From c13ed4c3b74884e8c41bcec1b917a0a05c639687 Mon Sep 17 00:00:00 2001 From: Corentin Ambroise Date: Wed, 3 Mar 2021 22:28:55 +0100 Subject: [PATCH] exo2 --- module3/exo2/annual-inc-hist.png | Bin 0 -> 15904 bytes module3/exo2/annual-inc-plot.png | Bin 0 -> 20018 bytes module3/exo2/exercice_python_fr.org | 398 ++++++++++++++++++++++------ module3/exo2/inc-plot-zoom.png | Bin 0 -> 36213 bytes module3/exo2/inc-plot.png | Bin 0 -> 9605 bytes 5 files changed, 314 insertions(+), 84 deletions(-) create mode 100644 module3/exo2/annual-inc-hist.png create mode 100644 module3/exo2/annual-inc-plot.png create mode 100644 module3/exo2/inc-plot-zoom.png create mode 100644 module3/exo2/inc-plot.png diff --git a/module3/exo2/annual-inc-hist.png b/module3/exo2/annual-inc-hist.png new file mode 100644 index 0000000000000000000000000000000000000000..5e48aaffe73fec88f593849aae2b0f7c8318378f GIT binary patch literal 15904 zcmeIZbySt%*Dbm?ASEdvN{2{;5(3f!B9bDFfYJ@pwF!|>lm_XNlv27uKpN?8kld7X zbDqt{?|x_8|L#5KjyuNr{ekkryWe=8wdR_0uEhr>1!-JtGHeJ0f-Cb(QW*k)&LX}r z(ZNq(gLP352pXQ5goKiXgtUZ>rH$Q7+cySA(ni)sc4h|3(oY}|{?DIPbxbK#iACZo zi&^je_8rX349C0RjV!TL?t4GJa$!_#HOUrXSt1_VzCM*`cAtCUEZvM*gjk&5XZCEw z?4|ZkMq2aSjUe{45~VaWU#6qp6Y11`QY?5ScX4$@g+*=W^Z7Zr%uTLGr6e#~V%jv<+)S{|KvD&@zE${#H{dMEy<@{&rDMY#3Ldo)jC? zw@(+%6M-1Z^aomK81~x}!9u**`OI{kQtgj&;}qxzYJE?=%A}?&nkRe}Ly8~3h-XkM z4!*G1Mb8BgB&+_JbOoqElVtXNUb)q}f2#y@q1NA?F)kUju8_ zV5|wjjIWF1Poa*MP06#;hk6Ovj-JX1I7|3cklA?__U~?o^i<#F%~%3EKdYNQYTXGu zs#v;hi~`$aH!*uW(kqZ*{85~3GiYIlP%TTOSv@D|%ae0G_HyDD24R2Q1RRI92aad^ zCr;{#v6%DW0;D&|J~42rmHvIw=A~ZBm`Y4FWFv|oSC!X{fWOwBjt@a$#Z^Gh5R0>v=LC!D!EDk3~n+h_&uxn6-LP z^;5Ov>S6m;hkGVu=Ijn_ib>`(|<(fe%mM8 zCBL2VZqu3Nu+y{CdrNJfENwpMy2WF$S@`t__LA9`7n8|Pv_{#5m<;`d8=D#pWffOQ z{NH1};dFE2%O(0us#A^L`rXDb7nbKunq$9iomV_OC#v!^8lBN2b76}cRl$1UJ-v+R zT{=IjYPa_r`ZA(_#16xF3w3OTr-U9lhOIl z7zGct$^`Id^H6(FO*u zqaL-om#61$uwB%_8AwISCF&)E%gtW~!<_&i_>DAVjOFDaEZ}=g2sFS9f(E{Wf-f@g z1%aTXp#1v@bT$R`|N0*B%Zy}$=Mad%2N_9m6&L8n6jmgW>dE2XEN!$fsRK$$HF1Jp zH(n6fib;t}g%JkR1u<37r2W>DdZ8qp__pcA-4|knZ&lDF9h!B-#r%Arl4Dw82QVTZ z^tJrux`+gaELNSw0teM_o5X=BnW22`L(gxI>j%T1`y1gmdP7h!X}~{HETNj|vIcLi z4lrq6qhY>&goZ{S27#h^5YTwT#7x4FzanU`L`8mgL?Z?{_5Mvqh&TzHGlqV3I>ENM zH{<}CC`EU5Z81nOF5(85G_$@C=sN1-AW6jOV%`vA@~aPuHDEwdMll?2e?UG8wCfS_ zp}g@?(7xlZu-!tO4uPV?SY3S(0;L8IN8PJ=5BcP14<@ePK?IYaK_sR48S=3)UzZ_2 z_@5W}&kp?W3n7A0h=|jA%=%3I492bN7#5qqfkN2eez+NxmF%fi<+Q<~2iuR5OBT`j zrk2mbYd#nnZ&Mdbqj2WbaO)~(K5Ec36$Q}g8V}A>xy(W}OU>-~9}#fJN9L#_%2hCA3Ry`e}%`Uy! zFX;P{YtV(0^W1;pNB#xkF@!24x6}zRP`|;Y6H~K#a!AM+|Ly%6WzzJa|N2 z9@||Zm+$Kn<%&F!+9js6#U?$`h4mMYFO!r|t~S@_-YrZ?2z+kIs583#ccNg1{;!XA zE4{R_0`{5f)3p-`Gpw3LhPT4{RgmzoLkdo};O6Gyk~>;kxW(|?mP(HH&ed)xtI-fp zOFY-qdF+3MEZzvTKX{8-48o}Vr3wjqwgC7jU*GwBb)p#E4a`}|HDx{|GT{OI zLdE%tJn>mN1e)+nXYJ_~h&2F=bnq;XU|-Jdq|014&e|hY<)@GKKcwbTI z?|TXXJIQDc9hLw*%J9?8YDFs8-izG`z1r4bN}}_23x2n~Y>nusk$Ww)1b3iQ2P1`g z)G-IdWwff_RKn%~YL}5MNz*VO3dxM;Y5v(xC+8Bijm(@5=j%sc+bYz>7-!_Hy z?C(NrXZ^)~p-`tafN+kA*>^%&4{!OTV6tg^7xTxXWMOz7iTONY-nwSCJg~}65w&{gE#Lc9R}q4>tOE3M++f~!GfC)Ho1+vLj7^ctF$oORR44Px3SCR5>Wc5jzXs=6JwOBg@em!UBj$5#b?sKM|er6JxZ5Qjc{0I3HIga>4=j=Zr58lc*=JQxVLq!C8LoZZvt*}I~e zG_L{VHmG5Ciz9O489qQu;bHFDE82<~1A$U}CwXFjRVex;004*V%W+;kz<+M{Z!z`J zw?W+86BN`w*qC7a`t);n&daRK0BqzMiqZT;`IWGi%xx0vur??IcAJA#Qu6OudJ~g;GbWGd1S z$TmFmK3pH8k78Ai)+{!biDFSr2md2@0JCL z9gvP@*S^m;?eZ0e{85)wDe=|*gUHc935HJQs&nS3p|Zy4ss6 z@jqV`Rb#pKXg;V(mB+MKY%c(ctlMbVoU?Zts+Qg1`Q;tq46>|9FzrBPyDdwT7{5m3F32vMuDnf)0pbskg)q1 zKf3ZN6bS+uW{)1G=N8s!O?&Lhk5xHZQUd)v2|{OH>)pUD>&LPVnx#I4C6cX9Bg zBCqI4-#v6>wh%BScrVbdaOhOEjhQ4hx2T5#vZcw0BIBkrli3&Qchwj5i z;%jG#6oq~?+bha7xoWZ6N^82?9Z{^mir8G&aPuZJvD0ldHcgQ&0Qhzt){`)`f7mbVQf6 zJD!ivy~b+1B<#k`+ihu5L8GV~34HcQPV^cPVytR;rkkj+^Zk)dz_=yrlWbS}GwfRK znurBlN1`8b;5e%F(6^`+Sjuu&Ed4@jNY9INi^AIbCq_6R&O06^Fk>|dsD>Y*e;h_HZMZdEyL1rw zmMuW@dVOi0(3sj17gD;WnJnhP5)}J28;u3hhMmI>n zweeK90ou3wpkf#{cte$Q)!6R}*ri9ZYpVf$CQ^gto3;9MYestUJI9{WvDo5oi2eUrbulwX-EGpTrTS%79OvZ>5*|Us8dbG>GE>b$rj5f*Q6LR$?=wYYmEQ<$6&k=4_)Y z_qEh`3a$X8A3M8tStJl%!yfFky4SHYn}|qjUW?%viJp_h2AqFC&PP0($4+~ZVf!un z&5;QyW%BFi;ir1Xp;?sP74xvk11hmGUfPW-5D5>L<#-s7kt%T=W=8-Kj(}*3y3MX7 zIrQp>{;%w}pZ@LFJFs8hsoo7!Q$DhpW&7G_lPA0`rAd!aqidW0G#F8@4?wK345qSlt+jOc9!P1b`NL3=;%Xh#bwL z=IGYC{mFhW?0I>9h>+M=xyc`q7_|Me;V)fY^=6gqZ-Hfsn-%QBmYLJ;9-0<~Um39|hDaW5(8HlEpg>02HGT5>{}lhQ4a9)MDiK86rrN z_%xeJ_3AzC5a{%oZ`yP%`H@vzSE8VLlG_?HLcix4m6;E9co@9Y^)vaM!0h(sE@FuY zLK+5hUP|d1knx%m_pJNGFaK?&X7q;XvIax*HpYuhLiRSNwD&yL0b+FRT2EEEPXBpi zHQsi1yt{ZXVZ%q>%vxBZFLIz#<*>RfojS>;GQ+c?sN2*ddf7!X>H6~l9u(~rmZ70x z3^`G$_0+iPaSCaFJp02VR#5Nkm%1KOi)w*9`$QqokCsk#d%Ds-3()DAU9~R&3+~Is z&}`M67QAwq^IJ+ZraLGTw&5p1)1r=6j$XsW~~7?QKkq zB2II`q>FEOwN&2y?{sk3EaecKj_Y0@lOvNW(6~2WY&X9z~T*R zkJK)^WGWX~6`)jM2+4!Rm_S3qqJk+u&v^|Y&CCQO4FHUIR9A8Nt*ch=yMnltUs+rB z*|&f)%Eu8er^Vo27o#UA!OPzJw&5}`U8hRrH~+$?qc1H9 z*8qA&863a)Z_obpO}#F@(2yHxC>r%{+raaBpjVf22;+E}`KdK1{qZ%&3dEi*vzmw_ zf6HSzs`NaP$%o*2!S0EHr45>p>m57xHX#D`woaUtc5yFg;1vI3TImRS0g_VA3vh&P=gVo^Cfub; ze_H@z-Rie=ou?eb9Jl{*0&FHgAn(;4J+Fr{+x3PZbSSeOamYV5hUb$lJgY>BFylZ? zR1rD;LnHtoxBD}HQBjd(JyFbmV_X#&lNE0b5P63v>2_y-TjR;?&bFKICj-CQPG6U6 zZ$hxt!#N1n14Ts_^Sh2ls+;_qP|yK+>&x>Odd;4I?M}gO_-ZKnv+VCvpV~1=Wo9S0vTwGnc-={O}KqjruKA}dg$+K(_ zY|engw**tNx*x1#@rl_q_5tR&ZBO-Y2Ru+-B%=BbC0H}oyAT->6w>WYrQWSzM@nBFTvGw*tzjNRvIhd-5+ROZ?JWS0|oI6;8g^| z7)};)Eiz38wra|2l#J(5x6X&F0ofw~2AWh8b;?nci(dol~gF@6leScNAP#3CGY%H%?<-j~g&d60vdu1YoY9lD>O+cF4 z*Y`PeYc!@^mnm04;oCfR3BC?2KLqFX1p2E>*JkLOsua*rHL1&^PelDRZWmwcuZBxB zunE5fw;~e-o#U!sgSxE1#m#Mh2I>u}&~*+orHc*Hn%2g#4Xb7VYlZ0#T`c7_l%=6m zC}%v+{jU0hZEDcLdzw9EKE-7N$t|G#O^(QHFK_Eug9IIM)?^IZ1_eVP$A z5&$~B)v4<8NDdt>fS&hq)$*|qk7^I6Bgm~QX#Y!4rN0yVLE|uAxttUM)Nm&tJ4QfZ z+Rgcqc8utGv41AxWl`D%a+jgndF!`*5@?CE)H2q(?i!B)-H^0@f1(Yjp=VA`PDQ-& z2lsQlFBCamRXmWti?8#!2-&XtmUJn?NgrgA8f=kX=IRS*S zu3Wr5@_ee=nG`sWy%J*+WmcVtTYXc>q3aRa{bXp2J|76H+xVESiy%7R733i~VxVBpz4hU(-bglcjHF~Eat&iBfjs_pp#c_+msH`M67CAwO6{X6h zIEz08)tlHM3s59@<-@x^=k}xk$wM!kg^O7K|sn&tjM}+ru7u`PrgdtMW&?CZ5nT3^o;8wI|=$H z){#uUS9$N<3YsvjDJn<>?@bQ+C!cQ_A@8`Y0UFhJBG-^dw)A3<>KAD^$Y-XyNzg#$ zt4xVJvIgPG_dN2Nn;C$M7${vAsD{s=IrQ`c7qULNu!%w3ah^LOk17ahyr-C6pd-;C zuEf8_tXUL@g>}_STFanYaqTX}(Xq zcqF)4A%U(lycEv`5LKuX2zzlL`V)k* z7WwRYl7zWlH$d9k+S&?DXR~s5Ka#Ni$&9zg_RyZCjT+g-@?=rv*c1Ug{NMS(876tB^Ajq45|(Vbnf++Q;nsZz!BMO|^n z#>SM33}p~)7~Kei-~oyGoE^n1%I>bNNKi$7t=kvL$z{}KAHQv-WCZq>{Ot>mi5wd( z)a_dlHiA>c&ob&vyr=V}&bx_)*p=I~X%PvG9*mVFGY2a;e>FQDKR zDI}~K2@Mnu06Z}0;=wg^MTyZIc<(>ZFVw9~my6|6uJ?r5Ka<2iy*S(LNh39a0rqbP z+(-8zleKI7bVdL@%Sx(&Fi!sR?w(M_=04zjN*p!YjgkC^Yo~FU&@24(xrHeQ!FcX> z?Hq@`_7MYW^d~Ic4GH@wjG(_`9o0*NIP`Hq^mpE{4@h4fHGuw(k2V7jCIW3~C_#V6 zL8Ehz@ao7G^mk^}uyC(L8=(3q{FK97Fl2uxL5#*)>MnoOE8PBS`&B;Pj7Hnp254XW zpOKuGj3ia`puF=qD-BdY&0udM?1T%x)4!OwNBzZ#1u28Co*{@|M1$-uuer)LIXume{^_Ss zKs{tm4>oin@jMAPq`z5OfTFnrctrdL`_ayE`F5;H(nFhIV9A7g&D~=Pdp^#sQ?0(P&d?!xE zB$u@Kc^}RQ@WenUb)Dk^26D^gunqlILl~J5a^xW;5RD&AN3xd)%c*;$a2*-}ctY6Z6 zq<|f?DJ@;jfM0^Jj1l&>*>p`M=(o}cu_v80a#wq#=m}AeC9@V(&hUa~yJG6l7J2DvepI-m z6uv=pvX1Llf%(%F$IB|Dp0`n%J*-{vkb}A_LEt4v)e4>2V0PG~T_^jJwOXoX#9v4D zL8lR~d}7LVQkPs1uETM>7LB3@`G4~^Cd#!BtQhhI?3Xk!@F>2c<58GSdF*ySeY5kY zeHg%`fz?>iuao@|z5Go1c&%jEL2T^7vgqYl6__K+2f7^IgfCiRKA8RH9E8E!5p^Xe zcluJ$sOq-WTc2o)WhoH_o+oa|$i;Yhm+Z6nL>%mK(o?CXqM2q5?Q&~g_-vd-!H@e2 z2^#5E!KIYMC8E9<_+|b$clB2fqN1XV#%x&RW=g2C_HPebSpjGlC_~u)nqPFBVvT0j zdRRIhxtHc!P1guaCId;Qbr3INad!0Am;_^vw~;3uQjd;v=QS>9`sIZb)}3^G1NOYD z{KryZ(nU8`G4(Duu$Ot+Pd|qm)kDiSD;Dr9fJ>bD(a=MO_1TPs5yKwM(1rQ;HPKN} zj`9IP_p3f^XH3=r?g6H#9vJ0PEqEocTjOnPmy%cOr)q$^%Jg?DR=Kr z@?v8s_sc$LEX2(pz;f)nmP$UkBrfD|O8f4(rlnfU1dSJMxmxNft-D(-$26JM-f-2v z={Ore?fHHEE63bM9n-{m$@CMepye%8e4*E?Wu#>9w#f+1gC^?LbzL*|ySRH|<~zS| zmam^GYh&P3eL8h)YZsWl}359(T@eIZ>b)g5x{X zbJgS>v~+j>sO!1RaZspgZ_H^s|Yox4w2k__5&q1?auC4Ph46WFTRm9!x% zwAwD}{;|f5%iO?uDj&A;d3M9OUcdhMVZgx#{Y|OyB@K8!M2GOy^g|?&6-n-!0>v;> zFW}c$dx`bK<815boQ%-= zQzr(ZN&V2EC6H3ZuASja+fB|I8mGWt`;Un`1qvPW7Y%9^s@9)WXsldj0%+8y{!4Jm z6eG0PD`D&gR>n_I%^QQ6ydf*mDXwO(Usj*`d9>^9QY>j3rJz%cJx$S=(}1&QPiSTLfME=7Sk=L}g~Zp7>zDM0Rek91FJ>A) zGtc^#PrJ!-)SubyUfzo1#VjODEvq=s9Z6b=SFNQ=2f}m*beTWuiiSw#Nd@ zn+EozlxM`(TJpB`_H$33_-;C`Q5AVQ>iuy^q>76U3!}Y}*BQ4iGTx6x&rldL@)r5XeHw7PxmI?2ty=e4ChUVpv6hO} zft~iv{pF4FnMXE_5lOZ&_vlj^`@fX&-Pe-zO?z9b z2;t}{1BgBEy|=63tI$;G@^^meyP0X)@2r9O98Q&hiTbK9*-#R)y&Ix?wdpT2wTRZz~vtHBbqS8zGmNVd~vC;PQ0_LtLuje$(mvw z0zTOXO<={}IQ_#UUX%(9y9HT>Ote<<6}tPlwLRiNRF^?2KCgY;^3C%k$6?LPBLuIk zvVWu3dTRu(#J22mF*CVGTl5L`Gwqn?W8J}83TzDYd<00MJ{4Mo!R*f~yq7;kWLBI% zq=$oY!M9PWhsk~#`l<4Ab z7Ky68Dfl=TRQy}?(xX$P#sU;!L18e=72=pS4<{jMtCjC!4~AR5Nfgso#%xZuFl@klVg{BkDz-MQ!Clyg3C z_MdhWzaI(Ae!9s0r0`oZ=>IWisJl$q7=g~gSGPDW;Tl09I>nyiY(cuq7!`!-8pA!`l9D~H|e$_Y%W$uq}RKj4~^{Xppv!IQ{85% z1bW4P6E8h@7=9-)79{@!*^rq zoc8@KtTms{`7P}Zy@TrN8zy1WFYez(2P~hi`WaM$_gh!d+gw~ad^KTt$sI&h)Gf@< zPOrP{ver43d6oqCdr&33n)5)So;xnru)^=PcR$oTd8YG zf)KP~AAv2!T=#C3>gwnL7&m@hK&o}sJNf^|?QUqyf-)PXZBxs;d3!ilUGd^{=JIK` zsKqdw8Iaq9M-JpKzCOi8%wBkaoUuDu&C1d~T(u#?B9{GH*RP6(Li@m=1xH{p@+C^& zZ89)^bb<99V?9||RsrgRn5IWKk)R(@8wsp=xBWE+ud}}at7AZ@UNP~E=On9ug}D?S zB20Y1#bUWYvy0o^6?{tqqaXwA3B;%*g0bfS#Vho;nJ8_+VP*8k*P6dAzwTanuVP!R@<+LWb(MaR~9TwM6vQsOSh@LEW2-fpA5^ zoP-@t4X23vc2OKoyBDhd(3iU6%b;CtG*qZJQ`FQaSADXUn-AVn3k*t@gP}3kTyRt4 zn%YAPgl&vq-rY5zfG3sO&OHHI-gp>DM6(XL1pYpAFru&zDzX-^AATVEVu-Go@i<_p zmglRAUPXWzn9CTOb*L=WrG(gAc$7APBOW=rijDyh(RnUP# zQ0HNr`g3C)uk-zA*qy0Cl4IEkJ>b8<0lR##y9XcXsR9wM59*SrhWLfxqo(ErJ6J2r^I=k&(FycY`zNbxWsc1?ac^=rNF&bGk4PJo*^94qMYxpWvYJH!5yG1!OfGD4O#3 zJwA98{7QSh`#^nJWL_?EdW8)r2zH-=8J(vL07y!W)9d7zXcH}k(;xxZ;VMF+3AGJHD=500&8Zb+P ztvG-|{>buy4c-&_eS#C<1|hnv`diFFx@=CMQPpdRc+L;5rHnl6dn3~VSi(Fu%KH19 zueQDLcXr!!l9n;=`9hYxBi^w0wTRsWvm277icMgO1y%&Ybh`x1SafdHUs8D%EIX^` zX%KoAq>_?>St}aO+P(1gsp^rlm83j>12Ep$BaE0}DFSJ@ZF(A75}O6cpFVXF-bef9n>~B= z7&q9H-93}&2_$`1F6U{=!XMFw8lqH5X9s+l@w$W!*wxakrUp=jgAq!9cl~6d+oxv* zqsxI(`10^1b5l&6QDSUMVWE7VI~Kh+f9^fW>b;?R;A&$3BHDio6h^ay3P(?!V5*K_ zA&PWDx>*)!nv0ps^W;%d1sO2b)Lh5k zxh{`r^kyc)enudsU=p^5Xoh;o@b7X-uHUTgA{jclYfyXZIAj|y<*MiyLOFwio^3`7@yRGFcG42q!h@YzW?pTjY-$gsS-PRk_a%PRz zDNPe~1N;dOmE#3(QN7!RnkYv)>B~i`gRL1Gyz{k6qjKM2XM~$2(I4iU)Kgj*eYS6sBt|0!;@evdUH;0zdqxe#6VK|Y z%FMbdP|#a6-l!#9rr1{{=>#-iR*MT(ulm+v-oST*L-b-oMZi@~@+{mwB8~`X zKs^*=_07C0mgym&9*V%@lCB!DXwN`B?CnTlzPiCGXw3Y7db{mQh;^^J!q5#|bHpEK O%19|l7Cd?V?tcJYp>d=D literal 0 HcmV?d00001 diff --git a/module3/exo2/annual-inc-plot.png b/module3/exo2/annual-inc-plot.png new file mode 100644 index 0000000000000000000000000000000000000000..3a4f94f9c8905d21bb95fba7894514e109683da1 GIT binary patch literal 20018 zcmeIabx@b>_b&P&B?JipL68PPLO~>@kx)QUNh#^>ZZS|K1O<_9mF^A&r6i?Wx*Mc9 z>jA%e|IXR7|2VVH%$Ys2-x=OP_&jw#>t5@+u5~S5-&c|)z@x%Lp-=?!a?&a&6xulQ zg@X-0@#?PrfI?vsnn_9Bw~&&Rvaz(We`u?3U?gi~ZDem|pdu@YLJ0%~J=Qj*etc0h zx~$+DQ=5NxT3Q(4G2i<_OO?*&gLB751y;ix;g*FGp-oF8v1Tm1lZPp0Y@!z>h`xOu z4Ccp0OOrnN)Z`3Df`TZpXfCViyJOVi|8iMR=)2Rm zE5mX1>)Ye{p@4I`_TQ=lJC- ze`oEr^zJAVqA`D0r*9(7KUbs=i*D$~;5m7##GIeGa0N9!!OofM{+IDeuA&)xKueIC z>8*y1fZfs=a$|I_6;2Z~p}r2mRO2@i94mp78^o&VqV;ND;vyxFbU8~d{$#%WQYYrT zW8-zF!|i=%wb&?}i7-J5e5$w1+^R+El8ruUMXV`Ay2Xw@Arr%mibLVeXz?}iRMYpv zX~UPFh}M&R3~Cbp_S|iW?7AMQbST{gGfyqOI$;*p{*ThCH`?nEx&{L-^EnO8R8FFxIAr zhHni!g%k++8X_1R3^&U2DY)rPA z`7MMKZ_Q#0i#{#9scV{=e2SOD!%lvFx;EkJV)%OTeQ?+N% zE^ceNS~HKL`aP?3P7aRTy*4qr$55pSCm1KpuJ}I;dRrht2pFl$8!IZJ*x`E|6xu5@ z6efI!247V0g+iexp#SG5XyXYO|NVR9m#Ogv3MiB~N?uyxkt^Er$T`=GJ%hFD{3@7| zHY(C70d#Wb(2hbk*q%sZk`diEQ{iUEQK(>Nc!L#c|KJk^=0)O^fP}=1C-*PDBV>>X z9rZA&@oN9O^eJ?NiK!qeYUIQ%E_5VnAj-j;cWOk?LE(Kv^z-K^bR0Tg6#5r-+q++{ z1o_j$_wWN>Vmg!qJ@N}2Iz4|BT0gcU;p?-HqJ6YLp^!5lTo+2QEd`~F@077mfGmH2Gv+2KUK zW!T8+F^O^|d{LGdLa(Gx5BEj=;`?`Z1n8K0mpcTR&h8ykFZ=9_n3hCzs3G4rdg9Z= z;SmV_&m;W5cnbntDBUXe$4W5*`WRUMR-JAelbYC;F59f`=V&2};Fa~H0>-`kwM+nFSzxOUrXztD2D zQls2um5YK~=RKEpIaBEc)wA0hXYsol!aorEhe75|-ig#A!5yoIW=52 zZroV!%{#pU3atcBAPG-1<5MK37J0`S{5nF!Z3FX3gXCEp4zrI32#*(8^eMDNa5CSG z;84j_ztQxGFC#|CNuk(sfMM{e#kXfzDy6piB~;-yX9rE-3NWB7vbO|tRHar&tA<1_ z^j3^ktd!q1@6BX;@ZiBZPaFEb({qe}L@h~m3y<=ew8;fi3wj3b2A#&Sct5Vd1m*RS z(C;hdN#dum{2Hf&fQ^_=mGLxgiSW>5A4&WsV7r(e;dT1l0vff%k2@Tt>^GPtM^9s3 zk{<3}ublqHM0dXO=@nV=;nuDZjfBQ{Muqa9{wM>Bn$*_|EBSJm^0Tqi3;p334^ZtG zBrvP>MdLAQzBo`~6F;}s9mQirVinUahLLz<;OznkwJ1(!Z*mHjf?p4k9j^6J=%K61~2BTNgFYm z>!0s0){Ui_BRHcU<>+YNd3#CUSW02u@wsNv(NaOXLb_6{3QZKo*<(H&|2yUrx!9L8 z6ed_sKk&Ux;&g{HXx9?E)MA_?yjei+wf60tgo%_w^J^iujg%NsFQM_YgTJd3UcL9u zLaP=RJs78!jQtVOGJa+O{c?Yv)XvfXBvV zRz`$7%p=Y+TIg5gXm^vZF5lR!uto~a9(Klye~}HjV*II2d{O=7*&8%R);j&pwYlz> z)2?UPh>2-D;Ewtrp8HaNo=UN$MpKMnfwYW_{E}*i!^|)F&*w9xPUEuH3Aw<%pX23= zFVCO8@09z<%T+CUrj&?9D~s~Geo?^tu+(y>STWzYl|A)tBw-zi3KK*#1FFFqtIFfA z^>1}{}&6%4V-nig{NK+XphTpGZD5 z-C3YQlf~5QX%40L@6Og9y5KU^NZj;}@s-<^CEZ4R2p787==(;;)dwr#%R?o1*C&3o zrc>RrygKA3CiObs{Z|3QL*5!*6Q%g8JVvH7Z^0)FUD#%am&&D&VyCE5m}x{H|+y zY#R9~bB&L$sbyb0BF|`%g9WW^#Tj;A%rcH!?~gCD{qrnEKAdHTL5EQ<+LsaCcB!kO zzW(DETv%AMxS{h@H{~L@b+34k>LBa+8c$@aLu#Xyf2=V??AWyUw$E|p*6NsUocqET zX|Wb;oRpWo261SMBi4TCSSgxC=JredH=4qj1KCbq5?q$PZ1xU9-Y=TCgL{3y^6#Hl zw6}`PA&uSm{qB}o*OakyT`|t{d+-RQk26$xY(_;o-6)k~g^Z{S6{Byp4&#Pgxvd$& zp+Ulf%5cei{3NI5xI9yZ$I$GR&4!we#s+mTpb;oDVt; zeG8{NYe=cE~=cO?@x4&?3(S*3&++EX(06=&LI}B{f4gTpE^S8C9gZ%8m)HA zYH&)c-UgF{81B$}Hr7R2Hq)#l!LM?6BCso6nU?f<5q_BWV$2PLm&`8+wv`+|R(Kuk zG#&139=+-^8F-|-C+OTR}vWvIJP>(ZaApF|+0At<3}A6ldw`Jl`m6D*K&8{=!*STQ$HY{ZHv{~`YE0f zPgz^1T#p}!6w@Ly#|r1=d-!t{I<69hHF4O}_S4NxZ^*7a;U|(!yB9Tee6U(FcQNlW zCXt*X+R=oFMK1?0+uI!NbKm&++Qp}+TZqxrGotxzMlIt$%rt+vi$XhgEn$jO%wFNiY^@MSlL+x{5+CEt2m9{jxZgI4jrGSk#?(Le%|gXGbf{N25hG_cIy4l8CO}WqdzMg%7|_sd1M~(s|IdL)?f73<9Pz>D zs^wNArFN531?{5vAD6|BcctE3WFxVq!9N4Ca#nu1c(pXb&KHkx-@9+k(F3qLU--u8 ztU{%fqaJsBQEEdw`!Eqb%7N^E6WFWIM|(Y;6akL4-hM5S+%2r}o(!)p&_}uH@RPW{OuyAVaZo9tnUBp7lUd{1-hU3bx2H=)!kUJuvCRS8GxmZhs zjub>dp3Sv>7^zCJLOgC8hF>5Z-}`j4i3UsV#}g9Yhs4oR^hD-IQ7vSNk1Hv}laEHe;gm-CrJ32g%ZUJ#rLe%Z9C!eQuS=wx|~Ha*9TQ zv0d~1R0T3YxJrysr3Bq0^nn7C$Pd@lehwTBmpL%Y22vdxBIZM)4sb^eqtyoI-;?`h9Q zg=7(52l&_j{CCt8zBxKo>_Q(=xTkc_&lah8y%OaI+l#D10lv3%+oO2XrDbLB0_-(} zMEGY(dEgZ0GCZm!9tn-}Id=PP=W%?vr&4J8fYehtUX&A(XvE4$Maz#siq>CT#O}dY zZy|RgehE)tf)IhYJkCq%ybghcQRz~1^R;L~A3g+6B>Urqo}QNohZO-|S?0Zhj2O(Z zBg}x_{8aN!9}R`pcgj;{gDeN~Qz>(b)$^Vv8N81Bzmbq^ESAZ$O^itb&ysyV@mZ#J zg{o?nCUb?$>aBMF?d+1fkz6VT#)>DITz+`9Jec1#^dM4s%)764-XaDNd24cU!LtTg z*&2XQxje>=p%UhO*;XsA?JsLRo-kXV5Ns%Lt67?#NGPd2A zY6`oRWpKQhmiyk5+OLt!ww@Qbhs+9=T$4Zk*8FeTQJ)j9PBv_O3NDVE%8fTu?eV&f z_6{WIIHkI^#Jb7zFQ<<2Uz4bF+b$3Cu{}tVj-dform7StLTN&21G_pFJ-8Gj?Q)nf z_Z52@O}~oOYAu9CoJcr6-9*E{mII)2*y8GkLSKPv)8yt{R)Nr*knbX3yMl|)Af4c{ zI+|34zOyoN4Yo!^yXe8a!6FM*09*k?Xm4JNyCQfU2vsFFk3yt~AJp&`Ka6t_zicxl z!FcKI{_;3xI{*3y34V@K`-`{TKn7q9ePN|p2T4GtQGSiQL97sBA{`w;82 zI2Vp$E%F}$0(spq`R-m6PgFJq9QVH1YDlOj#Pc7W;6PryrUdKa@Ot89Oy}i6W?(n` zj9<*+?O}E3#tqRlC4~2uLQ9zNe?{{vmpd=B4;5R5|EYTwZIY^4Ac=6A7+|WXB?~MX zoY$%yevj12wZt3F+jM_^=eg0uYMhHl^I5WD!IX{#xug=Atu)!qtb|y1w^Bx3v7@c< zx0m^qHfCBE+j9xWuzMVN^F%hx?S`z7o zJTLhydOw=@`nAoZDMmACmpekd{+dRodlST$>!))Jo<6YQVFo&UKD*qT3hBJp8Uw?H~=rJW#Vyc1B}hpllzbT^^p?wuVkbj@YY z$yjS3_ES(5sug#Gd>0Xr1)*8K_|uNESL`P~Ifw0&>c&t$bRlk6NFmbcPrFklu^bn= zn+n}aW^k6U{JJS@rLUQ?7|0!wwi6TEhWmQU_h}?tai61iJKF9`m3l>(@47zWS|C&Q z<=zw-n(Q#zK{-8^dxR7}6PF6WwCGz|o`A;lfqDu$ExdPJ>VJSo&Vh3tJsZhUumLi1 z=y^iKzv4d1(&Xz2{^3W2Q-o~S$0MPVK|hYqDtE2|&<}O|$;Fpb*ZKjjGeHs9n%?qT zyL_4}Gcl<ku zC9+}kdEeQ&N_A>)psBAqU!WGC>-qXP9IDNpKEGu@-Jo3He?LtUv1*2Dmh`Mc52a;c zNc^qFPq(Z-m61Xi6mn?fGsXO3!$*=U3Vk8~H4K_WC#|AT{qX$n^w!1w?ZxOnvpgnk zmZO^&&OY>q0Ri6x+13@yw|K+f1zS&E{&OcI8Fn-xraVvfWsF0!C}E_r^a70i$Mjy* zSxOFIMGh+~|2yiDdMAjA$Fl$WCbfW$k_K`VlG$+uSWt^gEZ0;sLv5<}?pW6xInNK5 z6}YW>T%o=*a}n#bwxHSFL-jg50BWmIX!`E(aI-y$AScdkhLV>$725>a;c&V?r_uob zvjsVIsh8((hzUumE_r|Bw{Gz`RcSDXufnYyHebv6m=}+Mc1Kn=@c6&g4L>HVaR_gP zmEkfO)*pm2=Ae;Xb#4(oiv-(D@eY&Pz8qZ&npb5|KQ=m~E<|;HrsB8e5K^Q&D}QL1 zDl9}dQ6Z29BDl2K3yfQNWIuzFLrEtU8Gg1F;&evn5*TYx>GfXvaokVv6_hM@oKNxi zyTWoceJRwF>g-uDpJ9(f7`?{+({Bd%6DH@8%8;e@}P74BDw6gl4Qj$&*&aM|rt-m?b z%Hy@~2q-5+WOv+uhE?&?O=3x@8^q#t7tv4l`)Yn&bpdJ;2Bk(WUeqfE%3jy!2g&!T zgS{BW)%_CC)EzRD9~9Y)jpjwM8bF5S^0OK$el6O(zg#l*Ysuu(0RSrnz>K)HD?%Tp zdeQw{(bP?tK}<62&=xyft22K7HQ{nDIy^ECgYDt29jU27UkXGy=b#pvtk zxrAtLu!|C~deH%%d4HSoE33T{1q?J%0`AhWm|v7ELaC=$)w zHHS|%B}{&Oe88gkiOFTyPIkfgSu*`N3hunryyxqBKG{NE!X!;778J2wbf{Y-NA&bW zP3RKmCiFPw|XkMX{d$>MN+8M+bjf0*Dz?B>b`E$Aq=c zc%-kmINV>UX=hTBSYCK_Un09j&sQ>!8z3BN#r99hk zIK$7yJB0PBe#eTq<@=~na6JhH*{r$H?DrXnIDOV8Qh3&Q*9lyN2>9ff{Z8Y1+~u}0 zwaz_>_3t!H%5QXYT^?eENBjVYrUH8!0ryaBMfAK&tcF-zM%_$m zoj9anL53L;tQ@?Lw$-BeZQ{x{gI>QT_A&%%=qYLFhzj8b8_7)+5XMPkx?uLlU*$$C z-L&<$haK8qA7d&A6>op@KZkL)e&bYrpv6b8BvhNvx^FKut=61yfkGY*IG{X@+VByR zDL)g9s{u&kGkf2)T}GGz+20f!sc>l^K*FK+j^9nQu6jZDM~~h=sdDFQ;~5purJJL% zt$Rt33YBMFVSLJ@cAcjM(aGt4VLA$ogCN_uG2J4Au?mkky*C>l2~zKK4f(nn0SS!U zwsV;XA%J&2i&JRPrvxey6R5k_wPm(DVUH~$Er7NrCPDcy2t&_}Df!J_J)ke z1s-E=Wh0_aJ|dewlzD~I7RG${D|NL0X^2+jT@EX{xrE#}5RNLL7!T{PPX!5R{Xrw4 zVVb7J|0G*$zl5v=uaQtfT2V`vD}thD;i1n8K@OmDsf`coRC=}z74Kj-EvFZp<9J7g z+_7IS5@Y^OQe9@a|LPH4D34#l;|@rZAArNEG=I3piZn+&R>~Ug$@T-rd{6UE`Ailr z_q~+~sVnQIX@|H%BvaJx-@H7A&Bg7g}ub{gdFuWEq;Lu8_QV41S*Pv`dxW!Nnw~ z6?R?55u_cC!R0lt!MaPK%tW;(!pCW_H37U8k8^bTHAGo(-%R-azG1Sd*d zzk19q>%T83bV325C_r=M*NjkNL$pmb8#GJqtxfi2Ylq7Ok~c;1n*5r)KroKneswLd z7$#s&cFqaOCb1y=LujRBBOBeTH-ne-L3Sp4ym=HRUR@q z^tx+3l5trmj^wCc{2$m*1$ zC_k3r^{iQ!Ijm=+Xco!WV(WF%tG+_EcuUE9C*P!=H?*v(;UbI3vb?T^Sr86K50!SG zr=sIx>)j2hZ(~prr`5m6^+f$=2rV~o;jlhkpONk~Cd|agy+S!=OS6x)iY*hra?s!G zr4N-xtNQZB%iu$ONS;OjG;!&l8I_!HccjRZcE+cq!5T*O{zcN*uw4TULWY0ud#{au zlOMqvLTE`gk(>&u7dPGk5}es@7BdI6i!t|v9*SQMoQuuBRo`XO0O3KgOp^Y10NLww zF__QpbOTe0_BPP?`M4&o@t;MYy37iQ-~$LJQBr+h9yXj$Noe`6TMteB;KW=l6m+AHjDQ{5w(xrs{xyzJe(#Z; zAaptGe+qE+&zB;tpoved*hX>Acx;nhl`){9n z02QdWw_S)e*QWa-jjHWnp&5|A_~FtEqi4-R-&#dHxZs%QW>DpJuU3-3iv|0`w70m8 zuN9eH!W%+L%GzE!fXLz6@*iX?aQc)lZSLK>7nAS(cfPa(Xpj6Pb^1YAT1s&%?=VJ4E z<{^7i(5$G0JU*39oRUnfFw-#h7w-uHh0NQ}UAl0#N<*h;@7e|cpPM7W#WrKsKWBQf zX8x(aeJmv$-u-#yfAX8(@(7hBLO9oFa%AcA`SO{i&w#ne2zN zwms&0Rg7Gan#vf9%CGNxx((zTp}8Dv_v!NPIEqu=D8i-@awLkKeaM=50tnsTvgzsR zYe>h%titeKt@=9!oRPCjtHfzn3GqLc= z)xG5UR#)NKjX&OBrb;6<{Hz9yy|v7|KR0o)MHUUo`?eI2_y0@Xel?r`z&YP}S@R)5 zR`CLu_%ij6*iTt4j|ZR|L-a{rd~;`;zl3} z{oPe4Hc0(Oy0*O3Mo_<{ti$Q0ut}G;gZ~0{2xF8D4yFCwdal%QUZv8mtmsAgAkxVK z`GA{fi*oJw=s>Y2N2xj?S^oovM%STfhG7QjNT{{WqsyNGVmF;9T{tKtj8VycA~>ey zeHvQ=>QJ|HRSi_(XF9!7>*qgO%dLMT)xHmO$8EEfzcn%$l4}cmF+-A1qY~=8P=JQi zM&D(Cce#Xb62(4kMOgw>V73}eh)(}Z=P0FcC4T33ugT1yt`O34FEa0$S`JV?6-!de zp?uE4rf*4*@J|6YlNQ|q#X1EfL3?Ocw(!dHr%Z(}Fg}B7LgE>&+{lUmK`qQ@qg}!O z$c+%26oASU$VMAIYPzqv`XY)|S<2}(zBE;zF2yh%(H7zED_ZYRohtXJ>NL$z$N8=( z34xnewPHO-LPx#+YCG_!I}lrJf8CK7EwxLYEA2+|5v<~Od1Ns}PkQK{WTuM@I-x zxHSvq2&o11ej4>+iv?0}7grJ$J}Zv7`Hg0wbO_0JQB#ufv|@Wx;kefA3a8g!M6i1n zc5iRd?{sB;FGWyeB|75)X{pEIYf5M-Q8~U6itbtaQ>Pf@-^=spi;B!?v#@eQp`-nj z%!t>z1DaO9kZK@a0_12vc{Ep6_u3p_ui@M~&zmkyyh}0lBTUJE`UCF-lR_xX5r~)( z&?Mu84;PnXE}RAglLnm*WTQ4AQkC2k-c?frwriwW30d9uTy>!~@0`;eQAv;Fc#!m* zTFhJI&xL&QQ$VN!JY_elWR!=OXr8)u@Paz4ArQ8gUxJUJV#{c8z|vm)UL9tsQ zC4};3PWk3M*aTN09h~1yZZDAHd!N>GC2=@j)TU2$dEZFdLh$EXN~tvhW`Tn{aKdLe z^%>80tN_*sBfSEoS!?{U4w2Y;^9QdsFG%wcpc`K?ogVKU z2B7!jgIvdnzdadhclS1?Ioq?GrKp6RGbvp(S05!OB}ub>>| z$o4?!n+{hNeW&Yl)MGZlD0Z61$?<_?Lf((}g#YnC1Kw@i@7xr$>-o`ap^Iz$D3e0h zvvYzYU>CHjK|3Z#sjl$@@M?Ve`5=-@o2SmsyyrS-3&V`LkkEdoDq9e4&*=Y7Q(S2h z5iF9S(;+KVDz=3tgF@cZA5+jk503moEofh_714$DZj|5)=;>*xWjUIqMlBItV6fn& zbx075dbrR!3msuiG#W{@%j<}eGINqu9Jx0ucEU!=a*rssBKo;Fou8{qEkIY^o|?gr z^N3dj0EK+2!iRfKTObWd@!WWpb2)5>yEh?67sX)4^Aa*f=`uzOO=SaKb9w0-GuNnnum0MkR zjgv5~5{#VwW1y(figi(6E#7vsEoJo@Jp$+?4>|crrpLQwAIBHOt~LsUe8rs9d@?vX zaQgEdYt|%=dXR-^m9RgOl!jOR;Beup{HLwUvDi}pbN6rMEtQC#bSDz=0p?e{;x__&=J*tC|8u1nFakr!8Nxtu;JS@&7DLpwpm_`7E|0T0; zjw1d(hm*7$Vketo`j3_H46+b%?y&Z=zP?`Y)2+6y>S9$^0ujxgEcwemPzY3ZR>!!7 z)?V$%^cww%Df|SY$%BfY{VIvr$EM$a#%@0(vsF!N{ILfrC^RP;WLN6kDPAoIX zKhAaHb;=T}%#f*5kWx~@BuP9pRSG3~K?jg-u=$VND047d_YdAEB48`;nUf@T6-H0q zColQSc8*UIK6jg)ixyL>U8k8}ln?o=wr>p3p4Am+ zJOsrYt~UUWWMf(Td4-PQV$>1z7!}3zs#xI&36O}MU*)!AGZ4(8(d*D%fSWplZgxJZK;0U%VRr5 zgH@J`?Y>2+1y_`7ZZFnO53VVk@LEK&9vNr3G@hQNc6WVJ=2d1--Y}n8joNZS&LpkH z1#ILr97Nox9Q8bgZ;7*HXf|oYODX$@ z5qj+(YeChPNw4qb{yq<)zpcaamrz&&fg!{8xREWrfPzqdAP)EGbPRvzMLJ!r*OSMX z0B~^0(kVZ3F$EvWTmlcRC zas}2xa)Opk72mkdcFQjGi_P7+Av*6kV&@=I80hQh*6rX|47dgh(4gHa4Buj+Ejz5@ zS8M7lyCoRp+YA;q-MdNqYaH+n+47CVN!rEdn1dfeApyyg(xF&eUuS)PBwkT9e=&M+ ztn%rPH)#rdBr^%s>y8U+Iafkh+YX1!!!F_zlw*!wmT?OapFo$Wpl3dQP%K_Mf)05% z6lC}4d9EU?W2mRC0hTLVk2mad{FmowGP&n3CJYvR2B20gb4cjt+bd!!W==DqHdHg` zB=?3IZN-;y_Q}Jp%a|_-Y1oBApXV6W9MgO5&!@NISiU27g?w!?lMDPm8*qHXuY;`Q z&Q$sE8En2$O}36wJA>boQWpA!kIS6Db$3^Ld0e|tS53_>j&h!RO|O+m(UEq43-9=sPA!B zMm)r#(U}eJ8h-A(qtRnhTb(jueGF~t=m%q-Eey*ggu)qhwIrTWJ~QpH!W21g#0-AE zmC%ZPB`QlzUxZbPp=4zjJbMYvt4#y!Z*GfOCHMFeoXa}D=~+`h`F?|vg;Af`w*B_s zkFzy^p~6A;ipuwbs&5aHN-jI=3tTR76rpw9r|T3Q!ndvFGYsM^3_b!hX^eFlrJPAk zb5$bl=sb4JrzEHb{jJ&z^YhWy?YnerJixr)*~PIL5%~e;zYAjivrMBK=!s+D5n%BJQB<<=E7 z>q>d;?;zJJ$t=#8dA})tEcapuyG2$x_y!JSOxC*|BsgA@rNMoJv~PyrqR@7Y3;S

N1rCC>%Ol2XxHw=*_2#IPiRWV}~W8Z$RgeHXPH} z-P?nPK@$?1?Lo>ipKC!BxolG^ZYA&#zz+^tVn6KLCtw+}pWb~UjaO*iqu_|bqRD?C zdwl_{Wb@@IQtDv<$ibkOK(^ItnrBsyKer?< z@q#r@SP%ck02yRiA|-SnI5#$>7eCt|VlrYrUg*iF`w~zb@j_TnYfn%BJ~jRX&1&&F zs7HvP+>}y$+-L0~gy&{OMPU5LJe>DT+u=-}5)o=W}74egA(9`Tt8}5&tWOe1-dZ09<*z4_)^bGIB_UgFl?U>DP#5LJahhe9-Hn zpa~E0sF|%>!v$t*exId=x0Hyl>A?iEeqboxO`Fl-nD|VMg66r-Hh0l@PF` z$b+Si;h&M@&Qz0~LgF^DuPEN!P)W|O7{P}~n|t$~dVJqm?>6kTjh&Tn;fjc<<^Z6f zZbyl(-j4t3R~oV1c+;4kNwikvUHnvc2?JRd@p|H*TvM#pR6sV6-^>u}OX0KN!j|BT zGber$-Y3IQ2!lqImvq#)uXo;3P4ydXxLma`ZQhOIygSH#2IgHM;MQppwQ8_4@h#*Wou1=S!M! zcjG(8R46(;V0?vvgG%t=u^COAwX5mkYC)z?0S5vy!SS2mafPtC@<&^x;L;BcPx(`T zWHo_HnQC@;(NufzLd0o^>BZIpQD%l_8`)7sM!_F5cF-~?X(wPtrDR2%a44K{#W%K} zK%UiKy~J8O=65QixS5aoX_w#E3Ek&-FMTe+qk25Uqc_pU>3jfkF^nB2DWqpFVo||j z0L9;*()&TYj9P|j>-m~~AX?Bhw5$}#htvtdx`$5X>Qw1wwd>x(dE%q%x;6KJmsWh^ z@4}(75CcjWnpHYPLb&zNCo!YaF*88XWZiw$$aKmf)LHL;eZ=+!Jj#^LyO8E1pg;am z))$&?1uJxf!w=uP3>$@zZlpdY5TcY?vX&b}-!o=0xWsQAf#)78hn2c@0T;Y z6Py~ZtEas+@c_i=0}VIy4?Wq|a()}%dCtm2Cb-|o3gLtrSiiha3l0$um@81!rni`4 zV81 zHM}n0!3iG$s6n9TpJA<^DS?!KPMVO)al141Cq7MEKPN#RwcWW)1G@!1YH-|=$KL!? z)ThIn{%~>21>9_);S|kp*{h#kJRQ%pqo*{Hbnh({p90d_1aE_jx%1?73ykmNIXuqQ z1I-e2>VRVNyV1RN8gFB@Pe(Rz`mctvDqo=#a{L@5D0iGl0~Z_#b>uNt1Zc$DbM6Hm zS(xYEhCFB?b1&Z?Znm5%znIjBFYX>c(<>bsL;TYXWO!=fyDQ6|(oa>12ya9(-VYBSE~ zU!YMSWvu^WwY6M%CWwQ1YU^jd7{6R%+h4rnxx}e-XBde|!WR{T$#m659W-m6QQCSJl9Lv9s6@gK0@6bduBpbh2a7tD5ATkggS3X{}3TYn0M8-_BeW)1>O5X7m z*0Z1c$L&U$XN;iix&%J!gRS^KV&?8^L6srTl8OH|LTiwB-iqJV6>f7$!!|T@l zxe{;4InC`KyX z9bqF91?KYq{qG)JvB8Ugx z&ONDg%{$!st!%6yl0MB@w3&Re=Y70qg17?AX$S2Zv`TFg0i)g7-&tNPtxR=(`Sj^i z!{xyu#Ie#XS~wZ}7j&X#NII8VTPJv>$O?ZXED@fj6~7cDYLn`3{fk--h}uiU|OCi8um`GfFmALh#WvYQ6d4Gmx$oBC`)3dinC2SZjAXIQtk83D#9@!5HqgiR$SY<_K9B=_{~)|lT6e+=9dtE;If_tduHA)pW@|fu6_`|ba>Gr` zZsPe(i{5*PA+Zc1zjbP}T9Q+@`pHVoi8nIOC<1*W`<*3?F?PE}Ct|!nxe6{%if_E_ zB8-TXu$r|;W7hW~XU&ge*j;e?t&=)%v9|Iho=6WmB^nVL|Cw2oY%x;nGS}*3SylfT2LbL5HkAo@iV!grA|{95 zFu2nWLf4Vernm6sJ(%M=r1#$Hls#$z{-aD*$!fdP*VoIZ`IXcS&)m{}o8emZru^KGAv07l*^t3u)PgONj zy|cjfk7PS|L@b&YwX$_*wgNw~@as~jY9Ti~TLb(f4mkbrZ^#n@XaZf?fzLUHJ+)2C zmK3tHpD967=g_HCSBT)COy3b_jTQ1SLZNU&kiP|>wdSq$0VY>kIQnL9jf#D?AFoAY z)2Vcg`MLl)+ouKjRek}4v$(DX93FIiZ3Ke;??GygcA^hKGghhgbo=t8EdNo4s$!)} ztrE-HY^zqFep><8+Gy*Wzk!i(=nt&}eU^mASm6?%A*jkx4%BnQi#tLnuLLLSGOouDjgG)QVw8fpw3ixrDg0rnuZ0oqg$TVMA7I7CNar-bK-rx28Jq=9W$uHy0qv54~Ah zEifLT&6t4Ja9}w$yzRaIgMwwO3`S-gyqywPsmDr{Fjk=sunXEx*&aFRr^=*gQ{ZZ^ zS)X{=74*qSl3Uksk+5rB?Mo$?Zd)EMDRz#%X%;p|laK~fR1Q4q_X16<{#05H@DvOm zWOiU)BDe`X$@k!P{4~8EQr&Ac5*KE01L)DipbXB}d}e&rS~KWX-bdwgw3t;=$Oz+? zKOH=#*L%3N_OD9Pa+`Klc-(H#6i&*4nM{kjW+nf^@=wJT^dslZvB0S(6n^JDTOb~H zoAnx2bE`0V7fhC|Q_RXrJYFBub3*AZV=M>0`>Q}go8NQSwv%Q1Q{iIMd$x!02Vq(c z-}MT!+W2!8w6&fvHAvQYg0pgLE2~%251HA3!aare@`l0BMi7UmA>;9UQ>zh~qor1K z4+f9B*{H{5-Kg1<(cYB_t6wnTbh0}clD4ovc5+bC4&T~%6s=WC`Te}Tq`Af3dKH~ToP4Xamgn>Hp_2A%7O$Q)$f|CxfpYl`1@`SSFf^Zpa)ugxn9 zq)w@uUVExINXHoyrmE~w^SS<7m?*_>VehQ$>KiW>o!(I+(QREx{BcHP}|Nje)#i^ASe@c1= z9x}=4P+FYL$7h9K?iqkNTsccbumz7v55Tqzng4Xb66;Y^+xDxOhdSFapMli)(*f)P2y?oUy0vGBM3!`GYsb4oV(Se zaRdB8W&mlQR5)`A($4Y%xRgfFdSd^1v~*l}$&Vmzn83Xf3F4?mL=}h+%}@}T!S@ug z98N>;EA9y&_au#=8^`m5(t~LCDF7RI%(|F-;*c2$NYTiQ*kYJ#YC3K*FvP_P67ltx?Rco~I?a*XHlmv#J~ieU zG#oA>GgJRj+v)W(YGIbq5PExQ`(==yHsVhXWw!>h(!hh#3Te``p9)0d38XEeRK^}TDhtRaM!f7R<7|9uvWtQIhm zrzl4EVm|fCl82QNUvw}aSkjzcz6%rnWCTml1C^_WsmG?0$#9&0hBYW+%~BU`Gl8=B z9(*9}ho+NXzz+rW?_t;n*5$TGFrc>w8L)M>NI^5>vkzFmNj;0)Jpig0k3hJj!fb%u z%GYqG`=ZaqpX1w}qy9sI`r#7qt15Ot_4r5I(QjojtFMU`-Jgj)?80=$>{~clTo<*s zV8B><%py4hGUTUri#krPED4Qx{t#NR(cv4cX0w(cm7!rJRdTYP)XW>!_JH}^PmWZ; zekx#YbM$h?S0}yTa8~6{*^2LsCEbW|Ucjck_;u-Yco*d-jp>RVgF}>YhPnTTU*goh xM&h{n{<(r22TCI%Yox3sO`PP?Q4qgSD@fOc^M_?Y)QRm{};>g3L^jj literal 0 HcmV?d00001 diff --git a/module3/exo2/exercice_python_fr.org b/module3/exo2/exercice_python_fr.org index c7157ba..ca582f3 100644 --- a/module3/exo2/exercice_python_fr.org +++ b/module3/exo2/exercice_python_fr.org @@ -1,9 +1,8 @@ -#+TITLE: Votre titre -#+AUTHOR: Votre nom -#+DATE: La date du jour +#+TITLE: Incidence du syndrôme grippal #+LANGUAGE: fr -# #+PROPERTY: header-args :eval never-export +#+OPTIONS: *:nil num:1 toc:t +# #+HTML_HEAD: #+HTML_HEAD: #+HTML_HEAD: #+HTML_HEAD: @@ -11,83 +10,314 @@ #+HTML_HEAD: #+HTML_HEAD: -* Quelques explications - -Ceci est un document org-mode avec quelques exemples de code -python. Une fois ouvert dans emacs, ce document peut aisément être -exporté au format HTML, PDF, et Office. Pour plus de détails sur -org-mode vous pouvez consulter https://orgmode.org/guide/. - -Lorsque vous utiliserez le raccourci =C-c C-e h o=, ce document sera -compilé en html. Tout le code contenu sera ré-exécuté, les résultats -récupérés et inclus dans un document final. Si vous ne souhaitez pas -ré-exécuter tout le code à chaque fois, il vous suffit de supprimer -le # et l'espace qui sont devant le ~#+PROPERTY:~ au début de ce -document. - -Comme nous vous l'avons montré dans la vidéo, on inclue du code -python de la façon suivante (et on l'exécute en faisant ~C-c C-c~): - -#+begin_src python :results output :exports both -print("Hello world!") -#+end_src - -#+RESULTS: -: Hello world! - -Voici la même chose, mais avec une session python, donc une -persistance d'un bloc à l'autre (et on l'exécute toujours en faisant -~C-c C-c~). -#+begin_src python :results output :session :exports both -import numpy -x=numpy.linspace(-15,15) -print(x) -#+end_src - -#+RESULTS: -#+begin_example -[-15. -14.3877551 -13.7755102 -13.16326531 -12.55102041 - -11.93877551 -11.32653061 -10.71428571 -10.10204082 -9.48979592 - -8.87755102 -8.26530612 -7.65306122 -7.04081633 -6.42857143 - -5.81632653 -5.20408163 -4.59183673 -3.97959184 -3.36734694 - -2.75510204 -2.14285714 -1.53061224 -0.91836735 -0.30612245 - 0.30612245 0.91836735 1.53061224 2.14285714 2.75510204 - 3.36734694 3.97959184 4.59183673 5.20408163 5.81632653 - 6.42857143 7.04081633 7.65306122 8.26530612 8.87755102 - 9.48979592 10.10204082 10.71428571 11.32653061 11.93877551 - 12.55102041 13.16326531 13.7755102 14.3877551 15. ] -#+end_example - -Et enfin, voici un exemple de sortie graphique: -#+begin_src python :results output file :session :var matplot_lib_filename="./cosxsx.png" :exports results -import matplotlib.pyplot as plt - -plt.figure(figsize=(10,5)) -plt.plot(x,numpy.cos(x)/x) -plt.tight_layout() - -plt.savefig(matplot_lib_filename) -print(matplot_lib_filename) -#+end_src - -#+RESULTS: -[[file:./cosxsx.png]] - -Vous remarquerez le paramètre ~:exports results~ qui indique que le code -ne doit pas apparaître dans la version finale du document. Nous vous -recommandons dans le cadre de ce MOOC de ne pas changer ce paramètre -(indiquer ~both~) car l'objectif est que vos analyses de données soient -parfaitement transparentes pour être reproductibles. - -Attention, la figure ainsi générée n'est pas stockée dans le document -org. C'est un fichier ordinaire, ici nommé ~cosxsx.png~. N'oubliez pas -de le committer si vous voulez que votre analyse soit lisible et -compréhensible sur GitLab. - -Enfin, n'oubliez pas que nous vous fournissons dans les ressources de -ce MOOC une configuration avec un certain nombre de raccourcis -claviers permettant de créer rapidement les blocs de code python (en -faisant ~ R +Nous passons au langage R pour inspecter nos données, parce que l'analyse et la préparation de graphiques sont plus concises en R, sans nécessiter aucune bibliothèque supplémentaire. + +Nous utilisons le mécanisme d'échange de données proposé par org-mode, ce qui nécessite un peu de code Python pour transformer les données dans le bon format. +#+NAME: data-for-R +#+BEGIN_SRC python :results silent +[('date', 'inc'), None] + [(str(date), inc) for date, inc in converted_data] +#+END_SRC + +En R, les données arrivent sous forme d'un data frame, mais il faut encore convertir les dates, qui arrivent comme chaînes de caractères. +#+BEGIN_SRC R :results output :var data=data-for-R +data$date <- as.Date(data$date) +summary(data) +#+END_SRC + +#+RESULTS: +: +: date inc +: Min. :1990-12-03 Min. : 161 +: 1st Qu.:1998-06-23 1st Qu.: 7231 +: Median :2006-01-12 Median :12536 +: Mean :2006-01-12 Mean :12569 +: 3rd Qu.:2013-08-03 3rd Qu.:17138 +: Max. :2021-02-22 Max. :36298 + +** Inspection +Regardons enfin à quoi ressemblent nos données ! +#+BEGIN_SRC R :results output graphic :file inc-plot.png +plot(data, type="l", xlab="Date", ylab="Incidence hebdomadaire") +#+END_SRC + +#+RESULTS: + +Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été. +#+BEGIN_SRC R :results output graphic :file inc-plot-zoom.png +plot(tail(data, 200), type="l", xlab="Date", ylab="Incidence hebdomadaire") +#+END_SRC + +#+RESULTS: + +* Étude de l'incidence annuelle + +** Calcul de l'incidence annuelle +Étant donné que le pic de l'épidémie se situe en hiver, à cheval entre deux années civiles, nous définissons la période de référence entre deux minima de l'incidence, du 1er août de l'année /N/ au 1er août de l'année /N+1/. Nous mettons l'année /N+1/ comme étiquette sur cette année décalée, car le pic de l'épidémie est toujours au début de l'année /N+1/. Comme l'incidence du syndrome grippal est très faible en été, cette modification ne risque pas de fausser nos conclusions. + +Voici une fonction qui calcule l'incidence annuelle en appliquant ces conventions. +#+BEGIN_SRC R :results silent +pic_annuel = function(annee) { + debut = paste0(annee-1,"-09-01") + fin = paste0(annee,"-09-01") + semaines = data$date > debut & data$date <= fin + sum(data$inc[semaines], na.rm=TRUE) + } +#+END_SRC + +Nous devons aussi faire attention aux premières et dernières années de notre jeux de données. Les données commencent en octobre 1984, ce qui ne permet pas de quantifier complètement le pic attribué à l'année 1985. Nous le supprimons donc de notre analyse. Pour la même raison, nous arrêtons en 2018. Nous devons attendre les données pour juillet 2019 avant d'augmenter la dernière année à 2019. +#+BEGIN_SRC R :results silent +annees <- 1991:2018 +#+END_SRC + +#+BEGIN_SRC R :results value +inc_annuelle = data.frame(annee = annees, + incidence = sapply(annees, pic_annuel)) +head(inc_annuelle) +#+END_SRC + +#+RESULTS: +| 1991 | 553895 | +| 1992 | 834935 | +| 1993 | 642921 | +| 1994 | 662750 | +| 1995 | 651333 | +| 1996 | 564994 | + +** Inspection +Voici les incidences annuelles en graphique. +#+BEGIN_SRC R :results output graphic :file annual-inc-plot.png +plot(inc_annuelle, type="p", xlab="Année", ylab="Incidence annuelle") +#+END_SRC + +#+RESULTS: + +** Identification des épidémies les plus fortes +Une liste triée par ordre décroissant d'incidence annuelle permet de plus facilement repérer les valeurs les plus élevées: +#+BEGIN_SRC R :results output +head(inc_annuelle[order(-inc_annuelle$incidence),]) +#+END_SRC + +#+RESULTS: +: annee incidence +: 19 2009 841233 +: 2 1992 834935 +: 20 2010 834077 +: 26 2016 779816 +: 14 2004 778914 +: 13 2003 760765 + +Par ordre croissant : +#+BEGIN_SRC R :results output +head(inc_annuelle[order(inc_annuelle$incidence),]) +#+END_SRC + +#+RESULTS: +: annee incidence +: 12 2002 515343 +: 28 2018 539765 +: 27 2017 552906 +: 1 1991 553895 +: 6 1996 564994 +: 25 2015 605469 + +Enfin, un histogramme montre bien que les épidémies fortes, qui touchent environ 10% de la population française, sont assez rares: il y en eu trois au cours des 35 dernières années. +#+BEGIN_SRC R :results output graphics :file annual-inc-hist.png +hist(inc_annuelle$incidence, breaks=10, xlab="Incidence annuelle", ylab="Nb d'observations", main="") +#+END_SRC + +#+RESULTS: diff --git a/module3/exo2/inc-plot-zoom.png b/module3/exo2/inc-plot-zoom.png new file mode 100644 index 0000000000000000000000000000000000000000..8d07e438dda70338be4280eb3c69075ebaab45f3 GIT binary patch literal 36213 zcmeFZXFS_+8$K$L60H%mMQYF19n#+N<_RQPdWS+C}Y6 z?QwqkJkRI+&&%`byg4uO`6QCxy1)0h?(4q3A|7ig6Wxa2#=*fMQdLpV!NCE|-@KrB zz+e1ETR!06K!{QD@{jH1mF1lroLqICEiA2-tsSjhQIfZOtXK0A*c{joM^Amy&affvJ1+w<9I0lrNB)gS^Dew5h%@sKx z7DiolOoijGFdZ2~@ZEN&Vk87Vmpo$ZRs11Tl&Zxv(j0sqP@_0w-!T=e9b3igcXtlA z?kI`fHSzZwSeD+>w0n3NH>&D8?Ap2>MX<+&^Q^Hc)b;kBREMRWPZRa3`$%(oD)&3n8^a)mg05|pnAGPmG1eAO;z^^;xB$tPbb@ z>`G*GvpT3B9`yn->0}8*;W~KTX1+3BZoVRHOn8Owj~lQtrC%$!f#}n}?bqOB(xH4H zsbwYgiA&GHqAK^Jk)Zw=n64Mcuimo}YKv!bv2^@HI^O=raXcMsz~bzZ)b9beEY~cT zIdu24d2Uy8S92FSw=Crsqh31*`|YyairdSmq$kr^a>f%}5)Z9HCEMEDtkktv?}ddB zSnzni5-uW-rg+wf*H!LhRpeKUrugEv=~!Gf_FMX?QX(FkZ~o$r0IrtfVhEF}G!ngsyby)TsQ#L| z{mW&G^-3IAZSA8s_PHc}7g6Ms#z`-4;N!!Oe2qJwpxkC(X>>tEgdCtUybz|9F<#g^Yn75`u=oz;fAT(7w6xiMuH` zA7r3V5Ce>X9;~nUzfX_BV8(ee8H4x#`H~)@fGNcN-+MI~8Hg!(^{vj$aW`j#8hZRY z2k>5o02+=~$9eYT_J6*D!9YdC|NR;4AqYh3Opwi?_U|a*(u~NT|N9x3g`OVF4RTj} z1f1~ST|tV)ZchI1b|JtGu%JsHhW_U(;2L`P|NR;CJsJ(IgACpK^uK2zEnold&!B;1 zzzrnfG<>`Z{_ov`^=bb9hy4Fn^1rV8|IS_MD4C($Eho>92LrC$;wp=q{^R5_c;HCx zhR+YA{e3&hn;Qk^eBAP0e|tl|&yr-i5F>r%dHjbbKr~(95zBw<{+J!imf;>Remw0q z1Gg_8K6WRJ!i!pNJl}3?Ec4s4_ro_L{qLERp%Q;bb+>0;&vCK1z;U^6y;5ZVPfP^I zprM{a_UL_{|9t**6F&c+f88cCuN`of;B(L~+^!O(!vMh}1d;Bd@6}auKzt$Gjhp<( zGdup{t$CI}3OEBYN1e6|2b=-M2sT^2fs=f>>i=m{ZLf6D?Q z(CrUze|nBX3XMVYy=neCX7Y{V`^CZF&V55<;QYuJ$n8K*2t6_-y9$PtWEc{M1kum8 zUSIBPm$wtUsq-{fpAWr}T9W$vMY}%M|1j6_gPy*NZI<7w9oIR@ zp(43#UkC!v)Sv3%t>8!uzFhYi2%mc1%>UF{*t+Mg@bixFaNjxq^OwgHma+A?Boe%g z4VOn#JRx~P*xdo~ox0YGKRnTHG|)hHMtYuA_QX`IDFq~G2wm2EWGw8pZ&f?_qNx7* zB=*`Fux!@(Ntg6?XAI4Tmc*Vym+AK*2+@gCz`2Rt4;}9i855`-VI5c9VL9yK-9UOM zrS5^I@XY(<3XZZSELUYWW5jV!Q#c+cxqAvrc3q^54C^Z6PJOrwzE+>z1`zAN`W?rxa70To{;=?(#wbVoG0kyAT24 zmCe1S4y5E&X|OD8H`Ts$EnhQjdAsRAOW5!1Fno2$o9dWG*wNG~ep?zLZ|S>TzcL*o zzP(E8y_#b;iD%;)4I=rjV*68G#%$;(hrp*gDJVo1gE{?85-{=cOp!R=tomFpKQXIb)pd~zibu#8^A>OKrU#i)chxAeIg70v`P?*%P(MPG? zJa-{OXeymyO6P|xAKeMbfCnqrl%KRtdX`%5WGl>kM7GSM%H4XgZx_9m=i^n%r*AV7 zcOpoBSX9=My5b?p1PM|=$FOLHGS1USDn}HG0w-|RyK#%l^VVx0#JwL-LraX{wcLwL zNoX=3lGM5Xj`6QMWI(V?WQ84WRt+{#3E0$mj6W0pJQHX4S!y?sM4|VI)aBs_5fN~t z?3g_ZI~y2Qc7LIpAd!|Fe2WPN0WIPL-S-_3U8$om_vLeSl^e0rIF6GicJbM+xBd3Z zQCb9=Tw$JGHWWf-KSt?%F0vk74vWL1*7tfS82oRI-&45rM8@zT5lHC7{gQ%&Y%ff+ z!ZV9wI0$NZfcA;5Y@-1GfHF4{vPn->73obxebX57w3TlP&u92stoCqTie9FGtSBbE z{0yh&BMeM%6Fk#Xffm- z1p?WBD<=2j0XsdiojoH4)a&ppR7W2!4;YMyvQ6<^@R!$022G@!L;at`ZNLKMy`Qd( zE$?YVEJs8vR6}Hb!pc!98QhAewXK)^%>We8>#f0ZK!Rj%A}My3=JoV2jn8HU5t8_( z&{?!WUJuFQ3zmNHin9sI-}}fA4-G72KzcNg6HykCwDW{8kOCa zB11irZa!LQ@?nGUk`e*inBn(aCEPJaJeQ~LX15?3xMAq2l6J;<_V?vjN-?mk9R{u7 z^rs|NsrbT;t+Dh!gM(J$d- zlg{En09+ssP2zUWcknLa5^x= zydp^E53yU^k=*MbAHMB!+4p9F46LUp14*x1!a@zT3`Ie{*L==T-+Yqn^Ztvlw)nTe zEd*yJwX<)<46eSKeR}r$cAyx5p9YNHBJ|<70|fe=mUbGc(y5@wbWTPEm1%s)HeRp8 zVPz(1;+Kz~hp!qytpGSO&{^OjY)@GCY%7O!6^Aw)-Tug(Y5rqAgXGbKrQ_G1`XexT z5yj&75CE!)*n*5K?**7zVq6p|2fsaGU3G{$^GF(qOUYietS`aFEro>Q_3gjMqD^uN z&gGEYz>}v7%0kk~Ki`jyK%3xtQ+F+=69@ zUF!pfa@mFEi=2%guVA|+V!*L!7ySA+t8XoTB0KM~o(L_tl ze5+h86M1#4$`PO8?~r@KvV*CDz0tIi#&BmL-_Y5=C1P=pLedTTApNfcPb^rBME1jq zRzfiJ|BjyotX!HFaAi|B1VqU{3mAs+tK!z+JzIQpTCsVgYL2@df?o4Ig9DdloOe`L z+9A0O?vLVsDC)$NiZ-8XMw<=V^cA20T~*qd)FLq~}MmuZ$a65GN1@{7-j^mLrKXD4@J?~NTjzw#ydO=TKx1K*kgtcPTI237E0zf2LeLo}C{eC?P z^QH%uU0HOQVg6O;psRvWuX1q$nedZTCB^)op2uaYm)=C6+QN3>8TW*nwu_16RZrZW zWt)sIzX8=z8R0$MucSciJd}o0xaq5UQ*V{%Eq*wh&3-1JnbbLz6=u~zNDIf^HZR#F z5E-Q8mA@rmI}p{^8^;L;fQcM#%?*aQ?s?3o_W&R`V)jQUor&XICBVa}1y$M@#HLM) z!D0q(cM$EKsz5A3s>_VSu&` zyBdzZ3(CSyWQv%E`HyzzU#IVtGt2PpfaXX=IxWbFDDVl zXB%b8BQbrA(tuf(SDxf5)vsjwl;(i!2}Q^qXYPVifT$Muo#I0d9>AjignYp55RFYH z5G!Rkg;2L9@mNXT0!Iy-x%CUCAd|m>!1-oVbzB~lTtb@kjxB+tOiFb?rDtVC&N=iq zDlMDZTEN?q05&P^Ce_fSb<&7h2xhOYV>E{L_>fuXPoUStd^UgdZLG@k6AmWr%ZP^2 z(m?m7IF5a8JAIsxb&+S{SpSESNW?Md=tnwlxO|Ku%5J>@mK+J3PgyhDrDE0(y9meC zlKXUOd>@n>$Y5u5@s%-tdC21ySm|I%So0z7t6VwUBk@ESFY7YmThnEPwr?BP*HNAA z4+drtVPq$)zU0-{(K48p0w3eL25tx*)s0JFofI)~_(W;U4?w&htAcp9y5V-!{0Me( z)VDANpVl~wq6X-g5~gMGDF;}HD4FJ4qT%z1&k2yCh);*Ad*N2!UClvw=M1WgcPZ21gZpU{; z+%Y#==&jhN7CZ-wJwoe;U_62dn2IvsSuvW6T1~I#>h`VzJJE~b%vmERX(?nx6L32y z;N|DX(6xAVZkOYk*XFL-f(>s~kJk#awndajbrJLWkUqmwFWEHf6-&Bv!|GwVRJQ6e zkO}ybZ~jDBj;e>CHx63{Q&9r064e`5wAX3f-7m^k(mAs*NU~n<6m%qrgfgk)c5+S; z@#zsbIe+`{h5Uy&o&)WmhyxXf+k4+=o@;y|M<7_w|K{TX);;2rH7ZA;px`x$E;9udmK?|7NA&Q&R}Yk9h62 zl0q}5i7_01Pscd2qh8PBb^L?5gyZjHH9GR)U8qcC*WCtXYlLLCF1PNpZ^Dz#9Nn5cnJ z8GA@->*ui@!fEoc@=w;&>E+J%jlI`C&3wbB+tiZ2Jgn}*KN9PZk&iiv_De@=;@WV! zjTIZ!Ln(=pT?;EGMA#QGz*0I)88KYjKUv01v zY9@IySj?#@h;_&QKg@`+LSf==N7F(i942_*j6L??x3g-&;NIk$`Jse-klW=?1M_H& z3eGDhn)Kql(LnSUfw+l=jna+M#_fjUP1f1POMS?uJ!TIGDFibUG7JaXw_x)k#vYST z#m4%S0wCYRZy@Gp=-#Z~#k~iwgVB3%y&dV8p=me!AyJ^cWD?M+sU0)(*|J+}cUkPL z-&^deH8l-7UgyWtnEBU8+*c`azobj z#maEaYw_(mOKu{{{oiFh&;Le=R=Z1;HtqM+R3;>$zm(-F$G)O4b^aE&y9lAq%933A zeXLE7tTtc1dw%eC%Nr}+zzPY$m;y8)vU>yI03$oKQQ0UcCBCWk2fgWEwpq`-jfQz` zQnFD)hJxXE(3Ow+HW;kHQynmn^aYP#<*kIDvJe`lB3H?w-&(sWq-TnVS?%Vc8rzA* z>w38xi&2G-sd2BD*YU^?Z#KGQSH%zUSR6ujQ0?0wbt`jIqe372<@j5Ih!5dT2LB!#lkf^ofcq z{2M%g_v3Kq;&`cGE8p?$V+JSl&pgQmnh%+vpL?FedA%qFUpz(N*U~t7kDwO~Pm@pD zajrbXYhp-O{Jnl%o&d{oah~n)m#AYHTMwgr3$R(fTVKZ;ek8DoH*x(cx~oaHWxF|1 zvE4zg9fb(Y`LVr|GRMpMolrJg5b3WpdcvGDI-Onh2&b3ktO&`{{KGH2oua2>ynLM( zkGjm(?s|!%Y*&gVjT7vsSjgFAAur>lF=QA|(f7d(+%_leq^zRX0tf-@u zax@}@qxPzYPO?Ej3)oF4`G)c$4F2-YG*)BiNNA^{zc9{e21?0zAgH>Zp_m^Qdl`hk z(^XMCq^r z`#$rXWnBWPRzY~?0q|(;&b{LzS1rlh?PM9uRyfzZm1N9IVxg{* z?o?ZPaMtLTJpUtjH9r-t7L`!7Zd8>eOiDN0{CGGuT___$LOd%DUU)D)4 zO@+u!i;m$uqlai01$}%=3xdA1mTGxSFhAa=eSAi0c2zOYe6qC*8r|R6l);CTo_SyK zGoZD}gA)j($B-aO-287)Ke!GDqqP=`WhyH|h5wtVGSfg@TLDm4l-eCB1IIVYS~I`A z+v8jgD5h^o5iJE-27Yenyf@A~RU(gU6Gy?zEk=7FFB_kJ#U?&_pw86V5{~vmxN}0{ zNufb#`K&O7_SqMNBE&pII*F`g0WCc%6wlnBRQo>Hp`}MsdmRBd(5_eJI;9ED3wX-V zd)4%~OE>AvLh1zn*4*(3y!5|X99tCWZxOOZxW*q+3)~ZL=s4;#M4o4RazVKr6#o;* zdp;1KQNWFiTM3iAlA^P$E)3B~Ik9Y^HpoDK;b~z_QOuW$dFAjIp^2L>pKR^VN}ZBT zqxgRmnbysfNO7~oUZS|+$hRVtBVD+(dvumRm0^EfSCER?CA@sM{R(%?6 zrpXgG7{4_T8gleBfu@kYCR3r^m;kG_Z#4mIODGl9Xv-pMtS2i9hm$+Vpj`WYN!#sH zDTpt?i`4^YhuP(K7$=z3oKrcaz>QqE1Y36=En!9Kw0qM)y&;^5tA2NMa;%s+QvHj8 zr!_#1(r9OC7~Kzx2e-&-MPsT%X-4X*7K4)$Z!eqRc3mp-|XMJgo4PP36 zhdr2nHT7}@sCHl5TyozLc){aQ_qVL5T~(NnaM9h8hH@L;k#K!8uRjd4RsJo;f=e*x zbkB?9tz_cVvR{E*J4VW#Y{(dfFm}@NKVAF1JRYBEz%|}IWvyz-p((b66Bot$5Ve^#lUP5ce($*ckNxwl}SC-U(EQN zcb0XpY?~lZR)PKl+Nt@k{_EA8H$sU9OTj^e0QjG4BS=Q6aLS|XAL+ub995L5T|#>0 zG32Zo&LVTn1Q~dVlA8*}6;3P9cHi3bXiHzZR~z3?HKKu@yi=x)IC8+F2snEiOHNeZ zDiaY9yLivQl+XXs9`!=FJqGC@vfnFeeJgN&LXQQkg+))XAom?18Z(jNwSnfeI^X5m zUl@923X&uK&{4c{tJIRc$Q%HcznfRK%9oybv)9T0AkB30?X_0sB0%&F&ks$oT@EJ? z8M-r$m47|pj%JH4gNGyx4p^J2f<2*#x2@(Tc=-owTB78gpi26Ix`}3qJh}jb6*(jfrow`h z@ED%pZrYU-w(KOV9aegv7?APeoe`2%Q+{D_4j7z%tXQdhEwA>1x@y0@nHg+z@fuj| z*ISO&v+Sk(+q%L^(eR%`lf}a^1)m-gCF9Ks%j&Y4E>c)rjPt&M71{)86?TV_z~~Oy>bG`*cojuGh~W!qgU>jzF=W z&z@&~@t{WrTqH>t=WeYeEiw{JjH9E`j~+15+V4i&4ZXd5y@0y2HZ4Z#pE~&y%@yTo z`@Jpi>JJ}Bnjq6)mAf~mS!9?0R%XVA!GBT(8E^9(F!kj(Mu6q4O4$PJ3YzaGl1S`# zGchR_-qSZ^NR9Lb=E=wWJ&6`0n33daCMCQp@iCmSK(vwluVZA5($pYNmm(R^a%$v~ zbiR)!Ef+k2@h*i5nCVeh#3SZk5llFv(FtO-roFi!-NdMw6&B=fKIg*oKcuatZoslE zGsg9>0~AB3iQnI!Y0hs44;;L++wa&lwuce90fpZm@htogoD{*;8Q%MT2guA3L>l_3 z@z9Cx&%_XF^VJ+Wh=#lqfLik`;mH<`kUrxP4aFXT!HG7mjq&~YE~nGIGHaSzM&t&L zP3Skt9x{BP`>H6GIEVY7t`eD&wh=!DUKMB_8855d)ft2N#RA0)kPdzW!+bi$jbrSA z%}Wc!Z(S`>7C6bavKV$@!nvJj#PO3^!QLT3uqB*>x@TPmGvSM>*nf*reLOjgwjD?pwKDUEKh6KM|A3+egk`>|UQ~hkWnn1( zE}GY-h%4`-U$(-{U;iYU2yJal9zIT^AQoMMbJ-lKsOilTY~$(}u7XCXO2dTBF=E40eK;3KEHE zJ>McL_fWv})V5HTx`*w*$G28xtAm2`9d2j^W~LzpjL>$kPMoSe+sJ1%V0aM;fv>{dH&qpVuD@IRRjXf9; zAEf12IzCy9rTfU$iTnLdT1Ijq^Im5ako5g9?;Yb20Fb>rGA(Fz(FwHsmfY}zZs|MS zxF1onrbr=uBAs-JjYYWS7GPDt$((=4W0JS21_yJw9xU$-;I38r_{0A}T?xqY*X)B* zMdeMM_NNg2Tsd-^dKLYy=ij0}hSs;tozEUmlWR--cD@R~_GpNZ8(wo@ljwWnzeC4g z*;%#@=LK+y^Kj|{K&_KG`@2g&c7jf5VAJ$rR#U0K;pgm?t9Enwb*6E>{AsY!Td1HK|MKAE

zif*VJCZe=VDYHQjShYYF8o)bw_@IRGLNzj@IJW&w@w2BeBq*~k%A7Ryh1>00+(<{1e9Mz%&N ztD4d)1)#Wijm__M?2~I3p{n*aR9BQR$k3x+?-?QUw6m@_(C@EgJr&P*?8;;B%;Ee8 z9#RD^mn~ne9L@Ud*x@tZpPmDN*^JPX13Bp)kY|&rb&?Di&fEqiYkMEJd1Z9sGxB~R z2bst_c~zM|z|YSO1D+bD9FM1g>$J8-ogDRcc4BPFTo8u zinO$*wIHm^_)v}&BhjbzS{M}os^3lZIV!QXgdj31EV~*;w527DscZ`}UcnX8CkF(G z*oYDctez(EA)!2~i-Ct1^@ECJyme{ez$&oC-pdAmivZ7W;hYa=gqIMV7-YhLZqJ;E9hP=MLMasc3l+@9lA}bA~ zyo19+w4Z=$=Y(g6(WW8OC-Ew)L1TsC(bk?5z2w~) zpks}YAqUa<9S%QX>O9PiAZKeR3%J~H3?>o^?@Z8={5y&rw=PxV`~HBgyPX;}#96o* zVjV)k6Uhv&k?6|WTB6p7Hr2EYspFK)2c3uDfDFEsp?#S>$o7GPqqkO-by*Bd{LdM6 z@)q%>>@Z%MLtF2oQT3{D-X)Ee|E3pUYFeLCkqgYF$1iu^NJsS_V2yk|H0Pi zHXzC-%KVHb2>mYfS@8%ZZ}bbD;5&gQRx9?GVe-PQHeod<{qY#lt~`QDzIayd{FxKf zI_s5Li+TYA!HB0aHy6+=VX6;X`HUI-C|4X61;?d#v66h}O3BDX+r8Ms~oVCQIGQ*Ti`4O19z zjG>Y~;tH{=B&DQ3EiCsr9?t=FrqKy{-Is0S!G#RCG- z#A+o>HzrfzL2&}PJ{d?mO^7SCba|y7$Q%$2WxPs|Id-1BoYd76*M?BUU6rXqA0lxh zFzDr~MTjx%`O0CEv!*=S-o8nArA0OLNNru>F|B(Ho+{?~(7vhuDZk*+vZ&AZD#KC! zUe3k7-{r-J?qp8vpjcYT$r)hq>=-L~6fRZD0acuGwCgadT{rbd{z`soF3GTZZH(SH`Um-`DtS|eOEMUDH$3vC z%5V`MQavlB>GGsR;=htQ|9-~q?pQ$QI1^K1QR(}$ACjSfaUUpcSZD8wG3GQ<%Qelz(=d!$Sui4M$+w_7 zm61XC!w|=$VLFA`H{qdCg+S^zGG;B!i81KUZH^}{ZvLU<)xDb#azO~ElEvt~D%W7| zf|Wg)3pk&eQ}S13$melN)e%GrSt3tWUnv^{R3i03ka85|Z^LYPEF1*a3deM?%{O?< zCK&W>;!``z(KY>nV9%!hgjA;`atTSLmPDl1|=Q3!r zCw2@kTjIhAgMGSUj>23%dL}lNobA&r=~(8LpoY1ej>;KN;big^h&7&W5f$DCtMFc&S@d4Cgfqu7yhvWnyeH<5-W{;e#18_*+hX1W+0mW2@r7D)BZiS zFB%%S`B#C8(%*Y>vs@CXlA^yyqJ7M78`^E~GO>L?pEpy z^ocGfEiVJP^<`;y2j_u+YTb!82U_!*#2n5->PHFH1M*K?Lhi;83H%bK)0tdPyx%u? zhpYPWpQ;b*AwPHeDcNJKZAVCVNUMIuTK)c{jY?Y)iS zi(pl%Sm*nbK@*h(eS&<66 zEo&S%&Rq_aG#^dA>$3LsD3;~CX!5GTgUZP~z=#rjX}~iT0(2L=sNcXC#t&TDgJAB} zZE`&Ihg?avv;)%~VSRjcCZrhGJc#)6ewE6h_-y3@!15o!K*ueR7iA!TY}ks?dv)U6 z?*%m!o^lWneg3D|9L5`+C4JRfq{lX2-6_S!Nh5uK91S#1ht9NY{Q84I*;^?wOgnp# zdGF51k`Um|3qp`vRu~XKd&iwe|Ji3!qZnrCd;LAENdz^S3_Ozuo3LR}lq}+Y)$I< z8h1LW9~2s9F02V~s9l^D8&!R*KXs4!;iiv|tLxD!nXOvp5x#&b+o<z5$r0V!OO*Dp99wm*c+|Bsh5Q47{1LysY%{6$2oBxDM z7dJmJIGIpcodgAdTcC8xn??nD??swlFs{oO(q6c`IRFI3KoCh;%h?MBj2&i_ZzJSn z@E4zW3ZL1u6EF(SXHxJANBfwJ?4H?PiC3u>a({vE0+Q$XD?ofHKKUzuJ%y9wG7dt= zBq^k!%c?~E%IxbLqH@(k%9k7w-3TN+pdz}&&OH`HuH!`#Ahi}nzPP33fdsA;aTTuC zCUU$!=&>4EYx(0vME%olzfj-<2259X;9s7FzpR}Z(@f$2gw4l3f7^KQxEQ3yFDnn% zyT{bzUoZ!>mF!xW^jso2;})52hScmI_%RlCRVYZR0>;LlHFny`I_Rikb%l>cb6@b` z^SM*{KlM?SG=Ko_RP5-LqK~2f>7SWoKFg1-!1I(7_Hj_zJ|jrR3+wzk_Z;G2Wt|8S z$KPQF6YJr!mPFYflo%B-#yo;N7-#eY4_F4py!ln;)?*ph9loCzv(K?c1NLyifODRb zAC8$g(QvhpzNsL_o!gW6yFLvKB&pQ01gwj=xV+!pllT#0GE%O=v_f5+fIz;|CeWm3 zTVAOw)SL9w=K!XMGPpHbDk@$bjHEjfA@5s0jy%^g3?5y32yd78{ZkcJ3t&cAPjhR( zrOQ_%;WDcJ5DlLSl9Acs1Ak0nm)S*Sd@?CnDjt!Erwa3$!95_4((q05Yi{l7;C~y_7*djg@gK)SMLGZxvIi3qo5_rV^xb6+ zIfvDI$i=rk+<<$*5#U6EhT5;u18hZz`}O@OC*5=!Z+4J2(Ah{H^a*TNbkRmu&lhC* zPx4*<2HJ~$;wP^kK!GrI3!C9xC_gB?Ow`1{DE_$=CQP`sWuA|k5hS0UoDG!l-h?c= z0K()AyKfxoW3%>NOHSAmQ5GL8^-$4{*7QDhdK~<#B7qF!C7cDH{qG za9B3B=8&Vv5ynI0(FiY>#-G5_vV+(>XgT{mE<(|#18an;lk#Y%v#RQVUrj(f#~$PWRrMoM9`aaWK8qewQd$B#iKh-tna;~nXqc5LQf zQ<`mAMt7JZW-Dp=`eN|9?uI_Egi2oQwnu~#lYDvR- zA)v|sHRwMEFt&a%-$nC4KJ;HjtkM_y1P0x;rB1C7iH@=3-w1lyaC!}-{ZaGSPIN?; z`**?l#{|h?sns`9{=Sfyi#S^`I+p_hp0Gktf)G|~CA*mT0cthrv6BA%%ePhBd%OzO zfW}vGi{~s85!ci>e>fck91|O0luO6>`;dkgA(+`8jbAr68xEv66*}6=9~d7S%Cqq zeU=-{A5y~nzjJ}NsZlCPIrpxxCv4k&lU@$Ln|>)^l5I0p8z%<$1h z2_Jqb$TWU%yu%-v4P4Pa{j!tvMtZX#MAWMytcfcG-gxa@wID!#*mj3!^G5JHs_aLU z>Dv*Jc<{Kt$^AW^DsF!9=SXXRrZ4v%%|D1MCEbmp5+Ku6n~8lbMNU^d^qmz5#t44At(rS7_C2FuJ7?@*gj2qtPWU!Jd9wu?Hfc15VTc-1en3%S@{U zBntO7Z8i%04O_=F)_p#R{YK9TRH5S@DLkJZTNorLySP{ak6}=8X}H?Ft%qNh?dK)q z0*^oxE71g5)wr2YJy*>{+cSWYbOd5564)=1z(=8ur2!+}>#-r3Fxzo<*Ds;TVFN1n zIsNuk`DMu?-x*H(PWj({>l5r=rLhbQ?&vN*g=z$ElkWoJDv_lp`^%QROEy2)M#-^4 z(6%9{HJ?gG3}cTV4~XPFo`mNI=zvkG*-`L$zO4UYIuAKWFP z#24)ek}&c55FK!D;h2C@+ioDiDjR{sF$4s+Gk~lE&ZW45(l2HWH8VZc52V zf7v=1PutFvQ)>pL0}X))Fb?Ys?5E^?&6jmA`ow4M+|24qT|t?`jR_f&cpe&0n=aLb zk5-d@G5YY0L6fQqFvVRXucR^YJ|%jGW*7nH2&B&ORNU_5hxC9hl=%IltpcD<2;GV( zIL&nFR7*`vvby|1Az!EciEKB5Epycw-}Wy@y28ILWB{9|oH_j4rU3p(01K7;%E?#> zjKh?BTP08CgQJ(Q+3|1qLt+y;2UNxooa%#v{zn4Bj?;Ddd8al&;Icf!>5>5Ab?}Gy zN=sZVzqq2m@j_SdN20SOdT`8m(B?tythaslZ39${;pkRkB>#e=xLhs|)I~4> z9SkU->sr3`axd7LHkvvt zDy~fDm3ggVt>2IwFvN=GL2Jp!)>Gtgo&>-Dl^DO$`(o3?OZHskyesDg#tZ&l0$`pr zn{R9G(pVT~Z?_#kw|)e6EUWh8v76Q4mmPm{&Qhic@dbDrWg<@DgeBdqv!~cUrKQ6@ z(!ji8Msy{8(ad-6yWKYk{Q5?gb_1wg@iy3laLhYRCr5F<><6 zMGVaO7pooCh6cyqkNhxB!;?)a!YfH#vTy2Ljzt#+85;nTO|fC9{SvE}6CY`n-n zz0f}=qk;;TSZovR-cBT3w^cJWQ1Qrh*!92q9A%dZewdc|UGRp^VsteAtCA;qC)cdN1f;+uHZC);wkr)-92HvBC;qCAZob1&QXX`m$#Ej`Z_3ug`$h zBB{N6)`2S%}c*l(?0f*bHgG!dDC+i<(9AguB(go zf2ywk(qEnt8J;w7Z!8)>cS3C<>bTr)gd%1jyUqP5KLCZStaYDc;ESmPrVu51 zN=toleC82F0Ka395xVoeC$uKsHNIL22i!TircMUxnqs;>Wv443+r_H$Y|;N7^xJle zzPMZ#Zgo-TtWa2N`W!4cZaSiQL%LZ?_{G!;9tBjJb@~}SWr&Ta_*|WoHii1%{{lGV zNPi5JouKOS&ClAHJ=%gY(8!}6dFo3H*_JTLUN%eE*uxr20FR@h<34E8QlC9x-4j`z zev)PQoVVqj!o{z`OkE)xzMybm`+!0G-XoQ!4+@yQqlf0JzokE@Veo0(<1GDG0SvnW zw5&AIU2-uu^I~mR#Xr_RS>VSF+VWrwa09oNQYM2FW`ObB?87NfOYPHLQhEkbUXf)% z**7YHpecLN`gy40N>C-iCta(x{Qw3t_>>qq?;rGIVqYe}SF%A>o-sVCkaYdy%i}`N zbTQAGiRY1`O>x6=t$Wc<3Ps3%U|U29fN?`t62kUwHrv|G9MYz&cVtUgw%=^9{k<0o zqt7F4dts=AF{JjzZ}f~Efr`BUqN^X~MUdS2E>?sY^_ozmg!J|dglJjBfVE`jfsU7Z z!u?hUtDu2c=8=uZIKDZ!?TDvo-d)X}K1G8Bgsp@x9`CNAAj=^PmWkrPs)DZ66LiQ&u&%Y~FOmj-1i%7NTeDApM zRi+vS7y+iIiMr)mN*neiur?d!yhW)L^ECr)ya_@+pMl1ugY+HiY@JasF1#0(m3| zTC<>{W#ARY88xtlt#{AL&Hz64MhqO|GT$#WRlMR=jZy)~4s~5qV9O;$HHX3%JOIZP z;^JT?u|s#OV{%ZKt$Di%`8HJuAzokffWUn-yFVzV@&CJ3a*17ciB& zb6;)J?Nw`G>laAVjm{C!77SH9k}s2X(3EE{JEH`x(BKmP0Nok=oaXg^HTRZbQGLO2ddq$Iu8UDBUF>>AlC_^M9V_y6#u^ zyW4l?ayVz^oU`{{d#&&Hvk)CkmK8d+D5bvV7X_paWZ!vmBB#qn1-pu>8P z{}7bkcX^Gp&CmqW%wNrFB#^rEcNGy`sf%ESAx_hE;6RfZIsDWX{TVFpvR^_kb+KJH zD&6I6W)GenA1jVBbI;G$c{jS(qs*3y=@}s{ITZT1FF6IfIJ?N zk8hmOhoBBiR~E0RMU-1!nlz_2KK_w#mo&+mQ}8e&LdGElhb zCkFI$ysx=c#8o?{vu3NRIrPQ%xm)HC49Lf3{B0he*7m<&IQ_K~_4OrnfP@NtsonPm zNv11dBIhxMwszfj@&oo#4IL zqNtC!Q^CXp#pz)hH!_s|pbfGWx(#E8`jcDjXK9kDxar)|^j68fA2$$Bhb*hc@FA?P zZmMbP+fL<}6jjjv#F0ZO`N#zxmzjE8GUL*GKj5xR$ljX%7zdxx%{M6we{l4QvT3yhy^pAwpDG%COeL-{Uu>88u~PA-8&4K*dZzY)fTob zVg9sfmvzm5chVSk+r>P4J86}XcfFipb4O|ch7ZX|PAG;Peg6G{#yw&DgB>a>HFvb| zgI!3OAmn1HW5T@sj<~)JN>s$K1PPnJbE6<7JW73yN*yQI!o2I2u~Ne6 zUaj-415H}O-i=fI{ zvWG?di-`}Un=0_l(8y7DEg+Euewn3vJ1>uHN7lV~plUm}y+CRtytFLF@&nHH-py7} z6p=W=ZofPnD7Zr2k-6OOJi=d`jmmS@H^NybseTy*yfsIu{zl5iXzW7f2fp%xatf#{ zQS-C1ucR<@(;#!rSjo^;rJQ#@Q=c)V(L^U^6AcElaiDg~`jgMYLf`?x^Iy!!9S>{X zBrLW=*mFw7zWgEO0thATug9;Td{L2OOb^|^RmH>(Nl2D7 zLDSoTW#Ldw2LI8crb1bgc`K@fnFK!fpBYHmBX$4VGp)I!7)zTne?>*OggG-i>>It_ z5(ug10#E_Mz8`7%#^Y#S{ni1jgm>%MUlA8zDQyxQksQwoIN#Wrb{|{2Z2Pym0^`4Al1|`ZSo9F{ zt9_pzyoYJpz++9M=R;M_@i?At&{Jp;#P)4EQl&5aS-A{@J=9?H$l?twe9`yXMn;yr zh3q%}&4iTB;0m9BM3HXFLl6hifX=KQgk|Y|JA2qjo`8Ga%NXnKK$W1PDnsiJAH#)= zm$C}!(l4_%c5l2ur=%gA0`lV3UCiW7N1kx6`5BaDhhfoEz2)eI1ihKj&2)X> zItY+jm;grkSsx3#YwKAGKA?k8dH7^M1v1^N_5t@C+|=tzCp`&65TTXMKofuOS8yW(XY_WrJuc|@u}Xk zNu82`1mMrD2P)Yz0i5|tTyfjmGYGS-iR7mv@-ZndvHs%Et@k`A+Y3%ACj2v^cPyHO ztOBJtFW|Lp!3dQ4?^|2I&p^iQ6K6Uy97%I$JPt=mo&wuC6Yp_j+Pfj+WZj?ajDwCR z{*(Rvh(-I#CKez`5WLDF?dm!_M)KzTWcon z7R-UNx*M5DRFb83)C2UkwmUkmrIXF+;yA6_wFBam9Hu}flT1%K)KRi@LI{7294#HZ z)ZC<#uaQbnKxXG1`6(}gD*R~|a+cTsB6cbVsx&;a16U0D zo)bfxZl!^P9$MOC;qgvtLF*`x2-_KR(mV8p!!#MqS6|37X*{z~!q?CAtY2?_rpD5Z+n0~` zkH5GBg ziqR0PkyeWt)+CJ|eEk8H07T(@@|uEfq+C2mVbjpQf)sxskB%vvh%cDOR+(;~ez1`* zS-9VVPRMLA{{`^92U{=SYCjy$xkeni7fgq}8KhH%Q#unv3W}Vi!l`U7N7Kt3g1Q+! z(yWrh5B0633d|u}t@1vF|KIiKG{)3ka1X$wFe=4yZHXc$mu8S|l_+*)@E1(5hSkDT zOLPe67R2pQ?*R#5ZW{z(@eS+iqXk)4)L?%%q)O)eHktyhjZ@S>!2x+;iz4Ksh1pi+ zqf5t}Yx|9oJ;!5P^B@hD+QRsaSzhPyv7Wz5Z$ZZSp)bYNY~`go6I^@gLmPqE`ojkQ z6fa%JiIk93E*?>h_2ditmz$cX_bls6F%rW+O#;W%Sn)UBTk3ASeYgRn2JgTES zBz#gQg)S!JogdUug*i1X_`)+NOs=+Q3a=YESHraLplkWm&e~O3JL}eWMv5CKxF{I+ ze!Asv2w|&h2ogj!--Kclvq6Syr|w+O`r`9R+xs__?`hh_ZenSII1xmnyFeg(E~|yV z`QmkmCJK=N_(nD)R0vUo`VOJWV>)J&MN1Vo^OF0NT>@{rOQ>17vK`mX1dfu)L?p0l zRGfM(z`|Q>pjN7I+j5x{p7oMr_htO)RkL)Dh-`_dmL|6KV?15bvVy|&T(24Pn_d8$ zVMCfilO#^-ZO}qL3a|ajbl;@w{tZezpi{r|1+mCM!bi!c7&p~;Qregi#WeTI~%yA+3qkw#zh}wiBEFZbP3luqT}xdA*^}!={n+{su-mK3(6$NW!J?*p zD^NsVs^Wzr=jfkg580LfvLf9SQ_#mCTT1)f9K1izaO;<(<<3na&x&!rHWXzAIVz!6 zgO7pnph-BU}|4KN_RF}Gqg6fX)jWwze=a4(JKVah^e4Hs01JgpPTrNAE@~~kI$?Ao>#H$wShuixw{43BGb=yB4-Jf^}^~8 z-qFYL3Z7j8P;DT<1^A};$x>BF{BjSym#Lin z=Vm;zEFV%rw2$!y&ZHJo$K#6Mt0?yj6ItIEWEtuA6RnuidF1A?RngF_a7PM3Dag2l zAQLr{>rdDvVgq&4g9qbCdbZt?W6dU$<5h|M7zJEUu@Qv%Z~!}o&!_WnUsagRgrkT`arFo zEc%Bmkn!s0M0~5Y^%p=UtX{5X$QOMJ-zfoiR?;C&2gM-5usGbFWzueCrFcaSIVH9w z|Cup0%4*%8y9>+Q4EDe%g23J%z@5H(#O%z?gqfdbYLU!j%8f}ut%yOQNe$02uB@Ej zZ1?DM7j;9UiO|m_oSUtYk?*+hDaNdna^zSRIbtD}_bh0{1`aP4(goOnT`%RRF!v`B*)oaTl1Cv*mGCT=MZY8Ye-_wg zq~cOSt$E53W(q8s3tS|K9s1=tr~9fUpU6G9sV2lVaI+@4@KaxgzAS#082I8n`&tDH zwEG)}ZBaTfoieD?(~JUs=?1}T0bGh9-ilutUsPvb`IbMW#V%g{)A%{hrpATacjw@} zDuTrZrBC~3c#MxnT#Np#$`zFH3wvRGJQ<@|e+c4ytPg113XWOv)&7{@`Q=h34j?ek z$baSzW^^NCrO$1=euc9(U!5+C6jUofO+-rv3-T%F}R)c`(mR%<}N%JgK_0&-0aEde^?5wS%@9W!vHodWt68l?K1M#Ut0%j?I~34(x* zJ*&X}d|C_&a;p`tzoTFJf2jb)*$NuGYiU|9-oc=$vKMU|jZ;e`&ih!$e6N*J?vLb& z>rGoHh*T+p_TL^p=df<+q~KHhQmr6y6gn4OVmAULGvabpt%vFrxQ&21A>Sotbxu{n zX$op<@rEtI7d|`3E@?2$ui!N|TEP(B_DYHDNS!+NSZzg>3hAqGj1`Ta;(vjQ*8f&O zxevxMfi!oCgqld5y7OYfpaRmfG>Js_JLcTN-oTW_+whgls1Xy10#B&#Zu`Y95NMue zS{B&;H&LXTNH8z%y3r`Zmpf7@`DUrLCE8W7vm=#DVS~RV>YswLojr=M`g=}B;^klZ zMT0u)CJ>uT{nZc(94l9{{q|fGYy1_NT1lHx(iVuVeguFjWy2iUxaIR#V6yL7hmA4=l(oiY|n14f7?;{OvW_(c`Dp;lv zPAk}mi8zvx;N>5dfHRAIF>=d!b@JYyMPX3(o3_3Isf=Q4g!bbqO*Dc-)V#)+o-%1q zEE31TGD>N!ME&Qen7PIvnyC^9=2@<#TBe41Dftw<6MW$Hl-Sv)&tJu+BQOxX@!e!2 zCzl>7H_iIzGy|(=feYtT4V#h5v~Dc;jj?8|ij(%NT>0~WPx4)f{Mkg4Xck!YSFObIZ z_I|LWG!#OWm0p8eqCIAJyHVRmYd|9rCn^yu8b*pENR)(0PRDe=p~Z0C>JI8r?ou*P zDLP|0W;1%H-yiLAlU$sw-6zGqExCs_aQsw*Ts@2ubjCPF2R&6-=u&v%FI7AGF$E#ZE)R?B?; zihE`{rmnNMxkt2`Y&kWOP#p{Je8T)`Te-kXk18-S$bnk$gUu*@cOX%wI^A>MBQU|` z9`fUdM9e%Gy<6C1b2^4Qpo#86`2X22%`^?XI)44^jKid3Y1Zm8fOq(8m~NEob?%j| zvJ3QN&+2WW=bZ;O#SChOd%*}c3Q+E<9pKrjY+6mH7hTLOGPxvF6_>upZ=pCLTKCmb zMhPZKz7s&iS5s3q15_xvFW0UjV(zssu-G8X#M=zgMPNILT+}zXlvOW(To~AHy_l&s z-v!$@`>m{I>GFexCgu!r{P4G;!rz{gVAzBW*XLUj-GOP-Vb)yiIFMESKp-LW0I!GE z7nhRMxN(Ko$c=Aznt%7>i8}@1ta(fsuo|M22MC8NJgjU`@9@el%&oQEn4%N8vJi}m zPFdBxVoNChKw?{z?oFV2%&ewpNf&josJ}4{Qml8QO(%Tp*|3XDJG`IQR@UwyCS$#A zAKK{SJVWKCaGIa}kwRh$R*;8*#b4O!{c}2S~(BavqE%IPXA~>57$V&>2PCE_@RSb zuex+Vl_RDM$C~LJBvrh?LzG*yTVkM2xjzrxTBG3O$4p#f$c4YU{XiaIDwn90DB5>U zX>Tl{4Ga^_aBmv%dWCE6i&lv@9`8OtXualLMmr&?*;m;)-8B&vbl0MfYv@@+S@6Ai zc-k1u5G_pOlw}rbtMsxxg0`*xKS;jPq~T;Lp{^y(EKavni9pqV;_GUqZ(a=-r*5fS z$`fb+(19@GgLI7ujeC@Ddf;D1UIB*8m32}6JCo$LD7Vq|BoeZzd?x70fNamvDzs$H+C(Gzj08&rUo{-3stLbx+&*W|`XF zhM^q%cf@~oJuvx;6g{HcH&)fhLVkT1;Y4`xeo~0k=`GLij3_j62u~cBrB|df{tRTL zXBuEEZ$~%NX-&#rYz1_{Bju_2)R`AkOnm#aKvZ56!aXM+eNT|(TmpC$x8nB94$+*@ z5V*ddC=a1?YhJjFAlusF!{2{e5R3jFdo5?Kj&$BJf4S2`~BQ7!blTt-Eed zb_f&pD?MYxHC_S9VAFfeoUlj?WW?QTSj7N=8^;hvXWNQLf^bn^jXof4YK(%5nhtR& zV30~Xb6i1uI9bS-9ao+WtLgT_!b|H@`EganZ?B$^Krk7zw8t=ik*n%D-ROx?HrWUz zJQfkjZ%guT81}w2l|D>~>^5Op_m0+(-V=dj;0z|m!FQ-GvgRJOsKM~e$MP)NMHkpP zZ9N#5o7T^#w0zI6cjwPBLh8{fgxMvBv}>Hzk4Wb^N{F1z<7-BzW+{dGoh1NUd8}6n4PTEy{u` z4Q#J%Y!`n~8jK#?P5L3wx$#z+0p#Nou2>kw3kf;!WuWhCCw4Kl^iWg0=_M8&vIihA zP|1I>bb7ery8gIW=T4hA#S4FOeZulDoX~8e-SsfjP8rRi{>wMK9K zD{=69Rf8(`pywyb-`rD&6BPj@Kz*Q$8r+=$@hNccownF4xV5J=;tUGZ5IPf!t@T-6 z-m4D~hwinVnq2DcjHI2mpylzD=3EoL<(J=jdQ%%lC5xMXM%Ko||8w+BAb34PmmgB@ zONvJ9{z3ODaDk!}lEnL1BMM+Q3M~6ikoHw=pZq|Qi3HaiWOyPyd4nV)4l~%AhmY|( zoR-YDuSjzKD84~PZceyoRMsw#LsFhW-F}54BRz+6RdN(jW5_j9@6qVI!I7hCM~^3k zIJbAz9`9Zv^w+{dXlcpeq|tX-%S*C-IVdxt61iB$M+;O`n5a6|Lcb65pYfaiZ6QFHg4wpHZ&$9cc`H5U>}S2?stj^ z<4h!nRq z=lx$+rbkL-228&0U13B{fK)Pip+=b&jZOYDSSeWl*?K8{x-2R+cj%Ga{iNX2+@B0k zg50i1;kWrK0$*`TLK^`JOvyi?DcU@KRn``DX8$xEcDpIvR*?IKbx?>ZP_M4wKrGoU z%1@7{O&>790EqJ!18!rlcuMjDx^i4jo_>*hM`U*&FjOv*Xo#FU;)cU+M%Syda@nHp znfWz0>_wIaX# z{WwgNzP&9L=`usXHzJF|0C_(oOSmqp%9K{dL{_>zV=j*6RcIB)4|n;K&von7p!|b; zJHxO7)*3dnCTyK_Jd#%(UA!>_I5qcmoMU6-Uv$L3B8LJ5sIanUgAKH}QUP_zq6Rkl zdFf2}snx?E*HB0&(X5|;ewXSL%!9lUFanS%6LlzgN=B$Y=;)Ni zwjL)znD(m?=)1+=2|}KU5=d0rSQtbS8w9*ST_+2$cn)*FMVX{6ApyM;babJq_<#S?yCK`b_X6ofoKDadGO&_3tjGRWiM@{UhWV^Udy8qvHLqI38W5h z_?4$GQxi{7>`VR*+7FW6EG@{-Qe)9dUv@qd5&XIoD?>B%IYZoIv-R%uekr&c!b27S z-Qj`p#RpST^5LO1RvBd9JY>RP6;12Vinbu69Y+FN`cLI0CtX^+1-Lh0{CZ_LeoA|` zd+{=!I<}p){R?~u5;=YErnR?@CCcsd?I7f|v743%K)!jcWqCDkxJ^C#7=8%;E(c&# zF;M5~ZO#M3QAIOt{pSH7_v(UC76gA8OcVSLL^;N|n&AT%{sroW(@;@RGau={DoJ$~eRD7roHaP`0x0fv6D&*MgX;L}|v_>$PaZ%We6Y?4I z!ZfoQ%*i!$*s>TmGozmx&2C=bXEhTuAL2Zq>qgo(;()UMD9qsq$!;w!pjneUhDm`6 z$c>a;yp4rCjvY9xJg$8j{soYZKb2x@XAs^mGnPYLQ?3_ZgZTALPH^A@>Drou zw~n^Hn+~2lHh>>nzbK}!k-&YcP_=={iQJ^|HY=pIh^Z_?bMhEs3$t?Z706kPJnlB7 z^XoH)q1x8@&7vJw%AP6NqNE{9-b$=)KzHi~gqVT#o5W>Cc~=5A*kSCmo5b?jhDG#h z*i&8tXp@f3L4K`0^c_H5@1jePr)Ax>n8-DpC!8e^{t7aWSpoPs-JN!|(`I42+IE>u9RMrx8)XxNO(FFA9 zKj<;vN#hqhhGAm^{AP!E5K}3?nHJ7fJ z6CWsV;dJ4OzKhWr{X%m_#Ji`~jdX<2mERTZHAqWJ`M_sE5QL0O4{-`LIU_h#*h$^Pps$dE@gbIx>D`)te8s^@k`}pS>o;+=nf31u;Ti>as@M=CH#Z z;fmG=?KibB9w#dLdJWOH>Z=TZ)slEuwRFx_6|liVmw43(#Mg6sM>#i4zD?Uup@+}D z_!K@f&)#Fna3F3AAq&y%$?3C*Gb5@X32zTh!fLVK z=*BrHLK+e}!B45kT8` z;IPDTyg;@iw({;V<;!z`Yzr1ZJbcnq5I=g0DhxS}#}3E$Mwig*NGhW?l#={!@;=mb zwt;xkN3O#P5v_C=AA3Kv|o&+aZQb~1@>y8!z+`>Mrb zvV`XtHZ{2rKD$`tWTW~>W8!4B4e}Rdb;m7TAy-oqj?ZnS{ARuvYR?~<>~_X9!QHs1 zN0{&_s*Kw42j@XGRB5uITEoj}QxWy8=q?Px3YeXVGeBoF|L0)IzT-Zzl45|wXjc^S z-h~nZhw5|Og=svCT;R~$JTArJ%}6@4%|K!ZHfK8dQY^h#Pu}r3J&HYH^k3@~ zXF?X6R_~ILZy|BEs(>~7x&@@_=1<#CrB2`S`hWhJJ6Vy&aX*M}*Av*ZAe|WAXN5S4 z@^GiNk`Ayu2=voM-|ke-%bbu?{%-fi05&MfSH|;J5k>b*v8N!D*j`4L$XVDLAoUqz zC5h7_RX6#2sFuJgLgL8j3DiW2U4tK+HA-Mn-^OXNSB+WLFFzK6n_=5=#^1miNte%6 zq7Z_ukHZh1$8uY#cFs?V&OMO$+VGrrQSkz0sM~5WnrMYZ8*$tq9pEt70)Ly+h1h_O048#=>*_Nm{3DSjPo~U9E^F*4#DI8PUB*8Ga>Sowvy80PP z>lsBf{S1w~ipUV@K*+X}km1J+=K73sYTuUwE9+WM7AyUtc4*4XF}#n#tUZztx3N^) z6ef%H7s$7DF(qmYs8D6DPa2?Iqo1f@JITg-0~pd2dB-0mFHF&#_G(=vo&|C*3#`HM zEQ8DE_njK)`42pr!@f0=Xhq@RydYtGIa~x;tGbtENb`&Tk3@Ud-iGA8*G`BelX?Xi42#xLwUx3^rBv)9$cwy8 z|Eh5x)PzfK(vVX557w_{AYSbvjc^}7fHU7oCYaq?_*nVuh)9tG ziU)&pj0q`v#_x#I?M%R#rwLL@!v@xopTpzd3HcWAEav8wSZe}{A%er2#(8jC_Rh^m z)&cAL0GcS{dHY5eE(HmKVW+_Z7f`J&CsJ6^$htvW+i*VcqlR78)$lCis>qcvod5#3 zHz#0PDwA+gPF;AaE3OOWBi3sg1D~DKHsC52;lOVF3#9xz%D?{<@Uha=)x#Sh8k?`- zqNM59Kg?9fd&gVlUAR8CbtI+s8EETQ#HqLM*)#6gF^lFH1LeOC*uy0r3^mWb$I(=o zJh>XWwJ?oTpal8|SJr`H>y?iSr}})hVCxgUYIXl+GPds4BO*vccj?Oqi(yK8*_dh+ z?{q3(I9%PXQvs;JD%z&A0e}LJT65r z9chv%3Rcyou5h#80eSg%^+XE9@<)~7$Tf4F^Z2y97lWxpKBU?}Fe<1O$NTuxx{ljz zTm`nHkt&NJ*l>$2@J73X{ARqeUl);z_k%*(G5EJ?2u$-0Z(l5yp)G6ijHi&L*R}Z$FG4S(vuX9kd$k<@gTe&1p@_etZL~kG~TKrFjIQpj_WIcB2LJ&13 zY?0o4#n0DlN49(gp~5(q04u0yA7`o4D?z5Y6oV!LuUM308K=8wn#yeDGB9aYqoAX| z8T$pnl;$yw{OsHC-IL^OwR8sHsOgTkh#1W@(Oi}0bBN-vd-kn_H5-S`2eE#!`Aa2~f7jIdI9)h$ju!`>%1+|#K2|**-?x<4ue_J~bDeD{ zQ%rD@YC0eSXAM6@d&1g!L}1x(g)!W0IY{L z$hOr66{R-Y)K<0N089OK4A9L?lmjbjpfiS0pRZsgWB``+R`*1T%pP?sUS*bfkx&a= z82+;1gS>p4(ZJpJ)lE(TVfujw_1&{1}c-s zUx5^wo3)&)+Hn32@^f91F-X_%0*=VgM}qpdZ*eq3IhaD}$Ko#yO^v~@n;?c3t%RU1=7XaKeiYax$0~8Rz{Jd6rgHCs5P`CS~WxAtO~5%C6-w6 zPjyrqG6^Et#cWYu7ia1o*1~7@!uxT{8X0U-keD7sA#1)a?16Qg4Ou{Z9N-#xPLc<^58*CZ- ze4m^e(#3@$U&a0<`;6Z-bV@jjU?Ns+{!k97dl*;f2Roc|ZI0ETcSp(sAu0Avn!Hth zaK8yqT0S?p=I9sSnYoLxLML3{!jA0{pFue^PfLM8<|)f!c{D|D29pdF?7{Vu4xdv3 z?i_uj?2LD+El_N3sQ2lk;y($<73j#3nel+a1yxP0WF80;_N~hW6ak;?o#a!U%e*R% zVwpljBvOGRI=H@&sM>MHtSa~8DB4Uq$vsq-lLYZ&m5Y>vo#3^uwN3Ab#Gj-;;=%4g z`+I7K5^BiX(^m;L&+hulmzNi^^n5Hl1YP3rgd<&-#isiQ{cSZDcs;`+2Gv<`9$hTv zu{rUJ*zlpMl|2e$$En}-XZ;3Rt&mJ4ED%9hmxu?SW|k-D;?`0pa^?M2H+ZZE%I+1K zXb^^e0^LX)PKnrqai9jUs3zK+Q0)?5Oi?u2TV9OK?e+}(UCeV<2K>hV-?w`mxn^@&W*isEZ%_rL9%?wz8~NaBqM+snFy>cNLk+Jl-7Rr;i|5zT zf?iVggHoKA;>jwy0e(IY#^Zd$o#f0j?#)hPId@v{8mb+@3)6B(DKOCD^^welh}c(r z3P4Kpghj1{2CZiP*0n+tKt)quRnL)%c6S~(4`xld&u%E&5cGThI}$i`YG1WsO4lFeUWr`H6ZEf*69lhG>?XU z+VpIne-(toz}p>hp}!LRlqy*Y5A>jF`2=co5)n%$b1(M{jBm{-S#G(IAeJM?GsLCa z-qSBekjwnIc3B7!w?hqnW35_lS|HHU9|uV2k0CgNodO5vPDL2@Q!@w!1pwfy%}Nw0 zHNgB8v_)v7pz@=<1@p)F4?j*BmX#c^?Kfe*t5v}6s~uU+Iu|t=VR&OqdEc&Y7=Pmx&fDKFsO{FfBs6>C1CfHM9Xqnet_+@?a;2Ltw1sa?dj z10OND>aCKZW;KHteL~(NWSVX$&UHU$)$MyECoam^C%CCEFmS%VMATldf!hsl|NM9p zlbsw@q5VGNoo9MLU?-_&f(EP@{pX+VKLPoom#RN8b<2nkF)TI$eK>bl;gjz+XiQ|W zi|fAV^BgGj>eK$R{d{0|vJJ)=CHK8Ne>PS%e$a0q@^ei|9^cA3c!K^9mL4u15h9US zJ^}6kzit1< zc!^5Dox*XdPrzJ9w6kjro2L%&Z3zLIqU*678=R;wr*j6yA!uuBb`9*x0$j?9am0Y8 z*{#;_Pk7%L$_4L0EFZ0=N8=i~NBynckIK=`E-7FFa}|*@zbMB$(Dn{6@1u32YwsEB zj=?EL=9=wL!fhp{Z+}i(sh$E~RRlbhzV z%{WSZ>Ha&3lq-cb&lo(lsl>x5B7t~cXdoad%ru4GEK>q35+O^VJiLh6B(d0OqQ?Rv zd6|iv4^lb0A{aq$D}TE5P8i3yr-)6i_BQlnO8_h_aoU=50N}4_X#27ktOnFxX{5HpT6SySLCsL!xOkq2&EapMEfCyRh1@a zQIRA^41GTbNpF{Vhn)m41yo1=i90`{sO0F^YuD&~YB-NP|vhfm67B z)I^7<@?%ct{De&iK>m%jU(bs2Wo2V_hyrTUqmTh~w3q0%?`Q{*O{GYH9$<`u0$Z|- zULV~BzG0iFt=cZ8Lg0e4EEeujutiB#tVW}h0Q%n@pcCl3&uxS%nIc;u2%Ja{u4X#gvzT$p}=)}+) zFp|ZHKV_y@cJ)*ifsaQ!W+G^?yWI!VSA;)Bilq@~(LlTV6+%f8g)|oJWQ0j~>mndPiuH9D z7>B)N{+^8#7z47h;3$HTEZLTsa383t)(B)Sog2W$xWU)>6c5wj7Ax#legGWUI1dt#{P7F0E&xSfKe&z2LvgR%)>5q$gt;MiC9Rfie9`7yo;Cot8fB-w#K5A4r*f}T2+nJ#@(a$*@3O^H6s#7 zlXWEc+nvxw;DcyZ85_|41Oxmv@5}Ji2T1id2pe6j*XrDnSOJ zd+ZgdMtg!05lq+gmB;Dgn>*rDt;!eAfN+RmYv9Wr8LH^Ffjjo5ZvSkeV)BN`&e`&Q zCN5t|3sjuDWdF2PF(L@)rrrMHv^lrc|MCkCS_>NV&exvsYzr&6r+X_n^rNgIj$!pm4xtq5}h z*!1pqslhw# zC3dvt`sqzD1$gwUvja3`ZZSOf#?tHC5W!_Y-78Rzwp&g<8yy_73fKci zHlhmRPk;u{3?#G4mK}kBbCjW5W!GB%#*FBXY&HAiP5|~JgklF_aX!8JMc!ev-O%#Q zIzuQ1KL{9)x}xuk47UL}+9-1|Mc!Gq@8){}nft1w7o-rqa@0FxKw#Yr#Tt;DJ&!#4rC<3X zXriVD8hMX?=<6E;I{Lr<)4AH1oHy1vXkjWkD_y3&$ia*GT@Y}NF+#Wnw`yZtFm&@>(8$#V<8I$fZOc7!@5E(o#F+2Fn{p&qQWq0` z0ba@V0045qtQC{|esXK!8zmT_Vt!lv8*Lj%_~X+`EJD)Y|9PaI;8!+8re*_3=)XI$ z|97sX3SF8mj9hwvIEjg9<2;EV)u}O4B-GiSk=-^4`;PZgabNz%eYX5uHr*%XVKY2k z5fS))e8@}M}=0SgLS#3Jm2LSTflSg*Hl z5hCk2m3=V>5Ezt@4(ldTl?+aY#Dc<~>mji+pYe||Vh-pCkys7%H<0UYWH~Z{WNo}v zis8i4dV)M#Cnq~bYTDY#K{xQatsmvmy3Qk zkQJ+E1!RfoF=zb4gCeZoY$5{ zko}bAZ-wP=*IdrWn@>mY_*NOz6}xXvsC{z!PO0X-+)HFT_o?C?r=B+OhB59fbi^8u zXR$uWRz2RFTshg9i$7{``knxqw5Wfyn=G{KiE-VXZ|W8D6u8x8@wcHWDT-Njz94t! zF>}Mq1s=!QdNrxrYY#5Sg^ZxM<;G28?t4GJxB8t9zbYy$q>w5x`g?sf1nSDs_`TNC zmCuU(&knn<@2h+5T%H~6x+q1G3AwEed#wGQyS}>60?jm@nN*o}2!ksN05oc>@e5Y1 zT>I%t>y5FZ)wPkF)!C2s#qJwptDsd)_w|;PC3cmV=XUDZpMwI>12*a&=#{ekdTXje z@OWz)G-6)n7kT+3Ds%5!T}hgh-zR%sp=rr%DL=BNVeNETu9KQ}-LU{pKMunBwjH)q zaDvoYs{zUjmB7+?57kKS*D&oYaVtO~A$ngU9Upp!b~h&SE_=dHeB+#XN;8j)`2$~3 zEG&4pnxfnjKJ%b&jV=ZEKy^I?tNe4G$JP{2bb$SQV@-`zOE14f2W-2#?b|2EjI;A& z``|)=PPg9s(Pq8S{;K=LjB!ndo{5Rt!*RMCWC$KJmeZ_m6D+{sw zYwEu2!fo^kabMUWjH>QPgHHEC-;}el1a~?3YIP`M2naL=!7r1iMcxY{SVJid7CDXP zzr7EgyzTH(WBdN68Je1zA7wKle(X;_JYjlyL0-HrQ#9?^m%wb{*BfvDUZTzSI6=Uw zzmXmdUV)ZYA(>B6&?eUv;*Yg$`d)IOnT~{{7d?^l9f79XHVVrS@!J(U=5IbO4`t{P zP>IrkY)ZKCH1+-5uQAHKUqbJE_sL3W_-sHU<@=7F`X)ooY|pvjXGtwO8^58ZmkaGq zl!Kvn*y*uKr1XgG9;`Ls+@aZCbvnka$dP?i`Y`V{j&G(9kAMQy&-rxsS(DpZ%#%vv zZ$qY=HPpI8nNdsbQ1RF@x6hGe+^#tSN#A~)I6T`d-+sI>15&Qsp3Sn`aUYqOnGZIk zHZuR#-;aFtuqsI=i8X%shWTCwIb^1R?22}?;3XS2&TZ#5E{V(~nmpPz>$SInl7=z_ z5Bw|*9FNvU$R%RA?5E1(0SO|U8Yk%n9@+EbxZw8Um-5u&?s1^I&Hy@3Axp{H55M*7 za3%7bD6aWWh27)_i?!E9o;$N+6-FZO9~G&~Usyjq)8BsMU-A5@@IuuMtGx^o%r}UB zMB9R;x}8}y^HscZ?VU_uz$yHy)s%WyQzrPmLO~M8(|!S!ovTmw(>w{vdWW-OtKcQF zg^C+Hthrf%i9-Mr!@Rvk%F$@PK0&fs$vOH_C1bLT)80Q$91jufrXa? zxoOi};^t&oidBp_Z>!Y+S&FhBUi06Qre9owYH^Xicqu<# zgjG9?ayDtqLQhoX>FCcFEref-#>K4gXYeTzVdssCnuPzphobwm_)W*XB+FS}p%Y>` z6oJ8Jplk1bQ3Laa^&Y1X7&t=d%6jWG;_mAr34>+13#~qu+ij)FdW*AWJ5G5u3Z)%V zJfjb0Ozd!uCWNb{^i}Etu6zs1&^uCXPD<|QlSA)4ediu+a@a_D{a)8;*qrAf6R0r! zC_v6@qN&wC;ts8u{kvn&{EUd$Q-pQ{q>aw} zuP?t<2v3?je42sPpOzi%i&MvCY3XTheX#j7bHn0e?8--CKlUsC=jA8THiXDmHcFfS ztxDpMRiwi7^Sc!P)`pv4ZMajRO8svUk!O{~B6yalWA<-xqlLjy()A1;n01a2o`nSw zb=OjUO@ul02g}|CI${FyZ?$m;3nW_T-VJ5U2lwTWSlbGmk8Wbl@fwXw_0vkKoVT8Tx5U8_uUji@m?~B(w z&zgHr_ZC*bV(ogeZSWqfTZM&%y}+?s%heZ4EAt%48V|wPZO22^Dt}(k|eJQZyeNNiwPvRV_u~cE#El+*&{*e+HkMa8O9V$`u zmBUzJxMbk<{Hx>L??w^iygVQ{PX;Z=u3vckB4=Ez!-CALO%*xe@}lc)A2$VDHM>zr zdRK1|$$0O}f*F_faj|B63a@EDSTg31-`u>T4(3uTP=Evz7=4rfS*>O&pB%6OX79&f z(Z!KK`^4heeHf6k{_rQI59OSGv~Jw014GSr@JRyS1g1^LKFrXuhg;F|$m!AvV z(G;*wssaM^bFj|VdTi;6h!{6Io0B_?r?i2PDj_qIi!#i^v;lm&k$&U%#*7Nq>ke`= zfl6RG|P4wEF#y}7Mp`6#K2Ow@T1xz)C5 zXVZ44@zupi{u%Hb7$_e(LHjI)N`EWfQK-zAekPKM%)(y0GQ88RMhD?0#9{o)(&Z zd~J@uoSuyj-YyXB-F&GY^IzDhNNPqP%0YztZwwQ{O~5T|Wfx=kZ@51NM@eC@|2_%h z1q1xYJF0(!m@te(7Ar4dBPyEamGAIuDkT76(VU_Mz2j!G4o{>>+{blzZW?H4bH zVM1l3>=SVGgn{^97)?jm3ML!x$F7S1EzZTNA%#1#wtQ&ZAbtdutk`d`Fs BGb8{2 literal 0 HcmV?d00001 diff --git a/module3/exo2/inc-plot.png b/module3/exo2/inc-plot.png new file mode 100644 index 0000000000000000000000000000000000000000..92a6359aac6db801ef8333626a50ec23827d81b8 GIT binary patch literal 9605 zcmeHN`8!nY|DTbHvbAUm8BtWWRCY5|BrUYbV;vbwliiHn%qS%#^dU=u}yv})e+1^%m zo6&k13H4K5$4UBcS5cllEzP zE<*FfnBZ^35$Nty3QccDGDgI%Ot3~e{S73|BAmbzGphaT zI)_#!UUD##!$|h<_9xXku35u}By^NYb;o;0@of_=EoP`Dbhj+JTUR?Z^Ju0fPsE_&pM2fAS+~Xxr@xMq@y?D|s<^eC&Mt71v z1Dy8e$ZRQjwW@cINdU8n@i$VPwerPK(lrI5N6bF(?Z`zr*zoKV{>nCdRh&Wfzg5qsTQ@37E72bNy>mQkB zG#^a!z2^x%ebGRTt2pE2+T^LoQ)H2!cg{!!rS&|{SYd!N zK=JR$qy~AIp@W=~iDz%%h~JUFPzU{#ZtJ4H{OHRKqllYflhlu}Nn;lo(N@eREQ@xd z%8+%k>&7;8O|WZ=?L5TZ8(OIA7;qC`kne1GV^sp&2|yE~h*ExATm?Uu+bz@m+n3Y9 zn%J@7pHSvkBrXgW%838sKB5-}3xkD%kvQAiebJng{_L`X@@*4{>?=dK(=G$L7Kgp> zLz+p=-WMFE6cg`B-_(zZFfQ4Z0&*vAY5N%LU4nie4|_ajpK&oQrUWyg>1kr{7%b(mE%MO5i2lKY%}YaH+~_P9xNu$@Q< zqD2?_AaPqv1X||HE|sS8BkwnL^KW$;#ruubaRBe3MNvyvqqJJQ7!oG^38W?`2PH}g zn6>B{6?AAAFc4SgA?6EX(DR%67=Y?m;!Wa1QQKSL-#ga;!o=qs`^#otG%H% zms8ZYwK*v6XT9TBxLy zl&Alnb0nosDkwC{cBdR%Pa!d&^lvU%Ny(5+C=Ka9+1Ao-*+{!lgpHN3u^l!rVFMU} z5*zHWMx7f)*eJsPA(pQ1oYJp1S+x|rzG@sOrNFxeQfS2fE}O*-&c9&HW%Xd^#ic!d zbn!y5!J5c#MO8uIOA~N7rj1q>DH1H1+lW7lU4q?NcSW6(f9E-{gk4{8b#sOWbU%h; zC+K^3e>8hOvfi~THJ0{HNVoGm<(Y6_S#-#1w<(MB@We7Bj#IqGSjN8N4NekDW@e_YQ!ZFLSWPz;F!xi_)G!YU9W@U>EyKqpZodJEh$)KV4YmfN1Q~A{f zW@xV;Sc$Y_SO8giG`K?_7B@VbKN~{}O<@mz zB`kx3<*~BCcZ>LtI6+L5Fp-MFyx8v*^W_A{pR62NjYdTd>iUBDQ5V4xjiYFxAg+tC z$WHe6t{r<+<}*lX^1!6-I;T422{)BbS79fK1w<+&A3OF!y#p~p&_^3hK#^w`U_zG#t-8rD zhoXk*PdU)p*9I$X#jQhF+zHi88OxJx9^?2Q)d83GmaVL&CxL}g|DY!^=BsH~bH?5Hd?E7h#=m@#p7(nS=fE7J>nXAAbjq5fqDc1-i4l9NMeYLR_DLE_OjA1 zkUgJU@b?)kkK+r(&Dr@_O1nQ>`wrxL=_eeXd@KAPhN>gF2 zU6T3C&I~8jeFn9r&dg}au;BX?g?GIx*D;TAz+wM#AT!!ln$HuaQ_4W~9&>Rwe&9sz z;vM)g#+B5kj9o|$IjMeZvT}?g!FxN5mSTm<@VQlL%g=aQoh%t+ z&1Jf_<^xO18pv{zr~sTS%1^}-hg680Iqf;eodxfOg;b-$c%xoX4xnqkFR<3pCuyuN;+VYZNU=IYSGqQZ9^0_V;3zcM55c5Jry0^y{9Pa(-B38*d9o zgxw`P0^ZBvIOv^)U_Li(ItC zb_t27Q_T%jvpWZBR~>QX?Q{K+E7?PEp2AdPP1n#SNHdYUsCUQ3B^ubBBjuZTu?2V(5o^1FZ+ zj5znjMdSK!j^9dVCZoL32-EZix}Je9Xn6sA#CD)F&^6HcQ|UeT!5b_pE)s(x4kOCX zR87t?EB*?(udF>o3HfQNU7P}X@Asg=WYm(9S~5zdqbcFN5k%y|_{A2UZ(;2ox)Duh z*jSa|5yBj$CL4dxoAVIF%=lOH7LOa(grSBSIDJ!o_$ddWC+g5gCwiq$FmF#~it(e; zxU&{PKDpMW_X9OT95+kOIx1enrbwg4zkDJ(NDs)Py)ATyW|l`nm!?OGv*ba329e}n z*8o+gL1Iko!y=PI3ut|1iOpFs0Fjh3;Idz zzlu}pK4G%Wa|J1L&x2e~M`m2=c$Si!FK*S}gF}i_#3}4OwA8YjI?=LxrpCR(0~W?r zyqwG+6luq-Da;ue;nUXOh9tuaN16N!FP*fJ;5+Z*0bkF*^;bWpQYd5VMCx&g98*r? zcf+Et$XHqsXR5%K9F}D$IWyHNadyTs+E)f7Crg_a7L!rcUy4-T$`qH6X~W!mS#6ej zAYHU?ExNTKk)l*go7qd6Y^T%NE~$;3JFcy`eVnNLf%&?mJ>M}&B)v#v|8jV^H?^YU zMSOo{|7!U7bzao%NL~Owj&1gG*nKFd60xvdlk|4A5Vy5V*9C#Csq5VAD#naP0S7Ld zX@lk*}4G9 zQpBB7L5&smlDuJBBUt;G9xd#5l*M!RLT8ws#G|>AGo9{ghANQo@rv8N#G{{|VVvHt z!RUkDrg7Ou-URcJyc?5sv0?B;-Zgt-X>^7`#Xd2pY>wqdLU8*lxhHwY`6on2|1upP zb{DTY#qe%pdMBY+iyB<*>__g&DC62eLbH)dxoz}^Jy4cMHBmfB>EL)~YYZ}{8~X=* z!8%UvVipa~?#n167eMYcg0)7Zcxm(VQ)eZ{W)#}muq&Aa6Xkm_cg@#(+*`te|g7H z8gBeY4iZo+<X)aP@Tu5&;ChEV_Db-JAR^Ej1F8 zWwvf_-l>QO*k3#HuT8nQ_7V=cko&JG>0$*ae!F|;A1Qt(Mna-Guh9OFIclY*s}|pT zecQTcV+8>M-6&VJ)-U*Ek3u8j=>7GeS9$S(Qopym)*aGw+oeYSJ1Z*y72o%8-6Q>b zvt-Eg^9R<0-e{@Cvz&ihug~zCgoMeZ!YAuNeY+GIH*RC&X{cFkEUG^nVq