From f0e16a20d48be96f6782cdf3e04608fd612d397d Mon Sep 17 00:00:00 2001 From: vladg Date: Thu, 2 Nov 2023 16:38:27 +0400 Subject: [PATCH] gusev_vladislav_lab_7 is ready --- gusev_vladislav_lab_7/README.md | 41 ++++++++++++ .../gusev_vladislav_lab_7.py | 61 ++++++++++++++++++ gusev_vladislav_lab_7/img.png | Bin 0 -> 24466 bytes gusev_vladislav_lab_7/img_1.png | Bin 0 -> 27752 bytes gusev_vladislav_lab_7/img_2.png | Bin 0 -> 29999 bytes gusev_vladislav_lab_7/img_3.png | Bin 0 -> 24539 bytes gusev_vladislav_lab_7/img_4.png | Bin 0 -> 20700 bytes gusev_vladislav_lab_7/text_eng.txt | 21 ++++++ gusev_vladislav_lab_7/text_ru.txt | 21 ++++++ 9 files changed, 144 insertions(+) create mode 100644 gusev_vladislav_lab_7/README.md create mode 100644 gusev_vladislav_lab_7/gusev_vladislav_lab_7.py create mode 100644 gusev_vladislav_lab_7/img.png create mode 100644 gusev_vladislav_lab_7/img_1.png create mode 100644 gusev_vladislav_lab_7/img_2.png create mode 100644 gusev_vladislav_lab_7/img_3.png create mode 100644 gusev_vladislav_lab_7/img_4.png create mode 100644 gusev_vladislav_lab_7/text_eng.txt create mode 100644 gusev_vladislav_lab_7/text_ru.txt diff --git a/gusev_vladislav_lab_7/README.md b/gusev_vladislav_lab_7/README.md new file mode 100644 index 0000000..6b40399 --- /dev/null +++ b/gusev_vladislav_lab_7/README.md @@ -0,0 +1,41 @@ +### Вариант 9 +### Задание на лабораторную работу: +Выбрать художественный текст (четные варианты – русскоязычный, нечетные – англоязычный) и +обучить на нем рекуррентную нейронную сеть для решения задачи генерации. +Подобрать архитектуру и параметры так, чтобы приблизиться к максимально осмысленному результату. +Далее разбиться на пары четный-нечетный вариант, обменяться разработанными сетями и проверить, +как архитектура товарища справляется с вашим текстом. +В завершении подобрать компромиссную архитектуру, справляющуюся достаточно хорошо с обоими видами +текстов. +### Как запустить лабораторную работу: +Выполняем файл gusev_vladislav_lab_7.py, решение будет в консоли. + +### Технологии +Keras - это библиотека для Python, позволяющая легко и быстро создавать нейронные сети. +NumPy - библиотека для работы с многомерными массивами. + +### По коду +1) Читаем файл с текстом +2) Создаем объект tokenizer для превращение текста в числа для нейронной сети. +3) Создаем модель нейронной сети с следующими аргументами: + +- Embedding - это слой, который обычно используется для векторного представления категориальных данных, таких как слова или символы. Он позволяет нейронной сети изучать эмбеддинги, то есть отображение слов (или символов) в вектора низкой размерности. Это позволяет сети понимать семантические отношения между словами. +- LSTM - это слой, представляющий собой рекуррентный нейрон, который способен учитывать зависимости в последовательных данных. Он хорошо подходит для обработки последовательных данных, таких как текст. +- Dense - это полносвязный слой, который принимает входные данные и применяет весовые коэффициенты к ним. Этот слой часто используется в конце нейронных сетей для решения задачи классификации или регрессии. + +4) Обучаем модель на 100 эпохах (итерациях по данным) и генерируем текст. + + + +![img.png](img.png) +Английский 100 эпох +![img_1.png](img_1.png) + +![img_3.png](img_3.png) +Русский 100 эпох +![img_2.png](img_2.png) +Русский 17 эпох +![img_4.png](img_4.png) +### По консоли +- Английский текст генерировался на 100 эпохах, начало получилось осмысленным, но чем ближе к концу тем хуже. +- Русский текст также генерировался на 100 эпохах, с многочисленными ошибками в словах. Русский текст,сгенерированный на 17 эпохах по ошибкам в словах оказался лучше, но всё равно не идеально. \ No newline at end of file diff --git a/gusev_vladislav_lab_7/gusev_vladislav_lab_7.py b/gusev_vladislav_lab_7/gusev_vladislav_lab_7.py new file mode 100644 index 0000000..2cb0fe5 --- /dev/null +++ b/gusev_vladislav_lab_7/gusev_vladislav_lab_7.py @@ -0,0 +1,61 @@ +import numpy as np +from keras.models import Sequential +from keras.layers import Embedding, LSTM, Dense +from keras.preprocessing.text import Tokenizer +from keras.preprocessing.sequence import pad_sequences + +# Загрузка текста из файла +with open('text_ru.txt', 'r', encoding='utf-8') as file: + text = file.read() + +# Создание экземпляра Tokenizer +tokenizer = Tokenizer(char_level=True) +tokenizer.fit_on_texts(text) + +# Преобразование текста в последовательность чисел +sequences = tokenizer.texts_to_sequences(text) + +# Подготовка обучающих данных +seq_length = 100 +dataX, dataY = [], [] +for i in range(0, len(sequences) - seq_length): + seq_in = sequences[i:i + seq_length] + seq_out = sequences[i + seq_length] + dataX.append(seq_in) + dataY.append(seq_out) + +dataX = np.array(dataX) +dataY = np.array(dataY) + +# Создание модели +vocab_size = len(tokenizer.word_index) + 1 +embedding_dim = 256 +rnn_units = 1024 + +model = Sequential() +model.add(Embedding(input_dim=vocab_size, output_dim=embedding_dim, input_length=seq_length)) +model.add(LSTM(units=rnn_units)) +model.add(Dense(units=vocab_size, activation='softmax')) + +model.compile(loss='sparse_categorical_crossentropy', optimizer='adam') + +# Обучение модели +batch_size = 64 +model.fit(dataX, dataY, epochs=17, batch_size=batch_size) +def generate_text(seed_text, gen_length): + generated_text = seed_text + + for _ in range(gen_length): + sequence = tokenizer.texts_to_sequences([seed_text])[0] + sequence = pad_sequences([sequence], maxlen=seq_length) + prediction = model.predict(sequence)[0] + predicted_index = np.argmax(prediction) + predicted_char = tokenizer.index_word[predicted_index] + generated_text += predicted_char + seed_text += predicted_char + seed_text = seed_text[1:] + + return generated_text +# Пример использования +generated_text = generate_text("Мультфильмы", 250) +print(generated_text) \ No newline at end of file diff --git a/gusev_vladislav_lab_7/img.png b/gusev_vladislav_lab_7/img.png new file mode 100644 index 0000000000000000000000000000000000000000..5e12712ee84d1d5ed2dfd122b0fa40487ecfc80f GIT binary patch literal 24466 zcmdSBcU)6@y2gvW0)il05Rfh)pdh`8fb?D>H5+NtdncfRNRi&VAVq4FUK6Dk>Aglk zN@zg{1QJN@!m`WEo-;FN&N=tqzx*U7Bx_}@-|ziC&-1<^>Z)?Y7pX525fKq9$jfLF z5uNlWB09l){v`0s>5~irL_}ac1sN%APvi9&9EjXtL2|24l6Oe+kv{ibqq7{GvgHY4 zR(a`~Mdb}F2X9%tkV(nQIq?O312R1Z*0N6?dv>1C;I_gZHN!r=AWOQGJ*wCBgyY_Ug(UYH1Mjs^UAqAQh8&2hxe*i0!e|t)Zi#G5={XqLySKv+btCOI;7biZ@AR;5{tSts*m zUt)us`i_6RQP0qfEuG%c-H|AEEfV0+=9_X*>kIv-A8WbfjBK^7S2#>A&yHGf9DYpj z%-t*T3fWdK8qKOAr=<4`O{@3s;kNf&A6{+gUcH?MgQvedx|Tm91z9N??Z~hp&nca_ zr=OT8L(ynVr38LHe6JVP!*AI+#@4ZBRMflqU{i0k9c*ZNmgPE|4&62faI)GxTF^$R zsFK0urD;#GvMN4fj}Uf{Ap}-twaEofDXKp(vo-bEvcITB2lc62H@s0iyllQ^1Lnft zsW!e~oBz6lJiE8lyrco_9UL;K*{B`w_s38`7Xg^J3R8Um}f zS{Z0Kw@cdi3~&PXn{uGtjccwOcf_C$^l9a){QV(oE*q^ujqq3OeOB++NoIA*77zNy z3SgqjwMzr-M+1{)RbmC`NI%mHE~N_9d^0&Ft1XFWJ18dZyr8r^2ZaA&m`!gI>#an2 z#4vU2!p_i1DQr-}%ZjtWY4$Z49GliFY%DhYVyG-8560sr*Y_MYJ#>`4G%$5V%dAwO z>uqN+kBr39twEv*{(Ffp+8)V^j@1dQJ0K}YmF__+%`n*t}STdy6sOndE@cR zQ_8|Vi+ZgIMVqdq)r2;%mqY=2q)NX!KV{#`n0NO@dC~OM-H^xSrQ<)|Ou-6y0T%+U zko07?c%zoyIz`LXq4LrjOS8O$;-Y8HexoCT%k!U6Ff8_*LxTG!E-z&-Go(_KVti2T zS!3}ADPqJMo*D=j=`OMYz9D}8pfx&vTis?9ZV(!KFr<>Z>DPA%3dOe$n5p&iL@+9Vjk+If?Rm0o zmX)WtrC-{dpw`){e3Fdq#6HB9QqQVbn>XNKBA@MPvKN8#z^23t$#pEyOTOv5k{L5) z;sWze3M^_NBH9WQvc}S3>2wC#KCMpP9q9+v0(Y+81-LI3IK79?jH+PZ?Lw?MJVZnv ztfY^hOcVHr52~KzIyjq{+NeC6&p}Db#*sR$5gUkbXSyyBy?-iSOgndNr0SmeVLi$A zt#BHmySF%ilZD*nlkDLVnUijp(N3Bk9b-v!(^s(;tGksZ+aj!!f;vA|sqCGY!bgxj z=Y?(~e)|$Ij)t*ZWeR){h5s+Iu#$1vk^?yOfvbX zCO$4_s$P)?dN!dJ*idwR-24)p%C?uDq)T8_r(h47LC$`F=VmgSjv^CXxUZ1e4G-@A z0$G%Vi#Ls!x6yUXya44%L_6OP62)UY|A)KI$;Jz;Szho^pim3%Qvw?x{Gg~M-{ z+z0Hu2+ND%!0I+2B!A%}6-TqI)=SvmuDHg0fu5XFGxMg)6l{}N+p%*4Cn`elKnd+i z$@4-^9Z0ZK?Fp?PEv{RdJlCGNKArQBev5Petj_2!%i;+SE61gyE0`3MV5bXEh8Fp6 z_lb2f-;6Ol6z=kG+zvP;YK`QaLI{S8a%-dTuo>JO)%5j0;PWR#L z(JZunDExYpfb5w)%)5=iS2QuZvG*psMeLfH1qsb^=}qfut?`ysyUD$SoOSEjK~kxf z6$0s2FI5qh2eTXy``++&CL7TOx5U6yZ{;TRu3g{AGH2@2>~>LYU8-7}K-D?aAm~Z% zY@)XCSW2PwI1E*B7!9e(imA~SR6I(;Ej-+wldwL&hU;|-^S(9Z*tplgC~>4)ZSGU? z5b_0kb5$Lwls6VWSs)o!;}$-@%TrSNf|bj|EVVE|!r1E7wXw9jD(G7wIkXy&k*ROH z%tRP?#IG;jBFJ`o4Jd&J{N&O&*NrF2(K;5a91BDC6}{d9DwQFwg}I}B>wRMLF*j9{ zeT@q!s@S<-!(ZC50e1+LM}Xu@#Urss7DI)l*w&IPMb=#;Mrh;%%Vs4N%^sc?ug4~P z8v>as7xhe>S~^@_(?-zd86H9u;_21XKsPqmgy|oQ-MJ$nYO|xhM1^hH>LV{vyS3ZH zrC$**Na9cG9QGo4fvCXj9Weqk+&tqO9_Kn7YSD ziLh0G5R4Snxz91VW(m1I^{VJw&n&B6B-6E1ld;wsu8_vgnF+q zlO!(WW_;oLd|66+8~2c9y~p$wd}#JNcy~3Eh<(Qh)%A0}R?F)+@z45AER_D6GNE;_zHJfRv;Y%}p-3yFT20vFGl&lu9Wr8m|?{tqKVbV+y!D<65+hxLV zH?AAL?yNue=etwU49eiAeC+y2&MDM+-rUDerX(yrvzd{Ztp;=&t=%_*2`Ig(AG(V= z!YcFF3cNlOg6E!zXsKb)%k-=GoNI?$h+XqKk!eA3&}W+p#%^9)DI=J!fM=7fe}x7Q zBI|oU)pc<{wlo?jf3JEi`jPm&^JVQttCi~Fy+vlxwJwuQuARO*>RXnUMj>#X0_Rc) zP-wifj6Iz^a0jXF-k3m7`URzHP93%y%v;golLlnN!JEcknm9;N$wb4r3d z-oX5=#<1DJ2ci#k!8I>F#43P~Tnzdx%`lpvj#u?joS?u`myhBG&1$J))}p*ouq__4 zTr@HBx`z`8eB0ZWtM0Y+*NGs(9hx{Bhi>GZ)XCjW=Tzn)MD8RRt)ST|A2gfY-%f98 z_RW;wNZA{)=p@k2(h&J#rNej|cv_3kGITnA`I>a*1oE}N6Z$3xT!`_iE2&)1a71@K zYR}KdIeCT-OC_h_5Jboa+kY{hTQB3p^!E4BWioQ`fMmrEF)68EVw` zx|Z}(Z8gtPD2}StkMJIj_+ws8-XaV-PLwF3ozg&>?* z^YvE5@&x4~I-E>{R?LR7?7otXEP~m`Z{KE%MWi z-xno---j7#*!<)rzY^OA(JmP1L@RM*x_-K+UV7^=rh4ZcV!lH3Eh%J#dcsBJdBcEJ zWhIrP+qURfRS@T?u}Eh5?=?vR0bXY@^u)-RTm$VbehUKiC=sc@RBKs4@9z|TJq}$L zKfmaUJ1%G!gOT-Z#k%P(0Y)WQaxGOTYa@V87$~c_XQGjch%v@>qE_fpL0|Xi7)<}r z#J-VyTs0i8sA|<-arCl4M5pF@wy)i_Z#9J3uUP9>J9J8KQq=U!4aKhRWFdWU;X|X@ z3;0xZ@lIonL=IA4qvJZAj1^+EY2};H-!fq_lDT9VYSaqA*v&%*T4g zDlx)=$cV>F_AxPRjii3+rv$cm{D8x4lU{zLdtT~FQ9JA&7jnuN#ZG1)RD-V55Z$%Z z=-06cADBF#Wx*Q$?#LgWj zh^gnuYk2E31MEm)MVA+z`xJ9$s8$xyc1z;AADG_GNw+bg*{gO9eJRU)tpeiAvo~FL z#dSjO8&3uLT~(H3&VV^NDIhs=J8B)|Yu`x$$7l*%K$@ToLIIkEV!{oTUSzsUy;Qg@ z<)vFcvC|oK4a(3X1rCSNOfyXxI_co6+(G; zker9DWT`1@pNfmt8Qn*9M6@z9+!pU(5)Lelh~sw3OJTxP=ln4vW0Icb6{hx`rd>?H z9sS!1kF91Cf04eU991{knz;~E@fmxJV-`PgEW;)#ZqZ-w%T(`@2WLH>ihdr<^Z3RI zxfBa)s<(42n0UOxCrXRviJ%KSobOQdddt6t;A-tWMCNIFz%B8dvV{33Wo#={a?v?Z zd@Yx!PeNVU1bW1cyT;N+`{P))0sv-?5LAni`!&}xSTw9C2*8HxC>WHaW-92(w|g{3 z8O&~It;>3z9-IHgeLM|C&pO9(7r-sXh!ogMn4C_<-SRqjWq!1dJ@AWwn|LyhWf*u` z@DLU7Z^VVakYoNrsNvE_rW%fq>ubFhLgLiO7Nw`Xn-e0s*=B_9-@Zw1BUd9^$)$3g zP#PenxN!FVAJDhk=z$8$(&T zmp=IqNYOPqow|9pGnXeihrrXg`t+r~0Ufd?)}7n)`YH3TN~xGeDO)LAh1^g^z_W#p zjq?M@`Yq+K=@;b@>Z2*y$*?9rxtwWV-iC_#>6si|R(zrMIi4(t=k}4&!;TsTCik{y zF%pUXWQm=)=kaO;GBOn5&+N7Y>WLPoiz#9ixKVlzXDj8`SsU zcDU)xYUrwSC_UU@A|2uzM=7xQXC|Ap0+>u-P;l@_Eh=SFp>NWxeWS>$j)wTuD6Nv* z2?eM*n}^ty(Cp2{#j3-AN_R$x(M|Iq%)|VVQR5G^Y6s~y2F>y7-gW3V$la?3!`<^c zkJWxiMzrO$8t;eJh_X5Aken+Xr<14l+#Fs%_=q1HQ%fh*w~MD}OzfCInk%a-6?*n0 z8*Vt(F)@!J%%?6~7tC1&d)}d~vAqS~W}kWRymWO$j&pH0y*XKA)6lH9aU3@oSwTIU zl~JA75ftSb2ovb(gVPR8r4&YHSGNGN?}%WR@yEwmsf6h?`{khXntl+K*S zQ%V11L&|y1S-Vp7mmwr4L@X@~BnV0K@#cCrArGdKPev1e!Q~i^F954y?7D_(;pSy~ z%{Qd`l)eERHs97){q-#QNir6o9vk-HF4xjN3@Yp!kR$EVz^}#A-x$~Uh9yxKWX0p` zYK(o1$uj+lrpmQ5&mF1k z&smJH)pFDP)%^Q{AF_!#J|_vVkV56WtJ{OI8WG#ziZrT5bo{DEpe90W!PRTe&=^{q z|4JOh)G>@rK1!A|ByVAl?ceB95WoTt(VzUiy=&2eEsmAQQ?bSJbKBJOe1vw>3fFR^ev z(|Fx;Yd}KJFw=GNykXuNl6%p7LTYqnsL0O}8A>u$aSn2Pmsa$P9EG<`T z3M|=6LX4(HflYA^j~I@OV6+2H(xtFpZ`|z2-rPO1^OLN>Oq-s4K@i{O%(kfZcYzmO z^rg%S-ebd1L<8g<3FwTV7!yOs$dUJwLs8yf%|$t;X@VxVA;HucGPW^Mu4RyFZ0T?T zXQgoHd9!1UN7s&P!Z3B&hP65o{N*&Bf#j&}3M=G-tow}5^6I0;Hp#j0n*Aq}xZGz4 z8TXS?WPWUpbqJ>a8sF3k5o8KMPJQ!CguXCJ%)@jgqxH9nQHnb5PI^72risY%8BzPs zrT4q8?0Fox%d`{MVi^~n@@%9*;O7jLYI5fLAWTXKdEmg}j~Rxf1XnY;u3%9d)#TBA+Gv&RJPP_!Fi@ylSMkVk>-XB>vquI|Gdj*&4R z%qdIp(|LJSBX!~;Y>f-%IF(gDOv2PI9tp) z2(ue{8MlYJZ2h_ye(Niqdn&>a5DC=cBG0#-z$&8d3wu=RMrZdZoAx2kfHDvd7rI>5 zmiy6^#$K?V9~a(B*!Jx@g4fs1)h~hl5A=1r-Jtl3jSrTv*ZJ|w*L;-eXwcB&e?;*(^tus@d>}~ zU6abwzHB$ue)&*F47nhsC5U{V3Py0&#CR0B+0KZL+*i{|^f$V~5(~pFSH14**v#er zh`8-J8uWwZGDZKuauk!OLHo+f{<{dHEP-zSvsW|iJo(^KwR=@*B;^H0nYXJIc#n(< zkME>Bi5-rV?XiT)4e>gN7MEz()etX!2MI0>V_cBkVXHX5OJ0YOm;GIIaykh>ZKT=T zVNASI7{_7djhY6WJ*t{5abhFO-^najY&c~XmGD?%Jm*-}n$bQD7mArCpx;n+8Bd7W z#Hy@*cAqbWJwlJ`yM8QDxIt>B_}hEg^vKWW4cc_E^0JWxo`H zF2R_aAsKV8<~MhgyOl$mLiCkG_G-v@*Dl_4PkRJt*e%pKJT15Xp^W`k0=KBm&uZ#J zxDXN1&7gFkLhe9glQWmDrEf6+b=vqhLHH5>HQ%xI+NCfy57p~P@h9gs$I7l$h?|l= zK&i?d8(cT0sR8V}M|reV0>NO$uur-E#_RffmXrOB|9P62hJjik-cONx*?(=^DCAS!w?T+p8Z0|0$K0{klQ*z%&i> zhL>!L=NsT8v|FtQvenfpW2~CAS1+G> zrDeDF`xY6uT=59l9yunqe~OnoD+~B1cDx1|+E_XG`#|BboT+5{!8>mAO4zC~AH~2_ zvgiH$mtXbuPKw1HypXtii~5Hf)}a)FRw=nFEFsBtCCA~3m%Pm}#{ovqZyd*KMYa8J zVI2M0tp3U*e?QMSC-n!`;Y*DGes)W9hUGgL8fw-lvO90mXmZrf-FyrBXAKYL`p zSn|+NP!;m!_4NZmNbcm`GBIA`cZh5GAA>k$Fz*|az4q$pCC2nkMK8>`{GDBg=?cr| z!#lFBhkE+{(4owK5HokOF)3{=_gE<51491H?9r>RQI`p z;rK~ant%Afpkh$4_TBr+y!%drm`uj5mo>XVT(pU5bxuzo-De(+a166HNJ%o6#fxX( zvnOhK{Wj+hZanQ(4HIVraH8R;6@S6km2AgrWXsxCFebw>UZjzA?;#cKmjN0et{EUI?0&YZYof_cnxo5sH|OxRMUL)K}4AB(!$k zyo5ak$+_+!)78V)ti;(n1DKEVP(}W7=1#H>jK_6`g`ijC*Uu?p4e_#utSC;x!3F~p zf}rW|(Yb8~IW+`>^jLW7CiFrznKbBgJmb*9YeQjBO$cv+h zn>=wx4pS1C<&C1cwE6a9la-#{{Dlf&@$mq)36T}U`O+?AkoG?UwX z5dUb$RWMaf*I${x-{ynT$hqshNS`-D);2t!Bk~V>D@*3Og#0w%Xlw}As`*#1_iWbG z%b2B<@`#Cux8M1322F_;eg4S~S0|{R^($d*Ex(sAvq0DLcKzTTY;JODGRFc(Z@dS+ z#i3XV@2T8Pl=7JG677s zdzviS&O!=X##zd(L1#T8GOU|DFUR#B!vfm0;V8&bhAv#!^E*KtI!H>wRB8ACt-sM%*&NlIOr& zlGC&21+^g&64b}_AoTF_hX{RaC_u`}w^p-kn|CL7Lif=IGYK05)cjhd#lLJ%2GKyR z%6YdpF@7`Y_Mfg)v2(op;T{!d<_s8*TG6o99?(myQdszNl!}#?^tmP&513Q&U!D|u zQ;Ad-b;XwUV04i#F7{${dQ;b-^~}@5rsR15wv#$6^P*CCrD78%%pHj8_6NX4}*%LB>9 z(q;_{_6Zqfh$oKOY_gm7jhyGL^t13^B1=5&)b(XYG54K{(}^Q-TT$SO_l3N7x|!cP zkK~$D{U#WG?Gs^tj9i<_07S!Sfn`Z>K6dlY;{35K^K`yp z-VxkKd!EiAHyA&Y+jWFY)i-ta_0#{557mZ5kx4*8TAo*_ZMJ3@P>mb;{sVjL-aoR( zancCmU0CnG5B-YguOb9d4k8w(0MY-; z>ZP_5&u_09BM?iN0G~c_3-x^j6P(fdn+{p{0Yn!1#NSzsOaYA8tMRsXX89KDpvCbK z7hqU){O&a!@hGmMxQ%+#acwNQMRCuTVZbl)FzF96qhHfhtK85m4{_oO;i6V-hqa)O z#Pz`kgxTmSCfVY#5b#H7z`$(<3|!n6vPfQMhpk`V?fKyo&H+^LPxGqvhk3OZz+0eg zPL((!Cg7edG1a&bv<0Gg@f$jJ2z^!(wM3v!jFEE}?7JX31_fh|I>lLH(DC2s@MaxB zR^e!dr8~D&Olg=3#<=xQ;EBSyXYTyJ0#Dt(-W4jnw-344UU2rUJ#r!mN>*W-1tc7@ z2%7EPkZrP$LifQ)+FQ$|qa2zQ$yV#aji0-Ark)sj*&p3Vfi-=TSic^h($D>%3|WjM zkAz-&+7)#@;NUYrF=vHtajc=YdSju$c zSMTkuBlibT-4KV@1DW)(=Ke$_-4E+rNO--rFd>WyfwMkNJ`A_(t@Fx|eS(tlJl7Jbd8dwV&)skHVNZ7qdo-{i`W<_&$Ae{r>`w zKDaaEfrU%vST~*u8UsnpLNaIic>m;aY1S+(2(6%Z4|Cu@C1w3J(%DhIiQXlBEZX+;MUgk70Ckt`$Av$^Ai1GcqWFOD^Qz%%&|?W>PGC3So? z3gHr;L0y-}T+#n)qDN zbH01uqk#V$e*S$EONrs9toV5HvI-y}e+z*;)_UJEB*@LpZj?(QjQNddOaO7LYezB) zMn$jU1HWe|vVZzY987P+qK{2lf2F9OR3V242R6Y5#r<%dnDQL@fv5q0YpEE*qHBV) zkE6=aE#If+ND$xUavGVss)TqAzJDeU`b{cp>D#&J{rCwssJGNvZI~^zr|xn0Z+S#Y z{Cu!VkDJA)jysv?8b^A8T3?-Wl27+xdFk1%13eHTEi3?zTV11X(3`wl{pIc=S)Rjh zYx3OZ>BO6EC1H~7#8y(f3b~5ShI~-E+1Ej+0jfTJ<*se`?QJ{Do%;BhWL7RMaKn!a z89X;5P%~`%n?&=#?{_uE&w@8=cm|bBP#k~@rL14Twhqh<395I*TRs@8{hU#vaV9+< z%UEm9;E8Lz>M^0$|KEuaKJ<(%Trsh5+eorrDVheZaCqSVBIfYojm~++9ftua;{Tw+ zWSKH@DBG{C#dM35u=3LxQS>s-r*ZUn1g`0`HY)Wb6S4!uypO#uAk+f*>|pPa6TjK) zTfAqx<`V@_J^|y;_r4kKr`n^Z$bju?F8NyRB}>|@Vt!e^W5|%NJuvgMYOMt@Q29`& zz#@TJ_~bvx5Sj(zGH)t@C!}@X92jPLZ^cC|$kcfEjGx-%hO@aH9{T*B!VVvD&DZE7 z7gG^LsMd;59|*2e{UW4L6V;~EOF(@Q;diJh{*a;aO*C9|pkd~?5Sew0nMm#1)S<(%UqQg9S zXx{g7mw0S;l$C#quvO;&0cSSeQp>Hb>L*KFmci8e>8cZ~Da{HMzpp>)@Y2>MO25Tu$LO5qp^skcVf+T8> zc!F+1`ID91MBKqFfMBnOto7Qwvf%PVusQ+ns6&4}Mb11V7=^m3ZW0NYBdTR`!UaE< z(=Fn{;=8>*x5KU9zhtzMi@O74kP)??R5iZR6iUcJrC$NbEN>v0R_kSXd>lC-P_ieU#H%G|SN1!;Rrg+3C86U$Ke0V-I2zM9U6zHub3AwDMajUp@Q?#M0s(VOa}# zlT|yE)Q*Fc1J1_iK@i|)C_;8#4J}T%cr`9%@a`Fg-_%;O+_R)}Qn-?@ECJQNI7LC# zk7zz--i|RUnsd(jw=-tROPO~%=SS69VzFqSH0#ggn8`3=AOGuw;#kH67;IyLwxQe3 z<;On6jfdrQk>2X%B*E-XKLd`aSV_eqF*g8Fq}d)qnq~9LFPZ6;Ubl8GL9z*ItnPg?|#%?o6AH`rh8&t*!+>4dq4Qa&-mbf$wxBz|L1%Zc~J8XGv~yL0f#IwudrV< z3OiUnw{$h&)7Mj)O*uSS9i=`fL)xOTeYSUGKlZh30_S1Tm7n_>LUhnQCwN!nE2rlz zxdZ4UKgVC`B_Naq*7(!b^yXgoBe{hEwN2#c;w_TTss`!?5EE9A0!CR%V7L} zIp8VYJeUkKgcK|=2jbPN7kcdKB7j>=^Y5Su1G)f&2lqh(-(vR% z2e`nT2|GZLlPr4GLq>6^!XvAbP-)})qSMMJSuG#*N5|>TCtK=&%W$&LRGdFH%Y@MJ zmIFt9VQRW;Y=PIvbF$yH!>kI$QHb1__K@uPcsndZY}x7S;K6D;+|Jn}hmZxfFE4IJ znE^Fs48C^6gyujzF%?{@`u{pe8I$Gy=OA_LIc44QvB97d&wP58D5lCwZQ<`rW5qp) zERFN_?Hv=n+%gA*I# zjb&Dq>wWcqi&q&oFi+>@xaiq{hc)6&%jAC*8vM08#0=8>AMyX3EejCWf4<5huHRuRzlHkXT4ZSAB`{!Wd`^l;g4uks z9uXECA1UOyyNI?P1j6^u1na>7kBO0-1vj^krlG&ne3)N#rXFWNJ;ErK#uh!D<@3g}dH;adHN}lxA?`Q6unkXa15a zgUuUFx{;ZA?fjr%g;)+h;6yF}S+=EKO?&Z~Zegmcq=ShBm_YqeD$a;f%XqkPbG5d! zRVT>lqqr`WTK*&;5@a5kXWhLv*jrgjj582vC2dY@c_AKAIXn22ykww3aOA$F*Aw%v z=-@WV)f zGLnZW>bHGU*)5@BMdQvR>6>$Vh<(n!=p0lD$o-rsXP3vO&rz=U)--6!dM3mA;sI-t z&;J;4MdvvTZk%A_$IMrAdU=@}(F@Q*6=M%ck@{5r5j2C(*En^kmr}fTx6bnWM#4Nx zO*9h-=FtwKsfd#G-g{Qb*!gcwRou$hi>RuPxfZ{RKY%sCAWyzCkMiLFT_LmBdbM_iWBQdXE-d<=NU;6QPCOQ-eh9f&VPH{5{`%tpu&YZEIV?uAYWI$`9UV zux~U`YF~`Czj5>0m5@rN>FmjbyjT8XQgpe;F+f=sKx=IDTgtDMW%FH03ceUSg{}Ki zrdp&BE=TpEJXk1Saff!UE9Pc0xfwZIbK*(>P#(w+5)zHwK1i2vMY>Kah*CAY zdRDfd+k>0ES@jw+`Npd6;|HfN?tv?4BhNh9%_cp$TQ({K%HU|fM9t|#%=4auW~qs` zI*t+ih!!IY0$~pH>F_?bym1TZazN#j+yFgXu73H-k#Gq#WP&o4kIIFvGZYQ`ma2uv za^z>m6g&KCJobGhZ0F#g`)e8#;gD)uuJCiy7b$Obclxmu4hcpKMX0Z%MV`J5wZ>k= z(Mnlcvx(cp(pEzOzy03jM;^Cn&zOCoRe`~~FWnIQ(%LKZTHU0^5ONmJt%m)7^Lg;ju?f1_T zge|RkR?yt96CxTOpl~n)G#umk?ZTTZpbq|5~Tiq$1900yGCLukOUF zxHue)7|!&tnbJ%Jcp%-rhhhHEYp?-QT#4 zmRl972jtj8mc8>0&KsLxm);V*s8oAaUoLBT_aH;V{4b9-)qeI3=b%gi z)xeDJUvI?vyk8zYe?zz*`n_+chnCgS0&$BL(*D3Ir4rp-748G^6lw(ULka03|T1#edtXjM@Bh?T{ z?*SWUJ6>7(Tly~Ck?^uLgA=-&aFz-y@o*jDc>~L0FE0%AS|!GnYR*q%)c=TXEiSm| zpTR*t`9A~)hyLr}AcNXJ>-&0rO@QXX_)o7c?A0k)h0ER%og>#=OsFI#{5FJX0yqqy zZ}^)XcRCvfrjRmLFBn-q8d=%!rE6GO03)RaMWwRi5=W_jp&H>$?ma15cjn1JoIfaZ|*-kqpx7gJ%|-^gx>- zSeYE??c*#s^N~wYv%t0ww_vSd`ljf;`QUwuaBiN|9fPr^kCwk>OMu|@^(OQgq1fzr zSQ(Hb(BcTH+Auxq_W;P`NhD2Ik_<1}l;5iprQMl@_Mw3T(T`d|4Q|LEcZDM5E*Vc& zNlMgaP;FT~j3#`lI><%YKjX$p2H_Xe3(mR=Tuq1l>}H@8r&%*23mIYJZojXS5#-ms zx`XC%T+suOxHu&HkB;0I7F|<3?wEAhz*!nC2GU@EO9&p@Uf`ptQ>xaRtq!2=?XEfr zTM^^)VRy1qzS+GRUDq9KE5DT1t~xBL@;9{k5*ok zfdqg|eXPi9+6Qh&1Be6%cT`(wE?k3tU)*WFQKP->1Mx??tH-IiaP*8oL+WssCkEn9 z2)Nvd7JoiXlDc!$oa5Nu?$rOUH-cqBOJzu%jC&wI+Qw#QK zre#Y2dNAIfMP9ml>0fKV_%Sr&_cU zE&k+3S3~g3vq<^Bu*aTxP^ygz_IsSdjE~voS(+p9_0N>z0Rt|r_zn_RyKuHzIbO}$ zxxcWx-K7FB*kxzByX_9}HV9S)3mHyVShdeG%*L4cbwOz`T<0(TI?BH14fU@{EEV zVk###5Ywo_r0wiYH&CAncPa0yOPlZOJVi!I-ER}tc`k*&k8&?{vl~YYvU9(<357qZ ztTc1kNP{L%8~a7OL=}9C;6Ll#?q>`A$8o`%kfBsbPc{_i5rcQ5N6%gLPnOpI-L@|& ztTE8vYy>2@j|9IZxS57BBPMm%_O!1`_HnL+WFcup>bt}>GH(g2g>wA}A_BJEei)Mg z|5&mfXhL?qxX3k6Lj3ox*kwy2hzmCfezOSbzhz<7J{{8@Czk}v$+I6c6@vu3!M0*+{vWc;3Yz5oh2LG+o*X&4>8166 z@S8o)%SJR*qDUSMP@4TU&;4bT@Zi*q{Qpif*tY>40)v<*IIyRf71IGT8=7RORp~2qIgFgwB--Jw1f)an^z%{5df@4w zj5ac}2O6a2G^Jx1pq6~ZYL#u|=-Xsx^VX;_foV^b)c9x*IA(3r)imgxipH}aDLk_y z=J35T)u}t3J%lZd{5v=;r^RGDNM1QQl)L_|N&nLI5*5qItRW9OShZqis>{OHj>%rn z8J4*`y4X9wBny|_gRZ>V>ORCM@l5gz*Z4hginf+VMB zLp-CmSpVYRG=kN*O*p`vCiPtnd%njIyM)|#U2{-bv>g9JYuM5Mms-Q(8QsL5WZo`S zt6Ck>RuCRJ>K0wv^R@6V`?-UC$mc;&4`R0dG`(Yrrth!2!BT^QC!-nH-H0p)=Y|sd z-F)ZNUZ+b}oB6!dhVP^k#qZe_t9t0HT-sKmC*^if8wOisW_t-Kc~!yv(rBqy_-Em5 zdx&=ru=T#8*$Y925Fj@fB|Ec*n>zG!MAf!mzDV%-0+Q*mCoK7aDEB!YkZq`KvNHna zDIKtZmI8Uf&vZqm{&@_$fVmj?um;Hc(UXpWizoHVYL_#9?wjA+qZdEcqND=k5z>IJ z`iBu7L<-+WcsPdOp?CO0irveXV;Q(y$K)m>DBc^h`JEvJ#;s6xlaj1A=R+BFdNS|Z zj9e%?l?gOd#av#bm(@D&3 zY~`kxqcBfxE+lFn);gFWX*%&=GJvf1vFp3dbY+H+%^dj>y+nEf64;NY0nfwC2 znB%y3%yd!&+uIlBfssJ8b2SX$%vwE zASfF_W~RF^9XZmOU%d@j<*T?v_Y$7a6+gwlggVm6#MS>9sIvwF1%H?m280@qId*vx z(^vNx`miHvl7M$FluN@IoG7o(i9Dw=lhbbR2Z4T8oGlrB?}pMoB~B~;nMw|Z89B5! z_s9#un^QyPOHCwXbV(i5n=vb-aVa0P&oX>RI|!>YkK2n+HJ8#Wv%c3K4_0NSBQEFg z94g7MLr%TetFJKNY6c&9Oug;d&J=F7q?!HXpkCU@mEUY@J;v5;7o+T-Xf5YD9aYfR z5Sn*bX>R8eX^+tE&b#!V4)(C5P&!T})D@ifb7HO~Amw=C8q2&!SyP7}Zv@hjvbVO) z$)>urzkh#Nx|`7DKSsiM++tzZye6vJR*%AA%1g}|_T7M3QnL{TpBSr*VCvX-CybC( zCdbuhP>4XpC6PaTw|$&geRdk`E@R=s*+f|UIZPN)Fc|=Cr@bmoy#QMZY!pH_-;jcf zxs34&;tQ?s=T*&)aB zarl5l+H?iMh}@TIx}r_3w9k&({o~a?&-OUMX}0*k&<++YKE~W(qr$3{9s#i*Z1l*8 z&q#fidG`GGIHWSqgU&}eKJq4IswxV|D#^8%Nl{J zb3S93h@y`#ew%@Ky}g*5UH*F;7;7tpypU~zb5(Qk84nO7b!7ZD2T_S9PidzC265~a z8M)6^+V_2qRo)??+GEKD?#hzH6V+GZ3KTV{Kav=%0T6IbGmHyWX9I|07S$v#WhGjMp`g->Dy;Y+a}ACP4g z%}(^g#0(QhxCl1{TgbhYds9!C3iy?Vv?iCt&)G4S;Ua8jCO*ylx@cU|X>K2XPXEoP zC+=L-3)lTR=U`5Yrsu#0yuWNJjadx<*A~&|?bA+REdvtaOnb%EnYVnHTs*kw$*gl^ z++1B%^U`WB;|51(%~FOZ-Lu-1I=7wnrxEt16+)y_8@QvSuybds4~7mt#5&8|6iiXI zEWFE;Uv24un5s4<&tXh(0jKm{KAs0kl*k;6b2jqA)69TgdpkJsT;Du7?sQ>Gq*<*v(uw3ZMBWb)ug`-l)$A7Ct%rfJZ8PHiZS3+4VH4 za}!gX>1yMjoD$Bv7*hY*l%IdxfIotEWzX!T!~n{UrdZ_oqYSyyHoMOtQ*s|KWy8ZN zbc=Sn!+xnzybS!;^cC(^*s`CTPR&QuDpo=_!e|k=RfwL_d<^$E9?3{l;}p1lJQf7_ zE98#fp4lIHiUTs&L?57Mr;i7P5c%js3lLLwJ4IB=VB!RpiBjjsG!MTu zxbqql&K+N~s+k7{}TAmm`E+_Hq zpXnJGZP+(>HuOs{Z+&q)m}7#qA`+Uqn?@ONsomsxEo#z0c%OT#J|OtA>6|OrVwS<9 z%$V50R#ffA%HHtHK^b4gm`firQDXh8XGzEMNz5>{zOgmRYqI_X{P_oB_)im0SUFD4 zPAbu`eVXtH#?Uz)feykuS{IYm;v4YsBP?-$NWgc<$leuL$hxL-46-6e= z)`ta{+T`ugrOVr|izeMkUn)6h#hzu=R-w%{NTKykd= zBxE`KC7FI4H#wn#z!(rN#zfZtCtnAk_?33g+w88>LkGGr@FFE}eouO2o_yzxL#rEH z?Ijhn{wG)--^{021hKO0uVo8*e1KZVTJ!GW=X}I_=|^8z_L`jg*o>$KYDUy61W9f( zG2EA!adiXrpgWeKrfexywb=T_r+Y)i6!dK$@68*NgOxtMY9pYtx00WWW_(IBveNsQV`+f5HJ?5@n5~lll_ecG1+hOX-SEnhn zUQO7K1`Dw(x?KI@(#dGjvf=%oPV*bZxl1LsR$#s50lD{l9R1(on1Bs?GAM?1CTb^HiTm&LVKDYtb0b zdgw!m!wQ@GMoE+LB&0})1s(Jos#Ao|eYx@u5osFcoG#C)>-gBzt@BmYxT?9Ib9JN> z+!n<~i$u(r?D*w-&^WZZ!QY;(4x~1kJw4f^lKkr1;ZP~=`dA-ls!7Lv_};!hprh8h zD%jlDyFVv`h2%b~-r3N;JX~k*7ngp9Fj{!Nf6tu}SZ{eil+~Xm7Z$7@)bw5xMQ(+4 zoOm5Q`W`W2A3QAlu;@G-$RoxxyAJRW+X-wKnEjwiVai~D-_$JL!hDoMsQ_r!DJF%7PMap@O>dHjQd2$hYd zAM^Mx0IqQo&>lax-tEabrw-5v;=YJb@%)Q(XQE2xy8#lpTQ_^WT73`u$oy82`^_fL zN@YC#`wle@7i?L_egzM7&~KuCHn7j{zQVXf>I7PzDCVuUTzQAYR8D%n)%hMT78Z>= zH`-H)AIbueRFSDGuQ#@jeceBvti-NJ^TW({{y404gRebH9q_uHv#;3iTEaakb?zIQ z`-XBn$yGveU#@;}=@)?Y_@4(&Cu;A_#UgNx6M;mUm>BH~i}h=S7|-lFa}xjsr~8V< zl1Q;EvuSj+t3nYI?fpm)nNZp}vp6$*MqAz;YN^~X_@%QXPJGt>VsW^L%xatNuaf)4 zj}*toB`f6r_9HP4bkJ|8P7xWC-!}89EIA;RE)Q4UMaGwO&h(ea$jwQz+9p5OrHP{> z#c|2$T17mmD_;yvHs>(I25f>g-+ALO>jr=O$gH=FI-oH0%{OJm5FaJ+^5g`(U*hDl zkBgnfGD3e)Jv!c)Nv(BNL?#&yYwZ(dQZr ztjC{15+{rMmtSK^mhp3E5kAZ!#ga#jUq07ru)n#+iTJT`e4-|u*pTF5-S}|BBOV># zfzy2>#di#S8+)5muZnfKxj4_V($(pzjI2C;NfAj+|C)QcNvl?8cu}eKUEhvoTXTqy zK2aNL93E8l(+6w41?qI>A^`ZEP-$AG9qS#sD<0}xd8bn6zgu=%=X^E-sx~%*I{yRuY7JY6c<%?Oj!?S-#nx3^W{-JYMR>L z8*3`b!@8XNIK$iDjIzG1z17ckWySic4>LRHSbY}OlA~W-IvGE+Y0~DloBz@WD}7wY zpNcbOccbRNiYP^`^M3D^sg6p$zO;T|$!;I2!N&vVIMLRQ*>{)wYf4K>>iU=V_J&^a z=>QKr?yK(GbUU199IW?K-x&chvd`RC-@A6O+?+{kV+b`458%GQKZG#3uRrv>%c<^~ zT;H-E?d@*O4YuTK$W3PywGOZB?C!fz``+qwk0CI@88JEYohuG&-Qa1DZzZpO$ZSPj zSp4Z0!d+C4N}7kiuJ1Z*JDaop#@uvV#QQke)jG0j-`le-kF@AA=o`8`D)oQ#Z>Lvx z5BDAJ1Bc~9A+bNDEhDQNyN+G!#zfbPOkdUF>KB)eh0@lKY&mw8I(5NHAJ6f}yRzmx#~fphxq>y-6)4E)$WEO) zMWLklQ0vqwk~61H{latpH1U%)K~9lVr|fu@9zM|VG+l+;YF`;Yz;5EgT(xgqz4_=8 z*%eu`ckiy*J!%%axxzy&xJ7c+-|5`c*J}({UphwKA-nz2-}4pe8Q-87=6qb z*}Xm^SLu&W+YFW=rEZ?8>xWcbD|gin^|vYXsH-pgY{&nC{mT2Bmr0fCQo;nLrubJ0 zeJ|!%kO8pcMOXnm{Q9H^#VUwy($ttgAEN`B6DZkP8~ z_DG$GQeLEi9#TYTcB^*b#>j4gv6`gz`I&K~2@2K=lJ~^NxQ)|25Ug&%ckY!J8VtZ2 z+pA#UH%G@ybdUF?;(QmRoW#DMXW`@1nnKoYq25H_JI5RNJ?F_vwxamU`>T(Mhb+fQ zz3&P3(QSL*ZJBgV#*Z;yM7h)bs;Vp;J}eKF{_G0$Y{wv#i{&qAQ_lO7s2n+ZBE+6? z^eKA~*!qET4EWN67!k{42E7}7@x~>e5B_Nl zxPG`7=OF;!&Cx5MqP+B`qu!M;eE7!F-m6_~#0Pr6P`L7DnpK4%BvG!>=7q86OfnS2 z#~D?Oh$6{$hhC-4i}8Kd7j{5gw!mMamASL$PRs` z8{W)m0yCLtb;pB1QfoWB;tV5I>6GjN(&eSr&cIK@TYU@e+_kMfHem%wnx8+}4OL|& zs}MG^>wI@ulHY*6zFIo=1+{q;#j~o(o-JMNQC-6DCm%pqg6UdmkrA^-?7OC{U>PY_ z3Bxy}3xPviP2lF2v))DPSc!9V>IqxhA-vL_jR$47H0tW_KJdWTE^1G1=0!1&risf$ z5ZuLG1WYfmfK|*WvZ>dEkwZ|G7NHR@eZZp&+se2=Utr)Dou|UXltJmt4G+?(4<&3P zDkT;a&?!BNdF!+$r@w#ilv?IFSWdKqu~#G$$wtWO-@$uW##r9 z@c25dV^35l*KlXFitM0k>(h*0n z0z$rBc+Y+@pOJm#)g$iRN_`P?Mqy5?Ztf}w z9O#wGpm}y~T(!&ev_^&vRRKT54yjofzf3uwy1lMI2sQNac}Qb$MVabH$~<*ys3pcf z$uL)6p3cpgHp~u6RhuPu#AEg|#x9q#gOLvpT3OKV>niT^Cs<2j%pU7`*3DEIU}wn( z;H(ORX?1ABvXLA|)95!<2Oe#mC@=6kf!eM9kXdBz8G@do?C@gTE(OMWdg^1A%+<;< zeOylf`s1iYVyM{bc+vJL24oX_^XEdIO6;=;e$wo`biuXc!d+1ko?pK*$QgPTC)Q%% zqqkJlLou9LN_Qe7ckhy_K~@c1)u#%@{f2yVmfKfXtTH)7(|~TCZp76Db0D7{)!Kh0 zz@VyixZOXGRzH8^?+^ zlKomrTBSKQquaawuFGQnAdjSp@sb2||IOZ|Fz^9@_XZRENF%%&8pbXlD-(2w1)Q<< zBc!sWKfSjS9kow4G9cf%Vq456=w|5D-6X=4;y3!nEN@nJ2^WYCcPy1GtEGuIo|V!M z1L3b7uQo%As$j+{xe0&hedp4C@@b_!wC#6r$ZpjexaiFd=;Z+$lD8TcF{^4+b%539 z$Vf7FaJ*J_^6|;HVcbO2nY9-H6bTs&s5xC4z)S~m(v`(v*>3-GRPE1VqP{l`ZVi1~ zr|IN@3mmEvVLQ&v-wvvXfCm#{0ss6*H?N(%IdzJPN$Jk4!n9>E!H*)}5ig~umDa(5b{AyD?;MSm zMIJBmUBq)DV&w;}m`-lhVYNLHja513raYG?$voVP;>lRRj+1Jo)Ms$SCvREzLQdxJpB}piu(Q~(`c zRlN!asgQ_4x+z!BrH=Z=`DnEVf`Y0=VIuQwPk7&FogryXV+FIL{aiiL$O!r%myYeO zXsWu8TRd=(P~&$4BU9&aj4AI}sE|47Ot5?*CP{3kP`)*Q9X5`$j27lqy;Z&5QdVAg z8(8?yq4V_cp9P(c7OWCP%wYq+dE#!#w&R_shS!gNNHH6VZrd!r;sc59OJ}TO;QsQf zi`+`wwC3{~Cn-HFj^PXiyXwAI3k_2P05~4W4mbJmvHoakJAcjd1sS|IB0fa}Vj&Mo z9pGsjcp_*0sJ>go4Xx!A=7t#7zueR?0J{Z9e|C>LK@HP1y?EZS&+;sxXToePe7|49 zG9r<@6U8Lqt6}T%wvChp>~e*YC!T>@9O&|Ly|b^9xqtgO>faIT0DrAAYpW`s)?^o! zS!GPwTy&pcD&KYAhjSMEJ$up&5o5C~g7vL+qWiYiI#fv}B6ZT<%qg-qTKt3BT3Pj- z;saLOW0SY_&7BQKD;DiDImBXx4IwY=E}V#HliLs zfp(TOVil>@T~!(7oj98NZGOTau=ldA4PrtkVG|$K?~kA3$qncrb0kayoyELQQX5|niy)z@8`~Pq z98>&bO)BDZXnu>7O}r?~?Ri_8zfC!YxHdLm!Af?PtB3DP?U0gB83hX#+a{>2PMH_| zDjxBV2l&=f^Q3M_e|)*uszT7gNA>+;rYx(w5VuBegW<=68(a|hrS!+PjuA_@ZDo~? zYx`Gqp3$1xsGSbQOm&{jsAB!w@vh&H=3T@Z$4T<`F3V1`A~InP_&ENW;yHn^T)(>= zWE%QY!YDuA2X*yxRukG-6P1yPoo*GaZ?MgQMn?R?Z48SJ(9{~K38CqsP(F}*{2o|| zHr~7FZU3P?;mV=pK>e&wjRfP*?Q6%L?tku@4eguPJ#nwkE`AQUUt^|74iOTlhT+6t zv&-#mSnOtsn`vN~SL1L-Gd zuN%=hYDA3*-azYlVSwz`ewskPlK9kpMU^KA)B+1(qHe|d< zserDq)6^WIy{Gh|M-vnlv&uBH7r)T$i8(>dj}QbDdk zLvx^RJI`g-AYp24It~MCF{SjsESZ$9F1xnGK4Pf06rWHrlN97AEs8HW+ostT(1)c! zG9aIOy>Q{>Ar{^xbkwl3KbIx?Z7xQWT4D0W`r@d7J2Q+}7Q-N~gE%K9$=qjOea6cF zAYsyCL**h$OMa#AfpVNF{-(-t4kx>HuZp-EBC5N6OGjQPiL^XW91UVBu==KsNPhS0 z9+E2BRctyah)&?*ifjvfjb3XKk#PKL+(bJOmaKLbc?b#z~s zHbt>ew&7!D_*L?0JkJro<5E0#K z-7*38+!o6@*GY%<(5@clug70}Q)j#O;P#J8p|`B5H6J5@+rKHn$bm$nO?=&y4k1?3 zIdla+_MIq%2Hf14FFVp@HrtVFYP{5xGtwVsFVdoSVHF^&Tx@9sHT;GA9Qkg+|tcnUT7ww zMkKXLe>zh36{vB)W2Y+~v0dnc(9zPQ?OCAHm8gW?c<#hwZGpoRng;EuVptH*uQtl{ zH)0|r21oH52mP$WzWdnGL3KjL z;4^#N{!6VT0s3UNQ4%9=N_&UVXxoO|k-P)o&x-8xm#kR-9IH3gUpQI+0oDBV3N4Wa zfc`zI*|(|PiI!kE2waf?Ur4U=$ggP?N3RsVdq&K4 zk&xbd31nS42h$ra{vu1|Z$Or7rS5HqOR42;T>^^n z#6+>?OB0uu^^XIQB*mAC4jgMom$a6)xp1SsMhkkkmPJs_^1?Z$%e9F_Dy7lJyemrD zT~f-Ueq=}&=Wj6@RuX|YpBtGJ+qDyWb$PukTyR2ix9XcNM^>y*Se+D1C<5tN56C9x z?z+3?ELs;HoD^g7euRtmO^IJK;jqDC@yETuc-J0j4n4<85X3kE_6ns;b9FMph}vwI+-c%i9J|{Qr-zK&XI}r=&5JI3)rl!T{d~4 zcISi&Xwqm<+1R9-(pq1Dv(u~maYFhzIedsTV|NHR8eJ(2+>X9lMh7@R3Oh)T2-Hrj zxVy&PVF$1LP&d4xFC8=oe&_^+z{Rf~eYWMQttp}3Yv$JX7}vu|e%`1_VuE=cU>NxH zql@{|FJdomU0T0B@YS}vs~8QtXyE+3NdK0a>}&rDOC>9B^WF@X8Pnm-%mo284GVn* zdbKZ`tA$O4gTPT`)%|nZz4lj*uxsW6@Mtj9#_^gG}SI!|k?d0O*dGjkL)q z?wMO%rg7#6f6ku5K9Q@aGe#m723|na3n!hKB5rGsyJ}M602`jeplpwYPDS8%+DtHu ztMp!L*4M2*`k2#>S|@0f6YHO3gebvD6KJQyrtmhf?GXvROq@zirWWK4%hjJ*k>0i0WG_dj#E&aYz#9dEgKQd{aD4~(+KD|66i?m(?aJl$d(R#|D zOyQzO?|mxwIli!cjPwub*zVY+h&%YqlQC^v4RkQ)?$ao$OzPw1vu+WhMEbrwFd+{I zhm(WR^e_on%htCAQ)A~atg(;-?xbW>R>}*>w7-bmM$y(^1`tbANWeb^-lM{ z`!Ex^+qv``E91#5u8m_Yuv^sXvb@>KBFCKap|24UtlB0mU{7qzvXWCr zqtzasK6Lz{fNnI&h0&6@foIltDe~N z5c_3wNKT9>^nRQp1TLmt`Ea_}73)X^7a8jRjR|Wh%XX`c00~^5zUxGxnBvx$doO~@+^Ozyap94pqtloRTED+Tgs!6SS-EZhUc^Vr2=o(Pl_a7BF`k;(hcXw&0EqDao6-kWmIZk)xmP4K z1*t*#Zzx|7DQR2rYc%^f?av_t*_(NbE##%&%BojjV6Qxc4f1JPDvz=)9`#uRybLpu z6W((Z+KY>uNOenx*7vVjT>osejau?L*@4+Cg0dXrf`XG$v)y9RPTAfD&PrBEJ=ZTt z-*y(Dwe(F7S6Fo-l2bF2l*39vP9p5mn=nBytKSmhNL=RN7=RO;^J2?#9#^+jFKpuM zv4yVv`q{NGM=QIoX_pD{j)6Bap0Vy?H%!_dcDI*2Ld9Kppf586@-r>pZkRkEW^rTC z9h*`dqfVegXf=Wx3!plK6p8c?9|{`my~03Vf++ZAdJMX^Hd(-LtZb@^!-nXInftby z_$&XbK2)3ulR3A^Rp5A;JX3}!A#hTtu}Q~BQeT)_Aj(V~*?}81!viUkc+*5Hnw(rM znYev@y{hYqD&|(Z+XT3HSIDYH|GPzBBaeC&QrZu< zkj&YYxEReiFLPX=AygG~2c6;}b6`0%G09v;z-&ZYUVx>u2XNPh~mZwZ}#1-5^La>{ZKB6-YxW9P>uW7tgWc!FesP z2@f7$5~y(Ji!RcJW~GI{8hSIsW03cb_GdRBGO;&=(o0bIPvY>$C8R6`UKq1rR}l<&N|2jRLZBXx{six>4l;B%nohq%#d^=k^OJrmLHZ39D@+t~|WK~KCbVWC4L z=n+ab@b(uGHtG*Sh=i-2F;qVT?!MrUX4IBD9J}9p{tr{#?uELZ|44PMS5lY^&mns2 z^hLtAXH4z=lxs}Q@{UHy+Z3t^F|+oLv+bdMy|>6ts;Ylo8cv4P9v3|CA~j@nZ`ixk zqys3=-UeykB*g$JBz5``dY|Y?euat18m>LvXa}c3m1ME+O;+i(rdf8h3S6%oUvP6Z zk!*Q3*e|@VWK*f*xF}mEeW>|J&V38iY<#=lv zAV2t@{)`Pg>4-KHYn0&SbjvwU&MzLo(|CU&irt=+ zr+s_%9QOv9I&aLMn?_!g4=Px}^ z6-B(1anYu3?xrJ3HF@$k!a^PVFhg`O8^G~E-9(R$6Y zV_(lv_53M;O3S9$C&r&F(HsNR7T`&@?RjPo=@@Pn2)LPshgYuS4lVshWenn>Zg*~F zXLL@39QYKmcs*jmBRe>zIb$YUM83_)X`Pl}l(@D=>%z&BEJood8PjU)N>e6;8LNJKXciLfqk=e0-18%|o9ab8u=9GtD{*;;M{d5{rIsh^$}p zAe#*_s19DIU-_M9bFhLJ*ieJEEwr*;*aqV=j(359!Ihgihu2Z&QLf)#jg_n_asvs z;VQb5sZy}Ng@)v&9zDu!n%Lc*&g!!i{>S*sLc)A5;Dz=*L5;mtii7T=7rEXB14P}X zbG^&ol(#&epd6j|>_jU>>rx#I%2j8wCOmae{6`4fN##14?jv2v5TOdj?QceJFAsMu zL9{34pU~OfDYmNK&sjI&EGg}&Kj3_xpg$ophZ4AubGkg=PxSD{G{r&Dccg(&5u8uP zdvTS|<(U`WEC_9F@30|CL~VzeFY{%Yk8&L^_5f+?+*!O&knAxBX_%(6Fh#d}ucu4+ z3*&s#55`nUIRfY2M!cI+C9?J0*~>mDL|*%Zh8@HmrYu{Ik{?xY^w(BYQ?~F{4srD` zP@uDC^f8(%P~|}-?Kap8vIY&vqvArtzTBr;SrTWnQFrHd2t8kSaG9{Zos_x=9}yWs z&HvCK;nwB=*y~0{d>M|OxcWb;0Z~Gh<1^&&%(9XyouM*bc-9ETV zY-0{&ol#UI_7UII+H(@ymvF+{mEp?i~IGV#Og>UT%kG5-|xyY zeM|%I%E0ONr#YKL5swU}mqR8k;1Rrv9`QHSd{$t#?S{!PFD0^Z5z~XwOr&vEntwqr z*Bbo_=4B_TqoE1Jdt%ov+7fm0f8Iy+Y_+;Wno0@d z%l{;~)0*`;Ircc+XZ%PsAF4qHUvGv40lCdoxse!sp_bLjv!T|aAdH^Oecg;>4!>SlheK3*0{qVMk= z(^iM(_}45$SfLHgM?OYh9By3NL!7s+eEWqx$a|NK6wd2j>ZlkH)2EU@pmu!rWg@td z&1_aB@{T0kUCt3bzkIMEM@=!_?sFyT6v0R~nuq;xL({DFfk|FXJy6bOl0N46#1}v# zVmA~?e^R4eBLBPIp}&iIf8S>Ge;j(GN0sDN0Itl@;j+m}ets(j<>3SSb!?JsM(X^A z)D>b2SdP864Uy2M#JC}XJ9ahQ_njfOBl)Twb_$DI?!vD!gC|x}*Gul+OTIAP-h5l} zA@NcyXD^6UU%<%-(u%cvfE|x7q*;NF*fZ9VbA#A>!EyQZsysPYogEr>>;ohuMpVv5 z_f@aujD@_$t0?AIuB%aTzW6YVC940vC1OF9P)_|Ti&tew5{=FHxiYfbPcru{!-db1iSj^u5VMKBzd+&09 z$vM#jc>Qhiw90wb#V2UY>Eel@-<9A#kji>jEy3lMsNX?P#jLxvCo*hv{_y zN<;U0_WW)j#Y?fAr1)j~VW5OO=v zD;p>WlWuy-c`tb-sHyid;$tt_QEFw|1jBZwM-QU_&4*DL_r0`{g>w;C6lE9L7>#)( z3|$WvzE8!2Z5673e#dc0w3htITy;Q26g#0Ezm1%?emyh56O@Tc$P*i{w1P(8T3S&! z?CrI6Py1mBgT$jKA91@Q-*#-g+Z?H%KT>)9LO9`{u+&aTKFuoAV8P{6R9dS_c~2dZ zL+;*n!xBDvyFDE7x8Zko<1n(76%nQ_i4X&Fp#c#XtdteZbEfZNTYoCBVq%kklObGV)Ov__vzci~VyX`pX>v&g; ze>~)GjY3B3?!;vZ8!;I?u^GrMFjZFeXd@BHULxZvuyGJZR;t$>%6(Y#s3**e{ztM} zAy)a3yJ2?{$rNfr9`YsY7=rr(8VyV+gYV1ewq8sN} zSY`EQRS1)<-EAIh`bO~Zl4#A0B-gA0^kA-jV}f=@iFUw0XuZZo_{Cz#J; ziep+H2bWi6!Ak`(OTPKF8%!S%iM-61*OsAy(S7^h>0`(`{Xg zH@_JyuUa*&FmQ}FUl(-iq2xY;wuBebw|O~1gk@?@6U*zP`8|{ye%b--d}2h)r|fY! z@h)}Q77zRT1uJotccLdN9AJ(3B3#|6kYdpJ!eAvt7U41jd4OT*clrW$(bi*Ul2Iz^7lYE6T>V z(kXLI*u(OD;zMkUwo70k*B6Lh&HaN5Z}UIf6);_tQSf{#&9&z-!f5N!6@d`*=`wy| zN*J5=F-)eHRKH1@n(X>wb~42^426Z6i8NGUUns49 zRH8gs?6KWcY%W$8n!yDX0N7QlG>6R+wSqsc3X}P!J*5)=hg8+^UFp98wvj7N85f@n zJqP%>2^@ZU{6KPiv%g>KIzj|$;c1?esVGefbds*&G(Lf|Wy&{C5Mqrms(qa2XhZMa ziEb9x@6LvKMSm{LUW2-N(6TZNB7!HHrq7VoszDB$Xtae1K3iX=o^SAY{ww&pGRIH% zw@zf{=Nht&!8>6}2pTu**Dvl3dakr(6m7V+*q5)j(PY)Dgy%@PAuC@Lt05a$0-A`N zb&Axah+K(-kxdHA-=^e_U%Do80rfMac*q)wgAOp&kN=tTj zpp4kxXHr?(E7hA>uk`P0xlGI4CB~rq%9-Bl6s&)m?)widP9(^SjjV+kUf)xj@a9g> z7L-twby-iZXe!D+n*Sl}D+8a>{ENP)YT$9De=3{he*yK>{~R;$cW@bJ(h+WC`lw;a zRkGek2@TmvdQ#1*2$b_|^YH4#$0@pfbx;AhY68#rWIy$x6xh_=1E zq*7kk%=&Gey~cxN?KH~|v3+ObJeH3N_s{lDY(={iVZC3k7^?qg1vonI@0038-hH$b&Bx6uw&;pVa3t!E*OX-${s(klv%FLC&RnY;8#RSb zd5Ke+p2e+bB>p2mwoeey24(8{=E4U3KLTnox`rnm}KPEM17wVr;u@e zfca`r<1YA;>r)f_kZn7f9`B*w$t+E=hc5AFTJAiH@sAfURl<>HCy4G z$)C?i!+6hbKFl2U?!IxL%RKw_3UU=Mpp+r+^v}VOIDBe2^k3MNq?7+Y4xj!#N3hcT z9~(Y(s@%L!RVO&2Y1r?utp=~xF*Zx}!00yLBl<$Vjapt;J!_$jf4L|2m43(IOJn)& zlX^41ot|;Cg|Ax&Z5NS)6I0)vPAe@z+RW{ZlH@0sbV<{QNm_{d3n+&d{8m4!_0SFw!-3u#Spk zWpDMS9$>kus7Raz|J@uRV7swq0x@V5JcQS1)>uRFJ&6j zO6fPv|JVQX-|hd&>+0mahHzsXY<1bN{|jlL!$R7dssrkgD! zXnlb2oRUX8>r#mf*4IV?wvUt>2Bu$=Ih-~yH1r&IYq_L){fyGmpFSWu2|Ipt0kP8j zv&LMk>o5*}HI;W2;vc&bCkx)Mxd+!c9sX3+*Q>+H|9c=`GFwq1qfZEZaUM) zL6=4$^YTUl@t+W&*@1Bgr z#JZ=)p&NqXxE8a})|V}&vGK}0oBG!N?UyR3o>N=0dE-cz$H6#qZFrw_cl4#6?CaQy zr*VBPMi9!g^}MTwjjh6s|U@r&Y=A; z_+8i42j=UIHsVP~bULz|VNX6PFI{EMZK#@80$BNqjv)~>kk4k6QF_L}N}qe8;+w*f zL$fm4X#&_j10P39iYi|wy!&3nR@G3Y6uCc=l42Jw36=7A?0V%ACpbs4#2MMQQ+<&S zS`XQQF(!W6y#k73-%U>_8t5pDF#WYn?(OT{Z67mKC6WOE02Z@L3f@?$^UHfV!g;J< zWGUyhCI#N#i(npazXLFg>-&Zr3F6!pE>f4j|6RrGg)ThA&v|L-tB!2rHKi$$lvU-W zBh^K@!t>IQi_C|SRb0huKa5CfB+ykQSs@g_#;x^cNjMeH&f zwLfy$Z$6nqed@OWAQkGGS3ncs+GrQ)*qde%pw;=f;zHmfgt>L>qsWlZN45Lf`ZW-k z*e}B z@G@t1G~SETB;NlV;{Crv<;}2>4zHXN=)D!%z@%OYU7`eCzqpHpermkg9b%SXK(ekX zkHB9Ub-&r^Rm4@kOF^-FY!-?%UQy0_#$%vAiucZH+&_5xQFFWt0u(&hvvk}6KRl3l zy!=_@`RgC|#}kDCKg9-^pj3b|DGitv6H7I4`D98?T4Vi@2g?v9odE@8HBz5iC2V|u z__zXI;EyOY(%00y9+NDDds1z&PVc>X!jWo;;eyU0>`o8ZnQh1YqH8{Q4_XPoV#2P^ zItB<ORfTTxt~bQ_8DqPp%e0=tC) zI4>c(Xfo7kQR20NyBhJT$k&~efOBm@Z+-za^<=+)P6+0Z-1poXSzalWn(lj300!tzBiSD!CZx6~ztO3k$ zZR9>+POwBt;2Dgxgx$iI@Fy)VSN3ZbTRlG(yUX<##AV}nqzEq|?%CTLv`+jYfD7j) z!mn|wYZ$?xr5)gK0+`Zt` zT}XwL!)q>ZCnsJm0>qL0nAF65=V%T;>rOoo6ICwC+~l>_C~F>@-oV5drWzU^fi<2o z*O%LL}jkqAgE=IA0TwoLOM>f>23ikaj9sNZ459| zix}U?!i6&t;6ZJ^xW|)yY^4` z6;h_`N6!J^64kj4cJQhz#Xx3{h!Xc5rAb$(B}}&cNN)%+wnCN)zY5KAVkt~OZAVWN zlIcm<6lV5mldsonr%IcUhJli`HxnCM9T*eDj@R}|tXFxdKtL)=VR%1eBBZSGq3*IK z(JSOW(b&2hLE}CX*SBMSc9Z7AHR=~O>B_|CDr8cc&s}pI*Y(O+Pa!y2H9#l4tLvM; zl{iF5O27ufV_;bKy_Q-kTN4#$aUpI5unpIk_P+rvWRDC*!No8wwTABW!sdz->rc!8w8MZZ@G5Kh( zr$XxJ;!?TFb2Bg^er@zLdz{k^fOQO{0)&d62ktgPmAIi4}1^rX1{ZxIgZ^I4v+!RIuiaEtrj8 zLyhdgWF`)0nmV_WrSw<@eH2tg$J~zEDzmfed+=hCu3knJTX*ziTbu%ba;uIJ{97AC ztpl{wi#u+XXPPuhbYu5J8VeoPeUJubz*egwD)CGB)~uQCQb*M?*ol4VDO*0(N+C#` z)(fjK_2du^fg#hvrSiJ)`f3V;fVawbhzU)HH1+vh>}ZwbGI$#j|oSrFg=e8&#-Gz#DB)t&?zrJ^{VkC*r@=E4=doftU#ABG?3DVxb{ddtwD*N>pJ~( zKlTG6aCn>Iv~PQ8QGrqEd*2G|m@~I!)o9VrT%dSTmCs?ER8tVw{o;NM6?omL#Kb_dT5VyvGY*ZiW6=AhxK5hTPvxG^W zAU0<7Q7}C{$k%neO;e0y{i3w3ak6y!_wud@5y7$JA=LZM`CLRKeqmyQMMWJgpeWzS znhP}U_Akw*L;HiMmeCKh&miBOE%2vXm?<6&dIP6%FXqMIUv7;QdZY>k^fxH1BdbhfD>nulyRTR$4Bxn1xR|0YCmYx`>=At>lu$ZICAeHj4ZvAsQ zM6BBxao2E7HI91=P zeFz!(yrF4nk_dkwv0em}TWOr@gC_E7R+?r`xH(&|rt>7i&crjpE`(E_J#!S8szTGU zVC=cIIafS5tnc&nXP_6zu6Z9PnQEm1e+$on4AyhtGHXv%9W%7@tUE3RAD8k2FbKuG zyBPjKha1K(ysdKawsr*1XS_PBu5H6FKS~>ZNs0FQ#H`1c;w`;i%g1O{2-mEzF<*wM z^vX;Xnk-8iw||q`YFkPU#0)m_j1O*EEVTeKo0{HYlP-E^Qp*=oi64Hfvg;gA`xZlv zQ{lp&0e|2o4Mk0f4B^Y6kBBv)5X0``c@2(l?-#^?YvZ3ks`rHw% zrJP_$Jukx@fc6$X*a(8GW-{foH93yG6=kawo$;L!Ot|~-yu?KIk#d2um7c@1ijB+F zl0igp8Q85kTjI}CxI-y*lx-)^>N?(!i@`=r>MCl;_soP|Se#bo3de-*3OA?6J<3g^ za82Rq?d|3f8=Jzy7Q4hkO`wV4aN+(|aWdzYK@+mLizmPeZcQ^z-ML|Nh1 zL%0}Ww$IbY?e+G{0JlXzxSKwAQkk#uFEeJ!3jwar;qi0*G!;S{VdYvSZ*HZTUyG|)4@m-})s zg4JvHWi|zVdIZ|j#Lzz=Vse23S9ncBhBYj^4IM_=EF&O@wi>lULjs&xb!19hkbPJY zcck+wB`XHXWavJL{;1K*#o5&xUL}EG0Hyvmr!zhjr-=$ML|8pod^-8`lRZRtYSUsI zBD9_Ax9j2K=Jy6KMBFkrS-FY3escsR_hp^Degv{f%r6#%AY5BW##-k^H($?jXHS!U zPKcwW9CmNJe7>j2Qb7gjCUw;sQRyk~i=GZw%v7t5)l*SVk&1-2r5GhjX#&(2m@v9*#(^JTN|=|}t_V$6HZqis|l zfFh-&2&yY#;!LSLE(lNMQx%lv+`4o$tLV<(5l<{jwyH7U5GX}q%;iga1J@07t25GX zh}YeV>w`R^!cwr;Q`N}~?qB-3@9(G76Va-~amfb_>2i@4q->ozjgzB>b`D(2d3f5_ zv^8VO7uO_5UfwuN!^!4>e3^s^Q##HV%0#ApY9kwb!h)$D{9DZUk6`m&)pd)7z`CCB zg%0YRw*9=A$)ohnQGN|y6Idl`Ma2jmFU)i*($^L@9AAatwU<71bAM#Fkk=lny`7j* z;!iheC_5Vyft6D6<6iI{npV*Ti%eP3@xv>PZfT_c?kFF!%Z-rZM%HY@{6 zFl<2Mb(#{zzdf`Dz!L8Yh@4nt$86bX#Pp>`KCqL7)%6H0lu1f14rOvXU4pe(htWCC)>3n3`QitscV!%?5cN$$T zZ%_vlctU!7LRLib_kHDq8UP0erIy5ww3K6eU1L{oZZAQFd5xfjJIpdg>`0G#$4K*F z$@Q}&71#Q3I}J{aiag7(o0Yv9EAwh-mtv9SS?9)=k2>BCrA-XQ^<8i38e2?X&Bu0I zmAda5NKt;%%q=rn|Z}C=q+VZL{VB=u9meNVOErRGEOS>2>q&i(U@Uq@C*jYMBv}DT>qrYJA4$_|dP>hKKhKaO+=A?k~8=Z~2597T0Lb;+A zm|LP+;}kcGgZ%M;@pT(x6U5Z2S=}OpGrV*~wRbNjiP~MY*B#}z3Ea_g5&{)AMvBaP zCAN9TttFw1tr=&PYXDEel2B?w8pL3#zuI=Sgo~mY6?bPbGkBJhpa(Kf3)o9)P>S7- znlYlxAF=J&k3ZmQ8}0%ml62QlSxal(ur?09iu6`=BgVZ+SYc;!GEfzJsM|8_$G2ER zwN9g#x!|qctxb$Go)*3UlycLWH*3ef)l63+VP8iU-~lMO3ot4xo;F=dC44Wl@;R6& zfBhQQXm5n#LKqLyy_+gAT)!a7te%99hi#OP;ODbj=5^!Kp(rt^@I+c|vDcg~F45jR zyM;cY>RhYiquJ#C&>$S)&`ZN>Gl@Y4$wY4lPnM2rvvcgX0X$Y~8|&mU%Joaoimd)t z@GcudfP!ik2i7sRzA`Cw0-^(kQ8dZ9eLTfnX1!sX_l?#9GjzFBuqNI|)23_6i_SCr zln^gD2gT79XYM9*FaG#kDc15zB9Cyx1D9vk3xO?@LkG-)CKT;N_RS zeR~mLqYu%ab2bikg*8ilo8|0%|1gv{vL~LyRDZ=+dAs6Bi`GxmsA}F$W3D{_pB;Df zTC?-o{yrBmNzu$Ij>a*caVjCUNQi;uln%PpE9=YQ*psNyrr)a&!dpCgb&D4h-x{~T zJO6-gw02+_Q?SU~(jQuw73?U*xk~79ub#EpT5w>xlHRx?8ff6X(DD%X442|yM|Rd| z*E2ea7<^9krnM%()c3~WT+@DE@NaMd0t79PwXyY)7GsuEDp#s0#G4pa-8ITddn1|Q zxHm)V?#60}sWr2iZGDCyT!5c3DVBVlMyVE{nyA6LgWz+#doW_le1@i49>kN64l|yx z;Vs%2Dz6sVO?H;QFz9nQJ-1enG6or+^s_ISOuD?*ct@&Jz@!cC>a?dj_+hM9o0bU* zyz{}lciqSlkir$d*uQCmSn`#w(0kGBXM)Au-I?fQ!B^4DjC*9l6;azlIVL$Ca_sPg8Pq4R0aXJ=hc)t8ZC_HCD*LTKY*l$YgR;) z+^j{>MLCg{c(<99+_bXBSkNUe2KFJuNoj3FG0fN=nw$Znwv@wN%hD*s3jRzEUP zt|G3n9LP9psF1(CV8L`HtuaXyC!?igj4V+6Wf-VWhZzypd)#!p_x(H7wTN^ znQF@-UE+^BizSc21#l8Njs|K<0jb;ZTOVolGl(lt5GZ*VBGcma16=t^++xKY9d`Mq z_X~rY@VC8-#9=>A6`;kEyZE8QBS7ozI@e@JJswSph+I?+4~0>-g{pRXQWOIO_J=l|X?M=<%%1%R;N!f{^Ssadyzk+Av7ZlL zPz=_&w(p2e@b9k}dFf=~9&Da?27=1hn+|y4;vE}ivg|B#+f(d&_L_*OX@k}|A=Bob zkK_Ek>Kt`H*}0PoLsYj%6-NwT)1SZpKnq_P$1_aw=-m7$YK(<9HFKhD z-#9*fqPWIARl@*wqy+w>mWabztH9ADUgiZtvXStx4Xc}x_A~uW=dcvWeMyr`Can<} zE>^!5>$NxHI&v6V&?19VWP#+Njd3O&C1Jm**0Uvu&!+lcW2c|%{7XS#>u5tN%CuOE zZ{tFN!{vA1Ec4jX8Bf*u{;CVaG8viLo|fQR(u8kaDRvKQcOBq<9mjGLjE|qXK$y`S zFs()#&NHS=Z=QwC++~r}O=Ud3z$zQ7@3|b-)4TMi;t#M?Yc*gxw({eIKs)q+5F9AZ zdT zHJ)4>t%UOCB(IZv^0~nve%T;1Ar3_{0wh5{{e(`GRSG#HuXIqY#3=u4rAv05QL>Z_ zd2>1um>pt9o;FIyv0~pkHpQD$F=2z{cp-byS)0QV*|tYgD^7>$6l$Zuei2Wa2zQJg z^D!r0G~%XMA*D8E$0E=1hnFz*>`>+BRa5N))O^ZSAvp*5hf45}n${|SwEDPYqR1|$ zmL-c1pFef*kuEABfV412DG+N2tCc({X~IZRct5x30BG5}-IIiIcRu0&QnKZSjzhaT z;tSq(#Dz+vsO@BUY=ou$(E-N~sFa z{t}*$TQwTXb%IpEkhVVuodI;ajOY>zs4BDJyTm2`+vY0nkUFdIj0iIf>GP<{vC4?^aR^SWu-zA^m_jQh$&8uMw+ zMgs|kH_*eVvEA0sSq`f=kDr{oBsi$bh-~ZG-&tizSl)ifEhcr48Io(wrj-O`-R>*A zIKCx9RLPfp^AMyXA8RteG&&!ft4*tQ`u&py~ zqPe1RMUgpPmndU=JMEg`1-ZaU>@Gi){C4@a_-}Ts7z+rWE;g;C@oD6@)te^O^{iYg za1pYdVZ+Wg=(+Xp#CQ~K+y{jB>&mmEyJG2~&gbh_%+-=qbAC@FlNdGTrq`zKz_^fH z0$Wq&D(G{x23`2+7NEH+((B#P$UOPIVz?J{OS$2W$bAyCNvR2xB@^KL7t=Lavkz~n5?$q@`wT7xFw!F>9f9+Blcg}g0s zuy>A=tq%+dVf={D?U6N(hPn;=h~`5eR`-Azy=#@^L{YQ2)siz7s2 z8Ar~j5k|ZDT=DGjC2V#CJHaoaMko37t|8~c1=rlCU~7pw;|95Zlya8hKsIvs8W(;;g) zQgJ6IR_eo}`=Cx@7kM*J)$#J1<3!alJZHPeSXmRfr>neoLF;TH0ihc)umy&qz{34K z3CSdQGD+<)sogui$Rey0R%csv)LJ~C8Z_)=UP_vEgbbi2l}%-z&5@QBG4HhQW@_fr6%{D=e~Gt~OMit&HI2TX0`_+^};U zpu6G&EW}-Y2G`W1LGY`lM1?_fk6PqOYbKXZ=4}_UF(<~+7=8)rIS+I@DR6Dgf*V2y z=gnwmd_#fAB?CEbSI9bXY}zgpKf zEY&mT{NjVGB6Ic3Y49}qpib}N&toA$y&C#+Py#Jz_;L3Qea`ij*y;)DGC1aFZTs%h z%y=_Q!zX%~xtfHm)^k74ec#XPqoJn6a+u>V z6B84Q^8LFICZ)!!+F=|IE2 zU*7zB;lRDS%sTI%m~-77xN|!}-2V5M_E(=Xhd21XAjIEgr`(`jP5FHL?1>ZSea<&A zdrV#4kM0=Qf6%-dkuHats#oUu+&&qYJutnM0KWe&*a=;e>i;EKKA!fqNcZF#35@pE zWPFM|LTSxuBAnNjq-i#r4{&$97*$ira^5fB8Fh3kK?oDxU3%3*=61G6VbNOYZ63Xg zIbV9^a)+RL#w0;C3GUFu#fp3eqOt5ndK)S3bxqn98Nb%XMjH_Aa$9_=KV==}8&_n-)AdetB(f>NVl7A+;?&TjJdoiml-~)k zG;Elt+a57fD-IRYk5k_`QxQ8HV33qJz`O@oJtn4Wn_D+?Ptkeo)8g}7!WRkB!_P>( z^#vkJJw>@Qj=d|aqc6UM-&4t)@1gykoso4;RZv#ws6FwRqLrny@5YIp|M5aBCuAW3 ztx~$O9-*zInzYfr=RWU|34~wMhp^`&><2a$gHPPdt>hsgH1*4&OV5j`Ue_RCc%m<8 zcMQ)?N>9sK@i8GRQ!qRKaOg{wnu_3ooxhom1^&?&?o0ZSP%Bs(pIZBLb@K*F5n=2d?@)xJWF)`i>LH_x zdF2daO(9~kV$p1Kf|Wu$-VOPvmY548e*ePQ{Taqy;Ac`W!3(AjE9?46))uwz4KSYO zeKk5YsGD9;Uo-4mj#m=)cMG)IV^XFbIR(mO$rwMQBw;5_0?_K zA))V9PCryQ#v71Kk9^kK$W11HR3E}PrLXR=Q=Kyps({7U-um0K(*a0UZr+}#&wO0%l+sq)thJW0|oGuW_dT* z`K9T=7+U38^0%!UAx}$|TiYyM?b_xYx^ePh$2dB-_q%&!#{5aSK!R}pLs&Zvxx3Zk ztJKmSfkW1OJ{|c4k-uV6dH;*0@ZB16boTuWOmNoN@PmyY34>Dj)w(V(`FccULgtC`{%^B3i-d#LB_n-Bfgyb&XU;izsX>SHg{#|2=w%!1r43~IE z;=5ADP`2)xM|K&o=VG(-<)bZ~4)$KZcqxg8DCn%~jlFRz3qyAfy5s)I>}!V}J92lJ zFAf6Hp$x4e)8*Chl!Foxg~34 zze3Y*Bd7}rSCV3Gjv3jyQoT3}V+WHE2!H*woGjq^iW)ybU4zAtWw&YrV9(Vp?q&;O z(A$W`^kUyJ>1ix1wZziBWDDvAseKroeJ|DP8nLZOVzky?=K8vRDQHCV0}a0DweV40 zJd8nqU~XD+hnlfiExJ5^n8cw(XBNcp4dc?djWKAeZ2kq#-W3eL>^Fv8Qdtfc?B}Lw%Ly;8S->fJ$kFAvu@lRo#Yzlk=b*j zg>W7Z8A^9DEm*y)SR3y#WsBsqym7{Yg{NrEy^?vo z#=NLW%VKnkcPvRu@V|^QcehOh5lD7+d{o?d#yxig0`!+>Omn zRDWF#t1sA+55^p@0)tY73l;rAmC&7_$lv?9mT}- zR_TwvkbN$w3MvroI>kG^Is(plpXEf=(J@o=VBBWii>OcR?2TRWMpV0j!dXk^)E78+ zhQ#CzEYKk!kP1yM3{Cpn^V@*DOT6xl+SF6TR$DizT#gxnT?VEI_xvX4kNnEIc2#c7 z`!js^-g6g$?MZ+rhd<4jiGI|(w8hA{%V(z2BY$Ln;lA&&D~doQv=XZoW0$}tj_KF7 zbwcsFX&QkMyl&$BV%AC+fU09D^KzRPkuS|VQm`m~yslR&8ww{9#bAE8NH zS=L0wC`T9aDqCdCGdHdEfZ*Jd5F^5BS_d?vW14k#LwdenJU>T%XF4x%FM#L_OT`Q> zZ@N5*)LOTOrh2MKCD@oEi{(Hy6yKB!Z%-=efI)JbQ!qh)T9+NlVccI-5^-l-N1kru z`NRxaKg&H+9)feuOu0DSS@H5?hl|ur-kg~**LBMvLvUCi=(N1OKkga3;U;n}oRkhS z9IR$|Jw+awUFa3>oQNwIJ+`r0tHv1K)EwUWpq$gcF*%hlT|DI?IY*3B`GsZX!P+RN ztSWx}*SOkQ_JtHtO9poLNjwD7hzv~qW|fAQMrvGe&XdbS`Ro@*Jz8`x;~~nrB)hA$ z`_X~};wQ(fDuIXvM^IlQwF*`p%38ag`J59QH#aW6ZW|k@J#d=1DXnMtFr5-)9z=yIuT^Qe67E=Emam^}r`a_C$@? zICGIngC=KW(4y#|Y26XJG;a*drI}TZwjPc7n6dDNf2mZA*Xdjdy2U?#;F_ezL_0mU zq-(G**)@xKXEGn}Z68??l}t|#&S?HhmY#3Ly$D5>0uj;5Q@)oTN>0BM_IyyA5KxRZ z?~*uEixL`q2+mtLYI}rnj4y0+Z1rS){SLHi^h%X2AfPrXs%lNxPLWefQdXKpuvEM4 z!4pCprRdeXegRRIkb6d`B|`dU1p&xZp0(=s^0bIZ?Xx)@bi5;Q5nYzC^4NZ)ykqR*EXZic3xp<2I_!KS>HLz6^nXe5t9(<3QP(8rPm`6FAOkUsJ z2Ub;TrCa)ucF(M3-d5 z6lUz*D^f!wl_l`pXzb(cuJc$Vx$Q)U8aqj-s0>-jVxSJ!l*8T=?0TeYPy8O4{aHS= zpoJQ{Wl}3zo-7gcr=-2^R#(8Xuw(aWO}+^0PR z2iTVR9x#er6|4!HRzFy5fsLzj%T1G6FE0>WuB%RHq$ zjQa^nqGQT%w)8}afjnP_b%PqSKeOwIs~xZ0&ZOV^Y$sKzh_B%{P9bfvhIY8}tB1~; zSdBRdgFDJvEAVq?Ct=56d`sF=x%%$$@g{Auq+$|HuTgw0+njK4F+yQfuV@pWRA$Q- zvGNYRIDhFYx%tXS-QrHRZ0+bUdWXS$mzOixQ-bRzj6ODo#-0JuO;R z9@3h9#^5l+d_G!lK05@rB4P-hR8V)jevMgvT-kH;#vg)ho# zx0N>s!LzMJ<;=w#f*w4^ndq5Lf_A^S$V4N&jXhh&u|+Vuk?ND6!^0p(c7BUo&tYBo zXz{hH&q0v1^7~>HJYOzuNzh%klB?)}av9rBcEhA`*#+`OKW#W;V4S+9*8AkLS_%4~ zT%$2*Du0rvX3tBIf2e-n$<3=BVL+WzTYX`HGyc9{W&q;l?xwpn2kg2)Ao{lSS?F+y zMvQL7g;?3BZzy0#%EKGI4cB?e zEIUJbp>WxyeIF1=!yR3hR_-P!BKYn>!YbwI85fC9#muh+t1XFc*URGa!{{39khl9u z9+E=$pH-n@u+&8G4IO7S0h2 zYA6&!5S1ML_4$Nhz(m72`kwIjH*u8Zac@0hBte$CZeMW0epVu4d~GYzfg&eZY6R!j z<_tdioR(rl^*XqIXlKkzY{#Ti?+AuD@%nMxn?PGgOMCTSUlZ;VE4;}Fxv>fnSW)ae zwv(6zFZ?NSyaSvGSswW{LPV9NN3RTuf6KK;m?j_IYS0o&M2VJ(IT6osh~w7}Ol;1D ziwB}ovtaIBmLNR6KGx6_qv3c6OUfvz2RZH(GRe z;2JoK%WX==Fw3!QFKP%sJfnX2Y4{2=kPt%28j~@IX4su813htr*{<4G-fZcw z+O?2zgt28!^1)YXebaRwC)1&B7I9~$S0T$M2^)UsuNY#jCm(L}+qlsj{2IRY^FkI< z!G=+9un#zNb7MSN@~0Vr5vLmcQ2}aYul;PpD;f0E-@kus(UQlub(q@3ExDBgWQ%^t z#Nuv{KX%0hQmr4E!8+iZuJiYb@amCn@`$#*MhgF!`9Lw|JL6HVLoH|Zl2lt*1$ zP8In^zfF#xfxdkDyul|Nu`p*LT-J@c(GpdYuWbhG2J$Y7 z;T}-AvT^+xuH4h%;_Caa^60YRB_?Ez#&2W*^+Ur-$2)+qDaitnDr%yRM0`R`COS4} zQNDT;WAjdhc2(FNfD$Ht54c2VF9|B-ykgO6SV|Nw>h++mW)Y9??2%glLGmw`qg%C~ zg26L~ko+&#!XDd=Seo72xYP1`JHE$xa>Yv1%HiocCh5})!ow(zEX;qQHk}i$c$ zX`$9`ZE7?9*R|<_ee^qc90+mlxt2D>aCM%}Cfo>LobWc5a$63^QbbXY2S%Z!gGigx zsU*Z3{mpf&sTl`09ryKMq#nA~{at!A!PFTB+Aks~N(Ia+RW}|4U%ReT4 zXK|TQj!RE7V3vcgeZG7UHTZ=4OE|>RzXnvGubQ#Pv!z6`@I@vE_r`2|3J(@O+`tc8 z5SMXy=kcmShtlFM3W+QbUs~|)ud@%%s#r%pcQS`r^4*vZy|Cy|)+gS7%q=a-{l5s# zh-_PdzsL-fs-a-ABBCK=Yu<>W=4Moyy1Hm_^HSsKUJE2>ELkiy=;k8J{^SK4WX!Xt zVU?5ako*;a7TCEpP=09A-HG&0$h+S+xy+I@@x8u&}x0nsC zejk7W20l+OZiCHr<0Z2rig8gOwti4{{hqoH93|$>?W+rp*`m@l6pkwW!-z0|kc$0D zdZF+nReE|)!B>xo@6Yj>*n;V-KE(-{gmDk*{UxNM&&E1eZG9dKYO|ZX;;LvN7{1`* z`6$Yk&rfC)>M5F+=FziK6Uoi>@ZVMGhWuA6U33d0Yk8ciN9>)jAC${#1`oz&%M(dL zLst27kF+rVAFwWF2*>;-s?(_V7XDaNf4IAS{}N_B&WEO4wEAT` zZ3If=pJ^@P(|FWoY+&5x?1PbfS!F2`8{@}Wt)6Zx65%tYNxCuXPh-?jpMl?LK`L)Tt?8?*V>>Uak;Fm@c0%ynNwPi!{Z6;Cnq-ZGiI^DVyX=jwg1(xxPS)QjP}HkQ(FsBSLh!bugui zO=$5cN+Czi%h`3F(`rS1kmDD`rU~zs9X)jk)s*-S>Q|^{!k6RiA%Lmsz zZN8xSu}G@KpTHQp1IB(`EwB=_ySH`qc=O4Z^|f7ZL<8K^b={840#qi6CXygYe3~`u zhsa*Os$f1vl$bQShtKrfRk)bQ@lC@jEY%>PbY>XT0)x9Qo>o<&e31fc<%R_8J1Rw~E z0)l|_x_)G+*<0vGE3w39u_{)sBi>MzmTT9tGfId{bvG7%UDszB>2u`~{0~_DJj?e0 zDCK{E{$Z+u-fa0IMc&1*(nIQ!yA5B#shwwb4&aOc7NA+RqmfR&87dVpf)G^^y-Nu& zuVI%D7=4&SXh$B8BaNXv#I>`$r<2-oarN&6bf3koRTN*v8r_DDrl3AyM9c`!-xX+i z00heSSdh{5@pW%u|CWL*{-Cn8kekg(bNSzk?RY&8xsL2ah8G`p0z(5Ef?c6)a-#77 zxe?~Tbkhr0tI@6(Ifz^+Ft3#`e*FmiGP^yftNr9@F29AK+OWx1eQfG>7XQ5U97k(u zSCQC&b6H)qMLq(~^D7oEbet%3PVgsGX2xHiEN~apHqtdCYQ%tWr6modsX#VnSFP#9 zc=K>q5~b@Y_$x6ZMmU}BOmdC&f=wf)_|y-W4JXUgtD|-wOn1mGqh@b)2~dBop;pxl z8Y}s>G*nlYdpw#6w*(cpX}eNo6;O_|YRmIiP_i|A*7>zu?%k&^3y`K?D{`@82GMph z*OZAKmUIf*b&qa>S?yQt7FfX#&i;mce(7?9@MJ%!v^?u?RlR>SJ`U0k?9PqJy>R+=j1sJ5qBGKFdTIy<2E@exL_{i|AQbdmrXQ)0Kg*}Sd(w0M zS3muS`l;ca2HHezIFC6J1|`q+)pmJRWsaJn30ts+accgQONE=3&3&n%z=T_HT?{}o*v;IHHtc;&BD|u3_JBI2d_U9G%Q^A5x zX(&L+%90l9A! zq<=8nlZT3-%`k_%=HNa(;;AexTW2Yt@WNU4%h7W}P{j2ZW)~qtOp!r?A@3S;g>ct?I&&D}ocH*g7%?{HCcFBPOIpv~1!KkEcfqL_>%C z?eue_sFP9w010=m*ETd-)^Xaiwcl!SzN5@jY4`9c{sAz{;PF-wO66J2+>h6N_0=ai zjD46{@}!D^1tF$2T{X4drzbqpYcEvE#;O=y8XMg)4U*Gy>VFV&b7u234%)R?vCT|) zVB5F#KlW$oZ{L0JL=<%zWrm=POVH~C#lzEY&CQE0 zC)1C^ep%A?tw5`sp_;Dl)ix%(Mp`JX_Ck>QYWGO%1(+xh`{I$3eT|Ds-lb)|99hN^ zCAIc9u}JKa{m?^gW&5@wvT>6Dt|E%Z^RFrBhLzJ+J5b#CccGYtV$rAd$7Auh^laCC zOZ?!MG9HIZwaTUIz2xDxh)fKoDqqv9ym8)^Xs0liYCBV)^@AV(#?Zh^EqX8lxd=PGxZcEj4dvp;qDza` zoa248kH*a^x3%O+WZQS*zC$8UMEoHnb)@LOL{ht+<82kAO`8x~iKk-<3`_ecPi#st z0;G2yl&+?<1+!L8n7h;60(4qddM-SrB`_mbW^=Uq8<)0JYD&*|48pUZ8?q!0n{2W| z#n57shxMg++#57+>uvCm>5QI&?); z1ALq}AO&q3+zz%j3K5R|NRaL8b07E^C=m4Mu?>%&U3LbDa)$RDt4cdrUy52*6TWDH zghkc5QH#YuZXVblE~;FUhhh3@n#S8A!v_#f(W0ExBw180w8$IKYgZ8lVTSeA$`!wk zJ)jG3ELd9PEIEm5+eCaTngR-f{+n0kp}*|Lt{qM*)oa%pW$7IxF|NbV-Yh9WLh8SAi&O@j+-+$+!*EHhW>!hLl-WhPyV7 zyq#suQ&gyx5%(-UW?sDcbaQzC;_5ubxo=Fr*O-kjkxl=MOiWmt>uzLuwre3u6c&Gw zK_;-901l#z3tx2k*7dLJ&4mEACFB6nGM1|i241t2WUucdplz|H<-%h}1#moEGYeL* zV$b2k345`a@(nPN7AgOE!5-xH8e8bwIRLw&$H6PNb>@1MO2O)U*Y~b*j@j!Aocb$o z=(pR$3R>U-N?Sx;JJa^n3}vmCh-xyE`_GOD^qnLVNk4lP_<;3h$u) z(%uA^1-Lu}RU2;J1!;(KLPXTB6i6>CfUa1a3f0B;!=I0xCGYphJh(hx7Kr}f((vB3 zWMH1tRs(TZvwo|XtryfN+yzVhVfT7N|CHf8NT%^fXAR579Iq%0)!%jrGcg?n5_f=C zm`Iu)XLzuy$SMNF0)`_Vp(H%|j;D4xr5iSleXH(90uq+%gi0sPX=1DCJv4uQ>n7Cj zBr)s!PgG{4hia{<6TZas+Z|NRc#fUhj02P6w5?Ltw=I0K#-;6-=C-L0n33*9*I8b( zNYx(F>*Q1a*mSi-KC2@2FJbjx2+GRg2I8yJMA$nIS#MCpx|j`r{NzcjVzx!`D4Nfb zd}n90Oum3jr~wv@E+|9b27grwkyp;bylf?f%Sg>ryzOrdfiGe3>%U{`oyMP8P21bQ z-7z7jUot+wd;2lzzhz<$0=bEpU*T50w}(-d`1`xLy6}j|_K~$$wUqBV9q%NOcSM|p^dc}jn`xf^Jv0v$2O$}zB1tB z8=y$88*Ny51Naj?WN55uJ4r_UU?4KD+;bQ z6L;OT=T+tseG5eN;?6c4yS}D*Q|#UTXfXv-MC-qWqSg*H2Jq?+myBDScaZ{c;R2Gx zz0@vslh=-B#TN|D>PBVXPemu0f4F0R`8sb5z_?C7?>tUu&)}#X*=Vhnwz9+zeD(jz za}fiHi}t)IsfPd@3@83Zr99&zcsgKv@c*4)EB^y*J^x9t)$$+Z?`kj7RnQHGWo(;M zo7vV6DeK~;a5?Abb?clj#G0LtAr8cXA0Kl4}&f@>K8uRt0cYs{eFv%EKs041jnWl68D0 zGpj@Fbt24Pbc}5yRUj{KU`y^I%IxxgRJWUWzEpQamwsAlRs;5vlzi_06q1|b60T|@rkN5?dew!?aO9l`yqdtYWdyl%&tFY zjD42>7F2yd&0!-sPJ7ItsV3uY`>)u0z!cXfc>CMC*=QQ@5e3g*s0Vje=gWl?(y0!B zNs6x~t;Gk!vbET%5(-HQrB~j1EX_18X?&T`o@(xB9rAJ%3^a!UtyE#{;F;~lusyBO zjctYz3G!1X{>q5u35E6jBm1&)?!Rtdb^(6p@Avpz3Hl>@eBucIZkv_*5wl;yHu=~& z@9kBKdXgSHCu$tD-N02}8L@Q9zR-#I;C(s^P!Hgi=ULYucC|Oo%jqUuap(?>LJp@D zyUFP|A2I^jur;}rydm@rX0voV?6k`iSqezF^P9}prcXJvHd^HLx(WV2TAjMaet0VA zEGwDZVT{O~Dvr2n*12{FRgp&Y*v?Yc5g7XLg9PF4I>*^>&^K&T%cNHQ_c#d7XZxLM zXBK3RZE2V)+YJjMJ6>I__6W|acxbg0|LpxlZ=a_MUNFaa}!b`tsA^fa@_@opU5LIh?*V-$qn{ zqj>>NjnUF!Cm6#jJD&PcfELP2nf{?x0!n8pAZ&@K*#Lsl@$tYxOPHI)I8U07oSa8C zg(C$6^hIca#g(V86lT@4tAC%3owup5{jP+*FYviAP@q^BACB-l8F1*zvKIWL?Z5cyyk zv+upy*^9=cXH6T$O)i?+F44i(;y04+MIb!QZ;bj_;P+=UsO0J@5j=^3x9R zp<6k1wz0=7mV!( z8^;xds3CubanpMM19D@D^oCn}+ePfDOQ{XRah^Is@Ee?YCzN?NIJT!46=w%FFD^5k?W07wIx~v(TbUT zwppjmN-2h#G?~Tb&x=(+$w+lA#~OXO8YUa1n-&+`@{CiDC#%)Z9=l_w0t^#=fpVMr z;7cgc{y0N76V;<}8YNxos3_w{K=XI0x76Yo+=xHzzLYck{8WBSK$G&W9($Pp86W+( zOR_gYFKEpqn_8d!Rl>%rZXHV!`W0@0Zi2P?Y*>!t| zsG3&^MK=pQ%YB8&<%l!s+_(*&Mrl)iA$aUB59G3hGVGf?N*hcb>Gq3*}oP})xd3`!& zb~mpCoUwp4-5-)3S95T(!A_y@w=6N^Ac&x9^KWlP?rW(@0TAD@oN_4(qbC|ry&UJ~ z+S#5__L}px{9P4{oFx6OL+-}<{OIM-!j>%QINc~n$jLmAD9eHJfZon|{p;tp2fsEJ zt%h2zj~_LU41Gx8p{=EPE^fQcdRM}B%r&r6+KdTkqwzE(8}%RO<+seEX8%mNXHXAXF42i1{Y=1 z`w{ieE$X-)dCE(54s_w|=--r^N3H+bRLoJUn}&gBdu0g`cAIKIbF9Hx8P1+2lADX8 z#$;U1RhzE%aPhG?H_flFQB>oB?vh=a^aTe{$KlWuvLAkVr_;}p;BojWC=T3N5UaBqT?S_fIg%gqa|DmN;;ye061G69Q#^U@5 z{yA2lBNscl)ostRIQnU7_g$?KFRcWw^iTU$G3k3_pv|9%zge$FF8;Le@6^Iqr3AQHF)kPWi4Gd${47 zx?6A@W0z6<%)8rSKiYY3sDtMrV=AU__eB#^qj}`W?3en!+kN~_A)(NxI{~s{p=S_3 zdk|^rQ?(aHt$XDGv=0_Z3_sTh#**7NR|FULX5DKXtkq4&NUd!<&;2PR1E(7P)@aAZ zS(4{SN|*Om(ba;_Nyxd^(o=eNYlVh>G?`)PWzNi2UW6aC)vi`hvwh*sF3Oz(T6905 ztt4Qs6witfm$N>a|I4)g&t_V=lx%1p{~IvUy}*9?mz;l4NB;kMSA_9Oq{d%$!K!6T zL1|T@jCeDyKnLpIjVjg89byLKZ3ct?Ro6pDnu1soq~iubJgn=O;8)efU^2^|YV z@qOc;QK;(|L{fyi0^zG7dVRbIZa_{*z$a3uyW#roP8<5w*^>(FcQBqRHC{n4I?Ug` zTa^5(8Zz771n5W<2U;-X()8U+1}3fY?;eeE$O9Rk7H_RhTlhGOnSUh-Dq3>yqZaHj z$l3;*v7Zj5=Q|E10Ua)o=LqR&k8fiX@7|EWbY|GOmDnuOSv+u5$0?Tg9I@4g1U3qE zRMo5LJI=Aa#GF7Is)V=d9d4L`7Vpi5Io_!af=&0|@AD7Nvk)3sj4+t5K)O$sGBMGB z`01gksoQsGNIh5l zZ?B2`a^>Z%qp!ZRuAB3mc#1D&>k-MZ@)RcUs`k>DPJ;edD#HqE<`z^qZuzA01l%QW7dIHKmaJC}J;=1Z| zk92!SPcj@I;xNXT+cdTC7ZsKjU7TvZu@zh)B>afgxguj=+8Pw3>fOgS&z5)DvC?iR z(5eGJe=mk}gjBxrDaEXv_%PKtXYhmmLi$7b8@KAwN5!Yu+ZAk>7Z%c%@^%9j6Vv`~ znbcwH)XQul(s*x9fg9-L&ppRpEJEgbAocjotF*n^>O|$?g3<>}?i;C(hZ+^4VtliMooD=0s;&7cVCgE!dxGJ zl#4^UJK3b_m66CX?jxjk;!2*(Cq0bb3!ctzloh`_E;*@CO?OkDR6m|QJYaGZS9q#t z_w4~pOx*{?)U6~8^z9to%{I~^!fS`o$xFExXs#loQduZJLgmv|G{-m3#t`_DFGv6QYh8G1s4Voe^>jc(mLj3*b=vDg*0oWwEm{6hL5=K5D2IO3LW!aN=hmmv15(GI zyCz2?r8Es%da$R-ew%ZxMVCEdTF}AsCngW-LE&cO0Kh2!nL7HJ&^k+er-S>RPGt~mxY`6zq~@2`$Au#T&?iw{I0Qjezv>LB;Yk7e$62cxtP6&^kZV>JzIR0d^PLQoAP`- zB#E915$-2L1nD|e%l(h1d)hfB_U)z^z&0%WHlfU73cf;lJlm93 zA?A&I#+k@P+4PptchEc;a&OOut1{n&488I}re6K#tJ;lN&WsfJ4>}ikj$FV7eh+ZD z8@=ZZb`we_roNg9<)ELhZUP2rTJ`V0E{YRumTP~WS16z=mcv?oN2+6TIqUjW12Vkm z#Ea~RP(AVkgR#N-bdQ|6(_2gZKhNLWOJeG!%|K9C#NOPjZ+mLO;~V6JUx@NFEFtPV zu2)r@*^gC%_)3C`zu5>Xydqo)Hyin`uKIsEFrw?wpC{H`DSDAt_b0n`=aba7WM~fv+v!E}(`D$YHsQ4za z)g6yE%zMphMbcEDMiygj9!`2Owd{%>OiUYlfsM#(aJ^m{9K}1KV_sHPV|aI6ID0va zyaqb6_UTbW-g}mpmxDfT&n0C}-$_*_Me32Y^x*1TW$o}megkXpSGvJkpRWfEmwdF> zH^2xbRVLa~AMA|D?q+7ixp1#5mdDsz*7z%ft zm9^-|=K(LaxOqzRmO}9hh=D$_QW_z>uQtsi2JBbaY?gGk*I!CJg(MB~-;if;)r$}2 zgQD<6}J@p6j`l4lfvK=>6DXU5kJ=YMv#U7jFuOGCx?lh0<2W zt784;G)slr)=KGsm8?pklWqLy9m>o21VUVM=264JN|&F}=SB5|vSd&DZ`Y}oma(e= z;*&QBsU*X4Ys;jbw5v+rTr9SubONFBM6_UYW&sGxC=j@45b0s&WU?9=n<|2_SiG-p z5y#Neo*q|C;Lb(?es2kGod|`pU=O2uv{WD1v}1T(kyK95Bq{+pX`ptqkm3b>GD83Xn`p=Yh?_VgbHV^06mJuK%%5 zj?9~8FD67dfEy}>c=2Jj6!%TF!>&pj1(>9afr-^-0{S3NE=^{FlwIy2i6?ZlAsF9V z1ZQr~TOrKtD9GntwibE{{SHL2-H7-mX`)Bf~oJgFe}Ep|(OYI@%r;lvsL! z^luv3<*#Eensu>mBxlWc%_>Wi`&Ssyho6l*ouv$}KMVJ;ecRyJ;timDY)jllXk}UL zIZqqD+@Dn4XBO+&PP@YVp^4RorLH9p=OO|1VKaq|#b-6nhFfQ{y{lsdMSrKGd5J?| z53YE8u#qL1JPa5#w4cpL)}^>y^$m4&zPtpq36I{@Z0(h8S#N(V+v$AK;JR(Nta#Np zM!5CEcIM-dIr)xZOV5wq3xlHFW88Q>*#>{K#WFG7c(RfhZJkPb1@enrE$PM$&B!NT zejyOC3By~9C(E&PPF6pHzGz18MTDO~3l2Q&DVU0UuHn4&V*YtYM^8ap`hl6Xey{?p zLpB`Dysl@RY{0vBaUnEMJut<>cyyzdRRI?(Ap2O_9Ydw}IvKoCt}i`7sJG_p5wf>^ zKOUy^Iy0lZ+`d@iB7cmIdu_>TQeJ73&V~Y#+%#kNniP?&U+4s-qm#cKo;QdMh5zXA z0g{pvKyF|Twh@Gj(|ERyuDl^y!pf+4aUB>#VDZv5&W2(0bmj{r=M?(R&({&;$J&CUB0q>6{sMIT+?br^F}G?~ z!L!NKkozAiA{&23hg)+%Li^I1kLe5H;D2OvVq)sPz;{1CmjQtLcVCy%tu5DsYN86v zEOUL3*Uq#@$OXD;-{>htm4z`Onzu8M-iu^4=zyPM)`s`wu2Raxbn9G>Tf2=p_=+1j ztW7=O3@26NU1FXKadotTUbq)*dmX~NBpVEAa{GGP7RG+K9G?3$sCM`-pt}JGGY($k z)t^BNtK|{))B#5| zYE0Td(!5xZW5zVONUgP2F?^-EB9bP8;Z|-bUwT@(wY>P5!5q=1E^=+A|JWDG&jmGR z+R0q6xLH`PRP{GlyAnS5)p<^cVo6v=b-dguu-lp33-2$V2n7&_E6m6*%jb~xAwL@+ zZAETK^glN9vr!HfbXH)Le8Ovfbq^3*eUPnIh_267ZbS!&gilNwh)y(3O>&%evwb_f z`_48Xg95z(^1M7u;Z^ENW3?WndejZNt{E)oe{yzImHJem^^Nr}mwkRW1G5sTLnWxY zTQ{~gIT!sloop25Gu<|Dlmm;Kq+nPEb&@^D%p})}9+RS>+40N)6#Lh8-&&wsDg(Z#F0=^Ukdd5QX7oTrum|U%N8E$K| z)P3AGo?jF@7#0r=%~Z`6j~&QBjVu+1_m3Jm>pVg23hGQu-*&R-NLv-{j$?P%HFHJO zH+VT$)@BXRlTY(7!G@l$_oyn-@3DS-D)@s0dwO3Pw&e54FhSY1s!{8l=`M4_bM3jl zU+K>aK|^zJ8LiK7_%bEH6?VzrW4mwgc0qy$=k7d3=$#ypt$q3oh@~6jc>)KhHV0S~HYYg_jZdbGM(a4# zO3J&F@A_nZj{iiMMnQ`VGL`DlEvin2*W@*vRyXrXx?VPV#Bcsg!@v9?IE~d)ZwR91 z&4$E?;+s}G%M-+FY2fwJ2bkDSE{}Zfuybjizb)u3$Yrh<{ZFrm@1deXE+=!l6-yB8 z?@+{f4Wu4rVoMFb3z7Se0k5e&q?}bOkIOm1%|k3*R7C1uGvHtxO#5bl+Kh$1wf>n~ zyZ|Z_e?Wm4aM&>JnzSc@`bnptV!v+%m>brv!Iw8Dz6Hn{M52LqqnB2%rQ4TmYC$YGAW^fCAh9^cNFT}Jk)H+;3ypH6~&kus16AGwP zNe&yd7pj=f5Xw8v&>+g@N%en3Or)X(V{~!jsh{sq(Y)h*KYD(EN)srSwhN2KK9;Ro zTqR=IwYPTxyXN2Jg_HA0C+)36-wD32Q7Cf1K?pwQCOmpnpv3&pLR_o(v})oRynMtX zJ2yhOtlv>;CTT7+N{q`oiX?4d9Y=u6A?C^T@&hm5^wclZILtdLrdp>yC<3^T{o`TD zb!g#0-bo#N*h&@DqCK)jAPY&Fso)=i+8xc0>DWxioy1|V9m9Ht4uP&lxk-xRKP%(i zLk)SkFH^0RN8Y0PQgx~+m>w6(>K1K1z!P|Q4^|9fJ|Mgn@}R<}9_`6L^4#|Gsd`8Cx(6%LxoZXetb=b_Z5n!#n~+ho zH@0Vkqdf<)!_RVZSdnF~Vsb?TnknLlmtV9dC0D{Z9_&u=SS1n0#Pme@LpU(+yM<26 zYjtCdjb#s#cu-O2xKV!AmNJRvdM=Z54=9jJyBa#vjc?ocI6x-G0n`Z+T*DP32|cK< zhHb-h#XZAX0N!B6F{qhH#q7>ilkCPW%_k7g&=#4MgJM9si7%E?w=`2*%fR9^xljM@ z6kp5rP@<0QL$S5a%nhCjn>hXT4RM6rR#SI~70e3)EflL@bQ)pALJ1Oc1HTa983T`T zdpWZP9WB3N6KQsft?K;xxQ5=Cmi6H8kCi99hQB;^wp#7B!7J2)%+Q_Al7nTmEY=Pr zPRpvq>NYKrmL?4{HxJ*-oCo*F(lxcgujrLUjefBapI@qoC|EX+IyaXP?N|tR`wF$t zVc1A;^JS)Ne(mmjMV#OKt=rSySpQkZO=~vpifESuXN=T5W~Yt#qU_g=>pB}kw+L5a z*>2MfUu}%$a(ACuBORzgvQ6vlOVQjPyb4ipr{jEaa|l;k`|tDN^+_tOiuE~DUArtV%X87#cfat~h;y+Pd@ z{*2~EhDBhF-!HFhf@3`HO+GAXG2rcFTx{%^htS7;b#W;hsg(GZLusCe+2t#U_0BB@ z@}{(S2C0ST_1ZIai-(gXq+>U1`#tMdrEcVdLT9TylQov@CKZ2^>wlhNpQJJCon~C3 zR;|9MnR$7I%EYT?MZd;s-`YAPnSJ!WIVJNYdv@PA!o5P~l7!Bx)UfZUM3tElJJ+Fc zDG;|+^nv184d7X7o>}$lX7d_h3!OZ%8lDk1rF&;<@FDleJlnX`ab8y=pO!;Vy1vXD z(!UoJzdY8Z{%PdYK=Kj)eaCUp8E%qd>MEw-eF~F-&JWi5%eL0118aGjXI+;o2++(x z@p(-H71_;amJ9W%rwWEc9b1tdTuLjM6bfG0$j{)N+GdulO8qOZPyY2DyreMHV#|XY z$`g^EMd`TVDhyHgo^6Z_d8vZB2ExB3qF?!+DUzBrjJ2cJ^s=lsjz&jwNJLqxNRqm5 zEPUu4%+OeFv^=y0cd2i)pBUQHx6BDTqvM|L7)o-Y83sq|il6;3jdQ6o=TEctl$)H+ zI!wsBVOMb9#y$_HRdzcfOtu9x9BGu)NeUo0f@W9b4X)g%4Y8s+*9dnRXhIDiLCMc% z5=PB^@V50_leDRUlUEAA`FcTZErxok4Kp8XWRr(9m1I_Ilw7=Kh68!oM2)p*!G@h8Sc&J!rA}Me zifW7AbFh{}N^8Ao^Vs^rn`Zk}B5M_Tj$QQ3#IT z<99k{WH|6ONn@$#5V^z3S@zocSmO0bPQ6$^sCUC!iBACY_#xi_C`znI%FZp&J?1RW zQ#$7Wp@zVES{`+-&YJHA?%rrnJ@V`SspdT2nmpS-u65wfgFsPPj#>nS2o;U2R9Onh zRuqJ&K#?UNvLSI4ku69?EF_E~K}aGXLkQeu1qez+Mr1<*1_&#J?DY%OKJD@R2fug8 zi~Gon`+I(_&v~BL5w){#jN(0@&WO@5^N(O%*mhd>QDs_PTPq6J$zt187E{*CgJZzk zD34k3YDenP0|+=GROyKkHSB$K&1p=f&r+P5!yVOg^p7hLC3jk4BiJ6z$W9bg+l+$I z+&Qr$4cQ#^!{E+F;OVMagEK-SgsylHifHO&K18D~bdV;N`wg-aS*8T=JeVWYy$Tv} z+8c*_P9-d6+my={2`)5`EPp30hNuEULQ=vZpIwb`E~}4`%+`o$atQfMPk=yK0lwqE z_5Rrj?g+G8PQ&1R-@ZhL?H>@mjZA&4ToUGeUm3k#OwZ`gQl3wMw*|otq@zxfj?aP} zpa6_$nkb4%0AOf{x1W12ZA&d&TeT-H^$WN^(vjsf3*m7zhGrr540V4G>Cx*r^f_bq zb#=9maW^8Pbwzh*u!4plaackGg>cvVkF-(A+tt}$Gd=fNVR)^aujEF*9PKL4XsrdU zm@m)0~d+gPX<(V}pZl5@Ptw zkt=G$SH^&a*#0l8nk%b>%{*pq^asW@Y~yI8M>a-)5$auEx&6^1-%yhU!EB84 z`pFfm)U48|BlGE+-#Z{vpgQ!2fev81HS1GiXQTP5+wM?#O=N!7I~%82b302_op?!f zzc@PEk?nDiZ3o@6G+u{G(5BewXP-{xs=s1+{N4ksTs}?HAc+>LkBoAw#bUSz2HNL3 z0&oHU_(!XU!gIZE8{11$MU_o?ygKr@jJ`tix3NbizlvDo2e+y&@(XIVMMV6@4qD>c zOSgqhXPV&XXfE||mro2nH^3KNGt1LIly0-IJLkaJ^HDm{B70HspaKHk#nXcT!|C$3 zbE*45h^C|DE@=0QBtlN@J|5Yd&r#bIk@rb7ldj~3v4Dt2#Y;xa269N5*~b^I^zEY7 zy~8kATl7yxJ%quiKemo3)=A?$Ct$tcBzJO4#g23$*JzdeEzbA$h*ITi;Ta4jE!jv- z$_8hlUd2Rdn2sDhAqCbCvo*4y_abel@@Ug_A%f!_Z*6Z6De5&&X#6|S#xNn@TMyoA z;!QfMX{)K4W3Zm+xy76aGN$?Ku2(8eY19Hw)OB_FH||B$!yUfv4$`9za$;bWQb5SL zfHghZb5SyFf;P%i1oDlt^MO(RHj&lJgrQJ$R4#x_ei6L#P^yBV8Gp=! zpt`#hN^C|;ydG2YYg^h-?=~>+ZQbEl_1W5gWFADj*wJvK;Ccr8bSiJ+^n&iC;=tuG zz~za@Eo4YYCx@RMJ3h-5qOJ;2FB&~cJo9;-UnRb88;NL@)xG))dq_#K3kBU#Rd+(K z-ovGkSV*mg#XWxo+>~bRrc(5nq;9xRb&mTVqypmR6mDBbFlXCH8se0e0*BTJGOf*N z{1_Am)+v)@Um$=FcO~2fV5~?NV{zC--|l&Z`Toh;GIAA-nC~-YIOcH(Zup=%@(1a* zD#a1`UNs=Xv%PHl!D%;6BihB|GKMg>7sd%{YRQ3u%|!C&g(25L0m-t9hm;VSs;ui3 zSXA)C6OTfAAYVqI)zcn{O{zlr7#+rpB;&;u!=GaOwo<#yKW0P33)Zd8;g6kGZY_jg ze+}1NY{?HQ*GS+6K2Sn6-NO&(`BoacY`yG34UCE?i$(>qnW-17!U+q;{&VYR(r$J>9#HR&T8F3;5O; zEwM0j-C&AZJPT*iLT^x}NG@KY-XX_h9Qrjv&UI2QooL#&43%FpC=hh3ovj&u8jWVq z*3NQ+`sSL%TI#u6!pbcqBfChFmRJv!na1n z5WZ%(s;`NU66F?&E#gYbAXpDBj?JKLaX>&OPdE#Srg)JpCN$^ThQ!?KQ7dA-oie9< zOZRT_r3Jx-*BrxmC6GS2pKH&sr`i+@g028I1n_Xl0?(rT5=O1qeTi3^%S82eMaSsF z{Cgy`zp9>Tusy*zBy-M|PFzQ=^syu4BeEszVrY|8iJ$YEC*(xU|!;wnJGAWH-Owzest%MDj@d zn4?$-PdY5FE0?Khe;S^e3ROtwmtP~>)%`5*mwUXgg8e?78c4HBD(rxA$pS&z{G*o8 z^xU%6y@OAsWc(|pStqSey)0aPB{8^~2hzGcAI2nkHZ^PIpd@F0ZpX1ACWki{1MSf9 z1FpUE1;oDto3ZU^ujn|XpyNn0V7#(Sk-opbnak}8>EtmoJavUKrYDCSw=g>Un+_9F zHSG$>AOKjaKl(NM75Fi;+d>@mZZss#+DOPtDu)`l`AtjDQlHz#q1ZAI10g90Chr`B ziR&r`Ec#7Tp(Q}&s$@P?E!xjN+Q{^*?O6C$zW;}*Xvl_1xY35w6C1#0@v^cYgwUH0 z*RF%TWjKk7NyeVcix|0RgzQXWc)Q5E9Ru?c3VBCKGKJ#cKONBAfdq&k&y}WE0q^9R zi)M167W7-K$!&(Dt`I8Q`g`p2FPwOrg^0~}jr#HSRMU3T)Su#Aq0S<`gTNhBB~3{| z{XHDbbc)*RLMjyvsPusIv}e-($0MFP2{NR9vaq|A(Kqvct7wL7$I)s=EU$2qZQ3;C z=vI*?!Sm@!>NNoxK1QYdR=bo7?WI@S-`jOHY6p9uA3-jl9^uGO4Aftwm2-VsO| z*%7G0Z0l#mQJFUplVlGK1(H=D_}sb#bNtU)Ut<{v-s4Wnwi4wA6`$2NOY(cX@B_XRDiU!j(y z*pSY~m9^;}E>7kQTqAG-<%e<+JWku$Vw8ZjdI`@2TW@3ldg1pmd<>3_UN`!1A_C^xlQ?^&O!q0 z^)h)>uuTCv1iS5i5NUZk?~@?;gxxzWIne;z>tFGN?@|DsjQvY@)m4jFcc6}uv~%ay zTfjC0-FomlM3un(!M_1YONRXmpaj!A6yJ~$2-w6`L{O3m=hOP?k5Z2i9&Wht`+cR5 zM7Xc_m$+LHc>THy2>FR{4bXA+vWggc`}_>JV`G6^jQ2mLrI!8uV#$ROLr)UJO|EPTxLIW3^OX^G+~31FoWi!QEpvI+ z`l8aGuV{+;QPABLs?xVaJ}do9|2WA|g&1aB;^=e&*SMWOB!Y8>WEq z;;b#ra?_XT1@h4d2Q;scl097n60fGeL+VtzV%mL{Y_@(?&D&G+dlTJRfNB!+x6IRY zwNSTB81$)J6)&MHqS~&Zb^#i_m_8G~^b=8{EjMG@Ymr`MBgK13!6CGGzjXc~omTu4 zYCM0A8m};1l3s?gvQ7CX+3K%Do-XEbw^K4oq);375!Dehc{y0%`=-$H1QR ziSbPmYuh<44ahE=xu-Q@|HAM_L-$tp31vDRn1p|9gxNFtL^C+8qJJ1%D)s|a{7V&} z@kua5){r#kC4-=Y02;`ROc^W^U6e|&w5s^W<>+m*P5Ep?rK%@M39l6WVmF$zPt0~4 zDh>9|Zitzh^gJbD-GS$N=Eai}V;#v^K~b*)0dvlJ${2=UItAVDn}PZ^v|x}J(*?-pf>x)Ag^kNcJ-AVW-<&(6SzpB zk_ig&3%)EGl?fWWTCz-H?`MV5TN?F-v3IV1r(}YdY@MF0Ud;_em^`|tTlELFTX%7_ z;p=Ne(76|weXx`PdWq&L35YcorJe0n$H1mnrxnt?WOjpdA z8LX!f^8N@fL2mg5yq4bjsWn;9;-*zq$L=cQU?0RZpZgT90~7t=dp>tGO17V5-mZq* zz;nK!T}2vnzrYHtTGC-vW^V&&BIbLS7bp*YpfPo||)vS<0pS#|8Tgkg$dLnn( zGtJwBuyw3}d%cSj*F5e63&8c)X_rnN2y{HUS6m*Oweu`o+ZOXO!rR+#7U&p|fQyOr zBMd@LgX-2gkwTkk>K0C|jI0shLWdN)R_iI8kAFfA4Ejp`e;ypdrRqDD@ z7iJv5SPC*)kTjzCc%6eNb1v-m9oP=GVfJCwCHxLTf|S@j^3sR-=8Qgpv(oo$&gL_= z=Z%C+C(?^oj>%%Cpg(EE*gwcbSxm87GML)`&i}qLr4qZ95!|uC?#)XE&R8ZTD-phv z9bdpLT@UjkekuI;+OkTuY7bntt;>Bwc>z_>a?@**Lya4qT*(fKvs+@5-9eQEd*fb) z%yFM};gw$hyPX+3+w-Agd_Hf%G^BY^dsD2>BVaGSZfyvmiJV>C4Y%H|E7I|(YUkW< zJv;CJ`vh2xL=HCjfzLsGiQ_ROdYOw&D?uMU3r8;B7nPfpKgan12wY|$u%+!g0foLc zv+Q4SaV<`B=Z48d*1Ve@Un8mw6xalh9-k`T^g{trCNz&$c?{<~8X8W1I-a%pI|qr( z?ui^+ARLG_vRtx_KuWSn31$+pTmu*?hFMgODT*;sHuoD6v8dmkGNmA z{%qnJ#PI~KC-=vptXlBO((8q}+S+%+q8Gw)TFAB%xl0hOO`9a2$We+3k-Xur9RFlm z_r9x6txI9j^*+fa^sc$FU-`kZ_da{? zbI-Zwoaa9Gcll?AfoEpk^{(|@-%l-1aZx^mCzwxQU|#A;p7IF{WK4^1{=1jk4lew&aZp0 zP=L>Zf%y!&^3&%sn#jODKQc^54Qhh*VT`3X+nBWZIo-H~R(fcI*-q5+oDm6qEci?9 z@)04dq~Tsxb&m@XcMp>mW=c5@m)HG`_t#-#3djnHZKb^dR$QJ;C6sw5`s-(D@^FgSszXZ`ii&zsUX2MS7f! zgO?t+aWPD+i3ITpYmT~jjo-I6T+-B%t|{nr73zyUaz%wGf-jNwET3RC=)&|Q_4xc+ zgJw|bSOlM)(9_VnrkDZEoFwog>Ib_JtOzg<_mMI8*vx)IEHxLtF6TBPCr7NK^kyvE zey8cx{F5lsoeqy+5a`u#&4k5h%5}S-RQgNFi*Dnm&KZ$ERa3QAI2}c;%1wv1lyn7< zHk@A!JN;Y@q+a2J&4I#v))yEca;{SU_CxM$Yf)22?ucr$Ts7<=Hzg$7e*VB$w%I*N z%vO_q3|qf_Fex+td@{3!nz~52H2&&gdu1HnmokFyF%uEj?N&RpdYo1s3xP{Dd7BQn z>1{2vSBY4YEXuk9$s0+~yj;W~y+T^Au~ciM0!Uou)Io1M3rVpE$wlv z*i?sMm{uMwHGJi{#gOT1*%1DeXJu3btn+FLjH?#{^07KG&(4tPinUJ9hgW?ePdn1r z)F2-5b_A!HS+OLJTS~Dyc`{{05VD5kzDJ792NXZA6sh%CdHp0wA0DFM4x*kk#4R6uTTEx>TPl=#wf zGs{tZV32y*kkw^7($KId`yK9?SFHHy*wQ3@Y5K`U&+#ky!zWG43uX-qVTNyBCoo9BZ#O?P_lRza84S$Z&(Pb)&v5>r+b27~?Yez}`wnvZ z_@jY74CGZWtHE9KtfmC^<~5xK79m(z5k1H22K66hk+=VbOezV%*HxZ0I4Qs;$6=)2 zro4Eo#wJ9u`l(Wzu%^;v+`u^d)x~&`SA|WBtrOxjoPNLpsrS^(@)np*R)y{3==JJj zg`(gh@*>KGJp$F`oX&#;TH-u=4}YAS_rHQYA+Ar|QrG5@;}Gz|suhFar&aWBOwwD+ zEof;pQEEiG4{h1gnXr2lr8((mz6o>64_z4Y+Y*cZXv@q*M<7>QVVB2tru_m*X*f#7 zg$}E7oThr;A)Z*I5%K2zoj?~TAIjMZSduc2^b(CmxR~0SWUxk?WLBHR7)_{a3YmKq zGM)}ihtpqE4{H)Xb9_;&o9{4rV4QhXCtpM)IUpD){cwVWT?Ee-ct2bpPZWP%%*19Si%I zO3P&1R2VU06}Ji6XkV@j#V3=8ZGPTK98#JjKhqRVrosmYVhZPob?-5w5cJ{BBHRpG z4*3O2U7r+hw$e7~zP7SBBu@iGTTx@1vi8zWqIQzaBrKg(>QFysl;p8O(~_m}<@4-s zSyF@-6RVa?)Bcj&E-uc?+UEf+b{mby$M%iy$;zpn(GNC9p1$~Yee!6(PF77jZ*F*n zvIU+p3EA`AJ4j<=t5h&;jI0ZYb(rApwgICf&evcZ09sH*ITewyZF()5wGuw-PKG1I zzR#@?mqPt~!qO)s56#Iotm#}L4BN)SEa)>d?%Ir)%O!gK_U7jh>jZ&5;2=m3b`AH6 zbB?b1J|Z@ho7#@usA#dGi;{u(CtSKVx(%Wgk20?dKPnj zsg4Va)r9t$FVq7&bS2!_cOEN;f4m&=W`WNr)>DJaf^b(eCPfkCe!fg_Cr=SyZJYI? z>Ugj9zHCk&ja7M>Mm;*dzT^oG!A)a}~f(a6Ba>N=-daT7v5K=4qGkW5OBW*rc``h2g*lnj%;`{c; zZ@&c67d40pM|7j~=A%guSCfDsTs$6O+lj{NldUBsZh<`Xun$OZvb8e{Nqqb7Mv__z z1zo;Z)mY|ses.*>r7XPE0*9EqR}B{zok^}gM8Mg)+Hz)er}XNMOfbK{qpUKV99 zkOtb@og67&bIY`*27TJRxkWpq$Yfxb_ZdfuSANe_$ODhl$Q;CIOc|K(36R6pasxd$_NI=H~ zp2g=!TC8xNGhtAMnM61ijP#Y(Vh{cK$c$iMOgO2efbuH1e~yR#pn1}Q)Bj_Tj(OSv zLy82c0KPBGFnGa@cJ$gs<58h;BH<>IZEGS1BMeL#{#%rL0s7ZMRB8)N)}<+x+oW)z zd}sa193OQ`6xieqKj}=+p6VLQKMRyiX+8!rKX{ z=N465Jjw{_2R$Do6K?(ZXtLy9Fzv)Xp|z%s=jq_0O2iiU>3DUanZdNk-MIT&Dl=iI z0<{pR<{p$Yoa@PA2#K4A;R<+@?K7Jmv7e$ekrH^~u z>ALU)Lb*0Qw)S&T?I&6JVdA+|YQ(D_7`qLNYc7vqJYGqJfV|I?tpcpIlv{`1gz`}V zUoEPqjGznnYLZ&7Y_Q4xngdlZL z=*5n)D;f=ZjLi#8m+cHXz1lCxuf*wRoyJh?D|2TBn{t3&wb3~eWU;+i9>n`mJ}c-l z7bBu1#~y@Q&Q^IIR7~@QHvO)&pEKI?S+1|`3i6#jyxcLfj6lg^pNgKJwF}kMNO=zg;i~6X4C67F#=@6| zS8PuwDN?V{Yo+*9e1M-N!pJq&#K^6M`WK19^Fi=UZ+aOlpqCkqTA`3BunyU-Xxwo8 zt(S2aOXpULDmnhD(fOTv*=UX!!se`P>Bx+mslDLJf#-S6hFpwsyXAailsVTq&Jrbw zqUQ2AAt+6u>)xKv6`TWZPcMli#AR;S$n^o$vM!pSjt$r02;*?G-0@V5#;!~?OF~-a zVWz5nrq?nvQxKkN8OlA*Vm76NksKJ*L&l!xd0#K5b&=RddV@hm-2|pH#p6TGv7vb~ z7{)eGafL&dZiZ1?zMzcWzqdO}38r zGOFlS$E#WM@2lJleqdDGw9F#EwaihX5d6{z?VWA%Zf~?yP)5}%n65+@rc{JMe=a#N zc+YXYPWY?ffGUmf$kXSAb_Uhqp+;P%5Ep;Ek3oA^C%EkU{H7I=Fv?WwDECD4B24F; zFlZb?BU0C`3MC@5f^~-cjBpey%vN8;@@AJ-$Q`s*m48C#sM-;50WcXFnY`q)_i*R6 z16?Tep7@@%Ja{zAqMaP%jaMrUOJ!AyV9ub3>1+FIm-HNUO|MVk-_}E8{r4ObVu1x1 z6GM%tiJ3K3C)pf$WZ~eH5X#~t385%@T`(gW+rX^Ywq>cXBLI7SitRJ}dO7O6&)07v z^>^GAQ(=iyr`Ws{8fK_E(Ul+>jj7XN1G$j-YaLI~4Sc4|s(R}C&p(lHaG7vF0NNQ*YA|xv`J3@)oWjAe6&5|lry`bO-y{@bjwdL^B4(JEwgo*R>y}V8VMExr``3Sd_H?VFS@6Eto4_fpUB>}pKK2QnLqb?J-5KM& zhpZ#lK1VZO9c(@EMI`e@z?d>wx&&N3u*rgGcrV>F2kCjD{Y-$h5KfzzR1mK+t$(&~ z(7D>`re#{Ts4{_MJb^6KjS6=m1E$%NU@vasbTgl+F$lY zc6JQB=++ro5cUVve&_f69A~!KArfYImP?^6`0Z8G^~G7C@}%Yw3ne$wo_RrsPodQ` z7d)%Yy*D}6-}{Nxdi+4j07@DTOcQ{$X?p%8_h7Q4tt)3kWz4*qDlt>?YR@B1!0#tt zq=ra&gay4-t=-`9qHE|n!$9pj8;k=&WJcKjAfN;qWhdTNm==x7K^GJKqocD{YNveDHxrKy4>b9&?7>_;e!mj}Uu9j?5ab}b zYGd`%kvfTCHhCz2YO5Xu$s=d!bQVs;J+<@bp5=q}2mQd~3MRTQIE4C8Y)Y|~#lhEb zT{n|qWSLSNm-t1+tPI>1`xL1%x>T4fft4U+QKj`}G7E^|@TkyhPO>qPTt;H93WV@0 zTQ%&oAWSSL!F+Je|$RtvgXstetZxv^YRfg_64u#o1C1|bON zzO?gbC?n0dAEG;|uXAE^#!gS_8ciB_(-B@wusJtpWb#p-bFfXj6~*gEz5F9EcU5tN z{9aeDK> zh?XU`T%LiM+>Jl>Hdzo_{ZgEgOgu3dl@@Ec|bu5{~2+M%M7Ox831 zCjOUfU^4J4x5trR0x=!c*E=m*y!_b?Zjqyj&ukdbcY!%6Rm94wxzXxMuU*k4(ND_z zmrZLP3_8P zho8o4%&e+Q;K~nsABBMAW+UG%fxyVn`fM1IJ5O z6%4ChXhZudDW?1?7FrX7B4LT{Uxtx`Asfo>H+R;Ak~tCzTGx%su&VKOd(tjyP4`l- za?kNvbC|6paW)I(3(@3G-TVsqHw1b}T9L_*a-EOgkaDZ&n>)X{GFZ)Mj!*@l5SYm) z+-y?DWe~$8gnjLdqT9M!_Mg;$mR)IxhG828lMPA_ z3tT2Wh_!!r6rV;$_CwU@Al9j6;HdYU0U;!2`gf-5%lRr%%16c(UJ4iQsDqQ2>VK%L zir4}F2y^p{&Ex(o!`5h;jpcrq7en7|_JH-VGeg4n50rCKLi_Xw*l?~TAs5gR_dv+o5-}99Z{;sZuQGlPhW;eUpuWC7sBBw_H+$+)0)_B+^ zHcZZae&u<(OaIDj!*r)1ZrtRudoVv9mJ0*z16k*`ll;@?*8LATGelxKxkd#IZu)r#b;JD$YCnu+W@K>T>%4fMt%@s)@BHq);SVTf$kt zWS%7_rC}xEP&jy$I9`5fLO@(U29MzJV5Z`0E2fBqKWJicbcH(kwh}k)X~#wcb(vf2 z?on|;Cy-~?8o%^`t!J#l@!B1)PXYQW(t+p*Y#VR@!pzLUE#A03u*d3ioA?NgH;msK zF4uokohJMttoYC5>zV~Yw0E47ZD!U&NawL=>e3bn8gkPn?G-TQ7z6OiydbY2$7X^N zBar-e5|t+P7m2!-Ug3d9B}YmJ^G@0`11dkTT;N?rKCfG;20`W?{3fwKQnhTaWP9|I zT6L=Fu@Baqax@dZOiG}2R^GI&3=x+B7j2Md`8ECcuFRw%8RMuY(69V~lnnrZFxAeQ zU30Ib!oz$fH@{Dv*7OAOjt=^0Z|9U()*DkBy%>L6WVM{A(~VDX{Utk4cpjsEEa+ax z=9O6)N_?44|4>Nx0@SE`>q^s57{5ct5KlH{^24>;cAAk2o9ZfmZ5*Czj;Joo=QI=< z&)3sYjrr4hZ^9#9@0nbEys8Vfwwu{PsEAAcGggD+z&SV8NZplj5gguz zt{`mbvOm+#n4$i>n2@s!MkMd)N%XmrHEy)3EZc0MNXb-hQmQrw_Jvu|NJP73hmfuf zN3R$#VTGyX^o=wk(BHfvY4dv(P!Zb~g~4!s9#eo#k(j16u@tQ*9Dm`D^1<3NPc$+_ zVS>Hdj%nD!+b#pcg&cgb9CU1E*G(%Q66QMTz_QNtJeL4#$2A9Ng+ECRiLf}K3@yKi z`Z@Qoe30&|lbVfc788&7qR2K!?DNNH$-nq&amhZh8`!SPpRt>`-9V@{V{$`yPYAud z87(nG$tk?)1|3{7QESxC9X!I2I5Lqpq8Hl`ZA-q+e#^?yG!fbMH|u<*h?FYj@d$z+ zs|TwS#Fjdn3QuNT#UPDj{b~GlfeA1G$V;{g1ptG<1?8Csv-QU-1%e~KZFijE?ra9{ z@iCDwT3C^fj@SE_s3{d*0c3Mpv^h$STXEfs+svR>7}K=wLlh?b$W%3yykl-+Qm z&CW9k!yhDoKr)=FbIR#yl9=aoKEfgyiB1|sgn<=S4d}Z}dsq86h`#aioKc`Cmtj)h z5c6?#YRXwZgFj4|a~$;D+#V~3?GRi$>UV#MzuU#3)45;e$t-*8fdZ|EV9I-{t#r8!t)pqtICKoe2Yu zy-$A8Cs#3k&nc3V37l&DBTu#p{hbzgd0Sc%eXbw^_+p%p3-uG?`;bmuTfU8-44LV? zqs3qU$nxCGT`yNUm>J_#~3p*5uoNr`FYUd;42^!_PV)!}{Y9jDTZ9K}C ziB|#B(#dj9=NrA)Un@s*sI`jNA1kzSnC-VEY@5T=58VTh{g=N-_N$J99DhOfy_GhI z{~fY_Q-pSpGuib)7n_uZeV(9r653RUu;!JvwK3{EQkfC=EcJGRW0@)UTQ*7hPR|FL z4OjAL{Y=y%14+a|G9WR&hDcoty5}4`g0Mz>4-^icsD$~mwXU*YBI_OMkI!kWc`IFA zP~tG>U8-P5yh{)#Q}6bVAp}F*QEitZ=eg#sDrUd7^vbmgOQN=85V%|r3S6B*49rOQ zUDSk=pzp-Xj}}up7%t_|-w^YL%sDw;X8gz49^Oq6s(9MGij)1+_c>or65mo{XMT#Z zNCjr)boJW#9#@AY)|y&e75o|41Iu}}E&DXr01ht(UDKVPN^c8(d}=u$!k%KDqoOyv z!4=*1IsX47#^=9!wVvu3drr`R>)ID2g85Ofd`OICrwuO2OGZiqeni0YYJKfaRC&y7 ztA5z{#ay<<_vN#@K?{V^hep?#wko;ID(*d8zl`6Nj#l4jVSccjVJ+ zQOG?a$;X%Pj?gLpf-_*N$^ikotSjUMBCvQt%*#)ELuZ4l<_1c9O2zRGQ>IAT%D(w? zJ0EubRmuJ!N$~F_`~KedJwEav4Cd8c3273xg#3~D7x0cNN0$dDHSE#0J@90N-WRH>g0u)|{59)-`Sgnr0jy(^dNNwkVr8ey_N*Qr}3*^|?*IIY;`! zZs%~1Irg(L*}Z<=8a8{ooNEGy*cWm(4(qCs_uyIartHC-jT}KR04#tDK$*qXv>f-a z_T!Fi6><*-P2p*_P-gYQC`*mdV@~u2faHAAnr~$Fn4@_EKsGXy09q!SNhLrP%J*|n z#U@g1vY4pHMEF7Ps*w1FNCekaZi<|zXr8yxga-zutA*!ACi)@s0MLz;pZo_((eK@C z*%At;#K=d3)>I6Fhc|um%z?7bAKFyZo7Z6GpuleKlNpJi)=a3Wvg2(YlN&=EYEh+9 z2%c6cGb|~UMLS`j{EJxgL?IzY!2hqXpTIjR(8{&MRhhkUeWEyARXPPW6bW2#qlEp4 zg{g&}45<9fT3I6%Fr7aZfQ6M|jHs?$+VZM0$STt^*zXyO_6zh5B9Xq@{!zYX&4U}N z(8pfvP&9$792HFROW0AUqxeG;s00`NpDOczhx|p8kxp#hek6{fve!#er989poiI>3 zP*5_a(IXm^vKxO;o&;@OyD)nzOPRb0C_0VTxGtL>8A@_~ax8rhobnO-g{4Zc$uJAt z1zen`a1v_$M}-EjM%glh0)<%Dv@_c{WT-{Ic=W|s^YHpKWpk7`2f|p?&w?$UWos!1$;SM8 z-^h;_E9W~ND$+F;PfLT)-a0p7b_cf4VBzh`y^hOaaqMFu>B;A z{W}4J?VC|Aj_QuN%QPY1w=CrX?;t%+$&_C4Km(^#0P3pz+L!cW5~@Mz|D3JQi%PS$PFr zT0eNkoGvld%z735uKr)3d|_P;$Qj%G#TctU35mh}8$q1kfL4pLKJRqeuaAddjIH=| zH24ybdpS`vNfDz8S$Oh3iW#e%)@V4&#zeZJG5Q%{8y=xG^&mWbsjYlXlPZLGj4zdu zo)dH?0LOm%d4pR*O7e5`#0tmt9ap@tAV9!+Q&KJnc7$NJQiHx{O#aT#dIXLE*#Cht=-$@J zxsHFe&@WJBb@QnwsDNpT>$Qv>Wq+4b$p1~o;0v+vHFCnUTcJIS46sHdpI#z)-gAyGOp+6*5Yg8FzUUz zN~QkE;~--f9&(<^DvfFm(mXe*5#Kg3^y<15DCWh|y~7L7P%DogHP9xgZ%-U{{6J7C+X3zpvB zRd~Yc$0K4$fMHF1dH$}#yHH13n_mAoy){o#+s&UH)ug^9g(qK+XmKznD0k-fJ}WI@ zF+asH7c{zDxf)2mAo+0zmnX+k{D$ zu7(X->{}nxeUT~Oj^~Jm)1k}V9S(0N< zLTYAbbxf+SabHVv@aV(hD9(}biSOFb;CzVh0sPtQ-y8({odVeB(F{T9j|q{Ma~W`j zZA#&`rsCigKW_dAoSbE!nr;Z=!<$AQL{MK;8MuM8g0VZgGzWvB_717&>7;Cp>Xx}2 z26OBfMsF;qYul<2g7n*ku`CjkJ(r(3C1ojmdNqS1W;JY|MCEzj_qgG@6KecIA< z^fG5*kZ`=lSm>-s%Dslka2u{Af<~=t@|l;ss#6Fo;6A!F zh^gJF_2^7^s@Feq3H~I|V>JE6$_15>TbHXIl11w_HzDDuG9kY2{L!vtC12$p$=YQ+ z0$>Ve9Q%r7MR#N4;>Z59SyH^4N?e!WEs|(|(RG>4>L*H_8M8A=qO`5sCsl}t=*X;S zAhKAoNL*AEyK>`RND0fNFQpOj4u27}z!$5}>3k<3!;ycu6bHMok90xX zNOV7Pdf=@}X{67XX7bxYM~n5IzK{-fNyh=(Ogo;~pOM}=yAANMP!FjT zi2!F}o_kh#*Fu{V5<#HA6Qu*N`PRTiA=ifA6cTGrtdb#mX>lZ#7ARr>uy>x53R|KP zN;P(9Dwkfk1RtZ`5JkHO_NMs#?++0}X+w)r*UwRlgXsXWj|-j<{>~e>0a%G+0iQy5 z?OUuB>W^}2E(qXKue+vy9>w3Ze8&-EP7C97t z@E}*^r5XgO6E`5>H@puZ#9@w|4&-1Ezp~>pU-#KNoBOD=PtL3i+@6y7&13z9Q*sEe zbI$Hn^2Jd6WQ*6mzy~q{=rH}ZRbXaVI%!8jJUsWL!Vu50O|A1NCRY4bTZA_25Z@op zYfaegEH>;lj>KKf;#6G3@I!4djvD|!c%S(kj5GS-xD#&Pah>@__@KZ8lrJh(?1}4{ zIvG?4FO|DYIZlb3uk9xuSica;aO`|D4i&3M0n8ZZ<(x_1>-IFr@L3yYm*h;OJn;U8 z&u6A+CEvAD`BN{D)SUk;f!w(33f_}D`#a5q)dBtiJ>Gs+b)6Cg$`3JEM9CUtNw4uA zeyz;O5BwqJnsf)-C)_s-0Ez-0;R2!L#%s}wYo8}Z4NekxRYJy<=!HfJ1x3V3r_ViT z^3SSBsrU6>Ix@7C#WHq7r}?uWFRfe(HtDD=!<#B22#p~{JjsNpFXZ~mhARn{pv@Yf z%u*Z&jV@B4aIRFiY+!JnGj2W4nHeLT>C6?E=VWh6mV!L^) zD+{K}#e>?XK&`LcgyCh=BEz9m6<)pi{?jB6w$-|_P$(e+W7SGU^e(_`9;K=2c%ybxr zB5=#dWWb5e`*RPXmmA=lfJQ za_wh;&fetK5sgHY<2bg7nb{#56qdCow{&2_b7Q=Jt!$d*g`3j~tWT?EC%_lkrjoDw zv19Kzw;zY+d8pJNaJAgWTzhf~93mGJNH30FMyXvmA`2v7c67Zj8?HpxrMw#)f*{<> z<7|zO=PM48yp6z0y|d7tq)Ic`hQpEPLpjQg2oY6$v&l5dX2mGXdj?GETiB^VD7oq^Mjw10%|z5^^}Y)v z@vA4_4uOoB5~`O04)*2wgd0QqOvXLnf$HHubh-bIv;VOguWara_tJo#VWHpK|JM6y zVw+P4h;qS8#~c)ozEwWH>04n;Zzg{8V5b}PHfQ#D=j6V9)N-bdCozukutB3WhEe2Z zwoLwX3R(f&yTDiq+pn>ed_D4(hiO{ZsmtU33>H49{~hK={%4q5(pzwUjQd#Ru02Z$ z`^t@Kc9>ZSH=bx5x{K_ITmaHzuqxHCT|Va$itxA-=a2z!y_ub+CBNKeKksCot4W}D zCPRUDW}kPg(Tu9Sj(I|%blXr(-_HoA&|w@^(waBd8SK%5csu)_1_YT@PWt$(6%RJC z%STIA3QMNc`}i|bk4oUoE>Spt;7)*LN^@{?Et24_{)w(ZNDTU4QPWAuKM~lO@D)1_ z>Kn@BOTI%VjHd%;VA^vMgGb*^v6PHcSY=%{vYc*iWZ4vedrFr*;zDysC#K@PX2!1p zKnV}n#Lb!b$jR(d>TKy$2@^MeZQ(hNd$Y^JiOwY*9Wj1uLg}UEeckGj5rTwd0LzIK z%p1l1vel>lYExsK-%v41I8fO@`DiN~bN<2+c4Nc$m%<>u28h^q=DS#c4c(l0^SfUB zKZ%;#H^?>l+7fjSLgxWrfCm&GAFQsvKqmM?jQkJo^9vNtw8Ys`epoYV&x@2-)#}el zWe*N^8c;V@RnWKjRLmB7+eGf8e7Wif0fDV@xNiq7G)e^GVo4`1!>Y!|{ZK2F6*IU< z#irJ&U>$e7*F@IyU7*p)jOhVdb4>Fc0?vOx%00_}2Y|H;2)Td!0i*wjJ^<#V)yFb* zUND<7jjNy-qMU`oBk~6gXe}8dvtDYRhr6{GtHpk9jEIzO2JMc(o*L&lhzi%G5Dlpc zTq-8~4eN@L{WGkK`HHRf_oZ|qIF3cK4zC#HBei$I<t#1kG-;te;F+AN(9hFS+rrc4PsBlT`(t8Z( zM@qR~P!AD)Z8L`BT5Z;vj7rKy5_o}F|4g+>wh>&1!f)n8_Ziu}&-ug!Qg-1#Y_>6N zo0a{02pGvfW3!>Xkac5v2WK!lvxOXI72}|xWAHHo46;nZEAUce5Ytgs7j=uqpm5o7 znADsT()aB2;s-)j?&qJJkkoJ;?3Ie@#IgVzr>6%N*D5M5rCUvXVD9z+%mCfyquALv(!-@$;Bz2)j-!DOv&fvwt?-5j}mKhNl4bYe}0k~ zc=DQ1?FQ-H>EZiwcVz5C(a!+t(Ff>?_>*F#+0Px!imrV;H1W0@k^1wQcE;WLCmE_Z z5(9&0GP%VvP5anUZAjG0K#>@Wp|mxS`|Np!rTg^17Q9z7IMAGj{3JBWN z9==cET*ncy{dm++N6qJ*ovvJ3 zsyEQ$8>7}_(mv@2hnPA!C38+A`p%hYxfl#`(I**K^UdOHg37;!EA5v-9gH4(y3YfG z&A#2*c9E5g5e46|U;m)y{+rsJ(k;1fF=@o`F(_p3=UHzyw~!o_%3}X72A2_|d(It$ z-4i)gI1%zt=(ikk0tuLCw{(SYX(Ihp$8`j+x*HoKK#z3_h=JvgFBd+Qew4&5xqlwJ z9s7Dv=9@5>I>>Z#4^?tX>;M%EM2PpBz6gIEWR-81?~BRV78{W4a|s5)Q+}f;yY;5s zq=)Tq27+&%{wMQtP0>8zF&XPMpoxCvpHEITQsK)B%`acnio_^A(3=-6#*l+}H0r2c zqikl194kiha!s2{v5o$~52l_#egF2&Z<{HHG-T%t&hdpa%017H?TZx!yq99{xp+CJ zeLMZ@7EJBGp1#kdej}epf6E$+ZO?}TpbG)v#sF3geV4b@Z6F0pBjLE#$633$4e%Sa zAzFmK(M?ky4IPaX&QFHw?Dq{>!q0YTx7behKG>)mh+pp@syK=fB~*Ez&-!4guQHp$ zaC)C@av+VI&oCeTTuZv=`2(@-=gQeycm_P%lQ8oMF?P=x4!q+ZD$RizYWqJKdV}&@ z0M~<~5i*%}-i7>=Rzy<>QN7-rdDBuJG|yLIOvlBKwj_*;t+(*Gu3|5 zRAW&-t9Kp^l)oAGW0+=gy*vVHxfHdG$VO#d0K&X*LQFfXkRSHOp05VGIbEhv=B&Sr zLIxJah*h}$8)W|G4|;pbWi(gW&4q(-dqIE!?)M}-yu(3TR)O_0jT365+{DoG20o^b z>Hhn8N~YJ#RewVMU1qkPCM3v37sdTNNO0WZ0(Io1{a*gR`1pr+e7tgjm&~2Qy>Ww@ zKfQmR2y+2Ye@H<7IF&CWh1vA8!3bWaI_7e+XGD=^h1Z+~U6m&<-`8EKB2U-qb0`0xR8kF<2DwgAWelcGNkq&%sd+Q2TB@8e$nx9b(& zQbY{Jl@FhR1iMrN+8eKxSugd5#V$A$IgU*$pFyq6HX+$la&y4p-a#w>;&~2}EDw_0 z0^nL~L$J}mgfg%_m1>=9I+=?v0U7S0$*&rHwdnydA?}S@j8B~=emID_8|G|( z@v>dkX2E=VlS_w?vax%$C-Kpt+r8DOLz=9K#ho5bEnVFwAZ0U}Q?<9=&yIJ&ai{)Q zRPKkwTnnlGZ);95EA063*}YGYPM)rVW;!vz$T#Loi@@${?5;zOg%o#Rw`s0Fplej~ z|I_IDBK~)MoAg%S{@fA!@(-HIE#m$Rq|)wE=6kpU6_XQe-7U;Dwr+9xYikl6S7KtV z3CT$+@rDFpmpd$Xxx+7794;GmI6=2iyRO#a`li1&L6`{x#a4KSqp4gHkr`dE10BI1 zEa)p0OLa}$g}(;^p&Ri;zj@UgdFnWBTl5Eapt+dupMvIse-4@{u{r-BHOtK2bvHr6 zzoh2%=>2hS>^oJum8U0h7VqYxbKrnnaAoFK%dxDVb4RO_4dp3H!734d=bDo<<`#c^ zWZ*52mpiDfql=}M>s0#Ooa>TK*POPa0wa1_4yO}ua!|hEFSr97%L}P{1Q!3uB z-5$qLu+1$ZGq|z9eQnB`QsOsNs+V?fVf7L9ZUgWQbh?=qWupI7rNeHM;dh_ONifi;gXQrio zWu{f>(`JKiGSjGc85Go0sb86Cow=gBvn4)rJoyiJxY3EB>6y8Cg7o?IZNGjukaB zK;;9%>lYlwuRbDFnd2|Sj=uW;m7;b{(!nV1Zr-vI-nLiM6-eAz<1Mrvo=}-B#VGw| zh^tt+FJYFf26&}Iu31fTE>r^CwL*);4Dl#S^>0Gee==^b{a42AIN^*j_N=#+4Oa-$ z5|b6SReb@DoE%lk(LFFQ62uuOA8MFAD<7l1^7|`P{lfWYs0s=C3siMlrw5c;fnwF3 ze^II3e)Uh4+9!VzWtYP4|B4pXiKBsP(_4 zf!`SLF&r(^YC`)iXK(ctb%Vxh6FlWJduT1$567LxWz1Z-kb|QlUS$7uR zBukOSVxJ7VkD{?@cuj&PFo zxa>XuX=>9!=uARidwqKKSW2a-_1P}%i(yI*f?vt>w`^+It#tC$Uz5KPZ?2wQK`AY- zlA!XsA2jQt+1<^H0w>oCW`Y21n;8>0^@{oC)T?r_(VG+}E)4lOKTXtIGiH%ntVd)K6R{?yi+_&_gVXbK1zem zzc{%6PbIRyVjN|&-3G6#i%FloWgPc=JEcKdQ@c#~NJuZeC3foCOO0V}L}4R)XlXgL z*v}Z}C*yQVAK+gv_q>TT*9P?N?&>Di@}sm$0g>P5j-H?S-$YD-SqnSYe(Xs9SsCvC z_DdQ5_YBp~f>|oAPa8Ci-=r;*`zww@v4D{OtTHh;kp|%nT zKz~OqI?`4~@jyVpO1OmRUN_@3peeI@^Ea@U%Rp+=1#_P_d!jkKKVf#Vh2})==Wsl> zZ{|LG?>4g1Nwm!YfcYH2upW0EDTeM4tCW@x1_J2tfU&FGG}CNjyfj&q;-Htbuzf1J zo1{?NMPU45T zQNrZT?||I-uS4GG3MxxIO|_p#ApaA%TkvG|&mu8?=EocO{zs8mX7De5ZtgyFH@G`9 zx5;m2ZZoi;A5jVA+0fX1ZULe}lKLYr%&Au33^&l3*d9mhhalz~Xa1j+V=}s1<+$7I z?@pW9Sa^6BeY5A}fB^m$;CKOmoLWHBfUW7XrY2>rEU?z=KCJkbBY1kVtp86b#?CTi z3AYEdxj(gg8m_s*(S7H-t84QDMaZ+6&O{C76T-Uo5$f8mw;$u|7w%0^WR=-i%Ps15V>v_ zmoQZx?)&JgQ6pDbtAL+h0_`f;rwO-PeuuksJGJHbaMke49{9s=&cP4*3OBPTD5r~d zm4;X4(rl`P`=n-chUFmr2 zsr+}Rx`Vbww>Ii8Vx;sbh0(G%S?)L|hIK3!QNAvgz9!UyXcG>z@LB@PDW9W~Yekgj~?WM_Rf0PSMV}`jPoTw zli>4vlm*J(>-SdBy^tqhiQNv-l>O;K;S2;+N=giM5s*qRb1ozii-r^h9pkklq${X*_i?n~ zZ7W4QuW%}%`%U#7FG@qdu7+`_Kw{Y z`TblwhkJ09uPtg7DV43Yj;M`7`Y)Of9nL<;oE=$)d4tGhH54pUDPLa~#h3NYnIOrU zbHuWB@hOV6UiKGFV19Qq-Ni{k7I}2NFBf7_;G51DCiuNxumKtClR0bTG!h0lRL9n6 ztqVhD5=%i9Pru9aEfq{7gazUP7UK38(o~CN&=MG1JVOnDaCxza$v?JMvSJzQbrc?N zn0p4UCjt}fcMbTZSI%iM5s+O9O9onGMt80@zG1Ep4^z%^V%b!|DXTcY5SWipfBIEJ zmK@7uw8DbSJ`ltMd!+CEYwYb}?eW{Mi!Az~a%ii%aD-Xsf(7 zwJiIxl<)upO!8EnqHJW*0!bO(_#q6M*0<$jQ%etn!zel7N@I2==ex*zCSKMh_D z+APi$TS+egj`bLNCi%=cojwlk2F+yIcg%6eGL>FWv~IQzwlFJt!K2!JN;HiU!?I77+2+|r5A~|gH}*bt*yezjQ90nXKNzNyZ_h6 zxyLi1{&9SKUNnJgrP*{UVC3`cBWBFnZ_fGW_j~<*=lAFHdVT+RzR&0Tyx!0EdA`qAi>m-$RT&n$yQOud z@t1X~nc~7Uq{<7;C-^cq+v823Z}bdU81U}2>BEncZjN8RmsIz5%W2Bwt9#d;0Q|+0 zM4Wuz8T+C>8mnYRwKjLRaFH>qI}&z;AxkY^k)T__p_(-5(hSXYje$5DB!?>m6Ao#h zm78Ko(E$8;ek^D=JGLq2D$CnLOEB{^%4jo6TO^FqSes}S_NWDZd79xssMR#v_9T2r z3Ye?=Qy3<;#)Ki?N{^Z89sd*n*0g6x-Yyiet&vgG2VVeh{rkY-u^gwSen!yDy~es8dlNqi#L;7E z-olzQxxJLqW-)Ihz%Wr1B-0(rD9=-(Hda!ns0XKgQh!%I`R>w7qxo-OzD2#>9MLM^ zy3R43CN57vnQd2R$-t_G&XMbUYGRdT)UkZ_!2IUQEf=BvD4q)U0d`12|Ccs3wNO&hZ*>-o{Hee-~SLVjl9By$s!J zVmgPVwuD1tF1^ljaR8DcV+=&~P)diQK>)NEc<1&DbYQ21fF$zz{|}@NgZp7m*l`{O zkv&1kL8;iTN!R-*!&j~4ups(U(RLjg-&wZ{fEYOk6+?M4Q%5UO73Qnm-dnXa3}Yfk zy5%(|pA!T0-rBBnmvkR_&?cTmf7P>A zwX5qnVJI9?#_N`+^!SWyucG!OUS@E6#TEt2gwpH;i2k;7U%v;+jxB zFT-h?g#vg9PtAe3-K)8^hH(W;#HTu&uhQITBWbv_LyKaGV|E>0;)nzCz$)1ZFL;j$O#{K9X9y z>2|+Qeyzsw!iT}~W=`C;(>^u!7CfCUawP;33l~>X-67J1Lm;(&+Scjo#TMK^G&`89 zkz@{}44G_cHH=mI@rHEA^Ato#;#K~IBWw*@7{Z@+ztSgF&3BTeNmr8DlIx{M?+gX2y&^P8E+s}{Duj@by9pgL(Usknj ze~p?nk8Lw?RBj{W5F^JCR$WDL-iHq{?IrqdauA;O78;8$g6`#$j}_|gD-AzgUA`&6 zgIxo2XLFZBE)O;)&a9VyqjgS+wYVbD!N?<*Rc80VN78?yp4aj|X zks+_!yVqjgGb!nH`pVKQm9m_p9UNxnVtK{ws(rn|TesSmGV!1%uK3TlJ;Ze|RGmk{ zBL^s;rE(dgSKFx{?!e-%K#oTEFUoRvM6eOjN%}wO6!uFiio7@Su%yoYGYoNhD`r=V zDqB|+_u(I_3|zl-3}fRffB@S0QqhrU{)IG?!jTdd8yd9+fMxp21})A8fK8eGRgTwp zG4rl1a&9EdceLBJ3&^ii5J~~QJaG(;zF_%f%vQFMq?hCNxvG0(dxjKz%(t3s$d;2w`O=gmobb9Q@E^PFC+D=_VeQ`NUWPpwt0ZGyNfsxnZ4&(lmPi zp&!s zWH^FFYI5(R6g*j|8SNv`$MUT7B~8>Za-aKu(JFbPyM{sK7Ig~V#-Zc=Cgw3-DgKydwIyd7y|*EYazc;c@b#?FRs98ZsgrYA6b9Z z>B~G^D6eAvMo(h3tmd@lUTH;_$#dc@i81jY=L-7j^W`B}-r^v!c)|OTXR=&(McBB~ zSI_ogY`8vDq>X6rvJgSWz1u_FAaD1AN|JxCujo66lCO?-Ctc6s?5&7QBVvEIdT`ep z2)7o!K0jubly!Ii&neUDeJnV&`N$5ZraleqANetPIi!4}D^@M*ML|XK z_0*LTU3ZDFLFo{e%o7}GI4^o)0_&hvDCgoZ?cxq3sj2R8Dp$lQnLjz@&YPKS+=Bgz zB-ui(!K!3SxOdVmo zDdO{$`Gb({4xN1!DS3M{Wp6^ow8Na;7&ddgex^P?!R)Rk?c$98g)5d22KPF#$oF%R z-asc<@v_k*H92Ll9Bt)Bqd$ghNjUF}1o_^P#+90j(`;AIQIJ8!An_(3;irO)T;FKrkSt3s$sTTc;h!-B6KQY#_KPd%7>+n#3)~2QX63M zv5PrzNnGL33#wT|?E)#>OLkO2L0n<;@zpJehXt+b-E{jxh-f8a1SMNQ16Q2(Iycut z*w!$h&RNgo0K(TG?Y6GO4iD(%_1YYbzef?v98#5wcg%q)5oW#`vra|!)9-S->L*1qf3 z!7iLn_Ym%o%L(9#w`+8x*Y#Jqj&{~l_8)>swPL*163C1X&*jJ+GGpR?zIgf5Mr7c0 zl;E;~1gY=mtrD$8z1>T6Do`>ndEYmOl;wQbRdY)hmF=~vb+Q_+)6I^}d{uWO zNTx!4oxD*3yG^jR_4xrl zpX&??0Xw1ii7%berqb%85Mw?@-8_bw=p8w6yp`2QUzSSCHtkNlSqvN2A2|Y6ytw&v z0`7nzavYo)!c`dcI`hu^-6&aJ>45RK$}X;X29wlY3Q#PoTwg5^;oU^~y6zRU-Y8-` z-8|-cLRwwgv(4G_K2B4*)X9Tk9zLT#H8F$&JE;UutW2+2VsR~eZ+#w-JJHJQtRdl# z)e>{83wSr8`fQ7BFLCu@KBJWRsyDIIb_sIdBih_cLp)lM&8rm*fw^LxWoU~HMy2Z(1gi*zGf_wf7-tggNh6-uk7*_RUTv3AIm8aV2M3`7Z6CG+Uy^eP( zX4_(Yiv3`i8MA0kJZlx#*1Bx2c8(LbLLq)oM#=ozYySlm%MmnjLGp{i^NsvDANL@#ml90!ZK(lU|B6ti{5xS zP};uPkFvEGzD>nNL>$u{Tl{FTn2(|td~f2k*EJoF(oY3TVp!pn0@CdmEgn?S^_RHj zvc;{kYmX%v2z7Dii$3_0-Oz1X@AqH-@0NHjvCfoQDPnQ~OQexn8RC_3QzrfX&6zkz z^o$de&pN05odDxaTLVwyn5FzH0cRDL4YF<$RUH~TDAfLwxv*MI|4K_$&HRN8M6LUU zUY+k@CeRh?*88bwS%$uO6VK7kLf99@IQbNJg&mnm@G!k;IXJ^QV{bi_UGSWFTN^)~ zjFG%`+ZK8`x>|3Qrwit!tP;P-U#GBm8TO97o}SOwF&3-uU3{uEn;TXmWS`>UEimSO z<8NTi$F3*N%D? zc%yF8^46Dcx3$zH7-}(KIzm?0h2UE31QX^CnX7HOkqrp4cH=^odU>p&-1@uMLqVd<;PyLa+YxU*ZP3s2^%-Lmpcv&Tc)!ljF{~cXpwge}!82^UU z^z>T5Utnky`J%#^mkwme;oS@gq{A9st9G#>Y+IrU$=R=e!piDd$6%3fgrW3;?9_b~ z990k#gG^0RkC%C!spMy$hRI?v$^~_JtK@<+e0!>MpY}wwX(IbIRhHduv>ZNz#=eyc zLYW4VLz(LdtiVd@kw#{dl6{X?SheUp96Px;#DUaxF+FZ3E&>z@&30CQmT#Sb6>SaY zkCL2qRS*4!jEu7wJhS;ikBqX;7>jVRknX+1Y40CH;oG~rq|JqoA%40cGB&;VjKe}g zrSeeh8OpM%VE_&F;_|nh52x+gj|AVd_i1&7%eV((SS!58ULV@K^+aVn%jpB#E6|LD@;cOf}Eg>Xy#xC>mp zqG~F#aKKXLnd%;a0n?aL$Gop>%-+w6t0m);C}cU}nKvIcInmL0P-f4CA9 zWL9)WPm@!c0(bg?dP(YwV_A2Jm8og{M%L0SDqp(KcrE)ZraW3l7LIbLt;m zTpn8`+nj5mwHB41raoi3Qivl-Rq$5+Pf_u{_`i;d0%K_#m(`$Ll!v@~bNN=)gH{&y z?l&=EHuxNqD{hvUb0yg^JRy9+BdZAZ`Yl84k0_fAbt2@Mg8W&^P5f*g6#OcTJD zpwXm04$iDO-_e?j1xT_clH8;8US7qU`W)h_QECye8t{E0*>j*cQi%}3yv=&G*3~*2 z@6#uq+$KXj?^xX4KWeo%?2uEh5mg95eP#;xQ!$+wFV&a`qF(Eo^RTkG2KSF4>n04Gz zAr<3td2cqmd$RL}evU%{uP0ldU0$miNz%b4qorw4dHUpsL`|8QF$e#F<8~SIXZow( zgWg;c>s((5i4Wn*q;Y4Z0_F z-X*QfO6UDs$zTMsm4%C33&a@=R-rg8{np=HCrq={4Q}qIFCsKtXq^!(nK`odGt|`1 z++ovlZ+MTShXa7>Yc^om0~9IPO1ZS~mf@8~mt96ow!1`-cs{<7bF}PoP95;%El<)I6??mqJVz6}cuKT=vxCORlU*Zg4S6dG7UR z{9kpDN%)sm!F`kqEqrWt#%CMWrc5_zrtu|7AwE``$Bo-+sa3d{?4SFu{~MIV%4v_X zOeSkTczL%V%M_$4G}Q^t`S_~Qan*erLJAgPs$9Vghm5!{V6wg^Rr(bFW~v;F}EvGMnBNKyx) zw;VE;j-AW3;BNIj|N5Q-h8pY!gMshc(fkYBuoijcm+e9CLKetCFs!6V z0kyhwZS|)}>;7gRCj29$vW}{Yg z^Z}=SKPD5U9P+XJDd$|8VXdco) zXJ353N~O)Mm0r@qvORE#O{Y4>p--{eW{8InRa=FQg85@sEj9Lrdw{~3mpwsv1MKz3 zY0G8M4}oq9p=X+4-RDy&vOkr->=yS6{6Lbd1d?PhkP(-{Im%cH$sV&06u8p7zb0^4 zcuL_%Cwn7nP`7$Ix4^9x({8yqeH)!8c?etTpP-0XJv->NG(WIDSz4O*P>8i2S$~DY zNIp<}X<5dOFv=$KqKQ4|EFyEExz5f0@BjBi+b{S$aNvj7Kf1K?B7?SqabRthz-_5K(3_WD zOJQwv)0_PtYy0m04iVp-lHa@9W+?CY1(Tqun*9>y1l+AdnNOxHU_7F@J_{_U+3jCw zH#whg5iuCYqkG}`!z+!P;xzTI*_jw=tAvi*2v$7f{wUX_egZePcp*9}OD4BA%O475 z#EH4C2V$P2vf>K`Ip>D2dV0l&5EJ4aI*cZ=7-!8*1B#Zf%7c5}36Po@+3}@CZ3C~0`Z?tJLw|joiyh?5V2JZ>K?$0O5?L#bV zZC94lWRz7H@yOqNw7rsS*^^!iTLMXg_d;lI7ygUPFlhr+Ro#59&(}`OWGC_XYlAg5jSu~wOKEZ%x7plUhG!no3;MVab&ryBR3sSH)w zyPwLXQ(CshCjFA@c=Mp25Ol9o0~Pf41$wtG89uF!4?{845Nba`nG(rm&w$L&X19 zS?O7ZOP;|$*r zZ;UhCR`>wp9snTu=)CDfvPOrgMon(aoayE_t=CO;?Ad3e@kDd=6vR@&b<(ipX~mDr zEGA2a-W2a@9mawl*lbOv3Fv9Cfd8$jfNjqo^h#>v1Xa1^SD`-CFRr&nc-@G=-!1mK z`)}#zW8jg=S=%~SbalN;V~*z7@=|Xq3HMswo{B4+dQKq}^q-1S@Ijdik&CFw;RP0P z|9_)gaIn+S>|z}^^Z7K^wnomp5>S23#UkDXn-x;=r^6>rJ?}h@4F<3Ko4)5Gh8I+} zpo1k_?OrpAcP4)Gy)+Yl2+6Lo1--JLjOi@B-OE0W)cN!qx|^mZZSbnJ`eRcya*Z!Y z-tR)5Bn)J-^y&gx&IQPFlv!@WQ8rOq&O4SraQ`0GYIP9Hj;@t-zweZ!1rL43YY|kS z{_t85a(l0hON-JL6%oR}uIN5NUg?mKbAgz=UJc%`n$A|LRIzbY^qAJ zN$CUg{VeXo50nVa^>=IWFeky`lNQ%F^T-ja6R)2}Ru6YwSa!S2XX0~M@nSDroO6!+ zgbUzldW>dipTYZ}wCG{pqRhATY--xhNiB(zE&Oi7I!sZ%D~<;#K5=9j$p=8d9o|z( zsio#_IwM$b6_-)pOZyLg0r11azeBiwVbg^>|0=cnD+?Tyvd+kFc62j2&G(a$q}BBf z1%FnpB-C`yvufzbvfI_&DY1Ew2S^O(r{B0)NbkR-EOIet-W5AzwxBPP4*_ndA?rrE zFRu{qbTheo>Zt08h|jm4zT7!dC9zIv!k5bYta|(>J!AxK&EXl_ZJZv2W6yU8%!YoLbE=H{g zV!G>|7U1;#jcE)1aBV_(vAMKYiQ?Yyes{}F2+>@{ey2>#H|AIN-wwaf)1DVR#Z&$C zSlwyuU`es#i>Kt`fJ^=?#7t&QiU8i}($qJRFF>u> zMdh_%iw*;~*T^hvmtDK*cZXX5LK{moC9i(3ds;#;bA4`wi3wUpQD-*Rj@I)s6SZr> z$c!Guzao4-hlI93xlHG4EJ^LN9w@nRGodo?s(mqTk%z)*pLKEhMv*{I+K-AB%D>6;pLZ-pvy8|E|BNv)=y^;=6tuIH zf3nW#X%J3$!#2x{9F(M2Qx~?qhmY*N>)kymaX-!>X`y*Ug~VClp&zVm#%W)AQ|^TS z3!5ARoh@H8p2`MJ`+zWS*Xe|;S1c0nfJZjtcLg94S8|p#?i(TLg*m4p@QfC&#L{70 znSzKUqg&1C3Q(_e)&FP8XRgD(@|ipT&nlmN4j>^0f*|wAQRpwIsZhM<(bA9@-?&Wk z`=9`*>_xU2sR=QmeXC2`1b=_Q(*4(8;uNgHnB<9>4K|F=d|zPS|F_~}5aC;tB7^ol z^s%w~jwsD;g?LqT0h5)c#B8cS@mEvGnC#@bw}~LSGUA@#gHf!n^zj!%8ef-NCBaId zK@q}+x0v299rhevrKN!rvzC5&scO`XWsFJlSI+7Mq~Ihs-Rm2cY>L8M+QBD_->Og( zpX|k215f}+tI<={($W^J`PlDwC~iCjo8{F$ZxS>KU*%T6WH3Ymj}7Asd3!h^*o9JQ zj%$P?Lmbu_l-*#WQ@X1~`Y7+lZdCSyMb_(r?j*^`UFOq+2AoC2+fD4H(%LX-h4OLNRL=J=Huu3bL)HFKPKcxEn|E&J)+WaFy_ou?A;^PkFkjKR*!)l)Iw2 z9~hy@3^Vg40SQ-!U}uv&?|(=?7amMZe$(d`ZO@D{J&XE7RpJsLgH&qgZUr1W<^e^n%tS<<4YM5!zK8ADciFg%SzoSP|A4dtA>KQ8xv zRrC4S>(4(a3MC*iDjS zKt`laG+u95fT#FBK)Jlpqr}+X3Sff>fnQQ} zKCDhnDm7463jVdIi2v_tpP4I%(!<>H0$e>iI)HQnv*s@%?(e`wodC|fsL)6s3!X1rh&Z~fRInO$H(q!LKlw(-N_5I6YC^4N&!4AlciilPN0YTL;x(^E#(0s?bkdSpTHE_ZMV*D16b1P1ckKNy$63_I~ z7d+FgpJ&Ft{@K?v2T~}ih-dSOQwhKgW4y2niGBgsFi)hio7rDoIIH2_#IkeJ)nSel ziLvo~=hpBiJ!BQr)6fx1bt@At@>5h4?ms4w{g#W4t$1kHKylP$q*S(?x3n3j^6?p) z`Ces+H;8Z=Qs+;#!j+E>86`OkJmD}HYB5ipGK6OPHyfcptrl(et;uF@?i?h@@ zgS5UHenNeW?`P#MV%uA-@nL|Q$JAAofc*m83yQrvFaDGecO3hwzVz{+sG1=ta#y50 zzI(}^+u$J31%R@pQyfeC`lP0nAX*TR*KxYfMhV}}j}D+c5GoC{2jY5)J$adyQf0h4 zJt(fx4H!!s17xt_B@AouU!M#J`m*@K!oz|FEj^sY_YGsTD;nBVyk!85MYSo!@=3E; z=O?n#R~{Z_`bTfiUb@|bC(AEn^|m*W;$=%SVgAjJhAT!6!J&Lx z4;_3_4@|?ppu6hN!M9h#P#&Sq@7^R4E_1Uno>fF_kyK5?gTYW37UVDm#uRg9Q37G> zfl74t7IC90(M{ZkD{a~QF#huhnefq}%^t+J;QW{rOX<>X@7jgLj+qod^EbA|yNd2D z;DExqc&Dn$_~VEAIf97`;qa#wrkSg(cqaou!m|i+6Wcs2R%m4r70dbuk&ufINeiAW zm40}q~Q`-FzC2OL4(j%e)IgvGt!#wJ-Ho=Z)tudT5tI;Ln;ffxFscbZ;hl3eP5CJ8_4p zHra<~WhV4ugKfvL^C}&6k{{UEW^e;+lgG8%DCow{W(Ra0J!(RRaVhQ3>VJV~ znx_~h4nugzf`v4UuK|iLp(EV7p=(wKKXba}VGoX4*k0m}1VWQeG24~sK32^bBbvUEo%R{-e&KJ-e0e2S?l3p(0vaLw+)cSpt{e~lJ9`oD;=-~R`UErwLm z3w;a^592J;e15Mee=4LSKvK)sIQRi_Nrh zJ>SEThS1|Pa#5PAs zjyqq2Z15>@t+^4}D?r`crCR66VKS0rj_qG*fF2Y+XdV93(7(`*>YR z@;DVMeWq}?wV*@j%w>ZkQv~JhWvoV}5E3gHs$1K>GTEC-?4BFYbT(T%o5R*QVF(T@ zIfgSELJy^1km60~@aqVKclm`&PC5e4rRZoyQK8alx?Z2uRyFMI*7dGOjI!*TI-l!e z#(ggdj>Yfy+cMHa%+6tR3gx<+V%!B*?_3J?@eV)lqu7JNGfKTpmu=?Ike&pNTrtE#* zxx99}=0hoWeRfPp08)TA?G~U^a9enpNw>cEaU;BC3Qelc@Uu$DCYgJ3D$+aJuo zkLbz+#z5$8R$crhuU`5q+5Cqs$A5IG3sAZS6m9sZ=|6YYL!M@xA7M_QmOUxD>020i zV8?cMO3N2~qb-%b-G**9{n=R@OA68SuqA!tFb`Fu8^nEHGe-aDF|0mYCa936eCW$P zpvKsYex{`YbE^|c4h`b!XWd(b-{)N30XP0%o6dh@o6diAPcp=Vux8ex{9oRcyiDD1 zHq?HwVmx=XRYIHebSaa<@}N2oakZF5V(=sPEBWtYhCs7RPMB?Y0${1%Wu;fO^i>&? ztQ1Pbo?VVpI(N#DeC2Av*!Ba%*Nxr`B2~VFgtbAQgmXy6FiA1Jz_p8m&&vH#0WxZ0 z{p(xX*TkJih&A3SNJRfGCz^GUIdiQAL2{i?t1fbe#e{71z3@O^X0uIo$)51tCr6{s zfG_1rGTx;vSTaWdACV`1{K8cLBQ!rWbuD*%hH}_>p`!pB%gea?PbY_hGqw}%V;H%y zjbs=TsJyBdBwy+q>hm@?9SxpCLJ(i`me)I?S{l<9Mqt;RQ$jZ44ln)ohc(8G_e%Bj zM0@KKKd^jTno{8@WARRuR!hC3zwgdQUES$H=KXr40&$U{quOZ=k>A>R?|}q9!rtcm z5c;&C&KCJ0!sn5CddSt!c42N;CGGg;(=@Z}CKyEd&aLUh8IKep-MHN;HHC3@!)l-7 z3S5b`TugTeS1kNy&LPuzWwrsH_s?@x5V^ca=kIdWd;c_7byZ~OBLY?093}zfo!=i$ zd-)}M!!r{%!`|IK$SD}&(O0%yEYG}OpPvRum51jC!4oqUODW!7R(emk4L#vM;LTcn4kc(ZF3_`r{3ahhUGkAQLL0u<5^ouzd&HY~pOFF|X!2GO zjtlv~pAXt6oV6nWvS}!e+}av6d!GY#VE(LNn#rask=;zZf9oL44WM^#JHubt<}UUp zvsd|!>Y0;M@9l;0fyaRM`=QMvA2l(vmfRDbRIZU`XM=_} z-%+w1J@36^8vmPo=J7bCZDM;-p#Nj+%>f@_>Dw?T4Mjg3-GjRIVmvyGoMVXu9f@;F z$NWn^ozty@-j{_es|wQwEl@xhJK0n&?RTtxA5~Fe(3UvF^YV;MQcOO0K+ZV1BI&iW z5hzv`u#rs$#@36zGbK%Wq&R2nItl?%51Y@jz9^mmuRrA|HSgheLufrc8VA~3Os!CF zmti_4QdtLDfGK3`CI}6_XzmS^<67E_&319N=Chy&)`wdw&`$pgI+W3izZ7Y+08aal z0zDFa(beG#;zl!Blq7(8SwHo;uzIBJel{?Pa(U-)@y_*Q_>rHYY9|3Tm-MamTcqB$ z{k{96u^;omR16mbFp@@mCmFt1qMVb#g zl;uSEmBDQQ2G;w^!y^pkC5r?O+Cj~^rgHf~7ci!HcY7tn`+%eA>DEvPcQ9kp zyR6^KiZ6myY%;TX3X)YY^|2??`Pj7xg{U=;H!J|E; zvVYg5bLpRU>3rQ{F+ze!yRBncOtu;CDp%8oA#_+;g6=(WJG;+^S|6alSFK)`-%DD0 zb2b^R9i}00Rs?@$ao>48UhEpZPV8buFcJ1lj&<|66E>l|U zY?>^Z9}0r4BL1-Gfc*Q${(G5p=Gb_Wa20g~Pig;8>}vjf zq6sLT2AbZ{)Uq}o%oVQBpI14K!#r0r)ui&AmJVs?)Y)6^bu;%$g#!na)5la;m3(fU zC-5=Or~{_#;i_E)|J~Hq;G@(sLV9!Z8%!0XW|UKZ5Ix0(a5Nga$+Oc(ajl=RT=A=m z4Mn$>#>P>0&n_fXb}OrMRs=7_Kcgn&F-S|q8TIC{Lpzl}=+AbDq7n6kYmSw}$!x_h z>tep-pfQGLcXkYC_iN_^kNBPALMQ>EY4-jY@Xo|=f>K(L7<>D%83t+Wb+*140q^O} zDc#xJ^wdaZ)o^zXEB~uzQFbFT6nAMO&4FtD>u}*q%SY%~Ln#oh)@aT%5BX${9V~fqE=AdD|Hl9Di z=mI0ai;Q!MupFF;A+0$>nWFTHoVr?w+z`4MhLub7@ct%lln#wo+ospaqYd8qE{B(C zU)E8lzU~|FishWc^>?cv-|9;9L{&*ZZ8DM-al^$9O$@xj%6^EUc+J0y{F z^HNO3zfK0}^VCthVT-+5N0YZAhJV4DH;eZN=-Xs~n_{(LO&pfkGttd*z`>ypvA^Xd0=J zcF*{*i^3na#or-Hf5g#$fv@qe&98rGf&Ab0(jQ_iCH#Ds?LYug`W2EsN5%AhT+q;I zh4-$u&ZewE{erOkxxZXm2Yf_fZDBVJm4>?DxyG* zzF6~K)Fr!B!OP&TOL}1A3e9;g8#pI`*tKasm*+K$`uS3s9uFOUfOZza)p_Psh{-+M zN&N#{YBtwtmZhLdJa^=}0mK7Ok7tdH> zwbvmzZ}}JG#s+bFM_C$5>Fxn!^5JH7p3h@Lo3U&UDuFgu#?|apD z2u+n!*tZn6d>D4K)YTDk!#IPs^qqKAugCyx1sb@c0jq&&?^VU6#@5pd&%15Rs!RlP zyVq&pYA%rj{jjQD8=nGr4hB2C1=(#^kP|Y3yW}HUrL}rtt1xP%Sb5y}~t zgi;6t`$vnQs=#i7*8m86UFQ@pI%|ug*re6`P;<-R26{@n5kIUny7V@05x2q$lDtOv zEqcc>xN3YA>L-tFskgHk)X)sB_i?EK)%ysFIuJxtDM_kSHGd5!rGQ3 zZr*?-QCtxgR_sYDgo(ClB@I`!xW9=qPo-bVs#o+L#KAAHVd@7KuA0)+PHeW zrgG5V5L=r_cmVE|M;)FrvO2}hZ#MJ38Aln5D5u09Mk>8(LJn@7?860osjr(q&-Q#x zN40#+JBpXEX6acgC8Go7px`R7d(RHTM>qXP&xUd=xL*@}9mQU}`g1B4e;C7@jd+B_ zpH~{f)z133c%)c}uA`mcTbKe^95aSDlAa|4M&^m>?Httav`_c>+Fx0(6CmL@O8#urJgn=U7Mri3mWCM$9;>G-fanoK$>|WVoLNy=M*Hk>l3TE9we3y zO=N1`V8kYS)wryvkVkve4*RPY$}J+GZSxC{Aqv~^OZct&+i6az=BW`c8g>$sswz_C z04A{7pI#QhZR3#X8*i%cl{I@P#w`CrUnH2ZIW~_I*uGA0iKu4}p zc#mbW^#piu+OOLwz)~fCKC|M&gb{UpGnDr2v9LWT5D4w+O(h?)dNOHYWil&57{+ln zJzZPB^)OJcA*V#@R_~Xe-=W+(*)X<(YxF9)WG_Mzthbbb@w- z3YZo8SR_6Le8WI+pJz7V^^ILgeIUu+A8RnURmTf1&0w6zcuQ z^;{;&@M*2oDC}A7A*z-h#InqZz)X(V0H0oQ%b7{gz|=;qPCl=jY~?2^4!ZIli^Fs8 zm|-}8?ckA;HDzpvv_IvV@F-1f$^@I`of?0*xnZ_Bzdd@E(k}shICum?GE-s8SMD zEs&PwZ|J7~Zn=&<3PknmQYAc-d8D=7x;YcABy*{+_~%Thv~IC}*O$^HCdE$l95)!4qx zc^p~hIyBNyB^FP2Uz`YU>bC)*v7mgKIOMwLM8CsQ@K9BP9U|_BdOlf*yJF8L3;06%h&?%PI0YN z3vjGzYh_V^96szr)_WxU6S}wp^aN&2%YsdBuw4pa@dD0+e%0Yi2|(N!^)TD28XqF= z_y%o((z-y$4_Un#iRLmOs*~h@K3|EL1${*xB1GU!YlF&u&>hp&WvM1!UriHfqy|C6hsVOIv9k^`g7RrLr_en53Hq`#@u0zRLFk*ozE2>J6lUEoqn4j0VC>Ol@8l};jI?o2+^^)jqYL@@mc()H)6PI{e##aH`h>WCYfO!*CIRlM%dZlMq13TQg3j`? zO|Cdaif7U17MzH_qg!3qI4m%gH{6m(tm@rG&gG8ZI+*~gVBZRSp9eBsriMPFC8zMF zQUHjZ)qW-~Fm*b`7brX|cQ*CYiQfrBv|H6yhgz#{?3^Rnz)9*)k*}IWlcY&!)eQCm zZ*uCk{BE8t=d}zb(4lflW-}I|#_sTeJIE};DW3G_l!?EDUI%nbM7uIq6Tsv1`wg#ZX$0@A*9Q8ZY&LK0`wLnxxMty8 zhDtfF}yfVM+ z!talr+V5lNwzcbr{h1)Qh9xGw%F~ZP;#y|G>RkiSjt!w9k*@7ieQa!g+!NrFi|QvQ zDlEwVx!{uB4K84Ge*{+)C`kTQ^KMSt_*4jkk9p(N3oV{m4u7w6@d!NJTy3B7d`i^< zTK;Jz@O=izbe$S%|2MJaCI1TjD+26Oh*|$bWH}*^{57(^uS7&Mt!!2_adv^d{y=X} z_`^oh6XxCQ?H6=xA)Ki$YT55Z`mb>90`|i0zVUz`iF13rExFJZfRFA6cb!9Ce#6p> z+1@0xg?e+AUi3(o#EA@$O~|E{A6|kw^8Cwgb<)yLx((}QM#dfEz5fbOCvaZBiIQdQ zKxus05Rgp-?9=OHy6WqrXJ2A#W82ao%H*^Fq;=EFqyIiXS>X!GxppPKKsOeA%gS*#=IAgn%oCcSFh}gwtw;SHGUZpY}C}H{EC( zPGNa<+BdUdIM97(XvG#dmkir>xwv{RLj$7Z*dF?bwwKcMcT-wic;lXOGA1kOjvT_h zM{W1XBVVjtUNi};HBJw!8u90#mo1-L?QH5-O19jO&F+FHR5SwR`xrSi#nEBDtbUTTTfF_V*x5u>dk(hgBC=(zxOsrr z@t*J_k;ZC%|31*BffVNKWrgoR)*y<;bg@Dg@GQBU!*531jwhQj%UfQzfU?mjj+i&RK`z{HR~Q4rL$ zuq>+Hvr**cGqrJeDsFlzS}}mi1!+a2P$IW55{t=TkGq3VWx0B^htv!Yas~6yz=4>c9o77-)O!eP@mm#zZa1~FkvmpaL387}`x`Q`eX2tAqn*Bgp4`-o2&VP>0L;H8FsOpN16+Z=+_ils74&`UBILkPgEl`s35OJ* z1OviobQgC!w?WdvOr@S|*1Xk{<*PL-eiWm9Gt!4^y&MqSu%JKbIX?YyO4CN>!*c1Qb&yWPj$0Y{K720T!z;Y_;{cw?tZzh7P zAZ^&fv(>)BAek-0R;|?r5_z9sxPN;?rEYbG!J=JqPxh&%GkQ z8A3kRj#l=j$@C~JxdzGx$KZ18a^;A1p0=~oF17IO$4f|_h&qT>$}l;V;yQi1SdqGX zn=spl2BlMv#Pn0kYp9+90bZN!+tuk8r{TI*$S+$%rPP5i^D2JczNP5kotX&^oFYux zt)m>latx)F>37b2BQPOXU6(8gZ6_Y?!$q;}kfuhO8JNb9NwMLtT4ycQQKNOEAIAbe zndsDg@pjegDBI~;yif1i{7GUDOrv4lccjIAU0IeaH*bB+Ui-)|7Ck60F&sV_J*^}U zk|FZ8drnh=e9hU?cnft|Al;PS=vQ^%WKo-beQWS#yiiJd3V5xlLXTl|eH|K&;7*11 zEwQGK)NZ;}lwR6O$J=ay&s6K4Lmyj{dk9xl6r&BAqm}0Q*4}oP1n+#S816A74JIa1 zM$<(|MCa|dLT(mn)X29&a-fxs+x}|?9f{4rBut`H=v&b(0WKavn~O|x9K4H{$dI|9 zqtS);Qr=Ug+^jA=pL#Pb^V?2Pa=T2juhQvA@tE|FTYj&=mfD}~@?aAsX~XSm(g6hg`VIw>6qcgPx8Quda`hQ;Z{D#;g% zYbsVWwKaA(Vx4_(;+bmR=XjAzZrICY-DmLd<_A}FaE)*9vPnD2)XnW!g0$%NJ?y1Y zyvQlY1~?CT8gc=}M>UrtB#)g+BKv_4Vp2I!%s4d^o!x>s;eO_IkN=m+ny6W&PDR9y zHI=nVi4zubR&tEowYB5^!N0<7d}#_sO-8;q(TPl{-2OeFt2SZb{W*b71gQcM00$jT zw|w;~U3A^7i(bk-~fZW$9LSu}?@JFZ*f{Q8 zsNCAScl7x8xcvQZMG!RHZzLGx{O|JtQm(A!2EmoY>Bxz;W~)5cRz%W+a=MwId5TTM z?xD=zBd;1W6dQrI*AoUQQ;>5!I(=Zc)aFK%U1^6VbhTG292Namn?CwmWBX<`B23dF zyN2{FjLKf6LvVyiVZc;lEEIv{qZ-Iqc9jwGn2_Z*|`<&RHsxUD5IxqN_@2bbeqA&az)Vc&=5i=S;xI-