From 831d0bc1d0faf422cf64d20256dd66869c77c5fd Mon Sep 17 00:00:00 2001 From: Sam Ade Jacobs Date: Fri, 13 Oct 2023 15:45:58 -0700 Subject: [PATCH 1/3] Add col-ai evaluation --- blogs/deepspeed-ulysses/README.md | 123 +++++++++++------- blogs/deepspeed-ulysses/media/convgZ.png | Bin 0 -> 38034 bytes .../media/dense1B1Mscale.png | Bin 0 -> 48395 bytes blogs/deepspeed-ulysses/media/dense30B.png | Bin 0 -> 54038 bytes blogs/deepspeed-ulysses/media/dense7B.png | Bin 0 -> 53977 bytes blogs/deepspeed-ulysses/media/sparse30B.png | Bin 0 -> 54013 bytes blogs/deepspeed-ulysses/media/sparse7B.png | Bin 0 -> 52201 bytes 7 files changed, 73 insertions(+), 50 deletions(-) create mode 100644 blogs/deepspeed-ulysses/media/convgZ.png create mode 100644 blogs/deepspeed-ulysses/media/dense1B1Mscale.png create mode 100644 blogs/deepspeed-ulysses/media/dense30B.png create mode 100644 blogs/deepspeed-ulysses/media/dense7B.png create mode 100644 blogs/deepspeed-ulysses/media/sparse30B.png create mode 100644 blogs/deepspeed-ulysses/media/sparse7B.png diff --git a/blogs/deepspeed-ulysses/README.md b/blogs/deepspeed-ulysses/README.md index 6c5cc63cbdfa..e2789cbe5e8d 100644 --- a/blogs/deepspeed-ulysses/README.md +++ b/blogs/deepspeed-ulysses/README.md @@ -193,7 +193,7 @@ scaling not just to large sequence lengths but also to large models. ## Evaluation -We evaluate DeepSpeed-Ulysses on GPT, +We evaluate DeepSpeed-Ulysses (Ulysses) on GPT, a foundation model for many NLP tasks on up to 64 A100 GPUs with 40GB memory. Our evaluations are four-fold: i) sequence length scalability, ii) throughput for dense attention and comparison with existing system, and @@ -212,7 +212,7 @@ maintains similar computation throughput across different sequence length at appropriate GPU count.
- + *Figure 2: DeepSpeed sequence parallelism strong scalability evaluation at different sequence length and GPU count.* @@ -220,66 +220,89 @@ at different sequence length and GPU count.* ### Dense Attention Evaluation -Next, we evaluate DeepSpeed sequence parallelism on 30 billion parameter -dense attention model and benchmark against Megatron sequence -parallelism on 64 A100 GPUs. The results of these evaluations are shown -in Figures 3. - -We compare DeepSpeed sequence parallelism with Megatron-LM for a 30B -model running various sequence lengths. For our evaluation we chose the -sequence parallelism degree and global batch size that produced the best -performance (measured as throughput or TFLOPs) for both DeepSpeed -sequence parallelism and Megatron-LM, this we call optimal (batch -size-sequence length) configurations. For DeepSpeed sequence -parallelism, we always use a ZeRO parallelism degree of 64. - -Figure 3 shows that DeepSpeed sequence parallelism consistently -outperforms Megatron-LM for the sequence length that can be run with -both. In addition, DeepSpeed sequence parallelism can run longer -sequence than Megatron-LM. DeepSpeed sequence parallelism performance -advantages are two folds: (1) DeepSpeed sequence parallelism in -combination with ZeRO-3 fits more sample than Megatron-LM because of -memory optimization leading to higher throughput (2) DeepSpeed sequence -parallelism benefits from efficient all-to-all communication relative to -*all-gather* communication as applied in Megatron-LM sequence -parallelism. +Next, we evaluate Ulysses on 7 billion (7B) and 30 billion (30B) parameter +GPT dense attention models and compare against Megatron-LM's sequence +parallelism (Megatron LM) and Colosal AI sequence parallelism (ColAI-SP) on +32 and 64 A100 GPUs respectively. The results of these evaluations are shown +in Figures 3 and 4. + +We compare Ulysses with Megatron-LM and ColAI-SP for 7B and 30B models +running various sequence lengths. We chose the sequence parallelism +degree and micro-batch size that produced the best performance +(measured as TFLOPs) for the three methods, this we call optimal +(batch size-sequence length) configurations. For Ulysses, we always +use a ZeRO-3 parallelism degrees of 32 and 64 for 7B and 30B models +respectively. + + +Figures 3 and 4 show that Ulysses consistently outperforms Megatron-LM +and ColAI-SP for the sequence length that can be run with them. In addition, +Ulysses can run longer sequence than the two existing methods. Ulysses +performance advantages are two folds: (1) Ulysses in combination with ZeRO-3 +parameter sharding across both data and sequence parallel groups fits more +samples than Megatron-LM and ColAI-SP because of the memory optimization +leading to higher throughput (2) Ulysses benefits from efficient *all-to-all* +communication relative to *all-gather* *reduce-scatter* and *ring-style* P2P +communication as applied in Megatron-LM and ColAI-SP sequence parallelism. +However, for dense attention at long sequence length, the throughput is +primarily determined by local attention computation due to quadratic +computation complexity of attention, therefore performance gap between Ulysses +and the two existing methods closes for sequence length that can be run with them. + +
+ + +*Figure 3: Evaluation of Ulysses vs Megatron LM vs ColAI-SP on GPT-7B parameter + model with dense attention (32 GPUs).* +
- + -*Figure 3: Evaluation of DeepSpeed and Megatron LM sequence parallelism on 30B -parameter model with dense attention.* +*Figure 4: Evaluation of Ulysses vs Megatron LM vs ColAI-SP on GPT-30B parameter + model with dense attention (64 GPUs).*
### Sparse Attention Evaluation -Similarly, we evaluate DeepSpeed sequence parallelism on 30 billion -parameter sparse attention model and benchmark against Megatron sequence -parallelism. Results of our evaluation are shown in Figure 4. We observe -similar trends with sparse attention as dense attention experiments. We -observe more than 2X throughput performance of DeepSpeed sequence -parallelism compared to Megatron-LM. For memory saving, DeepSpeed -sequence parallelism leveraging ZeRO-3 scales to 4X longer sequence -lengths than Megatron-LM. - -DeepSpeed sequence parallelism outperforms Megatron-LM for sequence -length that can be run with both. In fact, the current DeepSpeed -throughput is bottlenecked by the local sparse attention implementation, -and as a result DeepSpeed throughput decreases as the sequence length -increases. We expect this gap in performance between DeepSpeed and -Megatron to increase further for larger sequence lengths as we improve -the performance of the local sparse attention implementation in future. +Similarly, we evaluate Ulysses on 7 billion and 30 billion parameter sparse +attention models and benchmark against Megatron-LM sequence parallelism. +There is no public implementation of block sparse attention for ColAI-SP, +therefore, evaluation of sparse attention is in comparison with Megatron-LM. +Results of our evaluation are shown in Figures 5 and 6. We observe similar +trends with sparse attention as dense attention experiments. We observe more +than 2x throughput performance of Ulysses compared to Megatron-LM. For memory +saving, Ulysses leveraging ZeRO-3 scales to 4x longer sequence lengths +than Megatron-LM. + +Ulysses outperforms Megatron-LM for sequence length that can be run with both. +In fact, the current Ulysses throughput is bottle-necked by the local sparse +attention implementation, and as a result Ulysses throughput decreases as +the sequence length increases. We expect this gap in performance between our +method and Megatron-LM to increase further for larger sequence lengths as we +improve the performance of the local sparse attention implementation in future. +A noteworthy observation is that the decreasing performance gap between Ulysses +and Megatron-LM observed in dense attention evaluation is less pronounced in +sparse attention evaluation, because the attention computation in sparse attention +is less dominant compared to dense attention. + +
+ + +*Figure 5: Evaluation of Ulysses and Megatron LM sequence parallelism on GPT-7B +parameter model with block sparse attention (32 GPUs).* +
- + -*Figure 4: Evaluation of DeepSpeed and Megatron LM sequence parallelism on 30B -parameter model with block sparse attention.* +*Figure 6: Evaluation of Ulysses and Megatron LM sequence parallelism on GPT-30B +parameter model with block sparse attention (64 GPUs).*
### Convergence Study -Lastly, Figure 5 shows convergence of a 1.3 billion GPT model at 32K +Lastly, Figure 7 shows convergence of a 1.3 billion GPT model at 32K sequence length on 8 A100 GPUs with sequence parallelism degree set at 4 for both DeepSpeed and Megatron-LM sequence parallelism. For DeepSpeed sequence parallelism, we evaluate convergence with different ZeRO @@ -289,9 +312,9 @@ there is no (negative) impact on quality of trained models, this assertion is validated through experiments and is shown in Figure 5.
- + -*Figure 5: Convergence evaluation of DeepSpeed sequence parallelism with different +*Figure 7: Convergence evaluation of DeepSpeed sequence parallelism with different ZeRO memory optimization stages.*
diff --git a/blogs/deepspeed-ulysses/media/convgZ.png b/blogs/deepspeed-ulysses/media/convgZ.png new file mode 100644 index 0000000000000000000000000000000000000000..324f47cd61bd37d5a36b455c6c4d421d1e909f14 GIT binary patch literal 38034 zcmdqJcQ}{*|2O_dg9>G2lOjTqT|@~L4Wg0=$<8P;GD{*+At5s|N2c!;& z3hgqrv$L^1EG%sKKfiFm`j(0CKHUL#T!hNzPvuU~Lcdf|yu3ePm-v-HF+GAyzh(Cp0m|Kv#zk!1-A~s{$)x-2+a^-GJeMnMGI?mId+6$>p&t>>wHNmJ z#_qbmU4fGO^n%Vh-^=V({(t{6K6D3kbMLFf?-mztY<)?|EpQiKUeosF z%a=)-0*~1boi~o`&}$Y5_RX;!dai9!6?zb#k55cYW!E0E9gI2uI{W6&FNKe#OGBq@_Q9o`!^!x278=%kgt7#s_Us^U>~4FX#L@ z-u59v)~P{%b+9^opODb2OQ~0tec#SkR#Y6crzG_c4t9r3;2CiX_2i}nBWDGlQ6pdfmR%``lR54XqE zq+H1gJ!rV8prAnO^5q|cgUYE_^QG;_LkrH{xFK}ho2IO*ivv&2DtY7U*ML10RaKu1 zx8YJ^6YUu#U%ouJGdKFXQRCdrxzP)*i+s^8_f+EhrUxo{+Y9EJuV`s&2S!D`({mWE z<6fGdcoY}6Co?m1!^Vy2?(1%z_F3LvYom@-4%f%MzLJF*vU~l@DO}8iCN+PamE`8; zw)A6JHRQm^*jt^P^X@t|H8pq&cSc33_4_Sl1zl>OF)tCBIQ zOUnyWPZAUPE?&GSZq*q|E5EYcU)iwEZLB#(r@-YhmuG6Ku-d$Y2jgN`kDNTy0UiC% z_o<{09r`gm{I&EUy(&+VjQw~FZi>$gtgX)-J?gQ>e1Cgzd1osbCHG{idYp3ltpSyt z2XvAOA6qZaPptg;`Q%1N=0w4S$xuz?>{!baWq;O#CN=ES)6;*ZD}_fobHvIYbA0Ec ztCe4u#kw(R|7a%rtBB%Ne0;ifk6dhAoLNWaelIVt*^%$w_wJEjb@{E-+0~VEXHMWs z<_#<^iW4WwMGYybsg3$dAIi?w9T(C{^T35>7KfrgU>F~B$v?(?mUz<+&9&&6bmiV& zdNr1Ld#t%W&%t`MIc4i`V7S}rQvEw!8ROb0|FAF?ZfF6!xg>8e zp9z;VT3cD<_dWl^R_glK?bohd)5^aiq553t<<WauMrp*>2Yb-3PQ>HT@Mq zr_P)is1z=IbtTJc>1Xc#{rmlKmxH(ZPe$Dt-8b5jnkp|fKR^Fz`kP>DN5{-iwEJ|o z^He}^a9KH*`?jLDmp^>1s_Oq1EGTsO{f3xM3q`>tu|mr~zkd8#Tuj$5CV$K!^Chdt z?NN9*+oPTP$$P89#AMh0{QPL%Y+}a;QUI76WvS<0u3j)5e{OgOg?hMY(&b)klCs^d&K4Bj?l)KhM9l1jG ztg*3CbnK(qcjcS5wi*o$4YOlsqhw!)hK23>`NjWxs;!-!X2RJ>?Lm7C_B+xyOr=YC z_Sz)_gO`1Sg9);KdOcOHUX5~FeZKz+!%?TH{Ds-E!?#CYeY9w)iCO(o;>~#Ua{4u| zSbpEwCiCEgGvNZROS9@9wNnbNT3Nm88yZTS9c@xAoSa`|kucZvx<*Y)D}2+B%Y7xC zod5Ul-*l^nYBD$K{^Yc2>|C^5N+^cqE$x;q=SfCw?~Qop!@|R_T zEyk@l@RVDh+dORNe(kz97X(+UcM$~*MWVF1dA?v`&%S*R>G{rz7<}H~X)tgxMY}%v zlCazQs>AAGK0ZFIqS6eD7L~5%3C@DFw6wfjw+YmWSFc`)7=2^#48O9pFm>*Oadm6% z?PRwupB;Oo@67Vwym@o!wnfXkvTxsf?^0|gx9KaTx@Ks|a^#Mt$W6k@mIULIN;Y0nVEt*#pxkqtYG zN?CX7^mT6G76?IaXjF(h@njHp8~p6Gm0jA#qdx9LPs>D4LDYd=yJ8eC&kR=2J)|!> z!R4x`smXBl>Q%epy1QrS9YFVLXliVgICf58;cdJJ%|H{ftEoukt=FOXrI&kbR`t$qe&D*ynw1_Kg*|J5Y zw0~&m(%Qo%CJc}|gBMoNbDuqj55IW!jKOn>npM20q2Yb0eNDunlHOv^n|5}k#l>Wo zE?pvaqQ@59D~snGX2c4sJ32agS0`T1ceLm{Wr*aFxOOJczA%t>ghU@$4RG zInSu*_og|`7-w4d)S#YSPSYoIU!7yZm;E%vEPLb#G2$r2KPR$!22%^yc5`zdbKlPz zbM7#)TTvJ_M(x*}Tszn2-**XXr|b+?DZ@?FM>(DJmXJ^N5qc!c!KG@vc z%r0Z^C)Mp3_l@rD`^jAw*9xvSpd}q~p5M;NS<{?yr7hEv4NGjG{sfm1iuJ9{@3#k^ zB-$jmwYBwOhso25iW`JK{URS6Tv)i&RbIZ?V`iu}gkQ#Cl6`KpsidanY++4FiRV6z z1Y#kdKY!j7wHkB(ozH``|4Qa7qsr%>W@==J1%lE1aHH+LC|~AU4>PChth(oWTx+b- zn(g4V4H^ljf2=Idyw%OydF9HLP1~4bgst%nNHjDwv*T?uR%go#W6!@<(e25;X~>{d zTw6=)?!NAxF#)uJYSfx$K!LLUJ@v_xC#g2<>vmc4Grpo?VpyV_v%~eCWsjJ|+}B); zt6wNNIywfgu-_NCAi6n(hSm%pqNKPxi%c<#}+fTIDjwe&;FclP!$f=mgnd9iHV7EZXfC^d!*Va zd(GJRONVt~HJ&5v#>+fST0F<2EwF>EDg+M33FPHvG0;O9$scT}W| z16oH#Vzk?q;e@MUl9sGk)FnMV(S3c_+*W>{Xf&4q651~&xpnJSRLD|51*$Duu3?ib znd!T@x;iZmgiw#><>b`oJ3H(YzFLLrG9SFA`0(e_e24W&ODflX?T`AXO5&z<9?6$d z={PwbdwNn7uFiKHiL703LT^4Q#aM}Ln4XrVU*thXfEQrV>E9LmxUV<)^>yX-v5i^807GnCp@qkf}U2(rb+-be_kk$Y{Q)zv_At@92lz8E@N+}Fs#$B=58diy{`-HJ{2VCWZ;#z= zb&f)#IWRQTRD}Ap)1*CXXv5A7?Ud9k+o7}ZwnH_({{H@by}dEpm_?2ra-M%%@F^zd zsMAD7%QNgd!P}#a>f__%fBzq7s;MQ%@pr7KSp!czfV6K$Mn>QG_*=WFZr!#VTNAIE z+V%{K;G&|V=mjb_?d>mq@neb8$+;EZm|Gble2EkfP`gQ^d?oc~`4hq854Nf6=;$y2 z0hE=OpJ0)5$$pPLPB)Yo`#t2DB(+~G|2JN#P1FtV|+m3{xN;j}u}5}cMMvQh1G zNy*$CR&p@ffZ*A)XSc*e(Sc3ysmKV+HMqNaeHQEZu~S!BatR%nRG~6 zn)whb@no8c*!}qZrKy`5Jj9kq5`}afBf2r=? z*tE3mDHk7wgfM|%e4#nvqk{JD>E*RCL|88YKLdj?^wyj>sUmcL`(EWc$M5fZTI;mf zKmK+l`L`y@X9DhFD=Er9`BY?IO@#n!GBED@^)4Y-~zxOGD-Ba}n zMJqugwid;!hP>gA&5Psr?TqBZY?f43K9aC#PP<+~cjLwl(%0JBAyl!?X!T#~gU_ln zh_g};4t`nAotvHp`F$qUxJf0uM|;x zeg#T(%a4{FJB5XXC2zFG=w%s{Z2FX+Pql4ZW9oPF3@{K9Fb-~L+LbE-E+W<1jCQVq zK}*lfOmJS9T=`W(3wkOlDoQ%3s%nTriS0;2??Xqa!0qQI_)dowO?Kri0{N)F*2M3E z|0$v!gM_1od7^_D7#WonxGwYa^Xo6oj%4TL7+6}K2|1waiAsGoKyjiLqaV;Q zGM0U)m8%5VKjiX9gcR+*b_g}SFU%y08|eDgE1plEKFv<_xXhdZy*z1WC!V66(FaO5 z6r$&bp6%9)zZ5rXxG(3rWHU2(#&fmig~THQbnQ9uSl`O3=GCd7$tCvHp!j%R!!LdZ zrL7@vEEsjf4!+4aUKDJAhyS#`wj5l*HP@f@)p3DB=R1RazN}BTo^|r9>lW_Q8dn1z zZ0_DF_N}1St#0#`%DiRPJEN}?9mi6#vRxKMNubsy)h{G4Nu*r)#-ZBiT40_LbXSr; ztHiaQ0#}!rYAJC0-_=q*+qZ8oB6!}>qen^V>grYDQs)Yz(Zxh;2T!jqGwHbmpsu1( zobaaMumN6eXrRO50Pj^TT`bfVHkPn9CGzH6(GFP1^ zBwX{HW(IdKFl-nO{JOTf926bxUOUrz=7sn}C>+z+ceYRl0FekhGO#31zxRlT!;h4# z?%iTy8ihQ2_g?(wwrP&-RDYZt$x&Hnup!z)&`2Ju{yT_nL!rC7!tvu&R8&NZY)rm% z4&(oM<1Jg;k)~uOaM~rKGGE5hvNAH8wG}7MJHydQ_+c@ej4e>OMPGPAnSBW6FY6?Zj+-|w8;l0)&gZ(9TflT~`2pjZue$bXnx zDf#GIe`_&+;kVoMUB;q8Iotc>KBTMJ&U?x!cPtbh#Bv62*rawX!FzoC1}W33O9iWS z+qcQV^{FTFYoQ>u5w&v5e&Dd6#^ru2V*ElvZ`GV-Wb(F5jk#ae(i+A??odl^YDhCU z?m6-;A~JI7PDjw*Gkx;wi?k-SQBAZ)TfbkhpfAGpLC#~`xwyD$K^txC?Z0$%gojI6 z2R?mT1Xx0vWopmO%L{3b)N5jGOgY}2-BR(QaC;Wp7WV?lXHj}q682gOKH8{?U2`ID z)8{5SLOy?1KoNCaV&0odEBlKCeTRpKXW0Av`o3MeJbK*MyY#!(yPuNfz8nCToQ5Dp zmdhiwckhGEoQ_BJ%CWrsm2Jx%Q5pQOJ+P929HeqJG&L2kU%&2^7;sQZD)Cg%UdA_9 zo}|g+q0Bs)BklxuEW$j_jLd&l8D=iBNoUa_9pcKcFse$ct{^i zYTrq=DEe`TJ{Dd`iLK349G%KN`FS$>Hw~-tcp4)V4x*dC&nrF8QdTDCft(^fO=BtbfgZKW7VKjN9E^pSqoQMCT6FL#R5H zz`8joamV`l$HppO9{0|+8==G6G@Ad`*4Fm>^H$+s?G~vcGTd@Y!+WrFot8!trxsoM z2L^&2Lyw{EfI+1f=R!OSeD>^mT_ykNODShao}QkS`6V}?iCvI08}2$E{(5+|-8}Yy z-9YiyElfR;$4hiQMS}FMa^HVwYh%OzVI0f7w5ch04`5F{%mpx8_$03` zll08pmaBlYOHgnt5I-(mxmr7X)pf1JePn5b?#7n8ykchEQ{C&=7!*RIR#sg4e*XMD zGm|%zr(zL~vXTxOr;?X*PBVX6ZtB9^s%~V3ZjnThZCv!;iZfC|I~<13?K!dM{&tBT zOx;62zkW;wAp^Rg)?oU&TMekxjm#&u+gM(+e7W~Sl!Q)2TucP_CNvmEdN#I7Xb?G0 zGkd$cyFV?BCKD|C3yrFez#b}nYIV&X>TJKcxo=KOKG5m|c~zeio!!uz`+oh`?Kac~ zU5ZkNl4ks6&K>$|2dHzNB3bw->pmdweMWuxlA%AlKY;?xMTw6u?(eWIQD0c9iXQW0 z^ZWa`I6kKow3RSBkjvFF7c@=DMIgQv=Ri{PuC_V5+UJ^dsjP?Shz}dD6CbkHJ|MNm z_p|)>XEggcH^p3ik=a?^NyUBt^$QULaugC#d*(_ZsojSEi6^%D4DhjlQWNkf_*WSH2GelrjAt67gvxJZZ)vsU$bNtgEF zYOk$KTA4Rk^6V#K!7DmHIcexg@$q>B(xib|EZhHc_tL75>1GHIu2o~}HHM8JA!Y3Vv}LpT)VMd*MmBKjn({j!>x z$6%qqmZu8GvgjEZmB4b-va%9^6#Y14o}dv+)^Zt*4eI`rkTz@qk`LCJ%c^`?JNj_1ap z(LiMsL{}o$hm9kCqxI?6uO}aK9{Cn-UGNZmAV&2p6g5InOgtBDTpz0hb(-R7KtOTa z6FC)q{aq&>vm10|TIv+KMMAixc>3&FX_9(esJIzjeSJN!kI40}PeoIEXtr!=;8XLB zO>>yKin7<5Wz9v(bC^mv=D7(N?UiB&?n(lDJgK76P`KIW(IZ2EV-yxI$VO?-3s!)5 zT0d<642E0Zf;S>*-F+H0d3G%EO!${#&&|*XsWJc8p!~qU32AL@;L>~=7FO{>!h)3c z@#BVGxI*{6ybeN?0tnwWnwOV{*@y7*4#VOEw@ad9yTeU)e(^=~hWkzPnz zzOjx*)2@4Y+^p?AFM;$LLR{yXE^XMfNfesXYA)b0Cujovg0D3-3EA19+{YjE{`^T1 z({t7gY-e#YZ>r8zTv18Mz|5=y(k~W8jCD@|Mshm?gQocvEGQBN5DKmoKd8n12Mr`zf1=zh&My4oApL{wm1QBqMIl;)#m8#PYN z?wVOFr9U@ZdmG-BZ*1Ksr1%#T-KlRSL%=zCVAoaDkUaKKthqq&YjN@2s;VlwF)>k5z;K}ty4V5WD#ie~vy)x$;%d@v zk6msmWvjfzng|ctv+qD| z3)6bLK_?c4M6^mg+XIO&(+@q@<)))7LaGjja9;u!QK!*J`LO$KGV+Z`!FvuD7EG(}J_gX^HL&4es zLV&$ZNlV)jawhU{Ferhjc_aVsJ$taR_MpXrEyUKF66*ru`4IF_RHHPE+<6U+%1_4ST=^g?J&MNGdE`h9gK&MFGQx%g%6dm7aZIL>K(xS(};*0X$(7e z5_yC-`R*=hYl_3aiyNpC@p**7WSH?Vr*<2JSla( zJ?>kZhw-=PZnPIi+`P6+T!Be=YkvGPudr}!>&q2EZ(6R4@XzBxIt3m-eyjq8Cm6HN z+DQ15kP?gNEb&n?$fV$3OAj#N8^(kYORWr&7?d$hP`U(pdGrwh13Jn}OZm~zFQURSK-G*#WBCSV$B=R{IpT=(#gXrcPx?kj-w=Pdwzl>S`||SS z@A&xmeFDKMELaq7T`+s#US{41JEjYWWmFN!yR=Zawv^oP>J)uhXQvMQNp%J#b=V9k zAFaCDW4ZuZX9wcRzUe|VWmHms2Ie-9ztF7#nVb==v8Z8rU7%Y^@86ic|p19QZcNW~- zJkHLQW#!}~`4(0wX72k*U&tva!T^oo zknP^JtElw{B(<;NA`(yigEvZzzP72kc=B*2*Mt1)<4@6jv~%r70@IJui1@mvj_=(6O!D8;b5z(KCyiK20x4vP0Q&nQt>0XbwYG!?OM3 z>p(}vYJ$EbSoTtT=$c0n0L|wcBRhK))|$#&T59UDii+3YejdyODvENQzr5-UYY$6z z(kTxYOVWHJ8dAv^aYtzP?$0ri$;pCGj?6Oy;(szea`0dPc=->Avf%A#&S zHo`L=g$IaE5vTNM=gQjh)Y1e%6_jClW%|%FBn#MP0}QgL_byuU#v>th%->EVMy(p3H7{pZ>Qzsd{!>6#zvXRA)EMs2>{#?PM>M>TNV;n zepA-DlPC3u>t24m(MIQi{L@Hf!P2N8Q2^!L3*5S3^ge+x10U?ViHU}eP8FchuiwAP z>Z}vR!8lwNx*SZ!SpiQ#ZLXL4>;N~Y%d*x38l>E^MIa*u1%U)Cmz|f#_RK6p8(P?0 zMF%!oTZRP_pith=#Vd#^5vT;1o3}>wpIvRHmBHU_%XgMKcI+5}Z)46IVM?W()1G>enwom7HWKi9-@bhgHyp-W4@S8ynGyB@ zGAG-FMeHgFmsfStHF)c2z>*q(VuCy$z*0xV5EgeghLD<3VgV2BjZk zsf7i}nSJZ0X!WTR#cyouEc&5b%rUlwyHvg{w8O@9mOE}DFBUNj#J7af<^Ij5b!^qrb3ePLl>Py|1P@6QdV*Tlr+g_Ly- z=<%;#zxWrV_X`Puqz^=S`|=A2^i}XhmsVGwaeuqcz|8EU9LLSe8(*5fZcDl3PJs5L zB>vSyL~B7N6CR(@%J@CP)klN(6;KpLbVCc}( zhf3evjjn(k$3X}ekknAv$O$SSA(2rv)`i@aKCS`)y7Z$TMGmIS?ecDUJv}{GkxI92 z-O4#$?LbIa=+PB~FQu%!siLA{ld6FMHztv&wum;QgR4MJCJa7MVUc0oRX+GyQBH#_ z1VHARUqvf}p&0`%Pf$8!S&8z5#I0#v%-uEZvW|x%0eenpVI*1ozwFxkTbRF3ud=F2 zlf)|~_TBU#1B2N!J!i>FHJijW)*@u;O>Y886n^?7JAkVZ5ybT4i>M1y*gFCs1L8?y@GXpbi|+EaY@b9~>($m`SLl4soA z2yTHOidOpj_vdwVb%U{J1*EJx>$09ae5j5+^cJ*zpQNOu3byn!Xu15_DHn+-NJHW| zuCk`43&h{8tgZ$le(}EZr>d%|hNeKU=(SSH)m%Vm0gv}L+C)8b0qVXHoM8${u}kr2 ztG+ooIT%A&+_8{Xu9$V@W*p0d5uJlu z#pPZey7u~0t@G_aYm$<|v6|Dae=@X?g#a@{t7V-#d_Q=P_V>x_+)SMB%024xl^-3a zRL>t68lvaodIGrtd9*Jyi7InQWD)8tBoJm926d%x%bzZVOj#QSh95P*%YKPz7uBOz z+YG&T-{0P(a_7!rENAq)H1Kig;))sERQmg4rp;)0e%Qse5>a)<3_51!llaB|CK7<{ zTeCloY+iY2NYk%-t~8;bg`)$&eIHz)e`!RXhsE8^+IHM?Q)X!gCYH;xiwR&K+a9zb zZKrAfMQ^qPxlV!aIArwuP5)AXE@0-ZT4Bi*cFomE(M;}bU+e$=K`#E_`PbFuV{Oe9 zZOV@oi4U71c|0=ihgq|cBCJiPmWta6LL#ysK$q^_T?&3lig1Om(t6WQVZ`U#vv6fq z*}6Z+-pPzz<@+jj*K7M;b68BDCwunYW~6yXGm`*uenY)wJLI z#Dk#8@-RBrZ^YA-uKxd|6d{84aR!Qt_m9ayW#n`oKZu5?8*7CC4D{j8-@nsiO(G)e zI1(R%l!9226mr{;SRX`2azJK}2Xsc48UB}0sA^qF${Bd&+-z{HPvWlu6f2sOn|sZ| z!nr4ljfLgZ`SXFrbQ~Q1$lg$F+E&!jvHUL60S++`ALZ7qaR8Zcsx`E6InInP#at378Zt31N#u79Ph}Y#SqluzUKrM(wD4jWm}MmLS+%rl82r4g@}q&1o4e@=gT091(05*|ifr9I$5+81xiGc#KY=}8V0b)1Yn!X2Hgg0|& zaPUE1o(vkE5pX;#{9BWqhg=u2--#Xv1cBtikBNyh@Iv4Q@}V~w0VOQuA|#oBi4-?) z^uex7Lw|upAbnd!Ie(2BZrG0am-3{?QWC_-0a6hTBH(u3$d>__epff{+df``i0aA z+=qm33<@J}yRxz}Ipl8zEVZ>GM|E`A5g@t-0znuHu#7$+L$oEj1kV(NHkXd%By5&A zJ$cJ^aT-q9uUOjBw?`R3f#RURmwx&3JU6nc>NJLl!UK$qgq6nw4Gw8neT1jfdSKfe zH2ji=m2XbVe;VbM7Mmf&k>*f<5JQl{=N)Ys@LaT;Lb`4l#6VoO^-_Phr z1V90evYYG-LpbOKx(TcBuycQ_EM@D%<1`Gf67?^%RJU?dalbjlEBs`}vV+B_hphZ@ z?3?=rRUKfjgy0NqbsLh>9-yjym|Pnh5fY&Nr}=gZaf{|{MZGe+xVi5_25tc1C9z7F zzY<-!mc z>yACj+js0Zh9CTnLtkkWmp<7?D24C!2;|!J#58Mb+{}IV!ln!`LFj4R0ePcOCx@ii$dG zZZ2TuUVA&wsB)+BWA;D;}o>i?e^j#X1gEt(b<{|A%@98aMo;?~$_%(9LmL44;Rn#&Q?2gRO{ zn&nn!H3+zYBq?F#qN59>pF;`{`~yZ0kQv2|o`Oigr9kMkH!-a%D=R7=Z{E5Ui!BF~ zU;`xpD?$nW5fu9kAk@SrZllnO>L_W;daWt&QQI=d5?VO~RuNPHBV-JDzkT@d0cXTe ztdP^TRI_*XS&>9|544Grl5!X15v+TnaFJe!o52d+4NnBVPDtxH7~!~W(}E3oYg=1A z=mmb^GXfu{p*9n?9uW-tCch*0J_cSZ3WsjM0Y=(BB)UbyF@}QE506FJZ@gQ&<8t6g z(y~$QpJfFD?)&^mEPbwOZsxC?xSH*YXF#qkFsPGD#(o<@@3%UDufyu<)PT;1+dlAN z_ih>hzW%f_T}ccM+(i_?SmBxJX(C=}f?`Ja5U|(SJy2k8A(sc;YL2R6;{S*XO|C9Y z#m4TAa+yBW+1WW;zI5*H-MbJeU@xn%FUxz!thb=^JoNQ#h^Am-V#1`9Aq-McSt*tj z{y&zAVoo$YC}-bZF7<LEmeoV7t(51@aPR%HlLh`JiDudOO7 zE03n03dfl~C_>24+Cml}0?bBGlm<|62=xj&EF>tv5<|oz@V$r=JPI{1Bl92yPN6`0!!agn-Zg zEH4wLG&IR_P*!Buhp~kx7Gzfomh+pl8wYlL`Z-rorDbt zVRXrY(e~CY$K{EvMQ9U55)lJn1iGt}f9Ha`Yhtzx#&+!r=oXYi^}>~z)UTs4Uo*%^ znP$^W0o!BeO&gPTfcO4D?uGy`;6CrIx(>UoEt;TuT(PO|xch}a~~NU-7vmFk1+hwGZa{9QAJ1$!8!qWTJZwsQ zqoWSrtHI@nuS`5V7%6dB073gmxIlg5Z=FknwNnN$65DWW1CK?>%G%nju#n>+E3Yp( zo(WTVJ-+-anJiev$cE_`VrV#ubr6oEl;i2M@FF4i|9}V~d|QUdtmsx>zI++hOh8!J zLr>4+Mw|*>uFE}(c2`&Scn#K#HnM0M2maj3Z3mwD@X3>M=qi76*c$P7W`~cV{Qc>B zB#el7(r&moAO1QwZ!h-rT&U*xK!Fkk@ffQt#7!3@3^`FET4R)nUxO-FtpD0dwqrJ~ zb(_$mAI5$+4~*}`3E18LyE&trlD`%H*%f)i!^2i9$Z&7KF;YioXE88&LY6}sux2& z+?}7dwknwViJUmK1%xnw917GUZ!ZS;R# z0KZXGjW0CEe9T`r@Abgf8aR94_4(Jt2`A#8HzIGonY@(z`84{^XFZ@kTDfpOw zZ;lNZAUf17D|NQ)y(}N}ZgTWTn z=pC5W-fW#eWi!{0(3;owJGe3C0dla5UKEF*;_X)#laay<;helhu-m4L4?N#1*aLkl zeEbjEOXEu;l!Quj7lj2LodWa2*+A|Av;gY|L0{r?uzKB-k=EF8kXBG}i-thX* za}er4b5%Y~%h;IJh8(By?0~qx4|tpSf$=-ZJs*x8C*3$;!c16@Fz?ww$!`s&ER**> zf1~y^!2I9G=D=fDW{l4ANU;~4zT4VUD25RRRZrT42O4N!YX14co7JO~!kzWsBO#lK z>tsG3?6h+rJ9?YD;$Lmx@Y4--8%$SZNWJzc%$Di_|2)n8^i$-f}+lzRd<)G6BC;rHRW)HP;X=>6~aXU59g z`?=ZYvS6B*@*(LBDyWcZT^0x4Y+)0ch|CQg~q~C|7fir>my=q_#LM^ zO8-6W-Tq6ikz{r3{{I=QO}MMNHy_FLsn%&LmDqrPR_KKw%*4hczhzI=)>(ISTZ6^$@&C?p@F}{ZFE6n-Qj>Z9g3C>qB4ym5tbh-}| zX6S7sPLbfI@P@v1=jV52|MNT#Pw{zxKp4YJC9=g4a;`6MlI1(>0XRFtzlddZGdk&6N6+-$y%5cD6rDJfi|lHuUJv4=gy9MZ zFqQ59_N@>UV!YD<2ZmpYmZXR>ot@&dF1=orVbiAJb>Z&4Gn}nM$6~#Gd-n&lwzjj# zoW_^$(@Xa6>2avM?o4|0=uy3?xYm^`Y;TD`A*geF=01LYB(E#=Ut7NTIDYzu$3~J| z3q$AkqJvD0TmD?tpj@7G-E)F?JBg38(R(U=#2yLN3rBUhL8_0()u-Y83Q#Lf0&2gu z+$p5x5f>Nd2BG#%UsCdylIWG9w&Jx?Kbrn;s;ggDO}Ern?oI#a|Nh~ z8N66LW*p9;A!mg~X)s>*CjP{OLghE~T8zba2c}s6S-C5!gI{QhLW!3+0FL`}DEk{E zT(n)io14vfGO_0OcSv9=@uE0?fz6t&+Vp1gFF37Oe%kA9z`oFIeehO>aA@ayl=oWA zaQzl1`5&;5zO$0%=IR#kK-jIT!o;FEw&}&V{{Swb=&zPSS413WK!l8R;OZyh9U|#S zTMnGX-;7y-cbPK4BSxo3-#II_$<54MZBZCdn{#&>R)#`Uh7~P?Z2x* zqq8)i@$Z_O)=b`@rp|zqlO)(=#H&^)ig1Ju{s^;}_-}dg^1^K%Q;hr1bi2REG_eaZ z)JsmyT; zEiccNp{+YHI3zY_LN$1Oui?^zzEpUiBybBy?p#O7jC} z5zHr~zhm9qv7q6h75g#@zR{iL;}2LN`{*>PL~=>xzklMZ2!T}8IW8n`up#oo-iSm; zM4Tqx5d)74%d^juR!-!WUF`0a!*VaVHWlRl7W;SkpT|&(2nhIsTawbixHw&Y9iw5F zE<)ZAZ!?jwvWfj{l`+4eXkx`^%cB7+eLP!i?(2(G`s(UCaK6XGiZv918My~e>jvPA zN>yE{E+xAd#~){A$Ats`_A&Q2_~{aKq7n-Yg|Os5 zE&GqRc`)gK_D3J*1FJN5{kvf3luQFfedAM?7THY1PQ+(uXDSyB6wSS1^F_4KG! z-yxAf+rd$Ki1<$s+z3F#AT`xGLv>AYk@YtF%6gE3_orHmwze;sSSJ%!dI=tuWU>)tg zccA>clXZ!d`10(j1YvCzg%>V}!nQTECYf3IhL0x*}rmSZX%pPG2-)7;7+k!9jtC6?E!Kc^0CfhEZt04Lbv;u^Ipu6V6Z}pTcsQ8 z>g>EunY}4lqt^SX^}E5}mL?+WQ&)6uUNVTLHFRL_TiNV+d8PdF$6J=fIcaqxV%H&X z1%d61n_GdK?$xWDL|7L6L-gA9J~ygi$;T%oC;DBkuvK})7)qHRUot4F%S0RmPLUtSgCri>Sy#@cj<|gy z-U(FNF6%M@sSZkPGD5^gYJRhWDkf>Q-QO`JV#JkS(sQ%nqqOxq+vGX?r2ZCn#S{R& zB+0|_%Pg;dcEoLLKQRz6Q^udE#LM#U74R}KO~EGxzxO;m9!{zoaNNrz$69eWn@#z# z3NfC#RsI~Lqx$;#IS#Jhc$f)%B{KuRz}-`+Y$`g#_m7fpg0(#UOX6O8J5Ylk)E%bQ3$BPcDgqOKkJ zm8?iu;L)duaTOWjEK%%XV#F*4pEt|yd>_8mze&qHrhL#}Xx+^JSfr)!d|a`_{zDg^ znowP(V*Q-3Ab8t3$E(a`y`560=gLt}hHN8>oabtMwDzmN3@)$-5?k0VkmPG#+fWm5 zpt8j_g;RR)XppsBZ|xp+(tY8`Q$Jl_lg3>eqq~aTNPm=g(jD5uH+8fX2>PXzwAYVh zX|ytYj(;GaQ@9@SC*dNge=@k@3*P(|3Id_zuh#N`#eb*puF9RV8r);~>f_xxjLQR8 z$fTRUy+~wwYck%cC*9mYM;f!1q^Hk$w3Vub(lu9R?rK!A=g`)Aa+BP{-+yKm{@Ob3 zUsl3FX389XT-_ibokpEl7^1i6zaDw|=wx#D4+$>))gR_U;!iCp=ACTHs9&spq)vSx zM=IqlrI(sN_~~7V#HBQT@|JD7%Zd(+G__Cqe*{d8WH|{Q32Tj+#Bs6D;pgg2J`3$( z4#U(jPHHA~wh#be-N@*V^%< z5igl?wd9P-tv3)I@BQ*~|FDz=FXm@c$6Jk-$V#`J;xc-QOYeG){(S>phEB#w5{{*N zzyn2H zrJcn0+lIH>r}VC<%NmN+Gcd(TrtU0cB_Kn5($3>Wcm+r=DyZySqsD0*REFQlBJ*lX zz=7*O8yJ{gN(vw1>n#kpBk|ZGpR4>lMTKqR_tgrf$x3@nnx_2ps_q#p@_%wwR>+S( zK^-7YzZa}6S-{Zr<9LzuW%APW=HB+0gCQPz%>y6)1GldZkd1lDL8{4#rawk8G)CNmumOhC^bWD6|}h?et-7 z^bZcQ$_N>dA3o#A=D$VOs_3qzJj-8b8QXw{{|krvtD@zjAxVqkU0}rNXuOu_IFeHS z94|!3s8>5~wy7=%-gKIA_=hqj$u{*}EQissgO2Vq0i|GLMY}ESBi@97K$eWS!L|2S zmJ~iK>D2JD$uJQ6tU>cpo=0_66^@Mow;TlMDy+H#-zxQU(&XvM-EUkEu=gkxCz*wk zF|9QAFXnzvQ?+iVb)ivpE*I?>FzQ52my02f4lp!Z>{mtj_{~-wd||JO1qX>!Bv)70 zsXs=T`D|Flj7pjZr^((#O3JV8T4NI5H0IlAlO7`MDYqQgD9L6ldv?b1=F)=M*{3Zz z`)CWZeGV5?3ySIB868d`KaSjkM#bhNdx5ILvX}mPPaXA{nt$(e+-qi2MdrVyu~II^ zsZPXmX=B?6`&PFNi8p*Kl0J(m6(^`&y7=nBO3R4`gOwY5h(j1Y4PWtWc~q~2aMI!j zPDx7GGk;dp(r$Sf(pQ%~W&63KTi(x}FJY38FZDsP5Y6vq1zeZks9y$`kdvncbLvT*91OyGTCaX$f0l zLkQ!*KrgG?PLHh|vItlw=(S9qUL8GGH7L9Xa3QgHe&ac|eRqf%dBqw)+G22n;!6!r zZrEhSp4XMnM_R0}%(5Q{dup_`t6R&sF5%M9t{PcQT9Wtv6Z^iNP0jVdy7qzA$FH~% znd4Ep8P+o6y5aW^e5`wpX=t8|oH#+|V|IyFk87Q7;&A@r{*n1!m#u4|M+)AQ?8E|9 z;l&$C7#ri(wPLl~NNOK%Q5Zy@jbA(SHT~Xvs*AdLxW^Z=Qu}%GA~D(LZ=aP4JR5E@4=OgNG8R7WGNk7bz)7hH0-us?S zwZ{Z}-U{orx3Q+gBR5=l#Ca6&Gv$ zm!>lR(i2>yqA7j4OTrQVtFX5K%Ib^$y$>KE-3kbZ1xPBXloFzVA|XhFba$tcf`E#2 zgOqf4svsrZDM)uWyzBAzzjy9C^WJ%#pEJK1pXWU1?6ddUYp?ix2P2s!B*-V9=9W19 zyT~s=uY*VPB=?^~ZNhce4yNV5jav@;A2cbPTX>zFE3Yk15OygB9LOn{>4)g5GW=eG z^HBiRc;H*SL8ZsL@cbxm3dKSS6Wn}6^BaGy={;pciPM<~g$d-BrJr0#BAeAY$;L8h z7RFV7i5l+T|5nsQff~1ubPcZ8Js$^DCo{7{-PU#1UJJSD`2ZC$OL9DxQFqUeH+T-$ zM#N~ZDC_z&`w*8VxOpmv#XkD*IJJip>SLf&@R^OxeQ1$|2D!J6kk<(5x=lGV^)fb= zYrg)3V36Vph3(=(1pm~#GgFbYjW51W0$;$;Gv6DzWCiV(sJ0vw9RyW*0>$l|)-&P| zf`}G&uPXdbcBg5)DekKuCBNjAPxek6GWQ(B;g)6Iw%+l=CcLH%8PeU2DS8CTVNgYa z(4QH6Et-?Z_uPY+*1PYvvph6S2Yk~h;(IFyU?k|Y3qqYbQ3ZQYNwGMTpZMt}S$ewh zR0gtHllReu=l8z|6DQ`KSOisgjjB$8!v>t4A4C5XxOAuvQvLrO&>)%7EM4LCQDg)k zVJN2SzsM1pcG2Z&=pjRu?4eGhs6GG`s{@*BQOpje;?8%Nc=&fR_aT7M6d+-)pRN?P zs*m~Td@E4n-A4zm_+m!cR|crlw#mJ)c&uhPi=xUmpw@eNs54$55)yq-=u#;^2IVCv zx79N-Jlr=jGVQ4P&A6_umuncs@elp`vB=;l%0M@XEYUb>&nDR>PkIp zDMSLzXs-CkraY;C;l5<^$_M26QF;LFdrpltmGbvGDcYiKBr0w7nZAn%C^ zb3vIW9La;Agb^IhJ5p!b(ug{lt<)FV(_QD9vK5z;8&#Dghs|%0hz9lB{d6x^A(J3>KstD##}szt3mf6E#oo9kMr_qCgJx2qYwaK6wvDPP`Kwd*Xqo z86+GErw5k$?*znO#5PF>4espgc3PJda%PU5Zy7?7p1(SOk!vwY3hH?j{ymR;eX__x zqT5HZ$9qP#1_BCq>H~^3mK@WEthcU@yc)Xc>gC^H z(4y$V;;~-_EHAebdE{A5;LEB}Yj(Y@cD zKJ-ungm_>yrf1*kq6_(9_(YK!BtR*YLJ7pvBN zuu!Y_n?`nHDx~}CneOf7VF6dJ#ro=JHfYu8{AXKVNbQSuwwX`e(Ae0Gj0+uzNIWg7 zA|dsNBL|5G@)Sy(golZ@hl7uMONqKiRcmZ z?;KDl80b2=k$ZZh>GvX?wWHv@vxIU~lu{DzN8Hyg_K;yq*rcQMBgHnei2E)+TWU}b zIw4m=%Xo80i}1*gSB?}8m<_$Yx6%wJ`h*>yXl3|z=9g@_27NX4oQRx-lPm*Rq#5@9 z#QPLp*uN?IjLtleH)9WbJr?bdex*U~7=c7l+s*o%f}{AyOl|e`4jV(Wk*zuP{`{tx zueOd|M!Oo-pszt_Un0jcu3Os$y*+0=5zI< z$}TS$%0DZAev^D+d3R_V>sj>C0eL;#2+9BxJEo18(kIC+X)c5;iNzml-d^5~zTi?8 z>?mONiK7=eQx40Nd|1Q2@=IsgA#GN6_3DZM(l8=B`w~jom7H-Uq^s{j{ zCGHVXu;DTG!~gBV0T@ypl($=I?~ufPuH6Z)7m7f4Pid~x;%)fE>~e= ze^Bek?n8`@dV=s@Ytb2KPMc;V^?4VTzGG(&yZFy2vpx)G59FJ=JZHGM(C;1!hjE!t zuq*?l`W%Maf1JdmDkV*4TqNaA_X&n1o_%@iY9~usxN8|WDC5}op7%t`w;bimLy8q3 zxZw+U97y+!I{d)VcE}!?g`UC}htKPb_U{u~;vN`LS0U3;5z=p5Eaou5j^7bQ&6G3~ zE-PH?;LdvrNlu;H0{hcv+Y9o?{-*aZ%#Qbdl$oooj$T5aj!PkSznz7fl1HtYd&8Cn zm*K;IU*1VLCPg}R14nAM`)pQB_H)vWNy$~e8Ep<$Bm9o|SV`8On~o~t!>LVQwX*bc zIxTs)aEyp~d}>DJ75~xf1EhwQ3tN92t7&5y4PCr6sJ+?Z&^PC0QDiufdH%Yh5>0z7 zod5|AyUv{EAV|6%7FS4P0QG&=&55JtFn0R%@6sw#j zgI909hMRWAVl3I+qVZy>tGZP_8E%G)8x%|x@xPw#KHC#njHDiYHpv^` z3EE~nRRW{YVeW5Q4AqLOh318#O-Ej0{JoKVs?E}vuT?AMUl4@+u(O{_zFj5x_ej%Q z$kUwL!03Ne2U6O&iRhYn_$VNIbJ8byy!Z1b^?0fR^2>avq`z$6Tmb3jBp_w)uMv3L z_2krNVSDP{P}312jpcU67}7cV=}(dXy>+!{Fl`EPlh3~)lc!>%L8h-5)`NZQGtY1c7WB-oM zH0h&~J*d<)F2gs)vG@5H(~+44B5$}5zOp>@>y6UErn3?HWu04jcwX-Es+A`%$$h&= zZXTZRog48qC+co2AKl~*VM9-{Y7&pr5ZcrK?MYZcbb=~6Z%3sRAeVgi7$f*C=m$AXTH1-E}&zMt^Dpr433`llub&o389q-+ssf%$= zym4``@40nnUiE2C{!C$^-&P3~FBLLHK3q5ZJG6~VG~nd%zZc$q*$m%H&5qPFN7YA? znmj9c?2GeUnd!JK4l?sT)WKVg9c>1Ths&2R~AU;n3t%&cDd5FTzi^@=WDWA`>nvZwO_ux{5*Bx z^@B>Tlk?NLgph?bEv)-TyOC}?V-=+OWA*XDY7hUah;~b-iC}SzX*tdYb*8Bq@!Y5V zK%BA-9;Z*HO+u%@=i!$JQ?l(lRhnGw78>irzdPCj75Ox(Pcxr--_KRjSz!t7x%D`? z0eyVF^A2w}3DT153TngWwV9rR~EJt_-g};v!Zt& zeAAcMwr1BDHGi22OcUyA2IPc5Fs`~nSUaF|^_@k_5%6F|L4CWi$mTd=3;|^{PbVf{6Ie!JO6Q=jH_t zR#`6vcDxJ_?h3^QzAguYkz$R*<7f-+6K8A#+#h8H=^Lxzh!Y=ltGiA(Xp~9Fe~gq~ z&y``X6Q;;8t60Ym_B@G?84&8|mK7_w$_c<#!1aGTC-BLTuRUY&+qMEzMLYE(%*)5hW+&MolYBk2Yp;4f!l@{~3KC7`l>f-|F;>C|u>}Vq(5@6&BIEh%YO0 z6vFgC+_HqS2(H4w>IgVSLz!}PbTlxwP(>Xk*Pd(ANn{Nb?(f%TJLp&vN|M= z9OPF9QgTf;<+m4*?hOgj$gBtrwH9JkyG>LT%L+AhJJzwt9T<#1gM;^b={xG#*lra8 zbQ6i)KV##ck9tPha&eQV6?}}{-<(3b`^G7#fbWUT-irQar+i7nq<;raVE?jTlBZT^ zwsMe7=+a_@NMZbga2d6yaZ~;}?jqIMwl{n-`H#*cE^Q|K!hRYM^XE7`NZlnxgs`&e zfKh<|zRgc9{XyA>m66i2B0&ng>JHc$p%Em+p7H%0b&tZ*V||X}5(8ziqI#IRVhuWl zb(Ai!!Q6RweMnlb>pM1&H#YtmCX!g8`{Bs>D9$sJE#fEch77l^RAk}q;_18)Z8>p@ z-S!!qSOZx6m-RX~XR40Tt$M~jFh)dNukYFJ;K-Yhb2V5G`n6q4Ou9Wm}=HV2oVAWR~h-r)&nie7v(&9PkrB%loj4de!I^8Cy$YQGDNlY z3XLDcq-w;Zq4EHbbbusn+LZOUxnJ5Nc-ogZJUTX2Sf{msHq7A^CMaES*U!upXUVvE zQ?9jU%>_&GZcT4YU-2t0!FaRXHAPBF!QC@e_QT8om+rV1-wj{!H#hB9Wmz3xQ+|E! z>-SJ3PUnvR?E~fJuS2L=(Mr52^pRbU!K6NFlVDY|)&~Qv^47z7+X>MF$6~`|QT6c? zvxLbo%7l;ueXSt{t`Wf#F1HZz>G-{izVWX^Xlw66mwI=$PKxLmWa8aCrO};a|6<(o zF=k>N+@9yi7`8gSYu_Pnti}O1p7#9vH|Yz9uBq`;Eg&*n_;~TE%>N z%3ia3zpZuM#tB(d|F45`d^DhU(W=D6ZY^yN%6OJsE-%Sjec>Es7mVHIV5-P`Qp~AL zHe8Dl>RwHH(lrT@SwRKzrVK&9(@u7u3VM_Y3BU#Cp{7^BE7Y&7Ni;XbJCRExb})PQ zOnBIyT=_|PU#)O-Yt=!9;<2zVacLqx+7!l;C}k7(L>otwsJUOMZ&llVrHQD(=y|ww z!fkSoV-lhR>X-T_lqqG9KwConLbX!MXo^&rh}UDS(--Pu;7HdTOij;E?T|p@cs|Y@O(FTT- zFEfZ=&V3kq-FjCHDdCT9E!z-gFP*F^$J&~1(|z4_7GoNzn|)s#5GOjlm$m<6_#LCl z01$i{rEQfIIIYp*yWjp2#>R#e9Id-r=<88`p+B=_L({QF`2UI?)?}~Q@Y|ZOPt6h9-oQvC%As*ueH!gTa(1G_Jn$!!+L;Ut5n+D zh5{wgH2Ht26DEb!d5y|lCp;wPBD|w<%JY);_YSl}%~!w5ksS%!rw*tS>9JgEmM(5k zsax$i(ctR1r)=TZpR_;o9vwVf8g4`#ky4hQq92w6j{#cK8UfeRmZR|UC7}Ex8c{8R zoTs&=ah7_1m6R6lHC`C8b;-_$uaMsd#!@GmH-FI#U-rTd$sjAV46QTQO!niLbWM0+ ztJ!#x+iEsNv7bNtG+;d4Q{$@VnwBN-B1&(eosKz9xl2MOA2I{1#lIoS3EZ824(Qi- zbu}57k|JEC)QRQ7*Skn-K9jR9xcQ}Fu^-0VGy8*u9M^0UC@-(1hg5DSMjMsjMmtNm z?XQ!&oK;=Pegn~pZDD8M4{_t36q4H`WXD5<&yEgeyCDPuX}W2U7J|O=Fz9WJRNMGJ zfxf69rJTI>P;wle3F4(8{P(q3Dv^koxdoxu=s5abfh3xd^D*UA{@AaDjk;gDY6sdX z_>nc8Op4x~H4(x27uE06cF6J;wW`y_G+nlZ=)#Fp?mk7wfu8(n&_ud8*YC>4)YjMc zg(ir9MZ4qTJX-}~f4HVJ zuA`>~(O*I}-~2cc31{L{$j;jNvL32dpRLLo#8CD=h7NYB+399437X19(-8f8uiejt zhQemnO)dzRsa+oaQxIX?&R1_Vi-ap9qR=$%H&+Wzc3+=2M zf*vH+byXMZx-n5bvn`xvv?~}@mkI|KSRgM=Ag{BKEhbkoin~_M$w#(;Ke00Wq)H?y zh`lZCo@oE2JBcW+1dW8;=D`8qKYBQ`qJcq)$~MIn#^-kyIae-ZoB#&>RIu-^Gav@5HQuo4PK%7{) zvUrOH}cnCocMhbGmhl-?KPDkr4{h#j-_MT)ewAiJ7)nnA}dN)X&!si$4U_mN!6H1QjN%$u5QjhiH-`Eq zLUs>TDf;U#Z!tFQt>h;T?BPt>$?KRWV>P5E6rVr&I9yvlWjz-C;OLrL9(FK?>92CH zif87CRrTd(@0B-pKH)H&qf~exJl|g<;hI;qq)C4K^!+WMM5fq42~k%rd-ENJ8$=*u`>`wrAkI=k{Zl+Fc$46I=OldoAhm7pv8l zTX+mopHbp^;*~k*Q171b(n~27t>KTsJtRW-Il*#O$r7%YTA-5FLE>OX%%c_&d$F1Y zx;^a%f031T8zFlQud>TS>$4>AU{E0p^K5RJ`;;QE|K$N?9Ilq6wFf&pRn`4a-U)(b z;eJcOp9b2AL_Pk}n%EU{K_h|{OPq+DxjEJ09HF;O^*mHsKWBd=_vOTsQxxaF+6Bky zp6*ZLRcaVYbp{*|Vbr`hc_D%b@EPMrll^s7*|8S%CE{oC# zjD5DB$T9k;>b1XUUFLa4G9O57vt#|bQl3xZLw+D#JD;wxzE+BP14ix0I<7FY)%-!C z(N)fqkiuMNePTU>ZhZ$Pf?D^DGi_f^G?bU;Q*pB;WI|`E%jpg!8NDN&7i&guy=Y*q z;B?1rI{q+hLs9&;8KLR7Kehg>j#l)Sp0k}hDUM8`kXdXp(rXBt!IC+ifg&*O(1ddsiy8k5O{Z5Cs#kmpiL^t?&0+ZhVc z2%;=7=g1qv13yF8K+`4m`G&BB_T9g#Z;y-112p%U*<>kuAKnd%?GkBR&dR@Ma{9Ge zP@X}?8}htR$MG?)c^zvb9vz)!TuI+RDfur^l6~acziM8uNN&Xi+%0`^`tvIF85Kc; zZ(c&ll5mJlcBrlM=*@8}WP#P{(Ae5{7Cg%T7K5muHx^ZmXVOZ8)QIe(KFuE&@ur%? zb$R^{u@_{ZQd>SwyWy0_i@kMKU`-%LBnsEdF~u*lkMZv9Ck!V4V#}h6ziwhAGOTRG zdT^~ZRLccPjf9Sle=a$$TGH8;rDvC`b3MUQz4jb?dazrvz}||7$#TjScW40C9>aD{F4Wygph(XVo{U31uBIMr2w2*}d2KJ$J`XZ3rW%D;9HS3YE{* zQgYimKG1a9hmj0EaL*I3Bu2#zq12)=$CeQRWPEo28Ncx6b%dQSu>0@a($K~3)(UqJ zn`k!r5OY^})YId#J85omv zdx1eMu0pbwYR84A;v=ndAyf7GBVYVggjcM2b5)=A?wL~XQ!{*{M+JC96{TaaULaAX z6x(dmJC61$~8=MBN@LO2`aaiv`cIn#2N<%Is5NvhvYv{@`h#R6~E2q-b6wa#0ZJbj7EebucP_{)WxdF4HumnS$2rfw4`&xC}lN@n*=JKTSE zF?ptXFJ@+jbdT_KpJ4y!C1eLroqZx0U+A8HCuMh8sgvUHb+Z}Tx~#+c&)Q^0#PGPs zF*s<-*cmmKycIdiHn($mBba61D35U>CRI=4bTS&cSw;BMpeoIR_gXO1NNl8yl>qW= z-5^SB?2UoNi@p$d=Jf+6BsjIG(qm54cc$tSaZA3g_k;3sn~ikJl>hZR9sTn)T-!tj z_!?S&7H}em{i3O!p;hTXA z{LE+Nx3&V#pTwHi$rU#Yf>VwE+UM19q56pnz0vOP1o9`kWjF2lG6nscHzqvgXjLm% zG#b66wl>+1Ra8fLs3jKAwYQ9j?o;>oP^bs+Wo8T*ZB~4vp>!~t>P+fr>J9u#2H438sl}VtjN5uhA13P%TH+(&xfkDIR371_>i<%>*)Lrp%*K zAPnNUgZAD0^6H8JHC!s!y2*FqS7&zOsrjAZN|9Oe&==<@k#15im!WNfGV8@I9{#Cb z0uqtazx|{qI39C&Hf)V-v>q4R12(e{jutp7(l0JtJ2_V5$mc>@tXbD_Ys=1m*w(Ax z*sjiC>Bq8rKVF${7`CZq4CdDfq|{Jx1= z?lM{i?u(ZYWxAZ8%5VZUY#FQuAqw`E^NZ&MrWN0MAUwn|;9e0n+L#D+t)#<%$Q&pE^HDBI`Lk0v&h{pz(eInsiFUKw*}id$XC zZaL*A&)H+zv2mr-J-iQsTUQc9I&-XO6bCV~qmj!4p3f?Cdz9lGTC=#wy~ ziA{sP47;Iq9^*YuzH9bcAuS$f`E|7_aTZVcQ-Mr&vKhO1S2d~iHrpp1kuNIwzo)*J z4`I+))kR|>n5OkC<&qooxo&QR@xAqqvi{OjFF4AdduTossp%(~vYP07&Kjh%5t$#Z za^b1b)$#q{oyBL-{cQa^TlhWWP-qnM|6`WSwD>`~6ER;X%8 zWKX8HJS8n}GO#Z{8(L1vE z{=L)lxDS+@p)50@dn|3^`^_I6FIVJ1VeX#f8Divlc&GlNvbO)2c_{Vu{cIXqM?DOy zfwhfywUX`QEf;~WtFJAvPMBtx@fUHVh^~ou{)-pjgh5y7ldg@X3QbvG1wuhPamVTVC7({V>v$A#G? zjPve^lA?@g`iy2-iPU#~LnXJaO{%QlLzw=U;!iSeuvSYd^rMOcpaqV~!G5K8bN2RM zmF3ARSqw(UH@qKCKK6zVy_}En;mu2IRg&K|9R0AKtA$seohyhOUoh)XzF?Nidzehq zTst{T5-!CzCsW(=9WincPGnQ#3pd(nN#Ag~u7vTZZ$YcMqnEV(ebv>mxQ^L!0tT;j zmwFygnOPB$-#Rn-s{OdDJA3|ATAaEwif`QQPXzWmYivUQpeDx~d&eyGGuLLCl?vOr zG7_H9f0jZ(FOPZaz|LtKY00?SQ-Zd!11hl)iq}^f-*&cli%VjB9BkMR87nK` zWUO5AMh-WsUv%`)9v9WD%G9t^puNm6wLClieRJ~mZ#Caa$|B{Cn;8w8%(q5NBj2Py zs>zS>n$$&G#e_YPYGHUH|Lu1f2TEwh)pz&6vn z#EY49-l_+nR((3L!$4WWa zSEgY;OQ_Nrq51TOU#m|;QnJ{K)LxqF(EHV`s%!{C_1Ru{N<{_GFX*Zz#oDB|Eb{HH zyfQEt7Ri#vp%;u5Tm14iE}%~+lz;iqBPPBTqrqWV+xyI^hMyo8H%5c$j+-`T=vma; z3mzu+DPY&Cpu|~#IJ0% z@Kp&|79T97`#;+)ZfYL>_)+DP*9&m#6fiGm2csxYljRl2i_zC5H;s+P9w~Awrlq$@J>bmazseXDavNu^j z>ZqbB$b*rKTl2YORgLzYQg&>V%aG?(qp+4^SX(NYNcYfz>45)=z5V6y(NhuO)oaD= zhPvmTYZI=DigT0Ln;ZC?H*vVWKer&fLLtFU_3o?E5)!1IO33Ev`n#B3h}^nyW4XD)Ir}B${D)=#6zzPQin+57?sqBDWJAST zOYQ~K96W|wSc%IxL(4$_;2Tp$fx}$;p<(00!9nGR^*haPn}@n8<1LSWy02@TTpL&Q zqLfTxZR8g&D8S0?6fxIbT)lKZ_y8;761urb!^X)SMVa^yt8ru#YY{F1qNk&=Uze15 z`1r)K2U4=KE>j0PuXkO)aii#x4rfx)jVlt>7w`W2<a-suBM|UGqcx8#j#U1Y4);)G04r}XdF2vFa92FF_4leo~RN&jjDj8 z8EM2TL{3iLwZ7o$7k}z2pVr5>NZf=kun?X>_oh#oT zDeNhM@xK4L9%e8vyYH-;ZbR9HN>CX~GtX&}5}VhKeo`amRT0P1R^G{H7nsQ6MJ`$% zTQlFcAN5s*?RAn9JJ%lineG)C$)&l!6hYCk9H ze3z$#_7sRye0qi($Xt6XKhG~ZS_d!L+DCs4(-zfOtX^Hlk3NzwAEUbS!Vm3HumI;) zc%I=!9u>c~AUh$K@aetj4wX3e2V-P?Nf#~XA3^oSLaHMb@1Fj_Go$j{pF@`uGI{IR zuin<##|eraUgHfj;1C;Wx1BC?m?el*kA67E!8Cy3fHnP>M!NHwkVfbVGKrOU6Yj`n z&?5~K(|=O(bwByy_^!do0!@&g&Ul{EX*b^0Qwau_>RsM;kNlP?%LFu7iz#Yf<*To+ zzdbTwIY+dc`r0??3A#@twJ%mK%*)O`GgErOHFvA;SxxhQnKD-wZl2re(&oIHbFC-- z*&yaLh(B$Cm|Ww;1TEkT;VB;J{NboyjDi1inJf@tZ=`T-$e#4_rn#R(`rac^arwEq$$`#v2<$D;MMn{G05XRS z8ZD|DL)V^nU>APL7NJ&A5jvq1TR0l4(KXBc2K}mkN zVk`1WmW-^dzfyL%uuJVxf(z<9MdTw1Xo^{iKss&)^|srkz#=CC*v~Hz&vBsnH>gGK zf*4G*TwZ`~MRoET(*SPl+qZ8X)-qw;52^;VEK6W@lzzDk&NCDrstlczGc# z5-{50dQ|W)SD>>W>i@MtH-sN((Pd^M?;xRc1wht=guyTXnUbw#$Ta|uJFJht2fE%3 zLBVT4I{Xg(MV~;F_}^#-xO_3AN56+XDJ}(9bv-;`gPTJAg3Zr=Q|_t3zcohEijVgQ z^=Q%mP3l`*tO!_$0KMkPQMBPAQ&^}%kbn?ac#{Xbd=6< z4n=%dS9>8luZr^)z7DWj(X1~E6IOy4PBdSnZUcYHwCv27o7yA!HO~M08*{38hUa;o z3`eBlac=4U&kg%wPHzA^su{X>aRKHA^TO$W{|X`M0`^@qV%Je4aR2*%BXR%x|7|3U z^gS<5rbw<{4FG1g&f(@C(2gy4c*@HtBt#2THE)n511_^SWZF`5ays-nP!!KEU&tXR z`h8@C3iyLe%gf6$&5EyH=>W{t%Em?%nB$uuJU9)nC?YPfv-Q_6FVW;jCMMtdo7H2x z{y&zIPI5noPXmgb1g$inCvZbpm<|Mvct<3~#4vyY25iQpzNJk-ttXY14)iJ5CgKb$inD!d*^Y{sxFiG21q-amo7#|la4AHcp&y9b>YWWcf{0ktv`lx)dWPHnHKhxXri z(s!%FBO>kqI_oEB*Zcqt@gK0{eSrb^y4WC?+pn^Y2X$YsYn%#!>)?-EhvjA5YZ+3* z%foXSbY);|F$D$%{RGk^)W@VAwuqeTWEqd%qV!TCCnLKFP>!$l0s;cQK%RdpD_j0X zv1|hbG0?q!wYEZKbkFcG6QJQyKbdw9Q1_&WIB4|{Hyz$iQ@kr-Zl23+0G)uMsXYN; zt6n>x^CqRGNdSm52tXwFpj|Kv(aY;x0CF-pbc1Yg?9ylC>v0HB8-sBiKbz+{|R%1Gojj=irR_*6!QT$FQYetQSK zTiw|mAacIh+1afJEkPW0OrTfM|DCJIyylYG?X|Tvs3{Y5bF1l3SG)^4MWLW=!}7%7 zBqk;XL4Z<=cmWU4&dx6C@55WSE&=~dJ`ber08NVqqh>54DvBNx8w(TZP2-}u7__y3 z1hn>N1+Plp3|J~SpdIJ5TG-MJWNg6m&43`*N@^mkk{Q76fgZ}^Na6WWx4U=mqF4^6OR}C# zK;lPfA_54N2)+#sn2|OE8tnO9_FxEPj$uUqfb_JwmLYU~8Ch6>2m=maO1no!-UDF| zKq}~n?SxoI_z;W%uzT%CT1thLm51owPYo6#Uj?LK3}GT#1DwLt-$wFVUS2aSnom%+ z1?EacAWk5rQ5)oQxlwvr2uMPU1Kkw`*^@~Wo@nctPyyzeAM9MZU>^W;_#N2gA7f&0 zp>u3LX8kqljRRJ%ptyKt+fGkIgBHZCbIHTaV+9=9_g6=}0n>sKsgth;O}x>uF__jy z_s@^jU0q!rPdu%2Lq7lj23Wh8D2g6Pz5(o4^2H0n!8{E-_z3Xu?hP3L!Q2}#mSJVk z9hLg+8*YPa<#Fi-G3cFu;7a4y3ow#KMn>9s`8!}TwPA>ywp$rtI=%h+^%hEB8{p+g z)Jnpeyqax+xxoUYgcLLc0MZN+8q((Q`oQ`G1P7PC(JPb0c?-+@4G2sO*L!+KN~3|` zG73u5YOkU~1>5ph^_J#llq&TdEpEW|0q9@D!)MM6dfQOYM!+H7aZgE2MJ@cZ*h*e# zqpDzUrwWgZym|dPf}kud+;f;Z_!T!nw(8apEJIi+pPN^w>gnM=05e$Lz-lH244^Mk zeTiaV9AInwpUDZWh$xIHESsmg(51`?Xll*#GoC>YTnUsaiLYudB@pq9xU1?PyD)< z?B0Ol4oW2S4KO7q*po@9sF*>;><26}2`j6D)yO+XmC%%o2kw?JRTNMfLA{I!)Y?Uj z@nO?ZRaN}~_}8EC7ZWK2JsfKgp59t3pTcG62pei{e)4B-?lv@C!}Kf!#SC)LF;T~w z$9j#Zj({K~GvM(7dQA!>*BJog3=+1^Ba8dR0Npn306YH^WcPf)Ucu%{8Y;LQkeQWr zZ$wsKKkX_o?4jI-9Om#$=^|ehwbpr%u=} zu>f3*k6h(3AqU{0s>gQ4UzZ1=27JF2M->=&PYIxiwXbTWnn=>0M`QJD+pS9@a}wJIra|?Nson4 z^WcJhk%WoKT|q&?j~_oG2&(53e8%o-N6W=M7nCoao12Sx0crEbg9lX4pFi*20*oha z(#q}WZ{O}h&;Mm$Pr~wZ0-<0zWo5=a4nT;4)5`~3VxNYFN8nuwf<%*%vGLN#R}vBp ze+Xub#POI8Ugzbd1UFy&`EvqT4@pBSV2}b}#@z%>A>bh%f=D!6&mZ3VxZVj!D?nY@ zA27~81U70gke7GEUspS@fjup-o_&H^wE$_qgn+stI>=f1JxTo(asc{-j_=#GIkjO4 zfK_?~#tfG0OF6l>K;UW88;1p12zs2rGsOmy>SOrl`}gm=FsX@)YiyBnl8ju-Rl*CG z!UXIkARVRGENk~DLDR1ggnP5rK)KvsGhfo#`2iN;H5>$okgyq?u;=^EXJG>y zoS^txbGAPQS;KCV(w9u+cUn#=L6;>?(3up>nzv>?HsZF~hz*8Z41~G-2xzbxUNcz? z7oY)@9`S-#1Xl4T8{67GshGH3m=o5=fc2}WtrE1rr&m{5-2oPe_=_`un-KagNOH6V`4M$PEFsLFzZP%kHBCRL*=YTTzsXgoT ztOeJwQJZrbm|6bv#x8u^C~`w+B^pT8fdmCmBTn8S4yDgi`m$0=TlmOZ~^qTV^6y6JXcgy z)CMwD?{|hF`h0jy*l;rQ^EdW;t=!xMVcLI;iV6U(J2f!JQHqbiEq@OX+TsPTfJG%# zC?a+jX4UuKzX<`*1vP@=uU=6AHh2p}&r^zv$-t?Gv*0CIyUBe^U%6Z-sP60GpdZuJ^ph1JCn|JFaVAd++PMuP86GaUH`t8XB67l+!1b zX=qmT;-5W#t;SE@>^v=oe+k>1I%lI|VPIo_(Mq4@>_r<(QwtkYqf2}2^sTIoEX)OX zj_~kv?YU}WV`(kI%WL+Z5Aax68S=90bh+aqYb{S}TGPJa>++1_DWS4+V!=Nh4$stvnu_$Z#-bMM~i_jjylj-OI8+ILnlZrzOsC7YGF7>)Mb zySMM2?5}&bIhOCpRNWkTi%E7%^$u#;%o>YsmWZ_GwQdp(DRiY3qh+&p2OEFnRF(+{ z<@0S=hG(Fm@wc+JUHY4c$0qUv57xh{7Ju-DX1NIY0nH9c$u;EP@0b6Dk-(pGG|P4` z{$>51@D=1Q7nZHGS^NRlzZY5c|K&wk4Q7A;N@_I4{}OmsMQUHU5@9M7v~U0ZWS!7? zYazE;hv@n)E|q9`-*N+${5u$IQ$;H9Z}7 z>C*$_=FF5kn|8-ByZzqVKs!T!v$*a^R&zpCm148o%wXVQBWgvcSWv8m{M7t4 zf8F|b^Y`xk)sZ!v%h@mYIR46{_2@*CMNcEIh{)HUV`F8ti5iKzta_GA{NiElPI<-h zx)PJac?-FFi`n#Yv#w|O<0(56V@xnLLL*OQ4@7``<5*)u+ID96LYKYGP}iec3#=YaQL)c zmX7Q6Sh01EMuX$jhg3>8WDsYU4E$_le!DlvvQtah_CH zR;IGV8k7e*{rqQ5U6Q_>j(xN3$kh-F6ODwzAT2SznI6nc=)63t?31i}iFoy&vyyogQz{8^`|Y`~9oq zYm)xMuW1&E+(tvt1KI_cToyq35H>=^>wVvR`v8-{6%wa#s1y~zve9ap#42~jzgQ6#e)rJPCeWq z9GiKg)MVwH)_8w>A_H}UgoMO?adGiNyH?l9kVBUXHe4RgS!r24L5Jj6n=TQ z)BEDiKr!c3mRQ_qWOTIj?O?Ng>+9<))^P0GcS2WJmsPz6n>a!<*&r5cR5-N{)0}D3 zw~zAR{{7D-zMK!=l@B#%#T(bfQ6uJNCOLU{5)=n0^786Qs zojv5tns|5h^9e+CUzYNqBfN!nS@y&Asb)lU+(kj7_hi=Z(oSm{fN1}p00apuM0lfUl;G+UmLq0E39$QPAyjX)Y-tp zpF6xH67ZQF{d@(U-Zq%8`1feZN`>{0o%AtEV7ca6J+E~*z4KdU|{pq=BC zg25HX+NU5^;0@Fe)@_laMAMKgqmZ!TF{%9m)GBrnAj8Mu4`Bk{B$hue)@<;rLXgMgojG1V(3qr=<+J0foNwdG*38-IRrDz{;-LC@U? z8`!ui{5mGI3!@t-Xc8ym#iW(z=9*i-dH3$u2+Xng!pN^*O4zyE>FHw~N4vNG-bMo2 zRSeuZTG}H6YuB$=sSFhxoec_NCd+0j^jBYW*bYZmkD3gdStbwtqoaRMB1Y}n&Z&Nw zg+8s>?tExd#$<~#Hm9VdWK_OOM@Ppaj7yhr@zby{JwMw}5!;gVwmZ8MAyUrYbJ>d3ox<1puN_8GV4=9s6qtyYUs zJnqk3xY9Z8pHN8yEpGZ@Y65#vvt~dTkW-$Ac>sLlS67QF4;&TQ9?%Q6pawqA zp2a-geXPGMK!8Ea>D^G~0MDvbtBkP0oPbaeH9h zGepc;9at41G|W6}P)IFNSBFBOkk^Vj6F`to4B*>zm%pA({>CHQ##z;|-)a+dj=k1O zk!5zDeLFv%=&r9dk3})iS?q0PZCyI~nHdaq1cdD1*6JOtlxRS@dS~4u zFKG7lUDd$y;EKA|ziHmAHdNSR-&?hJ^!!*)s54KY*_mg2|7aIlp}U>^tp%#mi>G8?rmU5_I~o@f@*?xBs95$33k%ByVQLQ5TvfX$Q>CJ!vQba3)n(4J`=i?aUZg>RZ_Ujc z`%1cslbk~U6aV^^pp(VloNCc(?g9iuUZ=c4fQyT(vUrnq(zOn0>+_gwj*^w-m5QN zrbh0tyu8*?py@|9o+HT5U;X3?7Esesr?IQ4t_$-s7Nb}16%`dRracXcm#NyA&xeay zoaRRvmrN-IRZukg_<)>3=y)_CFfCsI*%5_HZF=gycv_CABc zr|6ZiYf@soN#gmm1P=9A&pIY@a&o!`27*i;HU1hOuN&zqRm-r_r)cPwB18<_rqiuL zl@rOYUlQXsH;wr6%#r1|9bWcw=+-ZYMb@{tjsd-8V#D)`86-DaiHhvgnVA@@dwW@i zqS1Yjjq?2Y^FXZ3Z{L#Ur*`4{Q`SDsN_2hx$E>ZbYl4NXlXmyz4W>37zFHN&ufcJo zlVZJXzQ3WigzD`*4&)Zpv&M^ALR?Sgl~odnRiR?e##q_Zgjsn{Cb7)#3Lif4 z=hB5rxQo{$wL2(ef8|WfrVbX_WLR~L;l6TIw}m3hVB zVn_{$n9QmZ(9xclH(xTI(W!wHv;FVC_uS2Yjw&g@tMKE;tAIh&5eeaM-!iOif3=^Y zRHF!u12{7<+RDfnY^3XtO8bhI+w_=`^~V`PYami3y#fhfgv#BKX){&a{x~A&c+q~Z zD@_H>%{r)9yaCyajpKw3PhY$u+8>iXLHnHx)Durlp1V6mLtK&60GfV@I$7%O3v+2K zeaNsyNuqO^?@185e&7c?G95hwLX+zE{HHavkA9$b4i%7WwQDk?Mj(iB*F;G7r3^P` zX^?Tfo*JfySFgk1jiC@QIHvS1*LCKwe#y3GhmJ@6U_DY3rKazmpftK2w&q8cIvAgt z{&*?!_`>{L%H_gMlCoGt-krdrc1H)nt>%js1RC~G7Mxb5Bx^KP@C)OylVAo zj>CslQ45uCbE&R$saXFIGq<68QF()q=gDh#I`>|>h2~|d2|oE9LM-Sn*{z} zpYr$xVUr~F>RTN*iF<~feSJo5-*w+!Iu#{RaOlvXY3wBy9eQ6ZiQ;PaA79=&jT9g3>h6w8 zPd|z>T|vxgO!3^gX9(_5$8W9uDy^iWn&Ndbu`HeRb@Tpe*AH9dpCDq$@8|`jfH@&${3b$prw9Xrc!`$`?!^f zWAQ+~*|f>E@gm&HFNpge;iz2dT>gg-@4$8J%ULZH zbQWL)LmUG99|cD49CZx4vJYhp&(CRoCbyt@fe>#%CWGmuJ&C-t`~(N1jL>h{#CSAZ zz_6kh5HnE1-7PjWhNHvZkbctaS`P4MYpV+Tz_77W%lY*)+7B)(7ule83~~&}KoQ#a z{`!jPsh%*_?LWTu^y#^E_G}BNs;c6eOUMmtn9(h;)h^$jXi|{Jnh~;m&AH9V=_{W2 zOs!CITVOMoRTt^_(ZA|*qMiiUhhouIQ`CW299f6Oo?Wqb$g*MmcqT~bEEw>H54YE+ z*bQpUO%Ei>o<2<~5K?(hwz})>mw8+pWRV*Xn+SBcgID(ziv50q3^Q#9-eCb@Uy|Kt zku&Z`FmJK`XI@2c3MeJ&=6n?`OHUUC zr>>Q5`5Zs{HHmsmat>*o4FynSRFp9Sg{+)hsU6de7jcTuPo(xt>#nc%ih3I1G~ORD z`EXS1ZThx}9KpGa+E=p4`UrdF@e>AEjW{*4&pX%H?`tTNmpmC?;7gq{L z8Qr@+{&`QXb8q(4d|s2mUh?!bed`gqQl-<9A`oXNw~y&@cHFbS$V#v4o!x)_d_2ZLrN<4#Hv0fRC{XblGxLSKQgF?4=L zsHbwNwB4KTy3J1+lJJVy{4~F<>dnRc+IL1Oqe*AzX|s@UPR;Y_MxCK2pep#>53i)zd{8-w>-3ePyTgb%}@^08nbe ztx=$@o}CX~F`Zb?f9V;Os@&P5f_iH-*Hz{58ueG_luYVh9gM&= zro>)nN-bJ`_eN%MZLoNPGXDJLc`R2L2eYSBAC_hc@K`O^um!&!~#nrjYPxbUSr6q32R|Gx-E6^`$_=ESA zr-tL{yya5I^@FpALFIB^I<>$B*qk6tbq2GopXugEA!9h3ofZ{#!xBovU~^VOpI}tH zTD+fm&bT^d;n=6haG6IDUdqFb$p=dvr#0jxZi(;N^WLSkIDHd^aP`(YGUlZMpb!Z9a+ZJkB+olbt^@&+%GEg`G`e}>HM%X!_5uD3cHV=-Oz~`BFb_frIa) zhA@dQ!7VAE6v?Ymkdp0rHTkif+T=U{eax^$A*`%I4MNBMtY&k!Yr##v`;)9efKf8} zX-}Jv3YoU%HqXwH92~`~2gR~{ijQCS@t`psuWl{qnb3|A@G#H(PtQVa5qMd0n}teL|S^v`cAN*zQx;nxv2`u(%*)Ynvy<@6u(W=G_# z$1(vfgylu8Q95CWxEeGa$`2JZ;k^`dBw@J?ZfSiJN3_=?HrX-`Sf6W`RArtCny~#;n+@{I@R@c2ql0M zD6O&udz54~BPdAXF!Iz0!s~-j5Kb6?j1{nH0lG%Ea8l}pe{Pr_Ja!D5F*Ta$oYM63 zBqJjutXhlIJZ8c%LD+ks?`+@dnijzst-G!J&CrL_Vau8j?;39AekBPUiJF6z_0&KA z{4)(5>VeJ5v$~|B`mmn&*@6P?%~gcLMPx7Az=%@*GXiHw-@}L>=ccyZr22qOrx!4Y z!QgZYe?(N4jjGvLy}i)+(lz!HXOk?u!Lp|VK)`&Zw*MsBK_$>`-TH7*?L?`Cn~csn z`-XrCeAd&D_w&R0MyAbw@7fjASMnEq&-tebXJ+ld(1O?deI)MonKn`HXuMpoR&EhG2DSv_V!%QUo^qjq0Br(dGr#co=M^3-P6E- zwqS+`!%VnQu+z3E%FVu|E1^0$LaQ_1kTg|Pbi z*XL7QrmW0bb9F$q){$~2;WC7#{?@!aB7-!UXPpH;*}Wzn&_ff5vM4D5tBpJl z5GVuxm3st$F^M_FfXKy{GyquKruz;;uTvz9XF2crZ{NPvCL1cu^++sy1}$cb;WOzh zdKw4rfD!3&_Lt1r0RB@wm0=CsY2TDh8@BMUqoz>Btc)Yt4WN=x1raA`)p=Ub^o!!J zU%v?VN)Qf*S{$3WxbElApHBszi^TvC6%`YjV%1fm%{#nJ7e}hZl;sG(Q z^X9^JvP`fFO}@OjI8Ev$3?>-~(49mEL}8a=P|iTuTEqguo{Mj&PoDgZrQqD(oR!9- zogR)EGX8jPb0&%${j{bOK$aXNg>JQVp$_e9$-9+05#R!yU6;%$*cBor7cx1YA@Hx& zec?4$LO~Ye@81`38jEq8>Y{T+ z^ujuPrkK2uY61rTY6_o#FBw*qCpQttHk+e`& zM^L=^$1&(mxzoh>QGg{eIzFv`*m2}aesi;!Uel8+HvP55_wL^>zUB(C;1H=JdYrl| zLV{xTu%SO^JB~6oIXgKqAkmeN8b)H%fcwM$H}WV9&s59t>TCL4bJx?+JDz3@Mke{J zUD`lGR>hZ0+jylEV>K!2ANu3VFcFlU>~_}zNUF78sv*SkDxVO)2FL zJm2c#G!hd~%?==cHUQz-{Qh|nX+aAs6|B4lbW9RaH}2%yQ@XbwtFfMlMnu;ELaal) zwFQ?1RLcqG2xC%1^mQUbIc;ntRU_;j4S+=B_^}ZLMG^P;Y=kS-To*^8QIN|KGmbtr z5X?j$BH(B6ZtvU|+{hCcR)!K~8d7l_+4D$%hiKEdVz7bn$hy;DVN>8l82px@a(B~i zep=2A8#br{@z`J*V!%d@II#$`Nty)2|jSD06cV^`?j27vhOiMq*($ zSw2ksH6hIKRp4>(ZJCI?HkD$NK1HK!JfQGDlYF=^+am!Q!uK(gSR5XQ6Fd?ojwnPU z*)B~GBVHk18C6G6v~pcCUc7kGIXs;B^QYzbQ1f|=VLB2}p{U6snG_IgmQVeq$xgWtPvo|tqW|PkWp?tRYXHL*4-UxN< zrav1hstJAq^`b^p4%W|U-kb5Rz_*i&_!^H!qRs^>pv1L^JJ%?;({NdJGunygcd|MfH27z1D z!LfH)9v%B?lDOT`mBx}A-k&hAx-7J`w0Mn1Vm2!f?xoS*2M~Cdmbo6hz&j$P7<6MJ zkmSjeu&Jm8!x(cg%te_HN)TqY@7Q5bab*D`e-)-7A~Iu7jiEl=)?^2q69@cIYM#c) z&3)F~+$C=l4gGEjH*MbRpEp3Pt8nQ(UY_uQ+_N3&T65Fo$&rz2RAvvl-dqT0;R38c zgse<9-H2?@~<94q=|)DhJfa}7pKGx1)b!Qz<;zK_e{48g1?#AIG_w`H%f`L`+AxD}>Xr}&5rW>jzy5ksZeVRIOpKY9 z)MvCPa3FvSqH(br=QAy5lb6?iq_y-kbLoh5032Js3nMkpY5P@=VE$h z@R>i4LF><}rw+0oejII`br0C~?2*Jz>XFrTbYu@K8D@*_zI%6=a%pUq;YluS&19_F zl5IAe=GnG{vE+VnmVYPqf8Jj!$-bG6F4{2EQCiTX-UrK&B&fYocY2XWra^OGNp9Rm zPahELRc_#2Zcqa!9ejj5V!yxNB=Qz<6cM{25{{a&v9X`oZgH0{KZ3l2Qv-Ad00(V5 z9vvaB8{!s}*C98yoN1o)ZPIx;oZ3Bo5T&Y^ofbfWX17JEAQwU1h5D9l(2%BIa z{XwHegI&GU)RJ;zv(0w~waa5iZui^&9^dpydo7;hK|i=Mt!#(4EJmmuGl5;o_05`6 zVW=$Kwt4f@0TFoi#!=9496kDFb^$7WBv!20!t5wf?h(8Wz}&O1VFpoAmI|po9Hmr{ zSJR*!LDn0032}`GC7kkHTs0n_P}QHIZi5=Z9vp1~7MwiafCymSl{=%J#BmEx35Sr7 zI!HqfKc^KdR9PQzjirc;9Q=Y zYpU150|$(u=TQ^R2>J7L+_FNUTA4bGOJvbsg*P|ic})?0GX--U)2G97|MU}GY6Rr705PW;2Dg2#IPM6UKTb<%(F1X!0#u$!h}){n`smwy1=ziBVb@q0x%NdHS_bvPHct(^EJ;sFM{*#YXy|zC|Z44 z#AbdZYknA6K`RP1aJ)?8)w$=jwW{=Yo+H5YB5fkb*rzsSc04|I*z^mZ*_StaYubJx z&(=KIE5$+q!DbyQxKQ&a;%$3&=<*%n_(5_;*(MK=><_&F6d0WEMyt)TnnTSN@C#$q z*YMI2;~vNk!7D|7!?7HL=W*%|FiaW)bK?o6?KxDnc*5WaVZ`mAoLz-Y9OVi&G;AtL zn5?dzo@ng367#fpWZtj2u31```DJkNj zgya4Zlb9A1*OF^1U4XNIg0u0$YN*AK8Y--`zjhVNba)5KS8PSZOVcP8*G zzfFg5jtqp{EzXDvQPX!fUgtzF?ag<%;7lA*NRPF>r6DBPXltK zp8!j>X}1VbKe`>Rrg5UUkRwJSU6)^{h;g>N0~nBM18)xYK>n#ZO}XQfk;ztc`xje3 z6ibj1YlGi#cbv3f(^*P%itA9&oyO)N?$%4Xp+B(02rotI8@vV^C>QKhyK9kbTs+C7 ziH0W91A+o!bO-L;y>*LlAy}4vEW~Y!d9&BQ&$dtc55$PkN{MT689hr{6NtGLHnl5h zO?b5ZkLU%YkJ%5YB7$h^9C+Zdd9ee9ZPo1TEb&TUPsB;iJ)_GWyRh>Av{}WvN@=8E z&GsZc(_i(AJuf>7{`!B=^HTb1na8TyopWcOPw#fikvgP7aFfQxrTZ$jgEb!iXALtO z)JZTMzJM)6jzr)d0NYUmXsWIAq7)S;O=RQm@DpSAx#!62ncCH z$~aJ4L?s2mpo&c}u+H|-QlHMYmmfki4OX$*PJe@$;|0QDF}xJ09~h2Wh65=11P8xT zkeE{?^#^V~4v(h^s6`%qa>1C0+hX+Rh9W+B#S zeL<~d`+MKKk{)H)o?e-tn^~Vf(UR4IF)a zfb-Iy;dp`VxtD?s=bT!aX4Z6oy@zH&;rLR3^@%}#mZgHxh(~x(0qO0-LOlEx!NP%j z7jMAtHHJE?$yYy<5$X%gh`wIV&*hVATk{fEa$x=<%K;N?e||qsN+BZLg}P2?5)grH z4?iM2ON(~AQtq_$OjZB?JdmiUC=sr5Ccc_1`p2=OO87QVsy{uXv+XXU*YLZ#b}5rd z-iJVRi^w>j0(8+6QI8Ur&;fu0CZI1#6hWaC2VpW3H-N!`jH;|E{Ak213kE}hcmUCH z1kX`CiUZ^JkN3%@-;iG=P$~Kn`nHDu0RO)?gUi|rV#0n3+Ip_0npHD<0j|Kv7@{6j zw-hyLSPcMxy63Q&4Vnr7zkpKwSqLD#w?x??Y2yht+h_VI~8e5Fva z9D5<#nCZh!w{G7yf|S7Xs(O40v(fm(K%g~3%7CjZtrm94+Xxqj4k-~I z#^)EeNhcEc#~A2F2|RU?e}LX48-T3@o`0w=uC9WYKK}J+=b;aEk>_?SMX>*_SozLO zUj;TL9uq$RIHLltf7`ZgEJ5W5g3A38=OGVOfmVqIXC@C4GfpQf6_7ZR7&xx#k(qv< zGQceSa0Vsi3&3Z(xM2tthe?Ktj4UoMKMT{nh{MltSmd~gGnc4Mzp80Y^{pr0O;4TM zFH>bE6olr27w}>#Y&~$M3YGmxodv)&QBQo3GUn%I1|X&otNX-Y6A=gr|4O>DHsrI_ z=aLI~n6ygphttyYpF|C(m2~BP!Q&7e14G=CCr?b9Zr!~rN394s z7Tw$1dueGnejDxy@2LR>WTl`oD0_RhKp!PIhhMG+teFoUJ}k9a+*>|wE5}^mH+aGV z>7w&X0kr&Vbh_zrxh4uhKEmD)NW<%P>xhz}c|Y=3ZzM$h%iu>$T0p62>ue!E58vsK zp6OBjp|Vne>VrR*g8+F(bMx}t-;U)3HkrPPLS$eJHzTzHQlP@L|upH)3=9P zHOhQx(*5d?Gp^4tB4?~s#ULiI;%zd=>(6(g;J_e)3)X^z!re~@2%X9T$~%<|cEaY4 zo9h~RQym8IN~_Qp7LOfej8*bA+c6ocoU!iH526{DY zh#=i)ptQK^*iNl;uJzgOQ}y&bU<;`{!9C(bupGq_W3iqqI7||cP6-f#3|AZwRO!92agfB=MKv7_UdGqGyM9?LP6ZRXRTQ2aF zL3a&M$eeme$6Ik&M3>QZ84cTC-5nr9$^mZ=+w>}qE|49rk%zEPL{9Wc)qrriS~1M3 zL$A1zmbM}NTE~MNU5$%7CYKXVjVMZ_GlgJ;{5C~Uu7?r52oFny)TfKPM^Ot@2VGn% z0t2WsvK!fh_2TEB?(fBCiY8C4Y|Oy&u|>2L$w4y4qEz_^<-*!lY^+L(C!s+2PhdS) z0eaOpFpz_nm$xoaPmegpA(F7bREj;*hxV#E;4^%nzhC*`#-$W+K^O)(9~NJB6=}eT zcTST-uQ77)m2>XhdmIFyDvG7rNI5#-@$~es?SE4GIr-_jR6>aM)kLG#FekD~MVLe) zY2rgCfDel+W|<^+PC0I&rOfBih0ab26&3|7;1q~81Q=4cfk;M8(qrt^|H?z;K`Z!EE6~}l-0kBKA=l<4EEO3R1VdcaN_T92w{D+gis~#BfZuj z*Os53X02t>as2UNRY;EI@warm2K`4MB&!`@JMGRS{!09%%)k|!cP#AUhm^KPDKxw| z^^k=^VAx%mK4y2Gxk@s>G#89uV^ag*N!C$Eu`=p5aPKcy3HyYp1*^S#wSEs}Wx5yr z?fR?PetKkPc>9)}G3mEfVunsrrzeLKqeGqIu7r7b^8tL~&zo20_wO5P^4E(SzDXNr z{OQ31g)^$*VPQk*T|0`r>v&kv5-=`HQ);)ZfcDBz$7IMxOD%%isTLKIeOQjC@qi#uV*b5ML~axB1t#Pdy5~Z+3|i6{XbEd>Ay{vuJC)_l~r-Ahsoyu zYvk}h-Z}gviQOc2A_*QLy)kHxQ_|83g!UT&@Evb4Gx6Z+7e2YXmj~sq_LcZ*O*UD4 z9WP`Su^tM}9<-~AQ$IT?Ep6O+Yb|MkTOX=a{HG*6WPCXBX}lcUJDnUm-y$cp62?IC z30fd#s1qk{%)`(>2g(>8!Q29gaUW^1U$+{&i+**)xmSwuZ|HEJTfW@p(B9+6CI)LB z!^>>nr%V)Bpn%KwYX?mk+ZPuCn-W}ZUc|tM!jo{NNN13nzh+oR6CDPeWzJFk2X0@p z8-I9H134)Df78cSwzz5>JYrT|46SP-t@SW?bhYPa=tD#ul|w{ql`ma-5g!T#{NE~o zbWC;~0?pfOnZI!w3W{2yI``b}?U4$8ycz@D<*XF_n>Qi7>cw1yMR?k=X)rU-)mcX) zA$X|2Mh4Jk8ud#ZoV|vkzFR&mRc-I}LHU;d?ZzSU)kX9uAD`UO%HH~We-Sc=3ILwE z<@IOHrJ9w-AKj+)6>~GJ6hZVEE4G3PkfkawELi@oe!LV@EHe?JuA;1+hJ_+>f1y_? zEa(cNzc1v@gn2z8OcN_*V{*W<+{5jRi>0TB$}2SGpyW67D=fWz>uLdKVvJIACK^kE zm|ftE--{R}29ND0&8X5p@Lm35T9YlhIg0rnGyeZ1R)tR?Jyih(wxp3KvZLag# zfr6$n0K{+;3dgonWtIxHbWix%rso$rEyH;9LN8|tfV8>1FfU>?o8GVIp5s^XjJ&O( zZ{M~*Aze;wcEP%+0|b8ew+yb*%kAy8M&BjpuJt}KR*!v=Xjrb?`2E5`4NV|4vU6$t zMXcIyIkvVo9H~jV_3@;w;|OIg*FBFzEhc<>vSHBmc`d0wCF3&yHf{f7jGM}Vsj0O` zMYVIq#TU-o^--A^L{#&JzQwKs^YZCOW1Mb=)&2Sb+5ePRAezm=4iS?hycpdbkPWIq zkrLj5+>6Di%wt*i2q>R%rwL6s+v#qvT-`sQnXDRZa5lPO_>A_NMPfnm1#x@<6`ZEd z&dtH8upQ{~ae}j>Q-8|S{dIj4P37Ve5Jevn;l-Hn*DFVCN1W*mkpbxAZUC<+lXBn%wAI*3J@fwx2yybjlGnC?DSy}mt zYrEdQeaotzC-6rr**VysQd-A)P8MEhlt++%o>$* zA2ATF18{*=@0~ZmJb54B>mTuSL;YLUal0(!ZqZq|wRY=aoc)0cNS2D)2h&8zMx&lw z*UUqr+Jf=w<+i&kbAH`vZ|{(MC;z|mH>6-A1uxpq>tPjpO(YDs4`dNRLbr1s?h7zf zeXSg+-SF0_<^ajG53bf0QPht8q0B(4kiJUT+|iv^41uoMOawPa&8vASf# zgaJ$K%!szcoC6Zf%x7WAv7Z>yNjjB9vy^vm0n}P0ZI&@W;Q=2Uk7o-zr*2{re$g{M zso`5y)y`eDZ)w+fY$5h&N;P`#Rb%GYcrkuHZ`~bZ_lUtMQzNmRt6cftkB#Dq`cX$x zBVe2Ag_fWW5^~$loiXq=oH}{(YDu=Etld#7?ZTh#3+Erp`H$5_|e_=y^qhEUo-eG zSNQVf+~_>fyN^(PZGVnS{x=c z4gH5~{@ueAIXQu0aEPR#l+@!a#Z67;@nrQ?3t|7vCByjet0ua9f;Vq6RQ{CAKmbhS zbq}_OoKIi>FM$Hqq&2%0)+FFweItQ%8Cr@mL^~nV#(f~E>=O;p{GwGCXY@tTfs*pW za`$4Wm%JZ~<2oGk7SZHdZVmbC^YafLdL5Ce3Ult*hy~W~`&`OanDvyuigMY+{o>+o z(uW8;M`=xs3YuMSh2H)*2D2VO4+v_PI~P0Sb0EF3>=tuWrjGR%JT7Xg&9KsV8(r(lwbnxZNa{6!ab1NzYE7$&K)qJ_^)d$4-8R@HM+KV|k4``;`?uo%@Gk(xeMIPj z_FV^S;^^1jO?RbW>S}NopFc-E{Jrh2TJ9N8Wc|uZppZt^2i_7tUcCfNsxe|2nUxbK zP7sz1+yaIAwbd?2mtLqW<#y)IKh#qDhy45$=SlM%be#U{b%5MR8c07M8?L<^a;&s` zFwFJIk)_W+Py#Rmzmr4=doTnhBb~(oObTCfvLpv$bu*H-*bh>HJwIuNmd+*Tg)WAI z_kVT>L613q|F?v!z(L`n3K(z%;aex|xP7el^>$@-pfIz?a_5u4s{ zFs%Vzgl0T&K$>twD9a98w1|>61vGmEOwWT1&je{iTp5&g8#dJ9p~s1#2z7BSou12c zu)Ie{`xYOR>&E7><-{5B&b(O!Bnol7f$mU2Cm7UkA|g3DJCjCUCm6W}#^umzfwV>1 zAdtt2^PEsaxPD!RwIP_(c!UfQ$B~GKq4ebP?|uL3T}50t|2@acqLPPdZGe~v07qco z0%62WA*V%gwtTDF)>09^;#<*2jQKqecLu7-qR3?NRyH{6;&_=r5Q^ z_BXlpdBKXWg_q$@uv**!kt>(wcuY?Wa#8}1*(VT%favd3!f^{*cVC5J1m{~+=Pk@x zBv*noTWtBRw9A1zwR;Y>8sC#k!@YigI9(M;Ba`uGMgwq`s+OW&B;26kk1#{GjLKR*JiLKV37zgCodCRNRI3A*q21ad%7opNkrYo z!2@UEE}%vr=2@@N!=s`eD6T!&G1UuwP&lEfp+SSX4btxAAUMo8*w~7)(QuwpRY{m7 z$@xh4`8=1Yq=%fxmC!9i(HIHw{kv*CIRuB$prP*bj>HuNx{{Ots8bWMeof$!A;;?g z#cS?sVumgT7*T#+RaN!ADG|ga4bVlO)HE2dx>s>J0wD{A6L1vC+LCGNf{~K{m9sV| z=VvA@v*26V0PBeMN}8pJY)Fig=mR&%LVO#oHr0?jbH;}S>_|_#D^5tsYSukdNhBZ1 z<38xUfG*mAzBj_D;-oCBZVi96e&KbFteoeqta86%0syuk9^=F;f`x@c-G0cf99#b7 z|Hy+ADHMD)J7gntQq+T&3^ppnkvaTL9-)|i*w87$VbP?Hd7lD_kd;DcD8xSe51VgO${KP6pN5}2PL9F*ZbZO`fFDF6-Of>_PQ$sy{N=9Y?>w~)3 z!BaXp*c1&w)|olvDUeAB$Txm)eh}{g_$1l0XKihT8*b%=GHS=T3FhfM9Zp4yy`Mz; zbzIooeBqeB1P6yKqD6W20n}8;o!%_g5u$MTK_{t0yhM{2hb@{bax^iHlNys6fh|uW3=%{h=$Q)>i^s&xCX=;E`X+(LKq19}<0sZ^L_Sp* zx)B|tK(8W-5VAjD8V9BsA$zY|x2_uA2@+|@VP-g|Oe@nSmY5+BuE?EvoEC!xjmADi zUbO!aMFoxoQoQ(*1heGF0RTFI#{XKJ#-NJC$>nO1*>`|&Xpm?$Q0DkT0fFu+Hd3^o zu%!s!-)|T~g2z-YKX9LOrJkN1^nw%nr9Ig!TcNcK;5~V-FWHHlvK0e|qt|9YVM z|9{8%k=glw`(VNEZT-uwtl_zxo6K9N13RaNc8IwFy#*=~L44_=!V&%@gDZR($^|*X z4ox@2HjK4u2+T5NMOGB5aDL`^m{pOBqtLVQIpfpf7ZpEf+ufT%9vuhcNusvqhbh8~ z1E8@(&B7rLX)!Tu@S-Zgla#>DKwj8mOM8+>E>3Mhm?Y0pl4J^57KSB%q?8u788fn| z(cX3k9z}9!9O-u8iP^dMRcc3)huc`M5{0zKC2^5MXY`XBiT@scf-_LYtHA@*rdjAA z;zBVzmZeR;2IyA0d>YTiLVgBpSUofwqNn$s>gzXiugW_J0V5B@LTYlfVM;{skwd+vM=N{?7I z5V`8s^Ja&`fpW!Yp><(i1IAN77UGoPrOelj9iwp2jOhnmM!i5{N!geY@6jb_F|9&VU8sSl@T^EHa3=kQkX>uOhvPI zML^f$hcD2}ukR%-mZYafmxH^bgII!LrCnTl0HXHll*JF8yQ6a8zMQNqX>PZLd5Heb z(?M?JU1&e$TfQ%j?C*n?vXWsS66a?}6-Kuhk!%Yl$QMbL7~5eK_a`+?kI9EcS0qh> zp#0iifP7yTh!LkD`KbZO!Dn+2A_M4=GmuKu(b$HuZd@7<_bt&Y$3T+mp#Fg}Ub`?wPdsux~ctgG9K_?O6%|L9bnK@gXm;;-&y#R5%p9FYkg) zC{k?kI}6+Ji^ad~v0o||X}I3!2kgSq3I=w2_^kqr0mSZ48jG8ThNrvMBNsiO+Wt+Z zsV*tre>`8>D#1H&DhgYwZR8rq#mgmZ$Auv)SrsfLB({{`E#%z2A4u`cz z8EQ{0`nD4R(hU8A;z?RZb1qqyC}4rm`uoSfT2HDK&}F+RZb+GuETKvQeyM~wW2`WTG%WiR-L5b%TK?18dkBs zr!q|FX;#E62;zv>+js8t!}z8Q$UBDjBj@N%qahy)s^f(rL9aBH+oM;F5eyGX*k{qF z1Y21u(GoKsFBV~V*mkPl_Rs!}5s3pk-ZFUWCfuz7G@@+DXHs4ie% zHU~D19Kj1wEh#uCL=Tjw2K*NY5V`32x|G1@P9hKFUwLY61Z68x3K5y0phWW?_()7mrkKtmBc(V`T1FVoN6@3DF5#!(BR-q=W z)YpK{Mm>z6)_pcvt%86(%?FivHQcY z<3IZqf;Jko*ufApzV-?I4 z_+m726zP}Ao1cy+R@`JWlx{3tBFC}-I20*8dUZfc4G10K~% z+a7J1sZAO1Mrh!mm#AIjg5hJ(u25+-0d3c+!a5(`sasiuuo zBi9O?vBCpW&hSK^*{Fb&b3s50IFa)oWf$i=@)2GQfrzwhmhx>N@sh9=`a7j_ry1@% zCovTOAKeiu=zA?|{1#IFKhS9kp@$9C74jmqZ?4{0W|9Zyor7=?GAB>MtQ3B3U~$gR zVE{8(2<{?$!Nr{n$LwB_mLu>Fy^v%YQ*nH>r$J@tYY+g&aGgN*CEjN7-``gl`Ubxy zeTvjEbgUT$)`>NvU5!OYSR)(!K9vQk7^=jx)Wc}G=DM39gBlcvXZf<&;y9#_#*0PP zIscmFPIx+UNGnWHI3pO7FGq?Taxx0eup$W;y|Ls_Ao8DTI6q;<>J3$paC!3iwlOlk zg6}X6MO_7l@Ok3hL_239G0h_Qb*FsB`48k!T=dGHr=msqf_1Gnl_X~57Yw8xLP*xs zr;nt?5(Z;7@LrJUKZC*zS%@G@frh82t?Usw^prR>;R_gpWFO!KV+=G@ zW$L zVT1o@)$R@qyhrSW-P-dqHN$Sn5_jVBvsX2RP7n6wArYGF{UodoL9bDp+08zAz$qf( zq)sX-k#<9-BTu0tbdf+5M30PxL-RU^jfwC1!nRw3=gtw$e>V-ZQ2kTQx%lvZCIjtp z_t7nmx{cOb!EaAK*}R~VL|0QoG_fv_^XQIfzBR*y$}pe7CfgV5t+4!aBclk4h|t#l zdr;*0=}pyt6%^sgV3Mhuu%Hn@gSsP{g8{>Y7hyg zAB!BP2n3Wryd=7}XzUVsA~EG`T1n_OHiRv-*7jQSJ2eAID+1h9CX88j2_PVma9$+c zl(p1pAB~;78?$MR;#o3Y_l4i`X3J(p1L0Q8mXJmkN-J)w*3(2Q;13a7mZhB)&4t7o zLeq(iVHTAO!HEVR?mxSEf1l~n!b1%hTj9J7nmBYH*@o^ukoVaN-#Vh4W_$=40B&!T6L!o1V!zegXpZNJ@j=V z|4^SZL_BmR6CAd^7v)df*c^fpIClOvPwM{PqSdEM{zMclC>ym#y&8c-K?OwgG3|Ug zO{dLNN6zmPBHXUqkKlkiuTB;pWCSqD zuzI}W-y7OCo7FH4cx5recH%5}FM=cvEZcvfmy(iFbF-ZOc~mNg*P~$nI^6(9$&MQ# z3H`*U8P?>;ct`~S%+tWtoTL$Sr5)S;uVO;g2%~0m7}F?dwLs0o5Dpe%zHql@T>+B# zYGQG^L~pve`LO!$p!exl5VIe^;EKyaz~$1PbbYO>zo&r^BqE{OujhIcwU(1KE+5F# zXq|%!1&)Zh|w1$$SY`(I??6_ zzkJi_pX=W}juWg24r=H>&Ccj&R96?pPV;C^-z1t1E^DRYZqunj<3DIpehylo?&zYB zgG~iMxreIhIW#1N)~oe5*zz{mqP;hsi@Xt5)jvp9jZiYg#EZU{oBvdj+DQt>F6Y8mnHllKS3yKdRw7@=r3Pm4N>dI0J zsF$LQOWJMo;l6kolEISO7M`;8!5zmS1KTe)u7K+PkM00Q18zG}5 z+VD`K0KJ+eGX4aNl7Mn}-j2%3aiHX*noOFliIyl;l22i5W(Mc2MkM=R6-lu3g=J4JP&s_{6U!RD@`(5qNgmC%S@tkdJV-g!O;A=k3WT+KFw}{E zx<;P;(=~F~ZgjIxUHoet14+)PH+usuKgGr+%>jdGK>!gIV`j+H!XKR%&>HLh(F(Lq z=}EJX%-kqbJ(0;QLxr~&k_`~+Q#X8AQo8cI`6@aS`wlEw5xwlPb2_~x!SDVZmASdB z`EJj&Xz!}MRS133KzpCPDUd|3@9!>@ZhzbOF;Cm(B23bdcN?o!3q}`gF!=TWo$lb* z$<4QFs?EL=BoxuhAy@z)jF3=@FW-Fppy5A35}k>E9xTwuRt5=H(Sj~ihegXgDE8g8 z_b&kpygKHJ>&iVp_1jCzzi3Ge_;s{-hwNkXaSKO8i;~bf5d?Q|yF}<4X`fx!tg+-3 z_ccLR^42ifOMON8{6Cste2VI?RoH2hO(5khC`UpqFhRVOInf1RPZMR3!bsUMf>(lv9=13>OUXKTr? zt8|Zvcvc(=b+dhrjF1sUXk;|{4%E||D>`#O&8rdD@>$WDn0O0ruBaz-33n><0$dk7T6zZrKSL>@8Tne|1xvv{C@5^P%EWm>To;9@txNv?X{kn%Bj~&!^6w z++mKek97Euh?ycCLUM`*(^)}d2Y|_Xpx#_QxAF0*n;;4+)S-K0dgv4s+%&;-Lq1B3 zBBRnQq{*qjyRA)VwhjIJ#EdTDhr;0(Vt0G$6xes_yNp38J#Vsk6Zmubh7U*Y zEpN827kfyRn^0!!ZvxVSUO|Ddq}vxe(ylu#u^D%%@F3T#IQ)XlJ@nX~Jqo4oKCgT- z>*U;`%bU>?TKPn;TYHk^kG}!FLTRYF_(Eg&9H-!$Et+DD5z-do`Ze!SKb#LW873Wr=rJ5<#m=u z+magQSzerTwBoy|M&++13mvZi(ipozTWf*V)vJ%@WchIU?)BS#E0jF?)jK9a2l%=O zQUCnk@qa|k#he*1L|IKuTM8>8awAG1a;tvhwnz5!>>94N;L*Z3+3$&six!3tu1zYg znpeJXyKB{ygFZe!O6BcY(|;%z@?r=PiM+WGUGnrm17b!nH#zIRQE3$(8?QR?`bTe`U$o^H(kSk$~NOAK11 z@2y<6{d16RM#-u9B~Gb-cI$4RIsq#P$y{}lfAfp#-p;-c&=<;REH=}>yFvc#KezqQ z2h0D*GflM9EiPC$d1qIuvVspNwjnzx%G)tEHda*m*umAPz6hP01#<_AZI)T8VzmA! zM7}(V6J+WUB28@OSc)DW1XCsw846`I7?suk+Qiv1>3f9?$bUwvR2&E{16>8pS*Y#>eNNBUTG7pd}Fak zo-N}*O<#y?fO#!g(6(X7vb)^`vj%M`W`TYce-*JA;Dq?=8Pwxg`dj7Y2lvz&w{q`z z05*z13E-Ueo5KfhUo7;3(15$# zmu~M}+M0t<5fG~c!6Uryl^-d3H-?BwI6?*h>LnYsa(&(lO1sU<^a3hdxl&85e49-5 zfDyb}K0-I??cJ`)qV0ETs33&AK-nW`vflfg;%^+29o!J56N>7`G#8$D?+`bfda$S` z5KxJxF|s21o81 zVr;P*&k>rhJ&SnA#=5=RqO+xy)T;qzAW9NAJ$j(7)|r(C(h++Tm5As=4z8kmhME#u zO4pyAw8(t!LOLVbY-_axN7HHB9C49Zh#oSUY~msJ8mGg;pShBXBjW!{y?a$1uvqaC z@f6X^J!Q#e>jg-ae0|>WVGc$H@-r}HJSMB3Ug{Y^6Ybl#8Wu9W-xaJPcM5wp3DLce z3yss)3Xn=jvQW$wBwo?sDvIPJb!}<}8yZeNV#BByi&r;BcIeOnC6??7z2YW(dk%^J zSEx+2)n4xj0gF}GA+HqW;oY3plGR_t`>ol037rOD(mU_>@Q^juokFhkEFORG506xU zb*#|GJcqgCvzrWSayPZ7hRbpbSeBA*S($%#tFT|*U!Y*J7fnPC%W;8WKGrxr@cn_U zEek~@c@l&)4|e`hXS_DHQ%(P*O0lskjYmR)emvME%$aDP~5b4@ed)Re5oy-syz1DzKR zmAg}Z|J)2$&D-i1W>^@_`0TZ8>C>y@ew4qIlk*>yd7}RH%WLDKFS*^rRYwp`vthG6|ti^A(+ml+bFC@3klsIcAWG_1?9`1n4fN6%lU_B`M~?wn$;VE-8m zqsZSsTy}yVxmyL;at;Wn{*NLjZ%+49}JZgURy!h+y{+!J~ zHy?6X1`DNsw$YS?hd-5x&+*RF0gar5irepQJqITq1BAmBQyrl_JaAYx#u z{KVB~eiR>bn`>?T95T{%MCP7XRQO;_pR+f|)91hP;L($F!kkq#v~wjt2e-31ot;(n z$==n)C6m^sp>*I&G9e!gMLw7Jg@SJPSFc{3IeXUk;KA;*G{SAItM`S>JGHMW{=stn zNNs5>Im!^Nc>^*MAu)Rf5mXtqit1{a6)RTgjT&{GnnK0r^pfC7vCplRROLT;(p60P zqCD-x%M^HV>zelM+n+ge#%J%|4(RjSum7uDXQ0P8tx=yPx`*J2)6&s}VxqM3vn%Z? zeyvG!yNqUiFhF~+apQXOWowChP4QpABVsC}5ZOPp^;C<R+5O@`$2V7WyDGqtcI*wtGcHdfgnlO@7|qekbf~P?OJ}m9IlLEvpyLaV`+z2 zv|>eIS(y!1M;hk9-}xsE!hu{`YieqmA2#Sd=d{f=UZK$h6?hCJzz(FIWXQ-3_6=STK=9CO@Zk2mOuhAW-LwV`dR|%S#|J2cL>CxnYs;@& zx9&`G@|H=lMiv%Ic%zFpyMprG-o6Kb4IQH8^3*Pf7#q!)q2QWKcKe>+U4l8ZWa2qS#S(WK>iXQp-lrW$iagHO0rxiahX4-Yjg*7S$Xa*ieQB zNt#;wqHe9mgx%c;7aav|n2|7Rz<>chadGMZBHIY-5%lj4+rT$5QPbA*-EggW=VZj- zZ5WKZ=PdM6CMgjwh&|OwX;MG`g#%M82CSL8bm>yKdo5V{a3Pe3Lb9nis3=ssxVag7 zczhdw^^-ea&7G@aOS`XK|KCx^J#WahX>$#I3aEAM5L{D0mdD7^aR8dwK{zIQ3)-GP zf8K3^9dr`T)RCAN$%qjnHXy$m^I-X6J3C)?@di)NSW#Drz7fB>!7wy3(w|tZ_kaO1 zxIxDUe=85Rz3d+y-Hl4eU#yOJA-=vX(a|%U;IeMrzCQj>o;@!?5Tsu*qN z%qhve`_yvs#x1w296a0)tXiHrFQe0ZvDsjVB||Sp&NNs0&h_iYvl6Y^@r2?4B_<}y z6&^fzaIurqK;JR_`}b#Gh#7WYsMSv`g)g_cctlokc#I4SKnGGl-BV)*x7dlA!hsX6amZ2M_ z0*UZ140KRbRozKH*v!^7Ka8_3>KQImAGPVr5Fv-sP2a5**89Zl#7@ZhXgTtuzcg=EEZF%b%ZAB;P5dabpQUgUAuOj zJAZ!5!p$ug44X3D#Kee+mSt8K5<-h}g!^OracEj8s&R;ULOt&vdIAvspt`B`0Qq>+ z!V9oik?7dszi8>w*05w47d-o+N?d%rum2(^r=7gZjHS^S+b?Ke7vZf;^Na2o>Az;y z-X{a?F2~kvjOq~=#M1xxHFIktgkz(`2gb2QhOtF49GZq}54b@4E7J5D4Q?7U z<_=_FAAn*pdeX7vba%jP;>5XEZ13}WYu|KSIDhx;8NVGI z4E1z%&n_`aKXqylx;H&HbXRt8aM*@_exK?fhH+*i$Kp>MdKt1I`!^e+;TdQc_V)G_ zaS^t{Tfw;Z#YDci`ui7tr+Wo{92((KvNy>Lttm}-IQk;ZYTd5)XeV8r9|Mm?Ofk?g z?9chd!E7J z)=({{n3@`I*q}E{Lm9BLHK*KKcFwRV@*D_b;}&S~2UBgXV5FfT);K>uf6u{#yS8p^ zVf~%xLLTGJrbY#=BfPPbm1PEBAz2C&7o;+@1tWxpW4;^rb#7Ojc3Gq3@aA9Cm8VsZ zL~IKTl%<61hZD=ZckkY!Jy%vgGpKy^>L?F9H_c659D|-ct52J)q zd4B}~G&_8+Lqtf36no&yw{LEmWBbfVd@yDDbmktnK6&aCoqk6y1v8(fP2|8BO@sW#|I&- z-dkT^6;8Gw;;L7@A2=~cS+QF;b7L7L<3gwi(_sFdBUTdy3KJP4dNja$^fFd4nPMV( z-EHt!Aqra|QJC`F6D9~|rfTVi%5|AmwHJ*g4b86w(W2Du#$ynj4b;&1`;i9`mH)-d8c+D( z6L1hb9QygiK+&==HD;Y5y4v-Z0;XI&i5ENpx7Y0eM{ACI=wTHG)+U=@)!5EKIjVcSN_!Ynar8PgToaeQj>?o8b#DzFH*V|J@e!hevD(_+ zzAwV@hx`;8367LPeoahjRg-%|41GqxINaa={_?fks-9ajZ>ZDPOdT)?^43Dn6Emy5 z&+{!tiVWuS*mreZUx4D*8Ca+E47Dtaw6XsafAUme>A|fS=Htl4J-uFb<2^b<>ff-By>sJUxG( zs8QMOxx!?Iw4k2uL94-$8=fzPm`v$)3PB77Q1untc;hCt>-0PNy~N&ntAY2Kf#ZN+ z#7G>`NKk`n!{M1*-3M#G9L?0~O_BFAI^!b+vqx-WQGZ=uyLR(cx2gcSVpMjWaF!|k z4%Y9;j(xBk8e;?y2M1e_L-KMTKOU^56(nYGZya=*DI|kmrsx=yoBD{foub`z==I0t z4Ziqbai_#t%!KmW?uyMr$6;d3nNaeVD@HZbYUS9aW0=+ues$b{DeGA>tROOMdOs=o zdc6HbO}ddBR0!<~Wds{5<)D`ClO{Ahv(*?`giTW{%J7*sGV^WurIDgbK^$!$Gi~Ic zi;2nxqS$Kt1^3Dt!>&IawrT9Cu&!0CD-S_b8Il+F>P-MpOvWmA-$r8Gj9y+q{BEk_ zs#Szk;0g9Dy9_X>)BHo&8+u1{+NfbelWs0OM1d z#{iSc8_OxK+wQSF_iAfi;t!|PdAYf{N6{(Yqp%fcryeoz*#bQ8cRaa1S3o%u0Xgy2ti|7z@pA6Du4KK)}{#O$o+ zl7lrh%oT5=)@;S1q7p8wU@7JL6jaBIy>TuDN>V4cs-gKid z`+S2=qDl3#GZzn-a^c)LF-_jB=NY#VSQhRY8#HZ#h;Sat7K^rv7rwF)bH38-brfH{ zhhGNF2=H%QIGCw6VyeZhXU`7937Z7@APxXA_cY`HU-!|YN246u%fa4$mZSHfbu_FC z+yCxKgn!+$mTTPH_^pMl{c@)R{8ba^X@71=bKG+UjInJ&-aS*Nnjx+)Zqn?5Ppa2H zif?C25TNh&4;Z;%&iSHt#S3g~Hpof!VKQvdC1=w_mw|((h@oTcPUl?PnDs((kWDH} zG&*B-uZu)3g`DteOm!nDd2S$6gKN$Kaxg?*f+XkqhL7kmz5QgjGa%q7W;?cVJ5|K;^hcy{4G%abCRG2>gKw5!nHEb1gM> zb@vK`U@TMm`)*<9a*}HMsW*uM=fBZw!TuEjC3uR;>gp*JyEUGfkBJR?>4isN=|MaU zCp7h#hlK44mx_x-3D))3{QdJ1FN3mLKt{QRsU$J7UYS<><{HMMTlek`Y5Jo_-xE;x z{#Q!nvc=Ch5v3*PtKB|tKsaxzu}qgCi+p})_3uA9*wqq~L=Q|mAy(_*b!Z%Egs)M0 zv5l>a5#GJq6crO(QR(Bya6v|*`MBM`vE_)k;ZK3vO^szd5b2kzi+9}fl*+dCT~$?8 z8{0`POjKY*YMVA{&3b$#y*dtp%9c5pgnrMcqaHibqok$WUjYCXqb!ROamfm2m!si^fH^v8-^;@l>GQ9%qMU{A$P4YX8QC?Q1MbY zWYA2D*@gc8j_5aYG1ABxK=w@E3b9Iz0|J{#4e&M&6?~%lQvDUpPL5E=dk#ZvleT$d z2m99vYkz)Qt7JR_=8x$D5pZ!87OF$Y^Uj6oM&C#^PEZ21akcA_+g=J>(P8OO|?gjKaKyDl{GUv6#2H=CtLx^ZQh%?yx{ry2=2CgV!uF&js&!)kOH4CScH!C055+Cih5_DJN(&w;7oApFwtRz6`KpHb{ zesaHhVS~o_mncNF6~y6S*VrOQ>M?c6zKz6H%3bw>XLoB~7-htMa{t=kFp8WOa>_m6 z?UNv_DvCn4+}TLRY-NTA0C z3DfH??KuWSqdrSoQThAkqEDDb`_gWNulsh@-3V@2lpFM#yrB`rgkt11s%krKA0V{| z)JCx;!VE=|Tlx7x`FHM!8F1aS!eWnVXS&xfAiKElIrFHw>?a!Us^5)I>tttV=dh*_ z>!hgoOm^4p!m;N1SH}H#-_m;CJPX(+)xUq$|Gt%#wM}qm9+nJxOH0eteQ()K8XB?% z=TdBC35(Q;5Iml5>)e=|KO@HWaZ@kPVJwB{{S)%wn_k^po(je0<1M3foik2&;BHU+ zXKN{|=w_Cds-g?gf(UbmfQIoc+b6|JNlrXio_44qs$n(Tvf|B~c^}$%n<^?w3=ucmiy?^dhK)b1`X@d zjt?1v=0zEGjTbr%ax;T3HC!@{3w=flSN=5)M>6q4{-Lp5F?w6^Erb#+E4-~WN{+_I z_kUB8BrlmVb?RT4O~!VmXBM|4+WSSrC(KPo38sN| z&#qt`gRom96Kdh1$w*Ylo5qb~edALzk$J|AO;cE3top;CATgAlbqqWBBctJ9YuTD90rts}v=P52OL$Do~ zPns5U931)*Q0qbp^aby&>bk^BMm@o_yNdSCMwIgl z3A8_*{%iaiM{V27k$wtd*hTN+q$0~JSHrGVP>8a=qPk)GNrGux>51`Adl#=Rs;aC! zHga@OamM7PdG{TM9V>D?G5xRs=9V3hvP7pLXhYeSPk>5>>@13#)2R4(l)NDNA_`>Y zXWN49Go<9gU-~XDHq-bH%I0R)-*ZU&!qS!)jXbC6v@OMtte$UVv}IE!(SAs6Nq&!o z*00X?O&=Nen4?m)$eRl{B6>Vi6wf?N@5K{;geq(W3!Eu#cEAEzKLv66zSW*Ba3o)t z#k^ykkt5^Lz2A#{H7&Dk(+wdP62Hf^m-UfW#IK37-Uwzi0jY!~EtLr{5-sgHjC_~A$@ zq;9atn*@h-0lBzcFs#cixn2}3tHHl|6aVS2`RnSLO=HrpZFI6+r}4}I=M-*~9v-gT zuAAPB_Mr)*4@Tf52tGs4p4Fuj`&ik>4=3kd*`$w(O%!kO@Z_gCkOOZ&e7KL^^-7f% z6Pm7G0!ZC(Cd<^yV$bQadL11dM*x-|a;uHOI~`KU(@5+4tF=PNWh+WQrZj5CMA&-l z^ivS82`*yz!Tk8_8~Mvj+*fxjfa+>VmR#j-44H4JUJoA~mtrK(tlvDbv>HJ+supfK z(O5=w2R_wNpQ}4^r1o0-O;u{MRAo#O)>`y%i9UGnt5l9m*cvZ}@uXz!K3eUwX!|!) zZyHBa&d*L8!Auji2+fjLF#iksn0CEQw@F~TUn5}tf3?Q4RXN_6SnmLG7y6b~!q`Vw z$RP*M-|^u~``t;$DlQ+pl5e_^W%1)Py1Jk=rUrYyefjd< zCV$dVL&|js7@(*9SP0(|fFlQx8$P z4-w(E13qrp#h)CBYSPq*w<6#Zf@jDWv|Ib`@$4%$uj-R>=2*BO>3l8Bvx18XG{%1E z(n-cL%vU)^1N=P^VZFZd`ThHf07)Nx`f8#RCaao%nCaUH*`En_* zv17Yp5*1T=VE0sIl|AgV10Y?_%bLT+4zAiaN52n2Gu@%F*1Ox<#Spk$*_7?Q`QSOjV2wBw>+3@n!tL!G@ z4mYGmc{=_WGS9omdIPfsARaLcAPgbpB=Zuz$RbmAGjRUAfeVO<)c0ZUl}1}9K6vxs zm^WJTWE!5Ho~2!`lO_RDJ3{7h8ylCM!RMz$AB>K^Sg=takT)K2z&+IVv@WnG-xS9M z$~`9IY93^>(zUl=4DRaowQP6kD=)q;{z^@#AI1!XV|8*(@9@n`gPIr|9NdTu!0l^U z9n&p0aiy7th7y4dV%(r}2Z;I%kNS6Jx3LFL+h&-Oo%Fq#p`WXq8`%{+R-}NX%O^Tz z|6;0Y5d`(BZ@FG)0TYEigJy7!SFnGq=Lj)`yX<7SfBPO|rU*~-;zjRE1@IsnLwp;l zw}I1!EXWW>=u+Oz1sNXU3_#M%3)Ea?E-zhOdqnx*j(w`ThrT+i_4xj0q7Y>M%s4)+ zCy!dXdvL#g+o9Lny&px8bVw_S*_egM*G=MN^#!;2`c+VTF5CgYuy1O0+H1f#3K$@A zccOH6VBjlzZN?vj>&_PCL9M(*d?P6A;0RY2TLZ!&C{GvXmV_Lo=8ynfya1jC!Vs@Y*+wW<`rcGmK2Z2R| zQicH~GFx4{i}`4i+ZJ0|S~^@9GjimGCE9tBPBZFufX1by9sob7kpUnlSLKQU-NF=+OuGX&4LAK zugd&feeOo?)XCnoZ;Z?Atb2fcU>hP@A3&#I{hBPQumV(T{k_C(kj2+PfP0J!`H9Ep zTA>IZOO9emEBe#nv7Te6Mh@9RdO|^6Nio85qh;a)_13S`x6AjOrV;-4qrfvqt8P@y zz7o*7CRa|IS9pwVn6dW3^5KjDH(6H$2{gnqap=puyLbEbzERL}d)<2Zw#DsseTwooan}L9f@yV=>!zn5F`O_Xq3)S8?`GncFJB}QVMs>hem=PgdA{C5hA5C% zUW4D848b2hhcr>LM@f)^@jf#kcZq}=GeL0cr0JjEhrNU;@X27LuI_j&qeSIOXAPoy ze;ELg2Hjng`Xt5D+wYh<@5<@iofh682`a-J6~vS`!mgI|(2OS%Pv+G?@-RMSmG|jR zetzMZ#pC5vby{%`g1kWUjfQU5>8IFEN7(G@2J$ND&xmnU@%P(#EWoD^$kaV2O-?zv zP2tw9TbUHi)PKuM2@8pR{WRebDf0Du*OJ6_X=f|7v!&gyLPqX zNQ>$f)WSZr!LH7r5+dlT?L zs6&x>sC}H87fI=XdTcwe_{iZaIw4-MOBDKeJhwEZV;G6GImSzRM|S zB0vIkIh8;pUdghlme4te(!idmsGS%rwUHw`qlRe=&83hWOixdb;&Ntjv64iTUL}U$ zG*TTmf4JU5jDYn=$Y>F`Z6wmAa>aQTPfm67oHJ*R#0Re>xzzygG?P?XkY`{MMOd~! zM95H^2~O_%@zqp}UQ0!J~fwI*>?6NPQ{Cgl~Mp8vzPRMgbQ}m-&Ga?MONWbAt@aA+L9KWXNpevmX5K z{ic1>+m~PQhBMob7;M+br%c)jGc{Mnl*9;}m;!sZ!sU1c_qPuR${Hkw9}qWU3Y zL^1l9zrTO(v^SQ|S#Y;`$3gaz&2=q1#>veR3P=P-uxOBygK8eqWPIrF_aB6a$G!sa z{DJ-Z??BL$*)l$ii8tpI%tAp#f5Btl+^J0y;|?G032=`I$T~jKe)pu2dL}f=z4Gk|IOLuUGaI+sY zG&Q@EjM(^X%6PgCz?Q}Qf*N0Wg9^!Y ze>$nn$vRDwzgDlE{NZy`6A2J?jA+<$d6(heaW3;Z76vo2-x42CAT^H6rLvm1j75 z45lh~S|`md7IyAcxyrOoj&WGF>|>+RB=J`exqZ==wy{MsY;4N!7x-;|#1&jz}8Z|~I$L6y`) z8o5n87Zb}Sfj>=f-~8sRsDg0zqJK@3F`}$C3o50^*vh6C^%~o!&-lC6^>5zfmUOaH z_LJUeSKEdJVYuJ6ZP&`mx}neUdZ4a(7@LM7+*Y=G=qj}^rI z3ZshLEtf8h7M6!>bqQUfU{KAo1!E#`S}i3^>Uy=MWez-YiG--50C`PzdA%H;3kv2Yst@j+wzXnb!cWmj9o?6*h(gq7Z2Bp(AH zKXBkq&Vc6VfkCs=p|)=vG+&@!6ubOijz?(lUDxc`;%Q%+-14+sewy z87$0g!f@bN>o>n%6&#+JsuxH<;{1bi)@}gU!Frkvqr*r4=?!G9s(H;5 z+*fbfB0!+Gs}Ntv`W&@)?|8TZulKbNnmxp*@ppekhoGU^Dv7=97yX@1)V7JNcy98N zza)$J5aBuml4vY*f!U6(Vx zoljKVp!5$>r}gO3m)xc{on^w2JW^megu}aFR%hnqNS7onoQyDo_$53;b$As<`vYaA zC0HOASJ!J>T1po(gOEt=YGQJ z=jY!fPEk}={tNC+BXu(0k8UsUlbJ5o#FYw)1k;pALZYL!BA^hfMvG!s!y07s+TYC+ z84^u6Lm4e407G$ySd3&OJcRGU?Qgs*6+`(`Wym54A!Eq?{Q)dmns)oUs)=JZePSi; z^6dv0jdHm4oXi^)=W!Zw5y-NtNC5LZK`Yv<23CT#G5tGwf*YfgYC33c!6a0uE0p27MSRxw34h9Xqfequc zB5x-^;bS|rCi>8_PH9C7E+xt2JV2w_0O+KtzpY?I-0qFu-UgCh=++IkOz#Ixr#Boc zL2f!}Z*Z29Mj%StKTp>l8d-$tD(1p7@2ofbp+B7G3ZRxQjtxYw zE`o~6xsn*7m-vAc@dX&|4#>(RI4;kx|0USn#Qx#Y^TgvO=lof=y+R@-w_+1Py#Ox* zPu)8;f28@rQOeZ9=^#(2=%^!pTvfiwhy%Jb6aWEqN?NjkVeRe6J%N4&7ohDFv8%G@ zer;anNE70O3C_-gB{4+7lS-HIhEZ7yMo&(R|Av1$0drggMeyW;OP!Xde%tb0&+FST z(IA1%xW+niLb5S*3gk60jUh=RN!O2G%Y{{R3- zR4^&wG03A>G{AK}#7RoRN2yi4Z*24fJfikn$ZT6J8cq*Mhu65??T&?)QL8jNP8C^X z2v46rJ(H5Mm1u+$u$$C*+>q{2;Xw>1BF?pV^=j=rPi!wN@&O;pX5Jke_gi0*cBpQ; z(`yHc%>tLYpEySzjxVmtNRUaXbx9vTz{093vc5~VhVI?lM$+sp#(w?<&wM&YHuU?j z#*ew0Nd$5>JHOAp=%SV|OT+icV|Wn|*99-Jl@E0OSu4Mj;N^W8blau-f71Lpiv7hu5eiAw=x-ll7^5_in)pZz@r9A0LS$(G5vVT#?{3 zuqLFBhDHFvp4FRmB6=X0x41W>i+Ym$s5T8wgb<7Lq#ZjKnKOkT$?{8^-AZNo~%g;er@vG8Hp; z8@sTau<@la#Z#tC5sGIDh;P2Q0y14leY9`?{x6yAeS=j*v@{scB*@PaA3@TE%-H&Z ze7knrl9IGJnc@?LWe{m6X_ZLH7hyF-EWqsstU3@K9mIiqNzTL0x=wn2hKg&n{+iYz zkEf?)<*HRglWl+nNmskRmKe0Miyj?7V!i~rt;_oLIiM1*XrGHfV4?R{b-eMBB1aM1 z^zGNLOPM!TCuLs-z`&yv2U&)-ByaxhE!TB~99^lMAz#WlzkU6BhqxTnLyww)-z;H| zE_s40>P-EgK>G{2)2=Y}e~@>Gy$9z-NKW;miPF_mQAVmao*baDPsM(dM!> zJNz4$Kbud{j%s4oLz>Y--(m;OJZiu#ohCEMF$Z`6e>4i(DgKlTHhRg^rYW}EPK+JOBIZNr>$W}tqE;jxA46!>>638`$ z^N(94x>E0z7*Ym${_2(03j<(S+vTHrZi|iWgC_SUr3lT}Q;OVqde04Gp${ZrU%<6wYs6c5ucwIc6Z0~moHm}|6MuiU}*6j!m#JA?RdK6{@XFY|KvHf zPcym_lFq&0+#P&RQr0#94coZnNk28U=OMqWrcDd}F;-puFNs|11ryUQT^d*XOjFaY za&n1pixuUW=CMW9gCI1vc<-X!wqy3)$s13cv|G@q_jX#u9E*1wts}+-q#XY~Q`*%& zXz040B_fpbTmrXjF?bJ-dIB#*N+S9Wh{*!~8jUp_534?^X_e!!w++r$Y&)f2dxCy* zyWn7Ff1Tc!5@s~8ngP@;bXLy+SZpx07@9q1y@-)gnxmOV9g^5#C#=u*qq%PvkUHi) zZ~uh2uj{O=I>C(oG3EQ5<<$s^_q^!r^tSrpqzJ1gkp~Yhc%f7Ns+w06-etojQj~uE zS`$flRj&%)MBH%{Hv_{(cU?n|14Hk2x0`WyoJ4)vHLHhJxIFW&BVCEMKF{KD!mhr3 z=>E3-<=GbFYNcnkmbt`vB?>UJ(H=TfQBV|JH^MxutWUqQFHq3^cjkrtkYqxCHML3V zEzYH+?$ZPBN5@~A8UPl2`u5;}5}P_(bQB4`is4S*p96ciYfU|(EW;CrQmo*W?u^*G z*B5guxmYrN!G(Qk(DWse-q(@7>*4epUlIQO%hliCuPTXPtfl{nn^oy|&YH;{LkQ1o zYG85y4OpDGUl|P#@r9D6;NQH6o*whn=R(3uPTsq;BSs|%h{q;aX)}^PN-J*fl!1Js zv38+pjC`4={&f=GbIp->eqXwJj(}If=2@L^=UVE#LC`M7>Th-D)P7pt22&YK4ADXY zg0Y)%;}*Z`fGs5ghD*OQm!DJDV1b{=BbmbN-V z5wo%#oLYK^TS@dbHuN?4@&1Oz?&+I0jUoLrn_3bpM%3GHehZCz*0jHt0@(yT{SBvi zH)ui&3Hq5^L1_1VyWmV{^(HW|VNuYUoVhd(%1h`Nn+W0Rn$AL8BZ&F@H{R~jjk?1I zsj=9(SzaO;i#mx;xUAQ=MkAuA=XhIa9x-(4ov?^&3+67GMFst3n(r%GWZAf#pA>K- zemr+?&JZAxF+FEEj#gy3kx@}71W0kvZ(wF!@cU$k6Cbv3DY_Q=$`MTpLOp)?DSGp!WXpiloI5qp%XjtO_FP0W?{} z;Ez}?`<*#eV7%FQu@7(xmq1DvKmomMfgrkya8e*pWf2az0?OdqdrsXy>>8m_9{^{sv!_}z$e-Vi9e`I|BXu0wf*Eb2 zHX1{gOK>E*M@1_c<%bHOf5YFueh#(2wI|2)Bm8I6gBtP|=RD0Vd%xSWP9=|K2l1Id z2womRpcEZT)Eay80>&>{(i`nGg^nG?3cuj9TP(V$?+KB$s$MjA8vJau6b5=NfPBy8 zk4F>NOq#@*jcg;Ti=;1#J~}_CdClO5c76}^_mAObBb*kJwuN8wqAl>SpF-;k$&lhH zt5`r5m61RlxLsjD%#lD1O8wV6qEBik5tY9IcUHTM!&`vA`RG)=elTa@pz}Y03ff4> zpAzr8&AsZKQC5KcZ+Ci4MWz(tr^ljEa%nIt*Wygfzp9`Bn&32OXJ|>vF9CfE{W{iKCG!RjXS)~YI&O`J*!%J$0Qt?UM*=|hJ* zk31fl#}HB((EIf! z3F1~RWykK3k(Iqc+_vYy0a;H^&-Zex$UbVo4DrX!Gx%b57S+R4j5Chopl@u#+ihiDiYe{(1-w zp@W*ghO4_OTdsECJy^Bf#(H!VC@Fb{#%TRo)edZ0-bPCavtwx2FE^b=)|kBGn(xhK z=wqyU*p@~T_GXImw07d3vi@Kvk2>_?WfB#u50;mcyUC_+D^a1iRIm|mFuhluFaN_I zwbFC1R^Yg9r*s<&OeI=Ysm1~jjT3>~BXV*{Cat)H|0l|B66AXJ{Re3otA@x>Pf( z^Uvp3xXH`Qi&Z0iQjQk*LNc*D#D-ePGjiB z4nH`H-`nj!SvX3*5?)gxuawjL6@UB(dLzEk;h)Qkum6`oME|Wn** z6i%uwS+cwjzjpqy3SW7(RY4m66SqI5ZLe-^YVUN>)?~?Gl2sJJsxCV@cipp{e?F4Cxn%Wf%Fa^vg)h=$<-6{3N3Z)nqceEueMP76jIv5^ zg>aggchT0%D{u)*maKWIcT8;YcT4`PSxSEMYUMJC#V;I@lVc&jdAsTlECBxbyksfI z;%~O^j9gBBb7A=k`^7I@yLod1`OVGs|9z3A|3ALS_nHq6H}=>ZJ^%dp-P=}cmh5D^ zU$pCf(Q}PNO*VUVp$yk4Tk#zmGAx=?BA+eW$))k~?6D2^Pi)+$QqkBmG1R7oKe)|I zoDoj7Y|FGgx8*{vGJ~>{Jqpobta1b^7!|CXbM-Lu+8q0iV7#e{$c<$r# zCl5EbvF`l$Qoqsh@$`Z8E48~lwuPw5dv1OH*B<#zj|x{ZMr=Mj_)9#2fs4zhGA#lY zzIn^)4;Y&i+V7#Ls5B+%q&4I^S!=|roqG4~-RS73+OMx48`I6z*K^6}OF9i7syX8R z>*JQD3G2FON&tC>uk?jtbu~4S8$T~l>OT4IsjukDb54_gvLjw4Od?)465~GPAP3HihpWq>hTjN8k2N{y|`ozi-Rl*N)nB% ztgP0oTX#N8!eP8lNud8{caeDKs`!}b=qsIh&I4VAg;yJ1Ud->p$8Jo}P{OCFOE<6I zv~i=K)f`?krp=I*m6eTGQ@Qe)So3`@_m`hPYbQPtuK51lKdj4*+E!OobYj=8T?uEO z-)>DekGfcN&wQvgqdAv-ZCIkm{ldA4HqpU`1dZ|-m5bf8GA{iwflp~PwO3xpde@!( z^i;s8Q$fgWdOXLpW%b6rTPgB1ar?fr^s%x)frx!WC*Rq*Ylfzd6wL6~kK(^6N>ja+ z&lsvF#vYEjCF|$BiF`(5gpM#P#kwlaNi!_wrkTM39s}`l`ekOg6;YpGUAz;o7W1fl zW^8<1JrerI*LTW|+s z2gOM)w3tOWmHj3SGQ-QPbJO!{b|b_rpG>Cc&i;!KI9pfLVoI0qR{<3_!j<-I?j&Z24 z&@(e8BEl%dO`bW>Sec-am}23wc`w%SdW-vVmJJo@v(|-k0jAHktYG~5_|NK%whlQ} zL%y|6rEZfQX57IPzr8&JRNvg}+Z&cNf64Q@`2L^O!2x!T8s9QmjC+Lre0(C=g-t(o z+q`t08l7r*GyB@6`*_Bc+T$}5L+aYvL7mPFj-j?JRV<|1`SVZt4d~Ib^S@6B6wba` zwtTs$)3Cll-VMR7wj9g0BXd)Xh&8KMpQ{d+=Am@Cj-4q;n#rH+^y8ME8?W!LvaX4| z)#({5p>s5RD`{QGj0oXm)DMVY0(%Ftu=A4WCQiYg0g+TeYFo|SpP(Gih)M7!e4ww1^TC-?4V>- zOfv^FoJI^alC;k`b-6joWc}$_kGeB>K``ozIBr9jtcM}aZDIU|&66WtsU@5)$`2nt zOgI;HFVm_cA<)QO$Dda#vn)F|H_?4=n#u@svhS$e{{Z)5XHw4)co!1$H$3i z1R=5>1)0`eDY%m+7ScS5PisEEzD$0MLbtUj9VuK0ADZZ0X=G$1YSpfNx!AK7Z|cxy znN_+qiV^OjQaC?taZGIFUia*<*OMnrlU*JWR_u(2JZKAedxqWGq3-#a5v?m%UOEo7 z#yAW%vDw@CphfzWZ#!~rKfcQ>+<9-kZPmM5?d|RMKffFcbQU(NI-lz}w270GUsY9g zB@0WUZBN-iL%g5N%#Sqtk-LU;`*^y2{|h0LvQOpZO1Ey^N;n@+Bc+s8=J(Db7d8R? z>`2^PEw62&YIx(k{CthfYdQ`iod(;FT>JED4yUGmyLH}kDs$k#;lpRKrU%cx_{S=D z=!i74L0z}N)p>Jf6WdsCrC(9EPheo+ix)41Q13dN%DZj)ewA=J1-t+FESUfE{aUh= zk2W3HZEbDse^5iwsr~wW!yDZz19^A1^o)$8-shw$95`?wM8sT;Zc;Eep+{M8l5NlU zZl9}EM-J)xwE{2IViZSz{W@1l<6+jEU^U0P(uBBn4x*ygzq(k|fX?JEU}PvGBeQ11 z2F;>->qV*KR|02*!&2N;C)@43%jaC;i%bS)1Na77(&EaV9@wL*S}ihZ87}3l zcH-W;*Y4J*9&I{T86ql*PH{?JK6Yk)&+gs&#rGa~dNvd;%vqDuK;D6sRcms%1Lvbt zIqR}vg7)hdA!61kK|w+5ST~171Y^VZT;T{5Fw(4jaSAA7ymViLvF=2hb)kPz_t^^< zBFk6biH_!WV>W7Ct$lI#(PqA@9pCgbu4+h+e%d2W51DPXNIkH3uRPuguN#gF^)sKU zsX1F2A!~H(*fI0op6_G68aQqtM=V3Q<5eSM=rhB)8qbff#6=IpMYz*bOpMB#jXd}$ z)V}BUzjt^0Mwy6Q`&=_Ug*|KDs~Rq)Lu<%)al+>jteo|j8#Ef7oYb&+gziULU;OwKwVCBJ@ZdOG38FJPznnKXxMXaTbEC;|r! z=;=5nY=8g#B6p-f&&c)HU9_mDJw4IAc=r^8Tt&LA?S>;7HEus{%?312MoPx9tXdV4 zot?cdaPHF{@2!+rtOkGm40DiSYyGsa&?97~A;qd3u*{%$W@?HZZ9mYwzvFR^N%>~= zSY`G=mwC0WZ+$jLE3kXQVmoW2PM^uK?Mbo)_S(zM{Q>or(KkQ%;ls(nf?`$KIgujU z`x`ifHry{#u+2GbJ=l~?zN^RWpMU<*Hc6YFDF_)$8|{5&9nzSnwVe`+L$#NO=VJ_d zRw!V|Ve+cGcfY5z9E!5^sUNcP6!e&51|HBzc&gFV*49QZsVgrppZ!_H8a!W>Iv*O{ zX+={;^-wl8j#lDexP?>+#gB}vV`UX%4mM|%#TKyISA~if*VoriyZrq1>w3%HM9pL& z;8x8k?35t<%1&ZnpPm`x+`u7W>_3H~aRzucdD3s%z47f^xiqZSI``aQJN`X!laZ=H zhu(Bt3K19TDlLlsmZOoK2EjT(JhY4W44wWk!Duy7@UP2YS9TuE~GDyO6n_kZJCxWR~LSLD@k@E4c9-J-cQLNDeapquxRE_tngTv=~@@)Pv!F4 zKKX~)v>o>Jv-sg|DK{L3Ai0}ySm+splU?|c-cd%=bK||p$5kYenF{=)*v~e+>FhHx>w5Rl+`}fVXSFL;u zHncBw`84oJa?RLKR#$9pJJxW!fPet+hof`TgQ@cLzi*uO=CnlPNOH#83MvKiivnv3 z0-Ab@N@FKV>?CZ)pcinXa~40*8*COX2#{=RUPPAlLVb+VmNfJFy>|U|JeNHMeSLj< znaxI71+N%D^J4KL3%QPuB%58%_=Mu|m*Ges|H%EJLmv+j}^d&j~RG}-AQpf@B~EE>7} zaz%1hXUOooF5opU?)n4`-pih)B9TVbj)nI9w0MKuOy87s8whN*Xd7usD`|Hb$>+Z% znSZC@35R3|T3ZM>rFK2PVcr!$I*avnPiw!N)>$nb&$?u8Zmts5(R$)X%jL?hEb9ot z;-EdJpJ=lj6201R7_}&)3>&Zbs?wD!S3;J5Y+$JdSBeGx?gc73T)fq8YSd&5`zVOU zql8bQlV-}EDJq=vS54SHs~sEei{JPesgwiKxs_u2_U6*!t$yEb0)Q0i4Jzk{sY|;4 ze&ui>3meXYKDM*6q@=`?OSV%#+veR?J03ZCdHE2Kg%GO_x=EsRRSmC!xHCfhuI|Gws}OND*}H4kyB!ktpJqoq7SiUMtn-Az^HW}pObHTJa-0~3{uPJx%5zAKNLAR}!D?lWZ zju?*Yv@15|i(Ei?)(jRX_`SQxgw0;gDE*3W#(bjp9>6s#S2s5=?lBOO1Il*&T2pW49+TSUdKHsc^%w9r&T82V9sq&N+yTeH6-uJrP7w+Wp<=XloeM2$pKoROed z_kr*gC>Z(0lB&F7%jkl|>$V<#s~}{Z_v@YpX=LYLo_(hvgsvxC{9OviGwGFt>+hfT z3?dfD(++5*gqA<#V^CgOcu_++Qu8N5GS;g_9I8keoO0c2H&mT4cA*28{NTYKfzBX_ zg0u>B`DYhrQual9j8%%s(`_4t5>tj7zqpFxo_7>Bs>)1#IQUH}TeTXb0&pWd@_Jd> z{$Z2y0MQfoH=LQY{;6x|#?-J7FY)H8cAQHz;fc($?&>_4hVNJxs8O?YF2ZB}b<@H? zVk*7D&TwT_-$+LgZ++EJ$;z*r+OX(Ni#Zl|5sl4rvoACy##o z@Iia#XJW*ApXum+u`XA?SSu7qb8v%u5vjOiz$pMfy?`bC1&qa;u{ULYhZzr9($0GB<3`UoRAgIq?0lwWTd!?loL$&HmC#Rh({Elt`AsAJCcCFjCB{NSu;Oc(s&GVSPN0>%m=1^|Gx6c zXIG1hdOTzVUGRilPeI*6cef{j-$aZ*{h5=S8y9TlS&JgdZ7`*G;M|LoA!uJuU(Y`Q zq4({USjEbD$jGQmq`ob~Vjp@IMRC&laN+n!mk~{boOsT1K*xi-cOQqArGaZrb>XNg zypR1KF5dWz)21nl(lWCiKwr&=fAiG2nK*FyLwtc=8IJ?h z^m*C8q-f01kLnWL*$F5G5%aE;loXNjOtibEINn@qd9%)&$I!WlEhi_&YiZTe?cctA z%kWrmx1h?&-PDkg?8>ORekk01y5GJe*e4ot*9mN$2IwT|Afkr^B&BhN&Vlc3`s=TY zeC1m&dvSeh-)B}l_4Fn>M?Ct3c`wU~6<7Ldp3|ZM5^`PV!)Bt;sADAy9^~fc8UlN+ zYaVJhly;do-}1(!o{u2n4!de;T8gLa(~Z!{X!F({D_nL(E_aT++L+K(RWH8Pryi0^ z0%QUdAML1Bk{Q=p)Ig+K-pj0B3!=ApLZWbg}|jA-OU08Tm_IV>*G6JD|eYX zKN{_l^xuN{zM(`|Bqyw^z|C3c(F8s!kIBdic_1t7_INZ!!bI<|%GBT!H%1;?p8u6^GUWma3JMa` zw@6^2lzRu8JUakS3uX--oslSm< zJsePJC5oKE2+o7oHKduT^66)vMS0P{4T4?3#>r_VEh?w>B*HvY7qqTE%pI41C_{|d z*A+h)z4^~SeJ;8&mew>zEX)Q_jk|+_wpNBoYC*)#nFxwN4bjmD)%-GmCD#M4u$Vb7Snm6hf6WB?bge}{#&2?!YkM+93+#9K#c&dIl>w5(xFXhx5& z3$aEw^IH6=$D89JSW8gHUxvGmmR`$yoaCm7qt|PDX=mcTOUI8NPjb`6g=j!I0A)Rc zLRE{>oAUGL&ubZ?g)yC+@mYRjlH5R#^&{S3SlSLk({pCyGb$WAQahcVz*8X&iZo0d z)_8QmHGlkZ7I2RVOddBSjiadvy@!?}HN}&5M6%g``@UwB4?ZU+C$eIKf`Uyihjqjc zP$z!qBsL#YnUJlD5KbIKy&iQrQ#mF1ngPRpDm+(rkaM{Eu1n$lJTn zw536^V4PlS8VlG7b*mZZK500F=zr+9+!T;f<+(wUi8{7rs6F%`T&|uB5H#L zR8+FE$*09)nm~X!B=>>g?=nx*bEs4KGS`!(vZ%zvLkv3fsZ+ujp2icT%~@ zod;X=h2+TT{M}cCdHc?t3~&`fDYr@3zl4ss8`cu>2d1k%=A%$U8Le!7fK+lgLBIg{ zP)LP2q^ajgzrx;fuB12Tc7(kd-I_H%OZ+eVM9<)0;_J&L18}tz6%@|Gj3AW_pG;Rv zLul}puSUOvwSXsJG7q^4&%{�f@)YnrWGc4b|H!5qi;sP?`e10|!c{+l}1x9@P8n zIzeP`2xywnU?a()2Xr$3`r#oRpPUGrCW9+Z4|H0SG z^Kl#SL3YQvssoH$Q@Beh7UHCjVW;rKxaq46_}vH&i?pv=yKWs3monS_{PWKXLw;H* z`oYO5)gX?q+&k$G7Maaq!T4d_83NqQq5X$QyJT{@{16OmEBkR3HMOZatKIf7GYwl7 zkU*)6t9WZ*$pynyoJpd*>b^04816Ce+;P2xLy@$+QFF8L>h`CKR>kx6NYm z_sDx@4?6}x@kKX_`1lTQ9JY!S)W#aR4@t?yC#8 zNR|El`v!BQYk?l|?2tjuKx5QtR?3^fwAi0Qm%+DUm;^F7#KRuakwpYwL-^MUz2A|I$Hm<TT>m1rTuWbIJ2*|XkdbK^JY^6-)gUv!Itj!k^;0~lprnA<~XXqUWL2aRN52z z!y{DIY{DQEntFFKOVyEH=7jCAN9fF+&ug(esyLk5clDPwhFQ416VKJ@a%{5{ml%|> z`68E-lS546Rs8lbWUCiisMmh%z+De1y*Y!3Z271U`W@Wa|ZdL~SAB(Hv(94S#c zR;Nv|*&E)ND8WBe9i5m65Gp0ri20Xucn9o@y8#p=q8e?SHu@AaZEE;aVJ7k z!kSrFth<%;!#WhYcO%4fN*z|+Z2gZQwyJ6k++BhYpryrw#1Wu%ckLD-*SVRlg@C6s zI6@bHkN4N3;peBAa7f)atJXSP295poDsR0v#uU24x36E5Tz<3x{eC+Vz2RUy%j?_# zR5ab?7AnC)JbK^$Xs;kp(typfGcTu{&4$rs4C`Psn(2~cCElGo<)XXR1J# z82n*J-Sfdv366#6qaTE1^Y&v?UIo$(83jB=y(_hGj<-JZiQ-bHo@yxVwL@Hupa@ti zX|Bv+YF6%;dkY$i_VUu`fS{n4i)LGo`01L;mu5xSfuZIuu(Ek5jOvK$^!ALSJ2niC z{KVIlClltNX)?ht6xCw2JghfyNIEv4W02&A8&0`%U1gK=vO(yuP4jazxGeUt&t;_r zdw4skgM3pnGrTe~h6Z%|98>EUv~glrG%0*?o|>|`_W%@GyMr!FCEi}0f86ySo%xdG zgV_PaUfat%It&Q7y{V?9q@q&L`|wpyd7$1M2}3tt&!X;E?jypc6$+DO6J`-^vB349 z&50nGEgpO5wqNU=|89UM3j$oJIhWN*RU-ZwtOQQipU3ppscHK>*&+S{rTPFrzY0qJ zG!(xIaAX+?;2;nlKwysz4S%`-tq@QKyGSr?k z7Lp(M_3PJ^DHlq0?3rgshyWURuVb-0wKO-}EPbh10$iJI6cXQ9$0gI=qvMDBA_f{R z2B;uUBc>O<+PCtDcwaogZB0*3MzHiZSAh23=l3~u?_pnjB_-Usp%P-c$PYphg){;Xgo-8B;}5 z>#YdBjOBYLVz~h}3dudRAZkKUPf8ne2r1Gh-e4% z0@j~I#~We*fprT-$$JSs6SH=7wi<-aq6}}`lUp4o|3)@8|71t~xgFz4W%yiB>NalN zc!tniv*@Y_*)D3;Z&=c20O^yelk1!}|GexiZ7S_Ch0c(b+4$}bOJ$U|%vCT%4cYw3 zAFeX?s7zlm}y@>(ocRcv124ToktJVOj;E2f;&`6(G~CMr?e#4SDG0rVI0P{FWVv zJvq-Yo0F@L4II(0W)uaDN8Bm6{!QLu8tQV&6sMY+nlf6IC-)fK0eVGlI0Jf@@|{)d zJ%yZ`rk|goK3lbjG#ZYeD&h+2H;i zT0)k)Ec=jNDwES`sMUn?#+RiQ&o)2-d#2a@s3F211yT5F!~Qft-oVKn92}OYq}L?C z?z`vtc&m?9C(OETpaKf$0Jl0LE1L(WXXpQL0CZD5i`gs zO*0(@Zn@^|*{^+#;gnW_eAPFMfVBD=!@#Z3GIBE+y2Fb0f%i3qQ0RrQ5j02KPj(71 z^Uy1TK{vF={{H*#ihJv~SD*kYBS2Gr-DqIQx5cRx4f`^8Fz}PHiTZOS63^|23KIl$ zm%G9Y?kR~maXeKNLPHY-LptNcuCua1FAAQB& zU31|cf!8J7v0^N}Jr-F7f3@eIn#Q(6u)R!jsW)zDJMaX96}CzED33_11`B;WIN0BB zt{BK~i42=HNX{ky(t)Lsg2hR?8D%DOsJ+))R>52~#ZfjN=rNP4F0()o&wPOGq?}lB z5DHXnj3w~$chTm4*OjoPVXy|8!^=zCpqyrbJga1+%Exz0p4=RpknSs|Ev^wQ4b^G!8wLA?s{yKduwKLV(**W;d zsmHM`r_U#8*Iw()6E9+3YfUfx=k8sdp5@Dyc_PlnTp)hVjb$ZMoYK@9$Dwj3-)%|K;OoSm+?9jwIu>}L~NHTc=+P6YAbj4 z454-%I8eE|ENR6!E{vVhi^^CwI&pk{cVtuzkb+_+zVXMS!xklwGcF=6zy*pmBr`l3pmoqWHEq1&2?ZIB_P;w6X%X?P>pv0$Pue`&0}>X|Dr@ zdD-MOpoozBEXpc9?lT47p#oV?gMr!Ev1-%bKf8%f7z?GN7?$7f-@k+Otn(Yk2b-(u zYIf4(%(*SqK%T6~7Rrwhc)%U!?z>x*;gFsQ7BV3PgM3EfPgcv!B(-E&8$D_D(OTLO z6l&=d2cIn%rKFR1H1M>8fBv)?Lz3VbpI&AV+;rVGO9%|+1F)hRq>vGbMdvLpDk_4R z{0!lMAjrzwE-T04#dvq+;{)y8zyFiOS%o<br89^3QMPPo$BpvereVB1--ELs;ME>sEf3HtN}ZeU3IKy{p-u8h23Xw*x@i) zqznRd_TJrMco_b|5$wmkM~{9Mv21N{Mehm@cg>kzp)x>nqhwE!y`__P0WRc7g5n>HDfQi2Sy$-NC6 zSDR7{p7od%qnrY>z9lJwy@w7}AY!r|g;gD*=osQ|!C3p47R~03HJ2}6u7rD1fozQB zaQ3$i>R=CKnP%ta&VZa&)I2|7km4Cfx&m^ zU+YoY!Bm)eTGZ#BTLs@E-B#KYx|y4)Hpujg^SF zK0|#8Az%Pz8vErp6LabAbJTilI`U&%v9#o36rb+DsGEM}VkaUUX~=_!IHa)EuZ@hW@i|oRbcPB!q04f5_EN@Q^6IbFIg3nD+_W>7t605ma zstFgr1WQ43E@!xK!9DOabIGefxQzhNXON~q(?6RjFUNB8$D_xO)sb2tj0ZQ}h~Hb` zpZvp*Bz^9a)aaF(ov^>Y><#@!MN(M}_@oZVb`uwuK)>Q)5(jC-b|Ohmq}1U;@_h+d z_K9R5##24!l;EQ^VHaxFR4%pgn*q;t=&fLvM&9BdyJutj`&KOxiyH38wLn)O5my?G zw&~A5Nk}j&^4Z;Ia`yJ=GV{MLyCFJ5i$<;+nOELjyN=cQm+%s~?kd{Nu_GJhHs?(b zBqCDA7!bcHr3J|8h5JgkSuykCv7`?RZpU*RRNnpj6#$;%Am=87EVJ3C*=#(D_bm42 zN(BWO#KDnpn@;x>L?q`av2I9=lB{l@>9QqDcC!4>$id|QZPeh{S1TJpM+x`Y>}AWA zLEBwJ7bn99Hucv#**Ujv4T{ToeAE4oB>o;Mre00u;$*@zLwr0?v$1PaE5^6$!{g%a z@2ib+o<2sV9&WxrxOeYfBYw}nYpiXmhS_kx{vB<|z9p!zgS^0!|IOnNQfuhsjpa;% zOP@Y{8jW9=Rk*p`^Vzd!!2I8P9WU!Y+e<$D+kh8QQA8YiyhY&es-@q9@EuT5H*MYe zGBPsqwv|fk;$ppGyX=V#oQ6Z8kRAZ3zkBcA zX8W`{hs*XKFdicJ{DNmKY-+YY|CBq*;*$v6MD`SHa_`%xM3a)r-ndb2*lt)abY@%bznA6sL*nMfo7o|HSCQa&i4Sn!hUgLcopum6w3E;pqdfDrxn zpF57D35J+&I)zZU?($~D)?N6=P{2j6e?3VQG!nE0ntO+ADD|E z5+a)mYJllj$(>kn5~_6=XgCL+BML2!XYXFq&neKV2fz|E5Qt{mw(TJ5sXw2dCh>@{ z=L7m(=;4l0KfiD;&gVFn)z_<&Y&A$;Dj>rtlE4Dg47)f5%S@Ao3@OPe>(!&^J0P_= zh}53L0S|l{l*L8i6$~KVdCasjShysn0yy`-iE93O)zG8Q5p%i%T{-0N#oLZQK0imt z0VqKS7zfHZh_Y@n4G1mbGI6akTv`tSrfjgReJ~<|9HfWjyN@r98Tl|)t=k%j4rhe3 z9U|rY<{m3oxK$3EFbmj9v}gpU$;NETL#j!8R~Aa&V$2r?Dylb8OChS);yYGytJ*ce*8tPXH16FMFaCMUyfFh;#P!rH?SS zpA$nF)VdBSiYVX&H?S*yrd_MmCYgWtqH_xDV1iNI=a^b&LXQd--JHir&j2JiS~NOI zZpAaaJa@camK9WZ#}GR9MI%fH2Ut0Q{RBTc^teoo_L!&mh#^@{?h$Byh-ok!kXrcA zCZ6Q36V-^WzbjQMHJn7gL9;Y)-!e(DmIjhc(9IZd$l89F_1{|gY0L6e>wN5c41b~< z#ps!$nbD$2&K+yUKSoY51y`&SI|v?dCd&{olHSoA1_7F2YoVdX0tIJLDzQD1;Tubx znRJNr-E%s@zQ0bB^;Y{8u{B(aqg^*$f5Ff=fHGgVu<};}Do@6ZUzaFqsfPJ=|8zr9 zRHT_!g~p?1nL6iJQHk4hd*#|UjlD3J(Na?S0T$Q;#(w@h3nhb_LNe+8*s=c}(@$G~ z^9E|8?nm=>6r^rQ1baP)2upN&M;i}GMAM>icN38ZrVi&YL=dw`RC1Lk`s0@`7bt3Y zFNcx*$*bTj(`cB``a>_~fB$Z5*+JK!jbkl!_mrEB+iv*Tn|H}QA3N~G;tpK%x?#B= zpvL(U9sYfHLd0`(jIwQZRX*scN*r+Na0n!(bnGx@K2mUFNeCWTX8K23H8K%f*r1OB zqu0SzjsNuNlL!;UWE_dBmsmET;wu10R3sgfOJW@Q>rO$~xg0`;&X%FF)wrZ_AE)jA zY^caTmE5Wwz@-BQj8{wYdKY_s9w7C0t!+@td--@)EBtVy3nF%;~p0~ zs;gCzzpGAnM_L$0>wchd6(rfFvDCoBvQQOy(Q>?HreCUr9`%h42fT%s84s*UTCfDd ziu3U0NV0+!4JJV9T1Hu%yGQX>AS_-b0mi6pV#j`|#Wp9m3!-wC4geV=qWMrECWQve zYzOEqwSe=8b(d|8dbn}lL5QVLHhs7qhFUey%XJI`@SdbDk$MLwsUVtHdTHI@8+TF0 z+!thp?>n68m{Jg-kdZqOY@P!}=NNVa)K;%&|2DAwAFy6lUI8+g{jlh~FXJ$9evpAe z+j}JpdI>RbxXm$=7b0x-1kIYqq&;7nS1pTyAf8Uj7Bp(;8p0h^lqnkbP)Dv7)ceZo zZ9;zaj^BF!yZOMFq@n-OqG6#8qDxf1`hlt|0#A*ih8C6dGh}0x)i9zeO@Q7!6k_3# zduTNUdUX{JM{u~Dg4>7_WSry(5V#QY=3kh4vTV;5JR?n+#`^LB=Tp=Q-RIIF9#?b* zAlkDJY)M+H)$4u9x7JgO&8-54Y!m@#*xb|}f35VZjR&PCK3`6NRsvW;Qqv>`0IC7p zLc_GmIK;`ajt=RPL88TJ#3-_1!mFA-nQz@y!2V<%7jO$S;`rlt*9_FfJVtx1QMWu6L21KmqCH6PRSFFdNdm{i$%2Y)5qyz9mVLF^glVu|9x*z{&HMJya z3GhbZv$t-0$tR6_){IYzX}jIYMumphCz`MdFI~P&LUh|iufBvmy6vdVg^**t#ZNdA zq1;(utF%JS!ztG^sp0gwnn4qhS`-YyZfY!xYD!d*FsQ(gx^kPJnZxXEO;3OnKa zi<7G{F{(~HeW-o0i2L*^VqK3`WXRvTnGE27i&Q`r$eg;90z~CZpMBue#^@hixur@ySP4~+#s8~NorE16?PpTb?}L;oXn2AX3m zhI8k?aqhA`RV`5P&EJWl50`#%Vm4|NB4AEM#PnqdFm7vt^W*K z|DT+ZmfMAPbP%I~gFxny=)#6+hQRx`Z{OA*NYTwWII`Vynb@Td4+f{h;^r%0Qzh%9 z?NwsxW?2oXSz|`I#caED{atRu;?S7!ZzH#b(oI0D(~Jp1-p;LfuLJd<&wgE*6~k-1DR zy$8=IC>Cg?`wxs6ZpR6&NB!ca0LoPbX0k;eXRpB(Cm?;L4NMY_fz9Bd88dWvO!kEj z^CC4{MBOfC)nJ*`5t~{tt%w0l->j@GawtiEtdbmQK&ae4-+DbR=hI(^qexHpMbU&< zmB9c4xZ%2=fcd6lI1eV#7^lhwX`BKTkc@6aGZjS^mP6KkHiQWqg`_w%l65tJt;moY zg486TN~yzmL-J!&L;%bOjOg|h6v+l;#^TVk)M1lhmi;^=dQ!PT^p9gjDNY?IvzT_P zfm_Q%f%~Ik_dEp^p5Gybv*H@c3K>iz<6O>EYU}|43i=HKZuywUUx|~q|L9R|l=nu9 z)cjb~9kXmpHP#76o|rp8DM|LB>+OZUL#`Bvl}xJ(chyXhq{m{Al=tAlgB?Ou)p|&= zW0uRy)k5#sfv0yqV6T%2GXO&^a3V6(3&d}dGrz}M>IEQysYMu)gae4;qd_;mJhum; z<|)!dN$`i%YGm_jAn+z&mQ#sGDWIZPa@mseH^i+~ZRPXYWK;uLmpIm-;*xX^p&Bq2 z&tqCHa0-KLP1y9wZ-DXhdxc<85X@5c(C9QAClN@FgO3Ip2|+^fC6Qi} z9E1w%Q8-1AZ2;-mU+=gM6LIKhio$c)wXNCLqmT=IiTi&ZS4aLLWvbxKH^8GtGBDOX z3qDWO9fCsjVDT2p85X^;c1$eyxbw=n97cFOCe+BD z$%g_2z~e#^nJ(Q*O3 z?mY02ZDLlT zrnLfjC`hA^@so6?5&i>n)omm}JNli1)QNV!q?O~{(KS>@`q%H987d@xeh`v>xfBix z8P_GjIPyWkv&$-z&xT8)70E3f#M}nyc%-C`PN5*<~>df$?_3B&LG#(978W8P^uIR0;p^7MRvMx56PKi_L68A0ljp`p#(&hj9UW; zMZ|)e7l$Pn6&8@MW29LgH=_yZVJ6mB6-V_=842qH;cNQtKE+KTc><^$Z_?M3wFjCe z)2%cVKhchzcD54(DT5 zg$l#OAU4agO_LC9w2367m-_rvWzK=nzZvHoRU7HdXX4=u{h(6K;BgvAFFXCuI4O zG2tW7UzV*24s-h6VD7gklH+B(snNm1Hb;{ZCy;1qeRc7KW0zw16=bjxMcz%}?-+&5 zll*Jt8l_3chd0CbKw{AXLG2kDN(Ox!3w|QDT>el)MSp0K&*mmuf zhp`Agr*IdWq$k_=lxDQO9%G=lYT+vdy|x(fN`}R&Km#ZYFxO!;8dLb+UB{-AfP2o} zk71|sSMD$ahcPQ+k$E5kf@42~4#@L?4gz_?J8*yWFkD^LG%5r_Ap>lDj=-^Fp}bAK`7FGN|K)3TD z7_o72rD7jtSL6mXlzarqEgL`gaejVYv!$WreLUBxPzn9m5@(Mareq&uQze2EtXaRl z5#xiv^jG7dT_qsdCHj@BsHk{vOV^vh%r>iX8$%H4#>+d?Z1@e>x!&R+(uCYj+Togn zLbq(&c6H7btWLQ(FoLL4NIk*=y9(tVQxW467_lgAZqC~IEHL$tzLv9KU0&?M@+=#6 zoFybZTsjfUN|N``aci-88d3N~yyYG|ew^lB^`oeV!PwWY==8*sd+%Q8-o-sD@qxd` zB1iNIR33ni5SrfVh*UsH4p>r6Qd9fx0EPYp5}c1`I{Dj8YK6I~3KXAX@? zhrV+&7net+kdAN55zP^!KkYUf}m2{z2=bUt;Oilm~jg^ zjNFJukq=9TjLHb;cX;zU=(~g%g!h71)vjPp_Gz zb%DqdfLjp9ewCu^f$~m;_rX(2t#0N`Tz=ln(Zls3>G{CM^6*{N;350dXfNO@#$#lD zWk%AzY!^DEjc+kdbv$FpK`}X#?_+xtWM6{CzO>v zVM@5Pe^PnKrQ zZOjOfjSpel*~JAI(~y7iun~FA5aITeI+8WHoATo&x(!GTcg~ZaZW&O0`3&eHMN?QP zntsVWdMkh*k>QM6IT=yye{b9<%ooT}Rl+yYnxO>HUGb_NZLq!}rv*2nZ8~oegZUj0 z<6TDOx1B#`;O0U0A(ngJfp4dGAB}_Gx{+|V3v0oCH1U`h#8}=)7t>&}Fr|iZJ`?cJ zh~QOiXdZ4DJLazk%uljn5`76;?Kcr7z!=fQO{vS?I{Q>{r27BWSOl{cq!iumEs zw75ZJuro5i-rsbo zN&B?b&pa@IbWNZkT8itdl!?A5@2kiRle0n0OA?q03B;Tj9&tmVk#POBuwe2SupfBz zQFtBVXyi!{<_JT#B1}c1AY{Kl-+J`$VJ%J%VU%+)_2Dbkf*>&7ctVT6f^R2gBJu;# zILhi|oD02n98GT!0!9-c6&Vp4yxr1RGK9NVw=h2`izfCG6k?l@@dI4kK`8iSA8nI# zOq#&sX7-*5F>d83#8nbU0SGMyXzQG}^hA)u-7b_#u(j%mBc!5|0W8v8!MfmJGcj>{ zm?)(H`nuUR&k=^%2;K%qS_!6yNoKRJR=^>h7Y`mhum~80xD2^;wBVT7El@OMrSw5@mkb@K{ z8twP`!nti*0w@S^lZi=+y7mHWIs0jUTUIKtndwSor9JLbF;mBcaEPx**&P46vQ0BsGO((bDWH^hG5DP?SYBsU+jk*w{+=J z=rcq<12Rc{`EozuWRM>;Z``;M;;VGf%-=ZusYbQ=L|gEJ8_24D?k zftJ{oOTM$<(Kl|``#`79=9#G;q?4{$vxbJ+fJ1*iPKAR!a0IHW%Dr!*B2efL8L@n+W%53g*4eDJVR^J|Hz^QJP*UFkFToC)4>jjG+X3n-k}AEZL4y)E;s!ZD-~0IS;{i}&qVGYj6ut2F zroGducn%p?ZDR5eii5fade)DWe=WQtI}t=>ls&Nkn~*1b_E!gQ-mH2!zwFnJ^sGO> z^u9G?X}(j((06(h6jW!u4lx+=OWON@gEB6>TSiesAZTs2s9Y6W8BxG|wn-me z;zIN{;^YrUR-(mIQT&o$M?)|1>#AICyM9rmyO|8&q=>3}9`QtgOsB>Cy0>>Tz&sNG z-vS#0BT!sY`TGto6v zqzwIn92PPmhtMSf4rGpra4E5@<5NBd+fV+RDY%vl;z^`!0+ct|tKXFRcwjHtZA<T^KKhRg8ZDKo7xgpL(*WDZaJEtN}R*(2z7ybT@6@ycY)n<@-E&wi0G?&B+G_ zkXhMro>GVYlzeu?<|qO((}x=MGOqe-m_fm7?$~hIlZ<&1y(j?>y+d-R2SzV2K3o+g zk`P;bfExH|$22a$-kB@j2%we@8r6u$2hBnBZtl?h9EkJ)S)EVut$tUx*l!$dcp@V? z>fi>H)rb@a8?1CwLkv)1=7d8F`i>8QH_BL$`~-R2*9x{ZSwBzWB;0rIe1>7c6T0TH^}=E2Pak^ z1$!K2g-AtIMD8H^_s?1-JVrC_e}8u^EgG@TlXEkZWN?ps9JB>Kqt>4|GY}t)3f;HK zy63gG>yL0FcbLm0p1YvnIikM+O2(ES!c&c~<9mdXp(j%DWH$Q}4yQh>4h-o`VmGu| z;|_)3$yN@YUu~hzlho`?x?mBpK^Y2eft{g&F)zXH`NPERzpMgTn3U#U-rf>7Y{q%Wz+>|$iuIM9Qws#;LG-NpCGlne5A1n8 zEEyr`ltKnZfe{CB){bCZXRfqj-|OfGf#_er*Q zpN{=yf@z|f)cbaCGjT8nQgVmOUg;0aw1+vo*#pK%q)_g7cxZ$n1#&VWi6JpT58yXQ02H8@=VnQY$6*pc znO7^NVnPC@d@8tJ>I7nQL*WFy$j4zkL3S#6`bAmj(d)-C!~3cB;c6%f z=o}V!Boa}Kar>SPnY^9I{kzOpYM~y>Z*JP_CvjHyfd`?*tYB)cXzq`qW=%Zssh0)KoQakHieC5W#EQVLGHPkj3mi0^BQ)m>F;3J3?Z}4KRJUw z)&aDqk(GzBjC}0+`C@bZhWeT~rff%AoaDRX3oz*hBvJQZXNN*%yBff_O@mV~$}~nZ zKLi+_pjTmc1R+Sk&)}pP5gSCRopuF)kB+OpKh44-aO}GEFPzbRB~v~RGXA4b z=R`PT3a+PawnYk%YCC?xyLPq%x-%(A7WYJuDgyAxK5Z`t^N%c~EPSw%@WTi_fFuK8 zuM-sj!Z;uuJVcEF&W2RFVanj@e`@0l>!1&^M#!1qvxs|0@4hW|KY-CVg0bWBpt|iR z#WPeC6R@SxBr%B2zt>0klL1T(R*QclM(0p0s`LaPB>V@G*^w%hZLGc{8mp8c?Fm89 zTZETG6bOm-4Du783`9DW#6IAnMY#N9JB#-{*n8DwJ`5f}B%p_DlU_Ovb#=mFXvNWr zIWa>l8Q6!;(cb~LlG}qIQ4aXZ@nm6Bxxqg~M*xX#^zGi`0Z0-`qfb4SoNDWZ3jiZ@ zm=t&rolWAZL%>=q$2~I>_D0JPW)&Ad|3gGN^Mz4178Y7=k2Fe5@4fFG=J}`}46ZCi zmw|ZTr`Dk2(MSzL&FcuG1H>F6|BNS2A(AnKU+{!JFDGXZ1*pSF5(w>W2r%st5E;;I z1XXOYPM^8oWLx5l-hAvP&wTm%lMbIa0YFbJxIeoMYhN(@gcZVq_}BogLpeK^7#P^? zbzmT&?o5(XgfhfIz$iBHZC#}mRw`%zshEvuauTcq-qzIAbi1r(gzksWcgJ03IL4kA zxvlO9|M8{A^Xp8>RL_L@DxhYhf{bifeATME{&sa+bgNa%Asx<|=K<>1>-E~~Da zN+X?3NA5dC1RV=?nII4HT|3!~|d+E;m$kHZY zcJy|OeD9D=n>6>n?QN*?aiF}uJ4nF?1!H(d$$|S+_97@Q>)?N*%DaBxeo`1?Tv|wx9vL4mL?hXRty-JJP{~!!gHp30QARy@ z@ZfgYwL1kFJIP}SZB#7}{orL^=yF7l``3mjH?u<`NT!-8!8VBy7?(yEqVw%ob5B!X%C3e^T{@yfLO`p(Q zkk=*4J5NDwMLQ%w0+w9f!Jqv*oZ>ciS5&M$5EbTM*3YbG9xg{7^1my4RQoTf2?W+C z{gB<4`HiF)1a$z|pN0Ee4X=6e!i5yTVSJlUh7hH+6P<(vJ6t({0^{Wl?}y~;efibz zon!wA+SU{VbuAv&!MT%&Zg>tM>ioWLg`Ii^!8amJOMEo(`5&AJ6@ioU#%O+cc=+k8 zMdVrz6XG}Mpp}+_b56>6sEA78E{L#KlLFrFO`u~W5(9^J4}tNqpdcD;1t|`=fjSZU z1_A9EZkRQ#TotOfP-rj{%$FpWE)IQkkZF=+7vvEi&!rjVeZNf$S%3!;me|H7Xd@Dw zp44iFP{2eN*^RzaisYB6wnO4$+p%xz-C|K3y}zhGmGnFt8-p1D)?EKHOi&Pr0 z#vi7VU!wSh@k?+&hrwF?ii`uOF_1ojq7!mF_eR48SoA4G2PB9$=&f z4NQzg?Be0bb`jcvqGZ|Wf4ZWw7eKH8?Kh}zrb1;|yweGJNdpMHDPXeb2Q;G%a0nuq zZE$}?KNnuk1{KxlC-%sRVCSA2qeH&7QZOZP+W8n&Tyfs3ekmv4Fq@}a%gW179{WB-1QA*h-zMX~Pr-Q-EDVVcLfr?5 z0v-_d-zHOEBp>6Cev><;yd-bX72v?N}bY?ODDREnl@X|L(d@q79HU_}t5Ul|BL z;W%vZoE%u+LbOmwabca9mv;}M-V{I@FDHt#aEI;e+8#o0&oO;I>EkP?1j$})g~}N z*8JVQ^z)6=0D?MC!UBD7@MfxUL9QtAc;HsoMgH5zkRFALMy}VFDV0g>C*(@KA>$2z z4iR^4lp?oS92$nJAu){*g;pkO&5xNGebtKc^1j`j4@q4NF-wLqs=@_sA8C*DTvM&6 z1VS5zh|F4tL4#rJ6eZVD+xQjDhaKW%NPsrS;8b80vB!A^KH|zu1 zg)s9YMG0b_bCl-156W>?`^KT@Ph{QFK&ZDh-qj>#1ALuS;)xg~cuwWFi_nLF&O3b+ zo=Lz&)A$(9kNdYBLp%cNqL1_dK|S(FO;*LQjEz%-Yc}_L%!i1dq6$c?H5`3Q>S0YZ zgB?My2I-nY(7omVc(JyRgUNSWNrabrcr9V>;jIxaBftXgg-v`a8g>__Lpn8P}h>?&-NC~khl=eb|R&i=^PvdRbqT^lx zebBcZAQZTcAiTL}za;>VB|C+L8;BtnCsfhC>{BZJq5%ZxQKcUoJo2NPkla0iuLBis z0H8-RnpP$u5K{#t7LAN;gvvv0poMrs_FP(O^Dr=SN}Im(02H8wNdieyp$5%pn0Q<~ z=0;j|qqAXbahr45Lz&$_D3Sz zcXZ{i4UoIG{E4g5hLYICaTx=M)_#MhohbC1f09f*2_%Lh{-iz3Yr=LE(+2W@X8Nd_ zd@#|qBcSA_@@y&jtnaTQLUhnFwvQ4e0->$XAUZ~pejIj~O8eVHr}U;M!jk?2BDC{X zsmZvk0Z=R+g>+Jof-maOM?jQx!3u*AOE$92&@Vt05lQ&!es|~j-*d+AVS_zJXE7RP zV2_8p=l;BCO*4VSZ(G`3f`r|#gHbPFjcC_LDZ>~S6Ua{@}-V_QDcR#$xQxDpLHrF?Bg=Ko^K;Gv=w(?n?4Jv}|c8!?n@ z5+3Z6aVhOm>3-)H4}f-D=~7twq4JQt_I#5{@xHYtXy;$kcJnjqIPHTS2Jse%yt%g$E*A)ueddd4AFlM7X)RL* zff=MLJ<`tt#w{t_@Lc~ONodVr^`UH-q-X4*fokeo_H}L6JTH*mZ z!y8fzC6v9|4IdZ(DCZ#z60n6@kw$JYFJ~nXGZ}i~y@i*`c>F!-9eQO1&bxggy)x9n z^zr=QS;Aui?FXZ^21qsruIwa;I97ahVpaGjLij?8@pm8*+U_;sAYTu!q50GBvGHFl z1Q+1q=1#_jv_@+YaI0g_hqzHtCcJXsVJ@Kck=hao`x9H~sc=7z?H+l*f_r0Ty?|_SW0B9D?o6s5eggLehsXAn2 z9zt}<$S^KA6+%aS)HrXwvZFtFs6{0aZC)V9GUWp#Dn#*ykha8SWMn$WN#6?CLBN)k z$uvJ8*4W<7u$!@~YUdqgx5uZ7-J}8mN_7fuk>JmSQ3|kjcdksJA*8-PL01@l5W(6Z zGUsH7&zuv)dqkmx9y`-$NP9$V$+iPKd) z5LJ{|e-)@FzTB7pa3PaRGD^z(PzHbchqV6z5*LSVAkf~yR(arcXu2_Lq1oY{lZW8& zPT?oKOwP&VsZmTuC~cgkSyj!9?iGnb*_g3_xg{v4fBNQgLWf@v2O0 zNNG~k2Ng=zMNJhwb)+IR*vH31J3Qg49T2wIFZ(m|O{`x1&K*0NVdPkANGJse7Aq5;`l(A=~LGm!)Ehvl(RM56EV+=*r|F;K)$5aK1$ zqh~0f{5nO8+=@>w9LO=n7m)tGq>#K9QIJcRo2mDC<~3~xwF^RZAe?XFfB_m}9-sj! z7a)?AF@hXj0zeW&WAc2y{Hy4cx#jX+=ppR`)`{#2k<=ss_E1*?Kz>7%%#9+<6_iy8 z^$*pwQ;-9UenNP5Iv}-8NuV`ow2)?L)cl0vO_DEMSU^I!Lv@<>qz>N?Aww^;-@uZB zM;vjY9dhIZfAT~t!4}P7ngM;gr!b_~d-E)c@Gc;fAczCXDp^s3W(+@3Qlo&U0m=10K%sW${;|4i-;s?t0tN@trNef#PQae>2)MRgKII;} zkeVu@GqsBJe&@Q@q{m2?D=fMeM*E#7@ z7#F^KA_oq77~I4bP!L-nT}*(k2x#4;AqKbo+EW6@5CY>rg_NUj&wJXj`;MLa+cVGm zJ>smqXGqeu_4C&LLEXOzHSaZp)gN2PZo$gI;qQq+jt6n2E%30L$M|UXlKvQh8aD60 z?fiUWqe4exWht0H0*l+U!`%}R98x_Z78JPYI_w%!t^&S@U_Y7ki=kU&rjeFC`La1K z@njDbR5rlwtUIJndU8+;^#pNoBKyev*5XRMM!Wrg(U$&O<$`cnygj5*8~mGV!^T(9 zXouk4`JM*36!liKkZ}^;%4k|9L>gWwr-61lsV`!9tF=GY&nI+FdkQ-P3ZV@E3u8Eq zs7Jo&HqD@_6`uHy6fELYnSTSvjYvX>+&}ez5^@&tM{K}V^Ld0sDGrBgCVY(x&&}i; z(|j2vtCX8fv!nla9(bM?@*gOF{Z}h%|L3-UK7##kE&cz5cQSdJ2xvnj=zba?cgtg{ zK#HUaCL`=Hx`}jag49dY%!#)Q8>2ZIQ&|-DeEB0$1=_K5CopcXYh037p}(F;Ns)eE z?L!FUk#i9}Yio3|&>A4YWLL7?Otx@wVYYwVPSP9(Puz4K@u$ST8T2xeE^ycN$Sa>HmFUbn0QX*1(Gua;RqBE-m=yZp|*cvd9@eaX(w3RdcovrLWsbi7FR-uK!6hQr(f8L^^%H6N6JTS*uDEd}eVR)W^5JN3)&YV=-W$SKJ})p$L`hNaXf(73 zS%*zf;U(_nE=g1EQL4(#r!A|j3c4?B|IOP)7}8o*ezwF+$62}ERUn`0=~Gv$XU1}p znW{-4n%1f)Jwby;Y+bGM8=9e&RmElAgT(>@LUZZMmyZTF7(5FX#kN}C=}C|!>0Njt z0EISjFKCI0sT3Y~Q@Mr09HMl>@y(sK=x#5@Ng{$DNMgpf;AWgeS=fkA>W3}Z{M%lW(lbxVo$>-R2E`sxb;R3h?} zz6o?qggV_OxvOt9Zunf9Zke(h6qT!x9YNQ{MIWr`bi9F5Kt2JY)+U z*Y*WFu3dd=TD41Dt@|EQ$!zLb9 z$`>So({I!1pjWH4cdxpE0Uwd`xgn{?j$+jgEvQ`-bXTUI?QU%3z?ib_C=)b1KXcr$$XftP0;S+%+QnX4M!S8T z)KbZTCFoM!d_b=LG2+jKEG+cYN-!2L7=Uy}{#ep6cydg9`$k9cgzl1jabf=3b}wg| z6h=%R21YuAnx9CBPkTF{~>5fiL4%CT;>QM&>w!HKAb}gjiRTIGO1+Rn-1-P^5 z8cPQ@DjqbhHk_iHx@=bn4;}UP`5FGbYYzKOD9FhbqjuPP`R^L5GEHha%zi&Zgod-7 zKC>XUxeQBP($X?@ua#@%N>&QsvN#*8@ZLBC3NVR^Sw=UP*u#CPSv2;#&kN=XBmp=i*fVPm)QBzs(J{!oLf%4>WnLHEp+D{?k|+2~zgn6Ou*FYJ#!Q>-r=L|_ zpzb@8M$h|A{@#OnyPn#Gre|I1A`ej684PkNYsbbK+UfMG`eCNz_u53W z^7*gl-#C3h4p|^SWbgNdTmlV!dy4C}_IF$9_04Skwq5GPjui*{r>C7ySsN>F+0VV#`Eh{D z)0n8OxWwBKxTC^d#Vt-7`r8-A%0t%od)f+PmhFNs%D6>D&(oIlvTqrSzVxWMW^rkotid<(~ZW z*f6@=@-wFd4EIzI7UuSS-kPoSQ^qdehoR|i{a~S|%#f(cuZf+33ynJ`CGb`q(jALO z+uTHYI~S^l1($z4Dc`B*{wtHg`OlpfvkzkH*sG$ejycLC&kkM8Ui{Y4k@?Hp^H~<_ zcB_nWxt#Txn<%`#$gpNF6ZOcE+NfyJb1B%=v!#{ty}qWWbbb1z-HNSYYoz0&!ogw@ zTC;|UYCyn2h z^zIsj7A4M=cQ@jH%*qagJ>QPMxCXJC6n+&m9C6M~d-6-se!4}_)l)5bVAEKoQsBbA z-&>c^Z%@lD2y&fWC@*s6PC(RWbh5&h}k zCTYEHNATS<@8qYKNh*Xa(ZBlO$sfwMrMt~w*0VCk!;+(QpJ-+qYp!CWS`%7TzkO}><5Gg>cLu-zsB#bVpcYtz5TEK4GE)nU}_`Ox;+)Cn0uB^>#%+UJGgpbQBoosKbYkDIvfb z8cs<`S!Tmco@U=}6)ZIBbLYc7YP;CHxsMA!?+LB77n0x1YkoZBqVuTL+QZ*GyuIrp z>u%T*cjf8MOkcg)nAzZ|r}7g_uCG0e zT~#F{IKjRWE1_yZ?>FbCLF*Jq#4$6)w53%!ye4-TU^{y2rhKy%$2= z$A1xTK&Qqw#y7Nm^tJfHJjv)a<2qo6cw5wBPV4 z`Fz&*l#%27*v1X(6hh9PQonYFxii2^Xw!h)*XAEFqh&TPoak?ul*X90%uzi(ahvUP z%8TQ#%ZHVXFRb>snYEfBWhtwYBJ;pguJjz|ZacQlSYHR>p#|}obTQ}Y6q954g65d1 z9=72QE@g@CrmH9`9n0grm^-e~Z}x{xyDazn;j&ye30B+7f{eqL z1vPA*++~vFJND~+StH}RpPXNEGMN1)7(NUREusRoL$!@o{1QwqEcV#jFQE zY?G<|Dr$FlfzfxW5Sl>VcwI<_~@SItDh%+cZAXv zT*%J;O?(9qEBF(q_rze0IE?T@0oJTFQT8qK?jXBhc){?|1}Nrv|F z)9U5BgcYRugy{pM`*k#~e!nU{c0>>-CBa_9@Jb znEJcVb5WPJ@?R>Pntl1%r&BNWw0Je&(6Is$+X3m)pB`IS2gF{T^YPfRgI;Fy=81wO z%G2ljbH+65YfDP*6??tC0`u|Z%!rP1yn@+vvuiPNA*Xk4i>I!-U3GAGyquON<&qn- zKV?7r{-J!VuLXa`J#m(pFR?vXVS8Eox9yz2-U{=_vYm@Pzvom_$^}kKwlf0hT-y}x z(ED)PrhGZ^TZvCY{nfkBvnyj1Tv^!o`$GKBLK=;T4c9B7=(Pj#De>YgD5~{9hpT>S z&Dyn?F2aB`3%R+}xZ8Xzt~|P1!rd`Ed)Xlr;X!7kqY#%zjw$s`L#5lz)x1i{j?y#*`J+f$k#J zghc0E()lif%Rn#ngV4S11KmXsO~`cGLzW44HVLLU9*FISid8-r0s-z30tIfLh-#fuh|0B~(6^6|l(6*|uXL3A#ZgZx5L5u~~L z^O1_Wx&`CPvVt2Q#Yg9FvMe|;`!Cj^yo;w{{w@Ny_|nDBKd=_V|Ns86xb+=dyrzgS zDT&&wmCqMcS~lvmC~1f!vS026;PFNPjkr3X0~gA$JAY3s5CF5J6j zIqLXqR62AUoPtxHnT|9hF6DqrG6!LWqGI<~EU$6tR$qX1=Rr-K`nuo*?+KEwz5}(sI>U&eYci4o#pZu+~wpXL#3=eyLZj?t#@|*b0I+- zH|Tfg4*!>tkq>Ak8(E{XuH@Z4&CfkO#86=2zO|}&n(FK8S5{a1mzefQAK)#K#OgkI z@}yzVWoSEly=YSaAV8W2rZfHB5KvWFd2oqapx^@RucMxx3fQ;TZr&^}aUApmc#`zb zKdXTxwzs!;%-!I~_uqdsGB%d2IAf0~K8i(y(SF>rUZU)EXP%*v5#6Tv!yjHNyQwb# zUUO&(ANXs94(G z&Wrl_P}w4hPM(IUQ!CaV^M$U%3bgRyp>;}gXTCf&PGc_KSnXn;WBcmY*{#k3-_$OT zV?K{tjH(YjQOZX{WLd@F?u|Uzdt(*8H3%BtknAieFJ}Uz7L-t2R>lbA&B56@;PPeW z1M3g_LCK9OcG|T4`0?X!+uKXJy5gqeqp+tfxInBfK|8D?U^b|yE(IWZs?7q6OdZV2 z9(GxOxOy0fUJ3NKsZY&;Gp8=hs2>=8cw9XPRYw-oIhUa+?h+_UYC4=#qG9`!4`Y!> z%ki#2)@FHj=KTstEUANX%J+tiDZuk{Ot-#nI8dxac#dQFXQh2(1pTqHM>Si?b)65tKD%dlwC&dpulz^HU$BF+ zS`MnqH&C0Y?9D0hIbPfcz8>_(OLIhbSax=H4;qenRVUY@cV6i8ldc&&Z=Gyo8Lu^$pdo#_XvNEAi#YOrCb zPln2})34IAvObe7c;MP2VR7+=NP5fTw+G-XUPgr~0RtCs@k6V&MnJmKah2!jMicj< zlkVvid)(Z%VFZuE)X02W zj52m`boASwoS72Zu@&Z`*;6KZFY83u6@0)PQ?>_CoTGZsz4sDNhIN1w{ebg|&P7bQ z>d!kj`a8JM+Cpk)C>*1%u#;*{hlR}cM<|OHm5*1Gtxfwgwm;fax!> z_8)qC6TDYL1f1+pxLvY0f%)&+#S{}8i}V~arduaR-nZSpvs=s*ni;Si#TOPW$2f2O z*SEJW7WRh**F#q~ceQ@)mGn;EH6R>S%Dn0vmDm`F0`m!&WFUf^5HJrwQ~qiR2^Q>P zImg}w#C&}I%vfN&gu@TGsBes4F)-YoPoEaxH^Bqcg_^YM(Mx3Uz#?0M*ziJ$X))NL z>FC!-Fp5EKtmwag2?QlPCME<hHI6YZX$>S9s@RJCxCN&(Ft>NhS>d=(Fcd} z>@lyV6rSj?JLru`?0WM8O{4jc1zO5MKw4Oar5u>%$%m`%!VVxe`Q^)_E|n9b(GQvi zn}3HIrvaqT+$tM3esAG{*n^8IU%ytzm*8{&7{5&96Pr+tz65fBDLhT!l`G`o5W5Nf zc$AL6fmEP_g-@_ku?cLn*3HXI!x=&U6m{FP~X670?Tw@Tc+E9 z@$1WNeU2_rKRyT6ciMku(wZR zl7L`^VV)Zs3IY{?p%!Aiy{+9wu7HjT#T*kvo2x+LBWIhUz}?)4QfmNi8ttoWK?y<| zHtZ8P*KjVP0Yt3WqY&&8U9%_&Jv1$`Si1qJ%-<>|iptCdkrAw2qwzU^nJlxb^AE2~nR7`vAT2V=IjO_%d5k7sxR2KZCeUd=t)1Pu^%jse_(M}mmsX`icb17XU;eR ztJq@QP#knzU86Q%74@f#vvZ^2b?@$ZNwvu>dcFEQLLB0^_(Ji2q;7(;0o|vN zGIPNn&x9ZzAPcse$(Q$PVv?wRflQ$eGGPOTj8HcVbjH{R-Q3(@3y-Xtu?7&&Vz?G4gaQQW`~i*DufYGNqY#Q8H35f=6a7+wp`m32 z*>beMt3T>{Ql;lZqFD8PXk3_s4D)q*x}xaMloZke?eqD83E~4y$xA3x1Tb>$qbq%5 z=z5`LO&7aA+4y|J@YE@}`q!^@HC1b?t9M|0Z8`*dE=|bv0iq;d0`~d6ra=^aq)?e7 z=Xq#*@ZGzsprE*bI+l5o&91vJ6n!tIz(!Jzzu1V51swAL6m={tEfD|@OnJhKytLl3 zBdskFZ0Cintk1?<59t_SOI%{*^@qqN7b%wMKqcAr_RP0aj|3ztedcCONQs3+f@mH; zh+HZkT`QPoesHHJK+JDIz!)eEg0wrGNl}mP?b9E-+5O5?q(& zAof7ZG!x8V7WwA)=_eRSj|i!fVvG?aR4M4$ocd;60Rj?3r99KN=~n}9{#gt$SU)rj zegJuOD6tLO7sUK~t%nhZefjc*)M36Wv`DO$ScCRm4hi%)ekQFN`m+ssPkafE;q-uM~~Lqo@UZ-1i9i>Y3WW*jcbT} ztDthU;XZ%puBj=!gny8BC5Q)M^zL!=ZAc=X5*CgK4;Ml-v4f@sc6< zF7V&u&8s85F}V3AY|j;R0p+eDOrH>_rs0RpGq1P0pp1vYW(ce>_Qp7*<99;I?$?=rcpfB9+kN+?jeO?w7p+7oJ?i1JM#$6g0cxHga8*y63<`uehn%||O=?DUz2O(3Zp~LwN zbX)S6Ac-~4jIkS#c~FHFE1!+3s3l||A=!cUzUJj+K?#*Od}ESHnQnsiFeJLReUP^a zht1tf=BB4&Y4M^V{aEQP@2utS=*Xd{sOa%AR8|yCGV1CXnVBs!kaz_o57ssi!u8hkZG_#f}D`7PFj{YGxz zbDR8z4Yg*u)L;IAF zB?MbxWl>06=Y&vdN@6FdWM9CTRv-P6Il9*RThEVgOYug5_Kbsdu)X8u{Prn&Z)Q4=JdfVHrg3=c4S)?D zPL0ApKW$y#{r)b)U-gRh8>w&>i-~AfZ7BW|=EF!Q`Q<*D;<>@5cAzybMf0_44avGB-2(1Ra~h zY4L@yb*u(q(WG|=vDasyGcstQnTmHuNAZf)orX*L49rH9ypf3|-M_yZngG~L5I8%~ zY}5BK4t13vIC9b*S3jN;7V2c8ZKdUtudbni10S{p3X>zsFeIym()E}ESJ{-=3%52p zYT1p`Th`d91Kq+SQ_2&6UK*|<_6(&l8wlZ}D6KSHDV2oL(tFT|X$ZyJ1<(DTnS#;= ziv<4iDq&$6XmSLHd&4%+FFC8P7k5}5FHeOv|Hvm z5I8f?1~9d)sKe>93o@xeG*2SMjvDxWuu2gMdpJ=Dsf3;S6(yCGjmYnz;Qd0**c-q3 z8EUjum~=ZDUT9k4zpQ(Orwi+VZW3OHg_YHD)&;WQSmwA4Ms(zR946XtuF29TUM^^d zl*Q@pLL(yRHuW10w-UtA7FXDaBfGAyTt_+wK*H8{98O6BKVmy#;7{PR4|$=uG!E3Q zpZBb$4kuyAKQhYOR$r_Di)3ZB7Fx6!h=d}#I3-r&Y%SyA5yuOI4x5JPoFo$t{BjMQ zS6E(f=}ZQ)nGl)DVA@vWpiA%I;5xl0hU>aQg&uD9`40WbrP!L_HVQ{LC-mcd)w}m( zLlvqjA?oTv+kQtpuZE+u^Ku{qm<)e7Zm`do2iyc)Cbg9ebAc3Ex7l9SYcb(}pg9Vw z-rL_FWu*|Q4Bq4l*h0t!4tXKs8oEUW#lC@RiwD};n}1^7@^y4ks&MYJUU8t1hM{T z^MnIyG`O=%%oN&NV5gsV%@6uT+Ox2^%FyHpcC2B~xxRpCKs?b~Yz`Ib<)(ZAlW+yZ ze}Xqwt+}pUknu!3C&cldm(G$taS8VV)RlWA&Gs3Wc%5Gv^1KYvrdwY zg}(ahfRZYSyfV9?JVZD+o_-nqgGH%(w9xN-54VbV?qnY1{O^km> z3HL?zZo5r9pI{hI>3zpbs6nQLqZUVK`}#@-!MlroF&Q9t9rD|^{l!ZjRwfUSM_yG` zY45+Qaz=V&)bjQ0s;;Alzr%v{c?Abl#?}`gUxy&qNsjQ*!U(%R>#Sc{w$^KIHOB?y^ykc0i$|V;GMY|>G>XbM0A6S#FB}ia z5fOF*a56RY6HObENV=AB)STb%>FHTzM{)7SX5B5_Z>a|w>{H}BUpjJ@qmfz8Wnd|g zRe+``b&29Er%#_Ym5HV(Bv=@Y(X5M<3(3>5#6b&7P|GOlb*v&cSX-I^AgCTVOmsgf zB0&Qfa{wmtDH=EyFfsMQ(A|=;WKm!6{Q2`!M%cn^IP=fy$`3w85)Md+DS!^R(OC4f zl!8%Lnk=$k#AbxPB_hIrTzM&n>urx{#B$WZY1Ns>!MoESXmSGc4{piY3)*#LU$e@c zakg)JB5>&NVGeF?=AQkbd%?oOf&fkk2n}T;FFPOX+!e!{+E{Iqzeta5ew|j^y_r;7 zz`v%WND2j$^AvslR51v`-@wOxI4coQLP3sby?(|5T7AG9ER z`fo+sra)8xIbSK7d;Lv(esjS+>_9pTc!fE!aiNAz^XKEwtomu1(d|sS$Wt0>PCcLjA;;``1gvv z{KaVg=TPo(NVa{0>aB>fvH+T_i?Inm;OkIipxoIFToeR=34*L105{4=IgGs9>RO;A zxA6{I^Zb!wvLjQ`L=dwHp7p||OZ3#~GiNriJ2*EDx*#b$G`#^Q2=9d{U^|;7lHr%= zCAx&bFQT1CLI=FTo$z<*h!qKEd4|cw`8V9lLh36715%hPs7;t3M1C@#r2%FxBj_F4 zg(KcC&ERtuxMeczqA>N=5^n76Gn?gD^vh_=H-nWS$svRu=z8{_iJm?T>z;Dt;R;HK zplU@gsx#n(5&>1M=$0>ztF{D;vGtahb#?4&btTIw2m&1{Ft|2b6JC7@ z?Lj2oXM3BoL<{UOoPe)zwjZIgBp2XbVln|K_4{cr?-rOeEz&$3ppQ_47>;5Fc9 zUd=kp1Zi1zyuvbsL)QS)Qf~{qWFa*iOyC*-ZX3Tk%NC9G_L}K9KYuQ7auL?L6m*cK zJUk1zxueXwmPy#aK$jpup`$=4ECF6ddU%y4qK7|0kd+{ggdQ%q7lTl^NyD7UoxN*9 z1eN)qDIx$6W)ntHA^A+b@H}ug3`H`ExqgI_QBlDR-DN@^Mbx?wXfIrLDHZ_Een^Ip z-XQ1-#vco{LYW~H&wb`h%g0q#R{as(;u6vXJA+APq~y+i6~enSm+rKXxd(kA!rcRz z?;@xN=$Qbs4}Xb=XJ5)89z>7LznG(MtmM|CGMBqX5_ zpJ^dQ4|Zp$JcYq)sa^H$AOg-{EW#&}C4i3-`1tYTNvN2?E-W_eI%iJ?)sTP@0)j0z zXog1a_zEm`M5Twnyx$>)BxmQ4xiU1rtfewuQ>Av5^KoP_cc)^ag*tjn#j`T9shPRpBi@Rtu z_S)BJUyA@N)~?I`{6wwn$_+Uo2AB&OSJI8<@-yG8-{PcP(du$2fJJdFgg5Wgp9VPH ztdmbt|^lBJ?BrX;+^aT_UL(`hXBlX(8m;u7Cu?A9Z>kw;PgIuN-1XTh9K{M*=&69AK>p#4! zx)7G*!QFzKwkUZuocP_bkXBDR7ggjjaUb)V^keN2nvJ81P>EOn4_x5T#YKX%H})}J zocOh$sqf^UI-&{&3{4F-3)$78g$u(`D5!+KoCw&$hzwtKci-iHUM&RF&=J5}28NN7 z$l@84(MYR5loOQmm~Nhc%NJ`W4vFK;mXw;iKQ5%}?LUUQ(H zO-1GLmpnB60$SRIZHBgdg>Da$?;_0pR!+x*FxSIz$6ZiDYu0j z-tNi-Qx-ve1)XCFql%;6g};#;zJgLHiiMv6H>{|+Q<__18jdm@FZ5|qP6-YO2q3We zI2sme0O{;;2u?{NVKc#HtZv+iuFwL|K=P?9tFRpYS+cLml$L&3pL$D6OKnut9zik~ z;gS$CyGW!N*E`?UY{IJD?y$P;QRL9Rf}49Sws0h@-a}>uqz^!H#}t#gJ7Xsi6F7Y= zXRE5NKE&K{FJm3v!SmDY5o6wFWDwx*d`u@CM^|wbWFL}n^`TjUVQ#n?4ViM!yaj17 zs)Cp`kF#Eh?I9{Dxktbu9pxSrAk3u4$SZ$02z_HRLa>RaZWT!WItZVl`k&v<0~H(x z?n;?*-$jAd`V#8Ck@_vJ7t;t;<7i9~Zr5Fb{j{T*9wi);CniNt3f-rbV2ViOi$j5q72|=QqsGjLq@F`}NS~ky3l?C@ z$$;WW5ImIYkKibgbcT!RtdX@*%7tgR(>_A+~yKreb3X%5V zerc%#VPU?$6v+fo97jaU42cy#;Jj!E>N4}evl)oM4A4=A1)g9%tnNO~9qHXy|K37I zKi?jZJlH^Vm2+M-uThdzhX7K1q16_?mh-Ox@Sl*0&aU?exn*08E(M&3GFYGx!XCmh zreHb)0-XggyhtNmy)XH9Ih{@fa|;_dtQi2&UxCw2#?RqFh#Ot{`ueEa+N{AwSV-|0TbY-T1v9_wOa zV!|UM8SzEyk3VOHBUmwkDh~sNu6tS%i1LZ$$PFEI$5T%G-*pPSS!~XJqHhjUmnmO^ zMaK1=xmGLf|52pspTOm@kc1y3#*@v!GQ{$E8nc$d&?J={{$2kP%^pP zXno=F;|;!w-Fr}lBAHuQ*b<LCI&r^XIzkp zqN;*g5^OFr9&)0d^2N^>D!rBk?ke|6_BnO;C~^sD#xNhq{cf@`hYQF zrWge)km;tZT~wQ;9=3|fMflAP0On@MZn4&7P`8lwoV2FonYSZ3CtWCyI(EE~No-6J z{6Ppbh*j0VA;(0OBa$ydo`H421_dQSAOl~~uGR~;{A1{08c6{Gf-D5}6l{UA6rIF$ zggVWSk8@+gF&1}mTh`*>OT!dU#rPq3s=jdBst2{0I}r;#>X3P( z;4J5Zwfu%mQwTH$lk-zt;Ovl}us|O&WTpHvWEK}uAA=_jAo(^xXLVe=5i>G@@h&5! za+FyQBK)+KjShMX)ul}UP$@Mexzwi%rzYO6oo?#v?8s8yyt%2j8<9>q0xeYNFTyfB zpbM?O3L}{E;TJH_5{R)qg^OLO;6msWmrx}{$=d-U@05GFthjhg|LEu+WQ`)IB0?|- z#D;Z$LRarIQ(G%syJ=MqkRLO&0cL|lh?tgxkB`Vs9M5r0as^7caPi`uNNc|N%uV~C zV)qIi#Al~s#z`q3(1HWnn|=+O%#0?Q@CG0ddkKp(J3Xd}=r+j1HYJISuUF3540X+X zDAEB7@Q;lZK&0^%oRS29ab)j+NCvLKx%w`ioQm~0=9>xQpDZ@GO=X43N&CL^?pMEk zLU8F5z#>ThFX9}R%6CSgm5P*B$uhyfT*N^z2RQ%+E;sAWE1qpUIzgOs}4v&t$0-8+%u(BcLUWl<(fEr0r&;|K^-ql@}c@jY#`u*ZQ zfFo{?9pqHkw*r8!f&JSas|pIrdV)NxJ6`o z_V_FFtDsJ95rgf*nIoqVa~j$o$BqUA+(NfAsloR`X7D98!WCqh$MW=bS#G5nL$c(~ zbhIiH0L3sE5fM2#9^C6i@Ci}bUC$(bK0Mrx-4x=>r^2KzO=PSCMFaX=YM^i#dk%_C zop(NSYg!C4Ll+vYLF`uw8C_G z&z_;gHzh&jVJVvAcAP%F9(XBFT}?KiO*2G~fNBo=t@T5H9x_p|@BC0Vi%0o~@yQrY ze>ni#FdXC$DB^s)#l7G!^Hgx>jIzR*@oFO-&R|R2%~MP{KnXDXqmj}YJ9G>B`ugrz zRe+|)ms=smOr#`4kx_RGUDW=2NonCpx% zvgE3BRZ>Y(2G6wE`jL{AKm_0d>UW%ARaQU#C&Df5sRVd|aI?OO2a*w$3@H!67idDa zCEaK4PwyG=NQ0H4R|%0*oZDH8*@@{Yl%IJ(>U#PYAMLi=Uq3{BZ&wL~}=ewtMHul9w-o70K9ODD@V1}IQU{}w4ZoPIi+TP>q z#6$obwfX|WRRI;01?mo8x{K~k?VNt~_q%g$F<-#^=EWfTeE9gW)M5X$h4Q2y9F;pjl3=hP@cAp*2pY*+ergFHGc*hP6j z^l;ag@m4-Zui)no2K2a6*^?6(-A=?J=m@vGcyw7LJBjBof`p!0$|3mz2<|9t9d2V- zj~`NNVMIgJ(q+s1VI)6XSsUjI?@b~~aLoZynn7dysNDt}^~S^#WOLU3MD4i6p%7ZT z`G0;6d-Qn#W!;1X5CD=XXdz-9JFxT#38h|OG;3Xl{UH<)${NO_@Pm>p9uwh8!UBU` zcmiD|vgTUXQFM)O8>XX(C5v!9X<=asoa8LZj5_yrF#e5Lt-A}A$uZbqx&4*aeNq(RG2)-WyTf;wlxRFs6mz2;!Bfz>dcPkm#-s-nidH2WyMnQY?@OVMbgGT zRb9udFfP~Fncrlm0mD4fqkx-Rhy1GB(#X)z0-?kkSYbLLphUHqzd)~So{=K;zOft( z=uqg!KcGKfMa38+Dsy(cNJb*zgb?jql+Q?3+X7!0F%2NnQV0qepOD#v7k}GWBHZg8 z9zJe;oJHYNw&&CX6bVuqKI8wbM(%L&`MphjXA0W73xvW96#FbqyhgT?A~E>K{dw$2 zKJ*cs`;8!cj({WOetQW}iM(U4dSTY}yzeZtRlldJjA{_MNKJ13gYZ`H$JlOlb&qc> z&QfWi^ANWdF}PWm?6Q3N3E2ge0%0_Jfo_tb68ZrHkpZf_aqA8P*$E(;AkiZL z_O{8oL5O&0)PHwbTZ;ppWdfhRqwqXGVI)5>E->iHMG(@MWvhoA`vZnAyo7)Qi5}M* z=kp*;rKeC+#ssi0mF_br)+7Su03GZizLd!IobJfxK)g~49&0*G#^jgw<*3+r+zbs4 z-icR<6U+nznZ(1$b1U#r>5$4J1u@{F*=N5Aqe1@yx&jks7*u={QUo$_^%KRubP)Vh z!fIcJm-`6M@dF_|;n$)VhY?h0D_qn4d3I_z+1Sz^Wh&C}iNMzkYsw?%AOwpbg}iKi zw|EBvWwB1tzLrHMs32YMUK_y zJ@*L4VX5ui)#z%Fs04&|#xZiExVRR0Sz@qukq9X}r#+$KwvGb$vj#E6^)V%aJEdKP zBd;_wIC=6u4&g%T+t;t*C~5TR|3SV?P_^e-a%u4gFv6P(gsv5=<(6(&Y-0`3kr;h3 zI#sBCvO_OYSxM;=@Gy_Q9Ds`;QLs?36IGjy(%K&Sa9defwWAd4_a0D5meLp-=B*Y4 znKbl!Am70s4oU{#5q+DT$v+_I5)kUZDW- z9MHmv*Ur;(QZp@eIHZe58pH3*u;k8c4hji*z4-v7k5E6LEFdT_ZMc?$gNsC^fm>>T zY9jE|H+}Jrfc#MF{EUU-x?Xi-OaXMcSFC?VCR-R) zU{kZ4sp$kPwjOLwdNsguhX(Q?3dl_X{Q9a^RQlxvgQrgO)j&%%jE}2v_qbk_6!!&I zPBU&0Z$5!q3Zn(M$<1&0?0D7MV6pf);P{MnR-M zdAL}4UKum3$3>?!S33puR5z4rXt4}H)1em?iZ`~AM(H})0w)*9ycB5(lSw_eaF0gkw! z3GS;<8Hy81a&j^ubO>%@f6I&#DggB1Y^WG5@95Eim?( z^p<5{Ha>nW;q@-}X_g-5KB3rse`Ap8SFU_Ls7{wq-hhX`weC3n+AAq(X>%~+(w~9F z>95q*)rr!(M)T&5JGTae|D>SB`1xg>GbJ7B(Q%jG!~Jit))PUH!nKqm zt9jvhU0KgAPGy$Oor;PsU6t+Qiqwvd4v+Cc_BfpGfEM*K7~>ZD_^Ho}XQN^Hoh?ns z)%Luy;1m}%Ha>EQ+gvE8mhTU%j-jSB{9>;=G2i#%u9U_SYrsw)ioHhTgOdYfpSQe9 z)^uM}dA(Htc9dD$7l~ElpxXq`H(80AxVQ^ucfOR;-ajyUVzBP*pSyK$zHqMky6V!l zsFo!wrVah@1RGOqWAX>st?;=tTwfBfrRk#O?)eelXbcZcZw~iNYALK%sZ+){IaM=~ zL%0c@g(U!dp=eRXU|%T)Bgkj#fJcbdFZ+{)aHgB{)R*u5YtO|u=I$HApD4rl znw)kcci{8p*3M2nXn-;PJmttB&DZU&w<=lvdtrnWuKq8gUjD}k)lX4kw>$8=BPPv3 zpH7Rena9uuJ^P5z?&lLbsCHjv6z0cn2;S@VGIUu$KtR$@8=~jDGMNfOTXA#q`SQ!L zv{#+Qx4$hE5DR5%61qUY8OD7BeVU!^BD-x|TbDwi&zP_G z=G^?ceUs;maNKuJ=r?x;{N4HNd}lg-2WSn&b$z~9L45azXAS+5xwh8o@}EJpv$Wp* zMmEgue5^T$MXaKX-i8Og*8?*cKwfUWrN?No&j_bdb=+sGZD`31T=*4c#DC3NJGo|n z$I81I-dlnrnkvsu+?sLO0x|9qvnX<5#`LfSelt$Zb(ZhTlu*?E*U;;OW6~FYoR93> zyL`EW`J=lxoiLFYB< zMFNb_G#Wh_5g?!~Z409IeVAkrkw23y9=Cx-1_2{Y+*pl*Uo+?5nKQzJbT+Fgdhr$7 zoYd6X(NW6obQ`6Q%B7SYJ(|Xv@$T+JnU|SxCQ#Lst_kup7WPQ_JSXYd_$gEF*VPCS z58Gs;kk#~Lg?`~mcZ!9OuE9XrkkEegA>!n0joCE zd2+svF9H!8d|^}bZc5N&aI>6SJE?vE!~~@PLuTdchzHk?Vn(%uP!;>ggo)8;VkbC6 zV^!fFWky0!6|N@pT_yae5!`mnqwT0(t`Sxqet%V25+0sLY&ynx1Z&4XLWJK2VRaOI z)zL}dK$420kf(Z4X8jl)54<;dW23JaEJ68QV*&3@46w3!Pja`(DyI{=HV8Jw5B5Q; zvE8`EGK^=}i}V~HpJA}6GQl9;Q4p=70O3@W5M1(MBH=f!m``?sbJvEA8%sII_gGMR zT&vBdjU6&=l_Ql#DggQ@@D-#<*GXNeR2$RF`tCyEP)9Nn+)Wx$v|ROY=00Qrfjp6W zCGXe~LSTIjpGIU=L8e&tRe}n84L0X^jBGId$!l1TUzj#WYAzApNOBUNE*8U=0G#@= zoLc%J48VvR136%AWL=vZm(}q!XAjE-nw5pEBIq;y#?H>uu*}H7a7tg9BZYlB$-YFT zDDMdH-7Wrqzs13D_z&`eExJdnz}=rv-p1oXICZ(zzkKA7J9^NB>g|TmVD?WiELwM z&Me|Tv-M$CTt|-C2ypcLV&?44X6K^R$4A;Og;uPAz21>{jgH?EvwJ_4%uQ^`5X2UP z%UQ8hnmc*}j>sp>r4Xka9UZq)`DLN?iRpUAOnZ26tvNHMu5X4%?C&Uat%@rog<^Su zh>W&N6hqkh;?*0Mv;9c*T7a%q6+euV?hTA$1eI8hZf zT3~G&9EN-Q`#YmuXS8$|Cqb-Y0J!{&SKU^VWqnF0nWcip)$25KV97goGWF%37c^YR zBWCJw%7~3hRH@Pu$_x1Ww6I6-!7fh4lN`MG%E|)+oK`1~UaG&hoREL(09wHiBGD@L z!~-}jYkqE6wu0j;_lSZ=zef<-^ncK_tF~<~1rBgZcY2=G0Ud-UX}T3waCrwC`At|4 zX)9J*T0HxE%lL>=%W-`+wQN_)XQSSkVENmN%#eana5MwQR7`-F+oh0GNnN+5@=RaF zmoX>Wm3tTVjvIY!=M^h>j!F=X z<4W$3LD&XP7aBsV9WQb?BFIwSC3B|*o90u1jEZoM7Ql#4|Jsoed`bEIpWT@L$Hrh5 ZRq>^}%U&GHvhHK})Mwtux!y~*{TE$VTS))_ literal 0 HcmV?d00001 diff --git a/blogs/deepspeed-ulysses/media/dense7B.png b/blogs/deepspeed-ulysses/media/dense7B.png new file mode 100644 index 0000000000000000000000000000000000000000..042269276a6b3c1fe10ced75fa449275e3efa312 GIT binary patch literal 53977 zcmd43c|4VC7&fZiU{^c#PMXm`GDMUNnVPVSWelMrGS7t2tfXj}BN{~JBJs8N@B7Yo&R^%8zfQlsf7?cDz3X|O=f1D$e(#-DmEW*#`#J^&h7A;jlj;l% zD+loJuD{pdJFmAYNZ~)?PN&W~Y1o=Nxn6L%#GrD)$rqAA6|P;|BIn!~mo=kU`Pau3QI=?}My zDB^#rB1F~FhVOAl1yq^VO?P@nC%2v)-TQQ9)_$YHe5)f7YnXP1nd*A{oz-k5;r08< z!>kQoJ}>INX|`JT&p-8aT9d{B@2O$koV+}JXX^Zos%p6h+h3k}A;)^xd;L_=1v&4l z&9r8#BU;INB30x1nO63%0;9Usy*6&y5-0B1_sV-|G2vWJ+FyVD)zj7W?8oQ(iT2&a z?(_zo472JeN$c)gYgv*OI$xc6;neVENvyiO=-155l?^+NC{qu+PY!Tauy_m9y1%{r zbq{6X`bx&wvxTRh9bdO$LqnjNba?W-_h(;L_o4VW&2&>0Rz7Xz(b3WI>1mx{Uak5U z^30wSRie3eUB}a${W)Z!tn>{G3|Kd9idnN^`@l$6r}o*iVOk~Zrot1YrDgPta>vo}KX7#LD{e!|nAntXa$J z3pb@_zOQU}b>@UYo=d}n9irngPwu74S+`}M@m^YRO|f#tTeajk#DiCki^&!`7B9{C#$FYCtR|$tsbJ`{Pc!gkGuC$DdOk%;};$rUA z*|f#q6KW53imN|+_N*n>Igv9S_lRed!!;^d(FkSWLUZQnNjQWdbrDQ&tK7O@rg2i<7j}qJ)c|eSPoWuhUSI3La#!CAW2`F*y;}QPI?-^U;U7sWDmKxx09S zL9P?!%$YM}`9k=0pL;FL@kmP>YQ(9kI6vtw@y}}U7_8+Yzcf}jpVHRe?!5Th&3Ul) zR8y)^lagRT(2vD8O7WH0pu)cmZQDcfna?OI`(;`+KgZeR5feMhtrn$;8^3c=T0#Ho z^HaSvS|U!!Kz+OhPe_D>a{{)*y5Z?z7B$J;l)2&b>P;*xfhEbuO#iD{vFm=W%LuQL zkx}xw9CdEhNQKNwtd{flcPq4Boj#@#aipqu^M~fiu}&kDmvpmgRiP_iqGgP_y1FbH zlbWsR#uGKqP7JkXrD9PuQ5P2IO-Am$!8)4p>RgF_IA%lj@h?z`j7lD|)tz9L3gWiT z@cBiy{?cr)tEIpN&i-rkUDt*;U; ze2VIX%?I>?x~BS8F*7qa#B0d!m48^@QQ(o>x}n2+$#Y?* z+uyA%_xDHK$o5=kjjLDlozsqrPX$J0wT{RRY9(qPxP9l&5RU6(QCmY4gYc8Gj1JA7 z)9u_5Rk3kV?z{~SQ}3^zJ9o}$a^Q^5B`lnFp3BIlojdtmU0qkNTJ=i(r6N`)u<-YI zg~`}$!@{dMxlV)60|NdS?%MA^VW;25lZsZ^HPT^`Ig_x&bw{nKMBSFc`O zR#&HSsXXXRb(ECGNR-Fy_@x4Rqke)xUgq!Lze)Ms$fYTMSQMzWnN{r)TfrU_7pGu)|}lVZC5} zKzt&X%k6cn>eHj`tQ;J+3r`Dz3lh^73_rg$aVb(#M{PB{(zRME>FgOpLqlHOw3uAi zv6PY4EG0$HYe_Oozcu#C`JE2jr=pp1PTbASjc3;`+39xI=wiQZFVNfe#XHhGEU;~T zryWuZ3tHR_s4m0bo=JPo?dRk?i7HPSZI<$wO1i_$VYASV%VXWXJt5S{OBd%?X=;JH zP=`MAt6Rc#G&0J2(T(g{T*W#jCT%PY_VIPiX=Bxd)6Z@^7O{*iEiK)Ym)9b5=;oRY z<@HBwI`ZS6pSoXenm(9bEv=L>j1s*oqG}%so)62KH*em|^+nj$=es$w9?;XomGG*^ z+)dDoe~#_Tsi70td8K>9DLJ|FiVCImoB2;GC@3WK-n?<+E!xoR{5-dANO-lp`{z%e zF5{C@V^*wO^UAy~mKUA)%afyVD7&WS?dG#nt+rg0_B_|nhzR{VG+Pw;`RTDx&JFC6 zVs#_0v=T$;k~!Y<=G%_CBz=h#-;3>qRvTm4c027-g=uc+@glEpp$Co+nF)gkmqVksTJ+K8aU{@ z%YPdK6JE=VGaQQ&qw9iRAV+;<@{sLl$Z(oNZ#ma|Zgg~Xj?0LiFU_mxk-Q&gU9PjG zPZQ&Y?IzY5R36P&0l$9zvcEFYnCZtZ)p8-n-`}5n^P^>=cCupa9k!z`VK_?5^@rzN z_G|jmk%+4N=?)Ld&=X0w+MomajlBIoeq2Q9e}EE2*Go68Qg6**LJdTn54RuOzkgrc>v#6HgXd)v=69vfw{JCGT%5PnNYLa-Op1$(`!z9fi0bF# zO}|8%bB5#o>!*^MB}X0n_Qp8DI(?}?*da3gzQ4cdDc?;()XK{6 zLx;|FZZ&52oIFDt3$C5^TM%=ixoTcS|IeCgz-0>8-`OE*bG9To)4J94m5sy3rM#%a z=IUveQVjA;gVA3W1Bd2>=WWHr2b)9hdCqkCG)|#=hMTyV7OhNkAFdd7y`-rbG}xFN z@zMT$b#?W#4wP^+0fXG2l!d@=rH}R|d+tER8_n)!!YDO#ZL?1~>^z$3qq#2yp8?Qu zNAZE<&h|ZV?Rb+JA;y_y)m*C}jH7S_Z7eMWWiad}BlBZ_>A6xrwxdT*j0hDAJ>6kk ziQf+&_Fn|`*+Gd#V=dkqXdzo&?p0*peJB3Ri#v}@d^aDk=&O#l9hqO4pN^OxE9&ej z(Q)XC0a!Dg8gA~xK54WBzA{Dei&YHf#fECjaZH=vEA@=~mw)W>+v~y^Ij+_WcNTT( zdHwu;%-Bx|KC?5&d5=>NnUv^RBR&gbZN|c zDLpg%iVXJ@4&PZB{-v32W*Qw0U>l{lqN3s|I$$5pKylbD1~(k`L*9#5>yq`e{>dm| zcOO}?Cp~R^_TWCx=mza%y=|1`RW&?%b>{UW6WpDhix1j(`Br$M!)eby+$m1&n!~n! zqxw$z*C!U95Tyf}Ku;g}jSAZ&$dXp!`VXBL`37b|moA(eO7tsyz*);ugMMxqOrag! zC%AGB1v_b^2*;7BB5j;4puyP4w1{thYQ!?;7EAph)5?SY{r6w-R^#U{UR2@WDFdlJ z;GFpRkvYzCi8Dm(>5d8S&WSAc^{Ivh7VB7fO@MqV@3C;JZx}!qjRoSBQxv-=;yLHU z!oq^}@59lGJ>kRDcrU=nYnF==K>&p1Y~EO*WkIK7{}FtYIn_-&Z1XR0hGU0E z2p0XWojc$P{FiRg!0U+8c-Gq|J3HHCTHc~0lX|ZXpT}girygT3^L3S6w zY4V}+ve|(b{(hV+J9k=n3gNq9LdK|bXn#&c(aq^*JIa3Xo_7CMeG&_D^s_LB_wP54 zOaN~Of4YM;;d6HT%a~q{h;M#t9+;5|ZZT$30W8z3AZ(le>&{17M@NSowHbIdGovId zX2n9gYo`cRd1-Nhtz5*qrCvdptY2{qdrf*;=g4)Sjc^=`eeqk^*sMo$X(>*(1A9mr zx#I4=9lL39wm+J);?VXQT0^4Q6WQzrAh-()rOE<-lioG7?dN2j+EIR`-+SpPd85ME z_mm;-QHtGoPubxPH}&TKY90ug{`~%);uTX;QW62mwS!{%@y>?guu4WJV?S1HBTssR zNoWzep&XS*KQrm$y#w>iRl85zF}V`K^JeK_aF1Qu!57QhZ=^b*K=fgisgeV0BB+KO zbrt|r-O5P&uQ@<^Th4HBRd?zlDa6m1A}EE=+v7 z$5Iv|4y4|YcM0TS&@fAgvT_ca$`7yqi%!o_-M-zJkm~a>OEl*&J=tgx%a9DK+3{XV zrrSiH3g0_GkM;}AMN5m8w>yD64mBT{9%|tGT;24>xP(xXUsF@6Zy0qu*8Nr-S#mY zkl-LY4lh7zYW>9ccqFb6%}`f ze_xF;L6sCPex;jkN|CGKIC%bAOk~7gW0Qk*)Qxh-PZg?2lz*7Sa zSo_%J1svScf{rMe&##w*RIE#G_$lm6Tsl zK(AF2}Wzi3;W`^Yr+M6Uh=wzbE|ZZHpfVf^`hP2JAlZ z)~Z>U;0WXDm@n*yW7VRgViu+X&J=lhYN2pl2rrOYx#pi5-2S(wRgZUur}2Pl;kvX5 z*jV{)@k9|6yYcaH#SAa)={(PWv+-LmvmfX)UdYn|7xw!7OWt{?o&w1xI4djb<2Bm| zQQMFh&A1#&DkMX$`8k}hB#z`{y$r=SUO*mPT&u1JEwa_88p$*_wYRk;xjod_zDr2- z@Z}m=*LLSn)I1K$@1K&Gm|PRlEXqL0aQp$wAAC&1%Ie;{*X%vnDmC-{CPW{-{3~yW zniPJ>OyaYD0X7>a_pkk5vqo7cLtkI`U@@K0SypxlYFC7Y^30oi- z6Hz@qaiPBc{yJd8Z?F9Np}Zj_v?*Ox`XtKxvlDf&aA8UxwOJLfkpN@{LY{)+dQ@Y+lKn9F zLJA0@erhMMQm$f18}ktMKmy)0*PWgqy*Oh`gjRgQ#(Gh7P}|s+z@78W^OV4S;+6do zQR$?vO$q*h?0|h1)wgLU#sA^cx)$e=u=K7G1tH6x>b`WgjAS6jdOO@fA! z%}v$OGSMkh``8zb+CTZUZi_(VMbCNWnIO3{Uk*%hM4(2hqrd|{3hL-InaEUxpMmI0 zi>XR3P#az{0!M0hZZcr1*e+_5BxGD%iXvDMazJCOqd+Uy$vl`xLk?0wEf|+@TL=jD z+3G_c7dem0aFpr3xp-SOQfxN|2M4s&17!~0-rjtxdOm46%}-yCi!-}JYe|jraC3{d z?JNwpxtW@py8ZCwr%*yE_;sx-SF+I>QXx1yrS6sTwiFah<>Y3p{Rj>su@92AA~_Wj z&O#B|u4Ag>x-LhGx8C;gQF3Tg(_LUv;6GGSSb0^arFG}FZQ&LkBhj>BG4YNZ zN3+#y)>xq5lbXnC>Omh0?z?95~rWbMI#VtGTZKjoBjpNkNv<)$htFe7Y8pSCT+L4GOO|55+n|ZL;)z2*|*x zpQ;uuJ=Y)YO(bTi@zTA#8nJ$)DMF+e=lqMXIBKb?fn(33ze)YN=n~*fgal7PCL*J;d}houdh*39z+r2 zIeb{NyZAvx%_21h07u^-YvjESl_>b2K}4m0B+pJ!7lh8_{ri^>X`e(ddazxD8W9lz zt{97xrH@svB^0wQsz-9N<^*v-pnTGMLyd-d$^zj#XyLrpB}FtW*n~!zw^1iLmlk!< z4ymYk(z87*3lr5cxn2vo0*3joz;}m+o6{S$!Y3C4R8<_>Th|krx2&N-3(8OpY8fjV z8)2ylU=Yoj8$7;6qrp2{-GA^PLwY)^WAjDPt21`c8FM}=nlg3E)GEj6*j2WQ2Tbe2Yln0Vz~iWkYQt1CNTBR1t933 zhCDDRRDJ=j!gHO7rBOw z9W3LH4oXe6&9vd;-U(e+NJxmfQ8mByQj@E!>7~BB+K#@pEc;>-3*xITL>Wd!MWK*} z#@q^2pXyxM+(6sU-8|iN_rJZh8Aa3xCK0J&?#~;e8ICU=lV!BIAY=SEDluV77$9fc z=)(c9=Bftku|Auk$A-^Ou0>bj`J8*~*fICtze*sh@IMi=KaMMI80MT_F|%Fe$r{w zpeaUQ(N)yxp16tqo`7CPUJoRjhiBgVvJ0(I1?0ik&#xZknUl-ujimQtJ{*8#j=VA+ zt%RUEOl%2omj=LRaZp1WJl#9;-5NcM1|gTO&&lTeJqbniOo9z zhp?hvYBauVIC%>?3=wE!lBztt59p6g80)3M(oXc%cdlEcPtkX!E_C3fDd z$<LT`+?P~h5n`_ z4I0`uT^|BErA~DMkmSt!O%!CDKwtXE1?fbcCO*wq=b!vc>kNIebG|=L;n5z74P%+@ zMsHJS5s!z~=2j|54g@UR3Rx%`Y00Rlxn?3_QD1|iV)`qc+`Drbi}p8%`Bn& zw29`Ae*+&S)q8*9;cSb{Vhym|J6`s9X9K4nOil6Km&E-f}Q{ z0j8X@)_Ee~tocH2LwmOU3H3Rfy-MeF6c=XRKq&lNT&zev!7S#{4wMu-Ge$fdo;%+2 zi+XP^o_gpalNGI;sFz{!(0Zk~4^*fR9j7FCc@?8Qr*wULk63*>zu{k4uKvo_iRW@0 z;731+x#dyoI@a-I_`99Ulz=_Y8`tzKqi5w-Z19!%hW)o4k|WNNGh3G7AjLWY^+LO; z?^CO?AX=srN-uR|Zcb}z4CCt6@t*Tjl=70|;#l`ilOOsl!gWzS_0X5`ZjAt|lc-BE z^FszWdJA67geI>1%DEW?0jkpe&vc0HO6tB+JK*yLYqlD594zs&y<`f*n%3FXWaRy1 zSZls6PK^eY09ZA3v2P0sZaugYAvT_KgK^;!U7?%j*Cus(&8zq@v8AQN#5rB$J5=&; z@(Q3KK-TV4^74tWOU(`M5i<|BIN|QyzbWGLv#(uk$7)~RM>W=bb^6&R4j2|eK?iq~ zKvt3MR;LVFC;G?fvUl6tkQ2to8nRm2@;Z% za-V#?hLislw8$8!nR;C#MN12*AJ4m>_m}!sdg-*NeL%iME})Vo1~A=4y}9MQHdTFB&#hh0q0b4C&*F9&C5Edp^nLa|}%lPo|_4VUuB{53r-N>zrSv@_Ego-k3(_m&0mYLzQLk!Uz6 zC#P2dy=B=s zIpL7(w^RDCos=_&fm4Z|RdsYM-#F8@(*~}P`GHpW>*gK#Igd=>I31E~8cUvd8mD71 z@zm^6QOT!IXC0$A3mUfZpUbX!Z1(%z^_4_tYwXu9t6b5ZWou-)*bAgr)}jOCEK=Z3 z7l!|k5Z&gHS7q`?>t!T7GP!Z% zMrFK4+|HqWQR`ra=tCDgh^_B%nKm`jT1CWQPo|AoyZNG-jj7R$p5VZZG+-+E$78!;br2&(L0GVG z<~ih>%9}QRLiC{qCC3!{r(wsvd01u~x41-AJx5m#Dfjw+*d@QUaQjP+E4W9Dodq#G7P>}8tg$zCcF2PxRe=Umtw1t7W8s`>i^Fzdfs&0~ z%huQo3gzQ|FEl4RI}E}|cW>{d0@L*7O77^Z)FCfQ6`~4kUIPlkkUJDJt$uLuQ;96L zcHO$P57#-nySgs)eR&em<M?20OdDilS>DL3Zg7@ON4{J|hHJ;6=8~F&d5bni*-K zN?@D7`iiP+QBfr~RK?0D9DrAI@BaM?P5s7H zBiqsZ2~{6D5Puk`AxXX1xk`i!2q4L#AMy9jeY&KFU z=rKpHa=5v>Ki*<^<$c#JKcU&ZPdjr37l6Y%;N5{-`WPQ~5T1vIel4nbtUN4it52Z# zR3|sF4wpi>xI8}ai-;4Iwh#5Lajo^dhthA4a=fh{hm3TyGgwdrbSd%S#7{-c@-SG2 zTrWX#aYMd|O?n5=Vl3cDaYIAH1@B~|BI)LZM=ft&Lg|F}AmMab&ShKV-z(S@j^VH9 z<~qd>HmAoSqH_awsSrCmd+f=38;L1(kcC_I@YkG?{h(YEF`u;YEZcD*A-lgRKOQxP0qGrP-}E5ON`uHv#{@$Ru`EXx;GRaLcW z_3H3_Dv!fp79MVxwqKZYo^8=>KnfP+F3dx{Kymwt2w>duNEBb0}L=-kv0NZ@zH_ZQ*|MSE8 zzQXy@L%VnHF8=uOBZzgFMMFY3(nc*iC9fRRur7_iW~1CUmDdhfDfs4&p`5#YR7WM^VgiTX%XN?qTNl1&wH>{CW9<#0sV-i~wvF&l|3 z2GzpK5F~k%+KugjIn_Q;$cbO*Jihy7hgjJx7;3UJR|f}ne5imynyLl6l>6a^w2Dx{ ztd`f%ubgbV8(9kPaR8C+M^-v6;p zdu}*n3Et09%Cozla(lrdC!!~jRv#a+wg6|b02L1zWzh@&Q=N|%@`>8CT}JruGI3J7 zQNF-&RG>vGqoGuRIb8xO4^EkmI;*IO?F zTU7w;Dv%fbK*rbp{r5pY9js9$?#zOLxt|ak{t;q!l0Hg;0rrlLhrs7Vz%34AcZb`$6@&k|E2OuUR z{c+V$bZr(idc7>0WCU}DaQB_Uh8V9olB@vyAOS?wh$B9G(aV;>jT_pyYo}+{)M$Gm z!E@N-6|{Z31Gj!=D?I_xybjQvi_7nwikLjAMusA~Ujxnwiz~UE&Sa)$; zK@yBW=9H+F3U#<+A`U$Ykk_ke*b6yBP@;-F#OWaP9wC;2AB$(h)CtzY_?em z@wovXI*u$4z#(#-H~fU)ln0?QJU5GSlY>l9Ml=13fnnFSRZh!!-$(}dHRP-B|7Xs3 z&Ap0#l0pP}WED7f7E!0vh~?kOVw-=`1uatiao*npvu%TQaays;;rTWsC(Y0{1q|EM z-ydpB<9^!jh(j5|392Y8FSDQg`1EP$>V4(6&-~>sZ8m1u)!z?E7T>>i)$iC3@(T=h zfBmm(LVl6_;YL)H{P*43e`{8dFaBTs$~ApMQSz4*R8Z7m!9xj+Zc zB?&hnGUZ@z|ES8eg4Va9l-o}TRHX@et}}f|>xs0d9(n~LRW2>YYyZ4YFJw1DffS*0 zzkBy?dFOvYSPsdJuOO+;ND-qe@5i6ih~T8(U;pF42UvYWNDi!(_gwbDuAQ=(P~0>T zlY!PEV61E?%B{P+Y+?@p&5#xlTkw3&FwPBxhX2`ryVy5evibjM4*Z&xJ>UySBK}c{k`%`l={dUmYEKz< zh}k`5O(22d6bXE)&?-|6C~J;yt!0mWTos5nEX^t}N;{ky5%A)nca3yv1jDW^_N)KL zJ%7iFOFI3%cT($Y%8kDmYH#xWUn1()b~?kP4Bmg{ID(bH=ql;Ip>8H!ryWe{UWk72~)xAB031XTQzv|N-hPA%pj!ONFf?3v}@Y}FYFCs$)J!uIWY?u%quLcPP950=+6-Uvjp8^ zx&#QB2o_8-xJ;?h;*N4=Un0LE00*;+bEKm{AE;KXHg?+~(*bBDP2lu94P~I`k-tWg z$Zty6>mZ+knr=-`tF_t0|L1Ip+kjKfA%8$@0dS)8D2^=Q7sMqDi_b&G3(wTD+OG({0y1MiAg%fF)fZRAKyoUMN zFc7}K9)`w1jluU~a-TeX`qYF5cVSsc-GOu_ z32aO(r)|b>k#8wL0I|`@9H;Ip^uEZL4v?rMmNnb#Y4?08Gk2_JUM|D?-)-!4WMgA{ zk|Hs+qKOC<`32xov?!0!M?K%F7Kr01!hFR+r~2is!Ir|MMURo@ba@h50rlCBAQ`0= znP)m8sI)If$CNX7c)%`mn)!J_C0g15_MoF%nZ#zb=<#C<&=Gy{aZgs5l%6OF7UuoBnHtBrQh1xUmiD+Bhq zIff+S8!f?I)67O07|i*W%4>HTEd63`=^vO|u`896J&bI?GQ%8I{(bvM@1P8se!_dx zk%6&CQc-H%1dOu&rW-_ zB8nUj_i6~~6HWrS^uU)$pq0ci0Fj$;ic-|1XF1E}4;9BqygTP^lG(mrY+Vm4WZXF7 ziEc+G7oYdi?TPv;Xm(;^Vhuh8_thZoXq@v84b}0bBSw}!A_bhnFlY}6QNKFNx;4af z7Vd+dP6$g=)m@~VOL3Hnx1#mvqRB#+3gL{0I5$2qp){Qf22>9YzkotViX9i%g z+k*28-!XmjCgoLY+{wU=!m@~MbG{TCx@vmqWqY{Sy3oZ(p%r z{rR3hm6>$g4G>d?Ap3Kgqx+FCygL6paQ5XNpYBmN+R%nUsAID%IrvAB+4))_Sj11s z?S6Q)9>GnM3M0%{z)Ge#@5=i$?WF_9+`SNi$tU8D`#!tl>RS-=rn*xne@|2=LY<+; zz@;#U4IE!^;DA9cfu`jlIQ%>TIyIOrN_X}w-dYtVbb?x+s3V9xkQr?b>C1VVgEF zGD^{39o=M^S`dr&mI!es0j@rl)Cu<10nDms#44XbmINueNd!Ah23?&YhiTm2gFjK`MfnL+la8LD>VkSHW9F2yB*(6Kq%6p zJvRd-@C7Oi-~Rmy&{~&$)6ZLs2Ebx4--3`JQ|ksMrbgs_>y!0Gu?7TDe}#;RF!#~h zw{8tURwb_55!;R=WT^%L!u25MHY~{SjmW*%*tOE#ML)wLnE2m=OMPOiaC64*!{D;O z-X{f>_=r%^50okNxRAtww5NM6<7w4pLfvjL^y9~KGT^1#4;D9vQ45W8hUfqX^xl@{ z4q3Yb7A=6O%)yCOPn!S4qBgJ`mvsk)CBtDGc8ZW!pU?BQ=QF z0&Qx;f+Q9&WNCWz(r;C@xH0;&-H^%ZXzc|ZwITFE%5I&j3nG@JbwYXJIAYVDTxnzRHqUP!KHO%Zuz({e~ z3m~~eC`WTB%XDnw%h-gt{Zwop0%^$H3H&l0%=>8K@L8FQu4Dhpee*89N4qD zG!xR2*Y)hOZzdyFq}pPG*Js&wZmK})NEaGr9kS*aK6(K-GYAGT2adl9(Gy4;iO@yK z{9Zz<2kdSD1zV|&(N73l8xI5!Jx0~UTo*Bm+}gJ98vCy%y|kmC0C?^XFh%oE-ePq1 z3?esg*VO%-n5ctvLnL_;Y9mK6+rC@9y@Mbr7&bI}ge8YP4v}IfAdY|?b~`uE1t%vp zwQ5P5{{p55enhQ~Q;TlI{^7c0ZI_LzOy(FK3t#dj)|zHq=FiE=p6{y(>l?(G(t_rK z5O4xA-em89Ou2X6-ZGwR?zSh+_EGjx&Rz0N{=+4#ll)=Qp1Gi;TF^_Jk@{7l;dP^y zyHE4i!?>PzgJ>@D;Jw<|c^QuVs+3yN%n+IAwXb04e@9*dRrgPe`1Px-yAgkhVfH2l zATSG;1jj>IMJV9!6;gr3$#@_U&c+yw4WOjBb#^0uF`Erigamksm`HB68P(G+8+bGx zMLs@6#WLX@Vvc06jv6yH6269v5i_iN{@1n|C?u?#H=9a<7bjifDTq3Y(uEK|56^{B z$B3$sp{d3cgG7WIEP#zAU|`ed@Bt13-)CI@dK}pSUhKU)eVU|7FtkapGubi?`SBHU z*<}KJ7!;)E;{wWDKI)>ku)f9gOLX6qpO7AeHjD-eP|)84paE@yC694YiaIa}Fx=Dc z-@p46E>o>{)=y>EOeUo=dO!lQnY%<++YWq}I0{C6YCvK=@7OctmA z0fPU#;_&~JbTTmf-{+H8*Q0I#CML-fN(>lmS}-thnW)Y61_kcUUqrXMk%YPKTm<(b z8A?eu$U9;{M@bnuZHw=3>u~Y<9@4adT%)jckav{L;%H>YyH|H3J8s;>kd*~qbqKdN zp%-&+F&Kk7XAwMc8R9l>_X{K??2qq>PzLCO#H5l@S+um6h)T6LR4*ti`v&>6ve?tq z7$jC->NXk{8#0#epEomuVB~x69wlQKtl||E*S~(bVb&PGeH#6qlY&>t`w}G;aWQA2 zznX;E0y)V6&Z#}p=0zfR5Yc%hCC`zjoRPF}>-4di{AGE9;T5ie_ssKKfZ~TC>TRm1 ziWJvCj+}gtkj?uCK87P$jB&~k2W+}q+^qjd&;nB z*8>I)-~>!--Yz?gzC{`81YIQIG(r~P@8#hs zr_n)hRn9@U-wj~4fd`D2^2xjw7N8;{vzK+vJ#xEt@$5dhOn)GO6P*!9#HSYss}3Gu zavJ1ioyW9%II4(3#^9)O>1LW$vlAu(3%3Rls${-|td;_gEYjf60mYMC!G{qgxP9lJ zZO_SHY9U#%%TOFBhDGRPq-&xm(e4Wt)*$zS?fc?zr;c1c%t&_#uIlFy3r}V4*#4|p zqtNlnf}FD7Vn?37_gH(fu0~;l56iy9V|AP3ZTKLKrb;bkhkS|d{yB%yUpfM37Vt93 z9)U3RXjU{x1#~D5xxE3fD}t?wiRaUc5gd}t;94*WD{B8E*j(cr1Z#S8+|5Df>qx3r zs-XcIxS}Ia9@>4?x_+XfzBR9Vd*S06$iNgtrpSP_Gwe$ITm@iQCG8<%Mj6(vjqCas z=IDgpCJ-Wo14i0AnBWeTNHL*?%umI|WO8`fe5#I0#$Gqa?IVHjs4G9#lJpv`m4GP7 z6l15SiS6$)){zW2ra(mle}PkcRC0K_x6=YmmaG@aco2pF1e;EdGaBJn-b0HEXSBrx z4KgD;t}Gc>olR5ktkQj6cr%(Bk(ZZpQf{dEm=t}wusy!8I#qfu6>IonGxOV~-?J0= z2uBG1vgj-<;2cEhBfU)BK;FjQ)l~;rfQxI%O&>QGN1G2`PNHkc$iqL<7C+bo$$d?N zZw)~TfnF9E^lzqFW!Qyaia&{_qVEUi<>kSLOG3Yp;4i{ANeGZ6pFt-ZAZBNHEx7v# zBk+-#`_3Do40kl#>8yCBPZloW`4rpKIyt4(b>PSxy%cR?fsG5rdPeTQU5s06PHMs_InZ z?bZ!C%lhzH~sYNJ+-Hp7hV8HZ<@FHj8e z9EnD)c?h;R6FeWsxVXWF)X@Axf(~-$w&S{!f304pIPG$8`C%Np9ucZ?>i(_yNEX+l znKEb)^N>6S4>zUTc1p8}JDj9~j$|zlCX+~-7_MInq@NlC0WtQh3?|)~C4b63wpJVl zcqEe%s8*Kk>p760$XEb~+oorvxLw2|X!x3)i+76J)+?hA%UuUYJ%(b=rYNN@(K3D( z(GxZJn?}2Ac%trRV^byfgU74bv*lE=zhhyXgg3~Cq!YO7>Wl6oNB^{Q#wmeenT5$f z%s!D6CvK}azmn3A`LZ2{F9(>^PkizRl+nG!QvJRVb&=-w!!CU1{6bfJGfE;Er3mKN zRR^8Og^j6&R!$!5fc1YZcMhPf39X=xE?wsUCKs1Ij8dn%Q%UUJnZ3bw0u)!RB7K|D zQEJRb?=iJE=WZY6dzsCTr#!gBwhGqF3XK3GB=hDtEF|$uU9_E?!jhG>wjLFX2u;jp z1h&}~_dv1blE{1`+apJs-1UZ+N?XYD4gN>u(8TX6?p6<;7eI1GmTXx}Z$k_*Qq(x{ zX}5Ut{L4DMMIve9fg-1^tgLcd{v%qGgZbKj{!zBqH9470mwa{kt7a4I$dqgEcHMp= z6LZFKflZ^Xd|QFg8x}*>auU ziNw+NJR0)%4cG$7;@#-C5kv31vi6Q1BVJL!Nz&87ijmdh1*dqa7_5%()EO+1HWk%6 z#`k6aeB?0oEvk)X#XeD=+;&KLToil^WueHp3?@o5`(`OgDXq*8Y}ANy zgQi4{u`Qe}UT3h4%p%V&Et!{W^#AFZh`w(QZ-hr6tJBpBD!`_SNT>=xQmPqJQ}J!Y zg*XuU-?WJ8zz5Hs?<+<+9*tA(&ZfueRntUmqO4n8_n~=YN!!9ARG^!bkNEzn7`n#A zeqV_Xg%pA3&-aYm5@;w@cq)gA`iCGxqF#x7larGh0+g`3QiZw7A?>0|6`LV-OH&F! z7o-+vy5pl5UTN}NFqwczVh$2Y36Vc_DjtzAbEbcEu)?$jlP0MlsW~Z&Co@<2gP-NP za|u(zA6PEde9&FXy+5HTSEs?U;Y*11(Fgz{{phToMb*_S{@9JB|EWp-xy>k`Y{78}lx>mH8pr1i*@ zOitZ>Mk(JkHBt91b>Co0&GzsXIaP!sm2=C`g-!X5LnaHJ$si@ zEwdLATrS!c&_hB53=$A}*$-ZT=*_ydYtNu0Ot#t<5szGPqF@uRrUDU;$f{w$q`ZW? zSG?rVhtHo+r7leGRe7AH$?P(kLVbCnr)x0&`0e$HikCNR@aj8tz%Wl`LqvP@f!3Q7 zY2m}UZhyJ$fkqFB3S$)k(a}Z-ER<5mQ~9gD(m9r%dOl3yaN{eHkufZAbXusq8I?6o z@9#e{Ka4R&1Bm(>m=~g+TkR~Dr+OQ*`xw*O(y#PRRiZ~>$qjMj@wgNd__GExzk3QR z*^M3eT>oHZ*}~1}hj7U#R0uhRk~SLx-2Rjh)e&p~o`;Xw;iDjIrjEhB|sXZprEoInrbFKVI1uFlxKF zgNbj&4iSrGIud?yL#f)IvK`q%Bp&Q?OE3@#Rjjqp@z!PH|s<0&KGW?jGwvCqp|#sBu~uz?>Bt#lTHUyA20c5@sQ<|g~6 zmH7`^``_LCKNhN)v%CD4l%jem@jNevZ6AmcOg=EfGB5rA6bBHy4aR|IgJCkx9L)xS zja^ND$nsh8kRzh}dM_<<=z@hg9s##z$0O_h}v5HjmC*#}h01bGq zRBU1gM2BPv@(3}9qmW!MSV#O308{c2!#-!?G0=<*l;1l@fH zn@c>kj@Li4w=Vcy|3WYQqHaj*y8hn(DMBO`2W@w2zqK!i^yyrm(-p}Xu+n=w+Kxo_!>055v(5}HP@FO3t!JPIgLjfOUzaa9WY9heegJ|UY>=!q9p6IOW}t9 z`DnNT;4p-BvXYi;A(WGW0cY-(IG9}+bh8vlII`fP#vUL$vH4%M(ACsKFIqL zoI=Tg?KB9zw~-7)eONCzfM8BeyCx$UHUgmIq#&ywPOv92QlU|tfm-bFasxS5tY7dH zl^8f>^{JjaFWR*d+FC2fxiN zp&6IfyMNDLKIO72rqJ&81E*6bp^?YUcU%TnqK~wSHebS{L399J2)@Lh3(39H{{hb@{?kYza*X)>1N_LnaSxnRD;} z4xHLer;E2*28dviVWD4UsjPMmc#&RtsG2lb_!_xjnj9pdg5V9AR$H9!T!PV{I0xLE z-ZljkyB|>wjK4sA%i<(G9uur&m=XeNc&~K~p8nz!bL;vK^30L$R!2w2tf-Qb&%HBK z0eO%lnb)tcLttLy;-|ltN8qNXvtrLGR6#J=8EdC7`W19fv&kMGf#4hnz>zQvH4&7@ zV(4IMx$H~U-}neI#K&5KW zIgKE=dZZ110o?X|6bp!jilGA5)^*Z1JZzjDQw@%G`DO~qk;iyBfmQEp@90`NpVa^P zhEm@^X23l00if$Qkq1Z(&OtszPgQf#J%9eZFP#WL=!|Fgiq0YH1_kLcCd$3$2D#A< z1gqoXam}*tABk~xB7Lo^*M#aL0$Yu;cKTH+o{;ja0v1tKL#)b<4BJjaBnxXW@H`2f zL{Os@=e6jqWs?9!v9_uZz8iU(9`F%KUB|2L z=wT{T7i0om6G3s}0R+hcB9l(s^iwBK4&Xz&4?Od60*=LEDIo+?_VCZm8AK&)Bpk-f z+yH{wX#hOVL9|n)DX(E%`Vi(FG4210IO^doAqzv<2s>c%WaxDgsH=9?L|eA6VXC2& zC-Qa z12GGuOul$%;mw`4>v8XPl|6p0teDLx#W%b%6Mj_!uq&QQay2@yKvfR%*AP70AWovf zgJ?5V;E`FA-*2vUyjvY6^ije*Ado;0VntwTfnvjwjmHlWfKA58$jm05dsTa`Q~zU> zc9rn;#usNY9NbOc?Va;5`e6O$Qn^-*4~tjnqv;#@TEwMv7Am_7$&#YDHTy?ndSFLK zhdTnToD>XfehI!w4o85Pvgy=N3MbAmLD1A73$f4`kI|fx+?L32`!HA#DY%;y#g>Bh zFN<>!k`d2H_{VlHP%2IsWy&7u850^JyQgG+|GY_t@X%R@NIQ#`_S}R_Y%oS){m3+K zJPQkOGAp0f*E+$16!D6tgp=_BZ~1n2@&rsj?awSNRj}?XG@!!pPc*6cW+a1z9)X)^ z(fxY!xYE-HS$Whyx!W)ogxg~Rm*%Et(2Hl|kp~_=k@7gA@gk}?u(?6-1jRR3e{FoJIhbOR z;G`qcuKP0KczMX)$Swb_np75pg$*}#ABwj@j>9PcK{9$7j}^7VLkTG5-0U;SCS^Tw z$A6BGr>&_K!y_LbzTJUqQ{YD#0I&__gdU}eCLXS*_9NV{Hg_Y(jvba8RLz)^21zr< zh>6q*XUyy+Kshpd^#u<4B|pm4qn3t=`XGMY+6%?8@Q=(aq_PXXewJEEEIN?3LFm-l zIS#$>XcKVPtDYQPep(~~77cjdC=u2H*wTl%q>cOWaE>2yo>#BJ{fZiDy9Z?tj?0@x znRLc8{|9?-0*&?CwhRAIG-yzYlp#^322zPcWv-N=D2*bLkeQI?lA^nrNXQUUB(rEj z3S~+Xl`_v$k=n<3>)G$K-}hU4ec!Xcy}$jgZ~xcxtko*+`!`(Ib)M&O9>;OwGINm) z=K6Ag1%3+vXcPr?(80`4SAB(pAF{Y+Ea(IJA&=oLQJdvq#8U7w!>c_45TzfdUi3B} zpeEGjCuKI?n5DJZ$~#!emA$vx4*32$?;Fa2g`nRP1ivtmBW?2JlSud}?iJ^8+ML-J zM({?eKn`%SAm)gaJK6XUBMcA{rC8Y3Q(E9sqnEr3ry3$&Ech-udV)rDVZ=42K!7ws z(yS8)UUF!(;%XyDys#)FemX3Y*CD?FO#l?AaV9-U!hB_kzXpd5-SMhw!7vI$mKC|(3Y|lnn#T#Ne|4>EO`$qw(W3F)<~Udj2l{?N zt(#Y|aX4odXn#2I>w;`kbqo*#N_}zv-@81&3>TN&T6x*RPD7VO=F0*#^#)_tkFPz0 z3@JG}4^P{d7%I*9PI}VBE+c~l;IMDkO;L@+86xvHr9~Q>0^%SJfDPz-Og{0N07$@v zWoJZvV$eFf2kyO)y!pwF^hObIAvRJ=%j&jw6m&7vj6gsw-aH#(p83*yulyh;V4OaF zo1iJ;jexgO2FPFG(VIRcc=b?!1yrN8XqOlhr3Gmom;x;btl+fx5~-8u5{7H52EeR3 zxu`>DCWoqkM2GmJqknwB5m>2v^ZC5&1tM>$D_bxLNK+K-P5u@RJ4lZ}d^7$cP&{nf z-ank2NSF}TNf5Y)vIHQnJI$+WSb`!ReM19O@b79LV=WQ$o)wAW#muCo3|+-={IM04 zBC+47-BF7?qxqAa=gE^NtdQFg1c1=z8>Zw~|{8noF?Zlm>+Zy}I>OouXxMC34sHwiC~g2;H{Q z_|kK(>hexH(IHN4ZE{ zYJpH>WIgK}?+S_HJH(o0(89so_gzr&TD_)Et6}M&`wrYNR>#ugcpqbHJ2*1I5FwnP zYv#qfJ0*g#Kwevk&%*qCZDj8HZWTq(KLNtp?N<1CI)7DSW82WB zdvpH$;_rHrD6fT!hd6>PVaWUyCZW(rG`N%*!oPR3ga50~$#)~f9bHG5&A$97-_d6= z0^0EO*)tcE-&uBsNyWP_7QgL3@_tc6(~wKMY4Ls0*jL>pn;yAcys!3zfO9N1?7+_Q z&pX743z4f!0t{Rl#C4^(u@Fa#!Mt7*0Bt6oIaeZDtCpHMxsK>;xp>s)^sb4k z$^QUE_0KTazYcW$=lhhg3SnnXogy%w9YsMU$5I`I>h5kQv~mbmkZ~aV$3c9FH){f| zJevP8NCc&2WMp1s0Den)eCb^T658sKtt7!M|agIOXyF*yZ~$9k1M4L6r40AM3it$VRNp0AMqC)AujFG z9ns)GQd^o_6M%=X>Ag1(3DGx%`N{-xs4hqYq6vKqD-xO~;LP+dVo&CVSzShgN>Cyz z5=VHnsU0>f$s5Sv7_|>>sTD3H)M0aqBUAy{tA={Xd=S8|Tq&KA1OA}&HI@Hvk&s@o zgMQ8TGQRADv{6(Okt`)p;uU8Is6Hg58CD6@iUxq@Og8QS+`vK$fweH5VT4c!EZU*t zVn(UEzrV9PeHzoF2FfP!NRS0ZN;D%GHvxg^^1>>(BopqoL?5%qXHU5vvbluA^fQi}%kYyws(=6?LBpqAi;)IdTPZG!bFx1bs#yCHTI z^8FRy8#*3F7Q{UwDkC*&fa_iZ?|s(_LIIe-0KU?tO@OZm#7C|ji%8gntRUsPT8SSP z^LiFih1=g;*o(ABl+%-Y2Ob_}umo#?3_XI<6KW;Bm26`HKlK4U0Z_1o4UZyi~V^s2%;}IfA!GT^q0y?|>6a zGB_l*ML8?j%*TQi3TpSZt#$>tMl!}~ORC92SD?KLI^8vi5hxI72S%Qpx|?P$RQ-V| zAW`L$e%A>`V8I>4ce5giV1g4O2#E$-sQ6cW`j^&kI@yI5xf!*d}ehdoh`O#lnP|8WQE&k|#A`oY}x#Q!ktjYZ=5JUoIV#y7+#3j-a zPESv7MpaWuNvvy|DSRiI5J!l~-W&E}^jG8Yt2j0SCCK z2~Y%*%V&GHf$7X1aq`cf+Xsk2k3}AsttmKb3BEycOJxp=?ZYX7ksL~HLhQ3uebKAS zzMqnUBY)un z;?ad%&tfZb?2m$^MtK9#tO4yoCZ)bU4kzM`n+@qd8cbxpDX&#^r$ z0WT5R6aff5wzcpe+l==}W^%;Ne0jq*Vf1T9zHL)4ISVTkdek)?YX44ns8!Edh*WhS4}S z=qyqvNCphx)S$V#uv&WK5Q5k`N`syxtgKi#(t^sK#+`^29(EpzAN@dn-t=juU<`*L zW;R3iQU=@WaLRFjED~POS7~NXrEcY%reYf`YhoQ?6Cws*URVaDm@ZjWCM7JQw;Hym zpxajj9r`mOo;vvfqSxi;S8F5o1IhSOej<`wbXlY*AxWoM6uyuZNsU>QWYvZO^Z}cf zG`OqZMymwSgT=;6kKtEFFe>&`708q2Ff!7mZfHL`6yKbk6xz|_U`0X&6lFTUI|&H; z{`IwH)EZMzc=wqdu{_y>USJNU=9PeocOX zy2=5*c6s-2K_kXA0J7@uE+pP&m};@+$gkCHls`_p9~LdqodkmFUH99r zyFe91(`A#l9%|Y6MkKMXu4SZx@o@z@)DM%`J^>A~D}BbQLY8QV*4}g;{UaV$`<`fj z^ilJ0oK~k2`XjU_zMQ>C@J^Rc@$|70wH$$%5s3Dt$Nt`r25=6O<BK%VzE)M z`Y+4Rf3dR0B;ItcE|FaySN#2$l|EB4YT<}}$Jf_a?mFZ+LwFj=iF=z#L&GEDu8ym( z08UCIKh%r|e}ZE32pTtCLp;5ITNEk2Irv`V>or^lw||qcTp0$Jl2$M?EB|11n3h0F z9N&nV0R6hu-$y|xBK8jHl`+;vPt>dH80rgBrqEdiQa+njK?Ynkul07)L(OepY?6^S zdtXxfC1D7}?w~!iEdVRXv}oFs-=*uOtSpa11wukgga_(8k{}(EBd`GP0?DGGFKD>9 zq$!6AkEVvHPv$&1?gI$r)+deoo{;Ho0pXd3IZ*xuRR?vW&{`9DM}kd=l;_0$k|vaQ71%rE&R|Y1Oh}5iA^D>DK~4`(vA?Dv zXGiN7;>3`(2$*iAU`2ptb-l&e21gFa&bLY4oIUX2Am&OHB}B1v+`v}H_6eRi!xhn< zIM~-m99pz9Y1Gg06DKG)MdG-H6xBpMgJ6v2J}JDkhRZ$Mm=!(Bk2dW4WzuC#IEQeW zMzeuGGzjjZ;bV#mynKHBD}k;H^29_m~Y2pVBUxSG8+U$+&6)$G;&0Sz{sa0_k zaBnh00Cbju-a>!V+j$k>t0D@bZC8cMa6#{{~7R6-yl$p%vP>#;6ZWKHzJ{ktx& z1(Ei_<*8HY>H20}|H?4}n3ENWw(0%@syIR}O9(4FOBEere^zcajax91bkju@sK zPx@BGVO<<$)bxeT%Vl{j(jH-Sh1k9g87)Hl6p>L;afnAjbg5-Q#A0KZ)aj`o-xok$ z6Nl=ZXb5PEWgyz##bm#eC_JsdLdM%D)@_@jZL}nw` zx3gEgdPhO`fyyK^&uDA*uZXD?x{YF6zBPRR3doiAt&f`)$imiYxGg-6XIJlx)s?Rt z-l*L0W>;p=b#RqFsfR;hS~!E5}ZjzkK?`S#+OFPr{rjO`rw6YG$j_ zn840&?&>hvSJ$^^FLht900Xv}$3MYo>KEM(@6L2hV9Nq}1_p|o-;5q$i}AbmV0S>Q zNz@7CatjN4Ad>{luEQ#Sa`ewFyUFZt)t4@b-bQciOuPU>?rfmM!PBF>rU))iJ& ztte{6xJ`7+Etfx%`U;8K49sq{xk-sDSl;M(=(~cwmx(qJYv)$To#j&5D?3mP+oBFu z@7JpK`s+GcDzkHQBApxtG@Pb)O)eHH3?OW3)e2~Mk(kgah8=W#f5}vFdak)K(Hnes zY9#{u!!WK+SoYAxiHR1b94Q6AHUepuoEn;Aj&X&vmbly+qfvW7`KkzoSy@6@A zj_9o%djDVzOL0%G??3*9khtl?6}?ETfjr5-aDXMuL%2G>A9NG?xI?<$nXi z;hcvg5T@aR9oR^eW(N!})MWOYM z-~D74I51bQI1Ua_`v)D_N+?B$V*|)imxS*qo?-1Y3yEJ0;2+}g-mCHahrpPQo%T-l z77QF7*HoPgNip=W8R(<47UJS&XT!eZ9xTN0$Ru^a9UdbzV1Cz z#^!@FlRWr_eR(}&I8@Ky-~Hr1oMrS3{hV$`OCqhI=~)t_#ls8*FF#9FRn>2ejg4LG z-)K0xa`hA%n;@YJqF{0J#&73PxXa?eLKH!wU)1M`ce+3qxkx$w;bs&Y1D$XK=Kw05 zqUMba(nkgdaO}sT=?9H8eW<#Rrof<_5{hOL(n_~F-NrWG#)3obTrf!_iVm^Qw1&mN z4u1fGgu$0A9zM0NUpT(JVO-?|0CSWhh8A(*i&JXsyoz5@B2VtG-z|c`74vjh*l1HW zgArn6aM0RMRWXJ{BKVQ_bXImY%)bie*t1=%a(_1bP;E+$Ls4S`SdsN^h37E(tFbgE z(C}%W4ZP=&BAbxKlQfvq7@dQugx1B&*mqR_Xk61xizlADV3d-A5f>FnXt$CJGWFsp zTSG!MN`k&kTnk)wGig`QxwBJbpHKBC@d1kaUkhHCwRHYY%k1pze#oe((kl8q3cdHp zjtVgTMYFE|(?G$(``3KV{FM!=q_=BVg1lH@$P!rOiN31t$F{hyM zyu*uKB{NoE(UUAl#32EF`IWXLoDTDchhPUw848(au_VyOKLx-F*%aAm08R;mAhy9Y zm>rmk&&xL5EJr#(EUxN&eC_2c$d1Y3p%46ldpMFlK$(j(24g!li3SHZPft_}$h|Lq zJW4hO$b7WbOC(99hS`~O(f(fuL=Os9mIT;XRAkw}E(+dp5T3=XI<$a(Ma+I`sS^#g zlh8$zou+^YUqjUhY{HmD<87hCSascueL5B#9MiYMymR0aQPZwtvYR0eCCryBM}x)b zp(TA9W2LTM5{XSM1LhR5J$rjG$1tVum24tGfV!_j)sF50;>41m{Gz%aBTNa%V?`p5 zZ`|>W{UG$u`G)EO#v-Z+PDmPxOww)?GWWJ71OamRzIgx`LuD^v3~BnqgfV>I5Hb3@ zU@NTwbNwCk6$vPhX#5^gHqaCg$01BE8^p*&>MMNzIMSduo*l%k$^f@YLKhg^#)mLc z_D3}-{BP}zHPnkB!WeG*Rc-A~!?jHv{~-btUxG9D?_sKzMKF-H@KQVbaX1PfK#`LQ ziaMwvg^m!d6Y;-FW;!%<<|7zbrfYa-?I}aKUSOvHt)3Fls-P0Yj>-l5#`M{41*=n+ zI@KT*N)>kJ^gbVqsC(tp>0vV%d&JZ86=sF}16CQ=lpcnsNtN`Ko^kE4d9K7wOGp>4 zYNo64twFd9K7_;HaP5kI8e@`(x3`1!2-TNGE7{e&6eP_6;D?o;^x41Rgplq_Z5Q&v zfTfwVE*ZV=*zwzbkZ2Vw8ZboThzdP{EZJA|4i1(S6O{_NDF-?^aM4jC*)#ElP)u%1 zgstsC=#>dpd;0V#$?AbqE0?#!4U33JP`TYh)lXBcCCI~&n1?X;*$twl6jKud%CIKR<#8M#&IWC5*j8JgFBj7GpYaBsM zm5J!kQB6axBQ(hX?Z1CGlx#33 zv$bWX^kPrGPWbou|9_gv^>my6B$i<_KK>b0@ntjV|3CkcUrz=)R95*p9^(3;n%SJq zIeyIA%b&)~+o-NN_1Nafd9FcXVGdIti1Bbd6cfHX&dXO!N>iiW*Kn=MJOA=Ak=!~u ziNQ&kC4<_UWaYT!Y&(8JL*I@r=!6jIF4zyPM zXUlLYqi2u*E=}5_zJUFM;z=C5O`|`lvD}v|n|wn7g` zGVLE1vfh2{2nUS9=dM~c2MOttBXxy^0kLYF>a(Wv3DI3H- zlWm%kTT~>wTd9OBcE?Sg%+1_VIt;H7lnwNsB?p%$UvGc^SVoYSTQ>FN=!?>u&fO<| zB{0wzDhDq0WAl<=ZpjVk=)~pA(-AsL;SIgv#u5%3v~q<}qu+Ju!d~^oYw`2iTer@H zpHnI9NzV5^fAQio@>Yk#hu3Inaf53l4``AV4!;nd{UxE3 zm>-aJ)x#udx$2T7Q~&%Pd~z6$s}}qBi_e|QfhP}3CN7kafwyk?1)~YGoCpgGRlIR8Yp#W>^(QDAc5P?1R_EQ)KS63|{$PP`V zbLrvEo5uzJGU+}y_@8k>0@bo<^XAPDZT~LXt8(0Z+6djJ@F`-;m(RpW&X4Sz(KHaT z76$w8DcGV6Q4y!zai^#aFJ}HiC%_L-SH@k6xNB*XwYzU8}k@#2)){eQRB#;oJN1F?Wg;lFiD z?WhP+n`Z!$%C+N1_Z6S26nEd5z|hc(XoHQ1YDWON+p{1R3q#-?@TeH!Wja&;{rk(X zP3-sICupvIRDIjFZ5TPDf_|1iGP2L;_i1B`+$lP%bEgb-)j7=RVHh+H$6PoqI+6WF zZ@-?_?c%_i>FcZ$Mag|SHFX6_l2fRMYn{@85Fk^WX`17;5>1BkK^J9V)Rt!vsOBzO zG`YCA_y&N4!*-m1&jP8*(*_w#=RS)i%E2fsT}mto&PI?S7Gt<$#P4BnT$LOf#`%8C zj{}G$CM`W4FO{ipZ@&OCa~R0QFVe=cZ%4x-POwx|{Zsz!W@qIl=M2uqjr#gqcOz*K z0c$o7d|^Hjk&Adk^H#2$h2D%i6ceSfMhhUvY#eF0rlg{> z56uF>Wj4n0kC1B7f3G+{o%m0A7XIfswf}#8rHDJs=$@BZlQE{gNg!9v%=e0{Z}`|O z8)j1E)JndJc=JwdVLZ;dek=TtWQsO z`|aJlVvkXy%AbyO;g})whlk7$y!ac+`_gnSa8^F%G)(;VyJnu?lKor{Kc}l*QsWpI z;F{c#+wQREnUnf{PG)S^eGZHHoTD!txV+U#^W`l|0Q_RoKCyXk@U^Lo(&m zU7^f0vpgt?mO$x<$?i`Pq%a*c51NR>;4U3paba}xB-M6)9N!pH#d%^e*E)M9!Kxug zU|7JRex3T5_uV#jN>$37-UE!i7U#2lj)}Lpa<7Kuo=g9E^vp|<0{y~C%}k*CT(?~p zydT={I*{+X>#5JrZvv!!L-i^;RakfuGV&dnu9JW~YJq`BbK(!KxP))kOCPh7bADT> zukyr}T#uloAEPqwbf;dBKlDe@qQTF+x>Nydhgvg@_$Nx zE)krxzgNbHzu&5Sz+iuwPi9web)T?+8~?DYVfWriR}F5S%l&pJJ@Lc`j+Eirn==(e zy5fU|hhXS8(D_l6iK!JGXA?ZU{Vj7ShiUucX8Eh_p4XH4bAL!~DBy1SHQ-}6@;dR% z%UQ<{*trDG{ob48^IAUadKfAx49#Wec&<#C4OZ{Dh6alrS?+wmuhk6=r+E&vjStbc zYNr@%AU)&iv{UozmgT)ZvGnljj#V;gTYRH0FL=7|DTWIMl(r0S)p?^gmN}_?CZgNz z!o#ljYj@~p`OAcEskd%C`{&b-#h+?_FH-(fI?FTS)0fU|vvQ^#s6Np0q;aIMBhGT{ z!5H54SdJp(#Xl`8U7J?w@vLQ-5cbiVyddb6u{tq1Woo>Mja`}Lktae z_w@XN8utgdH3=ULu?u7pK2;A)zAxG6x_jqv&-NW6-m_MGdU9-53I1Y4c4)EJkNh)J z`LZ&8Zjor3Rv+W?JhW;+tfyAzx&QgRuKnq?CT_ozr#t-#elmP7`=yBVHfhtJCU%1r z6T1Z-^nTHQpFC`HGgruSgOuN?!3ln62Gu%Mw&kY8^E0{Iwd<4i&9_UNu;2I)GLxcl zUNefn83v84GnX%4uI@wR+>1sB<4fk^&uh?d*0{Snd=X#Gq6XL9 zhXg)O9%-p-&QZ>(a5wIM)t-~_yWOy6@GF@kR%jAMe-q3(POr1S@B4b^bll{VDL#L>k&m5#%l9kKp1i%b`u2tk zCPF!eC(YJX<_gJtz2)tD@6VC)>i+E9pDu1uBR|ImdPxtugdFod`V3n}>B-EroW+AF zg2zU_9=r9&WpSd4&dwKO=XE`q+-JSxj(n-RMTgow*V8ZKl!b-$DN z=K1bg3zilSvzdP^IxG*B0-C+~@}TTmAAblh#dtt!W=5jTgeKOISZ`3)?4CtT{e^}0 zVv@3B?U#E@U*vH+WW!yNgE9V|J{Cx?X$UM?-R{6MvnT z57o!k7c?B z22MvrM7;38XrS^ch#+P*7QTA5R!`5bdI}{&OnF!A9g*@-|K*)58~%Au_c>-J4k-dOSZ?QXdim=L8nmfnAY1p&yD8!*{T$Hnyw4r2oT#- zI=()(JH587%>LWOj*hw|D{c&`jZ^Y$C^owFW5anqIPFGw&aQ|`RT zK}6uXij~*9ckkqiY1|aBsJqs)O`hNP`jmd-=sL%T_eYE$-Vd4Z?86=HyrDbV20^XS zd9S$l|8aG3)V#N7#*xG}&C=sy?&%&JjQM4AzRUcVRW1uJamZI!s#cl1bis7lKikiF zza6e`X_&y5mvGXorK#YA(B$Kie&Kr>jONKZ4(mAIub#CfJMN23Plb7nzS)+bgFFSh z)tG}Z5;KmD@aI+wST9{V*tlzz3|G6r_FGpHeSWn*t8h=LAJQG!J(4!Or#|-7=oYw% zg#8QJ|0aJzSghk<&B;EdXl1MGYtJayTZ-ogo`^}4dM@!oT_bEo!|Hnlg?Zz@Wf!e8 z;5Y7zJ1Z-1vS*2q!^$CrIc;Ue6n%mY1 z$GKTdQr&N=7I2y)`(#?i_n8~_mME1J6l~s&*<#yn<-dLVFn3W8<+PJsC&!4G3Lh>! ztW&77=HhCe&CG%$3*6H@b4#905!z_Cz}QOL%H@;sP8r9(m00n`lZ(3?dyfZXPH9US ztM*tY?(Nf(7m1O}FX-tQRF*#Gs0pjEp7?8L{GFsT{k_)we0&F2d^!98G`ha_8Uep> z_2{x~ywzBWF>v8z>LGx%u8gl%tqNwbI3a+QSg-)(!H9yIjdX1qeQC0>A78BbqE|5D zUmEHbIk-JVZpvwO_P=RZPUrF*4-%jVST!6BiiF45i6iLag7+D9+nc%V!E;N3Z* z$)mSpob}_zveCRPJb&E(_Q1%0KgD*fv}06-_&Auz$Vk(4$-i&aNcY=9?mojs%a+Yx zreYl1w`&-ega6(}Y<})M{+ga-#M`rwBR{RJ74{1^&0M*BfutmXE@?g^$^Z}IYv;&l znyU0knX0k>|6ugbrIk}k-v+CU|stlrxmwORUVXsBKL{LRut0*c?6 zS^42jnBm!!bphre(T|%rG1+x#%oU6im<@bBp_W&Mlefvj2};lv5Z6t>2tfxow^UcB z7=AGM`7j8Wi|^Q3JX2#oIkU&S^R)bZK|@UmUVE4K;2Dt@un*`0i88OSu<*miJBHQ} zS~h)1k?r%$#*b(MhO@o6EAfn0#4%9P=$A?XYstfZ1IWi31AZw#^Y-}$(qiIEgf84z zYBiZrkE__8u4%mefoqe&*>Q%3hD+dk%=l_Wd_HHHVK06h`fh&_RUyXx_yhk3$*x>y zJFZ>1G6ruSNh*`BB6?abV>c)%4C8*}h*`R%@rQ=?!+G6{o7Uh1_e%S5^6>B|DJydp zsOCM}Cz7$-FFd!TWD3A!2S-P+zfPnCYiRnKloo!!G1<|5#&HoXJ-rD`%mR0Rt%zm8 z>+YTmmnyYM!Q(k|;sh7E@$t11GLl$JF>{24Kex0@fX?jG2kj|xDk`(9tE)>}`&WIJ zp65Om&mcH>wxZAl&%kF(3;V>{+S@r8AQB9g;~qc{6(@wldGbEoIdk>WrDIpF@JB{R zJ2~v|6a(OZnSeSQH)`tZPaagW9FrJ!dCRwk24+d;v>TT$ap1P&&ps(oq0fV#PZ_R`o}OXm z{LG9DPTvnNc1G;IY3Ku3X(=dgoQpB{=quu6_t}!{Xk#}M}tmqrK1FvS9#$5s@4kG#$UzZ$K^~PFkpf7;L-O?$pb*xJAKe^=mYntXKdBY5#?w=I z+Vts{u3kO$=#k>V6<2L(gK6RtfMbo*GQ#Yi-{y^scO|+9|LH zSC9vq+5|=r^gNIgCW{TWq{l8e9TFlO;PGmlkDtX1G+G5Qtq%6VV~!p@+V&x3A_2LM zj!8o?mm(u2l7~xsU4Lc_FUvfky35hgajKx;Ss-fWU@e+rj)(Fa=Yby`+QQuulR45O zBsbku7>jE^6&<~R060*_1aKJJbPAVwxfPiiMNL2F`*Y#U_~fMXwDN#n1EbCN3R zw#|7MO-4v6)Wy$=izj1EK<9Z%D?&c*Le{bfybVtUp$ojd0q5`o`_O8o$H>$tq<(se zzqlhc0sF4LpFo*@^GOz`3qjZK6(E9L}z7T^eIn+ z0JGi6D0U3*9Hpr^+HWk`%L%96^B4fNPGgCC*PfK(j>%1{&aG4L$ccdo2uxe1>{%lC z05ezV83PG;3eF6q^UE}}wdWyKfM3B$Iy|zo@02x*i6c4Z4pf zP?~OIU|^u&)hnE6T#vRdM4|)lgwL(52irGBm|G~@*+FgXxxNnQbT^LfH5#Sh@c`^z ztKk5K3VbPNuUxs3+7-~ydk&wBwYsMjVKBHtIb<@9h{}(vlGOP^mG4Xo#6rdK6B!lt z6k8X0icvILd6QsD_#7{a4|Scry*+X_wXSV@@u!ogPTfI0qFL*eG?)9tn)c!x!6%|dylP@SPKAoJr6fplDMWN4aZT`=n zYhbcy1ZcNgKdqIqi#ibk$`&M^!dSOjUS6xnJK>hH%Y<38X5n1Zwy}}Hv%tB7Aj!dZ z42%F}n^ZJpz!^IXsg0sd`8Z?{r$J0kSrOoOso7%b!808%oZSxzMT^V&n1ir*^viXURH^d@SaPU3){@qZ% z;7Hcx!G5g8CEy?1eoW(IxsQDrVn6^cv=_UoRF-#9+8SJi3A(zv zQ~B_d7#K4h$%#>-I(?f4CJp%FBa-coxw^V4`TSCX0B6sOh2i1*KZxRm24^32)3ItV z&Awryl~@&*zbGmY!qS<77qo!<Yvy*(#AWH8nVB^u1q498kMFDA;6&Wvt}&W67Y}^0PZX#+t&nftzGG zLT5F`fHzK;#LLZfdWz^|23tC5$P+mYy_+37=H!eFm?a+>-q6FXSjI6$bfLj=xDD`N zwANa6b>??};!)a{EnhYHHP^tdh+)7feG29P(=d6e30U^libDM@C-kF@o_QcZD-RuT zbzP3fcLsI@OKx442b*FYz66dX+!wS?P_G6B1J;f4lI(3YVNj)7nUi2iS}*`cAW}Okl7e~WdN>3*2qB3ILs7W=ZP=r2BD3M0hO9NME?w^ zBj(WMcXf5CZ`i((vm{rLOyO8Fhff#5PV{q^e&a3$u(YE7YUu0aD5c2-lc1DT&f3GwH}l>R8qR1&@eXO*Tf#32aIEX5xz{5z7!4!0-6Sq z;IOa)1I5I}k(gD!=S>R7*7QRnE9EB+Mg$B0d~@RpLEe^D@bz?21!@}b$3hbDI(Wq< z6o(ob67uo}*cp;@=dOVP&Nt|{9WmuP9kahNJNtBB7G{($*%2gHZudNLOF~@z&nLR|pUZm9OF7 z)_@(kKVMn=dq2iU%|{csMF9t^bn|>8`912<=5X0s1J)Ctrhx@WRQt<_5`*uXiEBga zRNP$T(T2ITePgRI=udaU1{CbsyLOw`s8?cegL3~wD=0-Au?UkFOJ2_Er0ayK}+lD4bCV|f-9RAi?!+`&$+R>cqN1223JpKsdc|aI% zd=MfN%dv~J?{aY|&yX&=PTGO_e&Gc~c+xK#mMp`1i`^1;&2#xmRn=NsRfH*XoumFV z{0Jwpb@!M6_y?QucpPknjgsQTX0nBh?mmC7tp+k0&p-txk*H*FlpcVD+|yT%H9M?_`yPOd0`e4qvgHyO0q{V&jDh!C zQ0A5k7uL?r2H|L$sHpwb_Hfo-Wz%hNHN|qpv)vMXGb1keV~%%??ai#Yqzc_X*Bibb zEs8z{S9d}YN^c%p5;jG__MU6k9#@3gn_u%1{09ZzA6f!_HjPp2pU?tN!`!g`8y?@T znxJ{F36ohdsA7z#c%Fe0bLP8^{d?|7Ru+HFw^r2KzC8%w$ZmWJr2ZNq`;|Lr3nCHJ zf%SIJ!rO!Ir8=)VpYF?Fk4ck1hKBTT0+)Z9e)Hx{an|g2Q$$utffjWYxNH%UI|(Qg zc5mdL`7ZsB^iILjSW_A-jitpavdYxZ$mmTJ=|pQiZgf;H9RU+pmsqhrdv9iB2H%ew zXnK2Mx1r^&ygi#+8^Okyeo1Awp>l{m&M;}bic8qJ>v2gIu(QKKaluPfwqtU0TgR>e zoGt5dWHyjz#T)t`!bkA1qazFQy|en!MX8h5&#leNTZ6WI0|Zc#4`x_QB+E#w zO=Pi)#KrMGmQ8F%8(+H1_j*e256o}BjOc$39f3Kky-YP;FW#V`si}+HGZN~cp0Z79 zg`f;t;>2z_9C1FS; z4FUIp{8KJ(JY>8hwtQk5J&LcV2P zxnBEZN^cr1E4XBw2PgoqrImHgMvHl^tgO0wdJJ31(}U(-E}wr|$4=)cmMxAL#F>&6 zA+JJVhJncR4jSeDY{W#D*HPHwpsJo)1&=11ksmNK0f*IIJ~B9?2qzs%Hv*rQgc&_d z!&jnz=@%~brM-P2xDzeoYJg^C1%b@r=`sW*;+rTqHB|uW=bvBBFYf7IGy=Ab1*9y~L`3W^yt$+O9O?3Rlwm#OGrJ}m zEKNfg+Cn}Npd9elT5)(S4g8>hk8JOGe!i1>TK<)0vGvjsCFjg)qP}<`(RM;KINbQ=%WrWRUI>SEJdggZ3BL!>{2>@$gNXR6yR39v%0Hg!r zQc~mK$eIUHv6%RSdB(`|iYqe;)CsA+qLj>~&X*Crq_ zc1Ju%^?D3cusx{O@O9cKJA74m7UG`qme6?2gHW530WuJju}fsm^^MT;yg+n1kC;nS z0&ieECtf(ip!C|$ljZ@;8$_eH;hCsjfgxn?N<5teJ?`g}s$J{A3@o(ey&8k!3df`f zwMl$1yXrhgt+5(XW=@7;Lrb1K^ZK@$D9(0Sz>27w@bOg2!+R#ZVfo4Um&QC%RYDiE zR9$Z_KO_W$N`D03eaO;HQ*36yvh5tA9+PHd7BymwvH+sxu?!H$F}a-yNw%^&1lY?QM+S}7ltUizg1!3!HgCkNC%Ls+(DHQAEIE5+(%HwRgNfjC~cWs z_-xYK^+IMxjy=b2XEu97MUWhnoLn>_GiSN2AiOyI5g5`kGG_K(+pKGr>ADayz;VnC z1++{}Jeu1VZnZEbDk zUqzvxX4Of_$P;R2W}iKlQF3mYiiCgP@>*-fa2W8I=6J0HrD-4s9rcw+<3flm@#4Q+RIb<5eifN707=S3woBHuIrlP^+_ZW&li~-7RylI8+JCf z)ubkR!SjNh{sW15jzXUtP!Ak9Fm{oBMrsM2^>@(3akgyt`ejSFx(Ne>*l z!*apN*Z(jS1-wG=HMe+h;p#0<+J(qK*mK)ZQ}0}BV*!&pFkByHfd z^5ygAxhS-trn7|fvIkm+SM>S#E3|ebA$$1nCeobc7U`pD@LFV}g>)nuVTFLz?xGND znP&rP<2;xQ{QSOb(#u{*DT0KpjjA6&KaDVm#{@M%rGWv znfCfc5nJ!?xM|;&3U8TURiObSGU6OC02ml!<{joP6of#t9Re$<_ma{5hqmR`5XVzzh zCS0H)BE6SM_y!JHNl8tB6*72(Gu8fNwvrwP=Z*!4(h80ZI;VRT^rOpku^5p8((Kcr z(6c)G_ebGO-2Dl1a1ZFx?;;CVfEkCbj?Pr@)n_li;cfD5Qlr-^oodWCTi&0%qJKzX zYzz|PxH1SlEDry~Qr81wR`GNGrcgN$X|v@pCEYt6pt zI6Zh91CF6(hhevOD4E=8skdp}rbWz}x){;SC0(R^oth2EHX+-`|r148mOBtDhqAvBl~jj7$!g4apfQt{K6wf~J! z{|LY-zQTkHD9o!LDFyUF^21z_#NZM8bH1-1~T0CynZkvJiI!UFAjP|pE}|#_GyOlSj31+)SA-!A z5)u*`?Q3lnh2GrXwpMmVKg`{f)1cn@Q&&sKNu{;^$zD_B56bz}sR>0JN6sv&P*~4_^fYEHyxWc={(#mQ*$VBmwJ)s>Zg%s3X6-k@_f9L1Q$m= z2-a;5s}XTO#fO|`el|q}SiFnWeFspce*|D<-Toqi=CXGlHz^jK0#Fg~k_Dm^DmoO^H?^pqFjn_@n@I1|i-#zo z2WNZvY^jT{LLq;;3AGd8=<_(}@E%>-Zeh84KyrjPf7r!k2D<&&ZpKHrW&F&S?-3hZ z8L$BA5*a?|I&73mj{K=OakB5YenZ!olCSeRtwvy*h+_wDaWN{R<-whh=o)0sNBu`8 z%*s?}C>;8rxNGH6-Wx41_zQ3VEW)7YYtTUB0&E7&jZ%%+bDI-F04HB_&n(OUkb~g2 zX=t!>G3pVMy38XYK!M0S5_kM(7TpHUVs{~WfQW;TWCU3V;n9geC4BTWL-8dkCix{AB;J! zpeTO@zT}%vD^|j%TG94>=@-?=ESYZi^uu3I8z*evf^AA-E+Ee07$bcJPc(T%_mlS< zIEvshnk(Y2pM9`jWQAvTPOd{}6}E>)#M=fHU3a(a2Rdf|=A!`oEK~Ua&46_HO8tj(klW-}t&R^gJ zp$?gK%7LV|@&shjBKTyERqXfr!B%6B8_81y} z0HAop2AKt&YaXGdL1i%|2;xkJ-zRLNr5WJlE`(QU5qz;|#*WZf@3pp4Z z$y^M&hkLE8@;^vN010FoLLX(SL<+p*f4bq%#*Hu+NqNlFzgbbI0VkaYIOD@@6{-V~ zcTx)v)7i(vmBSB1p}$}qwKyB;+(zFNDeWn!6vaV=065(=of&M0@p|UQl+d1cD7dsAG^y zW0zO>CCoG1V`X&)CC_XSNvYgH9~a2{aa6n!C_;&TfD#SQhp9)dz{x1uf10EI`?9+6 zkT;S|!PQ<$fGf}AGVjeD@wx9BY?B9q2ty5L#%6>h8`xTCj7~%;Vz|Lfy%LA^e4wQ> zaCB&)RnOD|fL#krUml0XBfDB5bvvETszgz2KI*A3Qe8^(mo7C@)wRAS>G=!Nv`ZUf zO&^NC3=o}yY!mqx4{9y$z#~)nXU;smAk_WotA!F~`!079f4blv#KmA| zQXdZh7o=UBG~60#)aS2XPvBhOENFjGk?v%L3fXMOZ7e>}5P(BavzTO9PytKFzL`7w z*`f{&3n$2`mN++UhK1rJ^^WRBu9ugl#~Qv2`7oSpYTy3 zX$Io5Aov?tTRb2$U@{^%EjhRVp9N4Fj-D44mq0^K!k{V~a8IS3!im=K;S6d20U|#h(d+^fekj`lMhcc?MrYvp9dZom-us{3z-UyE{4e;!~O-?VARk^2($ z1gOA%t}Cl`bXJUgaPs7slzf3_9@SUCmq5V{&K=j{>^{~|PVDjx!z_fZr+b!&DJV=s z!v74zEcYEoOz5Uvj(TS?*cIVO|4ac7&@f6`RU7$?ZbP6jyBjca1mMw@t8(GPV2%I< z9D{@4qR)Dbv3ekFfl`9RvOF)HsYiP817OWVm@YE8aA4>LZUBwt+z|kUO%-thD2Jws zh!i{QdI|JyGM?m15%CQtJpo?zZH_|+M=i>~V=-p=y$o4SG?zT_aHMWYb z>lb*!Q-BlOc=7~onaR^g!k`f#y#6!IK?2+6_={s-H+)_N;wN#4uzo&&`$oFe)4lmR zINz9}{(Xu+`z z_*O-ht;i@z_w7#NbO2%^9u(m*U_Ns&kjI0g`3xPoz29cC669<5gfE^QI{6!~-eYK}YfzR+$N>Zr;W| zbRsQ1?ahJbfS{a_60EnpslRIXnQ$pAL7Y_iuCX$u00bX0>KgGMg~Y`(X0tCO9^01!45A0) zi=ETgQZW%zcE{jwAhH?44?SlL-+JhHkhs|*lSY3Ho-};M{x(@0W7r2T|IwA@%ipr2N7|Euh=Y1@6H&XAUpw#Vb$* zt9th3BDw6So(xDCrJT5g#29c6TN+0YT*OpVGIKx3SA;hIc4At*JdRF?D?+VR56Dm( zhQn3}Rve@yfoN`2ad>`Go{_QP&_@#)sJBFJ?9Zt_s8>xL?{X zjY){;EWiKKLxXdeKx9@0K=CD&l+tqh(aQ^epq79&v>s>EghT7soSB0-d=>9_M#c_Y zHkL_v>2m&;j}iulG6fn84(2~l3b5uR~v6b_1!=Jx= zIgb8rH~<;2g%<^>)pJSteUL}fou3*E=`2W&(O;_3?O=VBzYR2!J2sQ)4pfV#)uJ`SG^?zTW8iXn=A1k6(OcL z*R>v~PP)qk0vFYRdH4$tj4{5yOL#X(DAkWpPymDBXTD&v6ZxX1{(=hl`Lk#14jnwa zYt3!UB4DQC8&|^j`h^Se!I1Ke@rAlotgbK1RkWs>Bq zTe2fwqp7y?s!YkIw&GM9T7>9gwhOJKQDLMP#X-bLZu|b$YyREW{<;2kIljN|?|DAY z=lMLJC*8i7c+l!v#U4=m>wLO(lSj1P-=XcBbYzPUD?g$;HWl3sls$iIf;->K<5o5{ zNMnqosh~Vn+99I<9Wg6C{jS&KBE*>mt6Xe8 z{nYR|nwSLrw`7sHyQ6-b+rEKTp+l={II0g>1ii((#PdO`??4!O*y!{K=Ocf|rI}qk z&u2Rl8H}6}6o7rp@iPxMU83!SqiNp_x_bkZ%C@snw{PC8MqK5xY125WsumJO?W#NU zTXiMT)CMUiMCJ`i#%8MDzMN z)SGji-S#C+Q?Pp7H^6+3`($hvb;};7 zoSXwZm%;YBLKY-CgZBrW@I8MZTgPbWl=qN*W8)lg;%Vav$n z`^}Vp@%eeT9u`qFej~CP@i&xe<4=U<{WjCeN*``Y7`sF~Q|;6dhUYD9Z4>-w0^p!A zUvPWm>51CHs}9n=j5bd+jJCPWb#?k{*H-Bs70aL2o=r(PuQlzL59g>;t2d24V3+S8 ze;*~Gt2Hrr{NljCX_x?ZJLNTa8_&_yE(7m4AGPaAU5ZkwvX7AP=s=^Z_caR;K(;!_ zF^0_RoIL*BF}E)@pIe^RzcYa%;hQax&Egb=;YthU$_R_~XmB`C+3VCAekb-Q9=F{= z0sh1LH3+v~H&8xFmquhYEzkXP=MQi+7sh2+sa3LuoE!JNCMUSk`03Z;Wo589Hbfa4 zmEQY!S6^bA<3#nT3w2s$kM}db?9oA=&I1cYt-w3z+@tRal~{g9lDTv6{*@wN2-cxl z>nw0XFNJLXb(d%6nTHqSvb)~*6pgCHZ^t_zFmTc0F;|`%lm?;j_9g&pudfDZ$6Z*^ zIc%c_i1u7AoQ160v8;~)hznmFBr~EKQI9>A<#!f&HhwJf^srLn_X!CJst2o{%-XG< zJ3J_Tii5-T{LQ}DxTPPCjS-1 z4d3anvrYY$1^H8~eI%M#jTKdDZJR9?78Us;ljZotQwZ|UKkTT%Wd z99l#6Ad{srG4mr!+k%QG+RVp&IHM#Zp=sdH%3Z!mdFpFBH5JBAO;zDM2YJrL@iq)t zWS={}d~EFLpx8Z$iHY_LyJ-y>vpa3taVDYAh#w}4!$BO%`@fO}g}UuDG|Mq6Qf zb&b3MUsm_#%wFi&vU!mnLyV0#b~MxON&>`65ioGx4AeyTrh%%5ht!;&A&&Skq=Bvk zE*5(y-h6S=ZmWV@=UyMuYFO{{>hfNsPisDc?8kHs_E7~0N=qbI=JO)KV);xx(!mo9 za&BL*s(s2PT!a$rcW%jT7lQ`_1`b3^sQbP{6G!=+45fk+=W}Kugjzw6V#IZU0>t78 zPcuD%!)dL^(egU4TW3ilEMD&TPWaM9#dyKO3QqL{f){eNTN)aJg@7bMJDqS09a-$4 zHHFOF5BofZV;MDlTRxbegv4ZOA9yZ5?=E|#{a~)-eLc@<}5PJFr#7BRGiJ}T!m9gyxIWd+uT$Eu@ECb|n^ufv&GR!HG7BqX`nDkCaVe7Z< zyPcZqwuembPJZm>{t7CFbxsk&Zd+JsiBf^?UJ?KodEqTykjqT_aKEZaQ2o9BsZ>G3 zm6Z!_L~J_k&-&grJ$?PzCF`5PIWZpq`@dfW;#Mfr@n1Wes^hO{8jP>yqImoJ+PvP- z)U7z_D$3t{Y_ltlGLvwCPWmz?HYZ4bqp_6{J|$uL z4Xb#(Cn2LfES%2Y{UhOzD)`x0JeNIHn%oMH5}$(!3FAQLvfd_Aco7HuC|oQNuL)t6 zdTF(NYuIh=`HhFjA;aIB3^jV#^I|+))fM#VZm72O;!S7n5zHxX5S6Bw9-wv?&z*QI zCUBTEC?qR+SRr@D;_W3&`}mj3(w5uo-ockPHRy-kk(MW|4#pxlUQvr9~@6 zv=`9^w&fDU-9^vqBZ*Kj1iZ!b0D@Csb+O~}Ospy`Ev*Sb`u`)p;WsWY0lGhQeCH=S zpb3*=z6}U8p$40pf?V!Nrr&7pQ5?>qE3;?5O#rFdp_Aw@iF2U;t~;smM`XvZu#Z)=t;q>0q(rFgRBsv{XnrC z)&(IHprv?79f1?NA*MW$IGD`t>y8>7-faYi(vw6@jI!#g?|O>aq>oJ9;UP#=68`9C z4hiWK5CY35=1u@ALwrr3Lu4OZ{7!#;ia#w*8+F}2C`(Js(V#d4vf^QjVoP*u$a#-_ zt&NNv#>RhStB9ukX3RI`B>DQkH4psnGxGnt&0$NQ{)W{@U;H6CQFux&nB(S>=IpiS EKM-Lf$N&HU literal 0 HcmV?d00001 diff --git a/blogs/deepspeed-ulysses/media/sparse30B.png b/blogs/deepspeed-ulysses/media/sparse30B.png new file mode 100644 index 0000000000000000000000000000000000000000..2637d353d0c656151b22ec1ff81fd6730c2ed539 GIT binary patch literal 54013 zcmdSBcT`nZ+b@c-#U4dPP(TBSbfroc3$j5$nn)K#x**cKC1Ow%*no6UdJ_~xI%p6P zq*qajO7GG;+}|Yc_nmvkJ!70R?qB!3)%$xo7mdkvJvCsyZPTgz-x8en2$rZ#{(a-<(8bL4GqmM1M=6pMCk-m8k%}D z%2^pT$ME5H2iv_(on_-S@xFik^;fM+znuTIKTPW%N84^YTq>)4>6NnEy9rwEL^*XC zXWD@H!*YDlwz2X-3|fbeJn-eOVGd`crM9b4?-uCyRf>j1xQw;6wpWfiSZ30D8vKqg zr=c>G+I8d~UeWw!Oa4y7eTRl|?H{)N*N^=6|MwsHbe84( z(|{@?|0<);gUK{^dY&*#>j{TlR8Lk@*3r?qtg)HqLPLU*h(|+&l-ok&p{}WchTaqL zN>Py}tKZ+>zmeJ67=7-s%WYS~9lzPWyF2&ZR)wzAyJG#9($zoTTIJi1$SZfOTfd3* zQ%j<9jElDB6~(0*rJ6`d)d=YopNnBt@vid|12ZGvI4ZOYou@ZAoqu{LWU#Aq$S&uWxg-Vpv2Q~GKgD~zi#!Fn~jZ)YDa<7 z^q1>Crv0@qX1g~R8XQ;{$?lx$4YL~bJI|!-_vg9pA3u&TGc)hwx_secm~fNJSYg6T z?d*!<+aLC{Eo=T=?BwK>bmjFm=bv8eg4RFJK6vmTWS*Mm8FxcrXtpm|J*BbG#X)ka z_RPfebYNIm*u17mdtR2T_kkBX4hkO=6BE1G!{U}||HSE!g2`&}iShBevEtRVIE5f1 zJ3C()?45W27*&UdScLZXn^Z-Ji_n@~zxaefh+1W&T25ul%;Ve@VBV58(4y~gQMkRx zZSjp&XVG@)mHxUIyX6Ht$)#TrE? zw#FRm>pKn{KU~#Ed+=b&_wQGir(5(Hgv$bHPXI^3+IAlIxV?d8^eoQYT8->V1{Nyn!}pLw`*Ab+f=!H?zq)Z$oi z3O3MJtR0nS+|wZOdfC&jZ%qAJliZgV7*5`LE+2601x{jrW{p(C%JQO+{qU8ZsxS>~ zhoXiBIu4byDVJZ$|7sigmOYI>8!Th?Xv8X#J1JZkOyN|GzmVrr;LRw0*{XQ??X~OI z*(mBMm(>?%M({VDo|-6qoarDw{pQj3{4BF3&gJnkW-;rZe>qPN#^H~|c^12Tq%VJa zd$X#zq@*OvW!BOSk5$ZhDzQ3TGzP0afWywI^(JvN6hg!G9iXqjn4GzP?tf z;yPMaS7%li{a|Laor}V$oA*Y~ZCbr4SzWFF-I{<>gCOEZ%tb>Ziu8}3q(PQCOcrKP35hTNJNA54pOGKw9bdb3A5{_|^cQh=2nC#y1CUi(yu=Z+l| z*;A)ZUDjYzC|zBe>aSyInoqbGX4LC}Vz7hanV+9;-BYpep;L5B%#+_XZpFt`M~H{b zpZ7lCH$!`3dsmE)6hA9{M@NV3l`FvwUE;Kij5puh{MMY>GSTzd|AGi^MW70M+%K^$ zOvH)-H;nHWz1@8rR~l$2x^CS%jsJTpQNxU%_4M@Is0$z6!+FPyanqO)kq#b%9FiSY|Aaqz5(R$PJHI0#xhAd8_Ku;`fmR1?aQU5B`TxTI5~v4 z%iGr0b=&v~e25l32@| zn$-P|UX)i$^YQWd_~an_fTF@2YE;Cq(@BA=?`V2H`JJIo;Sb_+!=FDtTsTp|MP;R< zqkDPf_38FJI|chc>qCXi%}O8bTNuqBt9Km^7quDmSCTrhs`vWZxzNw@KBy&OKE(@z zT&V717tEtBr05kohbRl3^b5qU@>|ZDpRAF#`~L1OciN8n$25$u?vUT0jj9Y4;%c3e zUR}xzamVr7GDGkA0$X$dZRIjHa^;qL@`0RjSg{M_7`d-5&$50lbX$B|v^=9NWYwYb zVCz1Wr-wwlhlW!4Z&W18+~33?<(jjyG^vzemw)TWJy;@7WB_&T*1*&T&b^$MZV9`4EcIVkKEu7xXeT|R~l9+Oof zMhp4+Dc+7xR4SNmtu73u=h=^FQBARf5>UH8*VORIh%|P8`0&AGVQRpvA^ypu{XCp# zi1Uk!T*r@JTAlS+O-Rv5KdLROrWWwgn?B~1C(_4??;oSv9? z>|uHx7HZE$*DTyomU&Bc_`4Lx@t>sKJY|v$t>lVyLY1Cwv#FuncEA6rC>@W8Qzcf; z^N`C>^UHcZ?;)L_~~xt*0#^>rUfBdNE=#vvn>Ap*T! zc(}2-;d8WYt?3&0N>x%v-`wa@R$K4FN%51iyFad*qqFFAeY%yjYUvXYO)#NQL$NY{+=SaG_y zWnIINp8oZj;noW0&$6?#D}wmaI|^MA93>XflN%G1m;*W0ajCI9^6ee_~zaM`UlPA)F& zoC3#=eR7=p@zB3YJNNdDhtmr)->i1<@$n_h9~3e()XBH!DPI~ZoYl)H3o;!3@|vZ! zT=7gRtrzo7yz2`_-u!7+~_^K4;~DAk?tojo}W=T-y0@-_UvCjhK9`L_)%km z3?oru>8ajW24MEs#K(&`=GWCyuhb2Q&Mht;EM8s7FX6v;@18ecnONm&?U`Nl=-t*| z8BZKN`f>Q-828k_sE$;&$_z0u3K~zwEi%U4EG-XS>!l=?K*Z)Z|CNn zhvWjJPM-Yo>({U2tn|P&LU?NaN7|J(?_#oeW`hqE47x4?u##D@h4v`x*Hu88;KkM1 z;#Ee*WRcwEF@a0vbEwYn;B?ZfX~_-MgmkHwb zj_dG7ClGfXW2NWi<^712ifFc*pXiar{$YGpm!K52*Uq}wX)?YpO;~J^$K$QW zQEVa7ak_0gN{%zRO(~zDDrcFgCk$M5yRc{Tl{ExA_MXQ&3g<7a*lxFjvAH1A_eSq&u9r1T{w48m%E}bIix4>!g z&DHn6-Td-OhEdG6796E#aL}w*|Mj&8Qj5a^6qQq_?&!IU2sNc@suJX5Xc&u2jtB6I z8>qJP+QZiP%HRz7ZRwS{n2%2xhi=tp0rUk6>~R>VXM6vb%7EJwmCv6)E7V9Wrp8|g zi4GAkPS!7W-!j82W-BLdKkOSYF*<^)Rt8tHogP$2K^nvpYQiy0yK{%;oUE+b^1?KO zxP5AxesP-c&9D76(yNVl+TqW=zkInOIo+sglyV(Ef&wBP$fJGv{rmR>cj3FJ!)Jv& z4L%*;E@biL(o3zZdi+)@KvA&2DUa40IXvs;x|s7#cy!=q3QSB)Mk}k!V;;_Z5e`#7 zAM=^@RYy=1D|_UCl*H_Z6aW7E_Z{^7XYs4P00BFhr7Yg2>F3!}(B$f|l~^hG6jks* z_0%gT$b*z#`gI?uG9K+FML9Q_$i|IO$bo@_FTAg&-7_}yT|<7-uzh?26hG6! zNJ|2i3y<}1)BKK-+CVN1@(CA1_)9JBa$S0UimGeam8}O3TyEOBOLFScJ=dpN-~7>& zJA--p$}jr%e0p)_p)If@MFrQRmS;O480gP5GxUOWACHz`gAX5tRC!IG7Co1XU{4nt z`i>TXrI_GQacZQ6Z`#2SYu1!JfL^YJs)A}6`{|RMP(AEp4z2nE`@b*oC4@Xa?KtL~X14_Fw*?HgM&jixP!u3lDs)eQ~DB77fkeURQjd zki1vEb}fn>aJ+?-19XQC10#|#8yv6y(7q?&UH*e8;R{v)VuB@xL z{421l1#l&+oR!r}r=CEK?Ip+gV>e0)3pZP2$&aoMTcWnvebvgvK4YD1Wly0}$08=N zs-dRE%QN53E{^adfM%QkRgAj&tC-~y&4MURk;#*9!UT+;Y6hk0 z=Eo;(Kd(}Mj|n#;u{_maB<8}$WITFq+XDXEc2M$69c-T%u<4IqUSEHLFBOdt{R)M4AUB6AXeT zSLOJDu>1@oMoynTy~j=Z{Q2_-L7{|L>Crz<+`E6@zcT-N+0IFiOjLZuni@YBwnSU)oX-AS9;DMNnEC)1=Z`s|`rd)^KAps(4nTD8!zOywM$ zby9Wnh09x5|NQfxCA|soQye9~s~%=rwP=Ty@wy;z4R2lv6X`59xU>*et=FeK_Fh{~ z&dJQMZ=`UW6iePYbn@2KM}y`LD@#t9dQc87s_T`^rGGQdz1>5NP;c#E%ZG}vCDIBy z#F297Y_iEdQG1RYIbt-sh$6riaui%~X`Lpj`i8~&MTWSuD(mtL4#M=*#{m;wB6mzV*WE1SXnEwKzmUv%;eHA8sG<+l7&984L4)2T(c#3XwK;fab zMK#m7b${~P*|2frMtVz2OHWpoNfbH?aUM3N|oFxqi7|KK3kX_qv5#o4!hZ94r6i0?NjI0wHj87&kF` zj&}~1QN2qZ?h=>$2)tbR2Exs`=w*(9uiWkQQj=(aaRWv%?bsbv6Pval_%1jCs=TND z_$w>Q4whT{pFe!~@F4iP@Ix(%gV9^*+ud>*c13h#34q-ND${BmtZ=a(2?tmj^H{ZU zo}3+}Y1f>coXhk|$kJX8vnm?+mEU%J&!+zJjUP}(1!5aJ8~MFgEvItw@)+2aB5gxw z+8sKDI>+9)+K){O#e1x-^tzwt5hJ>oIzhi%! zdiCmfNoQxLuc0f>prU>diePBZg%EzW_eG5x`p46iXxSBQL-#j-WVOEYU}~^Q0q7;g z9jN5&BH&HBKf98=3bpC2FNf9;W*okf!BWlCE>TWt1Z>ATOL!=CY~C-61AzkjscpX`-~g}gWk z!tAZunMO}|b#e|vv$br`i%UGT*loOV+kU~$&F6oP`AEO+AOhd7?=lpJJXe4L)Kf{9 znG4E=!{}S+_@u!yp1k$0ZMa<>Y|=k@g4$&v`+a(-h3n{1S?bhaO1fD1zHd0HOT|x~ zK5Yg=JoKzJNtOMfz=g$yg=FwIs^N-{whSDW)B~>WV`Ll=^thcF^sQK0+(My!|xWSW84ZDSmrU#p-qXkTmT#DMX3No zB8o6Y-abboPCl@5w4Wp7Q?uV()Ur2&*~3(sJ3Ft);ZUo+x++7dhh$7Uk}cggFc8vB zH}jaU=-5DY>IbkyWdJrIh+Yw5b`=BGk`fY)xi-cWhoVFB&$yGY;$|R)d5+`J4F#(! zi|M@jMcf0`D(5Iw(TpAk1&q97#r1!U8z0TCxpHvdzBmHa&_5ZZ-3uTah7DJaaopHt zh!Pt2U>n`huU1hqozRhVff--%Nv111+l_VTLd5K=iE4p5#JW7&6^Ba4!L-?&Io%!X z$*?m4$SHLGXH=A1Tdr;2<_LlEk!)?CTM$Dw?D2h^YI5YSKTf$q*r5g_hbfkikB?i6 zb=fRUdP}R?si1$DOFfl7I%^5AW~=pdxlDcO-RG^tlLsL+p2gvK^!RZD7!O;V$NpdW zrN!et!@Wu>OwRpB)RR=s?UG)41syyVs?fl@yX(!GQ$zOi>7|0p>*m}#qAUf@J2?&k zH-d>}#d~OcvYqGf;dkNJ-xoo}9)#4kfUTkiD#<9}cnP;{o%4^(?VmM@QGS``32Kmw z2#H^Y{6ZxCc;;109IED6iofmr#Ep@*TvYJhAbqS!wqe`6`4vDhUlQ!m#nN+Ci$8n2I*7T>7#cRY1fH;KehBY-{1g81+BF1?V;MErS0wQOVLo2 z&)wTL{p6rXWthL zUYz(s8~_hP$oc0`44R>(r~G;DQ6dNdp((aYbK_^{hu=GCeONuwk*Lh#26YwfEeLXX z*0s{D#4QjqYrGUG;nev0`gtBy)Y7qYD&R*39W<{!=D(dgch0mf`W!XZs46tXp`}Y< z$UH!gP2riKHZL&?aABEEEJEf{3Dbp-R;4y>-W=xRANDs#?sB$O=VeGLQ3s zH_;E6zAn(d{a$}5?EFlPH_Ny**VAVu{-db}N4(umpEmw{_{IY;$BJ*?Af~m~`$(@O zLMIyp@XKhmpl3pxzU$veHA(6j8F>j#PyxzFP8`5@;aO7^+WwE7%+mVuIXOAUh!zFQ zsX1NW>g`r{bQy|bTL_e`Q?2ZeZMwmRF5Jqz3PQ*sRgDIb3iNEgy0R>G>-!zTTpWBpqhQncS!f#$(W2{71}Q9gK~Z1`p3j;rH{ZsEbh6E-}i!@ z7AoDXlF=@?ZJ4MJSOg*=m~|Ev&a-f^vYy4AXF|M)!KR7JeNb0bRb{cU6Efw!X&V?a zmT3w@iJu*{^kcmLD1Km25y0`t+dBYi9HFp3`G?1F4&zj&r3z=hn$x>W)kjPZ(DCVU zQ$U>}Ne_a2a7<88?Zk-_M#slj7RQX|UU#J*rs;#2S6R~vF|(@UAhu7AXqTI;7xUjA zR_nr<;IWC^|3MV-GjziMR7O%#4x`}>8P$=J=2EH^ zCZsF{aH!gTf48nZ$NCJ2U9TOFJ6~?Mr9?uv^E9q{2qkR+D#8?O$WW0Z>2S|9GmVl^ z-v`0vqHBtmU0wj6UtFuz@Hi^oAIDo0AwhhP-dyH?J%R5s3> zx|j8;lHvO)t&bBQti~0GCibIPUT%oLm}OMOu#B?EAmRARLO5*xh8|=*n}TO7pa4y% zbwaLlw@M+Y<6C+sj)Pi|t5O4SX3a0xNV#0K^n(tq3mn80nQlu_+0YELKqK??PA}}Aa*4tQk>A016dg*oz;q07E+F02!0M&2P4>y7=J{1iJ!=a zB9&geqUC8|0=0~R-|+9))x7M*xjEMSVP!LHj#?lgU?rv9yLb0y90%LKU_WdMOw`jr zNPKN=tzfaz_$nXO{D_?8DxMtIfa0wp(}wsB3SUcul<#VpeOO&Bv>l)}><^i1dAQk5 zGYp=O33kv|kon}G8HFc%*yMwK1SZ_F^%MU5^G_mf?Bmt>(njZDng#A9x7nGVLWwT>yiwjYzODYyI|4A zK!CWZ=sOK-EMc%Z4I(6QccFfnL$vChB$keFI!Fa+_K<4H6YHJawx9bra}cL`MS*HQ z`0?Hrt~jE>qdef3b&VdoEOjMZt_l^ZVs4(X9K|0sp!Kk|Z*le?dUQx%UN6SmmrH}! zuD@2M-b2?z_26N$rRpOlpA^s7;Nki0_VCtK86GNU?;+~Oj+a2R%?7t3sa>(zaV#9; zW#5TX4SeYFOF_P6wJ;D;&X=Y4WVgaS>+rWO6Se6TynkWQvEKU@c;w`GyGYj0PC1*# z9bc-Ywp@i4(onD|Pj~5AW%to73Xh;Cr?2xgX!DO0-^H+KXhxkJlD$nE__6qCY4K&b z)h7m)@CF*jsNHGi13l=<(5g)5e*GX%wX(z3!DIGYF&z;Ay1SD?*a};M;Q|HI-UM`Q zH%ybY-CZ2`Ov@1RKqca;U}!zw875Op2rzF9O=iG{0uX-u6gZ+jOY_d$IS! z2`HyI#`(wgr0Bc!Tqi5-p8nS zT!nCJES^4$tcLq*n?!D|`b5J3Olz2sd>i%2VlVsMi@COm-NFW=xy4#frO-9A90Q|#VuG5u`R zyHs(PgM)*>AFBfiQI*eHA!v$+2e6(zc?GLzC)PC&oKeYp3H4bxN*bp$!+#UXZH4P0 z>2y{o$R7&Uw}WKZ(DROle)o2DSn4d(Vm`rG!c z8X;UjiC;uxsp{Y%a<={Lq{Y_F%&u46SHjy}Dd~{5<@0PxN;O-?fWle7RWKbol!_2b z$Mz}4X)$_16W>_zE?KCfVJ6|0aR1>}@WC~2M?ONumbZEkxb)cM*j(oI1Y*2RLu{br zsm@|8&0!*yZ+fYD!lGMmp!UUmVucN_u0%?@kX(gAp3U`K$ft@8vx7}s<&^av^F4G# z5wDL3ql|0IvxVIKg{MsoFW>`+02*}l?6`z_5#JD|2^I3hL*usPcEc#S%Xv1EnM%(F zKLI*KY)TvO>oBi0PcJlj+A;0Kgwpl0G2%Xxl1{lAXI3tzxmm_-iWMo}TExLwm+^dmS$A zjl-DUOPyR5LasotW6m=RVA~~hEmhH(T6QRFBNpf24(Y;6A1;CLDOOrKKd|c(@ z-M8u^_?EG0NI;9gF;c`;;^fN#mPyOPmsL(%-V_eQ$6oK1wCVK@6*P?|qzH9|Xz-8d z_|j0ejvYHD2OnLytO;&Qs6f>>SQg5#DKy493hhuyH-egjeUJ#4T7jcAA#-pzP^5#1 zp8*ZTgpe0FSXKO+b}^;GpCoaEW@6bqWO9~6QOdLK@&JArT+BfFK+J zZIUxzt~)P|WUIp+CL9PXiwN-0O4YM1brZ}>z%KLwu2gk&!pSp2eu@3SYEZLgd>LW~ z*zf&V5Rw$Y7sLT}Btk6h^-){&$wr1~2>OCtgZ1bGENMdjX3H0+A2ee1UG!h5IW7z& z^o)+CA^f%skhn8w=v&5($5IRZEX1Qyk{JJs$$idX(ybWUJM{Ea++hfhC+QdK$Mfw5 z>d)bt8t@>H3zQc!tv|bd^G-GNxoPb4{stv!p?uz5%u*7qUMa}`kg&*x8mLbks7%NQ zB><*fRg}{J86^QL4tKZF<}7m!NSyLRfnN#YA& zhAl@XH1vq%W!sry&BF1I2cbUu61GI#dst4FK{WT$(#9aqXbM&cQR5l?rNZfEZAIXaFpLnxep?Io887}GgZgo@{kZa{DnNv*&~j})Ei!3{Pd zUh`7GxH=KfnLs?xf=!anQ?&$Qy}kJ@8M}}eQD6zS;QAw9UZ278i?~FzFE0;Z#mSz6 zjInjst`>Bv7}S{|R613_P4Yaj7fnGDwF;fHNIVcL%zkBC2Pe@%3PD2|L~qBEz!%_A zKh{bh=%2PcyA-MADb>l3<)8dm)Dez5+jAjQkm4gb6HL@B5Qij)!h@(^NFUkG{W5SH zFQp?MAn}9~Bnwu?R#%j;0L>_GLLMuwP(bwu+w-%@kp?LyK}M*sBxN%VS~moI0Qz+0 zk#F_uAuqeh;{dd?RJn#1^yl~I(zo)NpABGfA2Q>8eoFf5K@G_ zDSP39cgdRs#Rz$2Mu=SA$N~w=bO3!P90RjWe{Ipq|IjWN=jcaYUr=-g?yO;h)B4|j zQwbOg)X+PD-K09TASwXC{Ok>8NS+1@-p)_Ly;hk>!!_kBSy_P1Uprupo2%O!p#(jS z%H4&dAPZ@kv6oBxZL0Op4_hY3fH>JXSp)?e6H$#y_z_inf|k#|=s~-Gzfk~}Mzw+H zI8H*Xui=Ib8)EyXB_Kj7=h>Pjq$`81Kfx|$FJBs$7Qr#Faprbu4=;46j-6uo!{f0> z>f9|x7ro;Hhtmc$`t4^zP#k^}=#k5|Q`RZY23n=poP{V4Bx zK)Ah8nF!sTud1fmK6Rc|&y6E^loTr4m4*|7(y{56`#ay5Ktn833sB{So#ttj-(ter|Z20QB*(!t^+LEyMO;tsFx&~ zMf_0b+0l`y>QQX-bP|SzU_dg=y!B;dF-Fi;Ekhu2v$#$L7=`ft(qGyy$(N8mI%An{>1F8%{Kd*z7 zkO=k*;Y|U@=b5XUn>sceTHv4;dt@z%LK@OTzC~HcpMqO%0tjWK(S@#?1P%$hd-dLr z{pfgJ6`!zlq-K+JF!G3m#j=zfR|B3S9yF+Mo>^n!3$iyPnXRm>GH-N))Hc94*|&SQ zU-Ijur%3iFBRSKEG*~)fIITLo91f#xqzjT8(a?8m(y`n{9|I?bSnNBQBofhz6LDu= z_1h1fyaWlO9u@-v(^9$xj>=GCE@ShN`@u6I4G&HHamnSmIpR&@=$nHolL|erM~5&7 zG*L#-ikKTr?J#oPg4Z~?hr(tQYm0S0Y?=Cbe5A#M>7 z5v24|(0&QdAT2=>5rQ$2ZTZVRS<4Chuzl#hF}Z#eINIg zOW3CB05MH)47W2Ly^XJ$l$3T~%Hh?`i-qz>vhDC3oN?->i8~YVAp=UfnB%YK`?;?? z$E}#d$G9ct5T6oJ&r=XfCgq*DD$%pG0Bq#SNmdw+s0rXlZy#D)IEf~Z z&In~K36;xK>z~@=+exsSiclqA`)uL0!>!)la~s!xk9368J6%er|H&wG0O4)!7xxz{ z&<3Uvwp7Ry(8~dI(9~gRQzHF_EF(VdVg}aVR)rJlbyq zP{l}8@rHRBOV@GAp{vS}c$=ZNu~9(rSx%O@l@)nM;D?x;y8Vzr9Tj1AoAQelr)BtB zX1<;!s+!lJUMqE7+*bwP z3IFKjUeI|IJJytx^)$~ik>kc$yomF(@csU-j6AVVhrMMsbN>lH4eoL?)cGvCq02UJ ze{iZNlT)jyBYv2~T}e9Ac{I1L@wv?Uz+=j%QL4r41_Ov$ff}WZf2}}Kyw?+Zr||&X z87waw$S|MPduJJqpj81a_JJ_HzC8Jr|&? z2nk)c=_U=zXibE8wmTlOAfL@9NP(WO-_d+Og$@hdFCjH;6aSUB1^e6(XyVbyxrF4V z3KZw=zCLzjB$E%Dz)FMkory|&1j6sy&PCLV1LB3VE5~_rYe6>a1dWfJzqLt#XOz#Uc$5s(&I*)|&z z+Q;LJ#p6#%W|PJ=3>~k|C19@pO=}l0d#CV7OH0da$46aRVc<{y?_*$u2#R;>J%!l8 zfX<2JgfL?D0m;{;=DYoY2=FzsmBZj%2BXX6rSR~vhru^oVBozNoS?9lKW1o$j4TIc#AWhg!4>^ zM@%Z@a_W^A1i2+!xV#!08dA8klRSjk*A}9WU9=GPJcF=81@hWBBC+%WM*Vf?nFCSJ z0YixuM~WtXz-t0Ig)3ANiALRK*DNYLw}SqvXnc2V5KJQ2L`LZa0JH)X!QL2=4#zVn zb^#dD!DHFSz>o|cX9o13_0}T9eP!M_H+Olq9x}T!mGrxZJ!PGA!0+G>>><3Evq4&| zw{u4G``RtfifGlU9)pcQg=WfjG5n-5$p#VvhYGD*?5<0|5IaSy$Te3AJ!FFu#y8j~ zdU|?0Ki7l^B+Q@W=B_lzgOFZcQ&ZE%fBnz~a{u2uSWYP&S!C$LB+BUrTSLVi(hvdp zbD;X{O=j0$cSVJlvCS20D7@qbP0=l{N$vdo_v6f9WcpC2__v<{akVuluaW-gi`0@nHq+YYGQ?~}r$`1M3cX%| zY_uTaCp=ePouUf5&i&dj^jx7Hln61>WE{ewtQI|i&mG`B;6CZW!3T)805xLvSLNDf zxO_uk)Uvv26Jb}tRBT~sm}vWoOzFKoWIba^Q3FuG#v^qNm1!R>Eei!#6odreH`dQ# zf~HhJ)da||7<2kmR(2i+2Q?Prx+x$Sr)Gv>ay1)H7#hmfEn5s^9cXBNox-va!zLq} z##aTIoZAi#O2^M%(K5W;*7MAD&xcub&>=LeX3U(e4Q~A`eN3{JSFb*Y=rHtVV*&OE z8P_AjUZh*$D>1F){q^n56kI%qQlvzP!=G5e{dBu`zrapwFK`kl|M7svcMr5%QvPrh z1JLbL)1D$vv2j`E^foaXG$H()Dq<%7XtF?UFhY6g=z?ss@2&eJ1$qo6;-8Wda`qq| zkRptzl)RlLbblI}!`hGj{<{{;g^Y0ki~JF=UXBhJlXw{@mE^zd{o{|TtNx28p;MmlXt4xMc%ZaA zZa4RBz&tF?D{ou~v>{l!;wdS=eP4%rQpCS=VhAuLh03}%L3+j0jYEiz&OQFOPmZ{I zs$uJmgSiuU^zUx>ckKMG_i7>Q!T)N)l>R3sG;sy^f2fq3GX^+w#{M9;P1AY>)w=3A z6q*K(3e^ll3MMuJxiu#un|FM&{O>u{?0=_ReJ`_ZUJY$h&q+}9v5aU^r}6ay7s98| zy!*{W=DcU-*9ePI3G%Ty%(eGOUHBgP=;_nTkZ;IQ0xUCZAlx@RXB0NP!Ye*u;mZJV z8cto;y{u}#xAY3@!U35JUTL=L3SX~k%)nWS((A( z%McY0Q*L7p6p_-ZJ{(TsKbqkzY^g^qkPAnl%!j!JMCT0#;t*v%CKC#BGYGM{7TuLr z!ejjBIl>;$uo@s^k}NK9{*)t#GmFGMmxP4G`$_E52C)0ATR%=0E=_zU3D>r^J)WB6 z8tML>9G-0>)-hVD4!~C^^jDN!s$m|P`izv+rcQmJRZ6_{;&g8j2vMlasH&1=9104V zYn_;yY6J<+GOl4Fqg;6ETPg~m3=+K+6QSB0x9+_JNHT>fR}PqGD9nw}5VDZ*Bf~o7 zV#_$cBsPgN15!s~;UpgnnYRU8OUQ0ejWlHd5p>~nOwN4XFyEkMWhlM2r)frWp@pXq z+FIb0iJ9Qht=)a#=C-|5Zy0sukHmEAQ;|kcOkaiKQ zu&~4j1(4~k^J(v4Lsct64kIt$UG+*2p|$9$S|3@jLq-( z(#omUB2PLDrC(&Q9s_ z(II;@OpM=Pz!HI)y?gdVLlQNEi|>_}{*Ad|}nZqoDPlg|^9l%rZjz}aEh&oVw zN}>o>hAH4AH5PZlw$&3}0XIeK)z!Q3DOFr`T#ANT(#^5FNy(FdtE}w* z#L}=(Pz<#_8xOYbT8Gj`bLRq?R{{x>%WD`}9KC9XwD%(~FTa2smwZ+-uS1re0L7cDVkYZ}s6*-^C&e&l7uot>SGC!`I&EFUlnmAD1Zl@%F4 zIJD*n;1kV`#5RDROdz8{lvas$1;;=}{IeRSL@;0n__bzO1t|>Shu!CUg3iuEJFYso zDam^F$-_6z|8?WOPfD3>80qOla1mQt3JMEV-3rjGlffXVd+cpiiMMF?&fiQjXq3A} z7<&_W!c&NaYJmR+vYg+!7NDDk_mvE0O|idj1sQ}S>=0QeGt8Jz4rb-Rp(e8o0L?F< zpRoO&)|H)Bj4kuE*u&$|TcA?oD}{cA|5Y)Uyvj#MLn8t(wMLMKa!2E<>}ZTSDuYW< zr}SS%qKZqdE=?*oFQV8&W@C)-DsO8avK){Y8o0;(b1bABoSFS zLc&P}e3mGyY!o6Ay)r1NoEopGIli4#l5=5&1>VUhWou>P@Ie>MQB{?Zse0jM(z*0TF! zUtX73C};C|9iZJ+V+8~y-7~ssiNz*m37IPN z=|Eo}RzZwHCE+J1#w6@Q?HV27*j+3|qV(2MkgXtWbCtV73iV@U6urGR#cb0aPBAYW z|NdVakN9XI#*u!k#EeD#w-2_*10`jWHOa7?YV<2~KOFP_fsn3Abn5wPi~kMz?8u{9_5H0vV&mBE(7bB3pZ{1yH(a$VSF; zg?`I9Y*7Rezq@aN;RCIF`W78s zo04K4>NAfLngS?Fh?nS0Ay#OovFENGJJd;_5^a`v`e3M+5nKh=v_;QAv`lAhmKM_@ zYA~+?LL52@oSearF=AwsWm0#Vq-|E``U(Aq9XstY0pJNGKVfqd@&5?q+;K*hkCW~ zLP86bba_jr4M)33y(jJiYk6tuITGd-u0c~EiB_>TeJ~du-MmJN>9>zz;^BMWAVT-h zX%YSp2oOu%B=JQc6E!`EUc z>kY#9B*2G66T!|TTZD5ufRJ}!RFuBwp-kv#Mt87WHa5|3VA zuQ~E-*xYe|wt8HbQ)@{y_h03XL`aEy1F{eGf_)#Kp2QjSg)$>nk!>5edHx$ezpj+F zEq`BZWVdh6Ny$9B%NoFOv9+Lr2+DAfa*AP0O$v%R=ygZdItH15=T6(rWNTXZ z5g5Ca)f&5#CgZ~zR3TG6=oMk5S?e;G{?jWQU=;wG$kj)**1@dE$dNtOe0}@BeZ(5} zBx2zG$jFfA2%WBbU?2$!ppjh@jl#e0DDmaMTyZk!&{4-x*jOq6w;74Dce4JifS=S5 z8&Sg{69UIW?_q)RbY;_jzWOx~SZdmDS4}aiN3QbD#(#f_=IXkC@d3>hnzbJVxg5} z4cP5!ATP5;r}sC&n+13#rhH1u#JgZg7yAs;>L}@SD5^J3-^_^AzN|qOL@v|MT~qhI zi@Bj(JYxkaKM8ZDYGx9qnP6&M6&iSWm#@}LO*Kv<5pbOx9Zz0>x}!t1w#PLGc?ff$ zfp&F}Qjd+82LAhSfE1`T@r3LI4!e^33CONtqP!N*@Qv&I?F7>ik-suZ`kt%-l{-WU z2F2$9{syqM3AV)10h&<8A2#BKFQgt}Vg=(N4UuP{m_~wwfLS=WY?StVhnj%A8*yN^ z`i0Kw05uQ{?;|hizkyaKwi$zYJS5n$ikc7+-w9_Hl1Ktd6S+}zk_Pdyf|&2$zY9hZ z*~!-(godbitbOYm)`U`65q_wjk3M6-am_VBvEYKLOV}g2#x#^f@{Wn}-eMR~NVZCX zH^=~|5qTRXb{cdb1u6lZQzG+3>cp)BX(-|C7F43@wYLWnRS(bw5y?g@n7@QQ_zzxK z^9JCTQV%DQ_M-je48!sbPNR{P7HBzZLuRN17&2p*=WF-cheAQ-M9B?di7sPy5v2VV zs#EC?b6SrK>BSE>$s{LXFvR_ZPL1MFix94HQceu&6g3uwf+QFz@vl8P5C|uE>l<3_ z8S-xr-Iqd;e#fDc$J=|r9`SCSV@Ho3JvYFPSwL8}9FXn6w#ge|0M~_#Di09q^B*NK zZ)hV{H1-^J6PeE?u0B!a37NXOirz)oiU69ai$BjKJOlzm011}PF77;Z@;OX!7@ZUn z189wQ&PL!j1#pevwtKf*QZYvr5bIBYwPi+r0qr8Aa6e{*8&Ltz`lpjL zBy5{pB08fcr-0p7WRb?^iIoN@V?dkM~RWd7&zPvk)en z9`Lq-PTsm;Ez+2qH)0-q^Jx4GxeFOCK%`>6Lgt1lmEuFoib6iCHiR4Coo` z$lePm(~DTPT>^fq{9b_Pu7&r>*pId)p=GDwdx$75h-ee0s&MeY1Ew(oZ~p$?MskAf zhrbZ;MEq}}LxR@D1G)@>SZ$eD!88&%i~9~7I7ZpJeS0JRnbu;)dfs6X;ht%%dLnXn z3qZV>>#@HHSZY-`{Vc@j*Z22ExAXvrE=Edd5*z^4N9fk~Q`p!<${>gX-_bWEfivtz z7$#XsuulxD*_-0E8zeE#N&-{#^;bf6<0wr7H!8?4Ouj{Y77>VYgqVlh$Df1D_ai&r zfB`Afl|qyuwIFMV_&b;+uHcrM(2U1^Sw^+P<=u-{1)&R@5)|ODfaNtu5W^X0mZTiO zM9*SlDcQN z{6#sva3&N?I0bWQCJ>fMHoQ_0x1o;6KarOxc(cM~^lg$qMS{*1(^Hx#7Qzka4svMBmmvI-aaUM|3LeYTK_y+}-8&1wjIi!sZK%mMYmz79 z)>sn&zdzkDWLyEP{iynf9^u0zElkW{pm|j^vr4y_=VVF{Meu4yi5K$*NMe#g*KZtp z?Q?JyQRQyDe?V{qb+Ag@Z2hL~a<DE!a|2aK(Ez^x31P zlh--)3=9msk-~tGwOF4TsofP^>2fNMn(rxbU@C-+RsZ0>M$8e&agd?%(&`Ltl4%a`NZ)+8l zVR|Q04=B4HV|*kpm8sw822u!gnhWoN&mb2Vc%f&n+cEjB+R0)!%qSV7_{eIj7=e256dH_kD!6SM> z#w-|mbB8WswJlw_njFliy zDAAPoq${tZW5qL7#ll|f#(m|q4C{XJSQuc({68l@zslqNJo2yjM90hgTTq|sQv1fU z=Ok6S(%-woYMr!R`p(ZWGybER>|!FX5bqjdNFuSLA-f@4mJAvdDv(C>Y*Y>ov6^lP zyh?26EW%$QlAFRe_SHwsuR~d2V{_FVovA&uOSCNrQTNGlRPqQWJ^{d>ix}1VPb7zJ zS;WN!hp)S*Cor(-v)YFKq$zNSL7Y|Rt|uaUs>}vHp_#K$psm>lA6+S$qhrHe9nK`g ziNH@J$Di@)CS$~)ADRR?hLC|&)IPS;zKl~t5^MgXyKi`#<3RTe!XoNuV2vbGIOQVF z&(Gf~$nhibuA;o7JCv|nT2I|5Cn<_S@}J?2l(_Nou0HU9K%(dq6!P0|zY#x_;^1r+ zF744VtQj7Wm#xrhOU-#h-Z--+E8P0=Pj7ox!0)?u1+gYLxc^*b!3*C+FOZNm1cJ#i z#PIjF5KUBW3tk#WUX*0hTUiIdR~hIDMc+y>;92p%5%!Z$`EpMQ@erGW*GK31 zsdZ%Tga|iemJSn3Av_Hv`lshUe}hu-swq%KY&9@*e7sc#T_3l1ln8f3mO@Ka!weLP z$?=qwXGy=;s=gq74+^(Kr&|I(=mv$6Sn#`~<_;@71r)n89D{6MD1?i9JtZn%3w5cj zU%4nKS&HM>DWz6!Mc_oDAy-twchE*aP#~-UA_mZ<*zl&&)Ef(We|xx(w>T=vdG3o8~$|Y zu@>f9!dp`yxLvaZZN8|ki?zEGKvKJ8Q-Wy2&LjHoPId`JdBCsAvKi~rqwp~v&`&}VlcI}rw->KW#eQJk++~rP2bmdO z1FZ$F@|3KNogLzj?c@!CaL2LbdEOuB?QTSBA05=6l?;~|)dn)$y?YmP-~Iu&Jje1$ z`UW83c8)YG`g)HuO8&Qr8le5Q($sBOA-9zIcBtM=Q#c8$pdX4~5J5>j>%=4oBrYOt zh2muGEYKr!?oQ-s;AFg>F`V=(JYu#lBy%C43)Bt3$(yO|In}v+1g|sc<=^d)Su+)h z1QSH!v5pAxE=%9jhJ>&drBV44J$E6u~PYu15>bWNjZY zS0q$$HXrb~ABV67jGf5nL?{BVYzEZh#G9ucczO=PM1v7VULkT6SB(b9CqqwwKNtk@ z3h)X_GSdSrosNOVg#WNVY8J{C?OojCw^raT@QvB$T&KUt4)P2p{$N=J+x zK7r9*-PDXSDld2@4g?21JxSkVSsi^@9p!M3jvy%|_T@yW`l!K#W&89SYA{h%0MC*T zSr~$~>5PQvp?D>;O|z)@{fJblf)v_e)(5c_1-vm+-Zvfxk>tndpMT4b{)T3*K#&x9 zWhHsp6{5^uPbbmxQ@~^t*H7X8^zhD#dVKseWVIo{E#X+hD1pRugm;MAMfQk#x}GkXhu+Vl zWw>*(KpQj>Da0dWOqTE_7&QSnBqV!AU?&Rf9@`z+*=A*M*JnM5V%UTU3G!++gj|S_ zjA+tx+|XKjc}53WKBCF@Bl4z((;ty08p!~R6^g7bF=lap#H;CTQ^l{eAh-g&d4iz5 zGfy`UWzf?LIsTNoy)b18bjjIjOTt}HDX16mLXf<6&}}k92}OXYaF8;4AH*Wij`gs4 z)bjAnHl$2Q4CVA`ZUF@xgdA%`Frr%xlXdVIN5@HL`M zzV@xRw>u*vC}7cij)D!Y{OEIvesK};CJf35>|(M7wj%D5zs^Gm$PoCfCaeP+1%c#G z!-MPSk7{pP6FNqj*93IXOtP(rWP10vjeF_olc11kllK5&E{kWNdg1#^ZGp2pX8Hd0 z&Yn3SFZ|@diGO~q5Qc&94CQUc`q^#&`LDvTo5*YT;0xA4sUUkD=!y#*lMpJK8p#Cm zWxTu>UO!ko_^(=}05*D$Onm~{8QH1dae1VD0rx@kzb9v9=B%e-`u$(`RPOs!f3v3U z#_vT&2V|iDzFYrkux0<6uyvIlyP6ss930G@w&f1qS@`u@ar2cOYgfQsf*?7vsc_-T z@lsw#8gSQ7B_(GpEt`igD6T1KpYeJ$;`cz#NrJm%Y-dL!af;+>;6rml#f1^5sT;wn zIr)|(2Qql@egR?!q9>4C62cpB1u(aDt(CcnCbjJNcI>YKXa(ebN~q^R{yk%3QBCSL zf3K-X&#q;*lJpBAfy6)o&Q)J~IqO)hCZPk|7%%T^S-<7ls*1`*<+r>wms7y1eU$>Xe_ga2P472?4MpSZsE<~6+C18-Fw5EUZd@y?C&e=Y{K zN+7a=qzZW{Gzq0}U_JmTAPo=+ylaaU*qq2uFerQt4tPzB;pGXC!8CxUP(b3~rV%F# zc_(EsP8fHh0A3vB1>_s=Y{qNk z`|bT6@3;4{zx^Kjc%S3@j^lpsd$rbo`2Bv@b)DyVofmOGNZkGF9P#DkpjcB=L*+YA zApZx?_1F|Yfnwp<+lLHkeM&JNzaH_B7I=P83#mEz6PGk zj@OPZfM-&%Qhg=LzH2Ju=-fCEXi`CIPKl!)vgUjge6Xj>zBo@P$ z0$*~ALCoaqmmpr1*&yE;?(SoZ9&O06*#xrz9c>gS<)sTaymN93zY$nrbcLT!Pw^Q> z`o<2!qLa@PbT?2_D^z%}j6U}&r{zn~1ftfEm@?Vxu*z&ill9OB$3U}I?h$^RFY5#^ z{`*pET?s$uSH$8&B8#z>KEd3KsScXE4?YW3#SK_(N?6uSO~*diaeijxJeR@}YP7;Z zCxSYeI36mmjpU&IVXDLUDvu{=^TZg>)d?7@$2X zfiQ|P{Yb~(nKNj1#LJcbc$YHlFl4c&rvvHW=PKRp5yVYvAE1COvJMJ`2&X9k;%=ST zjHrOCP-i2*KM3;w@EG(Z@sJfW)gfAue))yIfh#u`T1#w>82vPJ3wk1(cNd@%dW4dP z^zB-pI0^B909WO^B+?^ccy^rx3PymMPCqJvPcL1ak=n0@SO=MO?voyl2C+&pu90Cy zg$yKq>?%L-%RN?LUE$I`m05&$6Na;anLPJx*+Z?|BZJ+kJ=bd-n*%2oKokdWSu08~ zR_+UWj67YH(jvJgEMgMc0OBvQF{dl{7}9((tFU-E?5|uF&z~OwBL1S;lFs(Zgjhm3 zNN)pxNdw0M+9>X037I3m6>byfNcv8%HO}Qq1NCz`^Y2xW$co`lYnto@&7~{JWU3qK z7q|pOk^T_d#>I7D`~Nk^^`D@@{`(_%VgL6S#Q*Oeol!2=2##UU8=++Ci0JYjFazo? zmT)j9udU>P|oO>K3&hNvl2)vI5EoxR#Vh5#fIeDV@E@Y2*lOY0nKj854?NC zk#jJWZ>Oz!6chq!o1m%$2YXAU7-t-_2pE#Is04lKQfHLEq5l$UimCJGAE8EQ`wv10 zxZ7to+Q=Zx8*)wP6 z-bi(T8L>CY#k^=ZQD<}NXRgDJlUoM-mu6HLLonAWv$x&qvit=b>!~Z+6(ByEDb`ZK=5q%wzDDo)*Sba)5DUDt=XIx_+9{D z-TTeCPHJj5$QICO;n0arq#PPhMoTgN>GttBsIwF-2#!x?1e{T>F`_V^f!`O=8hDPv zpU`8ELjuA~lEux+*z;rzhzPaRFrrY<{@W+9UKKzsVpYf_kgPlSK4i+szpd@;N~j+O z_M!em1D%zT;D^YU4d@lwSKKpEL zaZ&~qO>-`~nZFm9m~PBjeK58=8eVDK2TMxcxDn02chbMfQ~yoMI$i;Ci7wT>&XKN4 zZTr{yc#GV)a`pecW5)wRfLH#|p0!f*9I`(sQiREcml|viXmgf<$1FeN3BS;$Dg$R` zs0s)TLS^T0W(0df!%tifE6i*&@+(PFAmBR+s&Y81(9+9Thi?EI5G|`alL3p}s~ZNi zOsXYb&x*Uliod1clls%kR^^)Jkk%~*=;SgNapZtdHBh4l$f-GvgMb)?n8;%=KZ0}N zH<)pvTWDAW1l|N;6HIPp&hcmIa{jVQEaCB{M6|BF{P|@jwNGb9M8hKr^s~@qOn$)s zJf`jQo!Syr-`y>NlpS4Hl3p ze7JJo$8(L~XyF(dgcp5LOt+|(qn`tjc9R%4o$({`m6Vh*I}xtN&ren!po=}SfJw-X#fyjTT(+pU=7B4hDXJz#{}?)JZo|Qk>alFkuj7 zV!NCnA6otr&Wpy?3T+{sNtnD?%XI{g#fx1E+Bs>ehmVnxhrqmfLQH5Zt#4;$WUScl z#JQe0Pn8+t1E4%?{-JmB&@~Y_0UsRNz{$l}AZYEAX;{N~)LZ7~e&TWk4yHO#dEy0c z_^ln|`QqsiqeC7R2**CgJYPAn@w6I#(+wb9-o{zuFDV*7g${G6hP9mkyDH)KyMI4v zO3H5jKnj4O7Ob*DWZfLi!-WfEg-*vR08dTCaoDDr7|-MU%6nd&IU!JhZVz_t_xBam zxd-6;Vk^=P%GZgF0*HNJW$Eud=@X?_WoT$912~P8a^z};)BqbJLkyT6Boeo9z4w8b zt%2j3^drvEwk0C_)BIjA4Q3!uo9?s_n+`ghT-KdgL4*VMf zHC~c%knp<$&wt;nf6==U6rd>Cyg?4*-pHGy1qSqX3j>rfQK^_1EHEwYkW*l_(&wNS zm%3lU`F*21cmpT`q5@e^n;g13^&1M@L<=Ru* zvKgG87sb~37$FKnM&3fB1VFkRxKC=EmgBXbmNi_u`7ogA<9I?e9p_Xu*QAlU+ z;lYJ!^&!|eiZJj6`CEn4|H0)^g4GIt09O>D2x}3K0?CANYxHp+b`4X@9vXnVsVY5f(#X7xf-` zE@-HWa1_n`I+KS-8!>MlME~fTY{5$a>iQ9UbO}WHL=|Eu)9k8eEqR=0sUwVMNs82` zSprzAPN4b7{hXxpsTYp4(EKI<=0b>zpeF703Pi{f)f&yOGK=x%2)K^~!#iglrM9B6U1@V5)W4Nxls35Ox#e~y+HQnnNY9{7p{ zmW`e=(5U21kEGVWZ0)SZ{6Jm2!UI5{q#xxl(PS2ecq#~9c2)KW#)A2Jul0adS|<1u zx*XVp9R)Nbfara2AyRSUd(SgBe!eY}NGYt3NId)OwXcWy2(gk$9P4W!Tzw}mjz9drOpL1;htUVPhz>`lOnXdpn|u+D2#2QXSxBc}#za1k8H zgwu@TmdRLl#*epxUR~sX(Sf#uHlRZ|c5QC2{70`TRIO&RoZeuMcScS#lUKlCiS9U~ zj>RV71q$4|bDtVxd5V*T4>|cb^>;)8Gev_F3y9B0NI9qji3A&fH(##G68v3FeORNw zi3D7&hW=a%GU~}YD$}5W-arg4Y{IY; z+k^HfuozffSx4^tb3L}zloMIsD-9TX1Zfd(j_iTS1~~hHQT#cW2hjz)P)KO8gMj-c zCl^X{a16`|Pp78Te^B{=i3Fj!c^iB!4Lvo?2zUb1(JsUs&#~aA0WWXq_$&$e(W~Q$ zRL9?33iDX3QRk$^c4D}`Pe?l%OqBO*TT_=b*Q#Nl+3Y-1_m?RA$1{T)e*nbWh8Uce zMQ+nlACPUKe|r@Z?VT?M$uC=oNm>!4_jA7{!C6B#3geFy{OWdb)&k1lIV$G?0+Lpf z9Y#WS#K)KXCoW#NV2&`sQR&l(qyb9QA6^76DMAt*g!k17sE-|nB7`bI8v2IDI^!lz zI%fojy(m(2k+v2>7{U;I0L0OpDBu{#nbh#$mHfn`A!S_kz8QA2I0`X)Y9DfQEi_`# zc||EX!r@JH-=l<#L`S93M}N*a6*mXZbsmP-(fmI^_?!d;9P0Ar+W^ectSGea8AYBHNWXFDf+9r$V&oj1gE%xB3R59gdgaU#l7I0Pw| zk@i0l&Hq4H@Bbq24ugJ&Vqq_i_T~>+sM=Ka>xgpr*gCfZ{{ry8@0XIrvdJUsj@xR5n-dwII*!-;)EHzs(5|=!6#9V+&!3XAOByO=DJj)bgLq~GZ;}Q!u_qr3zaT;6e`muPd3Ut!uiI; zQy>4QZ2f-%DgH~0j_tMm{LIu#-?4EXw6TXEwnym~OuBVKV<6{Kkt%@3s{}@9w5!p; z!aaSu8u{R%;Z-F@f$sK|5+%aNu=7xdFD*c@r7jC77HJ#~m3x3d;Q-EQ^C7V|79@Zb|DC3s6XLxRNF*|= zrS4Md?gCzeocLOvD*(+k7-%_l_Tt;CYavIb;X^oxk0U|=)AeSMM<^8o#1-~;=l~~` z%^s%f^_YhKji_EoM??^4kwvQh86ZCw8hOM~B{rJlk56s3r}kXnYdHLy^FI{+;$-t( zJUEnz?PL~F2>7yzY>vS8Fvwd*S?b!zATl+Y9n|_*h<>QfZ96y~(qnPL5K_BB1pN}& z0^k@&8N?!?15RIC9F>y?(d{M51o-n1A`-T7W$=bs+Y!N&E}C)^S5HCpORK=C(d~5pqZp zi@GB|MU0%ItK{F*9ii;jh0SnbW(qW00Omznz4r;{(RI1wwW)>eK`M#0a7#r4dI{-co8hb-HkRoJ zq*CGa&+k9Kc*%Py3UJOM4sN>*z$h>v^?;h7^+HH8f?Ly&N4Gu}rVAQ>v!IeGR5Dtj zr(#AV0pyl_=7eTKMic@$wBqRuGb{{d(=$cE1q;aR-uPG==Zc8?Q-Tun48sijbB2js z!XkjfVe*FWAmtKe(r8bVD*MkPi`@Ghr64bjbHh zLbp$|IoXTXOI9QRqQV)iSm7IVKM0wj>wpS7$h~MR1Zf@F)O<)XSlV#o6AXg$6gjuH z#n*62uO@XokV_^~(&JbLq{M>sghXTLT2N+VNN_ZEq0oCmKdA$RyicfO1fb`8c-Wjc zPrgF<7ag|IoC(~o&U()8UH1U;Xlivq2B3?&Lj%MvieXasQV%S-u#n_rwE>jl)NM$; zx#uz16CWcpH&m@=fTXc$^3MD&wj7L-x)dJH8-G#MEc+^L zZIQ&I<2MT5znyy*TlsjXr#xp}{YTwz|GT&=f}$~@{CJqbfwHBcH<#(?QEpMSonwgs zYWshwW$%C2MgIp`&VM2i`Y-X3$YNy7Xg!3N)k?%Ti2F9Gq@ZfHLmLL+I5?e1dJbJJ zeBM^}tlZK;BUiOa3MC~Kuih=~}Xg|Zr2MO%19lfW1(_8pR#%y`a;Vh86< zaFQEF1xRcm$2zl>GD}zqtVRez94tZXA$tRW*wmOrHiRT(eE!VTaOs z51YEMK$G` z7;_HCfhimg&jiTiF90cYu#qCOy!T&X+B!V2^@7u;Opz6n_(!=c?7wwf4dRNNVH>J) z07A~R@Qii;CR-6Z1z99b|Jq>MP&@wXJcu+4kaJW2HegDUhw7;R zOH2~#<2(@~(d5L)LO_Nxm@iKjdk{jXUg^PTRb_UuO#X`BdKJ~&9{liUEzXr$jx7gk ziauXpu?LXFsKeUu-dK9t&}^@VN>v+2Yi#EfO%FX+6P9uB(!?u&?B_KT2^F)ixN_yu zqr(nQMIYU>4ZjpKeLDB*`7E_pYE|K@i#&S;iuOoIHxKM~v&p_Oak|lkZzG%b37A;q zCi!Os4%OInp-H|!^~?l$X=x2JGcyv5p%is>cT`tr$31)IIjd|+x4gt@MLD{ux*RkH z*pOWcQys+~@4|&`{V-6`a863;N>&COLE{<1Y!-#4)$QrVj!E@S;XJi(>XUnw$>tYM zGrm;f#J@LY6(jeH2F0r`!b#*`IsaK$@Dcd8(N*CerpQhEt-&DOlH5hwQi2e6qt0cA zL9m>nuzWB3OG5*Z=A48~S5BT&Z+(-S+^fD8Y#gEKl!PK2kOLdD2np;bjByrPwTimg zXiURJWp28oZ@d$ogdf1A1_GRLG?Y=dCeU*&RL?+9BJq#HD0+dXt^TglN`K%Hcg;gz ziCV9bv^^w`B(&a0NlOzpPR(zK(3;5C6!dm*K0WRG?dP5$NWr8s1MHHJ`$5jC6Rx(L z{^P603-dYAk1LgH!Z<4+v1Pn=do}aVafagC#L55t5iYL(KRuU`O*AM2_0WEB#577A zvisE}bY$6FqY6%Faddt~!!?HWz%WiY9B0wYvi>WaonpP--^bc%BL1Z+13F%%S(@K1#|fkDW2?cPy@wp^1bQlXDK%T<~!FiO2iy6wj#b$d42I_rvZ5aV?B2Y1B;*?MhiX+Oa;OOI!?fP-qhY;PZ*aHM$iQcfTS%3$3M z!C$omOH`E1ppf-&7CwAZ*zDy@Y8QlagObYuPJ9mOSRN8QEwb1wJwGo`^!rn@m^wXz zDQK29O~JVTX0s|z>1LIi)cF1$-F(Yg4~_)tB*Z3Il*d+ z&TEBnEc5h)iJTwf()akSo8(){@u}mgn=<{sKf?82{kaTp(xbP{6<+stS8D=KSca8) z+g9NX+qtiJ-@Bt^*Tp_G%X?ymr$Md%s?MJ(6@y8(E@|HU64|@CqeQimRLy_zMRis0 zj2*h(IQo(mzpf?ZD__fI1rg@2kYsN^E2l#T#mwqnD#m3c-hQAMeulF|yp8iWnGI?b zNi=X5KQfc#=D9NJz??R z1X{nX8R(N%-P2=X!=qhd;a%}^x!yo3??_~EG0*VQ59!J|xpK})Zv5S&HLW++tIByT z*&Y=#>b-{3;^Pt5_RZX^VJNazJNeKRy_Hig1P0mH?QZR<6l(BZEL+5WT{M!;EFDW| zjCR?oq+sbZ*ndB)-C*^%QNbejsY-Vh^W5EC0^^T7{?t@{FV|@B>sZX(MPb`T!rL}{ z-B+8YCii@7%-4tCDy;#>to?R=i7404o zw&SFYA&;%62noAyi9M7sFOBuuL#UBw@=9h_X|ltHm|DFb!uRG{B(07*kX78huk)5V z&%BY8sobR#c+GHnV%9-f|O@r=7q+Vd}d;8!-YY zjYlQph-pA>hH|j3UL`3hI{mUc7X8IBvYO3Pw3hDI}s1NE4hb?1IGUB(gLsd8v2B zoIUm{LAdC8`CzPJg|bgRbn_eW+D{OHPy9m zu2AgRqMh_$d)0fP30s3?2%IJP!D)soVV*o1BjcgvLlV|b4f10nbEfX3ZI-Xqw`gB_ zzEYl`Rmy7lrsVY4{;_r~3$ei|fk7{wkBl}v&iD4eJ$6ad?@5LFu|9Tg>DQOTLwEGH z9pCeZlXvQDB|a>WzY3Kv7q^n{4}*!wOlU&oFgiJ@Uy>aL?TU}nAbv}2s*K>*(a}iL z@BqyLvuS?H@|)#HHb2a6J=|oVYQCwiH`P0>sKPxd_S98ghfI6j*|N^%!)L=yym$|q z9{V`y(rX*+uC5=oXLH};nez$?N-(LX_hv36E&Cz0BZ05aojVUvwH1ld%gDK7-WfLk zY)h8I)4rKO5b;#6jm7-;CA6Tqx##O`0k-%y#Vdaeq%42 zqS?~g6+PE%zxWmBYFoH=O|sJ)y2@KDK4$kpSNw#5)%V}a;smT`*+x3Pa5iIom5OQ2 zTyV1XrCyo7^T{Y59$bO(r;~FTg6^$lGX}ehXDheYilwsDyln?WqYgO_w7&KU(^uT% zIV$>Y%vZ6q@XBzobV;gKva_mNZfnx?nAI{ZZuuz_d1&XO4wQ9THzqmZ=FOYH5Jj#1 zA8PI6IcJGXY`I@H@-=(=7bBa6gm$uNV4kPerO!AYltqS~bf$41W&_qz$#-b#O;qjclz3Jvi?*Oj7ubkh@lnAa?8 z)H(m+uLE^<_Np)93e;oISXGNeTFsle5I}&oO+>O_b=%b3zwO@dV7csp zqL9t=;|6V3Z>G0|GstI9$tBZqS7xiYIQrTpto>iTdbLgOE5H!(R1ag;!GjB?EgW9< zX$fn38;|(pzG?2fcGLLI{A$qIWD@P2*d?(~Ny$3pVrs~lfk3`gK~BP`){o7R?Y|

S(!3v*t44^jVzx5Y6U}gSsm{Ow^%)pPyF+f zApPd(>bBYV-7NXFSDb|xu0L^``jV+T6;OnQkK*Rd`r3MSKI~h!sH2WloC2a8R6Hd9 z;~D)c)GYSfLb465DzLB=XI6lhBM}+OAX4CCI@Wi~@nRtS+WcPiekh>G;tM%@oTxG+ zILM`MdMhp*f_>E|WUM@X9JX1l;@DORW3V_SsAfvgFNIdFohYdu>O3R+oG=ncaP|5Oz#Gwvv|qG+8PhjuZR%Ch<*}utdKZO?oAu{9-^XAh~u* z-k3OxIu0Pj@sr#&>)GEuk`O5^0fi3V)G85Izzi(L zxhrWmx>SS2xy2{q;#BqZgV3A}gO<+Ldv#L1XgzNyFBxK8bbPV;Y;Rifug!elYD+Q- zHUo~8Jbu&tX5#goliY7}+17G_ z{XO;9B+rQkJOf^}hm9m&fi;I^!QG#Dcz9+2PuuL#)wywy2!{Y1Vh-}1-q`#)32zGe zUQO^0xC8vRy4L0O%R{Ct(a*ADZx@+7dI^OSlkNIRE4q4V%TU&eIx^+J_byL1$&h$ft^>$!!B~XeCF)oT^Zxn=u z3_A?e5%b5l3K5aqTkqZ& zdnBKoSufWunYnty25lW39s0xE+y((#-dwE>EU`wYjnFuH01jh7yE`*yuxh5ae7g;E zo>pI7i~Yb4K{a+h=}LAA@b?$KES|G5<&53izSA<=3SV|i+o^-;E^sCj&yDM_5=Q|D z&u?=F?WtF`;RwOJ1`V7+`1?l7jX3;KbrOAxLCpxSHb?m1VHfx@23}7dflmNNt3cw| zwN+vTe*O~bH>l%-$d-v(X#iVP>fPFosx`aoOIO2onVm-rT)v;DZc^d&>xqX}u=t#~ zUsz0-LNjk2s_p#9Hy`^9#qQ8@bX$A5#!U*ij0f?ZR$# zY(}=*g$DmsvQyII^IbmhRrnaA4;0t#hfQ}Mdql0Mb?X$p>XgJ+XYU!AnjQz8K!iL# zLB=t#Fe8&xrG5Lf$KhHZU*D$Idv9{paQ3RJtFMEhtd4Iul<~)a=iBcg#RLAex36ym zN@l0o_ilhtAnylX2BmOtjJx4o>(teD83VGiWcTsEj-2j=cHtL6r@zej1B5E>fl6_* zzhJYEDw;E7Wy?D^_ny&vneVdK;faVcRvEPW1Q1{2m)->?`dM>Qj6m?fL3%_?A=v^!`BZ#;iF`+md`x4$<`dNMtLtI{5P^4G*A~wT5{|((r=Y&-!UJ zV;s#Fw~TeDW0;5o{P@sJ05ONK4RZ4GG;yu?PO9E9;KA6$jAaNxt6Vy!htw(L0YVOW#7m>YMUw_m0u+kG>u~n2x^!te`cK!aTD6;)Wk6Sr zwsIsh5E2rK0z6ML<%eKCPDFIoonS?l#aMB3_xD#~q#ki> zkkkv~SWT$1_M{80s$x+{hlG(B7(}^F5B<<>QveNr{+q19P+gH0dmV}+9D&Z(4puXG zH`NONbi&<`Hw^7`W|5(nLIi{oBFmO-MV{khtb>ywVVa<=9^>lu>o1ydzd8tdL_T6Z z%-qcUZ&H(OS=LY(LfP|-JV?XC!=nH|5`&4f!U*+xD>kvl(WCchCNfquA+PI#itAbtVFy%L-xevH3GMBTT zxdQ>>swC-{@FltlTfk>hYYEuJfjWWuqc%%;&;ZxDekAXPYW3^##5NUV6s}!gxLZm5 z5TF`~^@INhxB3_qRLmSf&n%g5W>#)Pof}YrcCfoADV1UG_2F=Qhz2H-O)~~+9++OR zMep_C;9$9zqwNw??x0D5G{F*@P+;ImFSk3$A5a#yBDG}%_(@{b(0Kq? zBsrXFEzs>~)6tia(Rs@kSusuD8CTXof(5`liLzbnJ@OqUH&-X8WaK1>zxV~8z(BE! z8KKy~WOEIz(zkClUyf4a5api`$nP8bnWacC&^f66yZNUjyv@*P$6_&s!@K?fhCk3z zgt1zGfztTAEDdP_`I`zc$xjL256eAybV)I>ljJbU42c!enV73rXCZ!dbewShGwJbT zQPL@+b>ut!^j#3zFkRLm1IiI}-U5w4UDnWlENhWP;#T!h*(Z-y?E=HH4kCZD;szZ3 zL@>?w_U#AwqLj^Kt%EZT&bHENs%btG#BXBbEXs|$YOK=)?tC3+Z=#r+V%i!i@Xb_FS%+_vhN?>vwt?%RyoY-UgfKh@KidVO`5E*v`{oG> z#KRvpB_ID1-BTxEpAL6{Fhy$i;nm-h_F}t5Ug6=niy;?!rgS(Qh+(zb#~5C99=Yu4DUF=zdD$QufRt0- zCr+N;lE}cTH%3gM`-RBB{%!(#g={kZ*svfsE)Sf@HOa26x$}zj3@q^~q?k-5o&=3@ zI4M}C1BLL@bW0L{*}x?`K|;vyOfi&DhDdu%@pUlplEJYg@?m*~vJ0l%*;ku=eiCZ- z@!t6;^fKaY!8!Uig4$h_A(gqo{PFNiIwt7M+S;Bsm*K64hq?|Dwf^%*aV5Cv0^u+X zhnN%8q@-sm;PP#24|UVRCjK)FoNDpxP}l7T`*TA8-d2z~eK^ar`50=zYm%9$r7Lph z^)0y+XNa6G6PXA;4(rdl_1$?5dtMJ<6_GEOef3?8ba~od|6|LRteuU&ew;=Grj-VJ z)2GezhS@OxdPeu)DkF<3>?93sS{7#Tnpi7DrUPH62$VG&JQ3i1tV;x(?w(*dyN3#1 z5)b1}VU6}P$+2s%i%TkV?_Qaqf$judel&U>K?{KSRaw_OIlqv1+24KYajOvsJx$2Y zCDC%zv~x!5r@**Vbm3)X355d(%*`MA!^K4yCwo%oi^{6DZLiBf(m&r$sx?Q9)9CcI zeVLN89xDhtb}tm7c-EpzyRQ(bD!u_v~E|Q+KeC??N!<58&_fG`941CzPvuw{1JKyMJbQ zhFzQ#h)P2pUq@v29gZmb#IL_h5W=44wwuWjRmdIGUd#5Lq+hM5WQ0y{%{N z+_`(fY+l0(2ha1)e$iDguMHSl6IOkO1|!dnk6G(Jm}{Vd8U{n#{rDA};$4g6(JGg4 zqw670O!AKEq#qjtRd4zFnvn1lYmbaK6$Wh4d?i;ZhQ(qq`c(|BQn|hMwF^d|tlYf$rCQ)>;V_%wq*Od3W)%_@ zx@dU)-nw(AZ9OJcSoOcouqy~^kA!;21Y~AEpYNlTlt(hpcY6uAFnz4RPsS+Lx(!83 zHud^xnwUh;#b3U5O$Om>9h89UA(mc;b42{pvoDB&4g+zgU`McW_3HOkFqrILSN8pl zmZAx!Lg1)XK}6kaVqy|{l6PJa+7(rxu*<`HQ92?~_Xll5Jp4hl*Ikv&yt+^(M=Y!x z@W$u4`fd3>&4?A`tw&#sBqDP`L(N(%7_=2551PAZ(Qz8y(*s{xstd~#2Ipz64ZC>m z+-;;0{-~0D+D1cqqxDisv2CEKz;Yc4^tpNS2r7)d$ZV?f{Z6HHu7^WWH?Mi>M(MD9 zch*IH8koX&-Q&7vPOI%5q)iEb*CA}tscT3^dZU8{?iJInL8^Ki0{XkqaNTtuX*cNa z1*hf@-@THWCS++JP{pZWUSS?+_DzWntI26iiZrh1knN90ZDdnAO?$ZE zEW2hU&N@SB46Run+L32|aOiup8XNTTrAtrR_e1`ehr_=*^X*zJv#~}AcS&Dk|CW}P zZ9V(@hXMOxQ5B~DS>>I z+P)=A=qWAlxpNJ1BgnfWpqlKTUg>K*ul$ZI7QFK)dM+E*ccYSPLgQVymdoiqNUyT< z^43v8OHU(Mv39|&+O(1D@?B4KGvJPHM1#3Uf0dP(#a9u(Rs^Mdr4>)O9vTWdAfT#V3O;&yjhFZ=S63| zMN!o$N2`=xPY)SNw#TI83nczPg(jVu=-@C00y_^@Pbc7{e5h^cTu}nz>Rb#Nqf&*I z+*QdYpbb)Z=pg>@Al}?Xc7fv#hJr4JG3ldD4c*oi>vM?C#<6e-m{X&?id5U(>A3^*5IDq2hbF)`NYm4(N$TWu>= zt$$a|eap|!G$y%ijRvZpXO2B4367>Q4RWKFx_irU&K>wFHajz5v`XHt%?Pkg^~557 zvDTR2FS}R~T`XDdQcoa$)wVDjrT-s9!+a7N4j?z62!;oH?!tu%g=sUzZA@}k=e&S` z@pHoh#;R3!!76ixixu9M&s^{fQ>RnxMko&9Fq6ql6tqEgrQ|Tp^5f6bzhpaBr;tAr z6nx~ag_@5{+zDoet9XV!Ry1`vwc0ANk>HClm6Vll6}Nh0%+;zZvw4mqi)EO>xSrgp zi;5veCp%Co%x~RVA)G#n0!jsrO6u4MoGw<3h?mNQ^-Dnv`J`#!NZ9mDI*}oo%g(4* z!$TF#jf+gWF0py@`Sco;3k1=j!pA!Xu#~&Nu)rqT2Ifr6I4{MWCujP_k`GqFrk<MCIrWks!WQa~kW#64ge>g>d8e}KWj?@um@k=tG^?99rVRd&2= zAP?sd;TIg-ng+MDp{}~cQ0U2%rXI!)LoHkz?rPo1igjcJ1?3)z!9zRIz2cp-IkcB| zIN!>uBor^;eQm7)L0&Xh3O2gT=tIv*R*0Lyy_KD+d=X6p+L%RXJ)n+aWoyMIj3|%M z?4Q9WSi3kej9>xO1mw<1SaxZw!6`v+Bx)UvtYX#}2B@-7>WYp`ysw$~@-WLl$uzk+ z$ho&!ag2&YWaPJ~w+tr@gc({zt+(a_&qPK*#X3b^2z_QRev*)zZB-smA_XXU$bJpJ zwD&&V-z@^m6E^$^o9)l&(%?$UM+J3}f&s3eOHk`a-&;F$vt>vilub?59>S>R5oV5) zk;$)L?XjM-T4H`tC}I|2j?j_d#mapspDDwED|6({WGogX$_|mehhVQN$>}AqvZCN}3=B?fr)k0g-eIX73dvH`_T}TsCH2GqoM6`vc^=BebJ4RBRYa8vj}6qFd<}a z8W`AQRCAsqReHsMO{>}hf(=Hs>*4lHYBB7AIR=}|Bq&`G%SFC`@NcZpUY z;DjngWWuDd#A(RszfDRaPy{-bPP@$OOCF)rh=SD``)jFmVZ9}7-pyk(X3rKM3EURt z54=vm?dK6D2LOgPIAKsVQUf>rk*wy?cYYF1glr6knM418Lc&LKm#;C<-jro;`V>xM zy{cC&Vp$8c9PkqP1c_Wn)(*7ad^lN{fb!1yZ4oZCV&Jd)9gbro1IQ{(aMJY0-|H&Q zL+Hbp#Dr;ly^ssjWCL0Ij@y;iG0wdhpmz)hwL_IvR(SP<(|Le1j@A~GLpa{^W~RjL zX@V|=XkUHzb8yff6G+O!!o%mKylk)eay%v}6KN6cTjv@Ka6zI#mQf}^2>e_O)RG}2 zHB>CM!AiI2;l3_Ymz*WNYE>5goI=q;z#()pCA@ygU1OvFt)}73zMw7T-{D+BgT4KM zUM4)9mh8}NftlcH9n;IHsTb#WD&Bqnx{Db{aME3s9PI0WIC?$ac)!N31t(KF1_7li zFJ_d#vlFMWQFGyNgIfbt9|32g{*VYHrJGIAuZ)X9h9lCY1(Hcut(Ht9eL9j_ep%}

owiQKbATYsSJql?2ScuFvVlF9;y zB?)AWvrAe0K27P}b~YV&46f@5gn%0|d1sfQvVGyF`{eM}(39vmdL>4DuWIZ6EZqMPnW-_Qt#^P_CWOrA z5|)3A)Z0?9|pcy;2FC^$62-Og`Kc?7$%NX$6HiaU~$kmJ|v6B(MoedT|?so z_G9O*095DSQtPFT;U^=YLp*=z9&1878kZyRODh?Su=fRHc}~;}I2XSKe;f-u+FctZ z8mOp4%8GT}gvR?9k^F`#C}8|yhKylh+Fr;94Jwb0$?h{%w1Ld_K{y;a_7b?7Pm@I`FLqG5mx0Td%d0wCWAx{!Miygue8moQ#Ubgt4Sew~?1=B8 z%JfHNo^&!-D}l8t4`-iHfWZWiE0kW)H|mOL06$A=xGvAFAoXE94S#m}`%$Ef$P6St z*__Ra^l?Q)gcSTt*CK&L*Hg-S;~KZ2lUSI*S(9Z?e>)sH-xiyZtbuHD#S(aR3XmBY z;b7HYm~vKqy;%`s$YvCvOJ^(ixy;+c$v5xZF$d&yggA?5I8jsh&Lbt>K8#j{JdDFQ zOetwX@>~=Y7K!y!-#GH`+;TC?@{CR6XW-IN0KsVsp;Fzrcs7oYr#;-Q;(+g7wAQAl z&*0{!5-9@XVoX3?^!LQ>e-RcLc^4M#x3S$n>s<;|jnr*#r1gje3n0(F`zk1ahW7U3 zR6{z;YI{1PlfT1>kDotVq1l*)v@xma&he`#s`M^m@qIX%P;GKC46}$bhJk%1I5%Jw z(EJ4sk|EjO`Df<0YP)cZ?Rqg|#tccsf#+UJOgGoMAvs>TeEA!+devZzOZiDx?Slom zxzdE;y}z++B?ga7o;sD2+Yfi1a+d}~BJmD-rgDt&nZd)85WK(Z%fb~x($dA7Ffqu! zKtOv#KYBtcT)>X^|A^^M!r5;F&aVd?;9bm zKm#J@EWCWZxOE+Nxm@!NHxq{VTrit0mslRxO2vvgXG|N#K(yqg0bOVLt8J z0)>G9%B2-X1jl|}tds*xm~hH3q;WW>5Kezs8ICYh*{iC0U7_wU7LN)F(8@TP3!vwK z?Ir+i?a_i20S5d?3$RT0g;ttFUgU3vRHV_~%aPf<9{JWs#nWC; zTNKUcwSJZblHXLSdrAgt5@BNQf(6I06FY+b_BBrWW5IjL=A0c{rm3x&Gk0#MrT(|k zM?EuI-|4-tpIG2?zs__7EuJ{v=#}~dDXg?khi7TE48#pRD5WZT(8YR!7Q>V3HAd=wG%Y_P{fqmnF0g}*S9$BizkUueru6|%0Lz#9~qdW0=y#$ zI%+zqXqbSNv#G^d6X`J=w0W>3Aan^) z>W=H8VB9#2*n(=NoJKXaC2CDu*w+)wM)K?y1k6A@qe^z2S<%}(IFFr72CzPS6qZ^0 zzbb^qE3tIwevmZKw>#80M)G4;00@*jvW`E(D!+%-Jv9OBkBY?x6wN}z2h!Si(9n1^ z!*MGd8rGr&I4?dYNXOuTqIQt<_T=`; zHe239#M4;kd<0IOy(@NIEu?#Al8FTJ5)%oO@CX7N$1+srC@;iHq%wwn0{O@JTS^%o zcoil%y3Ly-(@RHtBNd}C1DG8Kr08>QVriDoij^ygv?XKJmt&*OuE191tiN8utFFGj z%GbEuj%<$DVPqg8ArbrDkWbt_rl7LbHhJ#==mLaBp?M=|jbCi#jIR>^ukZo5ch+s3 zjVL~?^ODXawvlLpOo@<2iKKZ*2VzeCOg#Fafc z>Bk&Q_DEb7IhQoL7epl^#e!J`f+viITVOq;-rjkEuRO^nl6X8neJ3W^&msUjw!JO; zonMNCc`cCKMxz19ofE7M1o-%JrrbyxxrF|1@dGPoU;Wl6tDqQ?a6auleqmU)<~X~+ z!Iu86%*go|?;JXl^Srb6#mo(c>;S84`$OPQwDoy>XV<)f!v{@c!ZILpBhb)oxIz*q zV0_yKFo$5GRzrls?nNS~%%*6-JTEb^{>K3JEm2f7Kor@4$;Dn9vrhYx^T?c(*gyyw z*)fVlsKV+a3~37LinckO6E=}Q7#VKS#5iwnUS<){foN13$8nM**I!t~XuQ}vJ|b@y z<=SCK3k*>Rb$FhONj@jSGhvB`Htm)m$0mL}6PnNFgs_X(HyIYFtw4!>Sk9>bfTPUy z3!yXQXbCglNaA_w*{>G?Y-qzQHJUR-FBJiNFIkCD3o(KcjaUOXP)zb9z<`f%a1$TT za5C_gL84KNM<>K2oCpjDhOE6ptYdc^D2$I^=Ujp9Lo>9s;8+Tonl_F{38%q&ow3n@ z^gd*8d)Q!v?<2Mu8yOvgY0*|#GbEyaIwsJ6`b z16qL+>@+Hn$*&!OAtXzc-y4D(5O`=w(!(kVBqO2a(^f0!?s4dQKx3c0YbVON{IuK) zFneCL;o=nawo)d60>0S3Zs4#7*yQ2@pDFaMz|&1t*A@~Nl5D!CTB*qD>kE< zl-dm0z3*3e1!&ORnqW{iIH6}W8&~1fA$>_T>d1xYQDv0dy|wc!!9wo~9vj{bJSHbQ zTiD7Oc?zVUH%P7s0$Lx-14B|g6UDx8@7^-4PK)e;@qTDWq9(IFo+Ud2eoV;CB9K;7 zpAFp+iJtfI&Geg~-L8e>C9z5CpzzK<=~09fA%+Xo>#>2K z%LDxO;*Nk;v4Q#7mgzZ^7wg$&*oo3XfSpc1jz`f7%0Sebu9RK@jShsCs_oA4n2)eV z)k=38QBIfsX6|d%Cp?8q;yVyplI++k&$krEcYvFNnk=U!f$NHow|5wl7}8OkwP6;4 zZ|W;>AJxFo>CM1=yPb4cGUhERLirkvr>0HO28)p%Ciqc$?-ZKe=}$&OjVAdH5K4h5 zK)6IPduK|GX&@mY++MIs3`6}bb2y!x+9CG@0v%r5u+Z_Xl*8dpbB>WUygtpReF>=` zMutYb-7QgLTfCQgkC5KBtzYQ8pU;VW(twpsJ%9Gv)-MooTD}ur!}=ZUS6kO@)ZVxc z%OA6^LMaBLGZi^7>W;0DbgYSL`32w^kr%lUz%g&2<^?tz7u#><29e7-o5W?D zPMxvX2RAVGk5@h*D>JhVX=foMz{@XY)Yli?iw`{cm>ZJEg$viT_7FPtA zhMmfyNJ>TXp+n!8Mbek7*;$flN3sFBONwn z8>eC77tNERF$AdNa;49oD_g<29@7W^CsBY&8cVXT2UgAF_h(I}otGnysj%VQ9?6Lo zeh*+4K@k_>=k&wd->h+%;*zeY0VgIc8(xWzcdgVfs4>1zSL4kt39l|;3t$p7$KVa= zQUng`7SxYWt9f7IbgA&xaUTMZO098ZiZ&$M4B+pFWounDD`6ApezMQXT%geZ*^uV7 z(q(-Z|e&l{FAli@?G*GN`H#vI*eH zO%(r*yXN8&--Ak>z)uhu*FEJoo*Hi(PQ1h#xId}cbKFSQ@~^-0zwiF*|8ZyWmStc! zo{8obf#v9Ey~p)x-dQ}rZ%$C1Isq5M3E==D-kg+n=q0~*|GpjQ?zYg20_0Uo4V(M; z=IOWmJxu`01BmhfIrP|CadEBo4UUBA+!iK~t^1T*fyOxBL^2uLl@P(LGt8Vt8YZYD zdbSAvotyDnxUR)Ey87MHjEl<@(S|FPT)8NktVS~|8y0WcbRH(RJ$%Fq87}}EbFjoD zW5nudsxLwh2x|d4+Fl)37#r@f-xy2?;_14-x8+tr48(C^78Hyn3w7%mP*{r#bitGQ zv=HJSfc;%;x~}C&=pl`y*$~R1MtB>3Q*jE^`JhJ~eI~+8=ru-nmYd)W5id|_k+K)( z;(l=I)N}~Q%N$w@C~M{0*Sn1lnj*3&(|<>g2ZHf^WawtNVYZUM;4h^6a*?lda7vg; z3?LWtIT!?%1R5rN5`vQ$8Ah2XZrTCWXaS3O+MYC36?o|jhOn%x4pG;nhsSw{VK9`1 zkYQ^<|Eik|I$Q%CYCaM#ICe7Q&6`i)uW6;@HEKO=ms>oWY5{U|Ln+7$w;E8~6pYE> zP>*L*>$Wyk)GkYFfHe@T9OozUQ$sy%lgrO1qx}i#Q4l$i&xwBKC{WXDx|BYiG!#)`K9ZIo}#`1;uuxeW+2Gjmcj~t~MsT)ZFc>qBXMH*+KDT*>QOUEL3 zu?pRSJt4`W*}F7F8|(wwXwo=hG8e|M!Co*grUdBUbUHL_^C}4N<<*o;`&? zqC$WSlXcJ?C|R(8#hG_tXO8GGw7d+Xdi)`)c#N$|CdiZm1EdZC#X$0B`UALF3d0I} zTRYH9PELi8jakbNFxTD;QVF^*3JvJ|S_5$&gj5HhCxK+y+G^CJx&G*K_1L7e^X2(i1%P3FK8D*qwdU`41HygY5e&uuzgl zbtZ7V``$YbC(#ue(UE~GFXd$K(G=R4OR zI1Q`?BDjm~NJwwB8&f=N%E-3%>ynw#eIv-#B!MKI_az)C4bl@s?hkM;4pm5pAS$!o zlJ`(k-k8MBl0Yor+}23v#m+}P|tv?D7Rpk2sI;9sfBXBPk#dz_@Pc;C061N{g z31;xaBM1;F9@I64wA=8{IRmB`s=kZ;ePCb%Vn3La3#EX}=cQaj09wF|fV}s7lPjc8 z{p*nnrp?KRaPr6t63?0XPMebz2VJpD=>uWmq-o7nYEiyO_32R{DP`#xeO|bePQ?`c+3m>2( z>$^Ek0x0T8wcf1h=10K~jV3UKhJ@0FzM=s@KRPyFIgSL)w32L7-3t7Q9QUsTnCkdq zN8pG;@mC1|Y!g|Avu#mTu91^V{(N%Qg0&%Utw$lw|BJ&t26jJOVd}ex%X0MeYy{@^ zY6RkB$jl)96vhFpgj*}YxrN}RSboF~he$G@z~^owPT-hJ^c|=s{jocLbJ@25h|por zfN088A5BYUYeuRrK~4Ykb03ltEx8v8V) zh@WFMG&DM$uM5#6h@0Mmg`ivtl0=JIM_|6R+O|HNfjFZ9WU-*#VPrqw{VrY<*!Sm@ z*^NZw533_6ZuIZzk6FtKz|IWTkS*8^k-^sn4VSyBR*h4+0u-s`*zX!f9Fd_Gk(FMcud@d|~tLWxtxiPPeW!7UKw=SN*6-m9vi6@|q zZ^Poy#4$qhQDzam_GDmYz3oUO@cuh+M3Oy~^5ElR3A=$loBeB3K`w{B|M=1K%fg%0 zx{3Yw@yMWdEtieeMni$JR@gRilj;dvbu6;6@k^8MO5BcezYsVF6=V=UrwDy4ag`Sn z+lwbRw7t^dd7+@9+wkLD-*}bRr7i43i;9bjJp;9$$U6bv*nQRkig<{Bmtp){Z)%xc z=Wf8>DBwjgdfQVkb*8;!TmHMchwkhvu9GX1@^MsbNX9hBoO9slhwNVacAc4YYMz5& ze|h56>6M7{NE~350i8dNLJ@m6;723LhZ7p5(NFX2vt!K2%`lvg^HNx5iO`1#HP$|I zeW_QVH*_;Fu+!ckZ9~!myXK=0Fr8g})o0C2rRc&u9yZ=y%PY~K7@oI##?@t$9fehTz_4dz=w$PN0xX#6uI+K%w0=*z_j8^Pl@u%{MXd*WBQZVsaT8+Fo;lLXJ5K)L+>@YG4 zh0;*$`+x;RBG|UpcS|v_&UtA($PUWs&X-c_0{5PoT0BMIK z6Fn9LO0nai@1f>Mp;1?;{bOMM;d3xXu}#8#(9<=&518#KMefI|aY|V`*TU_R5?=N? z)BMHg8H#vY`y3R?90?YS8=HwGiki`v0UVRS(4B5gWFrcEQmIPy^@NctPNK`WUOh{k zhGhFWpt-TuAm^_Az$W3->p=4>@Q>hV%;;A0Rc^QEa`xq#m7Ab@vXo~{31HF@( zOUa+pa}`Iw^Uwh~1`3S)KL~CBLjNgvw09MC3knM}F$wS^8e031J<~)xk_3r=y}z2g z+o`bw=OmNFH=m#0pE_#+jV&P8D}s`dy7nO!lH=JL+pR~T9e`D1AePWm;p zUgl(lCOCb{)DXp1baUvTM)EUm@(6|Jb8Fm8# zhY$6unRxAYP$Dg0Huo081o9am(xVBaz{9kuXEqh3xQjzy*N;>A2X3}co;K|+?C&b7 zkofLmC$&c0y;8M{I9R+R&yi}XS<5kvc*G68U^^|Ei4aFB(j2b{&7yKB4X$uok&VLV z(c6L}_(;D!P;K3>QgFdvkE+~MZ1?`_0t)69soyhgD!d@uc=9%Ge%ABY|D(FIducKZ z!}z0+fha=sp`-|*9W?DAjSh?!;)u7Xu%MHKA{e6tSvp1t)@%tv>!2Xk4%`MxI)un# z@y0?AD(WB-2AZIYK~O{?Qq3rv`n%r$qT?OCd%o`by04Efe<3a|KU*J~AK{g&u|9L- zyT^NX{*E;?HpZBYZePprwtKn$eKQH-+wU$y(`^p!-s1lBbj}-f>Yv$a<6pKr%FW7g zh@(K2kJSnaa8*q$8*Mg=%jG&jy`=A#iqiw zMtDD!xaJR)hnA91qZY!6k*{d!&T%U#)l8U`Gb)tjP zL&kjZP7)jf*fLErYD3H@kHZ3CCxRjGjqzpOv<>m*CX=snFru!#pbQ7E|GRdl-aY;H z5AW8T{wx~wGy7{y{*q(O(^V!y9mxDQ$X6fOh&zBZ;9v;`pxPBTV_Mv-jF_%{k^6W3C716=l|~VOzt% zz_5-gds>-+fw3R|?pn1HUwN}bRucacw?1>pTE$%7+U~054F-j)*0)T}txb)t?XtaL zX=P+?CVW`zun^xaLu>0>R>%1HZ~o68IBafdz|X7QQF=ii%u`j-+cC*(ad6e4MmVl`IYMr(G~A8j=e zW-i=-4`*N~QC8GwTly2ji4#oZ5AQau!js~kOAO06mj1AI*K*I(KfGaBevJH|VcY+>$nyV#7r7$HefF_;g}zUPe%atF2DcuCX96dW1S_b; zsa`NOHB}d5dUxu|+~h#7`PEV^Xjp;p(bbRmkoEiyl64cu^Uso(6)?m<;VEO=O^#dTP|HvY^_xC;*?a@mLBy| z53YEX>o76+CG>Y)riSLe-DROr3q4o@d{lmii|!ONJNILe zM$@_`=ez%@o`ZpbK~JfVjF1p-qh%@z>7T5FWqd8yGZw50L%34a!PX&`ga9bLeGN2oj;bc=19%@8h(j zQC8HHlX-od+F--$-~*~LySTWx#E&08Xz(TEz{SK6%~Zn|-wQoVx{9AXeE3kVcJ8T^ zdW)C@bGr-urh}7{Nkx#TX1b{cRxj{AUO!7_ps>L{t$ha$$XWG$sra|ylFHqc>-18Z zRU=M6NHF_+s)s!7RHLrXp$zj5sgafp{=y7td8 ztDEgiPd|J)^ZC?Jqse4{HGV4Wv;U#si1`nBd-m+H{{G>w`33rzkT9)OFk*{e7 z3&UhIFXuU`J=rOyKG9ntYSO?rKT#>2Z8PM5?b@|1Y;18|pS(Zdp=V`XJ?;tQft|y!bJzaZCE^!en9na&L-*z5RX(35iqbt|MPX z$y=&v6IOT-I-95#@4ue?sP}Mou@_g;SizzWjW(ijKJ(Vq*P3Yu+OOMYbe3DL{YPR)&^^7X3m{~}>olf0~~I_`^+)1Sek3 zijZ`gHbe-_b$Ll!|LmqtjkamEW!qR~jw(sbo_?*Babz(c%Su)`sbE3#lP5=QbBaNI zu7efFF>Bc~54TwS(mZ0)aBe%ljxWWd=i#; zvI1Gg{zRH-v$FK!@03LCoL7DaFBa2ZIP=rJo|DhP?l^zz)-8R}%`CA;ZhkeyI%sBD zMvRwj=ikWYOa5D*Zj8cQ3_K4RLm zi)v|Usoa>T&EaojVL`PHMNp`=q~Dw>;r22t@!l=Od@9^^!6AG3-0#^5(JSv5sCJCy zb{)>q0XmMn)ps{mO3s8x{rbi@(wrhw=)SHNLGPpO`gG5kO%efL(@f%>W=0(cW1~|| z8V_q1xM*MhkJa{n?fl1}hn^bl;Z4qEr2oyR) zt3$9@-%GyPl0NWjyo)yK{%+5ihmr9&8CNoU$H&K01`rT(6OPLn8S7IFl&E$r>J%*gG5b?v2XOf+){r`PSzQOJL@mxS@wJuNjfO$&!=&%eGxai>EDUW;k!ol zueHR4gH|#nTXy^qNG>?yx-c8Po>Ssk(d(1?s5C71_saV}V~i;e5_0Df$W#LwQzxp853A<76TJTD#2` zw|)EeZEOys`XpUl@_O(t2j1L7^ww3qI8|ZxFflO^na~@FEp~RIkH;yr9;;B7=VXVF zQ`FJXv9z*ML7r86d3Igi&(8;gq+MO&ay~y{7q7XUxA3dWORvmzqC!l6)=4-1vHcU} z&zzaaVHfeHC98#yVQLZY-9tk|Kltc*5iehgI?q|B8Q05UA3Y5Y4#xUKxw$bo|9H=o zZ9AfwJaqr@=zI?@57_iu$Djf`I@Z< zN?Ka9$o*e>^E^nzC}Q>IeUw?3nf~fiD0RU{Zqg{B;#T{bPre_`(~-n)o^oftfX#{9 zIfx1sB_B{6zj@=v7vo)@;;$CEe-4)}xU8-1hX)iju9Mxo@7#GkJv~~|h1NUe!;FT= z42n0urV27GKd7GY%yF{+1tNLx#6ts4J3G6)A0O7z*tvEk^PAK}K3KE;aLDeKc2uM< zA>!Or$A#Ix+O)*Xo367x0kvs|2Sx+U=&Yw?#+)qkfB%#x`GGcBywf~#?%Zw5wicfW ztZMMgNRo~Iai{47hXU(?8Y3O0)@7r^^gv|#c*N%c<;eT3ZEZbcV@Q3D1Kp)Q>lFVO%zI}U7S%4CLsj=iKH~9gNp*Ldz!}Kt3?+wm#1JRC?)iQp^ z?aZ1@k2s@Bj1Q84<~VMvT1wm7^Zom778aJR{5qGHEn7y4NSgJ4@`TX+kNj8?Gm{<>L!_;7XZGZL4u63)P>C8BFys;b8A-VNNnZF;>O>SWWm^l3HnF{7i2f8Sd(5NHrat-WG8)bLtmX0%NW5$oXKP>L6fC%D*=?`-qy z$9L7FF&&bjS>~FZ*uU*IV318gz1~SLj;L4Tf<4AQBtqepXHGL>&EMFLPiM_$R z>iHdu`MIgnLj?dBrDnRcx2W@ax-T^+w zP26&@j@OEV0G5s0w(0-+^$Xudl<{arqZGMQUfPYdyI*Ik|qn1w}1UuF?8S4^GHZY2+dit z%+9)AzAuWx}sbn*6RQsyPX&q96 z{(|$5Z|_(1-2LYtX1wuJG(o%3%h$)+^VWBa`8onKR!m*azb#%dw0iAY;YF_Bzkffz zfB!zEY>rM34qq$tp|G%`?{chilt|jaBS#v3w<6@a5VuB}O4mB`Jv{R>$WK^~j*gZl zHZIKRbt{!+(rZwwBON3yq-OvZ#iZu?xvgAX$0`a73oikO(S{z?2lwjES2Z_2SV57O-_ zZxZ`hT+D`=;6fV{ zJ~Y_ft#^C8X#0Z(FM8IwQL*mpUXuE9jQ*mg4mUeDD@nWvlXQwhIs7?3UJZn1-Cwnv zq@7?fbHz99V(s>)=rdyh)^;bJqtM5lez55$3Qd|xW2)<-%WIuH%{zDQJV-|ZqLR(J zw@q^APt?fxYef%9Y9lM*FwtxD{-3|TW?H;NWsbHPYT%XeWY?cZsvmsBpYKhXrPGJf z8g*2Fbo~Hb?s<3&p%Q)t_zCiKL(RCXBst}K#H=+Y++~gmm@IEumG)A`D~Nk1P?>mp zo#KG=6XmkP!c)j0b-uhRB38ZUrp7v?+kfH(n)H1Mr75@P%?~%H#A#(D;vx1ScjDd1 zW2;6YWVdp1Ca&9g#IQBfBHNN2o`JP_L7JIWC^}&c}O!=7JH!j?e$M}uM~EUwC8D| zgV3K>lAc#JFPKl)ahY90$JNX7X`6t70o4xj@twQN#G+pNN}*?DTpL&&A@a1h#KGq#5~OGtU7L5mf+)dfXZN`Zdoq5E3twZHco_`i;ZAVv%m*H}*GyPeM zJ*a*Ti&RHo9aeO(HOtDlAt4X|-e>pN%zTsBZ4@~+QDa{UFFGy9nKru$dA4-3wm7WV z-+;ZfJmI(ZAP(1Y920qejJ!DfJB01>`6;)Dzd- zw+!&8?f30(yZwroR=F{0>W7^adz>SqH6r8LfwiY(jF<9+KO4%N+3)i9S`n%n$t`#; zo>H63Iktz|JHCJa?*8b}qur&3q@U`uH`gxAbUNEmUtjO7m%A`GbXHYWHNu8RAxJOX z8EyW!zs<;3e9PX^kqx`}oFyF>C`LodkuE5Rw;-C42arK2TgNK&kuSq_alyVtq0+>6 z(+uv5xv(ku#-rIL#8Q`E#>~)>{Ip9wp}?|Qu9V!juULZa*Se@-8Fb{Pae7~+^rH2p z2AAH{Ti-tv-(h6xY(t=2=hI03Xg?4YQ0{Dv)Q8k-78$Ee8mJbuAps(fAns?(~KDs1ADJyTU*-`+mWxVNQuJf<{f50NYRF*ZqXhO*2nMM zy?giS&xf?L>uxV%gZuPn(*{>x&oHRuEG#Q4`))vymhO)WaC82`CNO8 zE+oCxpF_m0iidf>4G)L(+kHZ9xoTzr7{A(I=Je@j9e1X+t{GH;l({Nv=X5ziE8}o= zBZZHz{I}Hj)Rd@MdoHWFgYlQ=O5sv%d^yJT2Rv?!f8&16IN;s9tW98nep2JjmG`Gl znVFgN=oTJwm zf04hv3!R=Ig_U6JscDrxM~^lQyL7xb<#DZuZt&v0??qal;3J(UqT(=vZmY+qVa-&`$1JIr-0D zYxl7p`{(Z6+TV*NcGAn|25O@#&QG+M7X;q$Vi&*WpJrE9dEd=t;WrooKm&!^W5Yvl zxtd}xy}g#)qf(Qmk?qu6c2U>a@73LZZAm~hilJ%txPeR;_|5Iky#J*cSD9t=$STGD zhqTJ&BPp!tVT!9?%J|%zm|xY8zy&`dkn?wkla+;qAnEVAz;)QzS53FOjmFR&q7_5S zEsaLh7kh)v_sw#c?igouw7ioE=w>9fs#EYjA$ zve}PWmt3wyh3z~fuW&*aJcEWUK*svA&i9{oS-fL>1vpC^U4MCMD5+rIrTnXfE9dEB z1vFnny94wSeCU>Bt9R+zI{fSw%yB(@>CK6&SFgqzXXLdwjKaelRGsy7-Gp6q!a_OG}|e^Oq43sTN(u zl*VQRD@7)5dVKssmSqp6^fy<=a#vSZD~6Oz#=o1#0uF0y0@IYe87az>pa2&c=~O0Y zq?9lE)w!(a$h!6YpI7GsX|LpO4ihlhJ~KUSdnp}BG7i-;LX0jkPIW+^*tO2Tzo#b( zWJ>VMbSHazL-ZU6P``r0ox>g-7}P1yooH6*Wy6$)#|v^ofqyVtWgKUNU1- zTUov|%c@o90W3KD)5a>tTC-lF8;CYOPAx5QE<{G#+vY3@wiG*x@M~Az|1&<=nzNqj zI8}dUg01eCnbUe%AlQHxhUaQ?X) z#Ryq(wSNnjm7Sf^O0*}TctI2N z11u=ocF*`GGd178zv|HCOo8{7^i^}>mfh!pQo9bxqx|Wh^ngIGy|;FID#!`y;`}NC z?Et(~QaR~UgJ`W3r=9WI;xzb2CsK6n4!6x;?U%JI8zJBhc)tvo4J3@}?9ZOAzn&5x zNK>|{;uUXiZ(lFt=}DL9^0W_qcFbn**-V#Ci&GLv-(#1(=4CWn84UiK9$)8wSUc|9 zw<|@(#l|R7v>NH4UwNIJzbvhP@Q6<@A{kjm{$lXAp81qBzWC|vn+`Cz);*uM&ZFfZ z5P3bvu}Hue9&zE5mX^KcM(vd))oChmhSd>+Eg4DEV;xEO3B9@LF}xpMXZlD+wq?&l zRIw<6qUtZ|s-cZ87s76J9D1Dr48ZBM=-pQ3ZtMfb+X z{O`EaUS@)kY>(DI_wn&DZcIEhFlsMo!Q%a~&46b{{7n+K;B=!}c21?@XjZEQ1cE{Xv5RQoly=FTy*`3?50Y?5K4v={^Womw zc;s0}ES62@#|JB>hQCW3>Ri}CsDk{(1*e|!KoxKRgo|yr?^;(MbKz8$Ri8SrZyMUL zEd|>j7=2BRbzu0o!2RK{kdQK37aB!!ezLar!dzy}99z`I2b=bm3-3Y!I4>)E-(i{} zY84(mmG_V?_19m219%CN zIQ^_=T=UPr_>TvarG<^)sC?oqD+-%@B75UCVGj$T;&J>ey_@asCTOo{0yylD|M2Oy_a#&RbV|H;Na*UY^2 zVqt-94rG1WX0T2$$2$C|#owrOYDEvXikh`%+D~=5KL8F5l3t}^nPVr?jOJkwIvn^+ z8Z<4Fg{C#@*Ee()J;IAVNFv2Zs<3}}*fi{~4kYVb2m6Z&m#%&>53Xa)NX(Z}5u8t#JJPK$)>V~o0T%yBa2@4x@v z!ohLVowhhX=E|Bsk}16EouIk7`GnOG^zakIlRipPMxOTJ7dlr4WlHC(aKG%6@+xa? z)-cbT@}JGfvy(CYC>bBrYFIOHAyRfDHq#m8gA0JPYAAPlj4$g!|7jps*8_|09x%(W zqrWfx7}@hKv#mT(SQH?RYM1j_2{b(FaUI(Cty{O=81?F$Hj^K9vyht>UZi&{T7y@6 z!YX{WQi`77@Z$&Bn4%{BY$Arw4{K*X3utX>p6MfWLj6K6_}^H2HTJS{=TmY~eZsqn z78O!Zy|)x3qNA6eIMOvbR8woUie=?14aSdpLhcLiNIo_AHVE!=E^kzv zulde7q(q^79l&mfj&L6Bg<64&GxecZ#p4Qn6(q)*$=ngkzAvu{IiOqMLW@Ln3^eMx z)`Lp0fk5?Iw?GF?G@(;!QWubS2Z6KvukHvEHt<}@!pS#KFgk)rD^(2l{o1&n8>G?6 zdHT%7OP8LB=bc05@yT-+O(b$GnEwm1va&%P(V2_eOGAxh&1NCv@C=w8T?!@Mkxn_2 z^YUJqiv_4`w)XlwqYK}!hH^#&7zK%2y+X?zG#ERtOj?uP`PAGoJRsD7{K%Z}deE9T zF0~AI+UB)qnCr$30X}M=>ebfAU$mL*zksTJpxNYpN(xF=40by&^y1r^!D$~Jc_E|7l`Ia zlv2D8{ZR6V$j@umu9cseF>{Qx>+t@=Y+EtYx|?P)jszcSpLsez&&RS6|9y;w4&N}&F)Af|*@xx0-~kki%yn|kBi#^KF)ImEabRn z;px{GFw$DMq5@De;?&|_K~o`$nUK@_HhSpIj&QD{w{}&ZR1%hVoLPsCr9~FC%mjYNGE+gOY$Pe(+SR2NH!m?h<8pZX$8L0>=kpwGCS(VZ zxoDD)@~!$5t$2vTz&ey_Qv2#jbDk6SX>YTYfkB`36Iu2R8?M+|oEve|vXGH{q9sOp zbq0~+cB8rGx`z4r`MvM>VGS6_=4@`iH~-^%A$hgi_%2;ps8XzOQ=X9<6#cwk(s9xo zN>yuXD*>dUrcDBBQ(d+7ojua% zd-m+vV|)Q@=q5yxJi>%-$kC+Pu3x`iVfN+l;lriVW)9~OUH0JxpyJ!Vv&K!nVfmba zUP_heTV{CHWA;4B#LVzdsbM2XaNexTdCooic58CcL(RB&^8=?hmDS%okt(h2Pt1Sf zaupftI8MuO4(~Q}wT3`y{p4G?X3?YVVueF_9lX=?4gmT2v%SIROltFlu60zU8mUn2 z45)7^g}k4EwG3vm9kChi%n!Hd=yM8{bZYp%Y5^q35vNx~fyMTqF0799nRmP6<)xH- z_d(}-8I;NQXryzer-9oXd;Biam>I;(S_LW{JB*?QSrt zuu*gJjrB4T9pEmS{SfTRy&gf(6)ch<;qB;tmBkulAyK4s_u7dNYmc`E*{9z@Zz;lP~d&v#7(m1hnIaIIisB6PR>q{lQq0_yxvN@FO{Y)W4d z*tX3a8-`JMOBGcprR*z)Kl>eIJ+j>K&hoz|Kdj}K&8E8w8`s60E^`Jn)*thSKCt(= zZ2jF~G|eK?uAb}jBQJsmrL;+YqXixAMpq~ltr>SYE4gqWz2*Qw5tt*9MbG2MY>h!( z$)aD+i_B@vO$VQfjz{rGs(w)q=Zrjdyok&1UwVrMpvU4t63Ayeoj96Rwhhc=Xuq3J z!SA1s&}#4ujGla+X&|>Z@T5Hw?}PR2+d-c~XBRxhvH~T(_WQ{gTsDZ2vz;D#jf+7& zJBKTo#WKiu?e@b*nG*+|wmTPs3)a_3>L_qsJS}q?)N(F?uv9zO@H{YzYN zgd!4I`|bT*VuF~TpXneJ;3R~%81s&NqC-Nke2I<`jOI-OerE6e1SpK!uS$sqg~TT5 zm^vH9vsdzH2>P8<5O-Bm4KJkKY*9zYpiX4O@84gbTQ`Q}+?$&P{TI}X=n%k^`V%%$ zWyD=Qh<{R_fxCR5ibKRtbDT1sn3J%xn_0ogua0+D>frJRXx=C2hiVze^M9D4%| zpvnotPC`h3lCAyubrbWPW{gP>0co+qCKn+**p`z)6m&vlK&$hHvIi0^7G;|hfo$~r zlqjdFczsF@#oUR}&Xv4;#?TsY|NHGHiFo4ft6S(3=dPooiu>d5N zc6N3*RG6!*~-cq3&@0bWwB<>8f6r0_Ai23Njj4Fq5^nZ(lH_&p4c~T zd}Wh52o~2E2r2vaY%)w*5g-SM&4Z}Yv)3CJxZhxpvI*;-3re?=4moPE=Zv)P+HHI> zh|`Y6l~I4A!1Q!>M#RMIf31zf6IP`gHtF zV352;LO*u(T)`q;I&Y@k$#FERPZdw72CPDwG;8Zr?BOVI5=IRP8v4&k)-4q7hxUyH z3?R-k@>|gNg0O~BpoNX`YGIB+DSPl`cL$i*b!;NC(BK?@kAIpP%^3>{NcaslVh$pl z&GfJaZe0l>RpH(EoLFM8@^$c}zzTAaNaPtA8Hu_DiEv98fB1K`zWH0Hf|<*gFQ*z- z?;*|&7|0sXXeA*k`tNPmIS=Bg8%sFUm^6fTOEb?g4O&e!ZuC>|+V%r5bUY_Go=x!D zzlz~fuc3bQW3fb|-?YM%Ahr10YT{k#{f*qJVANI&%}%$NFU0~<`C!$HyK~bc@t^@p zp|PM~RzDNGo(lV#Z^-lW4s__+q0O5Dw7XcJqP{y7CGPyZBJIf0>3)>+Htk5fz zpCQ~3QDh&UeNoW(lv~Dnyz>lIuKszFy&Ee-4QZ^;`s`C+rk1wj9UA|8@7~_5MCc5` zH&h}Z(d*9=Nxizdn(8lUGpPFTYkzOA{%zQCp6nHiZa59!ixAs(rkyFyUcpT}=T4~RD*y)}625!*zO&2YF3n$E78DEZj0I&w48 z(^?4kC)gIz(?)xZ(e#`pvRN+V6ZxIO246$~mNzFH9Cdou+IL8_Ghd1|3OkwCg&>b& z@7>l1~e zf_7O3Pv_&zvaV3z!-o%@c>$hKVa4YVFSf3@Z;;lcXF-| zImsk+0?CbJYm)t-%2eZfHV7r+oFS+fw165mGO;JE&MuF-h)S8}GVe&W^BO%qIM)r6 z4B1vl{!5;}xk)4K{M#Ck41KZb;FpXCc#nnDu{!%R*=it*8W5TAZMqHsT96#~_o-8) zI>GD`qmiONSR3tC$o&!WVMLIac_P~F{+SNfM$oETwrtV+!hQM0-+z${L9V3=Z1{|B zk}%`OaJG;}`!Fq1@9z)#S1JgkA~Ds9qxns zFGT#i@Owgu5PLA~gr~yDKptV^#*LsbNXN8g!-nU?A6h9faV}zLKm1&_W9_eDKsk#D z5o4MpMltNgXb=s>IjtWW8^zuq10@)HNGrXcR0H%*lK^Wa0?ephvH+}gxZ^~m4a1N3 zH?9x&0&(Qv-b0=eYRJ}Y+x+89F8e6Iy>^Be7o~syxVw#C$5b(=yRR?$fLdG(9t11c z=*;?<@3>Rf6R}ji(oN(ik@wV4j@kV?kWn3s6o8M|zgUH6qFjTmAU3q+%a_-|%YhF1 z^Y?e|vDJ~(%_AKJx}+I$p^u2c`lNu8seJytH@p?tp@#|Oji0Wus+5dI_5GR8{PtB+NYfyR0P)?cB?pPr{Y)(4Kw zfnb3pf1HI4>-k}ke z5fYc^s)d8VLBqZUkAMuZ$pRyZRPw<=()3&L{&6?+YnmBmuVGafM1pBV-vuRiFH&(V zjB_MXN%4x9slsi*>D>sw=_JHeWAw4TeYLftiLuNm=tGqNb4BR!i?qql z2a_azOEE63S2_1Xjxv9$s#k=a3SGwz6La zx1Ts`QB1H23Qp%x7-`nna}zlhaB!7!Rxu`A!+RkTJ?fkFaMN49;NzTuk4|>FF*RXL ziDiUZ1Hnt-=qJWcQcprb#V6yb9H{Wda(k?m^|eWjbnz4P!$!fR9won8-YAc&^9?IF}uz!^?Wm1mA<^@j5+QZE~)oc)c!^VnX zS78DK!LO*GC!Y z4mY{D!s$UdtNK|oag%WnKsDN!$v5r$|6*c-`q7vFI^1o+tt?PDnlb?FH8XX0Ir)CG z8hEHzAv^Xym;N@~b`TELKeG})7_KLuCqKaO|MGmrQ3IQ$`3)K7!t>}(@CH({c^Nnb z6crU=*m$}$B@u}r!YBK0*|zN!R2Qt5Jg9t)Hg*P<81Pp6F(mMFYRWG<+CW|G)9$5d z557JG13}%0WaK^`etv#&adAljgZB)2l7#|WcJ7QvXdR?bPNUkWq7C*#X-+WHq%A$} z8{ao?1VW`54L)d9 zAA=B~4!?i6M^N;)Z{HHk6#sKYX2_aD4Ts>H-SB0Z-u~cc=zo)iS8W%!%_WNKP4)5XZ^xFy~1G%7JJ~$kvG4wE~Mewy8rwM5bX!x z86iUy$cItm&3G1x+x_k9zq!1b%ipWz*(n7R$vXC<0&PQr%%@O0)U2(oAAWX)$THYb zP=J@!)7?!07ajVCI9huKin5kvjV}ZQ8U)S6BDXKH({v!sjLI-?Qg$i2KTup9~<%EQViejJUt|1q2$G1@LL(`a}CCaRME_Asn4<=piyGc zI8yx|)GLsa&jGxvkFnB*$)gOBc`JGTN1T_#0+v$iN z$)8M>P&A5B*>btq*n;%3N=jtmo(ppI`1jw)%s<0iLwlY_f7ofB`vTj~8OGJmm?rU0 zz1m&!bnZtXONw60yLtVzlwBcdxZM-_ootg^(Ao#8CtP|#+I#J6YpR+yb~;tr-rk;e z14y=>~ zn_mJ<#iJ$>|2jmh9^_(Rj5xdl;&``4xjfzIG~6VZH(tCm4uU=q8}G%77s&t=n#sn4 zNx2bN>yJaP9g|>efqzXE&FbgS;~9jk1Z!b4+;jmO*5+48O|6+8SI9}F7mM_QMWX2e zTKGL*>)85@1KAFSkF0Ef-+Hwg*T#UBq%%tAK(0G%guqc2{#99_i94+>j_HaEQp>TOPY!PHmh>j_Xdj__{S^nKyzsSMYJ4ATg(MZ}i_5afvW z0&Gnx0NUvmBErVv<$yqdYN@=qFb~OWFS=PJGAjfSk!IN=M-UB)!yIsbSG|%+&eQn~ zRl+Ahcax0?+gdHyDLW)9cfB9Y1 zd5|$29qvM-*Z?%(9h^I#f!dG9e)G>i|8z<&0QUzOfvs-F#E&1c0uwbvX+{Cx%By@D z?1EgCbK58ZLYPP@=UmQOZKfyPEcE;npce*=_!I}2@{&= z1o4!Ns{xo}9OXF(551-%WY+Vb0|q*twI#WgSQII z$du{rlxoK&V{Xwual#EFaQv_aDuhW8j>;b(70!-CSgwhU1LE@T#!&LcUyxb^#4VrQ zGD2^Ea|~mBNa*r%O?le1Y`d|;RMPpXChJjQ#?~d%068Cd2-DSj^gKX6W_zAYVoMpJ zaenyV0X13Y+_}d@wWiiUAT;pg3$Lq?dZ*R8?0GHn2w6P?Kd6;>Ckn)4M6A3>vwrYB zp$V$N^xU5T$UV5Tfw!8Px)5A$NYpb&(#f z&hIx-uUgFG9b97J3#Cvz|?)B;+v6U$$feZmL_m zW{nWbj>zIXCeE6#8(pS?q@b#5qXdDqE$ygJNSzw+I z!-gqC${3peN!$hT>8y4vY(V!Zbm-nVu>dPJa06(;iE_)< z?AU4y>!I?3KOo&P%*8|)ro>*X4rw88eUO%^Ry=zO*`PJkeRxU}gtTH}M%@#wQ(42^DzaZ3H? zx(8uD3&V6HwFXjw2xu2d8E9A?w734&c9(ga>=o8JiOm4D6aLhXLSh^v5ULSm3?}tj z(Hak?4d|$Dw)2Bvac~92v_8j^iHXSs>g(!3Y7Mv*UI15W4Xn!vfR^Hpnq(k2&2@3% z&(0T@WydaYTYSuMTpb&u7H>gBuVll`*31i-O{5VH2(%w*65yk(ddw;elg1$=gn4lH z@TbcJWz2T_C_z@Tggxn*!-x}Ruxae9QfN8w)XH!Z)g@{lug6YXSXi*MwQT@zP40VX z-cdDD_Nl!JZ)LEU60(#kk|l<|Rmhe@t^tD202P0dOpb$W@TN?Sw1~Cat_3ebz#|@p z6l}uRfcci3C>JIJ*C?EjA06P{JVmB5(8I>Vp8u?EaVc^9S@U2hz1{?aqN^SRuL1Jf zCO0M90-S{rwhs~Wvoq*uc?ZG0_)ySL#ln(Q+92*cmx_70GD^U9a8yL3u5@ex!ZL!# z1cs{{G#i*5;t9Z!|6z~x0jstU@ejf-9R&MUv(Gmjw0jRc&B7aOxt*XTW8n$N#LI9w z1Y0WcrXYoqfeGZ!gXsH-T1OZ@@HQaB#ZILYX;=8Um{H9~_LxJ0SkbR!Tc&crH{y-gzKV;vyr|74%9BsmB9Ik{bdk7m2UNpxb7xL7D?O!?Qx>)!NmopQ1Vd zfzEmqGbVkc7wFq;?i81dJEJbPj3GG`E=N>zIS@|1IXO-kVV`M+cZR%gY7Gz$NViXX zW*a$ejoLoxsgGV;>NpuRID+@|wV@IYOYSvmJ8Nq(u?+mK z_f+Oe0oj~`lJUWemsbAgTTK}G$3wjlS@~e8sekw1I%%Qzq>TH) z@r5Lfwtwya(^rt4sAsYC5DX0e`$s+`$3l2UI~((p3D@y zFR{e246=<*oHN33RHOoUZK)^oTDgwo>r?4mWbhmR&>{iJF)tv}OyWUBR<>l`+`CA` zu<8VuQq;1N!B-L@`jug!rh$NPhG3rptAY~xLh1>mWvDUz*IYg0+XCCh5Tjsdhh#b* zNG%G%eVp$&=Be#%-0G5DZ3&nLfmK#fai}yI24ppiYo!0m{j&gWMCG888Um%%htCea zQZiyjgJv~!&S)p66e^ex$SfjrVv8T;Gm+lq%OPd{=K+l2a$Ez&@7c2*fZF_}mZ*Rv z49M4DiC*+?gBXK7$P}hpb-WZ!p?*G9E9J!8oHCuYgd?H$gvQxOy@#+AVe)0i3ap} zN>ysX8;WV+t(Yp&-Mc(J}}Ec20|ByaP^@O z*t2@&@q-s4PUjw*S+AcCsX-E4!vTy1gPz&s8xV4MfJR60p)5HV;; z3a#%Kh8Z(p=2J3m&3uclfd_-Ou+i#}aUtMv_JXRw7+ioB+2KN0fPq#i_3`|KIwri4 zR(NZ_`m6on%P8~PpH0ISfMmS)(voeyIfX~3x%>3#(=i|s6!%312CB&y&tpceGL9} zD?57vs)H8h2xEx^gEI#xIj@_VE@4nfjX(FtKY&n4xDj4ZBB-Tguo(Ar(<4AY?-da` zFimg)L|!lOz!e9eRfy*Yd3(Y$m^hY_gc~Im9WF_iksm7~TDXWEo>-!X=Rg1gE|mYM zhxZsEERQ>{Mc0YDK1wE?!6B&Q`#7v1am7$3+D4N9%L4f2vv<}J0Rosp9yC!S8P-I4 zBS68n$ses40kXuTMp%8cWMtNn804X)9z@Gdh$g_YdaQeAJ$diM$OeyrEGeKE2)ko1 zMz@)rA@qV|)e)C1e=5*#_V>(om9VJsM0gtMN-!-;W8QpMRutd;ARbfopq1 zqINuJ1eBWKyyKjKU)O<}OLY3$nzXJ>@2>%1C1 zUK0%t){4`7mUO&`lsI$P^N3qAFTVMZHAmO#*HL^(3`=Y`Dxw8I|4!O%cy6W3fsBNma7 z>?Ri|X!hKG(!fQ%KT*}>vYozNN1pjPF(F(giWG_kRYQPUqe&<8>EyHmS_>U_Jqh!& zA#5GvoaPV-$cqQdVglB74udwnnEl)$=|PW$gdcR&A_A5eehz7u%b@r~1Da1cAt|Um zKXK!;jkmf+&_M7Vc|XHwiyx7G+>@VQg{J zzg9Vba7N(SXpx8$VvX!g2I41ZnnrqK`|quXA;!x-1PYZeC3+(rn*P?EI}Z+wE_;&sy)}{W`*3MdsASio5cssVzx0xd+kMKN zV&96AWiav*W>&0tos=KF6Z(w`8Eq*F-z+I2Qpc{lE63VA;7`u!+>hml`*lCBOU8Bj zJkd@uQ(c8Y*a$puEFP1@nUbWP%eC(}#y)Yfr&=IT&cUP6ny1L37-jaen1wVkWkIA;J5uD@^+t?Zb4SqvS^ca5knNT%l>epPAp&> zu$%DOCOeoM1Q7`QR6^F+wL8cV`xV*{ zUugOh<&&`B#X!hXqm}oC=rb!g^3{m!V6PcZ1&iT+##h+ce2DBd3oeXC6ASSpl&qF9T z+VINJ{_@HB4KuUN(NE>&aC_+T4)eNPobo6lwi+^9Py9kSwPoMHXeMLx$h*IAs0<#S zQU$b0VgNprhn}A55I=C_RM(cqqzfwrf~4KvojjTgH&bUv&iAbJncWANA@&9 zJ?J#Dva(7s@`TubVzOK|7IA&2>%g(y002b0%!&Sx ziUD(5+6{F3k!VPcn|e7P$Urjj=uz&1djJDNyFQ?H(D=lVD^}QW9)VOLEN!kNG5&Ai zU0#-hO9GJFX=kup(vXQxZZ?}@LMKJaXG`au#uOS>T=gS{}m)lHP&eEQ+~ zmP}n2%pj3zm}YWhlz)8u(7buosXxcgeanB-Yzmt3PW$Z%1;P#TD23I5lMU9J{do3P zB@_Vi%LMSkItf-QMTDUK8|2U$z_8$DZS7mz65-h=dWR^8au7=@$l3~TLJ7Tv5^S-f zN*AyIr~H7KrYGg2W|Q+_dWBqF7q{H2|M-|qRE}8EBB?(AIYaCCNmj^NWCzEgT@FgO zkiL!h;XTj@6>z!Zn(89b8oqPxf?|n2*a+OJBa9(rWuPG*Kxsptq=p5aLgR0YntRN$ zTQ*`S25vhdpOM=_BJ@MU@w2xg9tp~Lv^5J8-I}?H-=|Z)S`b?rVOHwVP!bRiQy$?X zi06eA@$zSarBd6$#LUB6;fNCw)F4fHSb0XfLkl7PLUbwdDAxycax)>GbfcX>dv1c$ zuV7!x#ODOxAXi{E1K{$9A6i{ZhNjv%ubYy+dOU=)eouU`+m_B0 zMg|;yQU&A<(zSGj!O3MZsM4|cJK=3n!7if%-{#lgd``dT@E@kn{`ox|s{^AdEfOe4 z;*l0(w4liwShO*<9-S^#DxWc-BVn-XpH@^DSB}Pul zpB~Qt2+UZ76$BQpM?PI5MxY#Hj(N?hRaN8&CisglC@Nll|A=YlAJ`p5niw3jR1J$+ zayIWfXOg=mwmf^q0?oI-pK(e3|1Zx>e8XNSket1mf%9+mj*O-A6|b-&lY3Lpc^Fv8 zGe|rhrf;L?7aRYP(V4-JAy@JqJ$f`gc=@;8TiDt8ka5M2YgrXr{722!PbtL_4x|G@ z$xhA|XW-mJ@;xdt(d~mP{Oc>IzM?EUTMbZ)Y7t-LxUvysG#quP4*81msgVL5{4~MR zFmw_4PB49Ydpm3o5nnUR$=H4=WXJF6_>eegw1$AS2oZH0;6QwyWB?2>;!9QEY6gZM zyNGWN5&RN>``*9*l5?zp>Hrp#hrNs$8m{jk3iVc;O$8nR2eB5V>*4(KKS{$u0>4?_LJ$%_x6p`H^x4(QmJ z90!wa6OWb1y#}4!@~nP*&1i_K^oJyNnwz94tUu;Fc6C&n=;U0@xfi^ z)0zA6yh$j`zLgm#^n0vD_Gh;Bz1eqlsViZ4I2KU_E2}ADK7itINk01zi zMc`4{Th?}1b&?N=V*(X&2sJq%JUpCe5aehr!fg_;XsC@)A0~%?;9(y=c>X z95_Pa_*GP7DXwqB0?pu2L8rf(odJvK^I9eUwgZ{;-Ye&Oex&ia#0${ddZ(9+{8jfW^swDl`f7Lmf#~xF*q1hU%}u;AANuH zvG@BLp-6IA2RY%5?7@jg*YTRh{mEI6@TL1x*6k43^`7-7{H3u#!L&#O!>jC@SaG-) zbg_;zchQRxg_jBm=0OHI2n%?_A4U%p)y=OLky+(wP||L>?j%RDGQ6QIcU&osMIlIr zO4QQa8%U#1DL4;FpmZZ6VA+0Zw#$4rp)a|#{`}4!{0^(s?Mz5f-^V27U0@ZXD!=&q z9xZ{(PUFgzZ_b9h$+h2oPVU)d!Fm&BuQ@oF_fqj16$I{=qOsje#o3zFMDEew0}vIc z{*N9%R>cs}Y=-lK?b5H_eIndHKpct?=#*$65x59BGGpUJ<{hHhalV9t>H7EPI84S zd#x>$UZP6Jqo$A(gUBc#IhyFpmj?wQ(?ew=jS)QiMs4~$6V>djtiV@kv1u)FWN!|9 zc^>_q9P9{qN4%6?lGD$iEgi-*0Hv%&#*l@XnM@&WK6IUHKob4nXV^mBGnTARS8lGD zR3*01Fqb(a)MiD1y?PuYr2oY=%oj}x2}Sp-IDf+CfxpI53j=AEwOyawvD?(fDwXfZ zAcP_Fr|_33Fm+TKet@S?p!1M445O&id#S`$RxC!e0){IN{}1vd z;VrO=(=4`;hn0$sClPW^pXd_NiX=hotPR-EJkaojI6J(DxX{?}Y zlKe&59vA}Ru|L_4SsOmgE?eSxITi8X0sAlPd2jQrbfEgB2k^|((VI9_LpnM|Hi4wMh#FI(l7ompbO_XFNal} ztkeJJuNz^g3lK&eEaaptbVp=X0)-IXs54Wf{=+N~gY%FG`3^)k1u_PVX@7phU*!HI za>-(7Tty{hJ9_I%&>)D#|I+DZV2|2|XDd9U6?QVC*>nlrrW(D($!VuSBsn}BB-G@8 z>1`8Y<~}vFgu*yo{!=K?lhxAp%8P)zg_oJ<%+&u{3jI-sDa1@n+AYiOk{7_Agpgp> z+)i%j$B#02%8+4V6RqHOSked}+PJO2wuA&mR00a@#A1bmOP`wT0kcExwg0ua9h&$b z#m)Pw4QaX=ni-c#-a{L_hf2IrNQ-`kfj}~HG!(l;lv91#rPVkwed2`D3*dGt4J@>; zUSMV!)C%Fq!{i#foJ#y_6QYX#XVLN>pPUpKgE>iGw#^BqFpOl^{60>hd^{Py^r0+k zzC4${LP$<@G86E7y-hINv~(rL4OJ>7I6RkzDix*|_&;irdtF{5I3sY`rtRR=0&aIL zUB_Q$`^=VPU2e02FbP46Bn~ep1qa8$cIYe$uv3+a?I73uzu0^8Xs+A#UHC&9422LX zk`SS!NrtFMgpw$cWJ)SYNF>r^DrG7a$q+>ulMK>GL>i_=hyxG-eJ zJGJ*ecz)wZB|ng#gXHK?K2Bxv9QfyiK%TY-Y!MuG_kdiOqVY?WI?~6t$SL7DK7HR3 zjqwG*TTJUD0YYf%x!}M_Qa|!T78-isp0(f%k|GHQUE724C#Bw)WiLDgwue;SH1%cw z;(2)evt@#p{2y-TPLKD0DE$BL?N0ySeLEH7#{4a-P5mH zx^%)oo*MHErDKYPN0Rkoa~4uby)fV@S2-0q=)NR=+L>$J;~kp;CDFIrh(0aZ#5#L4#20}}MJOtfq{yBBhA>Cty@o51sQ4@*P>3F7Eeix~tu!jQk>o8G>VViVj66#JtJ^({Dh~Ny_%0DLTOmY@K%TI~i#v~*6L7m} zH|Uyp2e5xKa#+DSwERXEl(Xjp`k|H{al;UTBD1rziHkwH$=^7z1tR`}&_&7>y=sVY zu9V$oEuoe%*NPWsy^kE(15AlDu37dt%u?~$dhx+5#Y9VMxc%-*6JUXsfdB4ktAqvy zR*?=DmJqT4Parrj#$zNGkbkM`vwEo#L8*j$D{pGr0g7uatt~W09NLz!p8ht&8?mcH zfhnO7AW3Tvo*@cFW5T23R!@MhvM%1$tC#JGdXU5tVhNz*awy_=H-suw;*;eim^+SC zZ2(Is%tz_H32iGJUkZBUIE&B~8|3q(OWmMMu(H@gV(SxN{8~Rma8*z6v z;JmrP+=E1UbB^{MM;mu<#c^kQvgCn9EW`&l$YB%SheW>xAB4nH_X`U4f@L^U*=~Iy z5w^{!6hSYT7%*VW!PGv3U~3$8^632Ht)mXOnAI80S|(YWZ*cTuE!}l)+K%QlJWv9g zL3jb&rFQ7fp;UD2ViODIy(<1$p$1NOvQ!x!C4kynfOBN@kiLLt0gh8O2m;iS#|Pg6 z6*nvq^cSLM6P19Jy-=Row`H@waGMUk5Y;-XA1Ann2wK=Ag1}`^uH8bTgNPcHf>T8< zMncx7pmz&@H@+NLt6W#F=+8WKrx)pU!_X4FkU0mUfv6Dhphv(h;GHEouUK!kr#!;% z0i3n*T>iwPSH-u*Bb1=fGL2urHKWHCiNn@L_M=lSM_n78oLLQln3p+MRupgaWlcB8Pw_=z|OcY1K!Uck}r!pfYmDipU57B&1k(Z9Ex1$r>i!B9is zCA|fU5T=2Ph+YR6{X%kbGA2)?gQ({OAtgNvNaz5_EYSP$b`Ky*NSi0LdK= zvmb|^1-?z9OY`hoxx4)-9+QLB?wD9t1VIFuS9zzC$iOd$^sPiMjCPD(@!_Zmytzyq z9aFGxl5wOgZg%e=!-)=~P})W$b&cqE@1{@nJG1r1q<&!OD=ndy*}TPQa}-B^UP9(Y z1#{&pW#E}KDFat{3u?g)VGvhXFVqA|jOW?m(sWSQjTH~7UEXPj0KGR1c;&K0l>6pfu3?`(|utp&$-RV=~fu6!Six# zO%PizS$^mP5in?m1ez`XjXTZz9xyf?xu$4FZ786bC8hSmwFR&|pP)EpVQaHzSXB-m)VPG&D58kC4E5DEroZ zbaZq8l-H&+W~@jkZf8Ed5|qfB6w*;}Et|Y$LkJE~Y70|qjJkDC{yF^bE8h+FMrWA- zJBsTFHD=Uk?y5nDi*Tf#!1=M2=nx1B2!uz!VjZgzZ|u57`_bGcK)T(s9rGcKfoE+2 z<%u+8SeIN=r@lp|Lr>>6h7^Dad~uh^Z=6-`5CTCaGJnYxmiAEV#`7G%G00D%=UqWF zdmFOBBw)uaE)@qJE0LW7b>fJPjp$6OuPY|whf80^^N5AL*frJQq@orf<9!6$tpJYQ zL@K1q9J0Frg}%cEC({xzovAqnZAo<1KGtGXHpE$hW4s3d7WuN{;6fqvV9Q(3YtxY# z$^dW%luzCgLpPIHf5q-BLMKU^5uU-)kL~=^BG(GFI!>W7C7w|vA)<|ISU;I%h7Sk% zXMGqQa(4#Q!M6=d1n`+$V95G`ZF=|t6vq1bYEIr>g1GN6K=*gu?xEX&U-D%Ue!avs z$5S+X=jHt20rEAdB@SO<{c%PZE`&gTDTu8#cl2bwTeKx*Q+@+0N%V`vA(DQIBKT;pL_40G0QGZ3wE%?{wpe3a?KW zbo+_I4Td58Ub!He^+fG%8Sr*`gknn6({o~b$HV}M;#`v>5h@tLOAU0Ns4ue6qX1hxMo*D-gtm;8=NLCG*{q-JIR5XeziUkzA7&=Le7xiL zKcu?#JLIs>4nb2iD;5vc{`olinsFH`i7c}qsSPn4fALx`BJkj#K&`#Ox>(N^EU0Vf z-8$@J9dv$^X?6ED73_ZMF#ZG9i~l7)*7_HMtDF=(f<#tY50NJ9%o$yWeJp6kZ?ZoA zE;4JH=7Z@7TM>RiH2@b5N;*vc$#*XgkzrkiwOrIChp&jtbim`$j5BTg_LXgZ7q?_9 z3x$*@$l5ageG&!ZTnqrE(H`Sya*L*P^WSBuSNL9c87rbY`CfeY|9kS=`I|c$FDhEx zKq4UR`3I0j`zWM^Hyn2uJR3jJFWEV1%~`&0TUa@kxl|YG3nLGW@vD>b- z`y5MZ$Am@6vH1Y|h|Xm792oI!(bFr@jEoh%!n&Q7%VW)y)ntHeGMxukT@9aHT5?rreL03>9sI0FmPB-GE~&h=T^6|e*C|0OkVP1 zY)+c7M29;1O=!NP6a59P&Ms^+!<-6amo?CwkQ9=PJcow1LU;xR;ClmS4f>)IePw&` zeyYmCNTDctrCg9S!6f4|`qhr?9|s~ucXFgavVvUgrl&h;i$IJat43s7U^~?yo)5sP zst1a>YD5^=Y@8PwFNw~VDu3q5FD@=d=k)WJt8&jK^cJ9>+D%d>QoG>YlD>?ZQshGh zA4eZ31973DTRUhG;-m%*_ANTYRQp4&qk6FIWUOZ!Cvhz2>7jw6dJ$9=DM~xG1Gm6ImyGT+ zp>Kh;te2(Um^Voyl9(NULa8?X{^#wXmC1J=`FMI)C$jLN@8bQ6FJnU_V%dGd~TrycFllW4YH=9 zxCjafS^9SxC#T+s06Ts3wn-@3=Ryrws0l_4)nLRsMiEVOD4=eBj;xsJx;4hTX}*ym>|7nyrdaWF2v= zciRG=axC=?Vc0v6Y9c#~o|if@GJ^79>zy>T5%t2rExzKYG4hf0$q0$3b6Hnp?Ss!J zvJ})?yDLIg+$un~{G(J;ky#-+reRW8=_Fwe>xWaEOlSKsD04^;90mv^d8C$AdHK1c zpL!F^Z-L2;5HRP#k5oJ4+)vb5SfxPK@PTvlq&=*AeofbBX$$z zu;}g*GY2+j2ii5|Xgz2}*l#>%{i3W zs?%MUnLzF{02eT^<(WG7H^drW z#Sh394rrt$_)DDK#JeXu8dOYMpedy!AKt6oV9ODU%+JqH!E-r%C?ns352YDgwogOI zuWPeuI)s_nw7ot~Li7VIt4l@4&-(vlV~zhUr=QXt|Njv#|DVX>{#yfXV~xn25S<|; zEBGHUy-RlQNiu>Rj>0vAq%EjcR{8wygiluVJ8OFEe$xDvZ^+pe;Ei5xBlZsIYRFIs zwG!eH4b!9}m8=e_I*`d>A?((s9Q|(Fpf)1?1d7|2yY7=42aYVn=`8@>$nOhg88lzX zt1WOo=}-ugfxs%d#+CKOZ}}?UP=^R0aXy&ROCfVPLyVZ4*wd--8YM|8^hdIK3wGq^ zfX=f3RW-3Ufa+9)++gLz3ITqx>!`|xEQ*|7fki8nx&Hg1h>mXPJ$2u)KLqQsoHmBi zAJW$|8|HyfLVpikGh)p_3hlaW5LgYFJ4tnccxwa^&v)>IaW@vC4cq81l}tG97dwfr z7|8&sZ~>>QDtMzqp%(_cALj@ND87wKJm`}xwVgE%>Pe8BjrdYHDpn#Vp@>In<@Z16 zZAlUN5naZ>C^@Jsk7%NtY5h%l8&T0cV=-a;pIAv^?K9E-EmJr-tDu>H1o+gTHL)$xlA7)+gi4%UYTr^0M;9^Ksp_)%_6)_6Tv?%|Eu z>#5OCGNQo?d*yOauTv-n)wl{W`It5@K$~HoT+aRcr;B>;@c_ts((g@KjGn$0pdgjF zEFsuq05*ds4Y`c8XXUY}AxeUBM1DP>fgbVsMQ5|9XtZPAIq#+;jXhPYTYEowN25t6 ztHFS#i4~H#ki)6a0h#v#5-^1mD#7e}aoQh@>jRU8|N6LkdPUMOj9@fe z!1^$Zc!*fJkyQg&ujJ@A=p$Eg^pio`rQl9hVR|gFEJAYq^JHLJQtj`ivQP7C{M1Y0nJnbVPGFzfJ(uYTmUC34Oj@1Cn-rBYc(OT zAqGCtNdeYEO-*)nm>_pW?=|Z>t##1<^_yGwe4*v0^b64r@EsKvaI!WdOoqJJ;554q*=O`{2n%)=SH)40xHLY=(fQ2bgr6OgIxoXcphB33|H8<>-`)H2_V6FsMOPEHFz z-Jcv|v^($yy0!Rq;nd>Q#gkD@sJM3vLQfw8SPCMi2@Gt0PohhfwzF8Aae)pt4bpA9 z27q=F_+s4dBb>YNL|DdXA+?Dol8w-I~GbpSH5QDy9m^Y_?0$w_rXQvX{hV$yb$HPKNa_R-q&Jd$Ku|~j9;XDiFm*A57Y&=Kn@tc&{e;u96NTb zK0hr@f$_`EJ`~tckeBC}zGTUg4GJr4pYq^AIclO-=iPQ_`~$Kk8B~^+prN?frA14G zXOj9*+#g*y{`0p~X19&`0S2!`>LVp3)q*bD6FmCs zvO#*H(1|j#1EL+Lu3fPr7^{4xs%n&qLG1Ybid%hI?aN>)N@sNvH%^uyfTz3A0&oc5 zJ23VmB0?~H%~oWnT& z*cc>83od$L05h#+cU%8sygZX8;9Z|YiiEj%+(44^ds;iuvGq?)l_$L=&&;J$4jw$n z_(71H0N3#KhK4#=bBh58|JcXQ`XGLDxr(-9yigSeAU$Abz;?%@emA{*nuroZ*0If~ z6~zFQuk-X&K}H*Z#?Zs2Cb2zx_Am@q`#va0Yj!7%UzPFaQrwrw*>zv<8YRmQWbScl z+p%riHj#7U8bR1j)@Z)0*VkXOe*KhK@7|TvS4B=G_aFB(K=%ad`V{^naX#2a9QfLW z2{Xs9)7bu@cjfqd3P@uF+{V|3q<0h$NB{2=_|JO+b>{i( z|LpnCZ5!Eqk4}$EmykzR*eiQ56vv;OC5S+6Kw5o zH2y{Hq5~z(oF!%VOW)Z)6aHiQVZ!VfPW8VUeD!xd??-GXsV$zs={sZRMUSMG`L2q5 z)tsG~lU%;b7a8Sqv^<&__r3f^`Cm($%U3l|syz8;hrApaRebZQP+y{N*fZ|yZml9V zKO2h-%ZpR?bx&+mam@GeP|tV}zQ z?`B8FNU`wDY4iDmasTZ4gDa-7B|msD+WhyR#8KXs&ST!@{ohJLcQA|DPpezMTW?)= z&F{xwpNErIG0O1=E*?-5avWHFedsU8F|lb^f91CLG%jv=GCS_GcY9A_o#3B4!vb0_ z+2Xtk{6Ak@&ervAtT;qb;`C&v{G^P@|J+HCT2WoU&xr38nGS~U$G+7Y^A~g}@Cg|A zZNE0*>dqtHF}j9vpQYY>6}sX-TEF#vQCgqQ@pz{Jj=sM`iNd|_x9)6Ey*$U^@A?0D z+NC!Gmv2&tOK}z@NWm7P)`RK(qp~til(;3pY5B#( zd^*mK$FK!!YHv5BH#tRERunzYe`!&AZ^hO-Iqo|56w`j?`TL&rY6(3xac$dOciRok zy>m-Aiv0J#&zcDGvJ~u-&VrMwqN*yXsyY*y*gDwcx%InGTpZ{EBKYRVip z)tIDIebzb*Rek5zkiJA;^lPe7#f@9jHy!mp^jY6xt6M|-AAdf_xp-)gr&{K{!;@z66csJ}%H`7k;YLF+!>=>gu&*Yj$Ke}98by`M6JBl9 z8ajVu*rM;e%D*RN7B^73Z-b*8R4L~|LU{7--#4`r8h^Xa+)fjgigEt=W%zI;&$i^p zB&{NslJ~;vRi;}0`98Sh*?uvLI#QQHeCxYWyQaKQLp6D>z8S=;OT2IrDOV~!*UaCledJ# zs9FDsc+uUKocOw@Y){6`Wz4jW;uBwQpU5c7XX|w5)7>aiG*fF%~n<^DrqT4H}LbzkLFHikbw4lbUehMr4!E4Pwzf2i z{g-7M;W12^Hti|8-Q@$C(@j@}h5@P3;?(QHMm~bO^U1MoEn`r^Q z+1YS!(Pk49W3bsFi+=HFnKUbFiw}A#-p`e5Up@oFpy#bvAsiH6@=v14~)Nu?A+_3eO_-1o+^Qb%Q8i{yXCtJs_p2fZd|*Op0Wa>9lh{_Up57h?v?8ED)DNhqB$= zJLeLWCS;DLxFow#_Ua)U5T-pr_yEYXtLs+f+S7Q{tp5fb0qRjZ`frZ-na;PV!u?)F zNvUh>{Ww+4#fq$WXU&>5{Ogx_{(^qK?U^%Jd9{KLZqW`iTULwdo4FRSOLCd7Wq5ccoY#n&^A!k!`P5~Net@^b1J zTkqY=4Rnq^2SVU#)A%zSSmY523G+azZf$RWYBACo`}ymSC(}H znx43P`SNr>tvi69u%WWh zPd-=2&riW_o)Rh}1#?BODM}ult5Z5OB>n&VIf{X(C5}tiq`&(q?zZ5<%vnww@87Z(`GJ>>DF?l@#pTE>F=W4U#8b#bWdc^nz|au?PcRi*cHblA$WHjVFb4AlaQD{R;_>$5tb{MCegoTa7vSp^T zE`OmYRL^&K)~wTVLPN0E-32lo!)2rW_3Wla{erzsk_+~MbLa_M0#uB$mW7`DLGg~l z@Tc0B6D}4XFQV2j0nyKKe5f_J-Rn1Qd>7_cWR*T}^`}~}ewOt^cBt>?0A*#{q_jp! zQ*#b#Myf#9tvg+NUx#;v!zw#|pa&R|w1SV1&kwvY$e`HP>*=vEUq#R9Y;@)F-6Q1l zYEh1EIn?%*#lF5TFE8UpeXZ!%5YBb$ae?RYGcRHIQ3?V@E8+|c8Ft}1Fu}(E?AfVV zSy|`9!u)Yo**Q3D&%b47PuGiFCj*ROfF!7PZ2+ol4}%@(Ip9Y4Dd0@O^CsWCl$WRS z2Ru2(4|uu_Kr)8Q>-F0UA|4(d>K!+whULO^Fu}$Klb=LX-DE+0%7FBpViwQ~@0#^a zPPfW@I!~QBifeDR4voSxK^oYGxJhA>WYM=x(#3^+YWNqm@oiGF_yMj&5Wb0^D3tJz z(BnLXcI^KCbKCEvJX)M&wVuP^K&JIoQ!6@0(Du9pj|)%*c^HBP7NZA}n3QxKP(=n_ zI|_d+i(MF+H+|MA+jZ&h_I|fpIy3sErX+ZaL4a5ieE*Iye($Wjrvei=6EEA>-+vPO z72Y|my}iyJBafa5pLkeeeA?_>cAm*8**^-05~`*k;+#BrvIX86TBN%0#JCRqC%H%eX$cwNc5gxRn>azP2m zj4hp=0Z<{g!jbrrhWB!94zjInOLO$E2v*?`oE=P<2-u_#t(B~?3hNO6LF@{K3OpXk zC8p-+0O2!=Rp*2*3qt@_C%;*(jX*Uq&RS9lzz`zBV{0Xe#f$lIB7|h?hakQZ+x!x& zA^N>E!0iu0pKZ0V;8DyZOR*|ag=_HztOQuruQe9*^!8qx{*DeIJa0r8g3Pd;C}81P zNJ&dSM6bHqFu^r3b_GcJRs~51(Bbh!?3R#3D#3?XAt9-9sGSEo{!lCc3UQ^SIt4y! z#G;*SZ4<-}xT%UEOenlpS6<6+rFxwUBNKyZt=id@G&hTrQ)WI)(iAN7`0$=|*Q{Yj zhwgk-l*j9>r-}*-`S|&dgXkRPK2R2fz_wpy1Up0taskT+M@5ksmOu=Wfkx6%kg-LU zISIx>m7E7;F8h<0m)9c%?ITByxOjNb2qc^ptzW)`01v~Wjt6Wt!+CDxiUGU%bLX-F zEPRF({(MBlNz8oWf`nilf+|SYnAOULw~SXTfzT<*4)yZ>T4!)H^78X(rNi||lu~|l z3^%NR@2Xd3bmrQ_@v&B^KLrKFzk(OL(jZ1v2r!!tlCan#?V?C2CL=IIygd`Jr}cpY zy!g9{t1;~T^obKEqBh}z=c3%fu6+u%8l9SD?VDH19(`akJOFN!60FM;)Q2M_YG^hlZ=OC~K;S!QCRZ98k{4W!yE$L|XpZ)0YJDnf&zXX@!|*fBvE$?@6Dn*hI1#U# z@x$1t7I1GEE|~zRho;df)C_n(S-Jz~cKw%RtdPE;p=am@Mqk~k4EL$^1_n>SFtfI` zJpqXfQVaoX=6b#0YuDzm(jautr?!3kNF$RJwq-Cd$kfIa<82^iI8|7vE*r!iV{`_a z5<3j>Z0Y`bK|t9voE0N!n4Jyu37(+h^u6{S6F`iqR~`876e6~u41~6wv(-KMFldq+ zgsnbo*fjw`QNyyxO9*18b=KAr^hZA&pJ4zUo2<%YGhG`P!3%&M zqz$hR+}>T?bZM-)`SW#yll%MK>KYmnz~P(i?sWTP%2hZWtrOJY*D?Nti$d-`<$d14 zghEVDh?fl__f)8E40G?JA72QQk~U~fg5qg5x%A4F=Gxj&WGGbeWW^yT4uCL2Hb@ft zE*!1W=(H6gJoRMvtq)q8j8CBAO9Ke%N06knr4A9 zD?-6*y@vNU7n*}(B#*{-{lOHZ^2(TY9T*f;{o>|g!8vmlfyOP2=9sad4#CKQAt5{Sb9e39Rlgh^G9R6- z(J$Bp+!hFfl_ZGhhif4XK~^tV?A0I`;NKTo=1EB22#mU%n7Y#iU4%%)0)GCgo&llS zNm*%lI8HlNpdkt$9`+1hByHMi5BWzVVrOu?Y&F)5Ifm!zm_?^O0kJQq4vei>EWj<$ z1#24%LYEzZjNt{MVa^X70Y!w$uXPDB+jTacPx%3&^mITiU)N;fS)h(7(61I%3(Z9k zaa#Nnvk0D(XIpyF;AL!ZT|u1-ID?~`j0~%H?ATG-+-yY_etL$6Li`tSZr#3m|C`n= zb!4Te{Fh@VU| zr;6>!P9GKan>#YQ?d_w#bf5w>sGhS6;aK-Y0+VUWF??bk zT+L;}rD8Hoevzj(HgmAg0ek#iY_d`i5tkKn6RDe^?6#dn^6ZER2aCY>DMMT(L@Gvgjw9yO` z;1uvhIH_~oyItH(j~*>7TYf6MA2OC`sV?fU)_xDZ^@FGo^ycxVko(NAxOVlbg5vfZ zJ{{vkG>@dG%`#ZO{ybTW^sL4#LvDfFx-WwlJ&=W$nkyJU(U?Q-QLTpbJzQ$X*~!bI zMASmXap}>~(aI>Au}oL}?wq$j#;f@dAi#r%4_^eWT)5#u-+klOST~uj&?rES=%HP} zHr<;rA9;;-qJ*BNXJ6b)FqBBI2Vr9bl0%!t#@oXxKE8f@3J)ikm?XGhD3LZG+b_$< zl{-!59f;K!pyB9Q=IazY%IU zb6=|I;ltG!MI$G?$STdx?EJDz@Fhc-A_Yl60A9^oDZOGC3D@?2b}8Z)}=a_Wb#I zY$>b+ps0%^+r4>Ufwm|pJ^-z1h^?;I9GQxjV29DIh}QE^EV*Jc|JcuAe)aczDEl_y z<7o!c`iG}t0eWAFQR#)pv65)gyhn9MYS4_=L%R3`?*ZxHmVHI4T#vB}QEl8+f&4iN z5}Hdd1Ltl&pIAKHhQJpDU_;1aW8`Z@H^h)GjO)!+z>~a^4YRUsnA@j_u_kmYAeSI$P$~lzES<+X+(*mc?cbFnUaJ~QZejVeNgAR8v`^DlfjhRg= zfXma9(o$1I`ZWMoaJV1A++uv;`;1*D0t9&ue5<{ErFPZ>yz6L?;OIcyz8OY`p=IEY zNogVk=8eFZQx+<#w$|3U$Pcr&yh&j{3QIZ6XtCY@fa_3LSQy&X+Q`~Jfl4kNWwOzs zt*y-t!?hf|^AV(jg9TuEA3nDXL8QlgtDp{w8+n@6=kX)$=@i?JDx0M4#4>W7X5t??Ezl|R5?ZfywZbZ?h{0RlICHl9nP#uD*iiG zz=IJ#3k{I2r4gsM;6T}b_eb&Tn*aq}v3 z8|Ue3aGLEdY{E0ezCbdr+$H_4XTTK-@%^&iU@S<(a8%pin;s44C`-88*}B^~UK&)1 zn7Rlz`4Fr0izM2EmB(kW(`0&roD;--JuM7Bhet>68JscsLc=w0xE7SYdi6?b^@95F zJ7W<`KPuzN8LKQL4n7<;FMw+4SPpuzjccR+h7I9}ZCGS&?d>aRN!QNGxwj9GM(>WjfFdO@plk7bHMIhpSz7i_pH{!#mHZ+V z_H}hRdjybnokHF;d(}}9B!_^2YhNI5M52x^IHN@j5Q!yA1OP7O=H^DFsG4uXre+uj z&mTjkd_FRAA~OsF#}?#&$T*pa-``;U>}$#w!iQ0}0cf;Iz!b{3^FU)>LBhl6r6a}JHfpLqvg z&+pg(HZU#(Z+u173Lr1-9_Kp*m1`$&yT$ z)<-rYhh1DS$HKT&?oUj@X4{nAuVYbJKijA|dJ+Px7P!khHW#i0oMKJrR#2`F0{QnU z-8pOw9NU9IgJDx>4C1?+iX$p??>!4qN(7}If?APvW&it90I9Dbxf3TP8%N8?8 ztLA9_{j&tUEO0vT@k+ZMalqg@scq((83|91|E_=fbe-B^OhTTCIC>IZm9~)oQU!|@ z5e$0lggh~e?t>8H@!>8fFo}tYOv{j&{U8*nbJf)wKdDX58;yqIV;0K4XE=@fzWM&0 zMbM0^D?1a;UF9^}y{md6a`%Z0R0Lb?Oj54CN6)*zb5r=Ozhgti&tJaO23Q~=sU*Tf zi0dYo9~=ydmntuLE??2jpZP>Z13}B#%jwZ7F#W_s1{>fgB!zii0}H4AX+o5(X&5K3b@Zq@go|tp#QLiNseA_s^*Y{w^s(M< zSHL>qm$I|vhZoESrh)t^1P2!ohp0mvQsTi^n*_l!8*>!H_(aq_m2mQ!rd^#m9}8?L z(q=5diC^u!AgC09b?soi<5EKKh{6SJ%W<$%s2CQik-W8@U=H*J2){s;0pTJq&h#l< zT>gM|ac#Q}90)~rxBm*5sx3fVQ#L1YF_%Jkmg31|XTPcN1+KH;f$^4IP)D63pp9`s zFoFM0vt3b@qc-?t8ApG)Qb~=~G?DpIf0rA-(LrxULK6ELJ6eptd&n9<&BWZ(FJdO1 ze*0$L0z^u018wkU3}t*kgni?nuphGuJmxGmT?Ie+yNIs{DQ}{p3pSc0zbS)6BByNP z*Dqf_VOo6{9)7rMw}#i1<@={2YeYQz+`wdAqJm)P5NJMHtA<-99D&(+A}HoIyLZp0 zaRP`5QF%pP2fo9&e=gEgB>6e+7`lPH^9j7Wz&f<(-G4pEeYkJe*UVV(o0QGBdfs6h z5PyvrRQB>^1Qum*Oiav^r%x{%44Mwd{(LkfE`007!efb_y_+23lKb^V2Y6D7?qPP3UJJ?72!}jw z3LPwCnweneet(>BY<@H`^6e$36C8aIvS*S?2_JfP92qNu27rLC)Ug7{=oFyV(~ zHpZsimRDul+8QWrO0EpJFd~YdvmmN^ZR)ez$Qi@3rMGS-Z_4GrEFgn56rbw-XZRq$ zT&(4y?K$h^?;-iJ84-udclm~Us%65a3#Fwyqzxr*KBcK#rSM5Da8dW{Yq9BgMhPgs z0nEgAGGPfXj?)tXBJk^7@t8Eq1)0FhNcq&^A%1mF!E`mK>p;QMMtWB~`t^X!l7?IQ z`qdC?%8VBuNS|~Fh=s^pOcL3AcfLsG@gdkn2Er{o@4)rtDWN5ZW0)*q| zH^)ezvcsmWpRR5cz4?bMMtugmQx+{dj@28P>r5Hey<#NMm<_O2eh6uMIjSRh8f1d3 zXs?)n`q0g*`uY{GcJL?|j8@Qi4Z2TMiuis`9-atXdpU+(&c&n!EOsdg2|qE5NIn6# zTQ0ySvwZ&^Lz)}v*4t=~1-A$`)Kkw)GPA)V`4Q^-XDx~cnn#d@6H#$-{uL<=B(La? zBx?9Ssi-i*!=yAEH1t8o2as!QwaZRn$4+w!-8maUDc4d=dKc0@XdnRG%tQPN2afX` zyV(wBp(|!fh5OvhOo~;)Xs+P0U-Kl;aDdhF0%XH7MFwb7RwIhqgc_I#>L3=+hg}UH z{{`HR@T~g}pCy|fLm3o-dJ8Gg4;ThrQv8YkM>e<_jaVXGW{SI=cqoBQ7*1+=hmUDU zaa>WW1UXJK%|N!|bnPdcD$^BTmzD8f@UH_K^*j!YG8ik#p!HcV%S9~L?-<(pyc0z*gS)U8}9hor@}C#k24+%T-Bx1ClN3+feFY`(S1dTXf_GE^Sdp0ksWv&ZJ1q4 zrB#~w5^`Q0{ImC#B`{n&44SCM43hm*GOHYyb`>4PL|tU;C|TdF+YNj@0KHBFm{!Oq z59Z;Zvj|p$bglW2RasI}QW*s?)IHmIy4+Mz7KKOAOq(5J-$Q*J6At37U=_VUa;T%7 z(=b1J*$jZkttfIjv{F3v7?`XetCEsDO|2 z!epa{G|>YrVPeW|p)K?o=`sq0>lz7`Nfj63-*izKRsUSvU4+JGEQHSH-HX%@hk#t7 z3$+lN{5&4>3zTg%Ild!fP(K7MUxQZpSA{$CTsP?Jhru#qJ%Yep0Ws9@c+!Vs5{1Q# zyrAu2rSqRZ?-A(T^cgl0^AM7jd0$1ca$|-j4MsZ(zi*667bH+3_s_Mzf0E0V(~;qP z(fakTgk5j~zzd=02UIVIb8J+h}`IUrZaL4?8s+fsh$85l&sUP%uYD-_hw*=er;wiXWT$qaxaPV$3p zZV@nZ-ftHdFDoN3>Bps?j#whvLZDTcZ>Zq@;Oo9f&r46()$=$q`r+&`j1`qqr&@e~L{USrRgx+FP!_jEQKJ(_553 zb^dNiJUt8wK9BV91)`-vR4RH{av;?%^X8TFmKIlp%l3IxnL)S+@?rx7DTUcVz{?HK z%|8{o3?%XyfNL>Bosa+N%LH`zE?&ASyc}MXP+iG+T*z=NR5~WE0oZ>aPzQN+1W?ED zEP(%5wFyoBruUq8e64co@662XKU5dkSrsp4pIFmsG4`(0O87l(YTE_*jG;vX-=$6r_1IJSMH;ltQz+z&g0KH6R7?!o>} z0Nzi4hN6#u8p*p2q*+8Z17jUGf+T10W(b>^5@339?|NQ|7j(8JA8SS-X-6G&csNcg z`7;#t0?l=8v~lAVmjF>-++LSyizHpWU42c>B`nlOeryx^FeN7*>r>^(4=EU7oF#rT zpnlx3{DHlDgTars#)JWoFxCRx$757{&yyt~t{Cuq!KDq=1Pn=c0B7<lH=*av_qnDO0DOiir`kO%8)3k7JWd)g8w$tC`CWF$5@9TApC7uNcCRJ^seFkpdWGuM(GeDF{u7fe=yFzi%@@1 zS$B7;YiiQLn2BfmUoD|e&E$CMQZQGbEHO{y$arL>l+xD$N-pQ^P8cGB=->}q)rwV z7G4UAqO04rqH<7(QZEqhZ>!NjV_JY-YQdX831~b#<)>+_4qFAS09xqrh_uY6wj%~c zM&~>(Y&t9L)lZD?)ahW|<3okA<`Y1kD1>hemd9hvs`kg3{1JXTx@euiIUoq=5l&|tXzj7^CR446 z0L-*>2ETAX@koS2#u|U<;^y`Qh~YOmy~%L{{th_L%b@}cM7CM-?wv3IPaW7cN58wK z(4+bH7cY$%Wwg)-L(|U>93!fVNZq2WtlaYT>sbT_c3F|qw-^$MitsQ2GsM zchrGBu-LtO3!??TDI+NLw!3lu;U$eb#Ohtt%`-d`(D zr%eaVKWk<;r;&q$42DhwpcVeOp^m>5C7fsks*v~vJ!2dAw9ZE9i3EW<#(AFKCE*`(0!itm zn7Do;y?oVp;$=Iw;|CKD64z%yvYcBPReEAO3NP>)n5Cs+-S;}MFIsjyeW8+(lQ zJ#4askb#|f`O@HJti~*G0}szWYwTI!Pa6q{(Qs!%=q4yuTo3S?&!2V>Yxug+ly|W2 z01K_;*|RfcE1M#*FAINnr_xhHq^m?viI^7%m$`0lp9f(^i2#~MC$KWW2MtA~w7=aK zyNdhWxfhS|Et$?us-P{|fKbzkaRMHp!!R#U!o+5#1PAA_t&f}Dau5!^-pI(o)v8Pk z{YnIf$Cy#!hlFv0-;8-hGT5Rm#n;J%NZKAi;qgN#5#^M4-D|34?f4xE%Vlde>#k zYi#v4ZQ=uDf;p-#n4_u=@}|SkMer4{$y))@Y9WY`NeCL9liV>T^zYO2rY72ACi>cT z(&S}{&V{3fx%Oe=ilD^~A@J4Fr~v(lurPKak*KIRh96=pLFb__-FK85;S>ZIt3nYx z6;&qUQsNv{w<)NW*>SEM#HZsT8YoIcpv8;ztPMDUKrF=ai+ROx1Y@VV z0m9O=C{3;$vf^WqCg4~96y>4LLN)2Gp!iGs!Y^MALVitDf~()!_zxn&e8lB} z@}mt=PWVsV^}xQEpWkhl&YUY*+2vN*GXNyLx>l5DlH$r@%p}cKU%E7+Y-RL6H2MC& zD2J&r74{Py5y~isVZ?;vK*7@DmgC{eso)@ju*Q}*>NXQRu%-miC>?obtMFlDf$WE% z>b1e)Pq0Av`Gw+Ty0jiXIf&z64PNR$_}(K>jR7szhAotA89aFqv5Ill9I=e)u!c5BlDp8#~U!8AN=_L)4EiXobR_UsU>J|Y)^@3jsSF<$HXg_(Ds z_qaR1skC$=LkE(=j(kCY{&mH^n!87mH!mI+94*i`%mK=|7+q>hOh)joID(a}XsMQE z)~(2k_d>+1fEGY8k5I}{j7R#cbgc8-Kf;U@KKC_w=p6#~V_&sul|e<lI51;tbm~1ZGurdunO@O< z)K&4yiOr!#Zt4FLkfiV|UYR^n`kyYiT5tp7G5~#n0hr@vip48R@~!9H_V)Izh*nQ= zB8OrvBZqhh>JlEPCyWHY12(sTV{smOIS?zDb>f&g9WRTIfne>fn>%hy-)?so7pPK^ z?bt0MDlQVpO@nW5FfbsV2hjf0kh3Qs_<&4yS4%NaeA++!ZxhBZU|ZgDZS5_B^dz#j zqrB~`y*&#jG{XQ3^lUvP+=p%u4jVR%9w9j?wE@scK<-HUnD;a%7}@5xQN``tP=U_N zIdnGfZ;J*E#Tpgh`t|EekSj09J54`qe`W};?1HJX2v1$^{#i^MymcMIe?9^d-iM;c zOzRcBq!*J}m!c0fAa*L_M{VJrZ0xbYhiZrrS_Ydt>u*l`{DjGXC zqT>2#3KI2D+~z}4qU@~&Z)G0fTF$us==5Std@Z<~_63>c_WNWzTJsx$i*s~jNEaeK zfEn-t4Fs{F1?*5AeSQ7FhMNM(7)ry=fWS@Q{B>+d7kBql$;tC!l^6k`l!Dskc=q!Awt>)!F*9WkV3Nu|f7HP(Lt z84c0otE7pYofQ1_&wX0;CKGL6{N-6ySqLd~v?ObzXk4M@^l{ zH_gd$k@9~`wp%vm9h`uwd>Rn*2{@yNhlk@(9V1N`5$iG3);_F<$D6ik^X4#yj{)kC zJ-PV<%Eq}ssw)Tg^mZW4k3iKkeP}US&M2}L7u*KZ5&RuPxFkw2iJ+a9=8_+_*%)>D z#$sux*=K;i&bbDdPehL(Dfiij4?B_k?DH6bQ4c3`6SMHpTwM)w>kW;s;Yw;=f6WYQ zNE)FlsWvImj)mzyJ0PS621XScwWpB%*`jAhIU5`^1L2`6fC!}G z)h|ou7#6F|NL}8+dCf;U#L)TzGte5{auv5uKH?msYs-TM7^$8i)BdIP^}#GsZ8zRu zLUY$pTiO8KAwCvftUuamDCMVONd$z3KBLW#dyC9V$GP8+7LJ~t-f+ta-VES}v(-F! z0PL+s&x4Is>j2?<=Efb$XVh=ptJh!gt;IM!roRjryLi35N05O{GwHP8QG(d$=GCae% z;Q}BW8l3rPsQ6=bV~?Fbf8N?-1euUi(HB61r8s#HLZ!9u!vit&DITJ$qDk_HFS%$` zKBN!CVHy5gaFmmaYeDW;AbFKA-oV0Z+4=XkF#H$&$Y`4=#OR*0G1P+ted*iaYv{D3 zGy8?uB_-p-j=~gDrpOJhAIctIwwVKl!h!Vb&Ja??S!@#6gBMSp`m2oSpAr4{|Zz`})qKauaG8Lnp2cLjd32Rrjt;Hi(vFp1gTuf^g~JF^6o+P!zFA zU>h&Yec+Ow1>zU{K5lG_MqUsE{FphPk&$83_!Q)n1izmU?JENgNu5)9HCUX&ZZDU`0kR+iR9NfW}32 z?GWr|c_yvRRMz=hd?`2vxm{ij|I|}AH9EU@1Mo6QGr-(MU`>o2Dzd|k^AYyXv7)dd z5EuBhI0Zg-0w%d&!X%#ah#2U5FD(c~pxgTyx#a83zB@7ejX95|&n1PO_nc#LLy@M% zKluv(Nb_D!FR)m!q^B^^D-KxQ{Avzf1jB~{1C5TQ=37;0sF8Ev2#%OIhVQ_EZ#F$t z3-6zkz5DgTy9;&5k{$T+L_aik@782doMq0Jl$3b?7P~cKSXnOVp=}^Q-h0ta&=ole ztHH{|V&5o+6VGR!ptlGxcthheAcj^8Ie(+Cp|6lUtpMfoFR>v#ZSACwr~`3Gp@F$A zcb_Q6`EDgueMa^YA5}+aZeZ;>8I}pxVZ}9!(=_NS4fkdI0GV6|^($%Y0Z_0B3?$l4 z%3bdOg0cx3+=7=+#`Jr>=n2KizGzz3y9zbu##!B?kGK~_Y&YA#5v*0T^_+7-w?nJV zC2+(O7DEh!R2_}AaY`wDIqI|1EC;}AUX)hPQmD5mCqMB5l{5)YC; z{FHbh>A{7e?wo+KojhXVWvLC!5(>%mfT@kEo6LA(8~`wtt!=ANmTz~`_;v;d4!CW` zZC=aP1=WJh(<^q370c4$wM2q{C_fGYFrTgAB?w!($0&>M+6|zJ_e6K_AQ~tf@X%`z zNBq!w`11YXE9xB`9rGaQLgB%1^}e0x2MF%byLb1Vd_`oV>KQ@3ajV+5)Aizv%-6zj z^whG;eSCacKYlc6^FT^i-vbHY*H~MIa40{2j#s6npYQarH#+MgN@j8|N(uyH9dqe5 zM(>Q6&d4;`h7@r_li8@nZace63V#XBjQ;Z0E>8;WmAq81=3pcUkDlK6v??a78;8`; zIm-U}D_ssB*2N>FqjwixBT~c1C?U83bu$yg&3({vm1%hL?AeER-(FNy)LMaUJi+gM zVrmM`gywhO3M}laVjuNJY!fzm3E;gf|H%_=X2|2ZmTB!*S>CAM7Q&-y!pAJF^olwT z7mOWi++XzV@N`{C$^5h9-|h;aLq5IGA4n)IF~$$#MRh><~#W5&!$N>FO)rS_V!Mq)W)k5UGk|& zsgTgAf*%UfdE$W7t;hFZCQ*g7ex$y*e(fA#;lt0ek|O0AXYJU2z}C#nEU<@*S9j>= z&uquGuRT4%umph|p(pm9X#=%&f&P`$*5;*Tm`a>DRKfQe9ff34fdcf($hiE9w7 zsaV$LEh6Yg?eH|Mhd$k>yrUmKdc-i2{%9{Yz8ixNUE0@=0E;#Tett00s}`_6u!o!X z^+Lr9+d&7q>2CauGZqo&W^sBUks7ofe(=Rx7%IGdSpis1L0YPr4C{8$e_g)e5Aj;Q zNDK3)!PTk8=VsulO)dvdBIV&8&nQ6!q{P1ud-kI0>_*3>ZKzbL9nMeV=3dezjrO!W z3Uf|o7*P_aLjGpoZ#b+nQTT`30|(40Gzsmd?=`TVQB>vBcr~Sia%o)f;WubR@5CoM7=hGT zHbPO#mlP{_mNsyLP8z#IghQ{^c=ZUKFAAa=%0a!O$&b;7~f$QT`^6J%8^zLZW(#XfJiycW|qw4OIIhtlw zG?Qv~S65|>0`NmaVHePp6pMQc5zG1K%n8L2Ommqi!kByLX?#4cLI(MOu+qpF#6NB;@eKSdF+1I$kJ_ z3Km5i2KM@Y3jX}O_V)?W*1iva$AqccMTZv=*5%LF1HPpE!LD(E#qk%28PHnN1p}rJ z^ajo6y1SyV49)IX27>k?3Bd-AtEXr(Rw2Ov<53K$7`dI0W^v#9tfab$fha**5iIkL z{!+%R`5|%mm~_!<4e3Xr+5rqinIig&B}n+s;fid4i1BXepl(Zz?q{}%*Y5q^H$3@l zOjb1*!r&zep+_Q5SR$giEzai@5ct6=%y4?UAZ`0yER^A`6 z5Ogsm(`@nGm(*xB0?-%bBd6Dm&l9#uGgLyhL_p$VW47hGK6 z^cqxRlYRe@tFOCx?J@BEyQ84wlR@ts)Dt_q}SpMbAENcAZE@j^bS_O6tZ z#kav{j~_p_8^Qf!g-u~ZapODQW+%QT<~#P1dD}N6!S`|92HwRWs%MXI^71Y^IOmk+ zN43(dZt4sUERm6nFL<^g5eqmHWta;X@+f&Yh;W4!Lu?yt98w>?eJcc?K;l_Z8eWVX z5t0zugT8>iMQA=Vyo{!yr7J)dEXe&JWuW>8lX@ucMV^src+9K@Y{DvJh(}?#tK!na zKv}X0FdbEuuu#`VhpZ1y?icG90$}_D%^5M)GH~H!wS=x}%GPvoVmqM}Yz69h_|FJH zpjN2b9wGV7uqow2k=uf8fx4BBFR<~eP@JGWKLM=xqK{+Z+CXnzKz$|chbCB12qtKy zZ~=frD|9mP6}%FIpX+mpN;F<$M>V<39c;P}rsu;YAb=0n%$5w(#HSHVJW9x UemFGkA?Oe^Pgg&ebxsLQ0NtMa;{X5v literal 0 HcmV?d00001 From d77a356b0c7200b4a24d2c537ffa39b20bc421dc Mon Sep 17 00:00:00 2001 From: Sam Ade Jacobs Date: Mon, 16 Oct 2023 07:44:10 -0700 Subject: [PATCH 2/3] Add reference to arxiv preprint --- blogs/deepspeed-ulysses/README.md | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/blogs/deepspeed-ulysses/README.md b/blogs/deepspeed-ulysses/README.md index e2789cbe5e8d..32d49a4ad63f 100644 --- a/blogs/deepspeed-ulysses/README.md +++ b/blogs/deepspeed-ulysses/README.md @@ -10,6 +10,17 @@

+To cite DeepSpeed-Ulysses, please cite our [arxiv report](https://arxiv.org/abs/2309.14327): + +``` +@article{jacobs2023deepspeed, + title={DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models}, + author={Sam Ade Jacobs and Masahiro Tanaka and Chengming Zhang and Minjia Zhang and Shuaiwen Leon Song and Samyam Rajbhandari and Yuxiong He}, + journal={arXiv preprint arXiv:2309.14509}, + year={2023}, +} +``` + ## Introduction Training large models with long sequences is becoming very important From 172ea5d3684836aae8a8dabe940999727a9b5d7b Mon Sep 17 00:00:00 2001 From: Sam Ade Jacobs Date: Mon, 16 Oct 2023 09:30:42 -0700 Subject: [PATCH 3/3] Fix formatting --- blogs/deepspeed-ulysses/README.md | 84 +++++++++++++++---------------- 1 file changed, 42 insertions(+), 42 deletions(-) diff --git a/blogs/deepspeed-ulysses/README.md b/blogs/deepspeed-ulysses/README.md index 32d49a4ad63f..314787dc1abe 100644 --- a/blogs/deepspeed-ulysses/README.md +++ b/blogs/deepspeed-ulysses/README.md @@ -14,7 +14,7 @@ To cite DeepSpeed-Ulysses, please cite our [arxiv report](https://arxiv.org/abs/ ``` @article{jacobs2023deepspeed, - title={DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models}, + title={DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models}, author={Sam Ade Jacobs and Masahiro Tanaka and Chengming Zhang and Minjia Zhang and Shuaiwen Leon Song and Samyam Rajbhandari and Yuxiong He}, journal={arXiv preprint arXiv:2309.14509}, year={2023}, @@ -231,33 +231,33 @@ at different sequence length and GPU count.* ### Dense Attention Evaluation -Next, we evaluate Ulysses on 7 billion (7B) and 30 billion (30B) parameter -GPT dense attention models and compare against Megatron-LM's sequence -parallelism (Megatron LM) and Colosal AI sequence parallelism (ColAI-SP) on -32 and 64 A100 GPUs respectively. The results of these evaluations are shown -in Figures 3 and 4. - -We compare Ulysses with Megatron-LM and ColAI-SP for 7B and 30B models -running various sequence lengths. We chose the sequence parallelism -degree and micro-batch size that produced the best performance -(measured as TFLOPs) for the three methods, this we call optimal -(batch size-sequence length) configurations. For Ulysses, we always -use a ZeRO-3 parallelism degrees of 32 and 64 for 7B and 30B models +Next, we evaluate Ulysses on 7 billion (7B) and 30 billion (30B) parameter +GPT dense attention models and compare against Megatron-LM's sequence +parallelism (Megatron LM) and Colosal AI sequence parallelism (ColAI-SP) on +32 and 64 A100 GPUs respectively. The results of these evaluations are shown +in Figures 3 and 4. + +We compare Ulysses with Megatron-LM and ColAI-SP for 7B and 30B models +running various sequence lengths. We chose the sequence parallelism +degree and micro-batch size that produced the best performance +(measured as TFLOPs) for the three methods, this we call optimal +(batch size-sequence length) configurations. For Ulysses, we always +use a ZeRO-3 parallelism degrees of 32 and 64 for 7B and 30B models respectively. -Figures 3 and 4 show that Ulysses consistently outperforms Megatron-LM -and ColAI-SP for the sequence length that can be run with them. In addition, -Ulysses can run longer sequence than the two existing methods. Ulysses -performance advantages are two folds: (1) Ulysses in combination with ZeRO-3 -parameter sharding across both data and sequence parallel groups fits more -samples than Megatron-LM and ColAI-SP because of the memory optimization -leading to higher throughput (2) Ulysses benefits from efficient *all-to-all* -communication relative to *all-gather* *reduce-scatter* and *ring-style* P2P -communication as applied in Megatron-LM and ColAI-SP sequence parallelism. -However, for dense attention at long sequence length, the throughput is -primarily determined by local attention computation due to quadratic -computation complexity of attention, therefore performance gap between Ulysses +Figures 3 and 4 show that Ulysses consistently outperforms Megatron-LM +and ColAI-SP for the sequence length that can be run with them. In addition, +Ulysses can run longer sequence than the two existing methods. Ulysses +performance advantages are two folds: (1) Ulysses in combination with ZeRO-3 +parameter sharding across both data and sequence parallel groups fits more +samples than Megatron-LM and ColAI-SP because of the memory optimization +leading to higher throughput (2) Ulysses benefits from efficient *all-to-all* +communication relative to *all-gather* *reduce-scatter* and *ring-style* P2P +communication as applied in Megatron-LM and ColAI-SP sequence parallelism. +However, for dense attention at long sequence length, the throughput is +primarily determined by local attention computation due to quadratic +computation complexity of attention, therefore performance gap between Ulysses and the two existing methods closes for sequence length that can be run with them.
@@ -276,26 +276,26 @@ and the two existing methods closes for sequence length that can be run with the ### Sparse Attention Evaluation -Similarly, we evaluate Ulysses on 7 billion and 30 billion parameter sparse -attention models and benchmark against Megatron-LM sequence parallelism. -There is no public implementation of block sparse attention for ColAI-SP, -therefore, evaluation of sparse attention is in comparison with Megatron-LM. -Results of our evaluation are shown in Figures 5 and 6. We observe similar +Similarly, we evaluate Ulysses on 7 billion and 30 billion parameter sparse +attention models and benchmark against Megatron-LM sequence parallelism. +There is no public implementation of block sparse attention for ColAI-SP, +therefore, evaluation of sparse attention is in comparison with Megatron-LM. +Results of our evaluation are shown in Figures 5 and 6. We observe similar trends with sparse attention as dense attention experiments. We observe more -than 2x throughput performance of Ulysses compared to Megatron-LM. For memory -saving, Ulysses leveraging ZeRO-3 scales to 4x longer sequence lengths +than 2x throughput performance of Ulysses compared to Megatron-LM. For memory +saving, Ulysses leveraging ZeRO-3 scales to 4x longer sequence lengths than Megatron-LM. -Ulysses outperforms Megatron-LM for sequence length that can be run with both. -In fact, the current Ulysses throughput is bottle-necked by the local sparse -attention implementation, and as a result Ulysses throughput decreases as -the sequence length increases. We expect this gap in performance between our -method and Megatron-LM to increase further for larger sequence lengths as we -improve the performance of the local sparse attention implementation in future. -A noteworthy observation is that the decreasing performance gap between Ulysses -and Megatron-LM observed in dense attention evaluation is less pronounced in -sparse attention evaluation, because the attention computation in sparse attention -is less dominant compared to dense attention. +Ulysses outperforms Megatron-LM for sequence length that can be run with both. +In fact, the current Ulysses throughput is bottle-necked by the local sparse +attention implementation, and as a result Ulysses throughput decreases as +the sequence length increases. We expect this gap in performance between our +method and Megatron-LM to increase further for larger sequence lengths as we +improve the performance of the local sparse attention implementation in future. +A noteworthy observation is that the decreasing performance gap between Ulysses +and Megatron-LM observed in dense attention evaluation is less pronounced in +sparse attention evaluation, because the attention computation in sparse attention +is less dominant compared to dense attention.