&l=&p3r2gwg(wi=mlAe|I4au z(d=aWKf6ekJ+f!%KVNp1GPH2fbi6b`GmbgeaAPSe7B%XjUjR@WV-`VMzicXpHqBqjG`c6HfSR8$0p zm-5)?F7dc@iLM``bY2dbt4p4vKZ3%Ot^+MD!l_~{A3v6V{w#os)FhGKXxOI&d~!_e zLXGe>K@}C$`pA)&Ki=Il#PQfMH*Q#=;9E;un_WOV>tt)rvW$$3B%2=6Kc)QLJ1(TI zJVtsVd*nUIu?X_sv%9Jygd`P$Eq)CTmtu@VBfZAT%MvRuGcGqs)?jUEZB0VA6@v^D z^5n_i-N`uVWCF=pX&l>}l9m<{o^qf$>qx}w*Sh5GaWqPMe}CxPIK@r~1Cly>;*i8G zdGTTy&YWH;p#F0uI}=A#R)XVYlLb`kR8a_MYC}HtDW_pt_g(8IZ1m9ehE7uC&H_KnO zV#SJ{clWrxi|f{5MR=YX>;JHng@tNoCnmn{?t1L{Wh^WemliD<>i@8fs;-{s@b0es zxnC(grk*y)l~16^>_^T~2D5w-p z?BUs;7GCtx_m~#}9Jz3d;w=b8KDaa$DrvXI`fBLGcV#(sXO4PjB|+`4s__w1VL2%&0pAl{&GwGDZ|BP-e2 zFQuo8Q8hI?NBiD;rD?K1K3-b|%f-HWwLiX@u(UM$lP6C+rpGdS>^#@4UCR&|8HvTj zzV%2^XkMPYtYa%DJ3D()ab3C{?rS>5vL~8D%gV}9-k)f`pZLXl&fHR%-f;imHqW8< zORX*aA0GDx2+}kzC;b3#%f!R6{5s?CyPX7dxDG_Pu$Xju7_BhtQ z34f|HzadVoU%&oJe*RAMuF{-?r-1fdmGd2aUlG) zYuDCqjS=M8;j{+FZuqX^;0Ov7+qNwV8%+~A%*#=|Y_6`Z!C_(17PYZEBJ^(W+9VZ8 z%P>s#uj($ZPu7eI3R+fp?ze`4I32U1($>}{3;S{U%$Yktw)of@CMKM){(-3MPRUMG z3otS;xKd&=rI~6JiN8!uNijeNJv-DVVCVTUE?;fuHM>rjnT;*&K$gWaozx?`y1HW9 zx9{^D=)Ws|2)<~mwhE3fHzqX((xz;8BoLj!}AH*VfE zqEdY^J?QwsFYDH0a8t@^;konYe;@A_9{f_Qk46XyIQ!E6^~aB~Tg?mBOGS6IEAqrx z{QmVzl|D7f&cm}bp?znCd4ZdX4-;$q;9xioui~BASBb^}V*Bo18&QyuU|F|r-NUC( zHE|#f>+FXN#OV_=ziZ!BO^ppK$JvK&ea)=++2yOf0kC50AW3n2-Q2vocy3m);LJeq z*`IC8bnXb9K7HEK%IXrkh(-cl$4gX=y}rIaX4kn#t%0>sjC>S zT)VbdQ&V$dYRY}G(1b|saq#|s%_2Ity}YG^nwz%uQ)R*`Q(R34mRkCpkC-XTKDYiDYDRLG-W=y zlYyIz@07fI7yZ*#OjtpIZ`<*=CexE0>4DHW9ymzp; zc|lHVA1+CPH+U|}mE%nr{q?I1`@gQ}!g(KW$<2mIi?JF5U~0?J`GbsT<3=XjLG{Je zIpue6e*P>lz8t9KwzR5CELtbW;T`jZsgY7FZ^I`i56Sap3L;gNnVtG>_E4ccAQM2rLV8KdpE=V z`}du@-wNcM`XY$Im4U1fRk*vdsHlkHBFGnQ8}xl32yunru0YIC`I|R;O?DM>U~!`JPXZ!$g_yuG{|+>H}d1%^4{KFyUzvNjf{*8(4VaT^RokP zyR2|%&ypQGcD#w53yP)6- zh8V@OTlsc4g)Zmbnt&a#bougf^wilTpTVQ%&vFU&0iJea*p?$jYregVj%u5Zm2(uA zN;LiW^i(ylMebHxoH?}`ty@g`-qzuuWp-F<;t6la93}6de|uNyuWzr05s(Lm|LW!N zTEb}K4dQ|MLrcq*w6wI=0X^~P;JYRn!csSA9>2e{niqOTL*b`_(>@L;Ha|YDui!D1 zkYM{2=buD{ge)KJ{}46!`I%;EX{kx74p)K4u<*d=XV;lltPxX4(nC0JO`;G3Ppq#+ zwND17!PeF`#YORXSXh{f(o6Nj6mL9VbNuI*_lCmsBopyX8#ih=N{EXGgG|wI?S7kz zPj^q?MB^RSIHmLZue1A2ouJs;+c)Ld8)GB$D0vKBq|MRKqJxD{4|ZtInSnz$W$mw) zC!Ozd{!b736XV3P=M_s+zQrWY8hAbitn$eNm_w6(Mnrbhc30WN#tS#r>4 z?XGFIusW4m2lc1@?9Ak4j*#g1c>T9;-{#o9SQTc2X)`INU09GY!cW;92qLDH*?XAV@I^Vf=HC&5S#oJmVbSx>tA6oiU3!NLsV z5T_HNbAUm1&G&inr2}A*v^#-E^Daz3DK%S=m>G{_ELq^$)!=XIu|OmaK3WW)uK^!+ zB{uei0fqAFx};{V!#e{E%frKC?dHwP8HTU`zhdU$V{f%GX%P$h;_3z!rqjtEVdV@m z4{eW$jZG#tz-i1bJz~$)Gdkz2-X_>G$B(OVyyLs0x>l&=TMDm_3(FfDIpCNXF2X{u z-L{P*>qznbJ_!+#MW@=HOUJy459#a9@@L__oO|N^5BWF`0Goj9Y-xZsAH-r>PYVv* z+s`T|Cr4hXb^83VV;co2v{1OoUCUZ~(f2C&*x4Gm#2v6}Yj z45L)$xAByS4SW7de-jZDq>_L7TZJ!|C9EQWzyy=ypfk%4kB$PnOKsnd;}*9&wLQ-m zn~lDD^)m26vR<6RLgPNYj&c7o8us?3Q^oYv+>#blC#S6nXZiz6N_NAIt+{jO4%7JT zcB`_*VVhr}<6aN|y(QKssX}VaUbR7|N9MLO&~qjJe5~}G|5RRzVX{VsQif_Qyt{V% zIcpo6j;^kX*tc`W)GTMI{U&fEFL2srfsuwDJgWQ8wm5vkbRXNPL|}PaN5{RGrb7|6 zU`7@Gx^+tz7%~k_YWrl84A2Gzy;XKO)F&~Ji-`E#-JhugaHOEO=`FL!41R^uNX#ziv7=>Yu~6* z&{$bs?t|fFV0q(w>OIu;qmvoaigZrUXX;~PV@$5&--Wzqh=}m&l(vpe5)4IDTAC>A z|0?!+oWEcXWjEEt`P;+CkGBDM>zN)i$4Tf6*pGTs61QSvv;Zp;u@}=FWsZn#*%F5E zOueI{qaa*7G&-8=;Nin3=r;l*BGPayt`UG$FG^_Lezqx{c6Ls{v@X*U*8rqXM{JY> zxKO;^yCFrJlaq6VEv-QaWQg#dJ+IhkcZTt{PfvX@!e(aq{`>J#FjFHsh#|x_ZuD1h z|FQmA4GDqqXfD<@@^x$VEVxd)yQj9anEt3s^l6Uj(Mi3k;MTJnt~&uZs3A!`Bu{8d zLqkJ4{1e|(S?`w!4&Mpxy^5u~_oi%p%u@t?r_Y`h#f~TH`qG&h@ch1rcs3X6X=%X> zZoU*W@~V2Iv$xmYAY?g}QOM~_;d#-*@Q@G@et!P2bI|`b-QBnO(UT{4_TAgxi+$kz zG+s4XBTObnQWI{PPu6bt&o9N-tFY5vG&k>ev@kMSb%7cl{eq$GsXG8|$XpV!*g~ zaUI@Jwn|k0wl2P_k)q)s&?y-w6(%tUp=sFgGLDS~K#!X!lz6gBuq=1f#HSWF>L()2 zbp>_@E@4l=vPvWb8mG=3>uRzBP>6oZ^Dz*DbEzHOj~tvw^DJeHKp89!>iQ;yFDvV(;*|Ah+3O5fe)Sp4}%ON!#i2buny#gHm&v zzEEydDMFxB%zKacO$+(cT}$2jTMYZMiR(D4$9p%Tw;O1|?MKrlbM?mMSU(Q6a*}sp zYsj&+z3z~8H;?D)f0(6DXJDuEbz%`cFD!gFCi4LtyULa#P8^fFggvrf*k|45{s3;? zoX!2+D3%4daPW?3q4;p~#2DbNl{CZII$Q(XDn91Z5}=pFzi?2q4WX>9egi9y)J2OT zuZ(i))HgNyNN;1e4}Syg<*fJgiE{uq{Ge;7?ywfXjoW0#r;#n zbC5P#KfjQ@w8Kdk(JSBYwqkF69Jal6%+N7jI9f*?_&Ny`hp>3w@+?HYhlF16b8~Cr z3b~kKMe0rZOmw28OuC8q)WFj(!StEqJs~W(ot)Dr)BfXp`RYt+Q%W2`JI);|dwpAp zpE5VI4HhFuP}00WcHyE$>|9)a2x0mFO12$)U4no;WFQUEPRp~i5Wstflb(<; zVfp>_4TLn3XY{bYBN6!~SeAbPSQHT!Rz1M(_iJ>t5-H{@k&%Y|x02|H`>+m{Wmyz9 z?4u^mM$umWwPpInsS<)TcH%rZr>lo@;zvf@JkFmNQBXL98}KQ4%EDoYIYV<8Qm4DLBupPBw1jmn7^NZDY5(@k4;$IMlJg}fAM8{O80OS$ z0mU;V)zwSjwTxq@(af;??b{Vkojy0X>sonvc@Zismj>D;2%eL05e}|g%#0^bo+L3E zLkZf_CN|y|CNUD8eRXORB3*JZz)&Z?w}UId#$i*SBWz^hB<50j4ZpIN{AC{>!@DM% z7#QjOt+~q)DAo6LO#dt<_jj3_y})kh$D`mT7A`~yzq(<$-s5NqoZ)(ApbVaA7|g)k zH<@5mf4t9%Si&Y47${zGWO{P5pXw#JP3ykqOjERq3~vnDVOO{ImV*1;78;Iz4!Ck< z<;j+Z9j6>;W-@xwr%hE&Eo7h@?S0j>w3ZUXn?3w^-SgtUMW7>9$)~?`>C#eGR&{{2 z;JD-IAuQy3WAC%`@iF_U8usr}Qwn-ZuZfj8${a4J6b#qi4v4(5XXG9i0`j(iZe zKWaJWM+beIj5JxgNyaLGl)L3A)?~i%!OGzQhL8i|R*aaQJWt25yrt#ki{9Pcrw06i zhmJFIa}R#X_rc60fhehbyQN=r!v;pcqjZZx1yHRi1N>c5^ofD%wQH68q-}ms;{&Md6Np+uJSe zcY#Pj$f^SPpkDDVA3q}OCB72XkC`iF7?)YX@FOl;gh>+*Lv>0gPI+P){;;y0rrgzD z>Ju0oTn5_Lpvdc-{ijbjH~Ps*75s(E%!G^mE(9W=9RpwzF6I;vZ(UJYX@%%>0&RU$ zhrw63WAfGD;MiBK5)M0l?ATZEEmCrFtJx292P32i-YP@56a`(eX1rn~l0AUVUPxD0 zzTMWO?hh4?2p)ljc2&vS)Gg8qYf0f%^=w4XVX>Hw8^C?J81SOH#e1c+c9h>Dk2y$Sy>au`*sw3>;z1# z0jA=`moM?y_IBWg7hVmn&$iJ7dyv#>>gid~REx94Gb{={o3NUHjgO}R88m=Bp;Ean zPe*q5_G*I(-N(O2U;nz`S+DUy^Sg(iZUvYOpP|#?WP)jv-?*{o2`BUU`8i|qU;w{6 zSS|+m_~gL=2X+WJVL^ryX|v)xcOLXCDq834>Y5BQb~o(BXcW8%>5!@-LvQcuqGH?z z`~Y&B$6P+Z`{bbSgE`ekeMo>sw;RjemxNG9E{t+rynK(}>%s++kCB&`Z-+VMo700; z9B$O7^n!JQ->4!4l=;qEH*N&s(PB32Z zRf%9|Ct!f{g$9?92jdJ7$?4B!}}UPdt;txkl;NxYgd=B0EWxv3fcBn z`0Q8#OrJh~9`30ZvEMrWyMu;PQ5Ini?jOq4F|myUrGf+#53KL&*RR1`UIJ3oBDNe1 z0VA-H#Nj8pxNMJ>)|Ce{UURcbKpKXLs*EH%c<(@#Kgf8eFGXRX50gwXjAAI>%J6R@ z^0|YY1ER{xf&vO|yRpd)vaQwcAAY(5+oKxzQu<_z)HRU5V8<$6-`K{O)*P2ae|~;^ z1vZ-|+@c{ahh1L4$}d+@cz#?82|02(!q-wbS6nVIsA*A817NOyV6K=Ek4a2K$S?t# zL)y80_q9#NOkgW^q$}2hj3L(LN9R&LkZBd@9dr?a3sMscy=Nyy0kQ%RgV?|>F^&5A zvyJ{f!0fjW4{UbPaS0yd;NV!q#>QrH-;_OCd|w$DIoa>mHy>C5N||^;Tp%F8iZBbR zJT_v4&-`r5l*VC(MQR`@-2|e7EIKUxNyyjL)1w96iu^ykU>btnMtnL#DveAG+tjoB z9RlN-pOF=TZYUk~A~t{XKGP5@+#Fla2DJ$sU|CXE4QdttIT z*R0V+B7)>ogoT3x0~4?yc`BmI)q(!W7TttU3|llE;kg@j88b6;64sajmAaUn-7g@Z zu_A~AYfJMDQlsg>rPu!YOJo23{Y}Z5Yz1e33JUD1t^x=mES&W4p%kImN=LUL zQw5btQcjMnLqp24(ZSELB>w<{F%37@;%_`n`9Z&R+w@d%I)nHR44Sl8CuXLMP}*omAoF%a;RKr6MK(4Bd#B zO@X8h163g*K>Ac4;bRh59=s+y9jT6MadCUe>*B8zE==X%x-i~t{&0qx$a@f4?xyku z1suU+U~9X6yVIu_d@E5r4^|rKjyiy$O*?j6|IwVe2Ta1Xs3u)WV+KV|jyZ zZ;xo7JOX5zu(!AOOSlbuy1Pe;mCcbcbfaoe5##t0X1eC}>rl_J{){u1*GWlT@n;j- z3O+Yx$0E>-~^_l0Qv$7<~PiD5ja_6cjJxG;@!~*F~ zFujc)S%-?e@>P`HYQ!R3CV4KhJV4DiDN_*jUI%?5Di!Ae!fu_hu`wYBz(}VHJUjP$ zqkB)Cih&G$XlnF?%=Yc6SOAf6adEBLFd{}+$c!5r*)V~~Uy|POQc-~;^e1=j)_Fi6=qte?SJ z01xQXn#@kXVpEfep^Li{tT=&5IGRGrp-GHbEe0u^-JpAW7cVxOacnK!nWCO)mT&aq zI6`Ic9ZMKq-`dFmR?HL=+Ulj&cO0x9q4Xjn*#V`8X6fe{O0fB)kdj9h+{jURyqwNS zj>V0+d9$pgg@2yW^=30zBg$C#Df9)D4 z{u-2(LLDRnW0LgC@%Ev=|n3^+^$(?_NmN(Jko_EM(L5jv@5h%T*cZ5Lz3 zyuP`8IV>fz%%uo|q>$fi$~=5v;7bQBFJ2XG)?$F%o5=Iv{#M{~>&D8lqV9Iv1dY5P zNS{QwEs}eIFLh|XAB4!usv?jbk7?t0R#d9&j%Xx_&`;LZ!pJ=|f`+R>>|^6oK%Xjt#kcF)!mRnmp5mE~%iMVdW#BiPuu?JfVmb1*# z=~6eX%kje_ze7)*_QE6MOc-tWFi}iOf!E}t=1GwCwkJ;PL7-5N@gXu5QxYfqBt#23 zAbH&eTDNEZc0GN%rnR;8&)r}E!vE$%F&$eVxwv~EOK*qMr#b}+_)F~C9;^lhJ@Kl5 zsSjWb04~De%lA?l`Be(?^AUr5q*gWG0BIHZ^yv<;_D15-4d(TJ7f47>60*cSuydVU z+}q!;3w*qa_waGdtp;HM5$ova>!)43$N&%KpL3}P&`JZ%3kB$iOQ_UqH*e~I&ly2< zw_G<<5p#$fo*~>ONzfy-w!^|R0s1QNo>OLLrvsjkK-|$-9>9hi{)P>HD2%p}`toJb z!i9vkBXfl*LwklbSX+NJRio*CI$DZ1h{S_01*i5G+NFL*KJXv~TR|tnOHW5f_{5153a7gQYg!aKySp`!C{KdtAm0v9*Z{<14_F;4 zHOH;jXg>D@Sq;_X;f=>2IpgGARBca=c@r^EGSna%U?UuC@M6OFkYU46&HVWAIIT*= zT=^*O(;$Cvw!L%_mR7w-_)%Ox z_4GFLBCi|3At^LMPYB;#iChim>eYAT&dko7!|5_tSDSCOc&^pl+)R=PSaqo|BnUhJ zqiY))j9O3KGl0bhl-BmXj?9TZKwtFKL8LJP(^X}m!$?X>YO2zUSKfTy#>vaODGa$rE&lhs%%Ix{ua1-oUnlaQqDX|g5k`F5UOkJPc*^q0}5Uf5344y>|eCB!~is>X0KE8uY;>}=hc_TGQsYKOEj~Y!35Y^TPKZu zJKbJ#DF@h7$GOX~z^k3MrZoK+= za*nO|M(I@(*by&)T~@7Hm6DC=cBae)OmBkPBG8hi8KN51(>B;__c$5zqVpEIZ zd>@-OEJoJT+ob0M3S#{*G_u>n&Y{((RLz^_;4xR^b_vD>;`PaVf+-8A~jW2{y@jF-?x|-G~uWCOk4xqkP0+CKj)fBhxfe# z*K_BUo#&QztI#&2UO+b2iCo;^RG8H_<0XV z>PCfA$gIdhw`X42z^^|2q44|;09*UG9VC&p{ls74M%i;hz@W4DklE8h5S9YZZ+{Yh z)Kqx>Y?$N%_{x!THj16O*M!NNcuG7Ff65aXCH(o1&(EG#1>}L&M}j-4IjTBd{EyLv z1dHnUjfV7QQ`Qkm7!7ll0TX>lU(f3_<#;UUv)qZvfqy#KW+?I!ulhe8+#JYL?1a4Z2xzw%}m6(aveYJ@3UdGv9=~2 z2^W|kyNW%l?^vpyYGjBI#SZX~@Ar{HPjy(a#-r4+NS)v|+nW~@5EHp{)v%itdUAn< zog0-`)ZOiJ2&f&b9b(jvePf`H9o-B4Kp?16j9#vv)>*$@p@ z5s^z+mTC4vgaD;i)~Pj38D^M3SjHKsg^Vb+0ggCZgrKDq7KBigdpd#tHQ*kw9Y`|B zeit;M_?=t~?a9dxmjl>@zJjhJvTIpV46y6`7z?&Kl}0O)wP=Y*YzJogl*f)Fqx{*y zHIRlU%gurcwg&L#qw_ROzlRH6DIgG5S7(qLzZ|B-g?_T_IWJ671ymG?Mj0u?WwinR z*0Aaxd zhe*0#16-)yE&0T;I9E`x^0XOw(q5}MB9VUKJFRPr=|cvpFCsM^8={hcZW540>O`}I z&){)nH^hwZu;44El7xIa2%c*Ad}+{cxs!m`bL(AB@b??r*w}~+49*?^5R`>|cYsVz zK;HQx2mnni+Z2*bl24UKiiA^8@WH4lGUKegGQQZFR04X5%>#XJ_p6JfvRA->AkFV^ zUXL>x0V+vUL2Y0F0{1hbIEAx=x^U%GC=0sy|=*+V!Pg+`ee81F-Hf8fk>LOdQ+t| zx&`BAz&S-isYcq+XWBwd1nwjmQm{xs9~DO)2L}fo5W|NeQq$6+Fb=RQXpth?1A73| z>0of4$%RsBoMAHW^|~%4A^n~K3WP8<;K5P|a{4>hU9DYNQ(G%)W7BCpo`>XQB7EHy z{LatUw+>dhrnK}DFnM}siZvDsj2m2SUW?L3WV2o%>uzRl-V5f6sDzL(eP7_+nnLS(5oAVL7)Ad3-%;b@!(?%sNLC+G*7C)3^#?PENlVe@U>@xr~;zLaHix)veV}8K}n0P511&P~Bz0OHg&^aX$ z;SiZw;ePRGwExkC>XT>?bYklnmn<ghUD7=!zcL#9R;XOfu)MhptR=L)XZAtFRePwx)kUKHe;V59bV zuK!BdCtPBC>Xbg#3>VjdZY(~e4hXBNodvBJhIyS#C2T2rm8rm{Bi)w)l-~5{=pNFo zEw4mjHMlG6x`sY{#GCRi!sPRS)I>AuD46wuw!&CIF?FOUQ}71MbnhRA-vIF)i3IqF z!n$>r2mu8T4~?b-&XOd_N^F|-ARdV>0;z~gLGFFXSYUBOR1gs%3Mz(7GqQgMXU@n0 zGBm=kkwvyfK!B+37IHi;PF@^&>C>0mSr=A5+1<|0Qt((z5YAo$dx>zl9JpoWnl+&y z1T&O8%j%%L>g;+EML5h`adCuvW#N@s48Fe%`cCK3ANz7OH}mje)c`yo(-jQqVR?N$ z`@Xv-rSJyMfbX}IFYpobk5+ga74AsE!{wd+#!N^P*v+!0CQd{ynn3T^=>f=NXDHn) zufsk;4$S5E_q|@D?+(~O6ok;hk4B%;E02XgOlXe+hB+7K(v=2iqO4^10vHE$m_BGh?G;$FcAkA z(ScO}ceof>hY6t`5i}!}U5V(@1-bjdfa!X1cp+eQ$TrpBg~@e_ii%MC@!}CxU;$RH zT4gO2!9m}QNr9_HxDUl`IE*Aw+9I$W8XMDqF+~DB2-+&%lN2lpFg_6cEe43Uw6R&l z&CTuBQ@4O5!E|+5!q@B+#=K!=V2`5&WSxx6D)1l=v$Iv;_}hDXgTR+{U=oq5UnO81 zgYX&{Z#kkmENcI-Fjj#10L1IUQc^4NcP+)<#XT|oA}IEm&O$FQR;SMee)zRDJ|NW8 zp(B@U0p_HT)I&A)dKhMuca-4uJHCFsj1G-tF&I%mC23;5rI0W!-BgKst1XZO!qXzG zi@JT{pdFwbsZl7V(TP$Rj=vN%nw7mhQJA$OJ=Ks6G*^PGF>bOd#y|o%4#^+Fb~W8Q zz(yti*UxL$Yqn5olC-AX8{@J=B}QX$Qb)lPs8+D$VO)Yq51Lz?#HZ~+Ch6gzgJ%whdV{~Jr7GNDLK80=c|$hbhb2;h zm`sisgZqfb60q_?76uq)R3N{XVuJ)+3=ls8=EWOrgcB4T9r3FIP>t~!xA7y^~!ho_!J`R*DuC@5s$cl0iekjb`Oz0$r_y)aYa5I zWM=qu0PSGv><|e-M7Dra zLKVzd2lT5$qoe!&u%3wUd4Y>AAy&qMT*43obBM!a$*0tX#dR!79CaQ3st)mG*~^#A zj;%Qh7zk~Oq7-@PV~C1LE`GX$7OX%r-SHGQY)+zjpXXP}&O+RQw>=Ph1kg`HifA|? zP=A=4>-X%L;>F91JjiK6!vS@}ZbzCG#sBoeIK1Cj|3S0o9_(;y&hGAv3=@-+iP#cr zg;9fK`uAmpLl4xTr;=AxT+~hrZfMr8=kUOmF!<*|fAF%iv-3sFA%i8zDY7$zR&96) z$#L$aAD!prGB>Pm*cBH{r~J;HiAX#!TqN~Ycou=)tzQL(e$rTuUg`kw%ya2vf~B=O zb&4&aePLc1?TORpyK==~T|A~nHc3j&L`c7$*8bpai(J?Qj<8HH5toL0(2Z9XU@(9} z0y+4l5RO)WhDx2J`hv0HeI5IXP`eN*Lo$M`xd?Kqg$&4=9V%cACv*DPxkELSZ#y#z zF5oOnp~zmqaP;Lh6?g{|@#sSo@n~iwrgp^8zSqV_Aen|zoJHWQ8(#R!9DPalbIq$) z#(knNjNmfcX?a2n7r~{$d9kG$krb$wC_l6*A+RDMqN3Fa)5E`im#1h)k)b0yjnddP z39f35B7J;vHAnG2}vaEz>Tgi1W4JnCGgg(NE#*{oqO7H*%211!4Qn-Rrmu7t! zM*N%Q*zmU~VTa#K#)=7h)s${1Vs9(~1dJTV6}cN5#9OXp!j2IMDfs`c_V(RAOW0Q9 z{(>N&098r(lCXHo>pBd!l^UIHxhNAFTL9)INV#1pEL5V8H0mb__aQ+235l7ly}dR_ zG(vD%0okYSl?q~(tAm(wQLfYHn+q2%taF1ip)kUtCqu0I%$mmC=n zBu@ZDF(w+rwQDZ|&D#T-US8D)GyD?~ID`pm@Q+lJp=Y+h>qtH|+?ts1aKM4FL_Uk! z4-zP#*#lL*IRjS608o}>*a8EI$_w0gLoElpA>lSLAVPTKA&`^VBh>l(H4s7)j0d*? zuFsE*YFdK|>Dr#b!NDd-77%$5At#1@GrdNEi;qtS+`kbeJ3HH?(9^wlJ9|C0#tRe; zA>~2Eq}oEDh*kCXD*)Jcef>%j2vq6_vdvhrQ5GCrC-Z&)m=ZD^EV#p`JZS_$A;I^J zQMD%uppVogE=M+u5ac5_1E(hqC@7I4-wQ-mGE9dtU?_?C@e)lS8VFJ~5;8P2G`Y8b zOYTnmgS-<~N&>kSe3l(rG6;YDu?Dk>EMr%1@20|VSo!kUWh%gB`Nm^LoWfj<<+D5X!!*LdGbmp4YJS#RI_225?kvT=Q%rq%jCJ zbRAzK1W4W{oCH_Z2&CAHU0V<=`U$2$Z2fwwGEjL^F!jzqx z29;EQ9Llz41gzhCVAz)*z=32p9BlAS>Uu&0r#G3HQBdWOO5Puy*quv14;!ixBX6og z#R+DIy&m&2KS;pfKZAS^X*zPgH(E`J3;?o12OESPgx4lH3WOQDL@;XKjbcA0)Dt$3WV*b_3_KO&O7ZkB*@aAd`;q@k)z831_au}0G_?>peH~|yP@!QX0&T( zLSa0DHuI_mejxASqRE9f>By4{gPFdbJyP|h7ZLCxqW#xRr64dwbrbA9NFeeD-f2X3 znL=3czuGWDdK?YmDC&jpyfXFd{5gW)@iH#>=iZI_r%%gV(@EWG(;Eh5H5A^61KfD` zoI(^dt49Gxfn0ynQHet2NrFc!gGJkrwAe6GRsBE>s< z`R#3L^aZddVS0=x6#57UFn+RhnjHns)eahb!iiucix)3WKom?$!l7aaN6M9q1kzL= zAUC;FZTE2vX5#zXxXq*6AW%hCU5|`}$Wu|H3V=goSLiPsImHWoE6N&Wze8ZOb0_bE z2M-#mZp14Lrg_Y#noTkfaUpk9*^+I;E+mvC4W1lqjq{l^f61+;Ut?#-!RO(KhLbQF zNU{tS4fmznQNRyCy;TM}z+GUT0{|ET0TDfQL(1xM^YV|7`UnZJp+psRLc8D3!{#(p zzMuPLOVZuI^91SSSWJM)hsYSJ`c;ruE9l)j51#-GoYYi{0QUZ9*^?xCMO9Tgwfn$q1+-LzZQ#;pXy? zRtWC$Am22vprEX@RHZY*#)<;pIfN2ZoGBg%!@{gHpIXK8=>&fBm>61z92s9?gp`U|00LyB7SqZ7k;%x*&o2di0V0Is+M%uqI_>#8KdluU@^{{`D()1XjPPfy3v6MP55Co_kzEt<~CHyGVi6 z!zWLwKy5aW(OkL0fY9E<(=!QTJZsgym6#t$6ro^MMetA5;6$Z>WJcb(-*?FUzjk(# zup1C85v=N;8U0D3X-F7{etp|RUIUHa7Loc_5TLmb{zBkdik=K`0=vUVW{(_o|qB&_abMjx@v9L{=dYRs(tp0S_r{BK24T`<8;XM1kf${__ZU_GMX^ z4|I!f-W)>24+xuOZEIG7hFK?^1l)MynVJfk(NGk2Uv>*5j=z>n1Z1=#@AX(Cn^6}Gq@v&u{ zKFOO`b5N>C8^YB1SP`N5zQFLy`*sC;BtD+3FPYVxZRHZ5QUMV)+gEU z?^zk}&P^%W98*96?qF%aGB;vfHC3VLS_O2H13yQx*W^`FI7YIJq%>rn^x1_t*K>9z zzqJL2RiNZYYv95bOtt6u;9l@|35Xzj|6B(_T5xEn3I8*%Nf~V13`gA=)H)Gj9%AFD z;^JZquMtW!h}`z`KXdLN=A#~Z#*}Q>8zb?Hq>6rU;I^x(6fEI+z-vXB2>2Z)*k zTxuU0;0HMqE`U~%ZyL3zEDkQ00#V9uMT%X+hEZn@4FZuH?y)&Sn@m-S+a>yyrfdrh zP|k_>Tf>HdilcA=7&0vz#Ln|oI7tL8{Vbk)AU&^=kda9OQd?zMy3iR!HtXLbAac#T zI^T55$WqMQ)M?Dbo>ZM^8B)eWD%cv4uSk@p0l2}fC4r+67B^+sdhk)o-$O_NXmA_p zF$^0fY(J)e%z<#qqeAulztc>XO!|D$v-d$?X*CWWWowhL&z9r1Gz&Y49T7>*6eu1 zMaD3sn*dfiTM)}-AkWlr!tn^FGO5eKo-hWy6jM|@+}Q%NOvE}3C)E18iO>LXC89pQ zYRH?_u@kRbxKe(gE7CnBobib8?m#CfxmR{rAoG9mPwxDSBKMX+FLf}jxFZ6{}K-Q?Or$IstM=|Fy5|s7g>EtJ zA(BOe0s!7w$;Fl0Tni49v~$6BO0a$5eTo-Wa|lgrNXLr!3u8ABrGi)7qo=0~|hVrcIDYAsu1n2O#!o!UgD$#09d@E^~v65CNQO z@|?Z~F)WvBXJzB_u*vLtp|bs;kTKK)$}lG&bVfNS`%FCnyPD zzj-r^2wEVGlW5IRM5&3;IaPYF`%BJfBZ}Bf9+>eWHM>7H_S!XHtj({TDQApEjGrKJM(_i=G=V1#8matHTRY!z2q{%8BNltG2FeW1luv97 zmat*z`|hm81)wNi8sV$bK04;C~bWG^8w0Vs})E z{yI*P8`&&U9#@AZJ17}gz_41()^-QVtz1T6j4MJQ3`5>eqD1LVJ9ApcGCPlcO(TvR5 zit$B*OT_YG97!7`&@9Nc5^lcm03Fe19t4D-3q>x7GBVSOS-#Oj0;S;V;qQ4sojadB zdwq7bE0pTiD-W$PP#Hp$1K!nF zrlf8CUB-f6Kux|L>i;mP<5A$BgzO#>s=9e0iJp#{7AWQ~!=|=l1@>SGBlNdkc_3a$ z$&(Xm)7>5(^1>n_^^li<-!)e#g8Bd%pi(@U6t}?z*WEiHiT)(7);>^%MwE``T`0<` z!n!8#kR*|?s2DCnIbaDOp1wbm4`neAQQBfwOcQ_sskpdc5otY8+B~ef`M$z|SfcanXAdk@>T<8r) z3WT67WMLTka6G;P%r>%d8hB9`h-}P|3juJfLM{z|2mw|b!cJ0!**pFUT4*peiy5wM zIlLO*jOa3vCK-aFxE&-udE9)}M7|TbIf7I2IE!Lh7@!P0T52sQp)>rVd(BREle7uO zfkZ+Cs_J~8RuR5cMk6+|H~g7o(ZoW?Pf6km1tvj=GCM(p_B3b4mX6reRVc*;^)5%P zT`ucUbcaeuijc3?={eH2q?Usuy+J83{eJxe;o4otn45rAuoUkm=8DlPg-ATeC7}I2 zv5l)ysR$8?u(9y%ix-Ko>JG07`XtIkg8FeaQ=>i-5@O=wI-YUpHUQR!?>8`nCSsVi z7{ei`>L4YBPka32$zO7dHweFc{W=9U#QwD+M4Y6_gqfLHj+63S#-p5^Yq&tXg);}m zQGCA%GX|?Kf~c!C&n5ZKT~5Fb;EZDJtVR^}L+HZyTUAw+6u=Oo7C5ijN;R95p^&`@1Oqu6mAqt|54T!UmHgs$K<_ zA>~AhH{fOW*r2-*=*LRI5am(con0&5>=~2G!vGMsWwL6u#2)&nujT<$udyvJzj&zw{^-M zjps<0v)z33#N@i*eSlqGHN<|qSJ5j- zyG~OV^s!-Cy?QmD4fd8?I%`E2h#(9NL-?n!C)h?14%*WaybAL_!Uzzv$fmOff5Wvo zqc+&C1C2*}U}ux0k2yF5gVg(XtRTP|l+FG14pV?oqQ?%(xXr&DQPeo-g-eU1G- z6tvlk)FXdS%qckFmA7=f!7rf+4df}LOI7>_pT$t&hL&4#xJD3SG=nJN)XnIf)4$>6849GzG z2@8s8m_VDQIs}(!=BQysK^hUPoH}U;M4FUlk1#<}_KXiS~ zALH|CASNL{1FS2X=k`!<2x6!NVFey$*g{BB)c2xs+ycnu|Gg;+SMu`mN~)@u5JV?| zK`oi>=u_zk5QzzG^~7k{4qH(7%DPe)jbR*^9LpruZplz;)N1BH1F zDpEIzJ2r^0a?tpR2C$RYPbc$c3R0*6$CAg^Ivc=o5-Hh1R$z*kUB)6S^}Y z7IIr(n1sLQ=Ni{C{2h8v-($-^a) z2mB>+wH;C2l~|3NIGID&?7Yg&9Sp!g1nSD?ELi66PfB6W{ka@jtgruGKJxQR{GZF~ zo}N1L@8!FZiT(R>c#rmfFNcgLjGLRqY?-id{koW0Z9Tmzv_6qSErNwv9qD}u;ZY?@ zhbFr6S7QMJaFe7oIOUG0_(KRWY{26ZG&G*fhzuI4R85~c2|)jb_ArP>LIA|9A>l>a z*9{Q;K(m8IPnM6 iyc6&LFYlByx8#t*AY+|<0y)ErL0esq`asq4^8Wx|q>&^5 literal 0 HcmV?d00001 diff --git a/docs/images/ranking.png b/docs/images/ranking.png new file mode 100644 index 0000000000000000000000000000000000000000..461c59121b18ca68ddd001bf0a984821e9683489 GIT binary patch literal 72148 zcmd442UL{Vwl#{~hSoNmRzXn_Ly<&80V4=zD57K#0TmDliV~EJt!+d_3J?(l1362S ztgT2AkStk2P@*D9@|z2=&%N*6@!vQ8_m6R3jnkt!T2$?ChqdOKbFSSt4l7D8n73jc z8ynjKrpy5qHnv&(Y;3>E{5BhZ@;Y(G7yN6N^+7FbRg06>7miyRu_+w4K5K4aZEkX6 z&3PkBD-(+|qMNpC*|d4%np4)+XRUS#3!nby9h)pHjfK5(f-LYUbI;0XTd}b%wx)k( zG@RtNWt+jq#yqfB&DO88{(^1c;KW2v&d%yT){8I>b!M2|+h7_IRUTThLOotqE@G(= zcm0txHLq}G9{wW{1O7arPgaO8{;Si*+2u!zBUklb>-h$2Z60>yk8BP2n(#SXGUMt? zLlK{u_+ol#97{Mq^%EOgobY1L>7OI7&g7Z?F=FlBxl=#BFqJv{%hZptEB?pd>R>hp zW4X(f{pQUEF)_9C=g(VSxZuqY(u&>VEv&E6)0AD2XjYZuzkbsuMOO|X6-USPaJ8@} z?G+JHm9|^9Y>}0bkx@CbdHJVLpZc^6q!!?hj-=Z@J9_k}TKq``c0rAe)#uks-zoPI zHCBt%+Tt|QmF%(1WfVKD!1y{>9Gj6@A|A``10@=8;X!%>lXZ z+1S>YZMiSc>ydaFL(DxRIWcOLG1%b13jFfr)XrVI!uMU7H}ALK4%esJV2GPs2je_k0a5UB2AX(!#@BA$IC+uu{NyZjWB7HS@~v%QR$NtosHBHEWYj zmu;<#Gb*tD_F->IN{Y$oj~)}2V_6=$>25)ZV$-L+I<(FU79`BpQEd6Wl z60tLN&kbwU!&DCDxN&Q?l?K_gzV)$oC-<{h5o4L!%lMh3lIUFB|a^YQUz4AhwUj7#3Qb?B*` z|23(iqN2EDrHMCw`p!cK@lQ~&ybmjSK1k3VWstU`tdzsAtxT=?4HR2S>9iNkYJLYJLNX5=ye*LxZG`HgS zU)k7d_g-3zC-dm6Nt8Qx?i{PzBE@;f4cn1{(_B){qwa6~x1Bx`H`foJ=~Ii{@Ucg~ zX(B@F*@*`?qRJ(sqoX+lIaFDd?U{X%i{)cpU0dYqGSJ`e6!|Q3^t;^HXm2qqkVELm zm-o*Mu(M0BbHz@*Tf;2%-|ZlF;`Q~M2cM7oZnw~AeskLf-^d&+J}0kmLS%E#svJ+r zHugXMcpTs|uDxL8HnsltibSi=ip)~MnDi$&kD*6XEII81uDS8pY8}#O{e|sfr0YZz zp2v{&I;!T*ojV*68I@5wAsSIfm@2_%Mi$JSyCufi%ErbivX_&)wX@UDv}wbpO`9q{ zxnr5<&)y$ybwFCWAUnIo-QewS9(jS-QN96Lc!-Q2O|B*bb~|2re;N6j%d@lz3QD+J4^leqC^)y^z$o~w+_xh2(#|4+v)oGHTzwGoel$$*&Jg+ zI!X6C7Q1}K!*A!~skLNt{^5si6t_g&w@)RrMgVNFw2W~93w6Rgp%z8c3s7d=y zTg%t4G4AW7!_U;Ge(&p33sHQSaQ5Rq>}RDEtIw4M!dd2eSM2d!3sy^L;ki|d{C288 zJ+z>|yS_F(Rb=a;adD42zTFXLXRz(5%+a?%axvWU`0-==p%(8%hru&e)z~+lckkY9 zy;pq;(d6BWKY#V8duuMXf)4iY%Qk)a`^xXFr?bo|BbkG<#1Nr4KK~IMc)qKqCd*}F zeYP<3Nrjxn{!=&iS*gzLy-^ti>3*xm4hZ zYKWpqvH$LQixw%dZq=vT#WMt?@2vVhFyQ>@{gR>KVbizwx75TLxngq#i5TVcuUogS z(D{bW3sKgiTW)Su9Whza;upH_7kvMe_mp;jg{HoGZ);&;1XIax$K%trNhXK}HSxx7 z(MMCB?7z0K?cL-30;_j^`(RpH^iVuRJi3q9i00zeJXs_TLDxHX6bH3kM+U!YV)hF2 zn26NOQsV%p;5WBd>Kxs`;&lG;agLQ`oZ`b>6r>SumU45)q+R&hUMw}ChM2-&x{MEn z;N9L~y;9N7pYO;RZjWgF-Lk>%Ggp*${2`oU98cwfdqP_;bk`Y<+}og@pUx5%5h*<( z_d~}bgNHe9{(Lp0&jjSD`b;MsK1IL7n4$h0ZWkHWa9^88=ez>xEzYC1U3Dp{{{H@L z-M!!D<@ePsw=gyiNp5u3L5?eX>m%AuN|7>%zf4&Unj=8?OXTU=Z`>L+TfNSO^`N7Y}#ZYc-Hy~kDyo12?$FjBQ* zV=*83wj%=f{cxUby6d!8Za?E`EwyE!Cx^SBq(m7TQMscsik*`)Y_WR zrwSKyA~%kYk60Am-?AS&L@mRxt%N>9z)ddWqxk_+F5z47OS}%+YS?JBEV-{< ztyfLT{uP1oGCScpjeC{auH)n58?@sBd6oPl-@n&NNlWX%;*{OrVgUFPh_G_1yDlZ) zM>OQ`zyI#5HV)7>FLqkh-%+)FqVDnjIYRoGNB{iu&w0Q9UWNdXc&2_=#_0Eg*7#q_ zQf&{h><%73depD3zP>Dd!RYH7OE|_#n{migCbw)JGLhENlVzdG>$|Gsr7_K(46dD) zjQ!qe%jeHl@ZF|xZ6Q}_L`>!eDJd!7n7pbgO`#(R?@EK@5|IxhEaVjB4<9;k;LC7- z2dlfWGvmTny^Nt&U(>qh&kp{wLsC+*P^W_X=oKH0+Sfy(4s{7fez<1?m=%=MIU zW#I>Q{S}%vqd(3m_=p_5wurkD1AK6zb|KfUF90F(R&VJi9I^6;;ukh1CFZ<&^T0!G zQR5o__0kLb+sgRr&ov^E1BTvX*mP7XU}fYi4Q#zOs9R%`7CzW2ckt#?cW-aa)EuS0 zI;&z6Krznl!368h_sSOOJy#!ynLIg>eG~aa+ql@j;zv(&qIH`J!iU1w%#rAmZ||>V znpT8+IZuoYTHoecyqMK0)R~!?nQGr}8tm55)fI(p8E7WK#`djqJspm3w?;l(UbK{* zJqYQyJ>|2%+%w&mmu78s8F%cB2TWPGYR97=KWts2syVmXeK#ajHjEujdH11|iynfg z<@xjX0s;a|tD>W#b<=p$3U}^|N&kLR&#uLb(c+VmJ(#^rzZ`4EzIt`^>fQE%?~8C6 zUR_-f&o6lNc`VSZdZ3KE;mGUPuX9g{O zH|b|aMrg*E=6edb^((rqONpuplJl-qk{Sza&T;GLYb$#o<&r5m)~8B)rlMji)AGkT z#vL!)2E&s~!9VfLaU7EsiqFQLy4SDeq}Hup&ux|t>|oMf9@hF90YDJvi~u#xt7_-6 zB}>*Lxo79(L>zy0)x>`Re|_Uk-@1WnEQ874f6WaWQ0P8%1|WHU{hEh9DyavD_wsr$ z0oyq~Z;sZ>*p)qiHC9EWS}ou|Bv^o@^?5H z!v|V*QY>4Ra4utGdp~<>n2etJukPPp-jeISzG9nO^W{a7?}mCms{=l$E%5}RtN4`X z!Bd}Q7y>+Ia;H96VP%wl*7!36c~3s2)dFQ}yL*$c zurNFS;XSBw6b5HWD9JtEcjc{=ai4t7^XJc{$1m*MwyknBO;#8ci>prN47Q7>ry=r@ zB=az-@gMtvJ>*o3H!oLvv}Z;|q_${TtEi8BUi1<9rCeMOKW=&W@L^fqP2U=A_eBo( zlA4hIG?5S$zKe^lxJ`iuA=~;>?jH&dcd27vRHfVXvg$TBJe77cOuhvGbR@ueIE>LY zI@Al`;bkAv-Nfo*YER@tU9A{^7%;>UiUh+uIv*4@;r4+aG?&Y}SIIj^zL)R*q+GDGtyd7#Ns0 zZ(ivgF7ZAjK{Ldg=`vFc8P~el-Rt$6H>TBbMy$Y_?1JIPUS7&e(s_RN@$3aF3^Rjv z6G%N_U|=&gY@?gytgDlJhQdMr_{i6eW;ZECo9;eKprNd+ z+%_y>d(TW`!Wdy&1cK-4B>U_>85_aE1&wl*-=FOX>fS^D_!VV4&PKf5FsLbM=PEpL2gK#p3GyC_~wEkzL}x+S@Plp1qD=29UW{Q?qJ*e_k{y zlMozTlNT3f%$qy6FH4OVbKO!8Z?m)l~pfBqB_3L7vw=ACz6s>^=<(B#~A*|#tk?+3#+V|E%UlRk# z1$4sjm5Hbws7L~}+kd#8*koAf5p@;M3>NA;|Aq;(pe15s2`e3Fn#*J=|p@yZubvVMD_}oTyJ9 zKR!mfqh!(Ekdfx-=qTbej^Cxd0gR&tj_`mS+j_KUKmD_2I`z56fB zsKlNgFff#)_8xK8VK9}517OMaq9AaYXGzj)+{MBW7xgX z7N5taaJ7I*qk`w%n9v+ABWAP?;1_=2{iE+D<+c} z{djEazqjN9QxD$4&TUAWkDQFVqxGVqf}R4;0L zfY`UiDD+E_R||{v^z_1yro4&v?01x0&|Ie zHJbX|i^i+w=3jH{E!>WfqY-CAg$)X`^%fQufFu>6%KNd|?!7#AmqAqnl506qb0Y9< z;;E8#%(z}q3-af>FU|V>WP|I}C$ed?;S)FNXG&zJ@+v&wmykHhqVRv=!iCe-aoI=p zad4Ju>hn@?N4d=7k!PrUM#KjjcVxNy^eNF^gpXJSQVqx88NVFpOIzFLgm;aNKj*B- z0=xn;@ra0sIGFPC*gHi19xa2Pzq){)XR!W4>e-K%4*CGy0CrjTx2v}R*;I^+pYJ3* zryA*Y>sC3{)%yC4h81(?P+Qq4pR*we%a?6@6^P+h6tZk=j3^TJw@XW0N z+({_lqIA=?Ri_H525U)p^DAGPj(Qgtfc}1Wi&NAZk;`kNw#xpi^Ob?b%5*0lA%{?v z42IeppNTqr>)8)`djGgWTox!Vue*1Tb)z1C3IN!amuWcL{n6;eV$B_rUw}wJyLn6O z-d$)!+#)JkBAXIT$_^1&OaV@}&-dU{ifdl9a+^GglQMwqt;heK3DDhqBc0R)y!;iw z_$Z^;r%K36NJj&;l-k&EzfIHYxwMvr!`G0mfH~fXJyZ}X7Fi1 z9pT`wC*dIKE!|y~pRTXiW`6(V*ehAD4M8eFvOWQ372!cx`VQ;`D%zWxnkXS5>q$La z=6Ha?KausC{f^QD?82lo_2IzIygC!8GlR6I9`a&j$I$11s?O^8t&Ts=0t|ubQYGRa zK)6gj;2!FSuswhN()xRVfq_BGhY#OgH}J*ZedPEHWxl4Sb<9?mwTrt} zDbVTs*Bw{aGQ@|9r_zh43RDkQE2*`}df4>GmCAjWzRwNSjPVDe;bZQy?+ZOxe{sgI zV#i)wlwK{48ViKdX z-B`kxZzy5{l7rQ)f1)huvyzCkxN0dP4O)U?_A*yC;Cixw=Xc(nI2i8Q${U+x9?sK69>Nx3-B znmv1ih=>ZJ%;w@`PzuEL0pcD$bt?2HC5CD^E`KECb?XvOock&uD zxwLgq)Fz&;-8Kd$A2dlg5%{PbL((KQqmSAnY!@!8+o+eWMTrgdBh{?z!g_TlGEo+o zU^}E@QY0iK)Zz@8SZ2wG-i2(w4NVy!MKiwV3({oB-rE=k;<@d^%gfA~g9i_W>1R0) zqf8UZUxv^NHjuQF4Qioxk0hLW4B99-Z33y!(83}Hm0oT|g*s-dirZz>{o{|RF&`7B zLE=3}7~Ey57AT~VDSG2ePN@OC^)nl?-t&G&ZN&*YL%)JVuAKgL@!}fohC&jdH3-X3Iv=;Qi{Q}g6PZ1S5umuvn zOfwT&>0==2<{5s$5&Y4q{$EB!QW zSRKgOtU!SBS+i#4<>Y|JUA1XxT7tpB~3m>3Kq z!D-|?=j}tJSep#EknoZSiPSoKI>Q;x+2;Gm+R{=b>PTWA1`!I4kQIn`gh7l#%rr%Q zV@1?>qomrP9z;xZz9Ajp9r!T?i=U5N#l;0qohwQ&;|P$9GBRCR#RP&p z)l*M4imi|zTJk*jvIq2C#uBrw zu%y=DZg=k7*+#`IqMFLXuP?`uva2-poq{f2WMis;b;fyW$@v)}Vz+L4_{fv7XwjnH z@SFte_VT=@6r|coI^eVYa~DjaIx1Xw*Xf87yYjy@%3m_8SF~qalSeSsIaA$4iV6s>5~Dl14{I%dQS zOZEPtr^?uVJ_DIk&$CCvz@m%IpMjl;y~Rw;iW1+kLo53xdl`U?xA_RNYbc_=X>C#z z!vqP3qADC0kMRgRwS3?_+7w03x0f@K&fFPfTLIE+uTM*cLi+@YqETP})c0K6SRAZ* zILV~!P5Q%{`g&aikYSL0;P1W6N1R3m!hkYbjpxjn13p;>;$X3-t@HSh@xz@~honZo zT}HqT1KVUWJ~}i!P-`J-1RjE3Ya*Vtv3sJ*ibo_h+`PQ6QpcjrTi>|^F<|4;x)FN0003g&YdO%ry?!z6E(swaEtw3SgZNoV%5!3M)N5T`kGHTHa@R zC39uX?PmosNOFb%G7P){L@2-%h|!8v3A%Z{yDkiQQI>_`1HbiTi@_U4Z39Hyqe)f} z)`2(L0c|asI{p#v(N_XA3az=&CaKz)*9q!8hCcLv!kQf(qY1F2`&+fc%PBFW2p z2zXTmI-;I^8xJVspdFPYY;bU#RBi=Dj3PqYlQ1fkbOaSJFa!s|UcKM8y~I4|rJYy6 zBa)$mG)l2rkoUUa9?P)3P^yWY@6-adrVQmlG06!fPX!fug}$2bvrr|C2p>$8L>$Gt~(e7Hjx6T*btSn~1JHOgnM60b2RbvTzutV48D z>8eSz0i0Z#BX0fWE=oV+aZHNz`a`#3PsM{CSC2ZP4j5I2{qPh~efP7${gp;#g8Y2) z_a9wou#?8v6*Wgl{(yiH4*U&~hKx~&*HAmKztm&&G7QC5w6wPJUVeE@+2zN#kA@?J zuXZ^NTeAjmFvBrdsV8Pl4m$Vxg+?b$JjNATcIJwmmVsE55RAS6Itj&X2-s23XSG;; z`GPU0@M$$jY;n!I({oKx1ae5%KsG!;83c(X;8W3}4|@@@{dPN?zd8bOS`q4)I=DH2 z{W9|az=Qe4$Bm7>I~TXjNp_vuRffStrXn`98bh>z1X^$^J?mvW2^Cg*~8bl?y`6gDnPEhwLx`_K@0`it7}%Wn_;ibI!kN&BMp7E-!xzn2=@OGw|)3 zOuzYb^&#C4>CCL}O9?T*n~pwzgt<4vXSH(qlP}GE-NB8+o||-!fQpu}>O?X^{nb0h z%}Ri>Ne3FRqXgIlHm){#C+_zPef9SGu#kxFTeKGC28m%=Rrl@t+aNg$k|1lpVbI8p zlJcTx&p=qRaN^3Ibb`xmyEA3kGgJb>SAr5J0?-sPnfh+~zQf4Iq$K_L`1A{drUU#i z)2h=VYfR(U+4E!hf1fu`1@1D0!f?3UzSLi6R7Y-BO+T=_S~E%hFmJS$XCS~@NLu47 z7uRp0T_`dMV?BPhxNxdSvJISymup5=NI9opx^&5UeAI5IxHwG$0RtopBIR+o`P!DS zv-3zx=cwgmIE^HYkM=6LcGa`s_@HBEl6!Y8YOB9hVPEV2+Nh84`Zj&p{(CtbUpM|& zh0;Z1Ev!guaX<`?T0vo<0tjMzU?49f4^Th{0jaR%ydg#k4eLHXyO)ljO(#@>aEHO} zxa8!cb3TJsKyL62uxiN6m<6c{zn45V49%k*sb0tu^O$1&=&R{a1LMDbvK zGINDF+s_QV@-qxwf2=?B<;pU>cj8~u*Q0C%RFg#@QTO0gU@#HHGD#xFCnG+Yz-&UC z_mDaKXciRt5UQi?jv};@(+{XeN#rxhiqNCT|3WYbHDDx!dBY#S?S3!m+t}m;AjXBd z3QWI!pglA7!dHL9m>9zjz-{Z+x14Zxs_w~yCD z;GxCTQNOzdDqSTEd*m`A(ONj8kA*nB4tbNQ0;MYvlplh$DcGE06d3*ZCf^YxPF?&# z{PJG7w^oRrl#lBL)hG+1zvA{U{(CrmLBsB)fdX@Gx z=O7~OM(7o;?`K)VL_)+5GB~C?A#?99Z<4>@1TKwiGUuA#@T8^oK$Cn2Bj96fEi=5`v@tW|%^fbY=&v=25ztUV z8l6WJD40iT$M+%S`*z?>5v0&T4X(m=iKZCT^!kQUtM{}TA#vG!*WR{{4zuxUC{8db zkXg1=Hvk5PuJ_OOV;{?k3}7-T?@5O2WgWV;{4t>XePV>ju+wWrzKUfRT&@`G+jof! zcgYR*1xKY|@&n~JpsYX566RXsdxqAa5CD-Fjsk--`~nYAuu;gr3zGpW z5H?0yD_OA6r-E16!l;_Xyk6(@8)ZCS)E840T=NYY8rg%aaTLwXqUx*%#TK*?=t*OVvjv)T!ins8q`bSgdo*`oum-?44-<8`EbCiBe7wigr%z!o^8|qj7E}ilC04}^?wFJ$4-eI=2Gjd0 zZk@00UQWoqNvCUp>(8e;4#k0P+sLHiUe=S}{iKt9C#2Vgh6Y+?sv$u^pTd{10+Hl$ z5w@L%`$}N+Lt)pCZ){rNSzYH&z1YV~Q|K90Mv>Xwnl5XRfK8@j^83n23*j<-%Xw_`r9P zc3ZO7PCZ++sOBS^?alwKxWM_-hVOs+-&)OWun#^${q^hA!%j>Vc+Z}x$Xx&QaqZ3> zTH-6%l$JEQtQl#V65ftKoixSK2>-vE_WwKKNkGtXBInu>aoS;qGa?^N*NXp1XZo4j z*#2X6X_z8sNrp7+SY91X&`k@tB}Z=*axGsTiqys~bVN+ID{G`%oD%Bn%O7vtny$SK zZL~M-)rLNeeIdw9!Fquo30%AXYHq{$gkA(v4mOHSoIwV180?NQpWtR;?y~*%2#Nt8 zya>Lv%fXId=}{t-<0IH%jDj&njs>TEw5V~BRsurc(@Fm9!H#oJ8f=>vxZ2`4C7M@@ zKqL)E^-A<`O83X<3W!a|yJfK_@;LKZH;%6tAko2UKwDLF7X) zPTQb>eO8z?F>dy3R~ZayNYX0Dj;;B*z=m?#yn9nHQSgI`W)B01e?fv;Az>Rkk9|WR z)%~ei;UYoop1*T!%=LT^AO+!CO5y(Iwaoh1{gA=M=@@@i{q>v&Pdfr67A;O#|6SCn1(C@3Lfd5-%PZtJfd=r04g+$5_D;(C7dd;PDj_l#jYD@l<3*F&m+&XQ-5;^W9{0t z*{%z?jU+HEiQSlJfqJFi7II4-h1kIgBu0e6c#Q70*q>_a8w0BH@VhY*RbjipN- z!1n%Nw?h(XLSRN_&6y(z0u+fCTRkA##|s~C52p--9Io5kQhEq}0Zs!xhul_2VK1A( zHz!bZ4)GNRN9lzN7rOO!U>Lb^1b^X$Cgua6l*JGLCxVb(4&B3O^K#1Z3jPw>*qD|# zn>>(Em{dEZ_;G0lHZMCg9CgXiiWeiW8MMen-su%VAjmJDFKTB#Eq%ZxO&)a-*?x9pfl%{qN*cFLo)-xJ9R@wuh zj7m=M;%By0dJ3qrbWaaWZZvS8%uW3uRBjK|tq#X(XF$$LFuzhH?a+GEv=UO9fO8z%t5A zDk>}#(lwBXgqGk|j&Qg}uo|)>(i(S0f29sY)y>}GyLLVB@L-XzGz=Ih)v`r4Zf-uo zWb#`>%iyV>h}Q!^Og!Ipq`$LTbz-#F4J)?}6faW+q)|nxjTttzKdF*0L>U;R=(-e9 z!2ot_A2QQ_0!bEF1fMQCjGpaN!=ota!Nl3%JaSq{JMI8XaxzJUAR}ymJ)*F%NW9?~ zZ(J7<|2PH>Pa?^o58{O|2oS)RG9{@BYO@NK=NtopUIXJjpuJbyR}>T%rHxhR=Hu5S zD_)gwYl3)!sm!B$048CXZCL--FHl^NfSK*6#Z|aO|AQiUG}Qn(DK@xRazviU@-USk zmcrp~>_KvOW60qeQQ_d*cV|mAg6ksrhQkQJq*Y3g7#Ucm(Z>-1W|CCup^=e-`ug3y z`Vne@{JjonVXxlM1YjRuQF9o07#C0+fQC}($dJej+$`N zrVUZ7HG_o6)de0pXRh;|_4jY^#!<^pl z-%H_J+L(`ObuBEP%u-BsG)CEmMNvm^Cq*Ly)F5hk$CFtr=vyx4fvv} z-~eMVQR`7cuLx5`r3nVE@8uls`^6oZa1=u-2*GCWOl{Gdt?(M}{ z76TAOu0|`+K?Ei*7^a3;tFRm^wwmT5H^3zC>FeuDtsls_5lR7)uq2kEgedg>U=5Qu z`fu7xgIuX|ueCLJdxPzMG({!nkKoDH*v(e8)MVCDdlAxy8u)8Z=y(B=POQ;C`#^|M z-~?a}zJC2Ta@M2DJrZ1Q0hOGHL(J4CL;}Q<7flwOWlQw!XU?1%ile=27k^B+?Hi-# zQWqlyE5AhkD_P|GZ{q8({l#x~?bipg{-N0hs82!gO`ax7F>sKG45@Sv_?V&s`^@8|-Rq{?|A5j2X}3`F0@o z(!42S8p}tJ|MURM4|_mx`;USi zFTVx$J!M2!frWdMg}UGg&U6l1};_``-625{DauoG{ql|5;GGb?45u z#veb{z(j>Y6D|VEt%(2SWXMLbOV+wcWnlODvCHVP5HrmEmlLM5?anl+&0T0dz*>be z7kQaaU=fxJiKMfu%Lo!N#5rQ`SbeZyK1kM1OG(+S;ndWgi;O`L9L|Kp=yxsS;>K~r z>n_*(&UyLRA=Gh$L$=NP%3pu+qu|8pC%*_n8hHpygu(t@IP!LYzEwxZ42TCMoHxhL zVYDwv!})&?lJG%!^lXG@!lZ1S?X7pCDwUhdQ&U}{dG*+`*=q`JY~3aJI_j3h-$l7= z*XB>wUU9DnT^vIb*Rz?cAlRdNg-K@ZoH=tQPe;>;n=$i*WIKHI8}u_r4Q?C78y}Ws z;e?NljiCW?EweR#-4a-X_9G9VAa>X460}`%YQA4oR$E^ZQ9g1b zYt>FmL;DQie>g%*7b-G%r;5|NPSu_NF6x}BPs}n(D!JgQ7IZW5Dcd)(>^HJ&*Rrl% zd(A1fXW;KaTE%Ub{s&aTJ(b%e%WM9ihpJxu-)Vz}9Wz^i3lm)?#;ucKO0mECCJW~W zd8Fs{n<*}wEpAtY9?Pn$W-IVS!>Bnt46v8k+1tyqAnQjVF=dPm)V6MeL!ul>4f}+3 zi#i6<&Yy;0&tw4(BKx>N4{xY@191stwmSobg(?i=u&3P1-a%GjG#|m{fP;5zQ;hP{ ztDE%FPpy_xM!WZ9BN&+x`1R4)4bh7P%bXR{ha^^AL*X!3AZ@GGw_Bv7!3^PqQW|3j zY}g>Htb8xIv=THRVG><{Y4Et^gKofms68vd zD^nSR8tN33^wu7EUe&l8C2+?AvhXu6iNyb$9dj@BC7#5{qo3hzaaD}ICTL-mE(08R z(4B#1qX6lIol#hB@dk@?3RMm(5cP~EntfVRsfCWrMIbU6Opy9zsGmTmN(Jpwf_r*r z-u(yCKLf(#vmQEhsGXQwS62@P;0{lkh)6uonG{%D!ck{gY??rDd7CH4Bo8}zpaE0B zdj#)j07QyaeN%nJzN66UGI{B?OT{TY}(aayBfgI zZOvK7M58n{6(E6?nTvgPD*vaDHmaD}g6g0T8j6njOGP;_ z`sX{}yEn-ez#341dJ`Qgp8>%O=Q5E@zkKCf z0@XKgX|{#(h&{Fa8O3!8M)11VnWowh7M_*W72nbc1?V( z+6Fbu=F7Xi5C>F|%`31-ON*a6{uEEybWT>tYXJrl`rwju)PfEOlcF1Sqhfx-;Xi_% z_5e!~Z;>7RfsXIPs48}iNCC&| z9_+6014UE$zH|KB$5&*yB4(vEj{03-iQg=>^7bL2qt6dx=strd5IkOpzG%pdolJJ9rC8rN3uME32kF^e%l!kfJCffx;Hd;;*O0ES{XiHIO9$3_E70XQq* zA1@f?wwb?wMB)qT9#OveewH2b9!)-@3!UXCMp#DtBQ@*xyje+o zz4`Zqe7nzmtxI_deZmwxKC~OpgAV~Ak+MZP*fF$=8$bHU9A0tz5cRcS;T2Ur1BC+a zocfgOj?(wjdbcbXhYU5>Fz!t7uU1sV^VHh(G#vykcWE{J1TUZ3vlH3#dH8rtu!-!y zW(4S5-9iy3tSasWJ}vCY7Jblwhj&jVApDn17dcKV&{Mf4*;9BiAn9aMCHPY!4Ja-E0C@rK$R_* zG=YhN+2*u!18%P%rVGvgIs*gD2^kL1t^l@eU`(BUu^^3JLVWUq8HNG4b_$>f*un6P zkTOY0I$%y)OG^-RCb{C>gMRR#J;IJAeE_z}XLh%Uq(a#XOQb6GjlVqyF9_*aEL3Mg zTg~4ehJK|6Ab1}4W58q`Y~MzWK*xTEK*b5X=i=frYv#;c@EVkok<56QFtb33yaf?- z+kjT!afnfH@-YHiG;5PW@igA~hsT zcMeGy+^Ssofw@A`@j2b;lIds%Q=uZPC!zuDMrgKQckrf`BkBdnp25}?a;1oG4=Es$ ze4L^HfJ0D|QJX6Iboy71xyC765&_0G8*@F-wb3>jD{~ zc$N+xn8vl{%1K&#cN)Bzk6yS(Jj)BTEI|Lxm1#_3mo|4nRJ7$$x4 zrDN19$PW}3fePCU2}~eq2pJhoc^~Fizz?DYAgl)9+S%F3V8TE{ozT=;miTkX5wJzI zU}43u0#u=L81I(+f>2pO5Df{_IJ5x}32soBSt8yV;k-p4ei(15YW`>BJ}~gkU$~Ik zo{8u~uSfn-y$B504Bsz6H(u?M~xCaR$ zqP6v5J@uYj@uZwT(Rv!cuP#4#edn!J)ZDc2ZsP4liRWi>F8-&>3>Nd3lQrIt@n5T# zHM&U1E$&q&_=UzhZnKTPl9#7Fj4$E~PbS+M%Q+>>z{^T~Q>x~XOBb)Rvy~ZLuz^Oi z=6CQ5Q^R8WKY7>H|5`TtW_^nuiN06lkN>XJf(>&YloHW8J~2m`F>iVi`(FvneFiI z(O$Z}30^t|IgJT^AUb|(YYRhOY)9thaDpNp5gHn}{o@09Uc`-xCy^kAKm^=l}_ z3iANvtEIS-<@xiGWD{ZCR5kKxF{p8#a%=W-)BxXcX%)~OygkS65MaRzjK{9Mb{IY! z0~$oHF#ur$tBsL$aBaq8gk4rST2PNj0Qsnb!eULDiP7R5c4xQcCmG6s97ZG?;1Z?? zK%GENw0P3%m>E9UM8xNQ!jrX?V0u*L7 zNtt9_KrvQ{3L^p0MJ?F@FkWZU5>8GJau}r2sVph!QP!Jsda>nN#+|*s#mQQ2qJ-Jl3A>I3ieL?gZnmqTdepz)|?5HtVN*yARR) z1{MV`@uWx$QxJ7mpo*m&Ms~(+H@?8ExPAL}rV7%#7X&D)UwS_pPu6M#?uaXN)Gh+* zAeSb#wNTyckv0=z= zn+InO#FN&jGLWgvBqub?Q2RUz8;ICu$TX}#)NS-L8VOtDd9Z)z>Idz*PF?h`K)7m5 z9~;?AXRoKHgswpV_ls@`hKUs}R_LvU$zY8WsT-Z|xAa=UJGntKI+E1V6GjF|LeQl` zk!pf%D-#%KFwSnuDkD!P7#4J}xIdnnY&VP+8dml!F_XN9;>oBY?lny$P@ffQxH#BG zyuGW|XM5Jn%ai6>!p1hrP0q{b&lxG!-M$u?${>2x;qJpe+*IF8{m2;pR_-2F!@oaW zl?BU*tC!m%+3tJY2cSEKML(CJhDbwA8QDQi-E>Sf+U@M)`pGvE$n+@n1C$&M0N+B@ zE;-I|Ps#<7$7t)MjDxYK2N>wAehTzybgC0>LB13j;i#$a)Q86rLRI5rpGH}IaYKWo zuJHlL5c&W+-VCzxao7N;zXPxWu6=0U_}Xf->f)tK4Ku&+DIe1K6XC}dj6)dqPa9Hl zD%>Wl-_HUXg_Fe+8XD({L0D}dQ+Q*i-J70B`dZ0Q$n|Y!Mo^I%|G1Uwt!FR5^hrx| zxcbKS9b7MHRs2i3dlB13A;OPv`)q0(*RMmImxpBv4J#=LFdwo5MF4jfe0$#L*n7Ld zz9VXWA%T`PgdW!jGTS=CLQH<@MV~+V9-6_HTZGt1-Ry$!uRzM7+7GuN@CYG}1K(Dl zcL{}s00PE_igTd%9+L%~fV)32*L&U=jj(%a-v&VoMJS33P_;M`TNGHDAMHP2W=J0; zX()OE4+cM3Foqn8&k(pH>M&rAazMPWe#xSu$x${_0dR5S={yz>=zC?DWywVayW&w4 z&l>P5@GwEoB%R7aKOwHk z>*#HEQxj%FUE1X`o{kM~zKIxpLijb*Y707Ro0P9SFZq};bP!iEaS@wKMFGHM^q?Om z&^f?GT@`Yp}@p#i54_Zc-GorcM||P=C*rs9OWR1zk_U{ zIDu>%IASa_JTgKZxozPt?{FN#u%!gS(zEC?9CY}+SVvB(^-v>7duGwaj&$eL>eZ_; zH0ZiForhYMAs=sj)r;GnK2fg`$^p3xBh)k|u@cuSfv9>CiJVXRYw+928MfKx#4G~K zUye(U0CnY1eXHOYl4%*;a3zRSHqiK86+pfKJf?fOPC7lIo;FZS zRDy-~(s01m#%mc3q0uWGx)r>C?~wM$VA|m_F{1yEAcZEP-Iqm>VIYVw^O5u^G(v(1 zI`S2)Nm+;zxh%m2n?2~IE-H?QwLGMQ;VehfSphXe#09AonvP(-+8kA<#=E8?u6kw= z+Ll3hvA*MNu!@Uy@SruOkqoh{47-uN$P~2q2$w5MqQ{upHb4hxqT_&)5Z&?uF-Ea! zbm}87M#bYJ(bxqSonPQ6ehuj`0L|qplhw}m&&4sAJ@A4uEV_gN#{4j}fpbJ~8^68( z7`m2y>Vn1X2WQ46X#_w9-ayMd9%YzV4G_ zD4NKdN*i)C1F=n%0$xK!v`_9(78A!#YwR0jEvWE1>>NzqTo)|_o= zmsD7X?yL$UVHDquwqX^3nyt7C(z=2iG8lN`@)&R*trea($QFoyh)UpSfn>MEO%%pb z>S;sxg=>piw@TURRN-~3130ZZ%f$tMkM>$MsK+3Q2nLnvPQ(I$@(NI%1&Qe&Schf< z2$ogot|tKw%|RL8{{Ee;y|)fEuP>Y)?)w#&^9)6_#eb9Vzj%?2oKn(rTGZK#1DAbe zi`9L0$oR^0FL&wpoI4o@w8d9_Xj{&0+Vz|N-2YN#r8^mN;u%}GZE*D$tmxy<-o#al z{=5`KV&p$usf(&bq_!>X;P8ZZFIz6}34@@!|H^x{|AZ?Y-2b6E#b3R7e-zi`*$%w^ z-$_#bX!k-0gk2(Ne*aEXwM$k`XitqEXum!3JhKS+A_N2lkB%lRdVm!N(IMnICC!|& zsz)(y4LfT^l#V87H{2Ar+g^?OA;`X-Xr@VcwN4U#T7YJ{f1(06?ciU!{|N_ba*HTk6Q0?%JFPZr1n8p;>sAWe{Y*xl9ut8^gVH>h;m z&}LkYCJG)V3{f1+7Y6`)h~GjEejW!EQ{2n>*sh7Q@P zBT!9H^S(U@J6!f>L#A4g2z0TIM}iwJM1}F6=xmHA6gmkx_R$^T(Xxd(J#jp(BS z%=XGCUziU9fvWNwB-_p~Rc0r#D1dlJPA2ns#h zAkG`?97c%Ka&b3%j-$K$9aL+V~T>r@PvxDN};~_f2E29rmJFlTZ50ifnA`Or`UHuAj z^xYFBG%nG{aqT#}hkz13Qsv=OJOo|i2aw`KEoam%1|+rd^2@t{r=fM}*?yeW-&Ly# zHS->%1keQi=rU|a30VrKgh!tps|QyHGUyI7z(6mo1~x(htex02ipaWN3_@UJZ3k#j z2hmI=CFo;W*2FeGDsOD>0K(x9skP5~3Wbiu9k~>TMo_|-B6Ts?!Q_ZdtyzH`jnZfs ziIQ43NEW8Pn7GrB(y8{UuGJZrB^kur@;fu!s9XOK4Mvh*xxS*moxkDXOxV*Avw6P+gl{P$N`O%3#-d9(LLAPx)9T6L!Be0$x zIuMNl?Zm5LOH~BPE$empeGn=cctWj&C?HL0L5rRVz$lssbY)#UiL6HKgC}Ah0Xg5i zeOn=37fw3rDrAUk+u4x;empA9ae7u3& zt52M8cL8o0_iTMmt)j^N^Efu%@1Cqr4E1N@=9;+k|B}f<#|xi!3G2(3N9o~BoG?`W za!ld>o|_~h-dqdTqT6zz=#k}_AQ5N@1``*Ym%}83dl~<*szpR@L-2%tVjf;bSH!lL zg}A|m^q_m_?z#U}TAOyfLy)EW7IIc}_~`Au5lE#YHodkdZ4iLWc*Q*c^@Z5G)GUix zYe9shtI&7uq@GbA1t4^YF}O7?cvk~u5S&CyzsZVx$r6K2I`JoO zLkOt=eWsR^hWnT@$A`^mSG%ckqqhJ^fr1X_Kdt{pxDO$nsCFkO56{ogOF%A9-ZD=v zXk0@qbIuQCn;;sv$>fGS6-?J0g-VvteJJQF|Hm-(eixM$xa$PjgqaUs1X?xEq%{MV z4f9!8d|jFYG4Kwt187PyCD$A(dDz0;yN6$EA?JsIu@~I`(+rVRbaII&DimtaRB;9! zMXppNJh~|dK5hM=U3aFcZk#VLQ;`O_%%$ZF-i1%bv)7fZfY09*p!u@_3VNr*)?9(P723UdA$4jL_7hbd5;(a-a%yMd!i~0>Mj%c4NWa2^c-Gwf z95M6vn}u-C4h&3mDJr_;$n4K7g^qzP93%Hfj)0X^ZNi8v2>OT>2p$hVM`>H8L79~FGQ7YgN@%Y>s5 zp-!O~nCw;UYHn(xR#M}q^r~o{m%e~D<$W@EGJ3;hJ`eU`q7vaVi_=c(S^|$Su8rF;Wi!)o+r=lh= z3XqB+GbmbAsJ#{Y9}tcm!44V+rKi>b^qyDZuaTA_)pBkF1(0M2(od?5ni1#~c?Tbc zHsxz?+~~gtBF?04Si1Qi+OPnEAN6iii#B?WnJlW%(WO{%;ueT%0fam#t+D)&eiCrg z+^DtQw8Rv<4i6fNKtR^lAv#r5y1}1P4pcP;a7w!Xh8mv9rsf8h2`8%&IC(p8ddqO* zA7KD$U+lkto02m@06 zg9F-J=*lfz2(}JR!829}frV)Jqvi)7>Ap8BEvRu+X;hashM_`T)7X7DfTD3@1?TNS z7ca^$SX8>}h{%0r&DZ)gO{m(35s>>y==VpfTz6+T|@0$K{FeUp#^FD-3`AV3$oe*25w? z3zh;x?C21oJ24BvMhIM<&;`3P*5}#X9O)vmw*GK;E)5T zC~D3l;Ws``mr*{+;{B{p0$0 zoZo5hZEN_h&+vY~rZ>rdX^{o{^z+3x_Uz{n0f(>O3MWV}S5OW&W|DXZtIx)7)sKx~ zo7{JO=WzOLx!4q)ys7mY7V%5T!Ws)(mwlIWGMY|At6z2ur7wb~NQq!jJdioqhf0|L z*&#`R<|*`c6Xv$`j9pEOG%{=i)t(epqMpo#c&$NrmE1&>zozZ-x;9=&Al_<%`O9b^ z(SlpvKHVDDJ``((+{#@{$(3x5fiBRLAIYbE{g@et-?w7JH@0r|6%QzZq_$Islu z19tiIc=?B5DuQ9`U_ph?*(J$7@xDLOv5-;m0WJs{v9VB{p{1YdVFeJ9cG8`yLmoR8 zT;JV?P+%xF>-kI(-2jM!dIukx;|)PYAFK`?dAotIg2)d#TQpva$T3*a-mJe^5krS46@64vKU{v|bqn7bTswHOR%n${5R9d? zRt$h4=i&AJh`QrP=W_yIxNyPlWY;;*cF2*0VDz_52Uz7?ykR^s8BG>`5Tdt!^jXbd z?=#eww&!ZTVbR!DuMPTO@TZrO*PRdClpjS!25?2<=pYbkwLfXCw{sK7c*Wbt?kk_R1qF>=@HdN7pEmgT zW6-uwP%QN}^0T!T_=y1TLQt>>pE*! zNXx-%k~Bob;)v&t`E3@GZ!O(;;xRUKf91-te9nye9Q&IOcny(Lnv;oUFv5l9xXIbTH1;7&wUlgIRzrf>1gGeNG zEAQW@%wk=>B#iD=)4F-W@tHWab#W02#hAl`e9E}VN&jFv$wT<74IL7cMNuvG6szWcK>`{}HN6eCP| z`rQpxNZmX~rjF_dZq!T6Fyc?VDfkaY5GV2J^&*fmH*Qj5NNl{kyilijP>FwbSw2>M z3l*qzj9odul{d7dv^*h1%zobx#Ee1o6SMyK=SK=H1XJu_oYba2C&Q&f zfwLFh@!iBDTGQ%R>@`cc6^0jR<^!{phF^^2@Zi3(O)}~+`^S@-#22_sxPmg>jjlTK zxw#<%MjM9xApQ8hk$Ex;5j(wC-30upR4NuoFMeNi^j0_fL0nh4q4-2r%CO)E!~B)^YxO{8-b{6t@s-AQKL-ZM;Gpvx8>&RydgSN!PF1;_|KgJa;6i#?Tv!P3)&iG?$1 zqr>%Mu`T6(ft!x;z3q*9p4V%NByh^{yObxPhozk3&&^O@*d9(KL#G-}3fj~#CncNv zI$?*t*z2q~wIbL#x2K*}}H8%wM%>j{77WKa`qng|i59M$kH4zKc&%?-;Q z)VpL4nSv?1PBZD@YzbS47~sz-WiC+wOnq{%zdBa<)(;2nz+=6Q7H9yScA8VGgInfI+62a;BTLyN(cM9 ze5=j6Ki`aX*r%T-BqBsu8oxKPtwb`31j_86i@H{q4V(EBK7o?XaBP`S8#OYc58<|*6}wir0-v#v94zZ1XZ->8(1W)sd&|BGqoruSzupxm_naq(g@ zseb_YRHi&(=k{N|iW9GNt*!a!NmrZqUIo()ZAUUw7m+8k?wJ}=dA0X^yV`QR8f8_@ zVxwh$+xgd2yUObHzeg1O=hW<1W_Js7Al$Mav)h^MZ^wT8w|S9C_gd^-x%}62y{h%6 zsq34n7;f`U3H?9t^Q?(nvoVj`msOc^eXf|uct59~imX=T?7ZcTbb-ToRR3w5!nLp6 z*gqZ35Va@Gvk`gpr%91C$4N_S5#|reW@+8`eqd#%GjK&zwPco#vNo*K^RMh|Vw_({ zO)H&>YH6GVeI>l#$1x;Nt@V;(VNNUhIv97BF;{3;uR7GF3OQ#7Z0J2SeIRf1p zwu+7^!qMh!IIH=FmGnYL5))4Q>R&ZTyk)nGSzt9XOgC^D4^xyQIdY&3J zmb#a6IJpwNLJIx`Mb1KXTlwFH6oypkB}0;i=AfH(rpWi8UO-U|hxyh*2Re{!hZ_3{ z4~ox{EQr`3Q?PQEGM?%z;+Am@L`9%KU=L&FPvUaRy@AJ+7TQ}9*QXD!Q#Sd8Uzq?F zsq2HDxG86(fJ9_3l#O4+KR{%gwry}1o{>>^3pbc#cl@db|NDqe>FK&=OjIqhr3GC; z?(cgO)~#D-x0-eDS{z8n|5LSlBQeVQZu!9YHLadfe^|sAQLJ4 zF_7DkHTE-gYkw-W*_U5>pBeU99oIqKLkHEIgalcFX*3a@+lR!-@y8NmtXB8uLnpN% z)IuYX)EY|sK&jB5;s}ev<|!|-D?YWwwa1rg1;d=RZCWzv?zuR{aw&PD8IK_8Ddohb z;lqdT63vs)6gZ~{F@sdT0^cM0tdFK|Ui@(v<$PZfSc`OSv^0^R1rqb|>6><001d&_ z+fvlYL+Tvk?s5CMav<7GTQ~=W>L*!sMD0uDUkA3~uXDPe)4j}3h1cavR;KeG9n2UH z*ZnqUmwwzT3!Qv5*yWF3|MrrfVa(NCQ3f&h@p}$CjzbW;Yt;FMs&29!_<>v|we;Nt z$R61_s8YAf#J|P50NI!=jOts29@2zJP9l@ONJsj1??n?)cj5l*wJ+#g7Kq-N=AUvd z#Bu-kHc6YuNj~7oyYIZCIAsNL_8$U`bT+hYPaaUJ=9;uDMm)w%Lh5c~MOSaiAuc2lu#&gZ`YB*m!knK5#$j`HiYBD>~3X!YZfOT zT&*5*EgL0H?c0}p`SRs;>xeAcj|#Rqr6>*f+VZ;>M%!7l89Gmoc(Y>aY=MO!nqC7B!>_1U+W=_}g43eKGGOZTn#m7`kXj7%9sw*gyP!p#f1)yy*`46kN71Km^;#sF6Yx1A_5QmxoSO`g@ zNli2BX$+mEX$w!vY!0Fc;h7Nkl*VubzlM(~Kje#1{tLjKP&G(c#r?K@(CQ;ILgN@Z zw`$h0ff1>Nn8BiGrv!ru!S7nyzvS=-3v&v-xwReGSi79=b(BMSAyh^R%S3Z*9MYdj zYmWn;lcWj9Bl~GP$38QOBB)hY7@E1wI{8~1eU|-Czm4csQ@SeT<#vwP#rxB&b#UxJ zFawtkaODPm!*#y)AZ7~-IT(Ecs%-#@s#>F=^CY!7M@G!FYBL<&pWFnAi>YFHt_}U? z(DW(^U2C3LIR>Y-WF4p=&rU!r@`BARH=n{95I%jvgQtiU4qhUg=C$00cOI8t*`NPx zO@3MV?emk{SpHz>@%P!adPH5c3HKPdcvIXapO~LqgG16=cw~L$UuKi)9TtA9oEpV|BgDhLp6lv}g(bXlhsa&Y#3-DNsW`aB94R;Rz)%X88%_)W*YEM&|BQ`Yaig89kP%F3be00o7@@K&x~y%jdg?|j(x zkt>sq!3FQq-SFFQJ?Jj1xf76%Ik)~}AEO94V2|g1{&T6T)1~kE-|X#wkIti?sqvA$ z#gSo3kY+(EzcifLAaj%gMX_TriU&pR!Tg4`cj_o4lM97ZMqA!-uw-j#A_|z)DZrhQgDYi8JftG~P z%^ll~yXww|l24Mm(#A7(t9GtQCyw}i0Hp{h^3p9|qqMb{_w8p_yI5?IGGHol-7cg~hrsQ7Pa&YIQozxd*M3E<#Y_eR) znwIikm#0Z5ag6O9pfSO!2(b(94Eej>_t;FUa~peHzpaB4u1S=q= z0O~4D6CaJ*ZKQ$hHF)*2va-^sDURRvS#+uPN0iY%RFyu%+k9KSdT`ZDp4Nvyq)Fkilcx2f_-ru6lHs|FV?UC<+Un0Gm;5Hpv zPFFmH1}oevegv`kxYPUFFj6e*sjHFCqXzTL$OQg+tIZduU7pkXab!3O_g%lBCe*J1 z&OI=h6*kn^ZwTT)G&=n;5i2D{H5=B=9lIzXVsQgUAR*~x(yzdKF$2UyXP(sYbe2Az zgF>)JQUYA2iopbCrHBQ3`JgfR@9@cww61f;IN0(*V<~uP^R3aznrOpi!Lx=GFzLbE zgUazhxIm@VNn9GAWoPGvu^i+g%Q;=Mu!WFuFd9t4q!cVO?z5&{4BwB7Tb1?c8q=cA zZtw~8kzfb#yX5f~jsBM9-0R>Q77N~=FvY7!x@+OV$)C53s55)Pw~_w$TxR#Q=(2F> zQZIlTy#WABenq?YM(9U3%4dZ9e!eI2*E`EwB~7{KG)Xhwr~?F#$X+1pCDBqTu8xRq z^p3z|7ubB}Dvp*kq(s3-ikxCa$f`D$EfvB@0^OcMwWZtPj`rv8YB=JWyM5y-r9=I?iLc|{;EIWw$QFvN%OQtM*o zuMsL_`C3Q%6;Use#w*s7BdYhl>C5L~^kx@qg4SY$>=z>w%rDMXw={C>^+zxyxdYgX zA_-KjrM}?n_i=kg^*5P(#Ws`d-l4OHIkSF2p0Z|w)t1l;N?i-ZF_yc)^zdW**&0_y zv;v{3U@GfW8E_(5w{G3vWS*bEc4T9(Qna_cv)~T?VUD(c`BGl}vXfTy#3d1LeHa-u z{7pb|;G8+qNYNh{(H4clCugy^sSJH;eov|AMqekvA9l?9{Br4k99v*pq__nxoHSY% z_q)YUo;Z8``DG?u`5>4(Mu|Th7Jk+^i&v|+0NplZ+(pfh9M*NeA&Iz3ifT{H6XBUC z2k8UkbHb=W`xookW#2EqG(*40lO7ZO*wOjbt8boorAqjee9t_d&DWF_nx-M5?Q~p* zP&$4Psov#a;2y1quuel0a>~Jq%~On7r&8$#K05lQatNs&l*lS}9sO3i+BUXtAPN9b zA6I52yRLV%Ez;@5>AczeE2&K}7Pm~m7AaK6Y~(Rr9DRwKFG4N_O`Pf^i6NKF>hK^2 zDkzf~1YWVq{Pyl_KeN(O%2^E#p%TCjC>*LnOFJUke8`#K^P4GE6EXsJPyhQ2I~f&* z4&7Mx;zG~voyN7weC_5hw-!JA>6B0JL(}`5I$nE3{x^^8-aY7_|JKk^U=du>%TPa| z4$P~_EDCD;_*QA7^QO}0TLqR<4K1|``C>vrWoz{)z&!3&?|Ni>gOcjW&XK7fS~okD z+23Nunp?NSe|RhDvezp)?Hm8H{p~l8F0J_2{-wvQ{|bh*$ou}!X?_3oub#-@TeV(O z@KbQxqvrQr^w2fkHD!G*ll6(ri#LsRW~FAD6IPDYI<7I7=0DT^HFM$mzaXa$=P?Y> zVoCquwc#*z)sKreq(22|AgCxabQs5l%j0KIqRSYpGI@5zOEun{aNn|%XieylXbL8$ zP<~h@^V|W%04R_@f-N3wP-(>4+_|fWgFz?^GFWA+aM;T~Ew_QwT2ZbfJHWACbv~em$q)%lHRPUDj-=;rOB-ssvT3 zN-(%p%CrLS#X)>yaXrT?59oPK67Ij9%p+6of+BrWFO_MoF%iV0XNJ*7h;)#z_Zp7v zK9Ei-#qoiu%~wvFv;ov+E~QY3ctv`L+@%e*T-#zXqv5aY9Fa&z4*(ATI@ML+3w%t| z`sIKTg*TVTbnK#~;NWbCYcFeW`eCf|d0CCU^dUVF!b7JsMN@4}#;Q zs=UM&j!PyhQikP-))l|UyhZ08R!c@xInc5Q304}aB_=K0xHXRH5z@`@F~u@K)y2Vs zUE6h-S{a;VyocxR0B>}-0GTgtl$R-J!CX+9Q5hDKr>3=Egi|vZd24qjPJ(p?lu*A% zVcjbsmq4)?G5drEo;x?K{Cp*HX#c^q^WWhg)4U|E&WiRoX?GxihrviUrbHUP#?jwW%GwGu8| zovV+>EF@zZm9&)Yg64hpPm7Bmb$)!>HfF4;IOLYx%$YBKRL&5AWJZa?sB^YZ96FhJ zI5OoEK{%HCm|Q%u?%Oe0sYU}LQ8xJUI~l7hf3(f<_iZy-o?_EgEMnk_;jBP!_9H2_ zP-%&VQdUz>v9w6oTt7a{RWG%t-v?Pl+o|}YcI=w;RIC>-t=MsS!{9PK!6p?MAz4A< z)M?Yw6$r!Mm5x|=A7P=kOc^$uL;{1W?oHZD?edsZ+rn!3{n5 zNLrnY+e36w`AB32u=-KU2iafPlNVdoKXgvg8D@vSBLWRGuyZCWDp;f-u zgIdMU?8gyr>-hJGb`f`OF*-SbyLU@8y1$U~TpH0-zcQnW0j^oA7UJl)MS2PRm^?WZ zt>+U8nx<_{YOd^!ZK}J2!1MEJpCI ztSlKgaW$o)v`Q6=9SgaKWi-HF&<}Y=T&~iY*x4>nwv3Wa7iG=i0t#T+B}{ndoH6_Hf*{CL*w7C9t6%5cfs8cNB=pfR^=Vq!dM=i|FR+x^HpmpO*w>`^Ff>O@q;N=bU>UdpvaI;{@x=6h zZyd95ys1`MI|&4t?R7Td1;r%^l{h;SO%3uVUXJ`zCjWk?fcb4$2$aO_v-m&cmhHA# zh%1LS(+Q$rGcfGz$OHjy-0>ZfUKaL^ zc8L2+FJ3DcsI>8qj|21I36kc!$L*(G@2i z*XSN0W3(0;ePhGOH5H&~k(4y@DTmDn98(Z}^5xj;<>scdR!Z7O-A;V?zXDNBhY5(9 zH%jR{h)wR?zuz1*cD7=4X*f?Ecvf~Y;m%wK#i1A*&R*T{+*0d^Q6~01$siFl>M#h5 z#kl7B5mT_)09T(B6cq*9m=~YcuZ3^b_ttMbpt<+${ZOXTN4dubhE3tKX)*FA^dHCm zsuj0JD_(E?Zsb=_&GQ5swfeG0uS17wj=Es}+ilQ#R+hv&{@=B!|GA@G_uylThMVhd z@71YRUWJ^YrJt?k^-iCJ4$u48`4o&GCXmhNeLF!eBrDwR~`c z5#*AgE#-!U`4tCemKtif0INP>SG#(Pg`VOD_|&KpmKz!?M^9r4hqG!^OuJ5vK%Y7K zjV9rD5V#`6lb(U`Y!XX?!E9;q@roxqullb)*9s;!B~FWsmeeO1Xo{cB3O%C~rmb6- zPrv^F+mJfi(~l{sI0HVGOT~oNbY$8g_*Y5KDKxB%lz!T2;An;%R+xOZH-k*cpjf4_g zKXPXM*EFX+$IG}3n#ke#omzYM?hTKs^f}+`)u40t&><3kafEM~9rKAsbW$lfEZ?g- zg?%=d*Ptg}rShpqcIDCv^JDE1<0~RVN%0UZHoOZ;Bq4z6%-23e3qcCaj_`aMp(1V^ z5w)g=>-&cSv$)@NiF-+%q0)BTl^xyH_>w)PJV`-;Y_!08W@?fz-liT0bvonQ)$`z# z5lPIcoJ4*$jor$lLwER>BlH;HfP8unJWr(Hcf{T+45X{v1Agy4@thiP3S{GM*vRd` zwvmd%Ar^9H!2K{Z1apbv6tt}w0}z}qPUTnjXTDYVp0SkA=yZbvUh*~pQ;!t~N?J)( z+ztW-4W9S-=V1T|X_lRg6A{VAZhSGJltWk9EQ&U9IZU;8PbDC)ygXuhrCz_mKfY+% zEdM@JK|s#^+~xvcssn1dmjMl_G{MqIsaD{KwO%szvpVvx0be+oz{P21Oyh3wENY+R zr(Ua{=PHvE!sa7W5VoRAhfKqK2>(|=04|dm6k%b}F&bWi1j+S&9=E?`PxyCg(gs!@5=F_RyC&ZLs#BN9vhbN8 z)9pr{sS|p3q?5O6Oq1~0cl!_7Kh4&qVAiZz(I|uc$Gl@Pqm7m~saG zlRUp+JI0n7rw@~Vj4jtsBFJ+LlfH+~5vtEV=2)8b}9DY$2g4IS`j zh@S!ixPPyf)ZY)W=J5#xwU~V4BN9^(493K>kR8)ISy+^x1Zm|^ z((7gw?vikUeqzGGq7cyloEZKPvYJNEfwv-W0Of)g`-VBsadbfnr-BYJRxX=QzkPnR z{*Xs!>H{(ZQH1zj-_WR}S+h~Ux-EHYUf1LGuYa&SF?de?x@8MNFaPiz^u+|Lf$fGK zu^`=LD+f_XJYBM2SVSEmq$6*ceYf5!SSXNvvE5S@s)e|?JK+w2TW2-qfdF1I#>ypi zLnn(R-{!xfd!tX=KW!s44=U^q-aobSQRP?+S} zfB*YXW1rq8Fk+}9ak&vY-vHr&XIQXJ#i~Wm<<`4rbg5Z!TV!;pZt=|wVO{7C0$RGS zFd)j50~_CHe+VJN_0k8!z!+A-y}O?THWFL}@m1c>jGo`51ApD(Q6s*08e{o3>%3)& z>7crLSRZ4qRYSrd`Mb{bff^*JlSw^wRM(b_&$=m;L5J_NT$3V zN#&D!Dk7tO7N!4=ISnxlkQ1iq6W|(`m@Wh-;+K{_`oMHkZxBj5#gDLKIkq(E0t{fJ z|5~4l1Eq~BZW=0S)YMX-r`igxd3DFIZy^Pm89QStpnecQ0SY3^9xd_pI1v$#7QmTx!N; zv-ED~4FaR~T#wSAf51Juo>RzRlq^6LH55!llmj#``nQ9s2Dt&Q{I<*|aLlWUbIG}3 z6ABK2wXsg(c2DVmrjA~9zrmWg9r{BzNZ%Gk((2PjUu7N(U zG`S7dQ@o-hvc!k&LBwipl-p<{no+*MB_*t@!CZD+C~)ftN!;Rs-22X|FcUE%mKe=#??IzEqCGb zAQ(FTiN0CR@Ha_FNLfv7MYWG4h_j>b&a(dD?JFgR%j$LvAb>>!SBRA|a(ZZ*wE{Wi z@Zs}nJR74cn5@>~T5PRawYX(AVaqvn@?_KFB|TSOeWBeXH0I`xfd}$6BNXk7TvMZI za5W&nU`;dmcJ=C_-fhQG$SINU)M&d1pYp9?Pb$U0-M+ec!8~HNF;7=QL@>Dv>c40l zZ@88t3{Y&AstbOEb~Kq>sy1hfmgX9lR<*S;Ke8obub= zlN=kVQwPO-y8OhXdw*8QVdLHltm+q$>c5bbuzbztE+}yA@!g&K%?s*ld=BGCe*14! z(4TYQuKa6K_y2}9`qy7woN(}sBezon3R@->#~(aq@u>FRx@T>&{nB&RRz1F^`qTIB zhJNtEqsi2R5}E)s4Xj zQLju8b4oaXuoMLG=Q(_Mq07uN-Ith?zvRD1VtiBe#cwOHOPu{DFqZ0Q{ca( zIZpGmItFW`(HJPU8*-@8e_FK29fFlW9fIl)+L?nX_-T2(iN{M1ao0#+VA>)r6L8>; zOUwbVZr1EnibkU=mrN8l;E@D=njM}s#BHt*zE^3kWMz%q;rQEv_|QzjSjR;^!aF6A$|=~&UH~s z)^dp&i#H-CK2N!m2y zJ4GjIlr;t5R$%eB-+5=m!VVQ5qfK1(6&nL!?2+uWGEyVJ&udy(THRoZxK#|8FaYfj zVrlkCy`mDBm`D$1VZ_+pP;?D+N35r}!#xZ|N>IjLI8mjjeiFfAc|V=vSl8rt30Q@J z!IQxDS{?t+%Hn2HCzvI_+0^&Lb%;|p>P1qB$7T&a`&RY`gP1A zI*=UlA#!Q=JofV2uy{rp`y9e-AU(KxeBd5Rf?g(yn?)yPpPZHna|@sG4gJfd&z0txA4Gx!CldvWl~D{tml*)xBA1w0JsLDp7m_40PA~Zey2^lt1|}b3 z7(KvC(#Ti@Zj2l}8l6Ya5Y5zebB4JD%j$;t$S%00m9YbbKIZv!$)_yZ#PH)Cn4s&1 zb5Ct4$sgh&xee4L4S{Ud{01&@Bp|COhCOb;vx}PMR&<`YL`NZ5hjervGr1paH++pq zUh%bH)h&$tOP5(lnwJN0dTmh-oik(xdE~{P+-P9&s3TtXBZbo^0X+yPqzw|vikv2? zfKz7R;NL>l@oXh;^7Mmq+1Ye;|6kyP2R!5nw)g%)n{(W7A7fu4F9k3fzXK5Ixo zkZFa*qr4f9^6!WY>G5Mtz>z({K%WfJ%KG`lAr#^75q`?S;k0khuW0#?n$`txA>W@k za=#jND=N(;)%VOVOgQi0MnyqI-xwJz6tAYKaMX+TUdgG@Gwc{yAo^(v-%RDn%Xz=l z{^Ykhj3_kh(_6o0;r|i#CPR8l_Wi~R z;)90X{HFO1sypa=r+#d458(wcRXD3X6eu9Np|G%b;)J0?hprj_lx{hW{;n~lgPW{y zW6CiLD#XU59BlV%h?0EFg>WhDear_ADF;2mE#@ugK+mMTeePU&@%iB>n=Zj``X!mZ z1a5XkUbqVpMQyKSC*5}%jl+REFqtl8u^G@PFoSsqyV8d6y9lK+}l6NhJJ|Nsf2MvA22w6)foxY3EQgdGT z&~>mtw>e&bcH(Ea-ix`rC!jUP8N7BkhNFw~&3ELR%lGiYT9FWhoA0o}98)-=Q;6Ao)n;Gy{fxpP ztbYY(2erw(>iOVj7r}X=C;)uMJ?L|e3Oxq0E#gYHZZ=SB&cxVc`nTB1jTK^hi-Xe( zF-5~NY2z)9beDR@w=>(8X1Z6DS)vU+NMB+=kzsbg^}-y4<>^w0uBXy(VS-A!w2X z1AudN(42251=c=3N+s{UvD-iF(ry4HNAB3M!}t6dXKM$GBe$p13aanqmQAn``gCbp2SK6i7z~~(4bmo1Z14E}x0gvxH;krAQ_Vod@4-YSrB7rskeTsK z0QTco&U2>KrGJAM{loo!{z8fhbsP-1WY`2gBPZC_*kRaPwFkj=^$y520o;O zo_P>EB}F;hDB~#BPd|voqb_z8>G81Vb=vs;KsOo|G0TWNLWZ+6Oum*Y-|S;sS?{C1 z449u1&|Ve{EcNrk15jT3;D*S0et6(M;W}S_^_5kZY?jM*et^imnQUqa1ZfQ$+WhN9 zDkPjMxyn3hwxI-tgWw%ib{I5~Ti#@i!9zQ!S&haed+;4era^t;;&qT~!S9{oW3Mt~ zI<{Hh(vKs>1>Alzc(;Lm^a)G$PtAIj)P$#kBT><+zKG|sX$ohW_Lgj*jg|gZI$b7?%&!4{c<`K6$Bkf{VukwzZP_OpbHdnf=8|C@PYjNJkuRpr- zU)Vo3?IymIL&|{n4j!)ztv`~m_+Ki+iTBzzYrA%3qeEMfPR(BM+D+?Mvc=8+$_V|V;F$mur%FGnBXXOlu{-TM5%424tRRrkq-B*gd}N15his_-5gHW!o^9zpRU z@tuOKG%%A2Yu6>337MCW8{Vun2T_Io+{`%ocCvxK)Dg8f;ZBNg1N7k&_+#a-rXFT#sMSoKJN)s)-S6&J^!Q~i4Nv-*T$M2?fh!E%x39?}oEj1YFKRNa_Vt}NG53T0+EW*1TLq~PRo;v`Z7&K0zsP4kueUSePGs_MdgBdD{K?Ja11Y}I7zHEF~AZ& zX%pbUxGnYfvTm2%D2QUoELNT@+~nGQ7=5GB^)1aZub(6DFW>m0Tw!Q*%%izdL*jLp zX)P6mJOG*>ORE#IaMHt|->EePQnlGjaPH9Sdnccac)`W*!By7i{5!8%#16t6qLD0$ z%@GYJh=A(Xwg?rzCqJ)k_IZHfLRYDs-^J-{DMGt7vV!*eS2k}&VujT)8z^0m35 zYfyFIf%3z$k?^k;K6q!E)f!nmDkl|h3{@HEa&UMHhzrV|6eji>5aCIhrGg8R+0@{eZ<{Ep zKjj3)w(MaBcDB^0mONzuUJVy-9!)!vqNXf%LmC+q_kB)lrq^-d(Jjrt_$WK#TLobmzGVHK-R4JPsMs*a#G&GQIXS zn9sRy+;?~Qg(G|@aGIDcg}KQMHHQy%GG!zSN}#nSV&KgeDk4N7d@hin>UM)rc+cAu z319HJIZrg&_3Vpt=UzC-re@Ec8*`l4V}x)~5SE^PEa8jzo__|;FsA?``}TN= zEJ-o22cO+qIP3P}4tTS}rYvq{B-qjuL0%CV;yufc(KXBb ziV~P){w&{XdUaO53{xI^(VGj45Je8gp;3^i8!u5uF}P}d7qGkLibNO1!FSySgAbh8 z(dBkI!wUqP)3bhJ)KurJyu5(P)!wtXc@e2s_|+3bKf?snB%@@@?%6krZ!DaW;$uEG zLf3z>ed8j+IY0p5x738b3~uF4)f&{})_5*35w((`6`n#VH8pIhVH7F+(`4rDl>)tO1CYJtish zo{f>;&y7e-K-{^c&Gpa~7k`~Ks~BRbN?dL)`2Kq_RPD1s5~$CEe%MnftZ3740g3JH z)EP2`aO1pr^L(#W#~4LycnKAUh<3i3k?La4m|C=eoMfX>rvv=?*K_RLxpUIM!Ryzr z2Zwz5)&z6=$~SHh+P?ctkiD0HI`tSP{L=#|3l(=wFB{AbmD>hr`(m^U7*Y}Ek2%}8 z;SFZBF+p~Z^-`KO%FC4U&nuo`x2nPZduE(xT!B0x^XJcR(Fo;-V)p=DSLCf=3J%r6 z+2}kzu@}GU*|XQ87JtqB7>>eRmQaWTk6fMuc6{lxuj^F2>Wr#>S3d}53%YTA#3fUo zMY29)`u+U5X-mcN+-u(|`vx4NY2jVyJ3MfQBW7OvumGFvC35NTT@1mW@lS*Q@4rkW zRqpuhIW841eKRz~zg957tCZSt$(VnLLN*w|_0|6?@*3JF2LY_`ixzt(;$)A(SEM8= z@r89agSrw3-6Q(8QwlI|8v0-5|3N7tT=7BZvSQ}2%6F<8%o!kv7p;NYxIKZT(@x)& zF#+6ZYT1jKMpqU_Y|BLagiFa!8`}1J#uu$QvC4pQNMknXlUBg(vh&>*n=L(!)f z{u@`duKV*woat_0krD#Bbs)(MxbAdx9*4A;$w@7Ef|3@ll+3wxYvYDmy6HK<9DVOp zF544d%rA7LKom;?R`Oef1_tdk_B(_(hn~=RQY@kf)~GbBA@K^Y;aqizf5}R%jY8(z zqmSO2Q1Mc1Dnqjs7r3OT8m}v+^D7`%&RBrH| zU(Ih*4Q>~ecX&YZJ0IBix=pJHxJn9Wf9(=6CK<8cSAXZ7R7%O%WUeVRkU~sPU%&pc z5;+4n{(H^f@?m!M)Ln4@l{i6;ne4~LgP8KC_oRW-C>IFC9_#T`$PA0B{p49QW-zWj zM4A-!$yP&BHK`N%3-UtrQ@W}lpmlh{ZoJhuMP-su~ z;OV=R!V=R^2(_f((WSPuB5#ljraA$ll%Z z>NK|4uxEyoCfAxq`S_Aii{W+oGzf8g;FmyB=!?cZHWp`L>Z-;#3u7jd0W|e>xaJ2twfP)Do5%PpR((*^}_IA`e_UdS!C&TPI}1Qb*{Eh-FZ(%MKWr*f!Kz zU7G|P@^WNU$>J^*eL)3+hs4Q@JCchV^T9(_pUiu;>(%RB5n$D@Ez9X5C#ZxQ7%M!p zP^W|PCEDNk`u*n{`6T!GjU;_FeOyjcD^`Q1%->DYRHSul>;LweMfoV|BG2>6gyrqh zBKtOqDP(yL0Ty&Byt3p?WjJ`A*Mm_PVC+XW53(xr!~|NdhQ}%(i-tX{@*HWV5@!?) zU+b}~7+x+TcCK@cZ;x)|zV@O?+Yz;J@nXLsgT)pGfvtk=8Se2RY>eJ2=taQ-`P8-* z(BY0)`GZ}(#S|nbM*L{b>l(U{hLj?yCyS#`{GLhNUFSWUTc^gL#{$#}G~M>X(LjY) zqicH$-}W>)f&+v`#}twYcOUbWC$F1ocaE*Hi-R4Zjx#^D;tjBmm~UIdKY0)QPhTN~ zp1Ji94VrV&fxvWXL zC{@Oy)##m{7{4=DG0$oc>e-*;Z^N?&l`#-u&+IK8#jd43=7v)iicd0{X&Fv(Sv1DW z8a?O1y0P%ePb) zrYVnZc9&^iO@OjD1B*Pw@IZ*m+fN~za`4Lr`hbrfVLGVG%AxgSj8`u7=N_NH83@#6 zQYO98B;0|ZKIpOzXN%~MG!8s2n@PG$Xf%d#IMn9hZ>|1KEXQPjr@9%()cyu{o1YNP! z8XFbwqev_nEKN%7(Ah{`Bx3^j&UU___uP&yadUYua$dKCN=yiSTvp>?ao~%BlghG$ z%>4v;429`w(?)0T>v`>fn_`?Mrrgr^o&}40SlJUZTXI5c6k^0q*xt}>d(F32)Z}|r zvb1J2tYU6QTPPxYVPp1&79oh;HRfwcCaL#Bs*s9KD<+#O7-^~D?gqj*)UQ==xYpPI zgnG}dp0#3;0=|*S?cBFB5x7Gs(Pz_-l>YkbuN5PVUrY$(`JDaRyESAvWzJKm@1(+E ze~R}7_EsmVA01-s_{meDy*at5**}4GF&2*>3-Ga3iVK}TREvrAnueE9Mt;onU$tn$ zz)1P=9{;1Pv=x$zxl(Ae>!jNC>oVi7-hyo#4?sMk=Ny+z+?VVXrzay^MHHb71tp6^ zL`DbpE<%!=hTvIXkmglG2x0h-Q#DTdUCa6Y!QYfwc5Zzb|VElYEOEu*%2MX@JQEUE$ z#zT2pEh_X_apxx6Rm^(Be!C*?F~@o?$FlRZGrKN*P3(wCP6gU6Cj^lU&E6~%Ay{jT zSF^Ehj&9Jtdk$Hg*pYJ(C?*CAI-(TlQ^F!KN0l4B3RlMuK z+$K$$2$4YRY484uZy>sWlm|NqD9vb5zlj9M%6auh00QH_>Bh5y_}Ki(NIa0^tc9KV znd&GaYKTdLE-M1H%tH(~f}ThUp3CNvM`SRIU>PK(fJSb`-zT;1)BDvE#~mTI09a-; zU(-dV*%RjR-LjQ5}#m!HCIJNBG)nQvQUz>OAhYtIie>&Fsd1j|iK5|=h z@Yu{3W_bKaTf95}e^Q72TqP*&ROTl-fi3d>HT~B#7~v&{fwvN{r8|FOF_4}ewzaeA)Wm;-i^Sw@ro;6+T70k-sH^ooS*U@2VX1J zI&?_Ie|tr`tyA|H^0KcKN2#-9yr^&J7{j`mb#>HmC%Vlqd>?DhK-tV#F{W5uj4W~6 z^Ljh579=ziG!YXO#_y?bo2w7z#AGvbxd&&DGVsY!)`_k`eXP+Pm(c!PDtu0pXvPN^ zilIVDnxBSUXWb(v!4;hM!TXhz;ZQF_vqmYqWXZ-Mp}hzG8#u-cnDT|sGx4B?vTB5_uemxBKu$I}gdlP%I_*W(gd@fF zJal|;lJBg%ov(NMN16|QzaU43&Q@c~*#y>M)efNWl5B0|%vrN?xeWK% zP@HxqgI+^QfY_BMxHN09`GF?^+Agb*U8|B5Yb@_O58{JHjr7Y1^pW%?EhD&i#R@L4 zR6V`+YvWE#!LuryeaFzFktHpue(IuhL+c+)c2+Lsv6>C}`oLL@DLO*<7F&BQ|5Tn8 zeG=~dfgi_A{F+Nfx7o^#VyFp-rJWdIt$8m3!O#jM1A~BH`y7~2up-D?pZe6DUi}<4 zfr~2S2%zDgd;vwm*Q;lK56(sX79`ijmArs!_2IQRpgo>b+Ay@d`|jCqoO&WP8W12x z{93gXZ{ZJzJm&hoM1w!EWuFJxZDc+7r-AKJtqYvO)l9G!qQVIAmoxu)p%pM;ZOH+$wC;LZAz`Fl{ zL(ZBkK$>`Qpr(-c^6__>Yw-*G*z)WG>?8pz&qzwCaCG!J{2BVD-imLO1_`F&J&@5W zK`wCZAySYEd@Yek$4{J~HtOBpaj0$<%H14+&TSS^I^RQbwZle}QWbfwR!M1}ykM$b zIuB+gAkqiT`WKFAhpU{725Fw; zF1y`TOEIp4s4{@ zbUt%%?rLhIG~7~Sr~dXmXg2sfaep?NRyrLx%n}Ny^eWM)x7oiMsHg5{5xC_ zx`{EA2g%H@VZaSTn(u@jt^pErnL|1eMdjLkcf)4)VeFColLo+z`|txb4qi3C-m+;@ z6rZn+f>*;kl~t?yg=T}&?P*Jo=wKeR9gLQ0cjRxJ@vGRR(KN;bPW(bbnVjLY;@-*H z@Z90eI8)kBe#)#8#X_+AmDB{trubXDDKl@G1IsKz2jd#bL?n*OnEEJaE7}e&YZfhA zI5xRb;>A&hob+t;LrNdqd7gd<;``HArFM0+@cj^s)D7ryZs~&#>J&l>RYK7F%0o{T zR5=4w%M^{7kUZOQw64<$9P6QBgW-An@aYgM>+Y=M>$tO|SU?6ETsY8ZGBx@>v^1}y z5C3!%zqFN&IM}eV)z?EXaBJw{n%qVTT++x`g78A(C6fj7k#$w`Xi%qVsDTm;bktE7 z`B*kXg0JcFY_;asA4lHd{($3lKicPp@z6ib7S`;)Y7e$#{!zDfg_7I1*Z({?>1$Kl zInTaPr=sZy+=YB-2eYAS+u;eAZxUl%|EfTdiHN0} z+K^|@sVLY3P$hz9#WG`jdD%-A^s21tr!U>w?^x-HxOs}&xNgIS;}a|g?psv_W$bkCLiP7X=eE`{GXgIk|WWD$&M)V z2N5vJnI}4_v9joGzNa6H;tcTYFgLPYW%;DgJj+g|OF&e>OHo4(&O-LB*U@2~T~e-q zvaH86Z0xR7)3O${y9&`pH522YWEp<>M*mW8)jjk3DbpX7$%Hmna=Ik#S!VWd{F^T# zYWj?-f2*i`>$?7TL%8VKCX2H!3_MU-m)c+Zi^N70QG)mLKNhwhHT3mw0s;!mE5&z8 z?8a9i^d0_X*!Vy2cKqkR+VNT!3wwvNR{5qmt*&8r>$`mI#n|CPMy@~P-!C?4X#O__ z^mW-a%%oxN8J-=!)_S~aq zF!+!$))d}~Fg*Hb%95J1Bg|3U0{>HgFXQ<1M4HC0^sL8;zR?gy_Z97R`Z2ncrUr*8gESj&&FzZk**7dBARPot&ATQ>W@I?z)c*EpV=u4Eks)@U zXRjbDmO3;SvVhxT`GyTQ+@3!kSzN^rf>fcgEDkYy?52=?yqkjSv+Fy8XDH`Y3U7}x zJ`H)8Cv3Whh83Wywq{$zw6D?ICal8Pb*ZpH{rY2{9{~Q7(GkuyyajuNRqrzC1)!zE zZRK~2uh7%j2O`NxM-r-g4d=oY+wP;yhe9)|HqU;ye#ABGM)69@LQ8-itm8#Lp7+08 zC5uYh1Mj)+QIK6tH3iU*K@b^!1(oPn)Q(q1Gzx-36n%#UaYgPGje23Peroirc9s^L z39?(!(;-T1fBFzI!VP(=QUBf9)7ZS~>_>1FTN?Y0Ygcz@Us!Pl-Yw%dT7T3Q=Gi$ie_(6a2dG1x-VTM2*)Ra0za5av(CI7a?GNhKwKj8v zKuirgwKTu`qZu4^yWN|lwysmX?}N{q?T;uMF=7Pr#9=er*Qu`HvTZ{Sj`4Qr%&Z%L z2_Mhyy;C@$pJ+9(Jov~<178H&Uzv-0Q;7tmG+F0lPHV>`bg5dN%b%+XJPP+5(;dpC=(DD4LelyD^%vXhr zuel$*kEWgBhtJ=+WW$;_uQjDBv+M?4iVI?R;=$QxR<~Bwq7O)u?6X+529>4M$q6>a z#l?M7JFPZaaO!IzsdUi-9XOjU;0Y{s;0!%hu}*NUZ0jkm7>SxujL ziLzT5KIh_-iucCR+E)O*f*}>(CB0=>P}xlBo1g4QCR};alYAkMq?jP(26Ne3v%6e_ zX#MO?R`8pT>|zmY0kIQdNSPeX86R>N?PD%eT4wzIv(dyZ*v7xub@|Q>A>54&WxJd? z%zo;$!QG$JkKV`so{FSMRuH-te-sc&yUY0>G(8&+M|U=g%5E7qqzuFNI^#}(l9ws( zY?!|$>l9hf0B_1b^9O?41|{EzBU10-b+ne-K((e~1&FW(Uf4}Y_g zFwrzdCTWBZ)v9i8bQ3>QUO4>bg-UE3GGKGhPN5_hr1TVE-b?K+H}%sw2H+r|Uzj`n zqO@c#`@zJbfh3e8hMnX2l^c@IoH|9$tJ=1;laPa}Bu6C|AFTU|C9-2oF)Eb|LxTjr z)56x1xm0O103Ozd^A!3}TSlD_mm|lR?%&7zr{rf|9~1e2`eVh5x;NQl>Zhq+Mz~E! z84)++pbs*YRcM!$)57UyIlFrbe1r%Ss8vOaVQcG;WW&-3)0mETuf^StiV6Tc(1Xc( zXew7>rDIn4gS3zSbBh<9+g2@E|A^R1V-&bWw5KdfkKN`_EaIVRSXoH;5f1fq2$&Wh zowZMXW`Y@LDzKfhU?l{eDY$=Df)X7IU>OPa!`$kB2ZV&u%s&uHkAs+ z;bE)o@_5dId4ecsE3S(60}s8{c=LX$1$FWCrD|>9K6VN8soE59sshT>M-1_Hn} z_(VYZw-V>%lL&w1fxl6?$C$+&3W~Y4yJe^NpPRdW=?`vD=P$>U~0hne2pGKJk7pm9ow;FmUBA5 zMz_exd_M@41Ekz4fOQ9_{p>JJfzStLR>c_W4x!FURnQsZRK;jzXrp^ zur}07_E~85B&+?Z@!&8@Pz||_TV?6=A*#RB2;GNE{pRFkc7PJzoO0>uA$~q0anEMY zN#fGgGL*du8=9~6VIV!zo~bt+KYD!har4)X^oNhSQTY7jjrkPu*G=R#lpQ9wB8tSv zGlj)DvUsVzhQ;wbIb#tM(z%E(0X1y+Z7fwm;}u;Ry&o5J?BSIzi+bMTmgQc{2qu-Y zrOT@4=@=H}7_-rYIJAF{FSM3Doxrt{hx_v{0S)_l)z2J-!B`Y)+{I!qTZb9%Or^Y) zxt?Wwj}|+j-e%UJjQARPY0ma3Lxkr4+Yj%fqhC^1Ryu(=M(i3@hLQHmC%10eG}3p( zXiv56FxGbLxS}89WlT^5Q(jCS{c6e=Ge+TYSN~kFVBpI2 z4uPG|=37`iod)@%Yk|Ex7yLl1I}OMajf~)e0cmz!A0~gI-w|o`fCwz;o^0;79ZUvPCcD5siAi>qb^!KIWEG}+XnW0NgfmbKqmULbc$X)&T;%!%Dz*1dgk~dIkdbO2J#QTyD7MF zf(aUn*{$3aRIt8N3(le{mZHjxu32W(egFOCch;$VK?Vl6+g-DL(IbEiFtci*_LFWs z{K_&R29!L!vhxe7y}nNaL8Ky-?#izmlh%3;7VbUgv$riPm-1LD8m> zfe}ERgqEH%ZLCg1?ys=<%3;Ha!P>m+oIUpSt5-e!rM>n>ZV(!PqPz?@s;`Bds9OPt z2aH>L4#l`gD?we<>iR|4tr}n*)4Jh-x9)bAW)u)i&S>)-_x5xc9^JZi`|0bCK-W<( z4Vae5b%&_^L5fB#(M{cl622^}9SA^V$37flg5HFDtcEZHb<5$pv)(sa~07LU8DKO-|_u;%nCxR73c+|@dZzaqfOs($&)jyUb% zdRq7ikfQlh{Gnzh&w9A`u9;c1{G4)Mm#`AA$k$+vx=}wS4m~=*_T3c^2M^VFEB9-i zUMJ{#Ueob>UeUi`9FYs6gO<_dktDZGlK-;v$-=*|CvbT7(OE!&8&|T6|G>9(e%c{| z2hwdMS4tWx3o)$xLbJw<+WTgeDu%s3+~g;a#NK8ylYr<|#$AQn#^3sBQrbdZFrEEM zO4GYqjcjc%6gII}?;w?xpsn>eeiowfFOFQe-#}=XCqnCV5an%xVmZ%u{iX-(-8Gl` z7%A?S8R=Qy^2#ZJ>xO;xC5oX(zv&~hlsymUv;eAQ--Se!Q1p*R53h&4W%izFP}eTy zr8mkk__mk1o>oISyM~Mgt`8nQ+(u}c$ke`%Y`J>pEy|%zP<)X>t~gw5)5azHPsFeV zvGB>@Rka*r)o9QLnBJOGffLf~?GrslHRg|Y$FtfMaj)D>P;P_b3tCpBtN=aFFcoof zXd;u=2_I5}I!qYC3U{n}mtM1M=Zih3-a-np7rT9B{v<8Xp{&>cW)xFz$5cZV%hGTH z+6GLv4D9_f2+YbQw9WD8KoHHi_~-ETl7oRtkJ&r%sqp*MX9$CNCv&1pc6N41b_vC; zKQ(*EDE1w5T3jKJmG#!Hpd*EsnN;akQ+Lqx%$YsuBGNb($BqA`5AuYiW+c z%d~0Zea@u^el~38hJ=L4YicgFzW$aptG*+VO{p+P-hF*Rt|PrUolPIE0Oitv%rYA( z7J0sm@_f`@yYo4kn4=zVxUY%Cl8FJ)JH;R3A%=MT#5wB4)_HQc{AH`-RfeNuCZ)2v zM0zay-2sU$fo2&ZvyFRAE}`fl2ls{d1>Xl5(P%1o*xy|ne)Q3(gm>qnZql9Oj=9=* zM6VcjK`!OsIXlPGD0U{@`t3)44FxUR8cUdk0l(PF>GelPzwN&exiz~`nMq`fezB&6 zK71>PR8rWRpAp{2Pv}fE>dxSpGB{~TcC2~%gM22ol&Bbf>esE}LC8`ZP>*Gn(e?>cg1LZ>8;`A>ha zv?XfQbiK%(Bqkb|vYlrhORPpN{tiR4moHwh@17W@kCk;Lm3s(eV))buU)m;Ffc~62 z%rr3o07I=`=u%SHFt{1~uzSVuJw*R{tmTV(6K6`-*d>?@j?-^n1O`tSiU~Bt_x864 zV5CM_`%Y~^R%G@KEV~^U9t0&L!#w%l-C54^lF0H2Fp2I;<)LC}ff}|F2CSQ!Pr5uZ za@4*`vCa7q+P0wR$9SB$Bp@Vmq6RrU{+d%rDP>+8fCUDQOPx!;eC)JU4lQ}U{rEj( zxYh((5F$mfn8tOrw>QO|hM-`4bfWv+$AyI{04!^UuSMIFvwnJ}acV5Q(bfSwhnpV0 z?9hfuW@7i*hU}B|7J)3IgRwCZSKyPmNgApi^P%9;RJ@ zg|6Uzfx~Y*TC;cE(IAjF+(3fR(CnuVOQjd0p`vqKTSzf<<@a71+)EbjY=m^K`%21- zt-@K(GQBAp3{B@Iv;ZjVGYhZ%(`(4gFUe*~VYj8ck|4QeQysA0GicRJr23=$OBKM= zH>m3)H&+=A7$(}e^HtYrtV_C!)47gMBo!dLiTm#9&n1q{*g7GT8!I43NOAai#yTrF z0F}emR|=t?w|7+Q4ZJEX1?Opeu*Z95df2tq}xDFlESLiHq$3)ZWUI@Gb$d z>8Du}(Jw8dc(m$Iut6*DP40azqFtAk(!qihg5SI}Am-y26a(mA`5RfBs*W#(NTA67 ztF<$a>pB14{s(0VGo>P7kc4CjHQ6hnQc@~ehU`iqWMmgb2(7jzMSDV#JxgS145Cnp zERnJ%Td4ba!uOuz@ z`$~zhnOpP4TNtv^YPZDNejdz^cKq9T_SqZS4?_OkcTAO7I*p{S`}=4nPJM;t??3%# zi+6}39{U_;ay6SHw&?7j)T=c1X1mBhC}eL-*9GbR{OM^^r~<)d+oonuD5V-^EWX+e)HJ zGC@gT913mm&!td4o8Tn0cWg?&hcjqM21J(r^ZNrw{#_bgq+2sM>K+NWne^ zmGd{4h$Q+Igm@kWDljM!kAvZDm&*$lTP&Q8!gXa5tb`2S0|RryJtj!U;pc)#6EB%z zVGlzi!p)Y!mL||;BSdbvs!lz`4_BwDhhkNK13FVC&BC}{cBrPGBVq1?)AW?b0lH?5 zUEPvSCS>E^@KqG~b(+^;&j_$*Y7&tsN4xOM<8j+ZDe@>`w%&8+!_eKo^IIo1Cv$J-`3q6CEUM2pQ6Q zI0=}v>ojh?3om`s{W)U0ox0e7Ba)uApnlB4xyn;OXs|BA-Gcl&_8&<_5V=kg&smr# z=y@3`A)e;kb!kA>8TUMWB5mg^V}Y|G;76n;6kO6AS-@0$$se{&n*`z$#T{wi9cdVT z@!O2;PBw=r&!D5ygegB$&rN+RnVn^lCr zx5l%})H`MT54ae~PeIvoN|2#XU3T~R8K2HRLJ%ccg;PFQOD2Xac=`xwODyB!%7ME# z$X+~-*o_d!S%{bz-bgtI8>wMxE@Pj~$<@VsQoMHAT+gL;#RlHPVi56&X!}ZZcEofK zwQ@_Y5DQsY+_56P!Q3Ha`LmcKM?2*`J-6#3NnbL=LMeIvZIWsFA7j{#vHh+sClAGz zdx6gbA!9_O-BE|LC-KL;n!{ytduj!LU7}lZ=BVG&rAx~ph}<^6xB8D|h=EA4@HC+D z4k3@3nVGR?SErGhM)X01B2|-~AwNKYC0_ znwW!}Ec;Ge!WiTXSAo11>dMZmnm4L1T!nHXR#5bNCQ}t0P3q=Nr@ql@u=Kb=w> za)HOJsILKmHRpdFEQRLPbHc4qO4u9kP&r&O88FcDb@>ZoH z3|l%bJrFA()C$5$0?Vx&_yhwrsx+S6rO-zP;~9LEtlR+)E{DLkZa;+k z;1(}2Y8cP7LCdt=hu+ns{3Gty3)%I%ES|`UVduDWW?OBZ+-pZAGl!mIUwEWo^S4PK zkM5W$mw6|LwJKCtGLa`djm{w%UqX7F?)I7@7N?IZ zUHX7O#UA|w2j(rHteiizl#k7m>9wNu=BRdP-GR|EJ5hQ`mmY09E(|X<80$b^bE-_5 z5G4|6R$3)q=vDNN%Y<9@kU`elm16!*=a;~>BY`|=cDZ!sOOrdjN{4fW+ofn~{h@pX z)7@kl2*Zqt^8prF7-{Rs<=n;Zo25|T5#;7X+I+ocjAS0YoR%?@lOTM*-Wae z(x{wq-cnpCl|{Q%1FjB@Dk~G;vXeG8Q3oVpD|ca&F1w zns6`S#EF7Z8X%1k=RlFva_ufD&Zh{QLf;Y?^|>l!H=#JMoc{8vKP+|j%~wcFtB{T{ z_oian)E;BgVj$4=No?abf@3J_U&dHP^cb|tCL)lP@dki`9CqO08UJXDy?kJAtSC6P zdIU}?ieK|%8=2}=GP9@@7r@0&3?r2V$G}N;Yh+D4rTm|%*SC|ENKZKvycr7^)@AfC z{FJ)GZjY#Cxp~5ncm^Pw`egyIh=yL+h~mkSS{s9S-T|PwdXAUE=M^6*chme=N$a#HI7L!bU|tk zn@$6LE8sugi~t$L_PJtAx%Vi(=S|C8eVN@nxnjMCPt-qxlR~yy2nEt z!;ZyuJeeeBY<7dD+T!}<($QhJ@=rzAZx;(2?=D+7Bg6`^p16IU+kX7jz-xFzOHmMT z+o^B{)i&qk#=Q@5w93w|O*(l%vcf4@iuO0J=%vyqQD0xAf-Y2Py zxU=uWpFuSwA~9aHsk6_Hu0=l@%8PfH|9B?tG;u1Tm%}a(J&N7We^lmd&f4aUNwJKf*E(K*Nmj6rj-vvc|7q3~G0kb+<(Vy$_-v2xw z5Lr`9&6h(pFG^!|ghebv7{jrgca>$d!9*K)>AC|^l)9>;pRWT>Oe5Z zOJ+_^>cr(e&GMVLj2~Z5LDpTL`Sq*!w%_9)8XWAKvv+uhUcH(*J3E`N8)DIPJztZT z_5Ew&FIwmX6$AU`En2ky&q+3;jOz^>HcX-5<97=S8@Fz%*63Vz_6E7IAD{SfVfGKg zLax8r+WP1H>-?V|fN{MUGiJCPn$h&?)vIfN@msI0^=xoX^2UE($x~}bpk@1osy}bd zqSF15%KzXAZ;$eLMCS-Gcy&ZX>*yiv_iV!fQ;X-lnBy+p6EG9BV@IPMHn$Z)YW732 zFJCrYvgAZTm9KBznE3d;hYugFvsY)&wv>JQnvgROwYFBVwzhUW(nVk2+}%B?V2O_V z66+Bog2Kc7(e~>XTIn{6iHmbC+?-%I)iI>C=^=V~-s_9!-oA(fp0cYC*zb zJ|w_j96vY1kAmIV+qaw351_BEL1EBu&6;|2Z}dbo#yfmWbyT&TyUvo9Ks@DEty&#B zaY8>YAZyC8W5-xR9f8X?9tV+ZMHG%&AWGN!ooD^b?^m-?IpKY-I!G& z1)xvFT-UjCw?LkqD=5(B*d6NQb9_~hy8Uvns4LXWV%kQDH%(5VsxQ42|Eo0Z`7I(< zcVU_c-(yHSK;^5VR?NFQOTkxpLqx)>g=>FVRrZvM=k|Wy`m`qJAXQSFCDAT^^vD+h zXC^?ixM6^$x{a-EDrieSZ(0(cfF?l8aEcN;I6BtpbKhIw*N0_g8_0!SDW@w|0lLrq z^G{Rii48nFJ(ZU>wQyY7Yey6Go~8FQ`eV+hQI?&ZUHtH29r|ggWz|<~-LWG8+!9TV zQwusnwY|Fiz}Wcs$1t^Krltz<2`+`S^!OeBgaOMwsiITAaqHF)dwVsQk5qEUWffOC zHEnIA=H|O@U4zzb+5|;J80`LnxNbH7&4uPrbX1(BaO}^`KZaFWo0!;TTCbL*5B`+v ziwUIWr%53aJ@q@(9rU~ec zyPv&&UV!Bg8lZCEZU!u=Y$$X{LOD+u?qCan&s0B*)m@hw$Wm2Zy&mB!_5|VTZAh~{Gxh@;sleJrUjCa#_`K7dEQSs>a`CW; z@oCwzB~mscq9rhVT<1JYsn3JJ+V^ebc&!FtrStpmN2AR<>NK^owH@l=VZh+ZiPKNQ z^|N@!^HU1=elxJxTLAHy3!MW>r}s2A_74wl&W&hh!_#m5>#sm?UmMesIf=o+&DbrS z5BKiX%lFWs-tX$>KH-E^>e#WPnNCo`y)?I(GuNS}ZK$fLW)#YIz#@#RUff`ZjX(KG z`s+qhQnm8)^P9HOQ**lvF=psl(5DG~57U>E4rhO!J7Y$D>e0N#_tV!|T4*mppE3Qj^$a3P;F^l{JGbbks0r3M&JQZ{4=7lc}Rct}4fns+QJzjJhw6aiG$# z8XFti)5yrleeRSgb)zbluUWq{lI_&N$Vii9(7o{9nU#}DzBbT*P|u_$U}q$i<%Q+9 zo6=5!d+k|dMmH#}nDp-tOleiID5A#VA0amkxyH)Z586__I(YP`tR^*0P30g^HMH=W^&C_5TAA;(z0S%~Yttr>-nuqa9W!Z;WBy!2mWHfWczlIi zd@{Jd@re^BZrr(ZiJxc}awRGyC6Lv5xo}?f=mqDMrmIhLbzODyrUTc|HBYleiy=6X zzih?3{ez#nz^i!!o}rQ_a@6u2?1>pY4v`PTs2|NEK! z=IQCV-a_Z=v%xj1k00-=FdZ|d1+8>lcr{+khET{uv$wKpMAEYs#k=qgpIDn-kfrcr zndi>cK|5am>}R`wepL_koju(i_xe6o7G{pNqcFf#C}3?zOMVb}DsuhKEsQm5$}y2i z%9le0)9(Z*`7Brba%o+~=^m;^hJ(LVs!P+xr%#_``c8F^-o4dXZ2&oycjNQE9!N-7 zdtYbe~^S9qNqxX1-GHy*q#y~|B z(c%*zx+eq{gPv3r&juR}1`7y%SYPfHq9^tQf#b@r*V^rQ`jBPvrn1sv-n^dTDv=hr zckkYUk4jy;cGYUxGUG+h0LwMf{=cv+w-Lwo8;IDN#*G>=X{ zNo#dXjIJW=T@A-&#qdD`w)oU>-$3B^Wx4evQ+ZKza!mB8m>4B)(+>{_(;&5=INT}E z5?X-yLom=QSOk}CLSxZapU~?s9-P_zx{-w~E$jUm@ulHx$AGJ;WDuqIj`t=6q(b+} z*OAm*&dzoyoysGf=j}Zd5sLC+Wedl)XfiHey?Ozqr$+Yc2WPh6K%h);SFA$3`Us_? zSd^NdLceJkKup_Q5{r2x&<2xEx8{Vhva;g&`lqCHV-t5;xY#154#AR?Zt`s+)lGu}}FwY-*M_ahQC)bQtF zrd3%eEWqgV9rpC=*{9D1#`6@Hl=$Je_T<^K4#vjP2=M0Z+jFF{bsQsePa;RN*=5|6 z+S=kb#dRoEq$2HD>*r@Se*F02G3FNObiu8GMN+4qWQdJT6O8<}Zr!?yXQ0!spSFxm zI9hbXvlTJVi*8-M<1ty)n~I7|@}f7${2Fns?sh+LqT}y801OO8cpMcU-+;QA!MMW> ztE#HZ*A27KmQ#chV#3m0A3lD(1o8G{(%|J)8sz!rd@~rLCv?fa3CEko#lZLVfCkr#nT;w*I(o^&08MHB5l4dM4z@7S@!ypV7=h4QxL$dUd# zcC_SGZ9to(qS4pB$k5E{KM>gWVe`5Fmk|43ImY%V-T!>(T+e_1y2-x5Kl76HO6Qe2 zl9w1Q`L*pJjebh*)3hINpS8(QQWYcRJs>TW=r!&5JxlJR%GnI9yA127&fUBFM@P4( zV4EWvv5)D~|8DN$;^IoFMtkFH)Y8|$X>^}(Y!ya@go9$v=1Y``C(oQ2e`Ii?BYFvEQ-kJvlO{DNOrO1u6aRMK zSA%Q5s>9U{BTAIrYY>%hmy$$(}L5BUTTZ$RG$N+ZWE3A znKv-yH5`b9x-Dkg<6OIK8)F=%a58E2Ti7}6&>=4b3=GfITVta)de)c9=cBLE6B^w_ zaX3BQkWNf^*X+MJpBi-Sn(VGV7~s{gVZ%|@b4p7~&!Y5rSjA)gjifA3uL}=bRYPMf zJgj5>{(e9de)6p707sqX;Gx{31h~!G+J1=Z)TwI#HoCgHXN!v3@LVp!ncM(Q#twpc z*(@lUlj#Pu)zY~`hMd=*8e$zgD=$g&=FOX8nHF0Gd6b!*t%5m<(}x8d>mEfXG@Auj zL@z@zuzi5f{Pd|3#O|^Q#VI5AXncGp_|JNTW5rpZCtj!V?&_g|UJ<|bov#GObJV9i zafw};gH}#q>g8of%eT{qpzYh&Q`*D@Ym841f+)YU0T;I~?T_UszkVa$WO3$cW{(~{ z+7N2>9#cXlE+V43j2+vhW9RbTk(5*4=Fi;Ce;i6n1N9_qjoRn_s*|4HBV_lMc6RGh zQw=GoZUS_gjVQ0#b$jC1z8_!Yt3x^(N~hEOYSQ!!{o0+dr~Xk4AC@tkT#Ks5DVn`n z6LT+8Y)Q_TIBAkVovl}5lNqxd-NZ48lx#wty>v}~xzb(=nZ)~wDk4qech zsc_D$x7ai8V;u!DI_Uz?bbg9NS$id-JFt=;%=o0|JGuK$U%uemR*yQ(x+6!9n14HT z;Sn|EGL2iksS<O6-g*NEW{kV!G9E#KB|WwJJ-T!; z12hI!-N;?MKbgd(HSb*##gGtn`WjT5HS-1TT)1!{3PMx=z^$7%Gue4PaS65?msr0y(x#6nEib>5yc@W8H$OjbX<@pa(M2!!xpNPM9!^O} zI7?QV!)PJx_x8@t^=Hp6-&T>adE>_O&>WN>2rg@ueC!l*MdQ(cmDK~luVqEAHxh|L zPq#%oo|KagdUrWIOHJgj2gk{v9)I#Vy4^R4hB0FWjdd;uUF*=p>x)J+x62A0ojq}z zYq=oz3f2g%D8;W{{emzgu#z_0CN$|H!K_E_viiV*9{j+nq!3+#1L5uxQCp1|OZxhd zERyuKiFo5ucHet3xo#a-@Szsg8aHp}^6c96?Rz|XHsGSi+%IVs!-nkv-hi4>D-D>( z$>#yhKCvdPnYC@s-&*ksfxCP839!JZ&MPaP1Pplol+evPa(@w7#+!8oyAZn*y)rdM z{ngIEz+kPVZYI4mCGt9VsyMM!R%b3}@@DU)6m=W{b}6PZPp0Lr$%mshRA*2bx4L{Ue4Xq%lpGSnVVZV z1zYHaw1=ER++ks6R);R;rc`1TtH`j0h1kbxr_D5E@R*$Q=l2$PKEP16jnwKK2mSeK zLgmZC7Qm+q6vlEW=J-_sQ76+7CG-f|Eu+}-z`#Iz7nk+axSc*<9n_{x8-U)V>AUvr zGiYrxPeFyeJv^{KJGL!n>71==gY~DRx|AfHJ>l{C_Tg=YBUfkNX|1Zd3U;__%9Ol2 zced3Sz)Bb`x}GFZ1IIe1#MVtxUkjwNZX}dP*qu9n4mip%F}D{8I@=KS_AeUnvHZ@j z&}yHsy-RgHSNC%S>4>rL5@GK?4h2Fr1RX;T{nb|4%)%l!^g93ubQm{Io2SPbjyqyY zHjgipqId7!7cO3u0xhhPF@1aG%Ze@L&+kPmy{nsBfNXJ)XhRj1Oj6d8!b46St*|TK zLP6FQh0=DkxHmsIley6ZQio2DvlJc)JW5b0C|%4w4ag{uF;_9Ox9V<$!Cj#y)|1Ug zL&_XXPalfr0_qaPrr=3l-D%XAivFnlqksL?M#iX7vcJ6hB+40U*s5&xWYd!9o=Hby zLElqhcC-d9GeH6BOS}?sqY2uPz-HFo_C?zle`uZ4LQFlT8s-}76_;!p9o1_r!rl5T zgsa$sB~G-nJ89XuV0tlJLRJe)Eb8FKK-K)3X*nV)fe(3KSpWo*em> zy3N=eopT5JR4AcUWC-keSSGUN`m<)we$3*9Tw@~vuEp2z;*!GA}AQ+ld*euTXa{+6Ec()l2@Vo{QqbNpkHWb}_vaNeqXs9a_VJQ)v1ARvC-Ma>C z1L63PDk9#(%U1JdotM@WB)Qut!UA-hQhU(L@i;YCH;z@kyYI43Jt>^5V?Vl5*-Jlh z`|{<6QUFRHJTu60Eth>BO4@T519Xb1`sIB%M0+qJn9`lS2Aw<-*L8k*zsSH%o7y$s z_z-pByhn>@l)9Nc&AWB$*7E=rz>{{65Ez%vn>TM&P>_A#{uTiiunwk+78y%CskEL_ z3q-YJspp?7ENsQ)gg%d|vfs15J9q7ROq7rF_DpyiUVz%HSn7gf zx53`B;~ybH(l1AR6@YfY72|8gD)a$PE7BIT8s3n}Po?^|e)HxPZjG$Hrk`JbB?k3)sMtnm-&I>IPUicy65oud zw2?p@_WIV98MHjqvRvLyR>5ThMg%8Jad+Q;ezW~$j&BP@agwbR9UktSzMM0%Uf9&vIBq1^@9S~x8*_(Uxq9oD1dQJX zEn80ob_npFIyWBeJ(6DZ2N02_8Esgzetp96?@5ey1UD}#mDWt=n7BwL6%Ic6DnH;h zoRJAgC9Kl}Scn4$)6$YYC_SEeMTNA2Oc9Q8Otrzu7SFNTYrV{#0F;;A$LXUJa~+i= zyPy=Xtnk^!k5akY8Xg{}YR54wjr*0$k(JdGVg;n@gZ*@OnOzP6C_~m}aj$BvO#>SM?9f1-vsEvKCQIi?`7mLd^Lq*arZ9`q*Dp!Z)Gap7;9xz^}x6 z$wzUe+*1AR3$7ohhIzR=Kp!l6eLoO18vE>E(z|88JxxrsL}c>z$~yvU^2fz1hUte* zq3vAddg`*AjSJ2I+q8__HHgp4?r~@5u3TwE>%uDNFVW?nc@3H2^r35zC7T}}dz*H~ z93uYH@3k=ZdBC@0E57x^WbKp(IblW0`SkW7SCS^Yk9{?&sW(p|m4s0|iEU@B_4g;c ztcxy55f!29Gx3ixadpDFUWQ}v2POLWR%9)Wh4r>uzv3yo%H`;sKhi(mJM5;;4w78I zlAyYI^X9FVx|Y_~<`DfP9$vVai1gmGEv2M4@88Q|`4&WVj#A5(wu3Jc$JGdT)Gx!j zUY&S&;d2KmOEe2mq6->oaa}+_Bk7dYYSn7Ymx%LtMv?#5<%7;i6qGNa4NMArI5f~F zqPeE#WH8+^@ABqE-s0loRbY~KuyK&nyrEynoyL`$ly~LRpsY2RWT)6w)Yl)=87t@n z+fkdfjZ~6e%FmqbUcd2{FF<8$5I8jTn+!p~R=58xIUH7Cg)`L~4}H5c!Y&=_^9 zttHy8IdtTRKd0QVswHn#16w$GC;01QPjTbsOL1Oi&-SEoTWj!&0h0F4Z@dWF4gY1;=FR=L463qBtPZgov>N6dXqPlF zVHl?fZKK{R1{M?)%=`1t1Ml7^^?B;0%~=S?2GBQq-Y#5l2BPmzjQsUNDe^fn&uQRq zf*=uD49D6gyDI6op>Ixckg%*0M_#$Ib30?tv*+7xn%Vx@3h3nY@i)o7clNHWpC(wT z2Us}mw^{mjRAAf;nmnW&g$D91Tho2tgTsgW&=LQ~%ih&O`f;Bus7GX#D%Xpa4l`)} zn7F9*`<#gEK?pt8B7-Yt;b?C>nRv6(#MZ`UE%oh!(R(m^^X00G3A+`V>vk@lIMtg& zZ}utWi6MOqBmLMvn+}|=QXxpH_tRjx{-9F=HwOi&A$OVN*`MQ1cy9!tl6L3Iz@O7? z4(Vau6HrkxAHOx{m&Vs2jT=!aNb=hKJ~}yhBkQn(iOI2H<6~#LOFD6Uen%QMH%XJ} z@)`#RhlBJKH(@rmXRk{n>*Rz2I(QEnk?*iTSPjmMF!8E83DJATpkITwbpwJazord(Fqol;F>+RdOVKJ$JEROmx3c~#LxRlbg)KoL! z@!q{lesL=+D|Xnofh!je`-4W}may5~B!!w+ap*+#?D=+3fL}>GXm_K#Nq;G=;PMtGn z|C@BZi-!UOn@X1Pq@*No_A62Kd!~KPO5L`5_ZA955vY^12g!2mZ$H$#=3^&b|DJw- zU%NJpJ)MINV#)h=r8ynoK8Cx!cZT^OMb`X9Gw8}R*wf^<8w^riHc?8F>KZ=Irhw-g zu=<}5HJ&YmupC;%5Eh%Th7@K}F5Vek#7cS$6og|A-u=jP?p$v4@U9NFo1XaxlYMpT z)-CeBEu_?d|I!zX`%YB>TlsUK`+xnv|I!}(Kk^*zW~w@qHO>G literal 0 HcmV?d00001 diff --git a/pyproject.toml b/pyproject.toml index e3923bd..af0a6e1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -24,6 +24,7 @@ dev = ["pytest>=8.0", "ruff>=0.6", "matplotlib>=3.8"] [project.scripts] kq-collect = "kr_quant.collectors.supply_demand:main" kq-screen = "kr_quant.strategies.accumulation:main" +kq-backtest = "kr_quant.strategies.backtest:main" kq-chart = "kr_quant.viz.supply_demand_chart:main" [project.urls] diff --git a/scripts/make_figures.py b/scripts/make_figures.py new file mode 100644 index 0000000..0d57c0f --- /dev/null +++ b/scripts/make_figures.py @@ -0,0 +1,57 @@ +"""Generate the README cover figures from the collected DB. + +Produces three PNGs under ``docs/images/``: + * ``ranking.png`` — top accumulation candidates by score + * ``backtest.png`` — accumulation score vs forward return (signal validation) + * ``candidate.png`` — supply/demand chart of the #1 ranked candidate + +Run after ``kq-collect``:: + + .venv/bin/python scripts/make_figures.py +""" + +from __future__ import annotations + +import sys +from pathlib import Path + +sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src")) + +from kr_quant.storage import connect, default_db_path # noqa: E402 +from kr_quant.strategies.accumulation import load_frame, screen # noqa: E402 +from kr_quant.strategies.backtest import backtest # noqa: E402 +from kr_quant.viz.portfolio import plot_ranking, plot_score_vs_return # noqa: E402 +from kr_quant.viz.supply_demand_chart import build_chart # noqa: E402 + +OUT_DIR = Path(__file__).resolve().parents[1] / "docs" / "images" + + +def main() -> int: + con = connect(str(default_db_path())) + df = load_frame(con) + + result = screen(df, min_days=8, max_range_pct=0.15) + if result.empty: + print("후보 없음 — 먼저 kq-collect 로 데이터를 수집하세요.") + return 1 + + print("→ ranking.png") + plot_ranking(result, OUT_DIR / "ranking.png", top=15) + + print("→ backtest.png") + merged, summary = backtest(df, formation_days=12, min_days=8, max_range_pct=0.15) + plot_score_vs_return(merged, summary, OUT_DIR / "backtest.png") + print(f" Spearman={summary['spearman']:.3f} n={summary['n']} " + f"전체평균={summary['universe_mean']:+.2%}") + + top_code = result.iloc[0]["code"] + print(f"→ candidate.png ({top_code} {result.iloc[0]['name']})") + build_chart(con, top_code, OUT_DIR / "candidate.png") + + con.close() + print(f"\n완료: {OUT_DIR}") + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/src/kr_quant/strategies/backtest.py b/src/kr_quant/strategies/backtest.py new file mode 100644 index 0000000..f203f06 --- /dev/null +++ b/src/kr_quant/strategies/backtest.py @@ -0,0 +1,152 @@ +"""Lightweight validation of the accumulation score against forward returns. + +Splits the collected window into a *formation* period (used to screen and score +candidates) and a *holdout* period (used to measure what happened next), then +checks whether a higher accumulation score lines up with a higher subsequent +return. + +This is an **in-sample illustration**, not a rigorous backtest: with a single +short window there is no rolling out-of-sample evaluation, no transaction costs, +and no survivorship control. It is meant to show the screener carries signal, +with the rank correlation and per-quintile spread quantifying how much. + +The core :func:`backtest` takes a DataFrame so it is unit-testable without a DB. +:func:`main` wires it to SQLite for the CLI (``kq-backtest``). +""" + +from __future__ import annotations + +import argparse + +import pandas as pd + +from ..storage import connect, default_db_path +from .accumulation import load_frame, screen + + +def spearman(a: pd.Series, b: pd.Series) -> float: + """Spearman rank correlation (Pearson on ranks — no scipy dependency).""" + if len(a) < 2: + return float("nan") + return float(a.rank().corr(b.rank())) + + +def forward_returns(df: pd.DataFrame, base_date: str, eval_date: str) -> pd.Series: + """Per-code return from ``base_date``'s close to ``eval_date``'s close. + + Kiwoom stores a signed close (the sign marks the day's direction), so we + take the absolute value to recover the price level. + """ + piv = df.pivot_table(index="code", columns="date", values="close", aggfunc="first").abs() + return (piv[eval_date] / piv[base_date] - 1.0).rename("fwd_ret") + + +def backtest( + df: pd.DataFrame, + *, + formation_days: int = 12, + quantiles: int = 5, + **screen_kwargs: object, +) -> tuple[pd.DataFrame, dict]: + """Score candidates on the formation window, score forward returns on the rest. + + Args: + df: Supply/demand rows joined with the stock master (see + :func:`kr_quant.strategies.accumulation.load_frame`). + formation_days: Number of leading trading days used to screen/score. + The remaining days are the holdout used to measure forward return. + quantiles: Number of score buckets for the per-quintile summary. + **screen_kwargs: Forwarded to :func:`screen` (e.g. ``max_range_pct``). + + Returns: + ``(merged, summary)`` where ``merged`` is the candidate table plus a + ``fwd_ret`` column (sorted by score, descending), and ``summary`` holds + ``n``, ``spearman``, ``universe_mean`` and a ``buckets`` DataFrame of + mean forward return per score quantile. + """ + dates = sorted(df["date"].unique()) + if len(dates) < formation_days + 2: + raise ValueError( + f"백테스트에 거래일이 부족합니다: {len(dates)}일 (형성 {formation_days}일 + 보유 ≥2일 필요)" + ) + + form_dates = dates[:formation_days] + base_date, eval_date = form_dates[-1], dates[-1] + + candidates = screen(df[df["date"].isin(form_dates)], **screen_kwargs) # type: ignore[arg-type] + fwd = forward_returns(df, base_date, eval_date) + merged = ( + candidates.merge(fwd, left_on="code", right_index=True, how="inner") + .dropna(subset=["fwd_ret"]) + .sort_values("score", ascending=False) + .reset_index(drop=True) + ) + + buckets = _quantile_summary(merged, quantiles) + summary = { + "formation_days": formation_days, + "base_date": base_date, + "eval_date": eval_date, + "n": len(merged), + "spearman": spearman(merged["score"], merged["fwd_ret"]) if not merged.empty else float("nan"), + "universe_mean": float(fwd.dropna().mean()), + "buckets": buckets, + } + return merged, summary + + +def _quantile_summary(merged: pd.DataFrame, quantiles: int) -> pd.DataFrame: + """Mean forward return + hit rate per score quantile (Q1 = highest score).""" + cols = ["quantile", "n", "mean_fwd", "hit_rate"] + if len(merged) < quantiles: + return pd.DataFrame(columns=cols) + # rank=False so Q1 is the top score bucket; labels 1..quantiles. + q = pd.qcut(merged["score"].rank(method="first", ascending=False), quantiles, labels=False) + 1 + out = ( + merged.assign(_q=q) + .groupby("_q") + .agg(n=("fwd_ret", "size"), mean_fwd=("fwd_ret", "mean"), hit_rate=("fwd_ret", lambda s: (s > 0).mean())) + .reset_index() + .rename(columns={"_q": "quantile"}) + ) + return out[cols] + + +def main() -> int: + parser = argparse.ArgumentParser( + description="매집 점수 vs 후속 수익률 검증 (형성구간 스크리닝 → 보유구간 수익률)" + ) + parser.add_argument("--db", default=str(default_db_path())) + parser.add_argument("--formation-days", type=int, default=12, + help="형성구간(스크리닝) 거래일 수 — 나머지는 보유구간") + parser.add_argument("--max-range", type=float, default=0.15) + parser.add_argument("--min-days", type=int, default=8) + parser.add_argument("--quantiles", type=int, default=5) + args = parser.parse_args() + + con = connect(args.db) + df = load_frame(con) + con.close() + + merged, summary = backtest( + df, + formation_days=args.formation_days, + quantiles=args.quantiles, + min_days=args.min_days, + max_range_pct=args.max_range, + ) + print(f"형성구간: {df['date'].min()}..{summary['base_date']} ({args.formation_days}일) " + f"보유구간: {summary['base_date']}..{summary['eval_date']}") + print(f"후보 {summary['n']}개 | Spearman(점수~수익률) = {summary['spearman']:.3f} | " + f"전체 평균 수익률 {summary['universe_mean']:+.2%}") + if not summary["buckets"].empty: + b = summary["buckets"].copy() + b["mean_fwd"] = b["mean_fwd"].map("{:+.2%}".format) + b["hit_rate"] = b["hit_rate"].map("{:.0%}".format) + print("\n점수 분위별 (Q1=최고점):") + print(b.to_string(index=False)) + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/src/kr_quant/viz/portfolio.py b/src/kr_quant/viz/portfolio.py new file mode 100644 index 0000000..30f33d4 --- /dev/null +++ b/src/kr_quant/viz/portfolio.py @@ -0,0 +1,95 @@ +"""Portfolio-cover figures: screener ranking and accumulation-score validation. + +These render the headline visuals shown in the README. Functions take plain +DataFrames (from the screener / backtest) so they stay decoupled from the DB, +and save PNGs that work headless via the Agg backend. Korean labels render if +NanumGothic is installed. +""" + +from __future__ import annotations + +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.font_manager as fm # noqa: E402 +import matplotlib.pyplot as plt # noqa: E402 +import pandas as pd # noqa: E402 + +for _fp in (Path.home() / ".local/share/fonts").glob("NanumGothic*.ttf"): + fm.fontManager.addfont(str(_fp)) +if any("NanumGothic" in f.name for f in fm.fontManager.ttflist): + plt.rcParams["font.family"] = "NanumGothic" +plt.rcParams["axes.unicode_minus"] = False + +_FOREIGN = "#d62728" +_INST = "#2ca02c" + + +def plot_ranking(result: pd.DataFrame, out_path: str | Path, *, top: int = 15) -> Path: + """Horizontal bar chart of the top-N accumulation candidates by score.""" + top_df = result.head(top).iloc[::-1] # highest score at the top of the chart + labels = [f"{n}\n{c}" for n, c in zip(top_df["name"], top_df["code"])] + # market is stored in Korean: '거래소' (KOSPI) / '코스닥' (KOSDAQ). + colors = ["#ff7f0e" if "코스닥" in str(m) else "#1f77b4" for m in top_df["market"]] + + fig, ax = plt.subplots(figsize=(11, 7)) + bars = ax.barh(range(len(top_df)), top_df["score"], color=colors) + ax.set_yticks(range(len(top_df))) + ax.set_yticklabels(labels, fontsize=8) + ax.set_xlabel("매집 점수 (유동성 대비 매집 강도 ÷ 변동범위)") + ax.set_title(f"매집 후보 상위 {len(top_df)}종목", fontsize=14, fontweight="bold") + ax.grid(True, axis="x", alpha=0.3) + for bar, val in zip(bars, top_df["score"]): + ax.text(bar.get_width(), bar.get_y() + bar.get_height() / 2, + f" {val:.2f}", va="center", fontsize=8) + handles = [plt.Rectangle((0, 0), 1, 1, color="#1f77b4"), + plt.Rectangle((0, 0), 1, 1, color="#ff7f0e")] + ax.legend(handles, ["거래소(KOSPI)", "코스닥(KOSDAQ)"], loc="lower right") + fig.tight_layout() + return _save(fig, out_path) + + +def plot_score_vs_return(merged: pd.DataFrame, summary: dict, out_path: str | Path) -> Path: + """Two-panel validation: score-vs-return scatter + per-quantile mean bars.""" + fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(13, 5.5), gridspec_kw={"width_ratios": [1.4, 1]}) + + # Left: scatter of accumulation score vs holdout return. + ax1.scatter(merged["score"], merged["fwd_ret"] * 100, s=28, alpha=0.6, + color="#1f77b4", edgecolor="white", linewidth=0.4) + ax1.axhline(0, color="gray", lw=0.8, ls="--") + ax1.axhline(summary["universe_mean"] * 100, color="#d62728", lw=1.0, ls=":", + label=f"전체 평균 {summary['universe_mean']:+.1%}") + ax1.set_xscale("log") + ax1.set_xlabel("매집 점수 (log)") + ax1.set_ylabel("보유구간 수익률 (%)") + ax1.set_title(f"매집 점수 vs 후속 수익률 (Spearman={summary['spearman']:.2f}, n={summary['n']})", + fontsize=12, fontweight="bold") + ax1.grid(True, alpha=0.3) + ax1.legend(loc="upper left") + + # Right: mean forward return per score quantile (Q1 = highest score). + b = summary["buckets"] + qcolors = ["#2ca02c" if v > 0 else "#d62728" for v in b["mean_fwd"]] + ax2.bar([f"Q{int(q)}" for q in b["quantile"]], b["mean_fwd"] * 100, color=qcolors) + ax2.axhline(summary["universe_mean"] * 100, color="gray", lw=1.0, ls=":") + ax2.set_xlabel("점수 분위 (Q1=최고점)") + ax2.set_ylabel("평균 수익률 (%)") + ax2.set_title("점수 분위별 평균 수익률", fontsize=12, fontweight="bold") + ax2.grid(True, axis="y", alpha=0.3) + for i, v in enumerate(b["mean_fwd"]): + ax2.text(i, v * 100, f"{v:+.1%}", ha="center", + va="bottom" if v >= 0 else "top", fontsize=8) + + fig.suptitle("매집 스크리너 신호 검증 (in-sample 예시)", fontsize=14, fontweight="bold") + fig.tight_layout(rect=(0, 0, 1, 0.96)) + return _save(fig, out_path) + + +def _save(fig: plt.Figure, out_path: str | Path) -> Path: + out = Path(out_path) + out.parent.mkdir(parents=True, exist_ok=True) + fig.savefig(out, dpi=120) + plt.close(fig) + return out diff --git a/tests/test_backtest.py b/tests/test_backtest.py new file mode 100644 index 0000000..07aea0a --- /dev/null +++ b/tests/test_backtest.py @@ -0,0 +1,74 @@ +"""Backtest logic: forward returns and score/return validation, no DB needed.""" + +from __future__ import annotations + +import math + +import pandas as pd + +from kr_quant.strategies.backtest import backtest, forward_returns, spearman + + +def _stock_frame(code, closes, foreign, inst, indiv, vol=1_000_000): + n = len(closes) + return pd.DataFrame( + { + "code": [code] * n, + "name": [code] * n, + "market": ["거래소"] * n, + "sector": ["테스트"] * n, + "date": [f"202605{d:02d}" for d in range(1, n + 1)], + "close": closes, + "acc_trde_qty": [vol] * n, + "individual": indiv, + "foreign_": foreign, + "institution": inst, + "penfnd_etc": [0] * n, + "invtrt": [0] * n, + } + ) + + +def test_spearman_perfectly_monotonic(): + a = pd.Series([1, 2, 3, 4]) + b = pd.Series([10, 20, 30, 40]) + assert spearman(a, b) == 1.0 + assert spearman(a, -b) == -1.0 + + +def test_forward_returns_uses_abs_close(): + df = pd.DataFrame( + { + "code": ["A", "A"], + "date": ["20260101", "20260110"], + "close": [-100, 110], # signed close; magnitude is the price level + } + ) + fwd = forward_returns(df, "20260101", "20260110") + assert math.isclose(fwd["A"], 0.10) + + +def test_backtest_splits_formation_and_holdout(): + # 14 days: formation = first 12, holdout = last (sideways accumulation pattern). + closes = [100, 101, 99, 100, 102, 100, 101, 99, 100, 101, 100, 102, 100, 120] + days = len(closes) + df = _stock_frame( + "000001", closes, + foreign=[5000] * days, inst=[3000] * days, indiv=[-8000] * days, + ) + merged, summary = backtest(df, formation_days=12, quantiles=5, min_days=10) + assert summary["base_date"] == "20260512" # 12th day + assert summary["eval_date"] == "20260514" # last day + assert summary["n"] == 1 + # forward return from close 102 (day 12) to 120 (day 14). + assert math.isclose(merged.iloc[0]["fwd_ret"], 120 / 102 - 1) + + +def test_backtest_raises_without_enough_days(): + df = _stock_frame("000001", [100, 101, 102], foreign=[1] * 3, inst=[1] * 3, indiv=[-1] * 3) + try: + backtest(df, formation_days=12) + except ValueError as e: + assert "거래일이 부족" in str(e) + else: + raise AssertionError("expected ValueError for insufficient days")