From dbf6c85a8159a3b92ce681f8a48540d89eb86ab3 Mon Sep 17 00:00:00 2001 From: pollfly <75068813+pollfly@users.noreply.github.com> Date: Wed, 22 Nov 2023 14:55:01 +0200 Subject: [PATCH] Add HiggingFace Transformers example (#716) --- .../frameworks/huggingface/transformers.md | 53 ++++++++++++++++++ docs/img/examples_transformers_artifacts.png | Bin 0 -> 38905 bytes docs/img/examples_transformers_params.png | Bin 0 -> 94786 bytes sidebars.js | 3 +- 4 files changed, 55 insertions(+), 1 deletion(-) create mode 100644 docs/guides/frameworks/huggingface/transformers.md create mode 100644 docs/img/examples_transformers_artifacts.png create mode 100644 docs/img/examples_transformers_params.png diff --git a/docs/guides/frameworks/huggingface/transformers.md b/docs/guides/frameworks/huggingface/transformers.md new file mode 100644 index 00000000..b5753afd --- /dev/null +++ b/docs/guides/frameworks/huggingface/transformers.md @@ -0,0 +1,53 @@ +--- +title: Transformers +--- + +The [HuggingFace Transformers example](https://github.com/allegroai/clearml/blob/master/examples/frameworks/huggingface/transformers.ipynb) +demonstrates how to integrate ClearML into your Transformer's PyTorch [Trainer](https://huggingface.co/docs/transformers/v4.34.1/en/main_classes/trainer) +code. When ClearML is installed in an environment, the Trainer by default uses the built-in [`ClearMLCallback`](https://huggingface.co/docs/transformers/v4.34.1/en/main_classes/callback#transformers.integrations.ClearMLCallback), +so ClearML automatically logs Transformers models, parameters, scalars, and more. + +When the example runs, it creates a ClearML task called `Trainer` in the `HuggingFace Transformers` projects. To change +the task’s name or project, use the `CLEARML_PROJECT` and `CLEARML_TASK` environment variables respectively. + +For more information about integrating ClearML into your Transformers code, see [HuggingFace Transformers](../../../integrations/transformers.md). + +## WebApp + +### Hyperparameters + +ClearML automatically captures all the PyTorch trainer [parameters](https://huggingface.co/docs/transformers/v4.34.1/en/main_classes/trainer#transformers.TrainingArguments). +Notice in the code example that only a few of the `TrainingArguments` are explicitly set: + +```python +training_args = TrainingArguments( + output_dir="path/to/save/folder/", + learning_rate=2e-5, + per_device_train_batch_size=8, + per_device_eval_batch_size=8, + num_train_epochs=2, +) +``` + +ClearML captures the arguments specified in the preceding code, as well the rest of the `TrainingArguments` and their default +values. + +View the parameters in the experiment's **CONFIGURATION** tab **> Hyperparameters** section. + +![Transformers params](../../../img/examples_transformers_params.png) + + +### Models + +In order for ClearML to log the models created during training, the `CLEARML_LOG_MODEL` environment variable is set to `True`. + +ClearML automatically captures the model snapshots created by the Trainer, and saves them as artifacts. View the snapshots in the +experiment's **ARTIFACTS** tab. + +![Transformers models](../../../img/examples_transformers_artifacts.png) + +### Scalars + +ClearML automatically captures the Trainer's scalars, which can be viewed in the experiment's **Scalars** tab. + +![Transformers scalars](../../../img/integrations_transformers_scalars.png) diff --git a/docs/img/examples_transformers_artifacts.png b/docs/img/examples_transformers_artifacts.png new file mode 100644 index 0000000000000000000000000000000000000000..c222f1df8ae4a1ae69f67e006f5f4a72fb2c83a7 GIT binary patch literal 38905 zcmc$`2Q=GX_&=`gM|b&jpf%h2sG_J^wcDy{?Hxj*s%Gp+RAP0gPbsR3+ItH%BE+tu zMa&GutV$5E#SA~%&-$M8|DW^!|IUBhb0qJZ_r1@Z&vT#Wb)Ux@13k?%C%I3uu&|tY z^zgnB3(GN87M8=P<45;@F^l_pWdG|B)JXFlOK}(P%zoxKhr7CWSy)OVPwm*S?&nW< zJhXtau&^~B{2gj@&wI+k5*P94{#}!2;JJ}ARxxYLy(P@?Cy#^jp1r*OEIKdm_DXA*S?x99Gf4h}yvHGpS_wN|G}j`E*s0yV z`{u$NgzINPiQBh+RvEv#>FbU>I)-3RpeCdVAH1`&dis-gqlQ=QJ?A}lkp{d(BgSki zGHa2O@w3tKjLVbf4~j~hE8I2~JOBHbTeRQ_#KF79>^tMXUR^D$v2@=RVxS&)@cb-$ zX1Dsx!2_2ejq+P-J+9R!X6rZdse_+_!a}9~>W=mvaJK9#xav-Q;Mxf$y6sW$_Q&9p zB7!9ChMm;7U20M6XVKNB@slkBpfXNg*9=xj;;ejp*Hm1fL2=CyUEhefp#-`ptBKFFjrc_ z``QYbe(m+a4sF!qsikWPu99PM!(XbCqoO7%LE(xHHDH9?NRoBqBPI-gV#E~yIxZi4 zcJ*NE1Zlr%{I$Y|xr%GZ(FmEHtb{n(-Xfob**A3X)>H_1Ys@g;H8C1HR&-W%BkM_m z_P3n*R`fo_{QP2O!5jQeR)9>;U}&>^-`&(`ZbCO$&UI{LD=V|MQ6k^F>s)|fa1JMD+9gy~+={a}c{uT7s4gi8-Hmiv+l#wk+JlzB3iq(ENlJ6|}rQu8^f zVS7{dCidn57YAvF{oPL{@R5&qDHk{Xk%pBGzgEJug~RjS`#utk*oBN7#Ndr^S0{~g ziH`lR3ohHV!lmQe7R`!_3^JY0+XV`0_*8T#nm9fT`mm!L4XjCnDdyLNB%4&liz&}@ zzN-Clizw%L)OMu1Ubvl@k#S6V+@F~{F;o3rqF6Ou(i>CNif z2l#bIpDc0A_|n{kbv`U+qF6etBfPq7Dx96EyBfE)KV&mET9RsB8|=*-7!8_<)TbA$ zKXEeY7CInqmGd|8zPz&Ej_4IstI#Bn$n$p3l1(}rqqhtpGXoRXw!%SxaPsYBpWTxD z!(8$N7l=z2HczURDjg5^B@}8XGmOQ0tA&Vcz zc~N++)pbggFYxnz<-QV>PG|INAdGM^X+j0}lwX>SwBhjmkR(dveTEVsZ;!)hdAEN@ zy3aMK%X!j;s1YuudY;C8Q??*{$tnDda~$buIE34YUtgi&XyZW2LBl<_fBz|yg0!b| zZaO`)M5f=B=`Fvc>)lDs;;&zOl`?0M-Y{yAzJPhhMv?V=yA)rFeRD4IQE$%t%O(zl z_u>iv$1r_l(HpS!f=jm6c@@u3Z}8uEL*v;LkKV$Y4UrB zd8U_!F|(uC`TA4jfmFOR+502Qru*P*Vv&fd*Umz1G7c->qfw0DNk4GNl02{gL|X_zC}$FoKfbGlJlc>m7{X&g2)h+@B@RI*lYX0&V5$3-Q7O;Da8p$cX+r ziqfL4EDk=ixKw@cV^Hf~f=A}oS%8)r-9|F4w@O5ZdzAQBCB?rgoxMscUz$)jARg3; z`u3}Un%l_>rd(RS5EWSIrB3Y)F$|U`KU}eyKzIz%pzWe{V%%vU$Qa^P6I39 z`WorC%xZH7JG^3qtg`Mvm&fVU9G{Q_sS^z-@`ws1DDP2$4NK(yu;4XfHILqqEV4@bz3v(j|4gR zAOAYie^RY-vBEYwSQNkC+wWqDgmOucgYHDL=4`sax-pMH%|9*sLFT%?62|s6>%G|c zOSQYYJIVuWx+ioJWTN~MeZRGlJCj1*f8a>ijFhoUa`*TuY+xG*&vlDj#+;Ji)mNr; z#KbY5Ety;pwe_v#N8AK=%X{?nzb{2(J8dr{)cM6}iO${oyRk)7&%3+&_~e)e0K|^p z5y_fWM&X&??^Jx?aGog?L-&JgJ(QO|N?LPCO_p2vLPq=NNPRq%7DKN8%x#s2k#&4_ zuKds`v=d3ceD9`_>s*VXn09Y%$hnFkNh9eLfozYOi+?p4)L}SWS3Xz$`fjTO(`sf6 zpQ6Mi0`zcyac(Yqg)66xI+`=e=nI}uqzo}&IoO2R^7)nzg|F0FA$N1?o<;b5K03WQ z2D03{ZGNQY`lVDmq-y_MzT`~$CYRK-lZY68du3AA)4BE>oP!+9^}uoNp>ADU%7ddy z?L(^qR;F-GeO3i6+Be~Q@*_${>?6`2e{thM=Qd)Gn+%_47YlF`??2DPkAP3*MTSK$ zSr``7!o(!pDjjr>JmCnm{!r)f+!a_<75KDZ8|9fGwe{H{@$X&eQJp6~*&l=U-D{RK z>liP}%j?-a60*7*LW`+|VL-r<_*<$zH~b6}>sL;NFW7P=T{R8k-!*@8#eWTNE9LCU z;mRzTPi+`8q>Y2AUBHD7euVFfnC-aSFAiW*hLwY9XI6oK%FM+gti?CR3&q(93pEpV zWd8C1?}{v~3)F1qcT{xVXHQ=~*jFjG;G0g*TeTc~y0-Z(Rl|{%OOyQ_0N2-V37v7* zoG7R(&QK|aGehB%W?Eg(ZS#?d))6JZ3OJ0UzMi-VFyfsOsxfo!vXykosJ3Vu*?XT; zS7mfbC_=P(Oa10lgSC?z@->HvY)Aj3TEC?<-8H9^kQ6f*f#wrkj;ZxX&(SGm$ZJOn zSpJAzN+^6aW;wMK8kxE^%C~1>7QtN5L%!t?T)pI-2ye=Py<0#*ZiaD(~A@u zVP0zcBKP&_!A~bS_S)ijJ>MGVD6*Dt=H#t|ChUmMD+%XF725YwhuUn z-%^zgT%9=Ly@0Ygsb*M|r6C}i|FuBGY_?Vd5dbT_cWkx)gVI%)sc$9cj&JGvg7CGZ z!dLWqZe-hI78a4P9+uNLZm1ma^*@ z3{TsH@}0Ye=1z0!*6pixxHiqOiQ*0*d$c6*7!F40WRorNIk+|3)n~&u&+zys@?V^R zXf3bBpzqqh=XASa+Vc*w*64cVf{NqEoSm%17oy8+6A6B8m3mjO>r1!8>-Lqn(|?V< z5u^WEIFUDUB6&!WpC;y+Df6xC%Us2i>T`V0TTR3hth1KXRCMJWmfK>UlQd!u>6GK7 zFLD29|D1&HmB3sOp{A)MCg%Bw)|9{s)-K+ABI8QDGo@@xcc@L$H5t^{k)}5ph2YwQFZE@yYk8UZuN*b$vI9``N zR|XyD;!e-kSIHY>4>x&ctFv5`Q~d%sP|hi^@*ar3Cmmo1zQ~Rv{jiqow}cCfI-L9A z&Z?B0uqp4;W%6;xAib8^jw5oy%2)&#ETCx37dMAUX~9WmsJF1 z*HW57^V?)^C(AL9B~}(OhI0m9FEsG}y?a~dUPm3_jl8sNB@#nz9~5$}smvexaD#5K zgq1ef?Bt|>8_5_`bvbr>BzTpWhV_=GeI4~?)kbPZFb80Ss)(k+WY;IFu&x{WknKl& zF&p3vw*2rR9}o7}N<(}Q3%$eb^yahqeJ=iyAOA8pIc0cwx{Z0m5(8WkK;awAxRhd7 z;91B!zsuY&Z739Ku1x8FF$RKwo#IA?&iHW_0n=ac1vB3NAlYW+?9AN7rCdm#H$4%a zySQ`)uN(cnVqAZcgDlu15u*h!!Y2tiG2T0TB_~p!^|rm`Dg1bsc|qm+y>x27t~>2c za6(9}pU7};3iKp9yRmm%0ptLwI7p3{crlt+XWo^FDIY+Qr*ca9unDT;jKTK1QSOD4 zMv8}H{0Tx?B`FEAOL&(qRAI%}((rgp>kpmLbiRm_g@sn6i>U;@EsttWSf02vK2P~* zK5Uz1=1vORplL{1SQeWrZ&R09j>M8SV7-#iw)Z9Yec_k&a#MTCd$48Ex*D+Pl4Ma2 znVf{Kx-H=}US4$F@)Y=E$v1roQ!lq_&@4($z16wZT6ka9(+iIs^52o2BT8-6I4R!GyeZmis|d0=5liaakYTHzj8OzA`dtmy?RJw>Q@4mR)`(}Zb-EAVx`mIHSVUm?W*1ajsl+`qw-xf-bA<0b_nOc7MBC{V zb(P_!b{RB=e6cupjt(5VX~^Co+cixC%8zTtOa?0cxHhW*cs)Bqk*or?ZmdpwDnnyp zY`e{Vi0$HZIPy#uB!Pq1TkC7BekzY#pwZ<`#B_4O+wPvc0L0@b;hu{7dgM+j2g15H zVP`VHd6NIQ_)zvMRxyrLqq#rRlurL?y5n!ywW%A%u^y>ItwnAI+b>{#9`{($JBeHE zH&p7R49@S}d{i1^o4_e%yLpSrWV+bJM}I1AYAnM6vCU|3DCclu+ABCyW}97*kP}-8 zB1thE*db2>jUVr(y|=bb-z$;|e471UKkRYKs8l-}CslM}eF^yP{7)rl7Nhs~^m5A= zlKWpjwR6pwFJ5(b?oK|XM49-AIh-2p9Zd+&)+TD<@&Iv_T!O@(TGJGmD}OD9YBuue z#JY3);;M87RAg#j^eq7&hxB*F=nt@{j2*|;xSBlIKPKr86F{JH@Ta}7(BIU@`jaG2 zni|=}Rm;5oW#%7rq3ZH+KQQnN*M`gSaFIpd%E`QLESGWdIfqurC>XiKyXnneM9pOv zT=dl%?{AqUGIFA@NE7+ZYQ-O@>n5$C95I7Y=zsCDMhsD~!7?rBrRKiEr#W6ezpvK< zHf{@fH~{hb1f@VBwcCy$m+(CNyK+4>w1Zqi>VGKW<^;(u`|!Dy8t^0E_Nu3 zf=l)RTS^Yc5yT&pC352a$;PMLYkvQG(w-F@3qV8_^Tvvjo-?aH{VzVx#D%M&o1#at{u$VHn^-ejK3O|dOrpk*czPkLc zapR#-UGZGs@>@jA7HJ2krP$W#o!a<&%Lugm3G%n0pGd;59!Lm>UtOFrDXx`WaAH7a z+Vh}*%Kt-qM8Wy~KEZ#@8-Pt5;m1_rb6dBbx=if1lBEcv14Q*#8o%n~_gp`&%t~mF zs)7T9%w2c77bgVQdLp;;b=6N_{Rw^jEIMwPzI0R-6bcuy+0_!tOXUA3V>EFHuJAV{ z7M20-!2j53EL|_o-a4@Eex+y1hg1K4W?@n0fBq9o`}GTdSx9m#9 zOVrgC4So=(5$-Sk1Ur9rnTrQBBKNyk|B4qI0{D8>z2us1mSlZrrS?BV3<`VM=y0SI zi>XU`nIiF<+COc0i2S~B|E1u@KNeq5*gpEg^EJaxNhUyNU-_2P*!te=LXT;v_fgkG zqqQM%CEa^*xx;3ztIf}w;1(&Wz}OOXhEX|7poaB`A!sN2Wg>hwn#s|1Qqmnw=g)wY zV2xrnbCskkuA}haygtRUkm3aiK60g|wvTpHDd@t;aBE|Z)i$OubTwr%+-NA0M{ zEk8_otDpQs@nv?}N=3mI_VUVq=J(X|?gx$w&)vN8FInx%2w$?pWvY`gI2rZ zs*C%=$iQs9Qi*qDTml%2sxxyh&u-cJQtFb!zD`SnYRGT4 zE8jr7k->Z~vxkpt!hO%+5=9zw@3n=}?c`mVb+~|b6GzF^Z>1_iqRWutQBY#X9_?JV z!qwC^QJ269xGEtF!v-nO<_+l;h1@CSiDXKXIQ~{%FmO9o1PZ_v=|Nl! zl?=9hQ$Po(>aQdt@tdmTbu|sPd2j%rVy3qx{Es>ig$_Q&u+Gl z0k(4RCtp%V0I$@x>e^HM#o3k4(CTtM>`A4kxy?eq1KX>Bq zj+7|pt1E=i5xJ8>!CGL;tgCxs1SPygg$XYy{jH8`d(_bDki2S;pQ0u_CND2O_2_Me zU5;viv)N8K;{t1*_MezgX?9VCT&rc(blWLmI%>9!W0iL+neiVSrDt(}VP)X^h(F97 zq7(%#Qs+>e?V)R-PcKUM$ISA5&paOzhA#hH-IZR!x3$owFeIpUhI_bP)E3XJM2FS-vA57B}lV6gM9A{L3zJCvE-Y(!wp-Mg0S#+B?MN-gjtI zdsu#fia%@r4R!z88H>-nVgE|@{~Om$|5K{|{~^TxMe@eWj59u9sG_?KNVIH;K}e*f zo$5(;*OEh-#r>{h0vU^s1=&IE7G@G^zF!NskbhJtO5Tk7&+wZS0# z@&8`AT~5B<@41<0VNBiWEdpt6Z8U@i+G6U<%I=U?@zR0u1s@IChQitYOS0*L{93*ZNP?5xPW28%zWJYwpZmO1B1&Ev=GO2dsOEF5d$DKV3EEVf&yIaE+J& z`t%@j7Uf2Pg1Q{6r&ANN3m13`c+`1$hU{>B5WKwM@RT`;uzwk*gz2wJ#1^2}`qgSs z9vEtq1-vuBjSjJTO0w8V5JNok36D5kcIw8lik;M&n4-%q%!DRFvpF=5I8{;#8fFY@w5KVmet9 z*0a1lidV@usD5PNP}$r1u?mOX)8g6!ag@Y11^qi1bPby#JX~ z-yP%9N7yMls-kT5P-UgRO;klo?S;fmEp_)O{_0Wi%sFTSmqraZWb7ldd&GW_m*zyu z-vr98^R(4X6$O&Q8!ye1*c=p&QMaG_3wSawnbvT9oJw%r*mPP9_rK8J8vskCD-v9~ zaTa5d68YTgLNsQ6pab)%<1r`|RS;-PFyt_|hU0792P1^s@uv#4E+B9$x^LksQV+xz zLUIe}{E+-+m7xIFKd2wb-P%EJ_1PH2F_{;n5`TRkQikrk;)eX(m5r{&1ck}%V1Hel zaEfu&s9J$P<(mxfl>~7NxcYS-EA_edk+~i;AOafJSqKKK1U$z0 zZ>{?mj#u51b0I9lgt|!HxbCO2_!(gAJn;p9{dytjn98l4 z^-Yyqmm$?v#jY^eR{MQ48ND7fRqvdJY#37m1v?q4yLrD49!}aqT-3iR+6leGb={Y}DLG%f_pLzc~%RQcW;YfB`-LKDzPF z3NK_F_D^#54>Qg}TVI&Yb3X+N)YYWIV}~ly?P3hbCT(WO0B)H-3iW@S;sa(f6TC2xiS12AUOaHJ)xvrJL0hDFi(4f_O2$o6eD8Gl z#E`Ya!>e1hD`_u}fJ3^1BO&l!AqRN{yhaq;14( z(>Z4I)Rm|KtuPbsut}}mXSrrIfxY#6pWqg`23{ulF}lYfUv6)2bV5ppq!OV%M->Yp zRW#@f-`F4iHYw|qB7Ln!H9fdLQy-S7N#d%lXFm!uCrtAPKD6nRj5% zieY*a&K|U&(6|F%j99c_eEcx4c8o>2q0drU?_{ z#{D4`b=rupMaW?nX|l^UvcEMJlf^|e7ne7((_C9>2L^^4wyY`o=*pY>bHrRLv$pV*>OV6bm$<6+L^B~_{@SUYAL~M&t(ekCg+f>fLS>DRY}-dTUDil*^TR!lo#6#JLl^IL*f#< zpN2IQO~vWJYGd0fxvqC?-S}XfhC`2>@1$n`5T9RIJ67T8Ku=w_qS7~#>~<^9jcJ>D zCC^LCswu7Yq5$zvBA==3-?yEzO&w*biA~SszKI+`dAiPh$2t#zZRcwq5H-8lxtQI4 zFPyA?-luj?O=YJAUB=`G7b!<@`d^i)G7Y{(oFf*O^sV_uTtL78Yn9R|yn5xRN~%cp z7t7vKrfe+~0-GZmPnNhz@JSeyaXeHw<*rs!CsxNx-?TE!WIDIUV6RxS*5Adh9aG^L zOi#|xWRTWt5c!WG@HH2?l9Sn}(R3#Ka;f1r9R4Vcn|&75t3u8PQH#0P>n_VmiuX}U zia3_h_RWTTr<`(6WMT^}Ln62XpzLSdEz&{O_QbElw{y^MYGBT8_c#{BKqP#^Vf@Yq z{fa5AQS-D+%Fr015C*a=Boml0>LLqT$q+%5j45=Qr4Q?e91rI|o5jh|_F;m-=llQ| z6|p4?P-^hX&aSSHSvOnZWGsOul&jip-6mq`Ciylc-Px6%b(_}mGtMjTDtZk~bi+8` z2L@drS|`ZdQ><_127QV5b&A<0JIU@oC&WP}_qj!O#WU8SSjt$;DK9>jbX@CNz~fyK z0P!?Q;q~v(B(>OiN0B;rltX2SOE+S6I2KjOo?wgq-j&&=1?sHy*X3a!eH@Wle5hEv zDXFa#w7qt>>r%k&2}E+uwFZ02{q@+vUUgmIe>3dUbe8Nt`fMBz`#Khj3=^-$2{xg8NJho#PNFB zvZD|Q@iy4Z?>QH@hx>^1Vz{4aDr&e3M=6q~5+(2TqHw}5hBFlF7sw?}P}fN}?>Y*O zn&7ySu$R;0SC*HqM=HCY=o9F%?0xjPvH#H<$VX0m90YKRxX#En#Sk(U%Y z=CtkFKG=)PzTKRN2MLsHWK z8tPl*T5XgHSreqmm(M^xJVg`!Oj?%R*8+p6r_4HK?>ZYArOBTQ^}cc0d~8oI2;^h0 z5Q5r=dd2YK3Kg3^N1eA`zJ&RU)uc83fCQ$j1tU(u3U^E>s8JhScG)>POnd9}LO<}X z<_g*mR1fO=^9LW`xxzeyZ}4n|ej~%%Z69uy`NL7;-PD>+<&zCCrE^8!^@H>NjN0lm}Yqw|W&vtD- z5Rox|d87kvGc~VhhXN>ibQUe3B9e#alf^AXhif0QPsv17OqP$9&=73mFJx}tYrna- z>|>V?IAPe}W(Ig)9lG}z!-(URcfIepiet(S50xCV%7qdnZausUZmXa)B%&u84Pz3w zjaJw8Wx*ZVHS;2M%7RKBF2)q(Q;_*!3>uy@W<_8{Hsu_)i+x!z@1xIt6Du?3>qfm^{`|82CaJ);Cg|seopB}+ z^`l7UYDp)h1E*y1Q$S7&ka!|_(GuhS&1!!QD@w_h;D6ARbkTib7y ztpBJZGP}u3%}G#-=Yg)&^O!;32ZqXI(h{M!-^i(OaLn#pMts?^ByGiYx^0iu%ElFX zoBp^=D>b;Z-L*lh3yU}a<`%6qHn*tSg);pq-;L>B+U5=*SD2~AmEZ?HYHQjh(yqvS zU&8WPl&Men`~*s!#|Pqydv%C?3e@3*@L4EWs4O%X$|c7bLg0{Uxmv@uTAURyB$Wd= zX=$oTO8nr$MS4UDpu#0{oxe%sTj~H>s>*KGx08x*Nop{r^A`CJIfLOQ`PQ;lcb12X zyR%_WlPj8(*?1oBGM`>6gbZYHm!?ihYGZ~Sax}BEDZByh6v!i&{OI<|qL~vjX{H~q z3Vm#dGT-+jkVea{JjyA$`;q4xR9{Q5vtcI1zkP0n+NYg51PhN%E#3pa1M+qekZ2gm z(X+0Lub*ox4WUnV>kR9g++(#ME0~XXhg`2HdMJSJ7#46QZan$7M~BoA zkWXLnHgFZ>4vk7WPw}KHwS~}TgC>D>Pinv$ZO(ONx71m~7nwhFZkd@e>pHDI0>v}? zP1kexIt*U}PWh`*h68}M;pM(q|J(QpAitLQ&60J>?4Xi46FW3GEjxOius>8kE47mz zN4G6~PQg#ro8>FJuOO`5>=M{d8|x$=PR-q%TNVE)`?i#lrsk61=G1m;cxp6*FWL5m zJ(WarsN}Np-&NShqk5|F7rAg!;3#bh*!5F=t$ZrH?7dIQkj7kmWgTABdAs$S<%FP; zXdm^Xs7W{Co>%k3N#wQa3b`WbJ=(Rk zHCX^8=&8`X0AOZ~C8;XO$NZ8ny%S4~dIWNPtB<_VBU9e+M6KVAtNd}!KrGzeN&Q6B zHI*ykDMBi1AZWmz(+^ue;Ag~as~fm|=#!-gx`npyIOm(-3FYeyD?pirENkQX<6GPQq=oKJ;0e_7BRb;Zth?fHZUtn|-w zyMom(S)1(BGt*>qZabR~Gv|?wOO;-PW<3;bUwYNpjwU6whTf?ZLf$Tp0uw0alGwK{~C zmW$C^VFu6oGl5ud%{r{BI7aQ|zTQBtIA1(HboHHtLv8G))}X6f73wg)xmH+i!PQPh zfD}=YpyKn&DQJ_dSV2uY3Abq4rG(BesLH9w6s*kWY6i$zsquNWcW>!Uo=#1!XFU)+ zK?%QjDYb?CRhLVOewV_wBUEICK9n0 z<2RD}5V=$J^=^|h>YS@NB=>X7JYmbb|CvQp?Co3E`(k#&eHnf1saGy~DV{<4OT_Cq z&45>`w6~&So^PJ|ruBNbtk2N&o2&$N+PwUehE^VV9D**8Yt3Dos;Fi}NU7lVeM^#0 zY%K^Hm5OYC4gf1wMl(L1qVn${R}5z=0|!qzykiJBEw8}s^Es^eB$;1!k^_LyqUZ;0 zmQjL3BDLT1i1T?<4(AE28#3!UH0w8vv9(=)H;W9-i0jR@4=piDB;JwNu*z+ie|P#? z+D*{N_bQ?rtf9%?ai*|vty{9FfobpDd*z;O3AlSPXKrCUBv|7tbj>tYne?gvd?U_DbHki>%d?Pj1TL4 z9{@Fl(%rnex9SD*3|54Z-g{>q%*xz@oZ8ka1}hxuVz=PT$%$Hj(Jc9_{c3J-s-nI3vw*iu6d0v8+L#N(4K88Rv9PNz4ougF{HqnM0qRBk;pcw|pe|bq&#hWxfpz%Ro{G+sr%nQ~sDh!Anf~jddC#^(8=QmyHEb5_#O(WnJ5OJ?SGgXq$4#kabKj9J`*WT?8Rh6l3E`ro?dm zBHf6^9@x$k;rq?oA4$=^W1-gZ#Y|tKznJ#7v1cN;`m}nL)9~I^xgu`l@>{Zrrr|FU^AxM{SWCakE57!m_z-TcOnlBrRlZ&VO?chs2{e_`N z(RKE-+X03kS_E#2sT-w=2n^Zmv{7w#(IX5Up@6c(1NqvTYHznU$ORswxQj2<@$G|h zym<6bb&UVy?)sBmew37zYq26NU@?jyTPEg+Ag(hXpQ#?QA`6CG*c;VbNx&3$-?j6z zEl7A4?=w2v1s9jDSDdZVKg|zV<4*Z~r1PwwK59_mep_Ye>D$FcNhgCf;i@45eF_8y z=EwJ{oOx1FCltI7+NVv((t359i{is;^fnF6v{yXqQIS73%&qqwCq}f&5&lNVwdvlf z`m|r{L+U*&Zc$|l70pf75_v>Yijb_gq_vKkao!0!8hPBzz~YT66ED7HM6NWe255%Y ztLXFsc#Xf;kkN}T)kR%6ij>+I?Hv_nR3~yvyMB)pmCXIE@BXu0}2zPAz3itCXVO6cc<2UMKUp_9(B#N7?x0fd$2K zDK(TaDb4}Y%iFwU)~9=6r^CYSl+X$A1y}2HEZQE&)eP1bJqwLxbZBXBzMu|J-Ob_t8**+rL32?Lz zc-#^2qa-XB)IYvGvfV30RNgl+!;qYGT~ii}=;cQ&)}CaabBX1~{) zwO^GV(Y+n!2E8;SbG(Ea+;`cE8qhCs-fKAjq!JN%3+t-Ax{vD{Xwy1G)huW6?W~sp z6!)bEN{+ygb$=4twO*~QmV%-gr`fu8Dq_}@*UFnNl}rU>&x^=QHWRnpLJCM8ZFf-| zv!=x|EAqymKaW}wbe2yTcy~hs9n{v`zZH9cj4=>K7a(Uq@PK2+UpSHg>VloNL{T9( z7-zNlUUBNW{EGY26?5|P(rUQYH|a>8y<8GXLj3BM^Buu$g2{oG!+$QwEax0Q>x2i` zVM#!h{^`?f4Jsgc$z?;GFn=wbIJajmu_mnR!T)~tM)##v7a}zT>;81|Bm(#=2Q>J@(mb#3 z1{1keP*%8uRY)lZSx*g|3P1ke`!cU{i1L*9?epPIf_8qp*1An6l>kB>zSWS_AR>bmSGEdb)^eFPX&2Cs+D7uZK|@W}s9-xS;b z^LV@e-3w5NSKlYKzsIf`oi~T|AYs^)B%`ZH4i@jzxJ#7f9wYM&XGX|A)xJ_VM)|q+xF5+ zsi1ZjXBZq)wM^G2EQ>)}ExS=l@*odpiIAF^lVY#1uBH6`D#oFqgmRw;3Yc$}`3((K z7TZIs{S~y8wItI(ZuP*`Pi`?IuX)@X9-rZp)ym9N@2Zcqe&tA5IJX*HPBED$TUgOA zsXWl{8&N;Zw-USjLnEQ|56db0`hJ)v;&SWU*v2*g?9om40;7}drt?#%cW!mEyT=3x z>B0Hld||e_&16fE;4#NlR5L!ky4-P{r(8y|MPZ?21A*pkQGHPh*P%tFrtbxk{9hhzNs{LPbRit*};xv~;oen{UHE{z5S0$hX}_ z^Z+HWWIz&Xr;)+U&6l3n_(UkMRwvL`33v9DQeorGHaJn{QynIAI+S5*mpo$YbN33| z7a7dkO)3yt0dVN|aS&hD%ML#Ih}%u#pj z%cc!9qm0`E;G55w-x)V8Z2ErSvA>x&UvS0v(9TRa+j4*|6)#k`9}QL@7JMUP&mnz8 zTVVW}^3F_vkw*~n<}G9E8~P;DGU-h8HK$s_C@9){!Kbq~CJQq4+7GGHJW8!X&J#+W z9M<*E;S{=E-eiSkE06q^QmkM}q@?I%n|y5h8nx8|BFat5`g(siMcUKG4WLdp8-6N)x-0AyA?(HLgj%Cf^*)|Iynl*vIj$R#l+4qY$a$%z7 zPKB|)!(;gR{3`HBd6R#$F1e31Gh@$g3Kte9C~41$Txk&}ugYNWJEx`k>R9G;jhW|< z47Omu&yrrIGA3r0+oRaRZ^!fB4kaX6r?&i<~r^k5}NcFO1T%gFeO(TO>hzbl% ze2f=*RJdd{PBzIQ+w9QnV-bx+Jb|j0%f|99*Zogdw~r>CAI`?RI%##i$FlK_pLWDr^$si8Pm@{{ zXRm+alju7{E45222nlxOFdHrCy=E@X$EtTAJW`mMD$FNY3NI8Ldv(DT+*Z>swZTWtk!oJ}baoh5MLZkyI z=LOQoSa{_v-^QFPlLjmFi`r%8CwubX8!us4x(Xx?>Hh2UWW@_(_iG1$0)Nl7wjzO> zf(Ii!MT}1}Is8Y=na);O$uk!-(xY3QtxP_(mr3IkdP@YWQEF6Fs^G&RwowqU)zWNBK*!g;pE6G;CT^`+WY6-- z4&cXfig9#BOSF_Ku0pmARWtNr*coP>#iiw1OgPfOn;&H}IuvIg;~<8y_;fU)T6Yqa zCiC~kVeyD}E|aAGc(fnZ@9`!kj-tpfsA!QK_A{V#zfcgiK=Z%afsEdNv>lfJSKMq9 z<~kI7`}X5At)5I}S4Xt{sdptpljSy`M%rs_J+Qvy!1en5%F1$)^#JsC^flc-#_Yk% zOLEeGaYEj{ns`U>-uU^ra&c((m|F#x^AcXn$QoH+Oxd$ie3rX9APc{18&!6Xy)L$R z!bc^IoHGx}oX;V5mjZDx1r`*wE}@Ad^BO6{18$)jnzM0jutkBR^=@Kj&6rb8eMsA2XI*cd;3A=8tuK+)_NLl7D>?IbwL8v!usX2Xz`lMW&w!_d= z3>ti|w|buLGZX*FQ2RDC8uQ3Ops-b^Pmpwb-N|#FWcgB9rASGTe$RG0v0TPoy?W*1 zy}1<(jd!@~5?5=}RNoI+U#;*Oy|ycnQ*2%!K9o7woG>sZ0eS4X-c?5BK6)v24VtZX z=`Yt-E}s3TAnag+G0!QwuOMv&)m}#BtG6f#tgCvUVVJr0qo1AjZIAS5o2!L3M%JQp zWL3)R^jN1bgZY`BA;z=#_3f<=sIgdXdzu}H*StjDOrVlW59Yyyx0Txa*Vk`JDSd!+ z#L^kHo_=+zdu795j}v&^hGNCahTm6fpMtCP5i?_bA5yjZW0g7>AKOG4-nmJ^)DTu% zt3l<%Pf&a9*Qm7|I(1WaPR;kqN4q;~ohF0zlVB3Za9(zn`dXHub6yZ~!^1r}J4`&5 z+Y=FK!zu|nq(iEeWio?PX-k@|Vpx5ECW!e%WGS8tw%1I^)v%;H`&jN3Zgb@*+Ozvt z-RbuKNd2gm%y+7A2x?8Lt94e(2R@A(*;_m;G^AGHQOeklg!#2g$KMqd!2*Fv_O*NVu-$(5m)j;cSLtg zAzku3X$DfW;b%3mQ23TztuJnDfR!*O-3H2A2uMyU)60#-!OI>(wd3L@B7Y`Exe^Axue@&K~ibCR_@Q`G;yjg z$+PdZhW#L$8)r!zKcd?W5<94goWa=FwY!Y**(dX4?|sBVXW$sAmE~ol+=wgKz&=L} zFo%5{(Uhk}*^J}9zb`RTM)i+7^saT%q3SmX>OtTmMv4AfF5-!p!KU7}fa$!upMYj5 zo4;d9s!YggvVJ=eD>X=7Fk`(W%y$nyv{7t``WO8}ru1V)>M+m6u)4jr1nktKT-g?g(! z_`)nvk=VdT)YTucXRKt5o~bq6pYN%GpogN zo1B-ufBVf3$H@e?)SG zH0B14tk}4l9}jhPU|ukG2S4t>!JXu_B2Pn!`46|6O`IA9vI|M6Sh{cZeb5N-kZM@W z$h4|^^~~$%SUbD{eF%CdFue!fWYz|tWD#FL(OBw#6I$w~ z&G2-_M~WWFq`oY6`(-#ts2=>!7ua_areup#QTm!s@mTTlC?MZKy*_Le`#^tp9!y;= zhs=^fzVH6-TDPqAyLa8Y?wo&s ztZ;J9&OUp;@AE#-^D=Zc2D`rMoH{R0==i;)wM)`CF+z(xw1+JR{MIKTDd!K&c~_U* zJh^|WW&7kze^igJuLRFIBvM9qnyJ@N3t^r1YrUquW6EwQ4e30_oS7Wr_7%PQ_8e^mib$MFJ`;{1#h&KS+v~oR?+r5_nsXz;T+=v$`CX5s8=J2;jan_q6aK+w<)H9|a z4fhGYz5xP!rd$?V8}7eqST<`3Bh`fUe#wvUoTPD5ml@YU2k z$p*gUq=gBIi{7#Rdpb8?|IP>=h_jIt+BPktL~LghM*6HGpDkAdGBu<38iI}i#^g#L zUMw*e5Vit@4mm|cREmsVJ;beQ+Ja8<;=7N;azVN#YdM^*QSbQN4~^;QK@Otj$|f!B z^NUSFo%=^G{~o@SMDfM4AP|18)pRWirt4p#bY^23$FM42O3q;ob_GV&ImH_FbbJZB z7o`%ISp6+zh66G{yL}2!{Bo{X2q957bB;dSv2^Z{P2p)j_kQ|uPi%*MpcphRD{AQG?cKYo6|~F*p7*NQ zyd3D*1^xAA)=>I)&EVGqGbKG&n3e@GDxIg4tNSQB%sRlX6peSGdz=v!FFY~&5!zekXClP3o<_tf49ex>F^9cJ*R)H&Rzqn8Vbu;hrMl@xdp zrn8g7=~=0Ed4VA)7h=j=_jkTX%2|w04jZx>doET8V1MZcP}M=lnBdTLM!l2ci#b;p zPS%%q9nGF0iz)USCV%>_#Q_`wo zf2z`0@>TLqF_xHXihuz6oze7ou=i=zrAnJilFn>Vt?;I^(FR(m@u|?B$9l@6*eBUh z7Ph+Dy5WVxj_=Go)MHPMKkOQu8m$Znw;jsf5Di$eYs}M*YZ=mG4s3VvXj#5~*&=mU zyjj!tp&Bo3wExr~-kOjMU{Puz6^&1q$sDe2F0=o-V#Asy^0yknA&ebQ7BiO3KIB_V z)H-hKi$LJ0$CNE1?e(# z)P!`i{7E-u*cE{z#+}E~+;M2a&G+flY5l$onu&w71w(u$uZ&S-=Z(2f7>UeDi;6$f zJ|Qg((^Qs)=P4FMUrHWxx@)@Wc&SR8zAN@9U^=y_WiDRL`UP?h3{EOH`S^=>aIJF? zqQ(YmM7yCqwGTGz8r1l-`gY04fued}3E)xhTNU<0cEwJ6m(e5J5&;Jy^GWb9v%e>r zqd0Hpq5Za%{tKV@J5Y%hF)d*_Fg@b*(I1~|1 z3jn@CJxzO2{k!F2!=tOD`cTiI0Ba;)Nvk-kPt{L@m-*WbJ*)O<6^GE1@1_8!2-{_g zZ&tfl9Sv*8#OF_~ss!=u8nB6|hIrV+L>1O|LxyX9Jkjps2wc8wi;{;$90WCM5=!?z zX_pnmr&@@~Ld}fqe{fW-WU{ux=K>^b z+nrPT!?=a7xmEu!Oi@VQ<~fO{OrHV*Nb+TEOm5IM_Ei$r_lI&M7x-7=A^)Z?tO!j* zeubIf-t_WK#MENOArO*BQD^p$4P!>JVGUz2`5}v%fz7(Nvkucz?%oS68xc17RkufHe(m`&o0aaG%;r){lGT{V*esyM}E~dwBUE0}F3yKKvlx2ILIL$-H5cWRl zw3adKTd2o|R9{AML}W-rW9&tDx5l3c0bg^A>b>!P?P-m9AuqGyYTb4;@)@E%jSWI} z7-j|pbCB&&vI%2vAx9-)S&rvZjRE1MwAz;?3nS^ zSfT#jba$blC4T^*|owz%bM%onj9QPPLmVE!+5TnVaIGWt3*XNIjaqmBBun#zr;gB(aZ& z;s>}D%d~Taas@@Lb+_F43+r@WuaDjzoS% zQ_JNf+fm=N#wxL){vH8@hO5IBR3FPoFueTYYtdSHWmXz^iJxW5=AyU}Ux;OW@TQUtSS z?TV}+dB{n0Yg7v*ZKBe!znZaJNJm2tn1QRL5C=_@7{>k{A@=s`gUZQLef~>#BqEJo zFc@%PU47fB0N>=~-X49hvAKTc5c>>oMWP|pTN~X3+D&T-@Uf)>^Oac7y248?y!e&c z>MwLNBRp-A%{oc`XZRnrdj~!?1EjBZJnK88D-(oFdso<{+9%k_URSo&q#0}du_NDS z)@CH7c?*X^8dwH@bD9AaOVkAHJ%ABb!6|Ko+{L-}%SsyfrB-=(;5X)KJ7cA!i}4O! z3xUZoD~1Z){>chkFRH^*2C7n&QwM9`&Cbht5fDanm@T0%6I>=j8Jq3QybfWIRN0aj zH)f_rKt|Z@5~D(Olp&Vn*+o$9MzV$_RHzeUFOY^(A5YdnA>9pH=&RtVn()>)KVd;W zzHH>j)KIhUB{T1y15*^kedUhw{Eo^_mOB0=GMfl=oD!oHth2ea7uF$pOhpvsPP3H|7ldMYP01LlDJ8)b~Q zc=k(W3{j!O`I1=>tx`AC_Q(d!UFdDE@2j)hcN1M`L+*U{_y27T`Tc~vFCKxQJ-Oc6 zbA>VT3~U_qslRVWtyNdicDKV|X9{-Y5AE=s3))*(2~PJtq%)3G--&o)K|kyPwob>y zS_76hT?La~x~4R^Nqc>_3j2b`im1Dz8DU?KK2Rklply)Rgsp|xtlU98zeL8xWS3|oW71*fQ6;jQHTvz zf@(>ctb{+jdU((#*}cMJ+ZTD3d#Si6AlYiKS#TQ>r9o?gwuDb`Mo5hx{b=^xsX1p{ z{xkLO&8GKUoL$3q(CTj@2COI0Iwr?reXo+lcve6ee!_+*DG>>0qN0vb5NcpVSB?xC zvoCO$^tJJ4^)OGsqTXOlcIf7XK*FB&G2OBLrXp~)+E!scfAmM<^BVU`rQ{tOvmMo| zf}@p8!tE8ELjsHbDu^dgBhD-qaFQms5r)~6Iy0bJpGNmB%O_GnPFqz;-v$utTUvHZ z&FYk43A-{eqJ8;$dMIZbTugUAQO&s@ptk}kVQ_VLH-{c0E#>UaUJg>lyY!=F}lE4CRYT*S8Oc(i)*4gO|Jlg8k7{GedKOLCugR0zeK+JZM zVH#_NZFF7WZmn9Yhi+-yuzCkvBtjjjSIzn#O#fM#e(6k?b6&imIuisRMM6$*sZ5kD zz)Il_hn<~}D|DET$*2vQRuV^@klK}$Q3dQ&*XmpXHsy)Ue?=@EY-2X)^CJSL1-rqXL1eEUx}pnK_k~{AjLZ@mwB(YatXB)nS?YPHU)B!2C~*XH``X z+AXd=PBIin_T}L8VWmELKdddnvhh0xrk@*Q4VPPHpy-yGjbMuDx55 zD7&c&+q?xm=!KcCe-(4$@R=by^W@Zw_R?V6P!2)f@w11<#1-@!ycl@yX!!;2iaET_ zwLGWjnfOE7vP0EIptND6LXfP{-NtYi-Kgk5OP`TDaS~rKN?^-p52V`_`esFBxCAXx zmVofE?26biM5SEOS0OLiO75Cno>c?sZTcm7V;%iqFAgxY#qwA0SxAe>siS$RpMj^` z^Qx-4BSE>FJR6SKy3O6YCnuze2wzTu`xWsn!ax1tcs`~m@w4BCbgo72%@kkmS`REc z8pcd6x8v_YzUPD9=b)H0lgig^%;HikbYr^9)~drZ{T{!dq`mV6>#vE`%_?B?nxT$Hpg>&A9LR-K^ba8~ARr*VRLCO6PjZHMf;wFj}ud>NxA( z)MY!n+@)K3|(` zcoHE!WayNVk317Qjz@v)jp|wka?=EW+(?wLUuWN1~(@A1T;}x zuRGciudMAEd=1_7JaW8LO%@1D#`~aM(Hgpvl2f%;uTq)|)-><9r`pHFyz$i5+=cH6 z@b@5TihezoBfalGL#!e!bY#`%O2qYil`e#B=P~K?s>%*!7zJ{y4b|IoXlU2{yW*#g zoX>d^XaDkLnN<5C$NF6;Y>wk3tL!-x{;=>`Qd!+mr1edY#=}!YRLNAy^p(l`Y1=XJ z%#y*6y9e-pSi<3QdUKVe_bbU73FmaK8YO%{o;WQD&Y|u#lmV-*6a>1n?GSs6l&mTF z8PO}1>PUXccC5d#n3lyGcXtfM=Hb)5wJ(A2aZL*8jrkYU;ME?V+d0lzA`mB9-Rn&1 z_)cOH@=oi4{c1ILnG){uZHzb=*s``tP0n(Y`Cv^b&dRTy@}F;Pf;_z|XYoWX4o)}2 zKd@Y0mOM7IrfM;(T{lzQA@5~|=`Ph$ouJ&2uuaSLB0808oJjXxh0@(7HOh^Ur-0~6TY$X`g{H|nG&o=2>2b@uXt{;c$J_DRkae3*hv|$iyX8ukGSE19?DC4_+ zs}<-r9TLFKHkG9|JNQu!=FhGtx2Uu>)~128sCV=O=z*l;t+r`ZH&^Nx(lxEtza{CV za}%6oXUJy#ei-nv{}{N zQa;Db9lpl{<9hxG2cahv^DY0J_{ZdAzy!Z5$Igi1J%>G)Ox7P0Y`L| zB#MN8`ru~I*1E#E6=%71o#Ial=x0neTmERR#dh+IAO4FL{@2(vH}H@(WloYE%pSVW z&4XvQC0H(zxp9`)2RxQN-vkL3bgBOG%Z! zs8N`%O)oLioSpi;P;z}R#_eQ+W*xyLU5=}Avc&uX2jXGWcGy5k@jqD=r za6O5E95{g8jvWfZtq=>v1l1AEkQ}XvW8N`%l8kbS>{^9W(o&koHjLmAG2J!(z%6<7 zyCZM_7@%W9Ic+~w-DBK+O>TATg52QO!7m~@PWdWZ&-tsz2^VpNjZdVCEN)d?+r4XY zDm^R<>Q3XzG`s^9z%LqqzI!NU4c;50w&8&P*hok-G*P5+Pvp`z>TK@qD8`(aLnWHv zmXiVk{&|#gd%ZPVDyB%XeiPy-3!6AxW3v2l@UPmmhX%iVeib8(@f^nn7BIFWvTC8s z5`D?-?7d-G#XC(nlkR-}($J4;Tfx^~Es7L=wDkR?YNC`>5mDFiE?Tw`uR##qp)41H z5LAfk@_6c%$*}s{e(p|Xw;2yJJkCz9V2O!);|C^I^vky9MC2YSSZ28th@^YgIFwI= zwE#Oct+0?_L6a~Q(-vClgho30y_v9VL5P<2w*ageo4kSOdoz^(ELz_&uW53JQXm;t zFn@_FhID1sF>8{Z4XD>XvlrE>vvvcuI!-D~+HPnRKFJ-0O=mx5!rbZ(Q``~c=52AM z(v-b#;6+KH=`&pYxxRWHEwj38DY0Jgo@6obm(d^xM(X!ez+o_{gUkr7lhsf*l9V^< zJ29U=1zs@_Ixcc{=d8sx1-d>K|9jkXmUO%Fv_olDC$}_L|BVJA3>5-SNEbfExC|_C zftPQmFbcqJgRI^4;{pO%x*zU|O>b)Xob1|K9DS%w^oa{{?7dD6Yau;ma0AXqm8WaY%W29jSZ*?8Sn6(ZwJ~;t!!)b`mzRCwX-d# z;gI(Z_=4fGkjVv2(XeWB-Ei(}CJDoFl?d=5C*ZuxgSNmYjovnj!e;aW;>MI%+kObH zh}9T|WlN3dzg>x^>zo_h2&|>2ZvT9uA3llxxQdjX4ncRQ%~~ZUC0&XrY$!Bt-O9ro>XO%yzn3-2k`ftqPn|pd8I)F;%4s!q zmoct0n=SeD(l;jV1hO)66E&X#nKX^qKb}Aun_x*K zfufFZVaj{|yNeo)Mu@uM6WM3XUH!1i^3NPVhmXkuXqQ*_bc~JBx*m4wUNqOy>A7GI zcroxj5=ROTFMDI|Mxx2FQ)g!yaKnf$CYs9$#2w|y44A_zqJvBFJsV&lAa_&HNY$@j z(Fxjp#{@5BVI$E!(4JpIwYWQi@HS2!4!qgY90&CD)a4U_j2ZM z=lU#Jn1uUcDJeWUwuF@GS~{P^Sgl<@9A~WMl(uOH;Ed!@y*a(*Pyw~H&>2Ah9d^7z z!n7BD7_nk#j*x#vjt^&Q^H{{AMy5%Kr=Am>O=j304!cAqnA895=o$=8ka4hkwl!cC zLf;Dxyw_l%>r^(gfSWZ;36sV^Yn|9@LXzgtrl1ryWIbc5PhN}8Q5dSW?FX4ymiwii z9aS|xvH{at(NbvbZF!7CCIONH-~Zhefk*3G;$;9N?jdoN@qt`VN{La;c)xLInXiBV z5~H_!;BC^SFaP8y?hzv8&FhOQlgcL5kx>Wb6q02Z-COk}oSJI|keY;`-GLj0isHZ_ zSD(tn;4~;wp$3oS`#Q7QF~-#7PAg)g0&?>1o-Q{Q@s^z3*QPnFVTPYC7cU7Ib$S&v zllJsHZ1bT>+9y&k88WS^`|17pfH|$cBu~s;8LgJeq@)~8-}8J{!#K;2o< zu=6#}opQWsHElp^V6Gk4!&_F*JMD?M3!DD9zj13lBIbEUu2|ikjL>!Y@cN!6{_~*c zf@sh(`<}9>O-(w^4_m=mWZ<`qZE7gDItd|^$*5aWef|$`#odSsdCHfG?gX7 zEAgQ2TPE558NPn*+@-f|mb<$=Eko$hyw$LMTDafzEmNdum@KT{_omt=UUKA~Upj?0 zp@VS0L0;hAC-Cz_nLs-ri-WnOt-0k1)tZZAkV$#>e+On=#ID&UtQoqd5 zUI+OpCI29DK8o)BA2T|nKY-Pjw}cnM70#LPHqTI;5_i*4EAqw<#C-PLali)3pF`b8MFBdh;EwXC|7%N_< zM^t}NzoNL+Ju#X!3=Ek^y~X7CiZj4-RIM6<2W4ul!-U${Lb-bbFx)6H{A90?`N+$C zQ4iBr5cw*ox+jme3RFHpB#3#pV-#070}5FaN;ck~5xI%Ra$zMAx{DfF114#Vt@j|s z7J8e%8r6S%MM{KLP$m#R>^}8}aTW^1u+`o7V2^rSQ=v*x`pTpF(DgE0$Q;lQ36m_X ztIjf1Iaaz6ydg8d4!^iO>|4x!AnjY84H0)kgFd$XA?G(eCH{9@(Cl7zcUO+k2ftfy zqC-T%Yx%zxd3XRgoTBsvrak+DmII%>af|D&$=6l41rIAhzuFQAh7Zk1c!H5T;{xtr zf>o&!hw`MR<3nJ)*2?mxh(xKe?Sf69m2RtPZQJ4QfiVzbR2uXpv@^5)NKS5%z8fX( zWkL-Jyu0X4P5Q>|#wsq7{6soU7R-}HZVaBFL@K*7QS-jWv>_dz?%Ij^uT>LiYLn0{E5TG1rhgF>vmrg>6)$767#5M z$o4x>bT1wD7xd;;2(yWw36nRp{!;Jri??M6tbu0;dcH=$60=QLElsKpfEd;|?_w6* z@ynjTD>qfq_B!Bx)A!paEyiE&z9GE%_D*}~cHb(gC*&u}I^M@i%z-yQ(TQ^<&J8lK z^@JD8o8mIuY+B%JhsDmBYB6Yu$A~y`H{gg0yUs|}^SY%F5uI_;K+DO6v#Nb)ap+Cq z4BWANPukn`RhFW-Ew+U4e~_2As*Vob!;((yu32FhrE`4}DWF4nW&Q1?8yb#7xrZVH zUk{nNggrUT9g5<7CY$*8>&tRujJs9aHMiK8ql6{P+TnLVP5;}hd~l)*ns5Tcvz9ps zvMco387xY4-cs4(HU?G-jxYX}JB{eZW2$ftxD49%D*=TEJ7u>TdWPx25{+jF??j@Ru4F`O(W$)WiYm`t;Od1h@n&fJe0YGoP&oU(Ndw$~LFuq19XOcXs+ zC^@dXSat~*WE%&fcqKS?zm*;1CcdGOsr|EGO^@D$V3>FWowtGKoC0o+JgXTmGKe|x z^?*|O4kW(nInd^La*&j2%LUSLcE^PUo7L$Bm~VUlErb+n<5O4edo*%y962^+HfZN7 zaOz$#ukxUAj24?-xF*$5F4ld+wv5z*h1$zRhTTuT);2JAL)K(HK>Ca!Ae=y-0Xo2l50tYwpl_(S+bxSln2w z1(W@N_BMAOwRTmb7T3-ZyYV`6;-I7=B$-AtRW^N)@}bBoUEy*2T=mevB~q%!BS?4?xE>lt*Ict6_t9{dQdr%h7YS0= zD3)LPRj<(j@K1?l-6xP2IxX;=*$b_7aIt3=eZ&KD>vi}(&f$U6g9}ad3CGwkU$g4v zBR)%*3fYE2`z3;-KF&|ew-SRJ--3P!=*DN6qN}mTMe@|dykOhpBxw3*$2V)_&|bc8 zkk5$etL(|wSi1mVat8*!V&BLWrZnfhwa_a*OuWw`RJ#=%R!`$usF4wE7c-I!)mU4F z7G>7KLYJv`#%7-0xYSm0VW{3oi@vK$Izt^0VbUnj)TQ|BhDq0i+hH9xF^E^#c*|8p=Qpu6tu2v*b6QBBPY&8!1m~DttXIua3=;d zO%!x(1=l3edv`Uv_msecg;eHGxr>g*h}mvjYQ8Gv_v!sbnVFg>n2wIY zM@iJDC9|;NKX~mQt_YJ9LEx+b;l!Dtinu3K?XC^Q0{f0LQ_3qf`;HMc#-Dep!=_H(17GrA7O zSt*!JiQCj$ao+*w78w|Ed&I)FzP$+eGYqE3WegHZBnM_i8!RfK=|`=% zG=9(`9>L0OzI)#TaJ|eqU`%(&l1?w!gSHJC>e31rOhiipV{ut zD$$)`!)^!bLJ$197sJxET*>CTzIWR)4_LPhmYe*XUdVY%`@x9~p^q`maQQF=2X`K(S# z;V#^JX}`6w)~$%5#o5Wdudx=&b52OB&|WExp1Xv@4`wHCwytH$54tJ*VB|H|@$um9 zD_L*Y!=-f;QJT@u3;gZ@|6K<#VU2#T2jJPA|I@iH_mJ0jO*&6sZ586>)uHLFU?X6@ zn!9h09ag_DsR{exHuICFW3SUL_8z|Gw8HsL=;fP%0{)lPgn@OX3-%JKS3ZN)ylF3K z%OetZ*{^2?4j1T?1R5t7zA`rC`flQoev}5qP|dswWq}&T=}vF58L{ z9EbMt4`d&%sjkg^x zuvux(tv3znOSd`A0lXrD_7-5O_K0LArcO;Oa-T4;_N7;7m4=5tP2sEzq6@v7uf=aw zsIkt7z#ssPE-HJXl1qLCe<8V&@kzumduadQ$1RcUDm#SP+FgS(3TC8e;`%c$AIzP# z)pbDFz%BZrWK3)pSJoTz{53ydfK)B2W~-=OG!W~fA2-&V!C5Ks?XS3KIduX#r}&u} zvHFM$9Muh1RYNl`x$NaH|6}5j0J6OMqv84e{ZDcEB5uQ6mXfi*)TV@khL1B!-Kaoi zE#5b1iw7>I99A#N=&+cSkheBp*%wt;L0TZ(P9GTqc@mr$-W>j+MrLhg&k{$uJ*>Su zM(`tL(G0oI4NW=609+1wOd37+AY?a~az$2k2`};JEWR;!% zi`tU~@%yXX(zEEU^QhCPBD&S?ZC4E}G{fm@ViqPV;;jI$MUcaA)Op9Kjt6Z3x=8u& zHjT1KJl%ggD4LMcEXa4vIU3FzBrp{-5c&TF4n2bY+Z)-P`J8kV4a zAv{?LW$VKHl~*0to``?fy+WJ*ay1kf!Q(#! zrhx;-@(Oeuu#!kk#z$Tk>XxVuWr*a5#A^HzcKZ>oDmq;g8HUHUabI^l5X`bO7Mrn$TZu6NIW1+-?&`Q1v zz~i>xUW|ICcb>7M2N<69;vzm~7k?@bMd-FbwxEjPp5PS@CQ z?ylFqc6CGDo8hW3GjmYqH`IkKN<+ z)en#u;fl_gY*zQnVe7bg}WtwkyXwfsTN1dz+qPoHYnW!^u1}k zzQ`KB3PDa@17OdYf6h8tbMw))E{%GnLLU148@NLAndVUw=%WCf0D@q?N560`tGo*H z~P<6N*KV$jc`x_M+rw&oykB{9ssAz>%&HR3=3NC0X!8@SKP{Lf|U;!xRp zgv68!)_uGlW7Qo=ubfN29g-5I0d7S6@^}&4JAl^0sY&emYH2mg-F>v6iRpZ7puY*)Yu%-!N~D-}j%#`EmU?TO5M}V{wk*Q9 zPsZlK=9zBOS1$87%S!ZkF6u#!f2BCh!f^DCyLWnc1n@i$JgGPvFZi0&>tv57kA4$* zEFPMX<*zZaUPYVR)u&*-y$!T^F}is0z?*~wWx;`tGf-np>TX1_ZP^l#8IHNA9T-~3 z>qd0!x!;?)dOSWRp>gX{KK)KydP^~u38r@s^mX`aaB46pw8Tau=vwOY#apqr&EC$$_p_u!kqKb{{ zULefZKb|dRPF*Igy~=z&va+_7EeZu;9?_9idAfnKKuO_>~kS(&Nvk|jGsqc0ivE#t>RdLfj5~1a$ zv&5ZEQ!xkl<#5BeG4<0mSRnD!L(_o0U3WJyoS@u-a!^1YsS~5Zoz`J^Me@%P2ZnQh zp?Atf@F{zxW3Q~p*{lwY`eU)#JCvqIcXF?jvZX$8Ml%RQ8KuJJ2$8`Vlh_q<& zCZ2esdR0T$2O}LPuo}*mEC%T$btz(sjMCLWqtjGt+BgS#7LJ*r>?WKM8@`aHITIA; z7V#>%4_}rSGV+l#15$~nU78Yu@Az;|thF6;w{+bQvIN`jbVFIx6B{H)^Rdv78}#K8 z*G3XTk%GlA9n3~YFLC1nnAs+~!H)Cvzp$-})HAMA+>Nimw>-{n28(G#V*Vze8)K-kcRFFSLt zn1C}U-m}C>x(zF9LbHUnsVtoLuzE4IkP%yqhR?%w738ulmEqxJmI*r8utR1BKH>rvMNMnnUzWk zg_9&LCl0cZt%AeMH7Z0g2%$*n!+`~6Zj=oZApCT^Zs+x_uE-Dp;QviH#7q*CM*G*h)3BIzQzSO0U@}A zQiCZd=_osZF+=V@|YeM*Dh8(4hB-T5Vd5AwIFzV(FQTU zr{IR!IJI+>qq>6#D2LLyXm=3Eo=RD5LbQ2Ke#kzz={@VHgz*@ygzu-H%gE_1Ie9;PR%nui~p0%V7D@)TAjwUD~Z@ z>znf7rYOaNh}*nn4^60ZgJ^U53&4HHwoB2Mmr~1f&eh4E`*I;L>Lev`hMI-5lSI#ZJN6&MoT>E{-<&JZX9}BOZ zgH5M-JJgii-1+Fv@pRJNwMN!}eJF!=M3*pg7+YYuhYun6RR^La6+UCBTFv6uY#;b^ zTc6VQ>=fE>dr6tRJ`u0Eu%ctFZY*XIu0yHO`X2Z;`!ywuSky^s@Lzxme*0WGAoo`| z+@$-AFu;!I+HWnVuLROoYddRx;9p@C!d`7tbJi$MjUNP^;yfQRen(iV{A~Ebk}5lM zT>3=!>aW|9X*`wE_hX)PI?9Ys$MM~{|D5*kPvC3TkNs}n{QY=;684L-hq z7e~H-Hx!;C>)(Bo@89r%@86J$w=Mh|9{d{~{QojMs4w5yUD9#fI_vb?zqEh`dZstf J*X}&|UjUn5!&v|T literal 0 HcmV?d00001 diff --git a/docs/img/examples_transformers_params.png b/docs/img/examples_transformers_params.png new file mode 100644 index 0000000000000000000000000000000000000000..c152e06951c9d5ef3f23e71ab8ec26441324511e GIT binary patch literal 94786 zcmdSBXH-*L6fO#)s3>w&&;tmF96`DQp$AYzdJRPqii(sFLlFYfv4Mh!Nbf};v?NkO z2_>RZq?aT}FG>vogoHq77xZ|}x%ZCo#(VeAdoN?K!`fMU?YZZgbFMYZw_lnVX|uEO zurV<)vFqyGG-F~qs=>s>vT=-c|IAIH<*)l+%wA^NH<-{}7v}dHhn=q*UT0z|jXtq` z_sD+xxQC9l7ZcN|PX~X@E$#*PnV9zSbZ=fae`L2fdfdhWvAg#};n>X zYGBFMu5ONl_Z*^Ta^WD5>|RQ~Q!uEXAO|o^kc_ST8s})3;N*HM*?K7@D=8qW;G$S0 z+mnmC-SiO_n?JbNX%U#&Z=Q9tfp}*;JuQ;%r8bU96c$hs-Y4eoPXTLPy4CLn6I1oX zX{G~Ge|=2gfBfHWJ>n}@{C03zsMo~>P0`IavX5O+`BicLshkV5oIl6wQkKzR-v4jn z!WKNh`7m*8hZJDAa`xc2F3I0NshIr*@V9Sk^<^`GUmg|HBKiEHcJ?rL)96 z@9{W;LJ#f#_`&b3w~6bu(PTw^^t`{hG!~ezV-L&G(KDixmK&&~M6|1Dj?P*DXJKZ) zIgBJIZD?z!8DijRxHrqVF?#wzJkqcDG1lf~)}_lMCb=#!?@2uYcCb5Y){5lsiYtPX z*5&gb!8)qOBC3QJ8K1^hw@S9ltGOg#7k=~!oXu57sO0~FY)!8>7Hz3OKJg#eEn4(P z?R;rl@3Y6FviB}{v~|4|K*uxWJbu&tHy<)?5@Uk@&D{)&AYc*_&$+FT>=gn;@uX|Oud@aG-ZNLunJp*rBbuXvOIsEv zW<5_mf_BgWa?L|y)RUq(znC!!=*z5IWTGU0!XubdMAg#6eCL#`>C@7N-ucTB^oNqp zx<)<_v`sp!e#~F~i*iGjgFke|bac`@on74bMCv|l@FX;x(4L&GuS<1 z=kICBzJqvL6-YEb3X`n- z)W<*Wz%%kCxsnv5z2o5HmjE)GN=nRkFK30NJ2b42ZWUjVDR|4=Gvyc=eqZ{sz)GKi zvvR++VUa9Q7A4o3?97MUDqBLJY5ru)xJrvvyK*r7Tk$2{uW8R>kO8# zVzzKsw6YLHs@4HM&E5E9$0ct_erVuJRm<0bNo>7QL9Y=;=-;? z%am`))wE;K+w@p9^b-*5YsTN|ZdOUzO6^&-C`<;R9}xnM9}Iq8^ibBpw?~GbIq6Q% zwM~_GOJ)j>LR=#y2!s_vU*VNcWxvtQ;fcePy^I69|pmbR*Q zrT=Kbyb3{7J+aG9Uix6L3Gct{0*480=a#?d{CnCN4})kNn?wt>H|lwt0D`c@;yrUc zHrdZ0y*6RJmwT{_r)1#!&h&0=^)RIUlul`9B%vmO6TfzNFWsBmQf{E07H^8?=y@K` zo(68CGP^QPA==tycQS54FfDxcTv^M;2RB|hdHAOV`M`4W<(mVQD0-HdVYqIVv3w2a zJ!%RZMC(YiOY{M-dBA}BMKz7s^8wJi8JsX;=dx+8cEAN7x@`1+XYwLe)P_n@RaZFv}zj!?%ScKba{SFwz!QLgV!UX!?0VBM9KRM{> zuaTa)N9>8up{_^PV^>zL(O_1&BEx*3*1OV%Ha41P)0IXpW7f<9W5h$jra^fGG2Vg; zM1rIVx4FC`!)^Ielt+=#Wtl#>66}#s<+gt$)rD|vlW(POd4|}dVq{?iv)V2nYO-~>b;*5&;NKY<3RjEj|#@Fd~}fUJ^oW;LuW6t z{M1-g146jjs-W{B{{PjAt7Mq|Tp~C?#GuDhi`Teof7#&=9{g-+V6XqOVgHX?o_CLE zoOoz%GVzM#=d}k14JEr4iLUBdu{O)qI%zpiAKZGI@n{$a;aMY!Q)5@`pN>ol{QOLk zgfT~Zm#F|JKT6H#9&Mpn-G2l6cfg4p&s~P>U+z-vjP<{+ZE0v8YC_FpGIcu=<@U;Jf)hO3xgLJ;8 zEt}p-BTK8X`HldoJn^MMXiCaHIfCOar2KcKgN)TrSvGY+SzQ{tBjtWf>iVxxy#Cxi zpqoyC@@%chHNiVQ*}7i~voOe$D(TrF1-9o%HQLa@P73F}#0=r_E9}WV_8en_PbWlv zQ&u4S1i-*>K!?7wh2ee7V9rt#-f6=pdvXFPw%3+NoI(-?97FR*xxN{sIl|O>=LSFo z2Cmot-rQif+V4H!#643}Ru|86v!fjKHp1`93kq~pe3$!2FqUG$qw>g#k~Zg1^Z+$n zzHlv4p#TNkjXI|ch^W`wy4g83|UhIcUB|M zPNF?b=UFt+;+9@o#v`%PGlorXnIp=&G|yI_>))IGTct86yGr#t1QZr;>DK0B7@)yK zAR4%3F>Lt@XptzdodKC#ay?cY}(N@8i%M`?N`VJTOorH%{FQ$aO(-GQs zy;`MTj;EB5f}0gg>a|Y|1nuw+4x5^WO^v6bM8##|EG`})z;aVVWNlc$$wr8NE_z76 z96-`W6WwYx;yak4yeT;F@b`2)s_s7?ic8&KI1g2CZuqEmOE4{Tan%{{&K#CBWTLiI zac7=3L$L%!ueK@7KJUV9%ZA_eY!EiR615n$X>mhu4i z?(WLSJtn_qDnKeB4JQ&-PFa5M=}l3DR`4&Km9R%v7wv1LJN%m+@T+>O=#RgYz}5LC zqha)(uSSh#LzjSb%wfqd9DO~h0k8-3i_?Dz&%GQ-6d$n8x%6fHvaA06^M=(@H)6EC zD(*9^!1vTY$GoF~^2wV`O0Io*u}if|U^p8HK(o(u(M?v%?&qr7S4_91NrT_!&Lk-5 zP64-CW)&fWUw+OYm_wn_aKL}br+Y&}$QC+(-Sz8-WYugM!{6==zp~U-oK<1%Qv$HE zn*Mox;X*A4MyknQ;P5`8PWkaw2kQ|99)g+cIu%+s^NYqeSgCx}wCGMgEX6u2!UXP6 zuqkzDhA!a4V2hW7EzTWdug#6k*d5UH_csuEo{pMZke)%FroZl;%dQ7xIX^SUMDqK& zrR8rsymDLML#ZjO_l9~D-T_6tO}i|1#)swsl*d*1bJUyC*XiYYG8KaoZ^~{iqr0qh zx*KrxW~m6u7=%7b(i7C;X1H31)tBg33#-b5h0sfsf1iHmb5Lz_aMS~zwqw(t`*WIY z>0LwYIcCX(fC;qtko=1AA<{_iMn z4QN1`DXhMHD*ea9^(GPWZ1dgAo%0D`4B$u8_1m$VP}H6PjON7v?`&4X{UTzi%-~)P ze3r8=ZYsmSx2t6L@~5xJb5Klq^VR*h*?3#23O+O1!9+^07fSNSs!+wK{Y*dSUI;E3uyFiFK(MPR1=bHJEu&m&u zCUTXLK&TItN0u&ub~X=l=bqS`8rFVF16&5z3T_asNsto+Fr9UQT>)Q5X=7x{TEf{mr)s^diSUjW& z_zQj^Rft4)|D`&)a{o!CqP~C86Rt=Ag?z-{+4D89-WSw&{aEB>#c49-GUsJ$+{_*zm&nJW}5A*DXJ2CrEER-vMZu@8q)J??GbI zZs05{=Lg>TQYQndma*#FJGWk&;Fr=lhk<&A!Mbbpw5P<+{)4H4T0>+n_L!K{5pYv~ z^l!^m&=paBHJoD!Y8;~Gp1cG0n{@rtZs`1MzOOOi=$zeUv|3hhVnTOEMah<3fB#cL z>*4F4J`p5<)-Rhp`w*!W@1LkC(}Muo{k*>7onPe)DMO9j-^vvY&(;fXY-WBdyWzQ% z2b&x*=eq5nKelz#3%`5QxbCWP=Faz`rkcsq%so$73R4&#hk5qC8#E!$E9a@Pk(F*3 z*U1?f+Yb~xxZ1OCoiV)Vff8IVa1^~tJ!}~8@aD%c_}< z(DkW!XZ8LTd@kS8i!q-5CgY(7n`m`lzujy{;yCGPNJf4kOsd4|w*~tk?MZcs@mVw& zCr*l(3}O)ujQx?nHpw>s%OY2(mkM zDI`f4A>KF^f`pEpjmkuDQJMX()7O&Gw$LsY)3E%Yv>b_P*b?;!f3Lz!(?@br6Suni zdY2!Bqf4xl34W$um;PFEAlmslZc04~Srb9rut%6B1!zz|ST-5jW{O{aX5Y z?AKo2!e>nJ_)4n}r%@^!+$u8u1oITw?lnjHJ0adT@50kq{?a#gBz%*jt=u zLa}9VG69LfXVS2AE3VpX~P`|eCkQo{UPObF3`oD{V8*{VjKhg(;pmbjOGdXc~SR{!aDhlyYs zhx+cf@69ZFQzRd@wXLm#swPyNtRD1k#$$y>lV56q}jEekh zW)1xvH~fF8wW93g*=(w1i5Y&En|{>%_U-R+HZ~~=$IUSMyh{H%S|4gOnJOZZC!8mH z9U|)gG6)916!Xp}I>O8x)hrHQ|Gh3Td7yg_yK%`TXP)<3>7N^{iK(m0%~Q`;{&&7U z)LcIp$;n-MX2SW}ldNA%**_`@91EQ)5j^(Odp|fE>J_D?QT&xUm@4P`2;y9H>1YMD z*c@(^g}(6BoIR~C!f`HKnl4svm*h5gZXu3B94MEq=uR%;<}CP%HY8p$87g;*Y#6ov zUbM1q`jj-eFr5EdZ`HKwFBqda&^gC^XRZ>5!^YA3yHjcmBlvr6lkUd1-FtKlHS?&W+(v#%y8y25kleZp&O?SzH3VQPN7{VyjfIzI zZTOC@SZyWjvZ*E&NBJD4zIa#?gqnx+XSBHdF=}Ad{7eyqL@FLr-b&3(Kl6_`WVxPZ z0*VBhS7l`K5EL{GH&e@(;PHd~q&vj;us`{H)~W!+teR->?e+`0>ba6e7DO*V2w4CO zL1?-bH`qTmt4!!#l?#eiW*!z;S9bho+)!shCV!*DS8)2d=tajcf7b~Z*Cs>s;K8Ks z7Lij*pFwxmU#wz%x`cP!9U9Ezkm+BH@@ngZluafs?=d+Kb!Md9D9n$3l0JX7EESKn z^T|)RUoeyFEDj20qsE?^O}*n{OT%5dG0K~y z>iJm(%{<;(&j50kWaX9$X*eFV{O~UY$d7i8IgLAfSobMT9xd$(X(cUKUoLCR7{pRali;;@wmX(Vwjbra>Bgmso-^7Ma+Ni z3_O%Io7R89O{;TE`L*!0i+v1+r>f{3?m9EcM4R#{2;m*_x{|YIX0XaLR&7VvP+eSO zG(b+Q^CBQ9vP-vbfE<0L8ZJbOQYAtjpuCJ9yN0nAVe2JfFHV|QyFd1UZ1rBOEX6%L z2W>B+r0jIMq14Sme8U4?38)KCGXI$bMXS2k)@h#R%>CLk1(Wb}(La7g;0`)`sJY2{ zrHkjky$6nkT3!0Lc6{Y({^#7Mz2f;kWUu5ndLnAHGXVgs^QmFQsI`cK6g9f(SY=MnLw`o zkZS%AkEBa56)pb%>?fE)&9qN=-)tzd{sahi8L*VxoBsOt4sc7GQ{X@BIE3?8*Ip*_f;B}w66AkUA#YKC0-dk%=knh zH6&{@rz6-Asrc#+yG&YRvIA)*)GTm#EwBY}y>C{%<&R$1BkkJk5xe{vv zfbkSpA~Mfy-oze^zhx}_ek_!&nnVHnG*4*`Iq$l=pa;4-5fDuCs%NK@Y2j5hpGwg-cd;E%L%_&IjeI5Kp|h_^o^Q9X6wa0j zhT4j#m$7fqsa3u9HjL0k4InGR1fLJEUCUfhjknKC1qBPFTOk>Bncu+=W6$Hk(t(-9 z!im1UU%yT%G@CWjCw~}uOIocAvaeV@$RzRb@J*%osPX=QKJVH(lY4idvT8|ze`OOj zVF&V8uUKFHD>M1q*m?R|@RNXdr~3*~OJrWVb@x;5?nHOu&8m|x%wLG83fnK$CGBSs zLtyL?Y!A88CN>rwBF7+==hTYxAGWKYh=cigdC+^qi4t3>T?B>UQMk{^kyF2R|iYJO}89Y z)fy7xL~9;>$C&(_yuX`6ddOLnhtR7tHg$P6kmqUNL+>Cz%B~>yQ!&*m#8bVk*Z92c zzx05wjh*Hph-;`FEu(h&ufe*QCGAu4G=s4S+O(lVwJTf~jQC)`gN7ro zJzWrg6cVPEQlq=Ic*I!BDXY9eP;fok(a=9065=<{OI;c{N#Q8O#0YhARH+SRzRC4H zk5rMZ=FDFtrJWZ!aw96R9NFdFWJT-WDqM z+CWP1Co$iuA1CHj&c0WDIUFn`u0}b8Bw4!+V>aNX;-K3Z^XR0xKya$cyd>N? zE``NO=sBR_1v)U>HRqCk2HV)c+Eg5!+{Uk&Z5b3a6|haJ?n7)l-3K)hy85TA$rU4Z z+FWVKvq1vs?#PY0Oe$C`ruZ2gz3B_rx5xnc@EARm9F9=0C2gI7Y`vJm59Tzj1C{k7 zogtY~I{>1i32di1*#4Bu%%1#}LA#!_abvU1Co9!zXM#5dg)OLyuWIX}$a>@F$-7@M z(3qex^&yw^0tU&sXY&FL_MmfdeUPVLh`@+#O~HJ3f9-?I(+*v&%)d<@rhsd-J-XUk zb!aXgH;Wr?TP?{Vw(G~$$=DPA=Z$uKhS6>P#F_D&6=h!C;e0L(^ph!@-eTZTqGw=b~@%v+Lm8!zm-6N0q; zR|7 zPpB+6bM<{;7VWR4XIE(mQ4pCAmn+mANN`=guQ6!!zC?b}A`l&Y@2IzB<_wKkVWASW zupmw8Hmf`Co&Ll)w7fxiY@HDZ+t&u}=U}{;rgg9&Zi(R&;WlDYx}!o)Nf>JbCl*C@ z*~l+ng4@*Ts-%bJXqR>^JHPDXQqUDr)@KLnRPD6+1OEzgj^`Z@5_GJL-*t_zdhvdy zUK3YbBj?-@_bsK#X|-^7&2+GA_0Ut4V1ajmb)$VH44+`Opcj&IQ42B*^Q-}=-CB5L zKJ={vB-+sBQ-XN)rz5IGd5^bB36T)zNHQ^AaAfx?`EgJ9X}?{UF1P65Y=oJPgoR&l z7slrDgD>$Pw~0MG<9F1bnOOb+^j6p&Wp{P3<(jY2t3;pL8|uQEwbQ~F1kZd}t>deB zkbh83*br&U@h^APEKO#T+F?%DZ@1_Ly0~+g_VTB~@3yoHp|?Q@zLA@y*b*|#Ap-kx zs0+9K-NENwm~k=!nfG1HcsHUxClCBQnT*XtyIMi8Y+`LytACI@zr#lhH=!bap&u!V z6u}RSTt~M74qYwRukX@t`M4J4cS6Vsr)d`IdvAhoe-ms8DB40eMmN?CY|){+IJPGj zNX|}>6vX5J2k|0|kDXT=I`^SD0=|U$SZ|52_@yn*B71e2Q(&i%?u9aI)d+!rmu@_B<}}|vT(;N z@a>xBDhm1nO?)PHCI#pkxz<9Jnu?tnkt-npPyKT=d_^ih9v_bOfpuYB@4L*}t$p%` zW5qVf9oiJ3?Yt*8a9{mHQHv(_g5fgz>tq;c>bjZZQP{iDVQ#pfp`RwM9V)dxOR)@s zi1q-WWEZov$`mwRe>4zf?iEGtWkpV$%v&tmEnUxkK5Spl?hoFQEt)#n0TO%v+A}8o zcF{Sv7VfIgV0-6zdDvHnsKn#o%rLK@;I0&w{2E>Io(UW*CTuf=y*B+!J?ESg(uKHw zqY#ZBk*X4VlS70=ejl%kLAx%Y>QGywV~H0iDi@zWBZ|VqdWIN1D$)brJ{gUsd4HPw zPCm3`G;>?)t3oAx`o(YtU6 zE^Ek8;tV&m6I-QsONx3+B zaOsFgMi=3W`f_}2LK*2kG!dZP0T6V}QEke!T-m-q@K9-g6Px6r5pE7LTx>6WeD7U{ zjOf0l)!JI!r)#Ye=Xg7y$#SXtv6r~I;mdq(XM2GoDjW~ZCHAu}(H1)I?o?zQoAScyg^=q4G$Jo33WSdQe zlYKA2r?0ec8YC)JF-J6vD60ouDk-i@YfEbf1&f?3@^OK0Rs%2GIl6;dZeoa#_1hVB zE$#|*b%CwPB3YltApZSYhWNo!Tm24Lq9xi*_~Vdh{!21PZwKd^Vs=HRAG&ngyD%YQ z$<3}jzV2JD@sD(`1E=o8^JR^&u@q{3hEEujoc>TKrv{gjZyK2^T#Aa``$4|np5Z>m zwOwe5!G=}RdK-wt726xRxD&Boj6_A=mwWrZl3N3cPFHI@Yv&D#N7uJ=3#&XAabR>y zWQ_B)saHHQD^8yd76-1T%TbM>8lIN7ayXsq&$Hle3n;)`?nFs@%Gecu=FZ4mgN`#K zD6#ks_et`7C zQ^m^QZ?;dIg6_=3-dE3fz2bu-&osM&y*2i?1ik9^wnfllAAwBn@1}>mY4L(Z_3F0v z=7d-8V#>;?sz%_VO-IOtkHcuH)W)8!rT59Ph-MpGvJWRrVmxzU{$%10DTRmhQ##z};>qf_EulIKHw z_R8&KEA>zethxFYKVR0m<`C?Dc*+pnp=>Ov&Rjb1y%Cw?Q6CXpU?HHiy!BlY+%T?9 z+0qsrDg^TRH2XVlXw4^>#w_r7-;A7v_ng2;lXy?Ojh}uzE+PV&tRFXJ@WtleUmn8c z+j}mLAX})P{Bq!5#XP0N*U}4SvR$Vk+a96fbM|-(m*+vR6E0NI{4yP6x@)xx?DGy~ zxn%-mJG{;0ioVS5JNs!3JGC}Zq;HBShacGjs!o{cinO}TAyNqd zP>S5R=oO@aK$ej}DwmjA)HSr<-o*WP8Rw83J+o+U;ZahlCpPZvop|hf;gZI~x4xB> ziFt+1&TfA(nW_{rtG|e)#cmI$zQPC%Rg^v;l@)W8>tGcmhgpw^=8t*$0pcz51r%#B zJvUI}{yNVau*AOY89r01UTj1K0;ZLIG=n?yeFAQJAdwu6hoZ7kb@6qCPg_iYOGD5% zSWK-Y9CT01vsNZ3v~qw;gcA>8$In}6GY2e1J`};895QOZ>c&Zi? zo6+7DBmx$2LzJRXLF&t#QN!IclkS> zzxUAs@%J@q;>3r6V@Ka*C z?=w~!o5|fiwI+dwZK~IW2D!y~M?)-jt$9MMpaQ22dBL>QwsqSY(tZ6(nW+3YkQEO0 z9 zv*2nNypAoty=j!0S<@$E%R>&fq?^Xi&ejdq=pPq;U#f14NjVw&1u7$X zdU*?Kl^ptXU%-yplE!fNe30bYvrfDj;N;+m4&Fq(t$1vSLj6Rj)7NAv-3avuwidcu z>31x$79h*cq_L-YJ18h}rViS<)l{e=X{{boYM0c|*mZdIxJ$v;>zzbwWrg@=g?|E& zBakylOH=C{U*D=Bm#Ug+K8Fc81G-!FrzJ>`wBs^+s;Z>7!{9Q6p21*`?9b}PfJQOK z^gkDTqu-Bp3xONDc34wOlHH|95dF@h*nC%o*L^RFH7#ndSV5}5S{9xeMjN(1!Rgy; z!3!`^zo;+4F%h|Lk?)aboHz`wlA1le0aIoYYbFw!4U22A*GW%Nhdr2_C9B} z5>SK_?!qqhn{L!%jAgy@d_;3!c3j6d*$coMVe(6gyI)_|(rZNvVIyW%6%}1Yqumvk zTU%(pVAFZvRdNl_k)M?KX1dGGTSp7mcO^P) zymX#NX%Y*kHju-fD)jk&lYQ3pcb89p+)~|-`4yRo$aMtUmhB`0H{x)z#9%n5e?CPy zo$uFjhbhppK3X=y+OM7LJ=a13XHZbB8Ir^z!#F9~&ZQ<1Xna6l+wla8+N({hoMLKj zQRm#pk?9Zx7eqX191)rBmqQP`ExGnb9T8Mm5-1Cg<+N_(&rz{gKC?@2;}u5RZJ{wM@I#=erl{gpOI?mZ;x* zOanu3AE^#d?yF`+wYvU&VtYzjV8{A~Qd=J7*6p-_I@V9Qr(MX! zz_0*O-rT&I^DR^OCqj94q}?ET4dC`x>OBg*-ChR((dB!Z<~Kr&cUuyLZx3;q1MhX> z3I2S_jgq`X9*&B(gxd%t*(NiyT+nY#uy(JWUr4{)p!qYYg5?xhT<1f{IMATCfrPCr z+BR-)vI7#$E2DB)-AoM zg{is^20z&Q1<1-dH_F3DVdw!{J-NqHTe_?q=X=ba-a|QH7VCvn^>%XV;wuB6I{mds z=%NhEIjpNu){0T>$^kmd9>{9@%=K%J6bM;r*H@*zUVkJOxW)95-~$(6e9&4Dl{Qt< z*B~rjA9aZ`TxnQ*CL%mN&l)PiP*d(U+VxW>Vk;oz*phbz5POFROw%<<;-|w&Z`Tu# zGw}^kg6-a7W$`lm8$SeOL53XE$`B=Tbrf1@v)4ydc+M+Jj-=$vtu>UCCakfWfVvs* znZLvs9nZ)S{MhNtjC|i&>*aPgudyl@&wK=0DoW82A4N-Lw9l?E2LXL!X$s*q1%r?N zlH>3lz?pNmzXZ#4M}2%sLfo;1oxp#+F97kTCpf-FO}yWt-Ls9(kG9hGOs^3Lgr^ut zoyw3uZkn4(v&FimlY>j|raP4Y=#dwjzK(BYFANfutCF|mD3OvR=drX*pq|3%m;Fz+z6BAi9^O$K-*T*B}-TR>u3M#t3;Rd=SAa0 z(ho&YM$W)!pTLlwfMG)O9w?%GcW4{mQlkDQ9j^@Yi4z`!)}s^nw`-{-H094J4dk1h zec<*{A4pRpUJrU@hsI&n64W_m*Dw zsB?YOI@{~>qxKQ4@oKwW4E2wC^EyD-rW8qyRp}`pIMQN0z0fP6u*54kxM;)(wO3=} zYGa=Wkm{6y4%IiLJUZ|Ct(omo)>zC!U$gde-2m)+GsAlsdgwEix7|%b5uLss?cVb} z8rMjuI|B)}KKWpZz6#V^I%L{q|RfGC4EKaKRz! z(ZHNH>!$%~I4sJZ*PBlBhn8LXBYoF87b_*A@8mDft#{ z(ULD{7L#ydA8R}Z4-vjGe0T`eIxk7eV<|Bu)7Ahkl`Is*J~n>vR?J%~3Ta!b>C;%B z0FMzh$U7r_VJ)~1ChCZn2PZnjCe65l10`7jB*&S19l$J_n|;fcJT5cQ9Mz2;!P+E5 z5BZ)nqdZ|@G`juBE)5&waSR$;s|egZSMNA>o?O46P?A1Wi?8QLO?AHt@je=Lt#N`v z+LC!kts6fB-?GrQE(6s=_; zSx_$d*pyC2eh~=(fB#@beRct+;;jiuTy|vkOI+cvGmuT(FmZ3-X zd6Dt5os5puwb;D6tFR2-VZL!Inr`>>e6UCuWIP;jdHiBir3%fr_vM8UNhPkPSpp@k zbLat={jWHgrQBkHohgZoUdDQ)7Z)UL2Hk5D?^B$mzgX?perqZ2iJ{>b`av!!)h`wb zr1;mVasO2O|I8~*T=KZG1ZCf8k>{(qpX5~M{gh|GL(J&zo^v$ptG7L^xL)%_Z0_R_ ze^cXADSWk1`G|HXw# z$pd(x8$t>N_L8ETYgT}ny@sBdx58BMS)CzPxRIBz>aqW1ye94u?kDYD+mvVLhzYdXk&sC+L|Mh?JUreG7sR@Bfkn&kLvB1pSXW_UV z7hdA$b7c*!v~_g+^*;d*Ca^+L`+3n1XSrsO;zicgvi}qbi2eUGU;4l0btfb?ple0} zzovHoIGZr=y27C)?MK_@{8=F5ZUm>SM)%m6Z(_r>8kqXDEWW$x)K-=qE^r)bG;#*Y zpcm??-y?2q6gYbO+A5TVe+${0%~0=mf)Fl;6#wq2H~W6$25z#E&dAe zVOxYn1zOoK$NO97CxSd-==P5WCB!W)vPxQoM!A|T=5xsnF8{47bru0pxCT7WfIM~{ z%vhD{9D;Q(m<4A{t(j#giB#$J8&`8Yj*!N?`F1IFRz%C*9spi7s`uW$R&&>CR= zco!$%nSnGWInCY4hCw82>BIu&-Xg75UPZFOgqKC&Ti_T#UN5l%>KdJi{*O zesEMKQn+}tXVjD;_MGzbrQ1EkqOHo%@{P)M;=0Rq)R$-0()7OlMHU}X1nmW@T>lY% zh|6IH%2n{H^SHlXp8;H!dE|_m>p9AhQI#;jX07ftl6na_bnLhbtazYNYp;60!UDf!SzYuO}~ZT`l^*$xm;;4ZdQgKZkaz7n*@$4`kc9H8{d3< zATcM;>#cXs(D>tT&Cs~=*T)kXIyJiB_ieyAo`NnG+hJ~{$y@B~6-S3DDoNu-Kc zn0iDw^R+zY4mSE^DEQQs416qjC@*^f(z`kxUxIlwm+f&GI_v}*)TtU*X_FEFpfR{3 zn_m=U>kXKAG>9^fyWAV>G4He^31UT$fk~dATYvm6S_<|0CUICplPE8ITdl2kd#_>N zRk=Jr5p#tWGGPZ?UAY7BnvtoLOfIyRO%s$d4NqS!V~cN?4Fy`ZkB`bZ_V&k!d`YHs>v2?Zar%_)`dUhWogxg=IE8e9S9 zb9)Z?w2Df9lZ&3ec}kc({1)D6UdQ($%FIC9YoySB8EafYMVfOle0y8NQETdzRSQYh zOy)JKjoo9TLtk00|3pL{%vKkwyzj7^%eXz6F7%GDp%ZqlBc%|T>2JChykB@ytDpJv)xBHWft@cQNs&p)MS!;0hcqEDMDOf4K1;WTq9^lE?zUj5Dr)G$o zTa`D;^UR^~b$P+7jItJ&)FO!|%pBHIk|nJQ`dUdPiRqMWug8|)ma{y=wx!ud*qC@b ze}f;QdcNuf{i^w(wsun6Tli&YK&2=Z)K1nWKQ87Gm6O#fS4%^ys{?c~K?zw;mkeo# z3S_vBs7Idur^aexL|L5Kq~FTPW%1bPR^k?o9&mIHr*9MF+OWQUsYc<-FqsriT?BQl zXoS?XoQ~Y8dcb>6IFJC_pDh*LvirIMS&6isjpN^_^x7>k!p@vgMFV&jE$qZGQ(#aw zv&&M(JA&dZxmf$*3WcR&&!Qf&?7mDC5^4vS^2%mWlQMXacKOL8_mF-DNKTS&bld~7 zAX!yqdaTiP#62!}FEN0&@oa2iydcbHyIMm!q_TACfhChgPT)%UZO?xsizzJ#DZqp} zyU1p~q$|ztG{c8D!Vwhsz4&HlS@{L^-uz1fn{pAR7)U^Is)cP*id{ZOPwYcRRo%BC z%c8s+L3^EVW7qAi`;N|Kjk$79k`i4?&!R9s&%nu{_w9-*^OFuG^6{E2-nrYJU@Buc ziHlojR(@~K0f3p9o~;$}Olk4HwJy~Io7pzD$vWw-PJB6+{aEN7C4awCe29|J$(B_l zcao#mBC!f{b;G)YknGn{_gnQR7L|6GTyBckjOY z@ER;GOghX8qK=98QyN5_4eWB`od(}b$OM@r%(D=98pd6!Cc&0uHJ-lD{-aoMWMy?k zaLhN-`D{DQcO^S*y;kmc)V!1ZSO6q8L?Z4`4gn8Kt|NfN_pz)1b3zr=f)7-qrs3Rq z8%=%xCqjO?dv}WNoSz?(l*MNmV+^Dp@VijvvEje9P-#KVJ%`<@{iArZW3FY3=@^!7 z)r?qj7PV`?Ch-9c-}lTvedzHlWj1#x2!tL%m}hr7$nBz;Nqu<-cvg0D-)cIKZ}!57 zLJpg(aI}4h`-9bu zJ&%y80o2-A!6?dNk&Mj&;%%$Slc%T0q7v48A1I@)&9YQJLy1FI@1^D!&PP!v@Y;ot zP*}!DQ$J$4ws1jy#%^?=#aJ(?uoNRKx_W@;EAZl%Nt{boml~LnVv(bv|Fq)%O@!Nl zG^AxbyV*3Yx6@3uQYS<1Pe$BCPJK?PIEJ;4_089x=fx^^rpyu0e{Dbyd%x)I1is@m zi<^wAzVFEA(JXC2)zB zLgQI?ju6(pI)9@wG?WhZk?~e>1@W+w0e!GIsoS_To!8n?6kL62+`>M`L}_ra4S0uL zv>o7gtB4lWuTz>{QnVddyVr9@i&T+}dF1gVZ`CcYH$))2^x9*wukksB7~_GjM@7g) z49JG|n?L5E`%XYsADiW0u6JVywfe6DQP6QTia6|VTO-!%eRM%sdoN(}03AhIA)MKV z(ve<_pR!Vjt)8D1sY-Cqqc-_>by%s^RrMCWKYSDVf#s|mV(JRe$M)GJ6isS#<7_=n zu_gJp;}u$V0B9Bywf|9UM$wpk>ucXXcU;<)x)WLPIYmlmBxgfLH!FBSp$yO8P#(@o zC>IX;#2KKQRa^uGVoU8R7j+PZ18`*OQpF4(clK4Qmy+b!!%dj41@%t#%u$5kxhQ|e zGLSHqVpFD={otJF@25OzFo z9L(l(>-Xao9JqlRd7LGKIq_O%i=lUURNQXPd-%S(hhkh7Z&P?mKGTE5-%^OH?6Av< z_Zf03U_?=JNo^#8^B5^kshw+Y=a6A4&h(2VTnBEI?-F|#NEog%@v;wrV7hMK>z18{ zS~Wu-49t~v&iw{7PaKr^7d)Gqan~fGylO6VWUVjs@7Hpmxkv6z@?0&7zY$>uKr~xg zna1w=Pr2^^ay?(4>jvk{j_db)+(kDlZit~61XyzSOqzF|@j z_KFu3z7>v}`Tc-d7cdUzep;-zKDqy^zjjb7`TIj;{f|S;^uM&4rO7OELB&(CUTMdD zA4e<>=?OlwVxD-_`>%J3T<&1W67}@|UU-x8P`G_9YA$zHU>S4uNfwjGtzV${gIjqp zx>T8PGiRfMZGYjAIR_V4y`K}htc*tO&m1-+5RQ9Bc;%n8$7^7h2dwC}0w|{FV4V0}c^9OFhU$0x)zr%-l75%%PJ)%N#@C--c zxk==C7xx%YAnPRzKU#E;$9W%J;(^z=+?|OGN5T=V-Bp1UyV%@nz`U5-v1(eu@s!o> z#$PWF_{o~kwX6kM4RIG9-w!|z=mTfxoW6Y%_+=o9bXGG`HmmO^zSiO=+9-Z^AD}cd zYl2v7?`hlq6G-o7b~TGDx{T={si;q1u~Kt=s2eaE;2ffrLhYzH;y<-_CRd+F)K|aA zhmU4TwhN+7P}0+O^}OO#oh$89VMHz+!+Xl{Qsn!U&3025n))>K^ShvUT1h~d>$4!K z`|D6FY(!0Z>#Q6lUMphQ;>zX`*awP`94?@s{+W+tZ!xBX)VA|nY=zx?S&+rMrRR!D zEGN^yi|qu}B8b)HGZTnbNsX&4 z3jwc*Yj$D;vS;}z*)yavWBmW1?Y*O#`ntctSh2#RC<+KzK}0}-(2I(S(mN8GN>At| zNJ&6ZP!v(=3B5xoQbG$&5s(&2AfbhzNDZNemJpbWe#`Tl^{#i`nYHHr0gFX)b93%J z`|MBI`^4t##Sy=ol<1TtZ7{DMcRE?nv%^z})^xh4cwc7+wz$-Ss@F3}woH*-c%ZZu ztLImleQJGDvneya?Nleiwkl?$dX}F`OOGzKn;i$QefoWme*eHX3_9+Wsfm7y^C<~A z1cry<`(jK9Qhs0GuH9Ih*?%Qejk@G+@r&Arc~a(5C$Iiw^~D4_Ip-DT=xJhLkjw1I z11))u?rF>mqtD*y##st0W{l&!g=;5(AVmj-=ZG{F4ds|;IxKy4I{l5_y&s0qg3yVb zCi}1XbQ(LuVRVX9pf+xN{$E!esRhHpW<`;z`+C6cJ2nBuUWc>Zb>~YE3Gxd z4tFAevdT|fhYe+wXvOm>`YPvyQ+yYjQIl)hv>`MsMGfyzVA?rQipPckSY(Y z1J?^J!!?W?ZO;5Nz6~?-3fw71-(_w**mL_!;f014VWsEQUyhXiiScG@^U7m9xr+~0 zq9a{v`((6cA*vQI#jFZTQTEEAM$uUlO44T8tCw*PoKsxXYXoMqva~zTxTy{QP;NpTSU3@zTN&b|#O86-yX%H6v=2OwdzHF<{0h}f*{86R#AI7H>7O!tsN=UCrmR-4k)l^9jaV0%Eo|Bj!FA#v)Ky0>+R9Ont%No30 zM-QvCZ=Pe0F71)#B^$LsFtn4ifb zAN@)Ho@_tcZv^g}$}^VNdyCW0VH|s_AE_$rx4JqpG!YfE_?9@(!h{96h6$=DXhqai z4-F+h@`nAiW`nhCr-nY2+|3BHW|q3v^4?&@ImI~O|2?SHyCoM(gwlUQao~9)|NaM0 z)O#4=+}CuEzq;3w^H4V}OZ#=?yzc{R1%>uR9mk{eZ#!46_8P3QfwV6=s#T|<5<{K* z{(eaC4R!C#`8wpDMvxBY=Q2`-v?UeM$R`IK-k0Y;(A{eGq76A%YAq6E^J?wU52E`!BHrXl=gvNN!Wril7OI@21YB1vh zdbWt2w*fMfKZn?d%HrKkMg6G35>MJ<&5&A zjd9T)sK51#B8hUgqli$)fP5a zT})1h_DsCwo^H`$c;tmW<}bq}Zz-7f*66P%FaNy&$R-Kd2A$mf+TIrq-r|&*>kiBg z#E>21msbl?F${QL=OsptotD69F8+SHPGC3bDCe(n1J%T*7o$JK#x3dNnzl#(}bYCh<=xgGp(VqwcNgrTxS}UqGK;^u=d;> z4AnKU4(zwm;(5hSdY9n1Tw*pwgwzBC*G346^zFZ=Ms|y5&>gaC0!%(%7826ILN|r` zhej{ebq3|Phm>*29NWA>283-#Vk9-s4D2j#@Cr+0BtsS79P zmWZM})Ix=WdAA?ER*I-1)i5R%oi}|ewxEpJkRM9kokp>3!^7=`03Qwd)iijf z-GG)Z3iR@@B7PGZ?dKC=d^eJTT3?Mga%_=c9ayP1Gc$-&TWrO{dJq6;f3DZ%n5SBjhlZ%2AOktF@-3ZL%6E2`tprh^Ou1m`<*u^u z>_h(Cx&GtqURjFC^~ptI)ImJ^eQ9TNt4*)di^O$+-Y)J&vv zk!QmTPnwpw9nzxgHBMF@Xvnh33ogFo%O3!_kR8^z&nP6e0Ubf@_SAo#OZgDKh z#^rvr_t@h?G1@>cdk(R9QWEeQ(>z6YP-|NtF-5@}RnIo>vp#zTCtk5sjB{G%w}4=t zJbTSpr#-GEVkO)5?cKtDL)9CEK4AWMds@Y%m}EU^QSMRNvGOvQ(Q@rZH>FPHC9%L7 z=tE;sZ=vF>-ji6tp{tt+fty17vRI3175IWVZ%{*SoUud)1!!X+;I5904}u`8mrKrW z$LtQL?u10?N-rqtlw>Cbk;B)_rqwGkTEt+Gj!cvtcD@B2tA!57?~i`3O=*-egN#J$yR*%bEe z+oFMHOeoE;?HA9Oqc-yo=hrW-AM3WETC#e1tp*4d)@HdBTUvp?g%Y*y=Pd47h;`9*vE1;oqt9nRVuV$Pq-pSOT0U{7N@)<9!6TP)a+)-5g$!41cN?Fn_<;QY<> z!oG~a(cGQ&VQRiFf>yn(X}r0j^S&6}4vwczJ_)NBeOtN!yZ`q4K?aG^JR3dL9D6Lw z(b-DiZ&JoEjTHq*nN6({4Nsr3FHu>isicgI1mNa^ zuqt-dPlEq*pzq@6Bj(q`!rnVF-+Qgnyx)k?`o6NiL)n#xJe{}53haLQ%?4Nh!#%yI zSINgbJz1JohVEj=oUx${*VNXkzsUb``#IcmNKo|@=vpIv52GR76-s}3M&qEQbKCF1 zKD}#Y%Q^YQd+)EQDcE|t3=k}nlBEo|;|m2QH60dk}_k3x{9gUHB6(21Z>tQ z9TOW>)8ZnwT(DkGJO@jPl;)Ig8-f@9CvFC4J@#W{64YNa0b)lV$@!rX;?ILcIS8YpV zB}>=`Z+BbdGNZlEx6H3d-e}N4f)V|x2v1!7&zWS_W0_1CarG;vR0=llVSju#J_B{( zyimm_?#+8Z{Fg-()VzcDB?@<$h)X@#1|!O@A<;xunT4~NOfj=ZL=ln!Ox$4vEk2;@ zG)5XmAd+WCa$iYEaOB;yQN>2Q|2)eJD>bV7*;3HfuJCmIV}+=k)=e5pIPD?Ad7#F? zEKs}OR%uwc%!Ov)QeoG{f~wfdQ^u%bV5Bzx+daZ^|c4%6L}&&yS7%(Z}pi z%B{PP#WPgLoT7bxe)oqkGm<>I2A&~Dx&jDyOEJ3$* zKwuCTa!`9Dq_li1@RfYiu(F??!O2X^3gwLFzJyh}eXc&b&Tnf?EYH?X_EU~&SBs;g zWzKzN#Ye9UvK@(*{(5Iz1zuG^i}XnACgVdyx=!+R4~K!d_k0K3H98B8a0@$@jCvkc z6%bTNJ!9)EZlPhN+{ADehAeIgF=m5c^+mXE!sVv~B5=P2 zZHjS{v3f(WBrth9pM5U$f1KdgDpv%r#T^Q-c<-ZrZ|dula^BMU4Hg(>0fwxHh|ABL zGxopCBX$4a8S3$6J4(Pht|=l)q*d9DT1=JNuGjH^&qJ_>BKKuC?N>Hw5*i%0uuk`S zh|XHum`OWq{@36%yhEBG@Ct1LGs?rvjpg-2P(uAPLu%v~=C+?AQ1{ew zO`M{t!MUls0`F!x&^AJ@|NetY3oD7Tqdo@=kMBJ8E^WWmHzK6AMCs_G+j0YXT-d7X z8`3(PdAbNG-#8Uk_HJvnFyI6R+c7@?YbEDL&=c~4LqrN%Wk9b_xdjnrA-Fv0Q zQ1Nb#w%grSuZsK1Yff06=om0Z`CF$eOzJT{9)=t^=94FP;bP4(#7_MTsn!%kvvzwg)~3mK1>_q8kaR2%ct@;GuJTj0Joejc(0FIRw9 z9_%kY;;{}TAx#qX;=MN>+4~x7`SE#WaqPt9Jlhm5yZoQItY2|qq5MZ&d(&+gZ5n%N zgFv%HGkvb%Z(=3Ub48No{4_2;QMuT3Z!@dXqyT4~hZUBQWzMDXsUKbHeWH}Qa@-O9 zqThAu;%BZfkB|M*Oj$uMkf_r=7qMZ`#~gMeQU5Jl%C3N>zt|uYth4Oo8q+*1$eZT9 zCi@yQ8sA{BUOm@DJEOn)ubDXAyR9;=n+G5MC>_}E(X?R>7mRYUCccw(R`?YatCvGp zD*SFO8W_l2m7O33+F*^hZEB_85NWK7ztWF2302!i#CTq{n31!~2!Wnfdn|%||JWOM z`Oy&e9xu(JgD5De^Pmz^Enr{lF$Eq~I%|G-I3`L=LFBi1EfH3Nl~JPb7fiTH+)Y14 z=&8w?ttBb<^d{>YO;he&5~wqYctLd+X2GwhLW{_#E@-x}mhhpk42{nCtB1-~Z;lo_L_+aBsiF z=7;$h#$kdaG2;)w`DqBUq_V$hbc-T<8sE=g@4x3=c zJu|EkYf-%`cuU>HdtVPkm@RA>=5)s>d0F^GUYN~}Aw>}PnSk{j?8592vKE0z=qF3& z_1kP@H1mLNYS@e9rb93O#?)>uiM}AI{78P^*$Yb4W8>Bd9zF$3ht~u}Sg8n8WU}&C zN3XIx)2bin4YX#dB+*;&#_W>atybwI1T?`f-p=W*9Lu)+_)SjbS@5&ZsOZ7wH^k)B zZ_grgXVM#o>-zJ%q_2^^3gWSPA~fZj8iNSveKy=$u3mm2b@02G49m|L&UfTZIXahI zEPs3WWQ7Czj<;{o@|VYIRV#kvE84zSR;#gIgZ2W`uFkFDWHyJFp6~B?PaLm34cR&j zG#wmArqh}ABbXK;y7A6^aM^gv0lz`{!Z0TIfUf1{n0@ij^Sjn6x9VMV4nXWaK-Vya z-dI8XZVoc`6h679Tm7&RP*VOVa?y?SfIAc6#Xd(;?c|BGd!!Rgu$tr}p)?7NP`s@1Eoa{QXcjbetECi|b621jzsyFZtxVHpagg&utW z&R7yNJ61@}OEEJ5x$uO9PUp1`o1ERcZa3SZXlGgJq@_;SpwwpR)IXYxO5lym>QE9_ zIW|91OBr1Y9F1Ry0?8(`PyBNH8E8jc!wEs>YQ?EEN6J<4h1UjV#A55-SgV~J9KWAM z1sSZTqo`oPl$^f8_dCWn7$i=B98Lqhm!}Uiu-EZY-W<9~cNs&Maq&atsx8rW8p?9F zYV%9oWtA=8w6NAr=ed|fA1_Iomk)Rf=wW#x*P{S(R?fX11*pe~VCzkHt=S~ac!1LU z!3=MyNHxp0=dhS}MJ-wsMhjMRbEV@2i@gJ1j3#WosU4wnaF#V*Th2X`zj6X|Kujw7 zu+zz{e12`2plV;Li_-SGqaVF>y$m27PM_lUhJq5rvrL!Ql_5F#`R7*@TD&)Lx z#}%YJ=a1OGFEQS(yjMC^)VpED(f!T7IoE|e19uKx_@QBTE;;8f9dM+F^D}NdqMYc_6dGGDLS?#CrjMNuz}OY zcFLi>E4Lc?NCymH!O0U(s$JZG`Ra&EvEPzaPeDi0P~cRW`5rI2F1T_Z&)2 z`$#sQR}n(y#lbtHs)YzH+C-ba(VL8GqE@x0Z@G#pNWSCPTB+$gjfshgIo$)A2d6@` zgo$hEWnNA9{i}YEya>85m5$0yWAk0As7SC~Qt|qudVcTBir44g-f}ETh5D z6aBg}#};yR}nz2{TN0{GdXWK-~$zx*49yPG65s9HF1rwBF@ zr1)mq)~@$%zuV{cqra=a+?x|eshP6c?qFBk-rOPEu<>cGL<(Lik=-XHB-6#7#9;RK z{b=0W<;WOo%)6|mFT8WBXkWI~2yAd-)1ZmqA;vcWwZZsf6j95f)&-=ky)EkTuQzeW zy2H^vv*H{SC;N|Cnf5ceQ!2&)q^}O#(#0U(_paH@RE&pS&CwR64PbSO9Ua}L^8pxAys-thJwPHSeKC(P*k(rav&hGJ7}1uFt>OscPGo0ADT zI^1vKWyqX9M6J7_RbMxCWf!_0=j}5hG_NMe{f^t9v4^{?X5P2S0vvrQ{|fwr=hwLB zaL(ea!3REBR^2?KErF}&lpq=F%9c65_-3jn^YGOR_%E}g6W>e|>^1cCJ|=cLN~mfP z^9Cb+exch#lCptMCfM^^es2?Ve#-p*aW4~9_<(4<&zwJf`s>C z_Y+(PJ=Ol;_%6?)=mPL8;Wg#4yWA?kw3IgOms^fFH8gIAoAEEDJ$8Peo5Hsxr8QUX z*gr5DVM$J-T`wYv@(!=y6iCeDDbPNS0_*iIbi5G{2+TUkc5tJ;tBWKoXSvJ#{ij~6 zwXVp$_D^pAOmNqLaP5S-Py_q90D1p-vdZX6q}{bkgy?u(0!a;EPUg0yt&$X53X_-T zP2efTm7`Mk&`~vNlFC+j6{9;4&wO7zSL7;qX?1W7sadktvfox~u~#a6cxRa%9$C?) zy=9o(WtM7^)zM>>w5i)}>|7GNn){<*ADai5*&Yp_Y^oY@1sPqEy{a2~S8ae)>A39Y z-)7lq^`9c`n;(zlOhB`6HM?pFc&EQ&2?h443OPOp>CKPoc2BYlc*WK#Kp`+fa)zqmBDTN0-@A@)q?Z_x%a7{7$((WWSj1thSI$^Bxr~o2WvhE3l zzWeM8nJ$TDgWlwP+NjEtoLU_L)73Y;@M%C!(U@hUQ!|FJuo;Xi=iEDD9`GHfLS~T9 z`c`8BriD*wtzvzZ6c~_$2L?DLtJr$VlDxiX!-`uhRdVh~z>T*uf9g^O`-n}qx}DQ z+r~v6kfLW zvstI4l*^$D-1xCnMbUpP5^tXAgQEWb?`~$OT|v<=$xjbj!xFr2?noIAg#yWpWCW9pj@_*p|{^^-?B+4MQI zlx<IXZUx(s-{fy2!SlhsdQVHww{JN8B= z_SaIodb2?Bb4;7G(Ai7tK4CV7ez+yPpbx1bAGUoZ-t*qN(sP*U1 zq^s=w5Ck9MaG%`oCdLQEabTs)RGKkG-GHYYIr4rsQ>IRLUBe94cRW_kGa6Ft_jWXK zyI_99DDWO+eZn#My1wP;2_>&C?AmHT9>dhr#No%!yJRN%%aI%-1B20UgVNVGVB45q z6BACqH^u;s?VWnKr@OS5&0+h*%-dJ`qAD|W!x>^XwVUD(#SVep!^<76fZf9Pg2t8r zw)NVDo2GzhxH_y5I?YH`qGNcOkcrST#FVAI7-$M&41Zs~m5@gbT{RpJNrm#C$f6$f zAyp@r567p@cLX03Avx(S%=f@2?O1-dt7oc5)wSCDh#7qbL;<`)+Qzrb;b(hQ3(TbS zBk!+DEe~0)m9NcpdX)cxu|au;6Wl4M!Qs3Wk5F_g`=3(YH3kfS8DU9-JTnu9OB(&_ z!R+24e5j0Rk#S;?QEU~2M`dtm8`0~0Q(wzf*dFJVQ3bAhSiMRi*6?M%vCiPq?$yS- z%&D02+GRZJU*kaug^vUAv?|{3aK8&H%n+Wy%&(|WPR+F;!VIyKLNp5;$d zxNns?fsujr{9Ij=cLf%{gBIR14<+;dpAzG&)~dzNk8!O--(P)k_V50Z@0#^E&En8J|^lYGRDc9fGOXe#NSW`o2^X-HDD#!c(PetQN{=j+AO3Lo z5Rf@*|MEgND4j-q-_4iZ$_=Tz_t5hW6l#xW2)@tW)P0MfGNwU9px+@3?p4Vv_nGwu}AbDYTr=EAYb5 zC&8;)Dt-o|EOk@14l<=_|04w-r&MHYlLKXYpWh@UdEiSoZxPjbJyQlYdIUDa*em;L zZeNx9P@S5L6{W=`WG%2XX5jh5OBZfFblsN0vj?EY7cn!KR)hMIQt6g=)xGRaM0PqU z&aB9={dr&aVxJZO9P(GDr<+#WqE9eGf;ze%5{9y$5Yok(>q$Uqqn&T?d|7nB5E zhab>xzxqL9-E2kYQxbMK+hI9H&V+)%g?1Iv41dItxUF8ENk!fRm5C_ z4UoYpe0WB2JqQ~}Dddr>iDf^h=w$yoDeSPH;@z4oyM(*nyZl6Y&Q~WZf*WDjLxdJ-F~x1fWc@Z(89X8O3+o zD$kETKO9yb;bKR*1fLs$v55oO@vu)NibKu_@i?d+0#HJw6fLgUs;&+|VMinbcGDa2 zC~+14>?|#0j{3n;v6A0gxf%KxodmH0ePY)`M3YXD@=zaP#6Dffuv-xx<%PjT$@ zBqwh-Y!_2x17xlI*9AT^nA+fQsN~hY}MY_L{?5KD)%YIjZ_%u1I0ytFNH?|!w z(eCe$BkEy{9dE1}YBqc=%8F2O0UoAdg3VJ~yQ!VEGx>&CuyhA+>qn5d5+_L z+4(XgMh;cHbY2g+ru0*Wqvol~sosX_g?MaSNlqz*R_kFY_?D{zAB9 z=MPAl0?tz8Q#{qLfQ(;-j5=FnD80?(UHG`Y74MaiY6Qm_90ti+|E2s6+{PcaJ~*WH z4P|$M9FM#WdnT~c?+Ns`A7wsE{p6EDMPcNrbqZ|5tl31^y?giIoOOZ*-dja%157=| zxNXgL%p5X%p_2$uTSd310V80z?!*6_ZP>K_jZHeg0!w{EU6#mG2AlLcR#==2Kr)m>I%1EcAgAr%er15x0Q3D$1D|dZKh`4y2K<9pg5$-I z-M@FJa;v#^IB1*N+56*pws|o3&J~__pCFI?W2;1YHKIW*I9o^bUre+l_vmEt5XKINvXmZSEM`p zQG$g!-=v0}LpHo0t|1DxR*`vrrAR9Q0Z}uo=?N`r>`d@qC1gg~>U&efw{pFJDPwnI zy#AXr&7uf4r9lxD;Zq*9ISuhAuR=^%?voD|(1M;+4Vj1!@{FpzX-$HN^DOi8t2|E5 z;~tpD^;o=Pp**M|{%9fRV>Wi>#9B?yabxP{L&@lmGi{nVGt~3}c0F~CuHN>@sex4> zP`9y5agoq~(fZT6L-UlzDv@agdk^j!d|FZ`Sf@NZ8u5_09hZ`S*b-&u#k3mz!VXbZ zSTaB;yS}oFmrx7zom3Syv#krdoXj&S?{=Ov)40(6a2@w~F=w0EbH{lwCJ#uh9D(2u zDS4W%l+Scz9xm+!C0GDLd-Y}cuXW8@k)&aRH7HO`o9e&n{ z!kIT7go{RYBJ%t^RR(b4W&(k0!Nx7F1T4v`0zG~($RIa|Lzl6%n??miVtUHkIdx>m zvoqC%a!surjne1@X~*%dULs9@{)w>gJq9uwR#(WE!I#?`wx8r>E6OrvEFPtLCmW0n ztfXTC%2%(!(31H}RTD%D1uN7>IjoNRd2gq4#y( zF`x@9YEyF7wy#3^JOEL==m%%Q8k-J*RUcD0Eyk*}ls8{m%89A>0^kkqbZ^Fv{40Ai zHOIF7GY`_Fd~i}@(A;~@j{Ue^N(>;JH5?erYyk?1=JwMN;~D=#R?UVbfUivW8yDU( z8vG0Vc#`%_PW5uL-C|phcHzCyFL%$Q_sh8%R(x;GJ?$@pTw>ukEuL=35vhW(33XWD zhi%11qvN16NA{-J<85r_+ixV^k2O+}`aVC*xeG{uLl>L(yEF#=Z{4~1RYhSC)Z_9W zzs~N9QXv25`1b$nEB_a`ICsT$7peb_yueks6~hK=3MD5!(kLI=yL`lUjRhPNj{o3t zkoGqKmrFfAx_imLkN^923ct5E*tL#0vT2R|Ep&+;`|r1a?Dzb8LSUDm|6N%`$e#uW zi{~FI^!}~}15Vk{bXAi2VVeQ$DA6T59hG2S+b!?6+@qJrt3NEfJEB3J*8hWk0IXd> zD^FqisOFt{FoMw}k^So{JR?O{yoOQ5zeO+`s@S=ORZvcm2TUqyKswYP*@duSJBv32 zGQ!SqvjPQyXGXhP4G`P*(bUNced?he%XGktCpRbrLn67;>$GY;S{)(#YpWg_Y{Rt?(opH5>D|Op?CEF(p z4YG;iZ84B)kI2!TX$A7l>Uv0pQ@-O4QyY*H7zEWz6H`-||H7W^0?KI*4JPyKNzy#t zjkfqdbPdp1YuC7|d;FgCQIqVokIPHBKcYa3cMrT$JAHPnNJya8X#E|oSy)MOQtzt( zXZcL;0N3nLRWx9g^lDtRl#fDZ|BCYBQ}lX-E}ti+VB|6Gjk?%((45`XyA3{b!!+g3 z&9^`B$2IruST_((=#&`>)CZCkfPhWs)$w_+yjIRLC8)i6r3U^Bp()%N_*cb9yx@om z-g0Z^fRuUF0w6liy|J1{#V!R>;b8bll!s6l4|p>FcQ7rtrY3Yde7d<<2A7hhEB#Phd`H4a0CS@Q-gz_r{C7|BKs)=8ds4YY(JC&v z^d-=St??t$FjFAV$NXT<3~ZraX3DX>3pZgxFxgceVENRZVcgsS(*PFA|2sAqH*A~L zIviLdt4caPQz$LUOMMfF%&;OqtE#pd8Y)b#e;giDFqE&xUulWmf(_Y%+%9GhvrXrA ztL=)YL8Y&NC+im08s)PK!xT!PbS(r8G-Y!1Cw7eK4QG)k1^uym3=1yn_0r9bdX?hfR2fT>*`7T} z6xj6@xV9@E_w?|ahkh&d?ttZcF8i>PW)dSB$nmKi7YbO8{;hC*_&fokB*KoJXfe88@igaF!qTQb_MKA>T8(aOiF_`om6VA%bRqxa+Pnu()J-S7TGPmn-{&ABXR?aGJ?iY{qMr~iPN)M@EjfI{#cPi&S4Gmjb z4qprA7nH5GX%h6V%#i!bp&eA3(aia$0;{CN(@;jXJAOG}8(CMKZ?AB?M#5N&mt<0! zwYoY!lsqv(vt?7=k?|}JKtQK|Fx3WBw$%REVux81SQw!XUnZq>7fv04g!A+nZGYSg zaQzywaHwNZ;8MwPo<0>K{;D&nJQq0>b&>G;%cXUzA|QPNsA7Az(?b<7<4*;qNi*vU zjog%B(-h9;V}^hT0_8ekXaDp7>98&Uv-}l;i|YE=zoO1h0~!v)(K<}NJfiR8)?QKb zl2QD!MEv6(XH?GTv78tAw(0rfH{)%9^uT+<_9nccFCVb(-Y0Iq9OAY+p*1_RzHX7N zk#?!?D=H8$TKu9?tpy?uzmL;A=7}6qlPL|(2Y4L=HL7{Mo#dVbKEYvs8iTgxZFcU1 zd8u@3UCW3s6GUYcW*&TU0hl9YQ#1hODe2sdBs&*cMHW~FEVzrqhANZDbIv0bhXL;8 z731mlH73%1Sj%MKxjsntw5O{?Ao|_8QOquq<8Rmv32xH=W9deE?*SRU;Q>P(2HUj! z#v)v2lYsFKL^Af_TBXMqe+1CTfwxwv2L|KA|ChMzsl8^*l!e%%$1&nAfS_Dpu=61{ z5}jS9WD3ZosVzxRh5lj{>%$+?RWfe+uIvO zQHhD^a_$&f=wHS--BqM1Xt%J>h63BASxAb)hXmwiv_<-q#!YhP8|2g9W zBzN1{Y??4_{ObrIOu*>|hn&-BwOPf8TRgd?sC8RvT;)2e6@Qj3$lxXiB#uoiOrS1j zZr|D8_xPs53dlh{fq!$wNoi;D#gULfzr~pYL)0&~yH{Nw?YM8LzyyH3TGY)_gz|SD zE8i3%3(K~6L`tm>KIDPX8V4$5RUZv2X|$K0Q=Qcr+QNzytkxlSH8&P8Dz&ali|_Z3m?tqthZd2{QS2$bI(B3 zzTDmeSIKR<{gGZf2)7CnJg*;+1bPJ!FI>6LS$9;dnNF=r$>tbg(2|8C}@8@*eI32c^lDz!yWCBt#P zQR#$nX7XN1PWqzwkr#r{JeC*rvKF&d_}a&`sz48=O~28-kuDy8q!DkDs+jkbBB+unR3d`-@_(5+Voyi7lICgCJJA==cP8NP%5YBSd17g$4ji&alQPasCvfWVB zZ&-0{tsT{%l=`P?mG$#{j$Y0yk#<|bo5;!?AUE7>#S@fveuVS^lm4na`YQwfEg#bGKC#xQIG{u&W18bTp*SgOb3 zqxMa`wc5vRf#Y73#z>k|_fKX>t71LikhZm}Mt$BQP)19O0ttq)gOuGU0Rq{Fl8S!< zz>S2`kz#ny6t~Lc)f(7HYK<#L=UCt~ZjL2|N|pblyw(0{6VxoMJfP#x5iGqk>Zne+2LUp)(P1DQwdpluhWU;1fQOH8F`coXa?Z34*edy4x?W&{!)0w57^BDQbidmw@RtDki6w{Ed0~v zAVsQ)sj2=l#%OOMvg=Y{eW`>!$;rLR?}07dl6ZBANZmgSgaJ25@DHosr2UBZ>Qap6T!rO4~^hYl6~Lixwz;!zrCTP-^%Q(DqghfvesLC_pjB)Djy z2A^7^HL9ZGqN~sf^GAOkOuLwJ{?JeVM4>aUkGed$uwA!ORb7ObsB@Q{-|=NPT5qWF zKT9aV367kh&0TnSbI0{Xv&ceqWXE=ek>@(--GrzV^H?n;g1=M-3BT?Zpx$QBvs$WB;`zZ zkjjk^N)lTKeP+GPex6)ihDG*a{Eza6{f+nVUBr#x`GMA1V(#pF7CfweuT%!^KFifg zNiP4bq?D}Ox!OZUkbAkcC(CSJ4Xf!BB|0H->CJk3mfO&gLhkSH*B0N#T^gEhs$V0$ zp1$7nE^%5q8J&N?wX-iOIJ$4=`E5VLgtta&SRdKb8Y{Q{tvvCdlya`CNQPU13C8wDY=h#n&|T5$a^>Zpx1%exa+*uF-7@pf)lG(Me5a~C%pB4!shzg z`c3t{c*8#rSLiLkqsg{YtxDyA-u63r8SD|q`r~$LO%pFdh4byp(KupjNC3HaGd$(qmV!-;ak>!t+_+yKe!rQ#+b#cPbU~+9@BHP~_I8773zrD( zzmjV0U7Y$|Fc81#WL5B_l~Bk>i;->Bx2MwlKH}TUUq&(%!H6Js{-rEu23GxaWS=06 ziLbHE62L3j*-q6U5e}wh+{_|i{Ld`vk!9(z>` ztnrXHX1dnIx=dK*yNJFmc9y&F8k;rPZ)C6YXnY1u<0*a3kJO_SzbcO|ui$mfJGf5I*BS8prqYsV#Y1&WI@*(H|JO|der+8L zy8V7O+Q*3dB2H6JSrZEebj$pT zY7X9vFX0_uq0k*S@zo+!R+kkzrCzf`-|feLz@O9aZ&&5=TxpsW2ux0yQh6Uq>K8RC z`h?rMUV~aAiE!M*v`yOj^$f0wk4s<8MDi-_WWQgQ5qYKt`yR>Hf58W5xyig+yKG&} zvq~)r#hY6AAz!f3`&E0AAdJmZtciZCdTtbDJ73R~##W(+DN$H$D;=kIwB#;xc%Dgo zgjv`wTqxgcauqw-8bl#=glzTk%?d2&y3hfk>Yd{>xw%knyx#)ecIgBGezxRqfw+FMzp_m82d(mX2TNcUR~z#$iVYR@jgvU`kq+}CkkZyk;SHXw=DSZNgqImYF{QVyg zNd5TU|7r`9dGMdl2hOV>yt@z5U&pOny~)Z(J~mL)d3S|Rr}%lsw1FWVQ}?Q_RrAy)l>5Bu(0x1|3bZ*3!=xeC<-fRVDVwL>w_rx}5{z)_dl zlFXgGiiXep_-IXE8;Eb~tX*7SIla;7TWq-x>n*!CpCD;g5>R?D;#q&4B~&c|7VxCc z9)4rIX=1z!*@w`nN$(s!IU;v!CUR%{<^stebj5e4PR=gmkBc3oE3rG$SNfuj_dxH2 zk|>E;E%OWMMA5X7sxwnKIT3o#Hvw;>bouIXi%VcfbG6~0>vy6)d2r~2l9}qkF_Q#-;+5Ot#gycdDU^5 zqB1G@(`jKQ?N?}W#IgD>b${+g&=Fv;#d7KIu1Bx05<6K#7*+JayhmS5w0J`;3^#l; z4=)zwW6)|Rk$>I2N~b?pKk;Y}4-OfsjM@lZyUZUIYhvn68@OAswvgg6q3GPyH(B6+ zgptu!1h1KCh7Tov$iJr{Q|%A*w9a!C!N7&ib;og7mwEfADJr$+S>u|kSy?bV4?cc8 zp}I)Hb;f~-56k1VSw{!XiSZTnGQx3DaZzdC7jG#^q*c&lM1-c|1hrAwgDQn3EzUfA zSw_Xf-l{-9Yok3wGbjff5(=qC$-L=S^6@GrIiV(53nnX4K0hF~_5udFkByGk<3iIe zLKBy2I;&iKknGI?r_whPnZL$qnRTQJeb*_)l0;9b(@t`DuM?z531*R8U>-cf@Vr%9Pf8XFkc;6v8)Z8UJc7JAc%>Z?|~9o zPRjwE+m6wE5n+dV5$kkat(|LdK7xI+Bhr7RTxnTsD)TvFc-C)9Y4(SEjEpeolt(He zDCsETCgK(yp79n>s^? z1~}tYXUPf!yX)mE_B&+|3bOvri676U^9QQ@cMhzUZnlSsRu>|yfyJjG2Itq5}@xvuO zd9fT7)Ib-U@z8FsKg{^W-Fi)(~AYV%D=cKClz>U;qFT}bf~m^oeeoKoBE`7 z?#3Jk+1cCSfQrDd;(SlKoL`sRx;Gx_=k1yc8QO=lk{n^K(m+V*-&3Ij#yD6hQ z;IGoIN-Uf$q{b-{2mTY5#0~)A>sIlN{{4Z0lkBw{bC10p2>%yz?-|w9)`p8>-xg#m zB8mdrh6n;GgkEKXiiBRIi%1C&dXbKzs3@S)Ll+1nAr$E~3L?@%4FN(CDWQcZA+!*< zGnT!-^POA9J>#A+?)u>mk+`zTobUUzSBL3eW|X5bRpw{*2weR+wY{idgCbt3Lc5KG zIJ4MNCBs$rS=5d?(#(f|0F-S>wPe2dhr7D%63B8X@!K3V{L7#Q-M3 z-?PtcM7$CMM-UI~)9)$UexC`h{S>C$F~kG0SXYwl;+m3+u zP5$d%`doj5Q8=G$3XJjnas=uG^mbd(!}j-z@a3l}seNNrxE&B7;dzJh8Y4cMCiI!p z-ja?TWcfnhC>x>S@{bolvpzD{OLL^p4EOn|!wH+{Kd_dkT!pP3wmn?G{^84!!sCb5 z<5DSRMB?_=)M0XvUR(GU@+>LPdi?!|UQA&-1B;~j>B{9*qYbecHT%4cD&`SGwn(AT z-I>!&v%z(F39eibgqp(?Lb`^fpG5TqPUKi4zKwD=T}uqoW$p)eCZqHmcqNX#cxT%- zBw)@T^Q7Nl93udPtUabUpUz zji_R%b6N)yyT5$9C&QGmP`dw~=KIauryHnz`_ZaoI|*86$L7`EQs+oSJ6A+u!tX_AxQBk~2U`B{$Lr3LVf0ON)oq?dHCh3WtK4xdz`j)I+BVg4+PLvOP-U!BX6 z@Ih>6u4vJROjKYkV+Ai+RAZi`s0rOpY-)P^hCgI0i(OUonFAsYqB2SSuzYTV%Ka3r z|I`6%!dbJSa`~@QbdH0n6@_S*=PzZp6SkQPBSQWL9RC(VZE})B7b}> z&E8^xW8y(}mc-0r(`qiACrNW3hlgqNfAu`xi)?8LV$cvZ5bK603x=~=Hq2#75A}tN z$$0OmaZ}zwxc-pmsGYRcji^aFw z^9q#4Bk(eCoqmglxupqqq!OBF-)PV!p4FDs2vWT<)5QTUtdVTVg=}h*Oz-!?R!t_2 zi4i}E1bC4`50~$hvPyjw`sl!r4|WOB0w4aXZ$;ldk45)c6Ek$U0mi7Kp>QESorCygI`_yG0~H8nNRbWt&0&K#a64uYvA9rEq)%0eQMX1<4jY#& z62%i{uvf)PeVAHmkM|7GYERgO$gM6A6Ql1f4^FOc^vH1cCfF-SYUDy5*0@Y)ku(eU zKZb^u+-=z_mpJVT<5MSUGm$ZLwWadp?~=VB}|tW zw(ygi=0NdS+D1#(hw$`c;9=K$rE+F(m-?4Q_<#LSk2Wkp3j~$uv>ChVCpaY!*xdm$ zTs0i4;Tza*cc-T&&CPA^TaOet-NT%#Xu2?zQU1`=MW9wf^H2Xd_l{RSGtaPz5{9pl z+V9hk=a*Sq(*(dwt8YAJd;E#mRAse$`|GRLNLH}g`!=?P^9zq9mq#3DL%+T z8?5w_^^ZHuul&tkJ<9`D@%93%V*w#OS~w-UD`eko1qH5?NAh4}B4uGGajOL`xrPfa z!|zB&bi`e<(uDmirC6L&dA17J6dY;a8YVeS6SGIgi4}M(RG-|NXG7sY9yV zm_Elv@1yb0hHTTHTvy%X`eJ1=n7d4Zp{1#nv!;xk-M!TBjUY>fn#_2*Qp%(lp(b;c z6o$1?sFVJiNvrhsF~#C^IC9qE=W}c>Ya3;CGdY+obWC$N>imD7-IevZ}eOUTZAG0nogI1LwFceXuuiz8Hf2#IZ z{j2Og#1qoRD`zqyYdBIob{MoLu{ygm)Z|jqP-Ull1{5U^iW4G{{H?bK_vOI02#0d7 z1#Ljk{CZtt)706S?$fMwFh46-YS2XK+JI38Xjxc?visQ|J=8zl&KD2eH#>DUz+e78 zbR0LU4|HXVm{uu_qzblcTN~d%ANVfBW-cN0PcxP9qNjWJBK}0=WZ_@?--I36OHNCL0*J*xKJBW|HiBIqww83XRf5Hn672+1zkZF@7=Z=ma zfsEJBob5;Dp9wjIUVOMXi8@N2S>LYENFKQ*=Bfm7A*naIx|-?~SG#UVD=0!Bu5VxE z1&7fCsplj4k7S+jwS4#<=}&RBIA4Q3fImY$&Gc#m(|45`ER2i&7;c3VeV#&J7Cavf zUJMmJ`XArkeb4d^o{aHMU)|g=%<|+5&r&gBYS0dzF^GZ9mTh=_b<-wO=`T~UA((w7 zMrBk(eSF=g5}JxXC+6U~s&q4CmOCRhojmiMo9vigb6HzN!K)|uspI_$PPxPL{j1rw zHtIgFa5W2Fvm5s|tEj4@GO4w{BF$LWn_RfItBWU&D?inLs?+nB=bhHkDve&_sy5NT z*IR|GS`Nic+T(k&@;4Vs#ba07&6)+}#|{TC$wp(AFn9a0Ie9Kj`ex9XrJ*X#bg@>C z1fDc>U{7%B2a?6)wKO=d!@28}x)Ly^E-=ZiWmE7 z?l#F-`|$kNL+n~Ed=-zE9C>p3@$)_2?tbDCX3F{seI44#_ILwL-BjeS2NazB8Ug$= zWan8zzPG;pAG)vP=HJ{h&uP9KKJMJcpr?a0-hUD^&e zJ>?i@&tIC}hIT!G5S&8hJ@k~4owjM{tzvOgu_$Nkqfr?Jrk2auRfFfA%bVL~IYkZR z*cuI+#q_LocmQm(YwwU$PzqnVsU-&!lYpqgd~R%pzme>>?45QAq9@F2r$i>W+WPsm zj2Q7ORb*YE=DNF%9bw z^1%$Rh#%lSZKe-Q7BJY?|La?a3Tyv(^W_;a;<5gDZoV;kQxT(RU2Lr!om92Ct83G( zJJnaq{tspGY3;r+et|qf*FL(AnXA;t{QHHJWr0B2&Mpdb@BI2`?mkX?cICL7vWZcm zQvCfEVdGZC3v3FPV)wW;3B&$*7uf7=u6L=<-k>~C!+GFtufdMp4$Ay5aPn4su(aVx z*#05;fC$S?X_W&olo<(epfgZL11dg$j7RG*R_sv)564{IBEAIgLp~PotMw$j5w{Wg z&&_=A+ORuq{EXqkw}2<<>czV=NEcuBt8#u_a0=#+x2ryH_U*eg`!?%5d?hclaj!^Z9Jj{7qnD!bItA zioVFYQ*OV@O{4PGR-8)dBjG6sH)9_0zRu0BqYGKBf6*)Vxd~gs5ybo7tKXLfW-FV7 zMa3Z}#nYscOpYX z)vxAqo2GrlcvPkZX5x6ZgF7~NzPEk;51JHu(Dys|y)SQAtMJd`OM_o!;lF3^Hkh^Z z7@LORkG0nA{{dn$_XA69#^dVYon0dC&;8fSZp{(up6p$L&EpkJ?51^tzRjK%*|Lp6 z8=x}C>D5p}AqHz}=&-7_ED15i2JH1Uy#FAhMlG#W_2fq2QXq(KGARo~JN*K9EDo@7 zPd}rXNC4DlsMI!Ej{NvHgoF|g@N7TC*!cYI)PgXZxdtdcz~MIj<9vi7cg*;D8qH)q zSDHhsdwaoa)FWJup@H7`Eq}13&93K5^`rh^PrSG%0{}?$p81&Al)#(NtVS=3rw$C$ z^2^xDU6s=7JMz{q3(e8yoPX~p8j@T7huGFSvhD8=zM@SBQwW*RT~mB*gm;E!gk`jw z+GBzjQFc7BWE10he6B0=oc~<$Lr~V7BD{s|9>4hOB4^w*2;Hf?-@D2vR9)&2Ve#>O z$}LT!2dQi$A==t|h-epK<&@Ie9H->Rs zVBd}}ODpuPizRUBjrU#i6p5ctMFc-Ul|%1M&70wQW8Tj7_jE6u=GE#v$SK+n z1z?qZf?aj7u~QlBWKJDJFZE0l>($8hjgI$s>ihP{dghC$PdyC1lDqCiAK0!fl%obf zJDD_`tk>EzcsRoVsbs?$s<=MI zER`Pl^L#2LSP%UL%iui6jjenm>|4!=J+Dz z$SWBQ^h?~@bW^go5UW`*u+H4!KlP*rp8m`yG2I*DI zqyBxV-gWW{6c09OZjg17r5!D@cJ|51_R=H{)=5Z<|3H{zJtp(y1mL5HyNu0t*NyMj z31}0;IH8Rpq&qZ>Vs}$Z@w~P+hhM@uc{ZI*56@`f;2Upb%bl{1L(e&1G0l8bShIW| z8R6Nw++;cxsII2o*VFaEg8p8C=rr=lLPIY0%=TQIb6M^zRa)sj*1ScVE0vif_QS~y zK=z)$z&d#hGpK}p7c@M$rIh-;NOs48Lj7I~f9pp(F(|*7KRV1xM;Ch!+0_E1%VIBE zQ^$WcS7Vp;?Ci>GKJEXn_NpH~dU6CN5m1fV_3t?>FDsmm?UN$ZA zv3(hCPq;Yx0G23FyZZNsyU30})>V0*6gT+VVGhQ|b^)qo^rk^|*D&gh>(6TcjcM7l zzIgca6%OXO_f9WX$6}7Dwy+0SKH_AFxwe9$&g=1qK9==T&Fw{TX}O|p;7QlU0V^uG zu&lQuS$$?yuExU4@Dkf;cSU3Mx~nF}5OmhVprL9{?JLaV(M)OeHY1lZ0)m$$)sOK0 zUQO$t?<=x|GyH7jfe?Ukl0H^A4O?s|YsD-243X1j3)htR+k3#8V$k2H$}1<)&nso& zlsxux>v^BU;#n^AO&$M-G0{2N^`F^r|3!na{`v1CqmOlGejhrHfBy3spj!L?h;^~M z@%8(}qBL8^?v@q}y$24Va&!iX)fD|^P|at5XdB|>!S17TJ+AcMZMJR4zqwkRZP|Z#>R-dIU$*m%rHXei`c;oQ?I?bB}Ph_MNij~DH;<@4eZ z&B2$!IY*}QDY?Fm^M#LqaTt|>BYyp$&GHvBYT-M>vo+j-b}FdJqj@LUm?ukUWz}nU z$XRC9uHX1N?J$>J76Em~lN$ARypDu8D0A;IymFh?X@(wSxQz6cBSw&4?mQ{P6{Vbq zZ`vX2%~SJLr%%QeB7N%oQNH38G9BV6m?|qu^{QU9z~a>dw*aS9t6FooKP=V2O)Iw* zS8(q8L5YcEThrpzK61MGWO+PeA?V;3r@c?pmp|!?M5_+RDdr~Ig{1w8Atop7n+siz z7pT)6N#75u{To4TUil)A4NB}669A%&Te5oMe^U@ogsVNOje@r$x0oIAwT3Glgc%}v zhWz*)nj~mW;W3OczMi7^fO$?t{=%BQyU5%mNMa^Sjwk#Io%pM>ucL`gMH?h7>sX$xz%VGAk4sixJkZFv2uT84GFk&6!5 zZ2n`dti3cPgW(R0DoTIb;r}{VW3*Jm6@XD@(bd9LlEF$hPKl2^FVW~}SQVHF zn`&8l*UX`75q+PzN!T5kmONQ7(Tc0Ui!VWM_oRr`do5Qon58a zH1a=YAH&|^q-wQ9CHwt;*}hb`kMD43*a?m7co*l-F&t8|G16xh#Z+LRT3*-MJaF9 zd8c(l%g;hATJ}-i(7xnOD=ZaIK0;(WLso>yC(;~!Nh8(0BdbODIQZ1JM^h$fl0pa* zxssCYIG2cvUhHlitkoAlvR5KqKXi7cQkVwV>(y`YT=Bbb=QzEBw`r!la`BkY-w=RY zwc|VUn}}w^MIJn?9Q~16JZ?~yC&(ocJ9h*dEGD0sV0i`lVbNgIN4x~V)7N%zM`Q$h z1J_(F-{2c=m#Kq!UvpC)+amlmo=n~H!S?hOB99#s_N}2EJYV(Uj;-2_REK&($*qvc zz$F!h0fpgI&rFXL=5*ZYjg7Sd<8$`j`SFM%`rOtW?0Vx!a@qJjAx;iz-|?8|Ykhk6 zGc~13t)FQ!XZo@3Pa3pb$(FaC8sWQr$$1VVoVZRGV=1Afzf0=kcm%8CX^7d=CEu8B zxQcD2juqAu+4fX;2>yC)xTox1|8w#+@8>W*sqJ+J#wEMrWHH*C2c59B^_XwLYjIj$ zSn_4*2aldw*X0jVFUl@nxUHgaW59m!T&u-?L2E5`B~k_2e&6+f2=rhxZoW`EzLG+& zK<&q77uyV?;7Ect7o0!7z>#qO;9tFZH1q`v?;79kvZjj4X<*z+RhCylRs z%&i93=F)67(%S|?FD#s!-5f8uyMk|%*7qMZ^?n2`@3K+%SWnQHz@itQ~tuI zl{(Ydh4$Jf1R*XL&kDp&bTaWWuh1sj5|vVY{{mUoiEu!NKwGpEzab}?@<8<9M0;3E z$X42th`puQqmUa4Yl$?^@eob3gv(v0wxvuv>#yk^oai0l3Vk!BIc~4`KU|H|q5f57 zrxm}h1o-jr`wiV|@#2+rwx7JE6)z&6Z(zbjIh0_Z?SJ?WV)Ft91V?ld(-cya&qNye+0wqg1N-UQDC*cB!Od-fMeqki_E|%*u1a4 zgtzTG>^sd3+Z>+(F453JZObRqnaeSS3}u9KSdF1D=1uB2y2p}PZ4_^>kzc=AJo83h zEWLKOxD3`!FC{;F*EGS5>!4ETW&oo>XQcPDev28m)7+chqtj;%jBq!!&I6rSMeHVzfg41^x^ z1|2M4kbgc9G0L9B%Nh-i+vqbQ`r9qI!7xPYcEmp9U1>feskB@^<5hKnkf4;Rt zDz&U!L^MLIEt=5NkTRVzhyLfU3cjVffuupQy8cK~Ryxi~#|?YyppC6rMu#RrPoG{X zD??2YuW;(H6ZhC5^jNUxaemVNA-%j%ujY+ZKj=U|dj)j-xDf?mIX6qqpBTox-A(x3 z>2%$f7GHZn{~SE*9%qU%KRGd%t~U2A@A9^(-^1^(+YiAv9ZS{gu9=nq^J$`)$DI4z z$y6b8Z}?V;_ICk6p9|a4c%zA^tzx%bpY6-(CAF<1g+_9mie&~By&ZG#>(t?f&clK- zJ9nY;=F1{GPXtekx3$aKjr2HzDl=S3(liDs0t6?b;H0amtz84r_arvIcl!hF2%g+mg|pV}D~|A(TTeC?4?@z`MQUa2 z_J+LQEqa7@@}A;t{IS!QO@bFgx{_9Ne*{h0wSe8M1n>jy9T5PHlef z+T>teU{I_kPN07?@`{cx=V*@8SL)lh-7#;qluCUA|J*-;*z3oTd7eJU;ZSJD9W1%$ zdLbCMTID_c)PG{4R`JqBJpMM9f&$cmjNOZEfYWCi#6H2^&Xz1q>_=3#B z{q5bwE^v7mSf(js4L*)G`Rlv6MZOS2N zZQY&e)x=5p?P4Wq#!4P?MFbBbI#ZE;ov_(SP7-PBR%&{TqvXfE8fmoslD9qA{OW^E zi;QT;vBqKkW!|@OD?$^x>MU|}-}WYdB=bS}8~nGa!{XHS1f>!Z#G`zkR1(+fmpb2e zBA34n3~;d6$>!%$U7QM6Jf3x49&gqZ6PnME5F zqWFTcsV$jzA38dYUY-1#Yi2qQVN*>#7^OGTupRPFWmlO;dFNn}N^$vi8_ga+8?Bm* z9z>Cs{|+IDpgB5TEmp73z1_GA+1cmv@yqp2hurdMqu#QLVeCG+w4=($mkSXY*&c*G zv}*`G>Wxr2rEr|MJI@qtl9ru)psdez2A(UA)8An8-b+%#cm{JE67~YKcD9Q@IQoE; zYWsL!?V&uw4o(t3>R1L}n5$|Bu>YZv#!rOL zE-c$Uf{vlA03G)9FmJbhG$7mktYYoa5szQQN{V!Xkzn~=k@Z*5u%uVJ}$+_=q z?!KqlbRJFKzi>%@dDyV`!V{R#$`n!HQnhuS&&Bgj+V|cy%lrS6G~^>rohqNYC= z)<(C+7QcAmg|uPGCeo}57eyqBw9QDnr}Lx)=9QPu)O}n2i&y%=TJ{uj|8UaPHf`B- z@s<`D%3fdPgfrp`}B=#%*um(7L>gU?l>II-l_#UHwC26tk)p zxjF61e=<1CVzs1&24UnH`p65Ny}3Hls|sNP1ir(*on&M0_^;6Dcx~s7FM)|67v)!b z{$}{;okkmDKI6n#m2a#+H%kzv-2DsqVn6Lmk;(9F4$6J`@-ls4SQBfeJ~-_JEs3!k z+RY}gd0FG0UId8NEA1WZe0FiPI|%=+*}fTOwrS}bDK6JrEE)$ug??izF@wg9GH<8t z6&6;bj#JVHc!?ok%p}L13L2kT;2MqIO1k`shMM^}4L_zDR_Xb%S7p6;6o#Iswb07^ zDLyr#p<|sKw0rc4%{vO~H$&gDp`ymkd}u(la@D>o}#Yr;g8(* ziefH>nQUW=#g73-vqC+x%Vu@8dzl&!`+lu=->>dgl^mKT1;M<~)nAbAwJbW;`U$fiM}bH8;E0Du36%km+xd24rD6cY!_- zbg5LzYok#^|7Q#mh<~cUn@()DQe5^ zl9qiOFyo7mrEW;b7_ZM~+d3d1 zNe%hRtFTO7T`sIZ4!t_|-u3?(!z-^QNi+rt^)?s5mKZH$#lFX4(?a6&d8QIrr!jI( zO6Nn0+#6@QfAD8n`$ZnJK^MhSzhF=p3l!0)-P9p0Gfl9jYP?Fp=FJ`<+oJiRt9t;eTgTFqs>H z-)iTUWqk#(62rbF7y)q{3uUj{ZgD0Z%Rb40;mr6Z3mM7b77#2#V6#&y9O_1LPqsf` z=H0DXxNd-5$X%MMgSdX*%lt;;A+1^suUHYs>~bQeyrHDgTsAAs^A0c!Y$yy%LKeGOm zB#W|n`Uz3tmdcBeiga5U9FYu5euHocYibBfvPU2l;!yn(3|W5(Giu0E9lPNC0M(eQ&^Z08!QLq zA_F)Q^Q=f&f$=rhf34-}P^E3fBL7ft@L;CK1tsR}c(4YvqidqGw$OfSQ+3jGJ!o3QI&))UnD|62fDmTVs9 zcFU~PBcNJNH!;1TAj*L2t07yZ!+!|re|*1Cn)~-1Gyf-g665QCAf#_}ZsQE~a3B2Z zrL6aae%0mK*#!{vE+GA0{;jxonJxasA+c06WiCgi@W0{d%`{QPwBdC0$boKgszT=e zCr|fXPkA!BBv+}ST`zru;XyOP309$o6ocNXD=wk;M!SVS9qm(6G|!2(D$!pRY9SV`Xq zIf+vlT>P~xv3~Ux^=tBbi|;vmapx3hqaBV5_;>g&376G}xyM`Vnc_|0?pt=V}W_?`{Mog{pm8rZ#9zE;Ph;DbCGqj&5ipCIkv^xf9+ zM*?m(L~7R!&XBIOk6}woLYM;H?^^#YQgiI@qqLsk z!nZSP8ioVvz~25T@I)4t#5n~x(h=a=1KivYTs(!|9C$j*%E(!_=|Fu1h=pH&A@whj z5&Kt@)efE>i>$4R!nD)G&yCYhvL`z` zXCAP&LV%bJDs;^m`T#kGJJ(_%M1g8_hkOdjT}ZLv3A}v+5_z~cUq%>0CPN$v@_JGu z16otH@`P&JSU~e*-tqBmxP9d?trHy$e--3k-h&@uz>EBr9inQ8y_6wOWoqpJA)>kR_7z&I`Ao-K)yanYKb zkbP=>C{#|Hl-zu_1AXWL1Z`!;ahQ^GDwT!i?Dkrpf$t8s_s_=4I*ly$0`Ws`Tdccc ztAf@h;*wc;J`h6W-AL!b?Aux{NDKO|Pm*`hZC_!;^e$KEro+~3vgqGFUp1|F#MG2J zWS-fIh{(%{R$}OiNs|y=OYvJEQDVYy<-vbc>OSc{f2DfL;{{y_x#?>%uC-e5=eW`I8LREyx}S?KWZ=< zEM$dxCsf0gsm^7Fn9Vig<9BTA-n3rM_*~0{f2(2WO2(BfcPVL)`rPO44Vjr;=}19U z*yJ1zW6VSB>$q#ytH5Z|b&>oV_fnNd1UR*l9n&}7dweAQH! zZ$IKn@bj;FC9$Q}&qo6w>d6P_J4^?z=sMx=-o1kqxtdw9RO*sgGo4$00-!ObNJ8H>_EE$89f|0NXd~ zqZu(zM-jQV#xD1ylq%C*-eBX#oMTMO^h-RsDJh={EfpX%XwN4cYYV0@OJ9N`I@Xg z4Q~TOJW>rRRk&o4DPk(rdd@Wn;_z0Bo_A=Ej=Y{;uVLBJ6fNoN#6%7krb0$FCF(vO z0T_m0&&3}AYYq+4EgK($QEQWgH5V`??{89#m7HAlA{_S-b&}(CHK4bNwQ8qg1HToq zi#he>@dF}>%Fx$@*=wGUuqvxCbiX&cV z_kg8osEhWjBoJ%|rd%~6Y0cbLVqJYnxBK!e;itYLD97c3F&%Q?r?1HGEWWR$2+U3+`h z#(R@;p!_%V!q*tm1X=pJbK%QHaoPV|m9fG@%DvugMRo@~?NeQ%?Ou*#`~@0_%DV|R zY#U~SM-%c`hRc`dE>@UX0zC4URAlk=uMc=1H~p`~5Vh!aq*mzZd<*vm#@)|%FWZ;e zKSPgG-29RKE(7kS{3*6={(0_UIsnXbC;$2YwgL%me$Y&aUIPE?uR}EDDdS&72U~)| zzdvGQ`@c2B{;w)Q{=3uZqq;h6s`&mBe3*kV%SFo>Edk&}dB0)Lzvm;m??1B(|F?)w zvRJy}!)$^oKaA57??J>q+xxhgyRFs=0F30lsW^$3shJ}P%{|H8hXN19&wEq3#L~J| z-e<*fL@O%vZ;cmJ!vE94`_=P2Ezj}hn)sEs088+iLo2zTUl$IuW z*`$8Z0^=}U((&s;2qygye>G4~?*2+#7ujW#AwA+{BL{szeI66eGVtaAQYKLYFJ;LC zWIl$vVI~Q4+N_&uEc@>zW8Fd!%nyW)GAlc(MS=^}qf=2pPoNgQuXXd$)sC_0RaLJ4 zb7w8AB)A(OqwS>US(f)-sVmAVCnep0Yyl%GSB*uphbPy+!bRt%nYKcx-Y@idYVvgN zvPqi+KuG|wehf$-0eWE4&8|vO?C?8QCT26(iuDI>8y42eBlU;j(g)Qg8m*W-KCiD; z!+F@D{pr=AY6acVsoK6ePw|ny3hcYoi70=Ycc9{$nxDt+CJ(7AO1`(;PD-Su08rX) zyHW$d@uU|(PI z+Te;z;>4+`)PPqwrHt&>kTG*YUR2On>YQf!#h(&S$Dyh9jxj}`#j07fk0Cp)Xk!-E zQ0XGb&iabf&ZZ91%0Oq-Lp=G@4{hhfWmhdW!O80kHU;jDKUnRm+l34u{?)mx*V98^ ztaOb-#AmXM!jvyOz;iVz8n+^lGov(tD|tBn#Y}eSi)(*M9D+vUDRbn5CBMB4M4$Zt zBK=Djh`oRlRs}!tq{*U$xYd&*)RAt7fFt#%)9}RS^E{Bg{ zY??hfs|$H+R$ySgHw2!;k)Fc3z`$DPKN365Nx-|*TfYnDQzf%H3!V+oKGZnn{Usqm zG^%s#4$+Yy1p*PG+T(pge|=18Ms<8b1SF<--0>atPrdHMNT&}iQAT6(ui>}b*OTVg zzTuPxidF)_VC)l|7duPF$q-N{Gb-fH4El|Zq4f4xF|Bnj0<&qc>Xx*d48z(oKRAUS za}g}wzS}`Kgv8-qFygxK<;&U(+?D?Z*V7+$9xvH4v#}Svc2>tVk|&d;SN@;msj)$$ z<59cVG+xE_c^P6C$XaoMPDH9fdo;#bSt`T#6vXvtCU4E^Ao>ZO_%|lPQ-oLw&*Mu? zM)~NlKj|;XoWfL~UfwwA4R#Dm%QVx<`&p)v7>pM0+o|z!YvHQ_-cIAS;ewYxTFI@R zE_!JFRFd7{~ZXqjOI$v46wWgy4@#vR|Gxg*yC}BXxn+8|P?ho3T zJz4+KWjQyQf-wmJ8cE5U5{9vD#xA{^O{XL#S469aWN;h0Wn~ai-TeU^Lo|qWII3F0 z`c_@FO8LEIO-;A;rr7nRrOQr42*KVO?sW5MiEnog^cp*Qd7-D>C^ES- z)X`9Q=s*|2X(F}rO)8I%v9BR|#)*7EfVb4@uPanxp!J^~(I!y1DFF2` z;#-rstsSr73#2!N;SD^vaNy)*q&>I+XdTC=GM>bN)n#3>_%Glrffb37F_38I1Qjm= z*5EdmAVu$o?Az+YBaPwq0w0AVV6r_DGO$NGdpV{6k8w%pZG6pg!~N4T{`jDzqJ9H| zwCDRzLTRh`Tw6t-mm$(%BWHoePC^ruT?D)WgT5LPQ~*Tq zf`8n7*!DVFTgFTwRcS4*laU1U$~onzIpE3ePZs0oP3K>S)UWpqcU8WRM zhz{ZGMt{B~_AT~-1oO`HJ`Z4J0K>z92Hk5|Cc1=zu^cfiuXfVD{w`Ir!(@6|mix=K z9pR|{Yt0U0)em_!Lmd(MblEmYN~=Wl$zyk*`=9Tld_Tl`E~d(kVW!DPi# zD+uJnPU2viw!b=3aclFU$enk(z=G+>kgctEI*2u?Pz77(fOlw5Lv4cQb`viNqW1!M zMDhey=L6Bg{~E38itWZd(qo@&TGACSH)932PI~!%iUe7~Rw%n8pxZ!~{4_sKczsZy zMEla_&t6;kD$Ad8?1gORR{2__dE~897H8#4G0J2B`YL;E`Ns}lhTwdvvp8uvKZ5HPNT>Ac$RM%yC z`vrdnGpW3=1JDC2tvVx0F8tzw>dJJPCRiYahbH{nblquC-Dlqff8miNKax4yy1Um(^a8|*v6(s|*5t$uUd_Jcs`jppad zPf4+9m5Ijy8q@%*v4=uRM?>Z(C}qh)f9va(eHt8Nb$yU~sjt|~6kr=f@l4XD+I*_b zq~SevQ1bPb79$e{8bhi|kY>%w=_1D1I}sI7$9WUssSEYfVxu}m1^We{P51r%k=Mkd(tS$u~u_h8~Uh zR|J2MJpLcAd^}pJ~?ap9*+RsBH@>(7uQHs;q{qmnXjr1Lp#yBV|6MH~Ux34slr_0{?=^Ty9W?Bz!LVY}1Z(|U@h zGAd64^3aJIoK>?J0#)S;RGknAEYuvO{=7&zJAt(b*b~AJ=x~O*j8>Ct(SK?>to+Jr zWMAm*Pcs7Ixdj$_SM@`MuaoEEE{-b_qHgjRY z#-FLw+gGg?yB8$fSo})JN)Y~O8C1J<3rd`Z@8{{t#j-3ifIr!wJ7OX8U*WdDl+B{9 zKOJx~Mxib*#xUJB_CjDK1=f^nxVxIP3gELUp7&+B_Z+mps`&ZE84{zQUQXMG5t8%V zL3DaUZK^bgmKkil-Ftd!O`GgsxZnd2L_>qWUoF<;K6TtMmch1O0ntgwPE+K`t8KAq zuXBJZXrnO$56BtERTw@iFX$w2vJe>Q?fsdJH~K17^4@Upy-82kR@pPN_;?o&&H81z zi*~H9jF>ldSQAut7-w=N(o{l00Sq1+)o?3-PulESpr=1aMOfh6a|>MfPmzN>|T`NI;-uq)r7gRnn)l)vAhB==pH6Dtl}L&6x11z`P3;9 zVx@beth8|uk5j)uUZc>5qkv3a*gJ zK`l!i{>%}W*jbFK?%{hIhkO5}P~5Up<3 zf7s9J2@wS&V?9R`kSB+6o8Rp=I(F&2HFx08AYbRtWIb&KyIG8Jgc{hTMtN7U?0GB( zzbwp25SX%R49Zb0+b_5A;elZw`AW6a#M8(T-|5tc_RD4|3R^+^%$K&ucD4%g%i|yU zOZ_cs*}rZqJKKiIaDL=fKuj#scXQ??WfZyG$#9{JStgkbN`4tA4=RK&E;%!Xik;Fw z1+BO4JOeFqTbl4xk|(ff)Qbhj7AJ(icGIxat6w zKAwRJ>`o^mLO#C{zz9l`Kr&ZjV} z8wTcwq?07RCho{1gbdt$!_) z2Zq98Z?m`TJAP47MRCEvOSAz`R&totAkmd`j9+hvl`AfacS-zoN=(H*Car2mAzjPUr0tF)-iBq z)Kb#fqS7l%US1wwT^Q%|bpaz|UqS&y#=v{gF*Jk}SE>Z{9Uj&t0&||(hOf@wsR+~R zz!HG;Q)H15-@h{$bJd3w=p#l@kLJ?V>evmI{knynk0?qvH@W zX`TYImHXi>uPX}+YpJ@VAbwYo*V92X*_tj$!qb6EaH<8Bl+_**JAyUz8d_9;AKS}nw~Qj7lf zk;FhYE5T@iHf9Bm>YJ^XGj9-_^3J1wk@6j6qxiGeH;4w^ie{ISg>QV zmvF>jFi5M~lAIG~4{>xR%!3EM!NIL{!xb4uP?R)qdU>%;oxJnJyR4CGVI;fY2eu*&()a zi$*CvulKK5tCmoR!p$|GdVi4YCC>x{;+EPg%uEtUKT~6Y-Ul0wS=l{%Jk$~P@ z!*AkEb)BS|E<00;Kp$P_@U2oYy*mi1d*FSmf`33G-~A*}hTrVo-aL!X21X-b@Z`D8 zc^a6E1^j?kXhuWrH5)70nx0sH{DgXBn!BZ7k&J#W_@&P>*ySV}Uu@MzlR3&lNX^p4 ztGMmfLkjmAY#{7xt71~I>{;>|Ai|>D>RB1L-@GS--*WJdIg=H};m5H&DZ*34EjX?0 zIal4V6GY8Ep;6vwd%qw=b85kgZ6y|1HB}Q98q)m7C!_c3j$N|0u_5Vm)kP{&_jT`= zW{Qy}wm~?o!LCp-VWu4Mau-uYdhEWjdz<0Pamj@gXEazIc0>100z`E=iTAC*?UF*B z1}dB{RuU5vZg)6#|E}0Bix@=e@6$h<>7vR0LLaF&V!%VBvDqhC%3zC=1Yy7p?^=cE zEi`RgyIdo5azIPKOG{M_U&CbR-<+jzjo!yPcXw}n@Tz?qSq%TEtQ}y!W;da{sW5!a zVf+By5Hzu@D)C~3qL`SbH6L!+rM+_wsTps9II z-ln+f2HDSN+jYoF_oF{C5}8)fmW(1Otx$Q3nX&kq$0?z~aVk;t$z%8Y@hx6opSa%l zG3&RAL^AyHGhtGhknY-{M&q|2e2O=F^x@|mo^{8xg@FI+x%A9bJ9Z?2J1W!(v^s2Z6FuZ2;Do@b;bTI33W5 zTn^0%QC?H{Svy8xuTGMo~->1t6_SK*yFYub&;RoMBoV6wD&CYSln`>GS8Tia@^ z>|sgc;rWN9fz^C%6P;Xs33h5Phed9Vd9E;!H-or87y?B!DR&MbZq?_E87G#`2<&Wk zZHv{fZ2sP`&}uvQ_U!xNr3XYa&3|kbEIVS!@s<)5_u!O_a+cBycSH=AbhDUGt}z;g zB#jr9Xah9U?&))}XpO?!Juw!xv-@KFm7%kLY;O0c$pi{EC`6KBH6%AGUWrhza^#;8 zm$_(C>P*2~(AnP10R1qq2Pd&=U_C%ClqmyWd-YARbc&2^w$toNno`}M{YCa9L5jA1 z_w*xz^!)bM%kvi6)5BTWPMMw{BnhEv{djmJB`SYJ%yNWYM2E8ESb{BF_8GCSB!)GE zw>zXl(oawYhI^i$lP?d z<_Z&Y*lwGN(Jgo$MS#e?JV@l1MkfXI4sH0%c2C-SeOu?mWY*Eji|%on+ruP&bC)J0 z%BY34wf%?DOT6Kg8~^vSY{B&VJhZX|Dm6bvTgyFHEALM6D<`crl#Wiv4->KfEpRm4 zzVy%7*hk~j`~H;R{XaD*{dZxre`B6D8BP&u(~;2A1YJlE7+DX7xycX69pTqEP5!iD zzncpD>vHS=?R?w+ZWN4Bn16%;Nd(t_L|cIuRDG0BL!pRdk(9UZbI6c_ts&6=?h>@c zI`30=@2lbW*Ls<0lbCQ~upWjxy>V(NuKG&D*5L1}vm=-G(JNpi&Ztv>SNhjTSx(jM zId$Oaw*YII&>%du#(mE*q2+;!hcnl_W*_WlVYd6@!lg{XoyK=>k%pps{aFaP+VV|w%w%zS}I zXWfdJhB?uOS(pwz;2!v`X`i+K`ve=plIVs1iQesPuhD!A?{(nDUQH#hZq{}8fH++GPnzt0#7*W=-_*tp&wPWTksMIcVPF920bD)&NDvj( z*;5k?4Nht-8zkGL_2Du&+Fq|D56IZoNJL;cu*boMTR;|8#2GOCJf3eTtW!}R(~;Lb zkhihHAQeUfo!0R7Porb?YRP~HN{F(VnZYn~>QyAu$`?Tt&4cZ$jA2@vjL+tMI{$g< zOP2YD#xW^oCh@)?*~f5k>6g%~42%X)6tmGk1$a%&zJJb0gOJ$<3`xwv(2%sR?C(QT z0jy1!=V8)?xh60muhx3=$ga%{+*ISb*$06q4pLK^NYNzn!?hXO zn4Vyfkf`5E1ggP@fy?!8%cJZj-uQr^j(f>J`x6Facl<30jW7A+mfPR@k>#jv9TH}8 z7NdjAxkOuAOb5bqAQ)TcbbGkq>alSlf38Ghb=Wx>^Buo=@zwc}E`W4wgyRXcPACW0 zwB#pL?-1zuhi|AYLkAs56m$A-xH)fGz|Ha0Q~Dcl!HCq7Py-H<3DS;mTSZY$my*GK zsM!26lv{Wr>iq0TKG;jAT>0qpHJ(3Uvp=6@V`DQ71*?@0lVq;kJGnhrLkeUS*VNBA z$U&4aDaos?JO(PU>c*CkY4Iusr*op-H1#G5|v}PNKXzdpkCIqY8?PT|=vCyHZN>3#2(-2(ITD%1swB{*h$g z`uvnJlxFkxqJ6`syI>)DCvy_WH|_>^tHRp!NrPc<%{BKCh%)8wDJ;fzoComcvUow_ z&;wFhG6fpFL>)Er>_kK~v)E1voX7xedtrSEic_9e2lfK$0|&%G%Xa;{Sdm&%r1&AP zdGksU4ryEs(f5~&o^{P=$F5Rf^#Xym1&!_<#H6Pw^zDAIeTZ@XasI)xSa)rY`L+tG zf2Y$v#p#?zO3#PHc#trg-G=J7)va4T??OP7tV2NoyDQbm`o_b-pM2SkBy zYv&tRKKhBC@>}ke54leYfX9fQU*MmDHi#gH+_pY2W+<7iKpfpm^s;vaL!2!gwJTJK zVg3ehY#|X<+~a?UKY8}<-&6AW zi@xg%eR4Jno}@>yD*SbVGX*{RfE~MElEY`zY4M8#0}55Ybve=@h2q7pK%scJpswAu zElve(SqP@MNV_LT*}ap)%B2<`(Huk`XqMN5xG32e<@hbi5{D|Xgc_>mmqfaov;}ag zc*v*Q&>|_&+<&f1nvqQHAxqKE)1?nlCH!qIrd+mhPk#BupgXvp=<`*yKElTn%mft( zj4DtUlV$R_if(eWfl&>8c6r$XIkXW(6+9=Cewm7pzqQNXDNZ22F?fNa zts9JNPOx_KZc?!f_FdZNoU?VS8z2(%PQxpR#WUDW416nm;)L-gq;D*>D>yE|-Pg8u z!bkFaB(DmoQNzfg;41E;bhN_<^=^%l0oj0RkS+d|M5Z8N8|N>Q%B(OHl{0<_n{yng z=mYKnn(ozt=aNv~4HVtgS(}&hI%7-c=8(?28A;=-0V58grF+Kk=PdPnS7yo%SeBl9 zny5RF3Y2xS!X@kzRPjAGgC{%G zO~!G-en82hSChGX;;Y|$0?~PyMfbg<|NOVUZh`RM4`Gh-cQ@TqR{t?f@K=%kHO)gY$2b^%j#9nuAPEj_c5kyH z!ko(`K30NSe53>Z=?|Jsqw)6B@{t`d2sm|DGc7nINa)oscAbONPfy-!bfeEf&&&5T z?o+3H32H5fWsus;_MnX@lyt6`>qL<$y%MFF;;-t{_{2fK{BeF_hx{vR(S4?< zXBGNS%ZWuX07;myDK9M6kbZ5~wXFwq_9)HCd9}+KUqHh|xIzK_)}~+U-ns?_0o?|> z52580(TXZG|8d_2*1MVyZAI#5ds*FRDTXIEzGg9;gl+dm0%=UyBtX~}pELY(Y#$8T z%xLko`!%J6%w+Wpv9Jdp;r5OgtSGXLPnBRln&f|3TO~NrON^9I*SA52BSazD3oy2o zzP6qiIR+(q%?4X~mp3)4PObchxvS{gP2Geue|VRe5I9mV1c{+&JB#LYg}a+nEItbe zsQL?ITl{&m0L70nZqz`HdK80zp55!6OJTcf_Ync6jE~=_oBEt9u0B2>(+?_5sfw?i z0Gb3_?o;s{pSg%GaI^aEu40WkEJ`I8=kg2W0o=i>W2*U&5>W$}?(%@ftNJ3kKnu5f zjeP*~)P;jrnS3{(;J`JZ+!|e>o;-saqm0tGMu6D*NCajpEr%y~J#ENd3zQY}DQ!>f z1bg&)81;`D1}l*z@cHSRpi$es0>dwTOvq7`Edp6{B4M>Rd)P4w^Sveta4qyP*0w`1OzhBHU@H16)R+;hFmDv(Z5nKztI0e!K@6mu`Z{k0LgbgoMdA^P=t&t8ML|l0m$!$ zWx}e?%WAD=J?Q~`Dj=%fDfD@@e)`k}{&JaS-j~-7?BH6&TqBfu zce&T^R-BVTa@=YUQXj$7m-KUQ0;Ag=3Kax;KKr|)RgicPh|??Eetgzk5RZIYtjhUT z1xQfZtk`WDL2z9@p!~gNYT`*!z47~eQJqgO!}ISj22D_|xj^qeoPCuHtn78#>~2Y} z>`$CW6CV_w-TBUffMM@7tAwb&h>NIJlnrSbmx zaCwDm8$V)wRH1-}KTmC_@3VoUbLg!v!J2gxSuhAxa=gZtgngNiroQG)|v#}8{ zHg`HIw{-fySz6u&N1U1mnPe_hNW(VYwQO}s!$m+sGp*`6%PY14AJAg0t!^T*t6xej z4m34*!D0gA0c!HL~62`*v8)aw@npTidEY zURs9zl62^EK`djgzFd+cX+zdU^R|Mn>kP>%Ia%gj_Ka<}9<0jI1aA<}?ccEkmKs!{ zanSk;A7Vm)@7g}Bd1;>(4>SVJ^Y<9vpzF%Oh)3b`pb0)yphT#&&j4%bAYHp@r7tqD z@<}??4kN=zPx|NE|1mrM+)bU@*dK5@C@Lx*pb*5LTonOj9}bi$r#r?dlx#@Vd6NTO zF0QTWZ4{nr*G;koL=3bC$Dp~T5Gd9(oL=LpA@fiGD>A4 zsM#9WRB@gqyy2@`N-6>?fBtl4&<$3hBLb*7-K(@K?!5t<2%nW}j*?5NG^dl?XZst= zOk|?;?sr`Tku`V5I~vLA2MDDepWk8!Qy;yXUuJ0AIKbvSE1geRH|dl+5emrzHUU^y zFks%r)mYK5$;OzE&9(8$shrY{ZZv*a(k%U+0MZ}pejuJ>AE1N`VNQLKjhUCfH0Xm( zR8Ut0Of@=f#Fv0omB8VFQhKeX#&OEPe7GJtUt1hq{9O8R>5OSPi1+7fQ?Nlf;0qdM zoky|~%i{|HX~$YunCypW&9`{)@3=L{C+eR8L#^!4R#S%7%^~=0a5P58+Zsbe1cwP> zbY3n!S1RCcx+e&ZHMG<)zq=2Mp;8^1jNOqo7BZwk5Xx^pg;?HPRZa#h;2kuNiG!(G zCfGi3oprX?VCv@7aQ3$+k0~%*pD0hE?70wn?7Kx;ZwB@6c3-Sj!S9y9|II3PSnA^B z5AXMnQ+ZeB2dQIL_IDqnfZpTKCJWYfb4;4yoK}d_{QigD#Xf}q)zfJQ(rYVZy)<-(bRa)PAvfVD9{U(P%TEQ8jyUc0m95i~V=6w0v z;mYsd_KdGk{^;2GMN{TtwX;TrKH+_ZAnBtv+Y%0zi445(0XhPEI1I5m?^+3vtZIkv zaQ`>QKa*B8(4>GA>e?DhIB@n{08Ms`>(@MJ@sE;oqrusvYk4X0xplJNKiC-Fzd2W? z?tv&7D0n#Z#u>2NA!g%%RgxwGG|L4h*&mGKT}I+EKzC{mDaU&qP~M}i|(*UpNQ4;XW1q;>&Vb7t!qL<@x)w)7b*b&I00dyC$W-ivn zX64v45bWTk2W0OQnPhkuSV{{-PE~gqfGn6RU;i3jBg9u2>#mt^H?tcmu3if^w|NqV z53(GZ&-xd|4}SvU2f`i7BC}Msr@*4}iRvSyOY^Lg2zmTzvOiD!xfpD|0;bhu){{|uZ7{s>U~9j8Z`2_jfD%+V;P#M= zMh7y^k8Wb?dg^afZ>~97)64x}D{`_Ac>7VQCeoo_Qqm2{Svda+40r>m7R_}F2zeMc zdvqIy00Sqhji$WfH`jD?+9dEy6Kw7srUMD{X3L38o}j^ub3mqY4ZTy$3d?Obx*uiz zr0e3olCs!1u&T_O8l^z>N?FzTq_`dzxmFF%%?uC(Q;_Sf-Cp+7vV9J&d5(JBCe9gf zW=-km#@1$kwKz1UllIC@XO9N1?H^82vD4;>EHbv=$P4Z`%d&D0a z9F-gJqin5hg+&c%H#z*I0Um7v;Hgb{+<1~_1k?(vrmQ#ls91e}{^bSsL%M)nF-slu zzxk@6x?;N*v%6L7bwf{{zf&=xx|=zU)J3Vy@k|$dC^ad#MQB{U@-7KIBt2~Zr2P#e zzt#opZm=3Av;`*$K9{;@@gHJ`s&4k^l_uT%1l0e)pWt2(1X;sAWZ3*2h*<=t3#<2T z}+eu ziLx&>{V7C=Zg(&a=G`$iR$uP>UYG(c!*{!B;3p`L4bMq5%+fePihqs?wUi>6q?I@h z)cXJ@bb-Y%SnzE_9`o6s(bzaOBzdO5`79r{qjP*k101n!D5p_TD9&2Jtch0&pcKVl zhLU4`VZ*?}th6;mRoL`k_WEJ3MaobobBTPm8)J_U3`#+N2RcT$n@ZODm z8?mr<%3e?HqXo_(3*A|&KHArG3e!LN^)TxqN;RN+)%ze@$#m zZ*Ld`?eG2a6{r<3XurFKcW-58sk!vLKP>hX)hSH@WJrlgB5P6Gk)NMl0ZvbXGcNGwj}S z@aM1sE2Ro1Qna@^euqb18{ZbiRSfMf0J4e4=`;I!rOO;HHG#H7SiUsL9Ai}FR;aqZ z0yoW9Sm{7+2Apy!=ZI0mT9UtiFxV9@-{~*E=ojj|*W#%O>Y(3Gpg$CG(zMJcnzY{) zG182#v2b2>xCf_YKLq{~QD?dZR6{KMJWG?l?FA#`1pO$u^8f6vpU?hlcU`s74Mx$f zqqgS|*E|~qP4o-aQ(-ZwYIS?r1Y*Hvk|Px zS0RY3$C@k9H@;l6CCOh@^K{nCWcMGQ8;=tYwslk~gJnI4OX2|EGYGSQ+W(rYLghB! z{-1Gw*dzuqgB-bnYwWUBHMMEQThi}sQhyGJsIChEJ(1DRFF21}&m>A370t4t6{@1*Pa%Xg=O9TVJq|!P{eigse?Y4{PuZ%mq%6y}dCiZM7+|v;gRI+Z zVESOc;;cF|VYUzS5obIR^&c)d%)X@iwxNBkuU_3hFqy>EYxXo>d>HsZf#IO{&7B05 zHBg`7nk=cHmoPmHb#$yOg?dZ6DejgU0!h{>J6Esvy^SpiqK2LT`v(Xa751@*Jd+ay z34I$H1s?$W2X3%) zkawmH;a zGUEFpmR9*!QyrhJ_E!H1mBvnf_Y(88r_E~6e*Rutk;g!7h4d$BkK|Q!9pvWZ^Gh_F z^ke`mYVyD`Jv(t`w0q@D5=@$q>i#7ELNRb0DSdZnF&T31N<#h`Lbdyk0a3)C*j)4b zCd7}Q2hO-Q{(t_jzb!icJ68DpMgA`WqW;z${~zS*{yQ4_r(4^AMfXUZyOt+%iUi@? ze`f0*OTSe^ZDXZum5dPv^hUmv(h_V zCKdZ_t#G2{xf~w?R~rAD0)3Gb*apz)`%bEL!$8EGNrPwI5kA#SqULWNI6m{as;iQk z<&8it1C}fQeMyZ)X}uwhle<5+xVVKEm`#8`UGI?vAr-Dd%sSpo9TF07kyveLjD=i+ zln#$^CoZvpJQ|16IE%_v6l}oVo?6x3<`ZW8KB@&hf6lx20M6 zSh_$vhT+(&XJ&c9^5j9d^nWyfS3KAtS|Ub4j8hL%h2otS|NNwr3`45k?3eBy_PskQ@__HH5iIA@r zcrhUbf}*Dw-aPA}sMVyNn#lEr+RD;`ul$wwB_PB2OSeY3AugmQA#d}qi` zYF6#|<68J_TL2U1gXqsHvTTth!P(&h1_&TxN?a5m`h`b0>105?u&ok{JLQLin%5677&nvV3343tbD0>`EL4frNp-C_lfhJ zOVAIzvxW~m+XiI*V=chCOy?cK8y?cg4C>Tw76oT}54>?iH zvQi(^vAHU_HTzKwKL%Puz@((kUOiy9 zfaQaM9ZXd>Jxa=*Gu=}S<)ZY!mSD==7EyTu=aeJq?w}o5<+{6n7*6%|a4uj5dmBXB zSDtHlv2g{ALh6I`kQ$fqdoucvHrxX|TQfeD&a(t9yO7BKL!EwH@bvF}!War-YJ@o# z>(&MY?=2@^KC9cZaeC5q0^eQ}M-nxabxF%Fm5zM@LJ$?b`7fsB*S2%%qv9fMNc}IC z%w(N3Z-Wf4Lk0R+t>la)5Y$B0W?PL8fr}rGbNm93@Jbhb%RSq%6yK)|A?9a)q?We~DL~OLmv$ZG-Wi6;+X*+~E zwnv2pN-kS!zAick-ed(H*mJQNd9ke7=)T5tNp91lrZ$51OC9ws?EyBK(TRC?CPg2H zwHO_J)_@P(8}{py>(r|;zcnnYIk<{v>h#>L=T#L*XQVXH23O7IRaI$le+R?}Z8u1J zOkgS+^tOSxe4Xa7JJ~n0C%S~3N*d}5j9y zB=)K8%%l44oIO5bxVH`p#Al2Nbv5~#M-4m^??aeL4i43(sd!MH4QO?^>$yWm~OPJlmGgzBe~X^QGFmhu4U|`mDNOyf@Hw^ z7IC}oMkf=w&yz+5NIgjlA1AZ+1Q|8Z(ePdl(S9a(O>59&B$#!!rBv<^`4GO!dAQbl zD^c!#d;ba7^^Y;f!Pur}Jw> z`&k71PxJfUH}V)Lw+8Hus0H7ema5Bai!3bFG;33+E=JS7H?OhR;d*acNrR-Mpk|_} zw`E_mdk`G%^zox#5#M5CwzH!W7gA2Y;t2nyR%5QmkjIvE$3w-ni!5^|WbE|_M7mk_ zQitIHq+nx;5d@a9xt~|bePM0lijv$tC45oJ8zvgbk`lfi{wUtrsjjj(I`%6!uDHBNWVtu`X=koH5rEQ|xK*;EWujCK=!w`E_rv-ftOo4w&-AV~$+UG*=t z@7sxPp9ep>dtLbaC%}3da*OU>F+cri;r{avW_<{LGNH^g^$EHSPKAQa*%G5~><)*2 z%dVW89Yi_bP7w`&UXGs6kH2o4aoFtJKcDg7M?V?(>f{fg`zB;L-MxfQ{9u9qCqLMD z4n0rvHuKlqF{*xO=ZaN#Dq(b+)VRU6h)AKyI<;yA^L9>`U+m|A6)qc zVyI5H(5Up$jUEx+tT{8&S0chC;CtpVP-xwrRQ~Hu%3ziA(fAZEvx@$PdvA8Ejw^dO z4$0lUy+Ha_ZUT{B80BQ<-C;N} zg5El7!LKZ6=|Y#qy2-fK20%~5T@py=3FN!qIbrQeH`i`q36IBoM!>JNaYo!9T=8k{ zqo9OlloZaa%)0k%D=hd<0>!tZDask)8m_H~EOk0mT40c$@)T21e|n~VQm7-cTT4|q zNyh1CZS*T&YgMN ztV=m8^Mjf#RhSd)e*V zhXRP8yCDhEKF&wbS}HT|)?4yJz7{k%n-e%pQKJ@u2OM(Kyzg#}ZB4qLo*+!xe9UBv z<1ke_qraJbs7;TfW^}}9X(?{5FT-IaXKbkPRD}ycYCL0OXHVwCPD?gQTrvSPER)p_Sx54E=E2*HXzKisAou zG-2^V zxItD+$na{;Y-caLn}--PeU2rJHobtHOnnyM%>vE?GbzC$Z;`8wMg&m0vRT-W<~@)1(RjH;Sys!p{?b$f&_ zxH>t+Ag58ha8^$`(#n4oAeUQAZcZ?A+qk7XeS3=Tob`0LEi{shmS-uqQ||7eIM3R6 zn)bd0)g|;lOeW@zj5!l(=Y#HzuCgu!bvR!ic?@Y@=xc$l!PO#W<7o3N7GZ|L5ug}% z${^3ylMqoe{4NbDDu#W3y&GhMh%DpiP05AM*RDJ7-n)`ia4pZ|gt(v+i0DOA71$@h z!;KnVy;85@Y~wN8{~Jq;WsG8_!!?p}-*mfQM@af{PMY$9P8p0~GS_G-W>z7#y}AB{ zSL2BHgX?A1be(3qtl`;@6*J3jsJGfGYUeF@rEB}S@02{kUAEv6K-W^nFA<(qySy89 zJ8jKvRqmXc#DgKGtom<}cD5D3gzUXFk+a8jIABx&WUhsFz^k5{$P|)j^20bjbbul> zkSH&$sTjzQKutPT?ct~XhXa}S8u2}>j7k*cKZe02=TtOOJBKrEX-5>QHLPGcFG?NJlp7=!az&Hd zb=sH7rbFFdc-P`?aFpjK56A@3=}icUmT6Qj<}-%xg(!P;G=1$kH3jwns%asy?xW_% zNNF&=3YR)~h5dkhV}SoCFSF|U7txwcDSZ_|(eOzhe?KtVH0Rvx0ocH)YtNHXsG{bU zwUHi{EVLm}FCluzdg9^&dr32R(x+~=9{cG0`k9O&HH}8Ga;vmI6w=+FWKOe7u4~b> zD)Bd%;YQYf{rUk{;J$5~4JQ;YP-i~4)4z)J>M;fj7nZO0CTXjwoiETYe2b;1iG#ea z02daHdG{}%3?cS0Pc1N5MwPY?vySiHYret{!Dm5fb5W_(?wD5h!zihAsd?hN!tb4y_WyK>`j6w5h@YN3&+Dlu4PuVc2k zq?uGzD!!2j<~QBaX!%6OpHfBSX{O9pS^ zd4xrUQ}3JV{a{LYIG&m9N|Bfk-#8q14DV>#1kMQ0ugYGtR~P z*N&R6E!AU7rjxHRAqs}R^Sf{=iYq1SNcE-yC8PNp5w#XpjvU1fKU+k8OMjcZ(XJB%u1^DH%c=fImrzv zpTk*#k^4@TZ?7`j)?|?>N;Tl(M5yiPGvTfDN1!~YF7b-cRf;W33{u>QFD0!9>pH1y zxQ_#1kUFAN-6k|>i!=Wjbu8_&HHAI5Jz}S3>h=0yXajTtke0V7y{O5Zt?m<0@8Y-X z2W^xGi8;awy@iGmVC)k18W*~)3Q!(#``#jcy!kSAeR~5D?w}@38xE=|{LH?&@@$y9 zCvx7LfN3;0Y5vry>rO9HI6U!`Ee>NR#1}(=rZSfFrjdjfO}%%la;`yh(wz_rPo;x? z)Fiq~1)4Fb8VRwxQsJ@i?7hb_QU*_mUJ%lT%Q=&GuC%A3gcU2C;tmzMpJ#kK z&-rK#ZSC-fUuK(4X?lA4mf;l?W3bt0RMEGv_qE+b*`p{}s+Bqiz!p-*$!ea~2Vf7cFmOXWGV z9%}9oP*s;+7Bi_Ab4HUtgVuaWzQzRyiqsvAWYv=XTE^P%2q9ZA{dJP^7+IKY%4CF` z5b5XhK`dYxt%e|{>3(M#uT2^qn*|Wlvmv2Uwz#M;4$+TxLITHn3-mufR#)^KwW@6% zNi}IM9cQ0#xjfQAXjJgMxw6wFrLeAHZembqa(aG!xLXp;Qwm?|S3896_Yk_5VElb` zx6-u9I)p0FM9DR}_r2^ay1`J6#qOKB6+X;!ZP|wP5H4uZ#|+ogOzC%(nhgBlp0DwA zvvR5YjYb5w0Hwos8R;ylUvOOiFzy%VyS^<6jxM0bl|!5ih(kNYNBNCE=pYxXBxqLP0JS2Z$lWB?tTC@G`jUQ?~Yv+052%SikF zS8Gnm%~whMJeDerhP>_{{e6Z}IOX3Ya@})8kc-j8ucfOs@t`HWw(3^x`v|}j$+oyV>vw%u^8%yJA-_tD`PiJ1YnHGI@F zLrWem()Ji}eQ}3@KweiX#iTW#W!iSt$tGga)xU0gW1>7i#YARr0!&R91_lSuXLeGf zZ5(m=ZX)@&UoV{0U2KX(LjIBnIVp@8*;jyNc$l7 zSgZt?o*+cg(2ub)N)5eLGRq}5Bz-PU!ZH@aNS3v->a`z0{7xB^j(~df=f+enJd;xS z3O%j1W(0MMyxtp-B7isZF?sIo;P#Ub!q0UVU2QGb-kv(aq?&t^L-bm#NNm`x^ooYH zrMm!_Dzl-~4#`je`oXSNKen#fEg9lc#CzZ-p?^`z-D}v^pYmde!}HK3ZB?YL^6J(z zO{;Zr(90PVn?#eMr8^dgBdMr7d6erUf)h?SRfNrT3KcY2{=NyK8bjXL-eXI^YD@flXTq-c3a zt=l^d?)i|v0bm_Z;hte}Se|Q`HEh-@zvhx>IUtEjK7Y-pUIWO#RTO7Ln8P7jRjli+ z$4e3_g|GA!8f)}UB(>~!8Y*?xE4qC$Cx9qSo@5QBEux8#y-!NVM(D^7;$5CF7t%;UBpa*K&?I_Uy`hhzMT?aaO$>&tmGSrL6CEG>v!e5b*FYXOeI_?w%M z$Xf(a7t%(Bc%{rxv6f%%BW!+M8#rjifuV!F*wm?rTNCU}Jc@`MR2%Ki(q_fcm|`R} zlY64VJ5*$^HOib8-^e9Qj_%MOPrt?UFBW&Rwe7Lx&RT!szWI?wKrBksze~+|3wz3S z!c}GB9Y37NFs*dtg&N#(W16qoR@UgpFL(@whNC8nszWX0`hP&JA%h_lVX&N9}z^)04Z`kcSq!w2-Qw;pfn1=bSwfWweQ@SQXTf6A` zU3XB+Tl39}L4G!LdF}@c$?o;P1)=}5`Fnnd=TO)(Q_Lyd99(!+aniB)MnABCSF8hi z<4mQ64x_afU6EVB?iQmvb@m%v9+>)A9LUI_>;Eo<&LMm37-^5NdX7dqmy@Z?8Sy=( zSztPphLB^xaJ`bBEk#&OlP9eYzH{UsCNuBS1D3a&n$+OTEb!rCxeq&T0mFyO&Bk{2mBWF>)`Fb z{x7;5&Y69J`X;gZu$+zEenY|6eq?*hB6T7K{HsYag;R&V05sfzob{v0KgrBe@T^oU5l9 zV#;pAgsBxYq@IG-xFT&O=IOQLr@*7q&jJ41-4LS+Z{s0wPCenhzp;zusOZ zD)C3$&?OQ@o+?nqpYJqolq^=VvpsKudwr%r7y*)-G0;2utnTnK^?CYCIK1Lm0*b9K{-=Wd$5l;3{<}Tq*xXngMwDDp<`Nc5BLVbygqZ6N2n+@@u<*T4ZH( z4=la8$qSoSg{Fw(YIdGK@u;4(!6ph&J4}yxjVwFz=aw5rMf#vaqe&k@r{`{16X3tz z>+P~Vq0DbtCyTw`uGBqA@v`~a2-E$t(SG<8M9#Q=*#js3yjqOPZBBO4#FDhk$vJ0W z@8Qz`IYcp6h8rIIx$Nyiinr^R>3$cgYz<+)(gEK*_L_R7yJa7E!iySZg( z%Ft5V7z4LWiwwSj{pbH9Ps|@*u8um=+!qm0U$^usdJ+ss7^q6U53vXxK18qpBwC(v zmdS`9EQs)Wcz*HSyY~veY6gsvjpeU#Yp)b_9|@N&PWpH`icM7Ga+WTJ(p`nZxv zZN?#0MY-n;D)0Wk+2R#d7KPHz7>6rD<@^A;}Z0a8Xzb~At7w9i* zH}?g;v*f06w%#TG(8|J7S|p$V9_q=daxO@c@h;DrZ^dJRKREbWKqG0_&e2>_kmM@# z)Oh+s4DQYEh(dbm|7(XnVgp2J8>Q?Ln0F2Fjj*Q^W*Z>4TsXJY^!r~|+Gjqt`zSLp z{m+@=f0nubic($(+JK=klS>Ypm=9NPg*)6FMS6dea7=~%Cr0>h5JiQ1f-+^ex_F0O z(rYAh`b(AZ8@7ZVj=Ap;MaMF_je$T%2;uh>a@Pxk{rGo#)- zx@C1j$(D~}c+H6i8tlm~ygx$&PdQQS6UK#5d&A6a#I^H2EjW3tfrgX70A7ydo(da$ z?fU6)s#RBy6E)dygnYBg>)Q+8vf4fJejND&qZf9k~|wo^BAM@iBasz7Xwg&-a4%p_ioML82aSh5M;2hBf2EFS&<{Fext$S=|ovVOc0y@hk3{k4Q==!PG z2~uA7`~XMNyxr_aRDUg+R$B%8{-jLqPGW;7JI-&TnB=+c^+fXFHful` z{4T;#c#aL|n|x`r$KYP}9Pla^{s^94>`AMF)*(PK55-m40ZD>~SVg=s+Ie!Zs|@oz zl^=j6Z6~LsBpOcyY_^SNUMASM&IAd4RAVd@`j~Z$pAwp){QLW@|5GdFdKU1n`eq_K z1%@R@PhHa#*U)vlEB|$MQL^Y9VAf7YDte?p9DL*dJY8BTm^J-{sMILHly;{w8DD$e zA%~JY{c_*>^K+@*KzC$RZsVl9{NdC3#;Ooyip&TkNWwfMG6qP1?|!0o z*VDaE&pKzXbH!=XE z!<6H*%B3))$(0tVbg{m`26w;anSuGQ>%|maI-H9KQU>2Kw@_t=cltIg*g3GkrN|mF z9ANt!Dfd=7fSSGso?Ddg>_q_`S+IIybG8KmIAJAC@dyldDz3t?T*Z*Z8{&e=#N8AA zn`OD*Yyjc;^R0`E^JmNbY~ygFJ4zkB9s1O|yNdM(^hvxj6VZ_(w&lCK=3AnL!_gyH z=__8}e~`YL$?nX%rP!tL)y#PvI@-Tv$xA-V2?W7=>Rj0Rp&Rgz9L(@1;)!w1YZTC- zAQXgVX2C!G+lT-EOXomD$xwl(#xafdh|An1#hPl&qM<>wR@%FLF3|_BoW$o+{yxPe zZ#4;y#KDcAF{2;-C^$CsZO}daiicEE;B1CqF@dL5ferB=u%-BC{jQuE_a)NJ(rGc> z8$}IY5uQ9`+vJoFX1ScA_$92+D{0i&{W~U5bz!1QY_> zR>U>b;rM>jT|Ojlndjx(b9ws7*(yi#@iUzlKr1+%<`<6U_8~XBnctdA=ES+WAh@s| zuQ$Gl;H6lP5M{KJ47XJ}=>%W&M7!81bcn*&aI&-I84E0}P?+O%i^&s?JwI7C;c~R6 zmH|}y!dPqim|$b!k1Tb1l2nv9mAasISGcr44CcT2k(CVNVW|KWJLjDGM-?)!bSR3D~tZ%sFJ~ zEgHvqCd<>D7VEiiRBWA{D;O>Uv~ubd!Lg>Eo4i7&4erOzbh_etFBnSn6WrP#ZTDZA zEZqvo2$q)3d3Rdi@E02FJ{MiLLRh-XIQ`(;Yx7GayB9x9IM0rsOco57sfMG}`)Sf& zcn>PncNEBbR;cgoD!BLs+66c?d&x~3BqiZAk$<--jaU5bU+JK~%5APQh&!;Gu?-_< zq`|(THus2(eGf8JKT>LO{O##C$j?Z^CI@2KmU`8{X>)ITCScEI*%m8+3X&4=)6Ffs znHM|0*O+^-*0=G3=aU&)%?G&LF)-7Qj7+Rv{lH94>*?tD=Zr`OvSz6cYp zy+xKbflZ%Hwz2R71dD9DEj#rL6^ep2+}bZyL;?s_Js=(*%~|=8Gjj_Ld(q;~$1}kX zy;GkQv?R!TuNj*f$h@5`xD+%M|FbidB)36ke(a3^i+j%%sQbif`yZ(%_@5458lm*w z>GmvfJ?C+f-X58L))gHvTsAlmap{_!3iyf5h7uj2_VmTe0-j+_zdr?MHf}$js`9$4 zDum|i&PgcVJrOI5xzmnUjtKO1tBJ#fPEDm1!elOKr*iSE>ZsV zrN!9?7D4EhCyE3uQkp+`;%Am|Rw=_Q-OOh3k$Gl&e@E-U=q5$A;Fg(6?}%GqmfS+C zdfpyIK0MK=K*oDM7)NnG;pDJPr6fpM1g-QV0+c^Tq*Wj4pi6;92?(ig2*=lbEJ1Js zou>-)wF1wUeeK!yGNz$U=TaS?nwg(X1yM7}ByaTXn}qlz{~V({|FkoC&b&cHct{>d z&8XMbRHnJR#tJmhZ}InM$5f;hrSSEgBc-t&A|^W1%-G2^V7xRQDx6o;+Oa%x!@j}k zoUn}gUQf~`_g>0S84Qcv`N2!q4b7ukE>uM2lvcCL2L|LVEh=s_v}IUo+p|D0^mP#E z#ive!PU_+cKV?zQNvtlsJ%Yso*hqogXZp7ORfu zYDpv?GY-FspSX9m!s2@6mYneDt#0jE;RxUj33@x=(q0hkA))pCrLb5vxk!0yQE-_) zzq+n2+xk!hTKaB;a5qWD5lLnFgtA-?f6YlIKtKc2o^HKn+KafH%%ePdF^&e6A@Wt4 zGKGEf$|5qrl)7Xt32RmPS-mzp1b6|^F64GcI@3X^}Ctd1LR`MOd@YJCR- zM~lR%SMGMLXmPhah`u{d8oz~7C(ZAc$_kl}Lyf}Vf}!p-t`cjxP#-Ey*ATJZxz^3X z&dW>E>)epd{rjI#-Y=v!;jcj$tq94eF>n|h&TDz6jK)eiaVqCt{NS{1Z8zLR5Mijp z{y}>#%#(!s4lWc2KASN#?PkRY+VJY#6j{VpH~&!qY$W2r#YxxM(L!A8V8iz3iyI}T z)J?w`28$#%Qy-&{t+~{H)p0Iv4Hf}wV7&Dc>K>k(1`{M=oB5b-IbJ_loD25u6t78$?odZ$77Y=bHGAWoDJltp#lFid}C2JLNQP z86eE1@=OI&-I0toH*ou>+PhnrA)W*^BdsF6IIKRWLSR>(vj8nks7h#Wm=-rHnTepE zTj}nZsnywjVXfCD1}wNVTdvMx>ll{jNxBUdkRF#j5o(QIpwPGm+(+N8Ilk(9;!-yv zX>^n(fOx}ZN+t7xCzvmu!MXJl1Axrd3`=?chHi30#6~N@H7Ibe_oVs!Ao!{ak>cUO zYJ#8t3jO<^{J~?_Hom)N_O=Y^cAqi4ebT-P`g+BN1b?TqtI#|8`XuNrCcz5LTHn?kMo^7wRe8vxvxbDxM4Zsy%0g-&=|11RMWnOE~>$ z>&FW?iUGP(k(9+>cUR^-?Uxze!sJK`zbe()AO^jYJtQzT@0zBZS{3ujkDuMSFeLjE za6!+bu?Lgv;$xZyIVCwFHfZqB3TYciI~G1_KFuFg!ElDMgQL~Xd)S1quBcTRbJZpu zUcK#xi4}R+19ArzOkv#|wp6Iw4~o{Wy}$2O$i{SV{4M8kfN1m!9z9(v4$=_+C=y`G z*z`fpI*j1sK8F{)98IS+!~bOV@^CTz=EAQvIZ$PTBgY_&yN4G=sjj<9eO@*@mJC4@ zY+orMshYiUC*iy2kTsL+G^56r~A|yL4v?*~0FiH8=AX;vju_S#R<53d^e{Fbp)2eOr2} zaBEz;=9YiB%6c8esGo)ht`S3Nnkq3WWK!`7r@0g|Ww${>JPDH~nxH*mc_z=X&tc8m zy+Q3thl{COAHXe;d>GvVpC?ta@17lR-?8=%^sz_s-fvg1_Nu(>df>5t{5Rs9-X>WF3`*Ng=gL{)AIg>hpTpCz6 zKM#?Z^255lseAi0v1yX|rfHH@S0z@w!uci-AX_Hl4@t%{QAJV^^RdCVsWMYn%Dx2m zOBzW)X8|E*EJrRA^=|kzFe4=tYVEHFjHmZ0`OMEV8R$w0+AO=2m8iDqu=-;ly_yp3 zvY93esu#w?0tTy9S@k)y5vImk`;q*TN()r9kVi5tE*2eR=4G_1iP^x?9*sSCHixW+cPSX)8U}Jt?cAu%*FB$v5{Svu) zqhbpJMV96~;;9T9Al-Fp9yPU0&Gjw~HenC!EC;dtuteTpy|QE++JH z%i8#l*)(YQ_0*TV(IhbCuHh$6l@yCyIrHeOlJK}g{i*q+hx!dOJhkDrJS7Oo#HPOX zUQfIBlw+5_YnCXwKNRO=3j@haDGoJFV5oaX-Hm}?qFhmVW!N&zp{igZ7 zKDDcP>nMCADc=dc$e;=h)Yi0KbN{t0Df=w8PUfI%`BC9f$!W&Qm%&rh(XBLqnE3dTV}q>Fv1uG^JF6VLZ09=A`56$M*za5BuRb|K(g)-9voN&y2W+yY3e5 z`S?$&0(MJx@AN3`durIS;4Bm0kw(5~zg=q=dH!Ymqj_~KZdIh1SGh{0%dU+9z_QQSeL2B#BG?V!>e|$VN_+HwOeXyKGZH|Ig6#9zJ zJI>3=327Rn+!jsNzb8-3T)?{4*T;rnkARqWM9FE6H_4#{ed#f=62MlOYU`+}zC#PY zX@oDT7fm`(Zwi(k32^Q82}8lZ)RA{am>*v)wk#*!M~akL7UH+GgdL*Oo|pNKdE=2-5`|e| z>;2d+BT{5YzqmSRd%9{kxGj{CP!U)CI#+FY7uEu^#^t@$Vxjqst3mzjH5h)2g3k9W zJvlj9n~NrnQy16+n`?P*K|>1=3H!?fd)b6m3~uvjO@yHjR&%kDJIwG`X`kbNm? zpXKKAww(AV)u^X8%v|r4WslP{O%qI1%i_70O4CiITU-jP<9jLxU>Y9q-hF<^I7T@` zVs@x=J?cF&f}j8?dVpe>p4WxACZEdyIP>?SruQ5qc%vu?5ZU;h$irz zj5r%$XUx7S^%=Q6-$Jr)?AC^93f`^%)K=WyFONSs@(zXlViQJbUoe5{L>m6YzblN( ztm&3{$(sY-9FmjDsY6t$+>jeRx@_%D6?bW~Z|v=Fg)9;AtYWTC)avf+bhGgcmGGD9 za9=|~7ioLtH4=ynt|I%?AMm}{5!Q$=?766!>;1yv{M9b?Rs-AaRM$5$u)-PrPFFOzrC8f!7u6br$A;$CZ5Ji9+ScSBEDJOuLNHWUa4iNN_yo+ry zTEQ+E-!7G0FK@dgW4~O87?27z7aurU$8gKm&XNgKAwxQq5Tq}ffiG|o0qOb0gPIl^ zabKMO(Kz4H2Tl389&k@C#n)GAPMp@Nt5Gth_%1r&w4OYk6RAqoKXY!#tHuJa_w2ea zbCk5SW0_*Fvo(9pMbdD4M;+@kPx3go%C_(IovO3g5hAa;1kTT2r-`A+Umjv&>;v_K z-u^aKGL`0EV;mA}9K0)KNCI8Q_HpYZn(cj7?eYJ8o}bj62P4Gkg&XVkNg4g$#?Ol< zoU-XE`=ijKmAV)GWg&Z=ReKJre50A(CNB zOWJ4eCb0Jd;d>47P5$qlx_=e>`wKJYQSJl5;duZd8r>Nuup@P!W_|7kw(ieh~ZPg^?5z6B$uV72|@A-eZe53{Zq zOp_A!bsnH)m~2{k@6e&~@XxSwx|G@+!OOV>zr-scHz5Z`y*4y=YYTB=v#8veJ>(_F z@eK}r7>&aM+qu&mUg`V|l%MmVmm3zi0x~ObT7>*6KEgUQEzhdqy2`QE5IEJ==-7Kf zDsXBcRg6Ik22n1xAwUsPJiECQ_cKp-fR%v=*>z0TrmfcIcUj7WjL>-@Fwm+g3|&`$A@)opiaX`{%v#J=2Iv=k_C_0fnBf6XOa- zw5!IGwj}p?_KZkYJf7d*DPH@k2;1xz0`=9iUz}abCTvnH{P&TZiHa1|Y|zX~BNHk3ph* zJvaVJYYsvz9Fkqj6nq4?x#Ig8J7z!-t=^=drelE@R?M<5_9HNg2*}>j-TfRGm;||< zruPObxH>P~yPE@vHCRZm4b|3zIk#Iyggr6)%bg_0>f6}m*Y>w!m&bnOCrIMWI))3J z>tMqeeT8zdWxj5MdmAjWt<>#cc7q8)Jjxy*W0t%%gt3idY_+;;xL?zssrRaVWpT4n zK~ize6Xb_lB%uJDy5!OyywEA7Gg($r_Uez_$oz`=a%xS}jfvPyXTb`r9}f2xDaWpQ zuGck((WfdWcG$05Rs6NP|9=wX@(s1tHOnZ#u80VyW;6)GZJQzoIwU;tUn`XG+mVQi zH2-No>x03~aXs4Z({%qjXrby{neWJFkwOCW%`z$`B}ZapMR?_g^zqbnt!6)zYL9f) zk`J!=)pxY@CNvui@{Avh(L75q3Kh(vp!mHv=`kWEjS1yn`gxvFJJx4)2dTc4%Gt+i z%%3Z#y-fVbvLM|~bhSAV`ZS`%=Hhwmq>2^em8FCrGIC-wT}|I~T_o0&;@^~WLX^mI zHZ;)9nPc{2QhG8~o;qUaR(p8w>nZ!xRd2i>3E-Wnk(#>(^bQ6;)JzI@sy=!tn9oy` zxoOSANCTEC?~!+Y@7)UC58~6&3F)ETFvteYj5g(US_MCR`!0a?w|4X5S3MEDFYB-eYgKxl0uMKFhMN{KX+lH?2r5~ok@TH)v@I4agCvh z^8JzfEPtWS+Y|;G2IYQ_8!tAF6?o^DX+}+nMTBw zK49UV5)S8fQIv5OG_D1S8I5H=b12mOc~$Gc4sAw>+!P7QNjo zCV+Xo$87sP{S#)ZXP$HBP^5zG=8(ndI$XIPDNx&P+niBrw&_lPjP*ZFp85Y`4Y*eH zfm!-|-Lss*B^mr+vh5oPCV{a#tw<5w$%y%a=j&>!=GRa$@eJ;Q){ENGPBo1$oFam| zZntIMS7B9_OwQ>|X`_VY=~Ay0wYOKalYujXG+N{7b%Y`1k1X@)YcJO znInbVhJ3xz04)_-}w`F`nF*#yRJbA<#5m#B*bL3~mP z_V1o}HiR9Rm0ZjVo-ZT+{CG>Lc^IVRuUDujz7gZu+An07RolIU0(Ky&?9Y^2B=@`2A83Uf(1$tMp@8KHz_sYx4_AjZRLS^G;SHN zshLM&bc-BL!(%`QOmgmX{+T@V>vTjNy??o{O5ACtyM@)y5`NKEjJ{MtDXCAd&qP@W z)y50d*9o)bdl`S6WF%uKEK%V|*hbep^Wpi8=n1oshL)3}3 z2fE6@B4Y(*;a8@<1(`NiG`*ZI%_}A{Dm4g>Uj)DVq>KeTscq?dOjkz{R7kR8S_v1WxXuy!l9*U8Fp=~ zkKssH^Px}5BSqybsL**KpdgKrhmqY*BNGuF9&)p^Z5=aU&0EpBG~FT~cOxBPU0*h;qwP%w(t(nKIuT71wc5H0a$ zS!Z_?ufAmbdL=)o>%T0zO02$N%?T19T#J&0A(FpmdbFTZ0o^K(4OLpz+=s*QWF+}! z_c|VAhU8-orON=4_LBN8TCnILeB9r&>r2S)<_0W#CZlo=EaGmzOz!278avkI9#Y(} zT}n|{S_)G&?uO;9*nPp9pzjLC)4cO4-fmbZDVTuqmerM6wOMtkW6f#6S@^odHjt$z zJV#and|W#Afr^!cpn7Ir+I8xyK2|6meIwrLzWXHq2~zysqEG2Ugq~CL-O|$9bKvf? zLOck2*8Y;NT?%+zz-Z}a&}k`RwsT!Ob9f~p7neJ7mcM|?q3}?ewu-C;`L5jY5IkoZ zyP&%p$!^RP2yImlfmP+LI}E|3Xj&dv#%J^WY=NdabSCSpsIeCBSjF4oChY9JG~H*P z7Mfpqs*sWOi4Xtz>*_-iQmx)Oe68cOh=*qyMi+b?`_v;dxA>H~@ zYe42p5VWYl_~HndUtCx_JRvrK4V|{53+9ALi@_rNjP~mcicw}7x!^z3N zD*a-uI=q60bN%++&tWAbn)SjYXv%p6F zY~F)XYql^{s!h{$c2$Ld@d|;YvlZXtls(R>Vs4oD23fwa%JIm4WU6MD@hb}Rz6piu zqjz(cvYQF!!{kNuR%JH4tZr|Wcc0eMMgi~G7p=>!(>s$0W-??!cHqH+{7>@lYhs;AAcYU_br~YRDNWUSz@+~ zCP`GKbS(V77^D(v+YF_;RcS1LX|PdBnXX_VqCzjEhB_{Wag)Zt(Mj?qHi*WCMrGYZ zr&Vo3DnKCL4bQ>j*-isQRjrEInn^gNUzdQN6c8a1BG&5eCu+NW=e_VJ^(;?lk!jfX@TmoEa1T=KzyXk)Z%~ z)L%8+d|u88D1YzsLxWHawiVFOd(;I%Na>0(XmoJg>chB-e#ZBRhQ8CYgoHG;-~UUY ze_rbK7wX%-f;jZ{9wJw#K^oxnB}q1c*@e}iRHBIsk=Vac&20#)#j zsxbbI@~KOR!t4_*u7+)*e*o>L3d>ENj!?0M+qOp@RRp5?m&U4L3sN*>%^sArwWl~+ z|5HmniYNP%$Q8RkIOUEEyo?}l0J@egq&z~c-7VLh{18_YRB9C-#zlVe>O;F&8%|D-BxxhU%s<%Sg? zQdmHdPlGAvx}|riy{S7(SU$7W>K$0<@dvO_V2YnGRXyYBcc~a}K$;Ck`C@VzzxAwT zr{}b{R8J<9AP;Un4J}rPc14X^T0CYfTFQc?T+6paO#G7hn~6oq??jP!K7_Qiw{ zq|K;8bZMubU>hj^1jf+u&qKu&L%TVF2XxL>Xc@7)4_Xzuh_s~AAmY41(xYjb)vG*IV&^Y3S;WR;`bi}_gBRTvbTuwW6v+OOwN_u z#|Dw47i`{Rk0K*(7%;zO6M{UxD{$-HcVjc)>lA2a97FS!L7bMVk*p-|$?CZ<@#VQQ z!Y7E@UMs_RgW?L?KyC76`zMW@Ye$k0}~S_kFDR|wPgEVtd#TW@gLzvc`i zthK8Z&A^mS6-Y*;CeGQf42+$o*kwmU4S`Ngr0n4+dFzE=#_XWdOot2n8*4X4Lz`5$ zH8IzFFP;pY9pzA}_*j;GzRqHBzzX_hI+TqrXLzhMZ8Aa?p^L}Y45NA(6bisBF25{I z(lU23l-Ht|`i{IPPJIrNYaQ)&SD}jZSR+26;lDZCS)B7Q*6_>V8vvuP22;g0??L(6 zx)TtykLb7`5f#CEV!xJ(eB?SZJ4%jha;Uurx1LqG5So1YSy`!O&(~7LG&{uqa-3AX}^(A^`U(iHxJKjw>qo;@)?~o^EeBk0tL^|S3wvSMd|is_ zk9wLpc@;EBuvg-;8quZX?a9z*PF}F+Q(;E>4Dk zP^r~E^IuZg-loNoAjFyUtnaiO_;?b`^BSnBooayhj3nXDl?kOzP)LZgc>@>RfOBgV zY%TA7;DNj&EqTq+Pd91n6a@V3%EU?ggpvhu@#iv}`KHtlpQ&XENmP(9MoA!e^z^%Q zN#^$Wxl7xUYYakBB4so+Vj`9b7d-RPQSM7oW0b;^Q?v)6(SS5*hpaUlA9fxpZh@Iv zS9phohspr?lInLAi;E?aUp-{Y+DmF_5VQS%Qztl*8neB)o>y;#$;Y{Ihi%kC0Fg=2 z`qVyf6L3d=%7CyRA85l1;|W2)y=s>Ex<}>Y+s0m4*y=>3g`tQgGTZ2}DldlaLjY^5 znHnw5U;G$pCzpsy{D5s!8tupyMak_Zr!>9lr-obrp6pkj3Qke{b_4Y6!hsdi;_c*} z9y1;P*+JGOZspda>uI-8dohR_^|T+&+SIe&+MEy`Z&Ko5+!}vGO=Z+%Zs(d|KCia+%s$9yZVT7v8_L{kMUvw(YOYwN0GI0dD3bx`lC@v%O zmtRf}-LQXIXJH$BQTXILAkXb@P;k^r7P*p|r%bIls7=f%Eme+i-hOquU6b^p4)#Oz zQzYmdg2{5Y=%EMJvjlf8LHvERRr{lmqV50hLi%GD67N7Z=mCh8VAYa(wm|~H#%BF^ z#+fV|sSf((kT^n9j*iks_-0}=vrp2Bl+kB$N=FbK6%-r&4T_DH%QHVW`4ZbQL97vt zibD{?KJwBfWaOg4In?(BDvBBWZ*Q9j1)@Gy*rnbFi)Lz{(&`knc2JNyda4R#(W73a zn%@~N^Oxuou*HXO0RZqXCAu<-e5R1$KQfdA1o-(=d}mZLkD8{mfn+Wk^_B2wsfA=` zvJ?656XpSEnI10l>@J!4af{>IS9#dpD@PWz5W#^m5AP?n`QwL1LF$=WMm|uOl&W{j ztes!eEnLsO!~&4$d?vbl|9i7x&3Jj?TbsE3I6pJ!(lOFpNHnBaqsN+LAe3AxSnF?f=f+%QVmHKm*`v7dIE>GD2-0IqNX2KF2i;z z$SSIzQt;1c#ci zT^b&8smR_4AMq3MBZ3Vf-~0+n8wAhB>LHU}Z1>E_=8=|xe? zwzkixb1y{gtTTivXP$2HnlBA_IW-S80sBYW(@&Q~nkIwIun>LNRW?%yieLS(4ad@- zYMJ|@PEy5=3`=cFs^am7qjNG#Z~8lvb(4u^SC%J#i*lOlSu>f;A;pz<8i`uD*7up& zYD{JCoqPq&EodOLNZE~&@WOf&sKKj14`+K4ktT>KAxkwX0zuxyy>;aCF}8^KlJ?%EK@GT5KvvJQ_L1wry3)0R}dccQjeu;=NltmODs}FPlXH zKkn+ODm^MZes}dN8G9a2@_MS`x!Ng-PBW}G)C;elct&Vobo2DTfOjueosTh@D(&<-sukT-qY-eG<_As`enIE80c)ujh zuD#}-X*L)1iB7!or^8U;);ptnTRCN*0G|7KMgETo88nia9WR9k06;)SqI^33_mS+z z-Sm?$DING}aXnYE@Rfe?cLH}%ei38nc;(i9J?%Vc2UpL+Or;{f4wBXYgvfmK0?bCm)oe9|O zma9-HS$@l40?I7E>MC{}j}{y!1#!`Jsa6ijCSbaw6?} zCp-PhpRAcLkvyaFDE??eYoUA0r#c6|hJGkhSiRD3d;gY{q7G~v8?kW+W)l1Dhf4}TzPtM6P)G#zz zY{6)pcD03>*%6{+UKSp)#;$Z|$xDJ(1}B(xfTSK#>Mz7r?+k850kkTrPpE$lE$jv< zK;9F9@mf`n9JGI+F~f4^BCc;7d)|iO9p#5mg7#ZYG^wG<*iA>p!x=t__K_R9z-ut= zS6Gaa8S0WF1a)B{r|JUYJLNq|Qq=xNXZ{?{W}!usm4>10MxrVv6MY`@%zuxf_gMx1d}rIY zfjFh3^=(a~&ps$|g5DK-uGDIi5s>>}EsVT1cJ`#X-<1 z*xx}A1c9t3b38{Tp<597{$RS5`Ch!#cH+4Z8;tFZA;PMi~(*R_>W~H_j@6 z!dvRQ9}Qdp%JZSqIxgT6G1}@ZgU?TIok zUs>~#IRqKY#3GQpDTN%m5Zrtl^UP+{r-o+ntbIL0k<0F_S(fsG##2>?Gvnr+ejwE# zsm+iR5@QSj;&(}yes1FX9E{4+IJ*3VRCc4L4!@fBeHm4k{#|{b|5FZA@aq1pWat0> e|8eu?6--9kulZt>*MgkW30