From 91c55815c353dedf572e21b17108e3843dd9e196 Mon Sep 17 00:00:00 2001 From: Sergio Benito Date: Mon, 22 Jul 2024 10:29:34 +0200 Subject: [PATCH 1/2] Updated the documentation about ReciprocalTransformer and as well plot images are added --- .../transformation/ReciprocalTransformer.rst | 268 +++++++++++++++++- .../reciprocal_transfomer_inverse.png | Bin 0 -> 56343 bytes .../reciprocal_transfomer_new.png | Bin 0 -> 53371 bytes .../reciprocal_transfomer_original.png | Bin 0 -> 56602 bytes .../reciprocal_transformer_3plots_new.png | Bin 0 -> 161613 bytes ...reciprocal_transformer_3plots_original.png | Bin 0 -> 168348 bytes 6 files changed, 266 insertions(+), 2 deletions(-) create mode 100644 docs/images/reciprocal_transformer/reciprocal_transfomer_inverse.png create mode 100644 docs/images/reciprocal_transformer/reciprocal_transfomer_new.png create mode 100644 docs/images/reciprocal_transformer/reciprocal_transfomer_original.png create mode 100644 docs/images/reciprocal_transformer/reciprocal_transformer_3plots_new.png create mode 100644 docs/images/reciprocal_transformer/reciprocal_transformer_3plots_original.png diff --git a/docs/api_doc/transformation/ReciprocalTransformer.rst b/docs/api_doc/transformation/ReciprocalTransformer.rst index 7c3a45a9c..bc60b6233 100644 --- a/docs/api_doc/transformation/ReciprocalTransformer.rst +++ b/docs/api_doc/transformation/ReciprocalTransformer.rst @@ -1,7 +1,271 @@ +.. _reciprocal: + +.. currentmodule:: feature_engine.transformation + ReciprocalTransformer ===================== +A reciprocal transformation involves replacing each data value x, with its reciprocal, 1/x​. This transformation is useful for addressing heteroscedasticity, where the variability of errors in a regression model differs across values of an independent variable, and for transforming skewed distributions into more symmetric ones. It can also linearize certain nonlinear relationships, making them easier to model with linear regression, and improve the overall fit of a linear model by reducing the influence of outliers or normalizing residuals. + + +Applications +------------ + +The reciprocal transformation is useful for ratios, where the values of a variable result from the division of two variables. Some examples include variables like student-teacher ratio (students per teacher) or crop yield (tons per acre). + +By calculating the inverse of these variables, we shift from representing students per teacher to teachers per student, or from tons per acre to acres per ton. This transformation still makes intuitive sense and can result in a better spread of values, that follow closer a normal distribution. + + +Properties +---------- + +- Reciprocal transformation of x is 1 / x +- The inverse of the reciprocal transformation is also the reciprocal transformation +- The range of the reciprocal function includes all real numbers except 0 + +Although in theory, the reciprocal function is defined for both positive and negative values, in practice, it's mostly used to transform strictly positive variables. + + +ReciprocalTransformer +--------------------- + +The :class:`ReciprocalTransformer` applies the reciprocal transformation to numerical variables. By default, it will find and transform all numerical variables in the dataset. A better practice would be to apply the transformer to a selected group of variables, which you can do by passing a list with the variable names to the `variables` parameter when setting up the transformer. + +If any of the variables contains 0 as value, the transformer will raise an error. + +Python examples +--------------- + +In the next sections, we'll demonstrate how to apply the reciprocal transformation with :class:`ReciprocalTransformer`. + +We'll load the Ames house prices dataset and create a new variable that represents the square foots per car in the house garage. Next, we'll separate the data into train and test sets: + +.. code:: python + + import matplotlib.pyplot as plt + + from sklearn.datasets import fetch_openml + from sklearn.model_selection import train_test_split + from feature_engine.transformation import ReciprocalTransformer + + data = fetch_openml(name='house_prices', as_frame=True) + data = data.frame + + data["sqrfootpercar"] = data['GarageArea'] / data['GarageCars'] + data = data[~data["sqrfootpercar"].isna()] + + y = data['SalePrice'] + X = data[['GarageCars', 'GarageArea', "sqrfootpercar"]] + + + X_train, X_test, y_train, y_test = train_test_split( + X, y, test_size=0.2, random_state=42) + + print(X_train.head()) + +In the following output we see the resulting dataset: + +.. code:: python + + GarageCars GarageArea sqrfootpercar +1170 1 358 358.0 +330 1 352 352.0 +969 1 264 264.0 +726 2 540 270.0 +1308 2 528 264.0 + + +Let's plot the distribution of the variable with the square foot area per car in a garage: + +.. code:: python + + X_train["sqrfootpercar"].hist(bins=50, figsize=(4,4)) + plt.title("sqrfootpercar") + plt.show() + + +In the following image we can see that the skewness of the variable: + + +.. image:: ../../images/reciprocal_transformer/reciprocal_transfomer_original.png + + +Let's now apply the reciprocal transformation to this variable: + +.. code:: python + + tf = ReciprocalTransformer(variables="sqrfootpercar") + + train_t = tf.fit_transform(X_train) + test_t = tf.transform(X_test) + +Finally, let's plot the distribution after the reciprocal transformation: + +.. code:: python + + train_t["sqrfootpercar"].hist(bins=50, figsize=(4,4)) + plt.title("sqrfootpercar") + plt.show() + +In the following image, we see that the reciprocal transformation made the variable's values follow more closer a symmetric or normal distribution: + +.. image:: ../../images/reciprocal_transfomer/reciprocal_transfomer_new.png + + +Inverse transformation +~~~~~~~~~~~~~~~~~~~~~~ + +With :class:`ReciprocalTransformer`, we can easily revert the transformed data to it's original representation, by using the method `inverse_transform`: + +.. code:: python + + train_unt = tf.inverse_transform(train_t) + test_unt = tf.inverse_transform(test_t) + +Let's check out the reverted transformation: + +.. code:: python + + train_unt["sqrfootpercar"].hist(bins=50, figsize=(4,4)) + plt.title("sqrfootpercar") + plt.show() + +As you can see in the following image, we obtained the original data by re-applying the reciprocal function to the transformed variable: + +.. image:: ../../images/reciprocal_transfomer/reciprocal_transfomer_inverse.png + + +Pipeline of transformations +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +As we mentioned previously, the reciprocal transformation is suitable, in general for ratio variables, so we need to transform other variables in the data set with other type of transformations. + +Let's not plot the distribution of the 3 variables in the original data to see which transformations could be suitable for them: + +.. code:: python + + X_train.hist(bins=50, figsize=(10,10)) + plt.show() + +In the following plot, we can see that, as expected, `GarageCounts` contains counts (potentially following a Poisson distribution), and `GarageArea` is a continuous variable: + +.. image:: ../../images/reciprocal_transformer/reciprocal_transformer_3plots_original.png + +Let's then create a pipeline to apply the square root transformation to `GarageCounts` and the Box-Cox transformation to `GarageArea`, while applying the reciprocal transformation to "sqrfootpercar": + +.. code:: python + + from feature_engine.pipeline import Pipeline + from feature_engine.transformation import PowerTransformer, BoxCoxTransformer + + from feature_engine.pipeline import Pipeline + from feature_engine.transformation import PowerTransformer, BoxCoxTransformer + + pipe = Pipeline([ + ("reciprocal", ReciprocalTransformer(variables="sqrfootpercar")), + ("sqrroot", PowerTransformer(variables="GarageCars", exp=1/2)), + ("boxcox", BoxCoxTransformer(variables="GarageArea")), + ]) + +Let's now fit the pipeline and transform the datasets: + +.. code:: python + + train_t = pipe.fit_transform(X_train) + test_t = pipe.transform(X_test) + +And now, we can corroborate how these transformations improved the value spread across all variables by replotting the histograms in the transformed data: + +.. code:: python + + train_t.hist(bins=50, figsize=(10,10)) + plt.show() + +In the following image, we can see that the variables no longer show the right-skewness, and now their values are more symmetrically distributed across their value ranges: + +.. image:: ../../images/reciprocal_transformer/reciprocal_transformer_3plots_new.png + +An that's it! We've now applied different mathematical functions to stabilize the variance of the variables in the dataset. + +Alternatives to the reciprocal function +--------------------------------------- + +We mentioned that the reciprocal function is used, in practice, with positive values. If the variable contains negative values, the Yeo-Johnson transformation, or adding a constant followed by the Box-Cox transformation might be better choices. + +If the variable does not come from ratios, then, the log transform or the arcsine transformation can be employed to handle these cases. + +If the variable contains counts, then the square root transformation is better suited. + +The Box-Cox transformation automates the process of finding the best transformation by exploring several functions automatically. + +All these functions are considered variance stabilizing transformations, and have been designed to transform data, to meet the assumptions of statistical parametric tests and linear regression models. + +You can apply all these functions out-of-the-box with the transformers from Feature-engine's transformation module. Remember to follow up the transformations with proper data analysis, to ensure that the transformations returned the desired effect, otherwise, we are adding complexity to the feature engineering pipeline for now added benefit. + +Alternatives with Feature-engine +-------------------------------- + +You can apply other variance data transformation functions with the following transformers: + +- :class:`LogTransformer`: applies logarithmic transformation +- :class:`ArcsinTransformer`: applies arcsin transformation +- :class:`PowerTransformer`: applies power transformation including sqrt +- :class:`BoxCoxTransformer`: applies the Box-Cox transformation +- :class:`YeoJohnsonTransformer`: applies the Yeo-Johnson transformation + +Additional resources +-------------------- + +You can find more details about the :class:`ReciprocalTransformer()` here: + + +- `Jupyter notebook `_ + +For more details about this and other feature engineering methods check out these resources: + + +.. figure:: ../../images/feml.png + :width: 300 + :figclass: align-center + :align: left + :target: https://www.trainindata.com/p/feature-engineering-for-machine-learning + + Feature Engineering for Machine Learning + +| +| +| +| +| +| +| +| +| +| + +Or read our book: + +.. figure:: ../../images/cookbook.png + :width: 200 + :figclass: align-center + :align: left + :target: https://packt.link/0ewSo + + Python Feature Engineering Cookbook -.. autoclass:: feature_engine.transformation.ReciprocalTransformer - :members: +| +| +| +| +| +| +| +| +| +| +| +| +| +Both our book and course are suitable for beginners and more advanced data scientists +alike. By purchasing them you are supporting Sole, the main developer of Feature-engine. \ No newline at end of file diff --git a/docs/images/reciprocal_transformer/reciprocal_transfomer_inverse.png b/docs/images/reciprocal_transformer/reciprocal_transfomer_inverse.png new file mode 100644 index 0000000000000000000000000000000000000000..f465fc19cbb44aeeb62a92fb8527341e455e0ab1 GIT binary patch literal 56343 zcmeFZ1yEdD*DczO2XC}-Xb2KKxI=J)ySuvwf(HVPTS9OGgg|hDC%BUkB)9|*?(V$J z`Q$(Ez5kqdZ`G}Lt8RT=)%5P&%l4W}<{V=zB2|@TvCv7;K_C#8yquIe2!tR5yp_>V zfII4OeP9p>Q_N0MQdM43l3LZ>#oEr%3Ivjie5-@1tIwLQ4FGz29u!bg2C=Y-)n;9wnh>16~ETz%frK143c3|ZeC zO5GLxfnOtzxq#m&?!4b|*<2U59{m18#}b?itlEs}`;vwa-@fQfa))vCQ5dLbgywAU zd&WR0KbE6B8Vto7@kDR?;7OUZsC6((vVij%t z3Ke=4xGSV%4$gs`lTCwWDT%3rCa9#^78j~Zyexfl6Ri9C2hrgw^fh~psN{h8lM4^> zs)35JNkn;NVU65-!RR6F4U1xFJ-0|)4QgI?0y-)2QuHdxKxN0G4r@a-B4+bG8J5Vz z9v5skOcUrT!(=ZyS62up`t{GIo7_utgU?7iXvm_f353KfLpT#Xzx$RWJlffgUk_Z+ zPy`05PYoOT_}_yr=c*`MI7GE`k0mr0iD{{#HKZEV(EaA#BdK2 zeD!8~g(UA)5x;Myj~XunodP9J3waor=m6D|I)sNp5oKC@cw}-Ib$?YPBp9)a8vh`q z`4tIiBI7os!-0hnA?R5b>SgE3jb*dHD%xd5XX%YS&Qr_g*PkH*i%ea<)C8*?evyuE zT&D~Wd=N<5#hN@!e|PwJn7uu__X~vI4sy`oe>A0&q};TZOz8sUiE*Yvw?zlQ=0%v-?o%h7%xg*3IS13BGYtTZr3PrqEzfz`@LWsV*vt&Ec z(F@BrI_`_Ws-Z$kI8ZQ`Dc1T5l3@tL0Wz2xN$M4U0w#UOM)jf~ap)&g`czZ} zaS~nZiC`>Kt|=7nkmf~@El9Rq-WA0V>0P^*D{*@iy}L{3*gY$5Y@*0HvFz=9 zi(e03Het0!iFI8cx*$Di4>pxOpssu*AEwx$`Rq|{W@V^rsw?SUfpdotEU`$k2KJ@B zIaP6hevq1t#+hycqJk?F86SyAhbJFzDSHHyPU8Q7p#I2C#17}vYtPqXN>}eclvytD3-}U`k9U{PrBJ7UF zlkNXFkYAcVrmn29r#8>X%$)J$E3+&!#+&sg6&mw}{>qoRN3w)Uga(8u3dK=UR-e8p zzr}x2uQjjwN%MIzJI`xxYR#W$k)Rn@=8NHYGYme4iFHsfOR%#f-qm`bKs0sti_|Wa8=NN7cE+ zlM5TgJu=pqe)Mw3Sj$+9G}K(y?ADCdIJ4%Zyd^SVHYibasL+nkZms)RSMB}kjC&V- z*J8#^mGOlSLHeyOA136666X>NXmMhiEP_d=NV}i|98=cA&K#z; zmQYK^r-m**-ztaXdiy3BXKiao-13br(yQvL+I(u=q7Oa3@Mg&m6;$Nck6bHZD!x*p zqc>0zR20q7PwUAb%9u!-=gUv!9C$jQol%>9nn9Kkkuk(w!P#mdQD>@asaIOd?{GN( z^V`!A_gt$`tN6F>Ntc#XVcuJmWLHFQdHPp7N08VRh2?TIc_;G8mia=KWsRah613 zzi!V^Icqy95XJE=;Ek*1cu~gLlQYHZXV;|H5!iy*X4u`>SlH~c8S%;_&E_Z5BMan4 z2=OW!PO_Ti)!v=4|Ku)|rn)KZdafuSej;tFJlN`!@_etG2o;zHD7hNC*oFO~h4 z{I)AF;TShrf2;fC{``d8Yv5n9w`E)0hqVdU5;2W*6 zH$}7~T^mIkQ5%Jv7UtGHnXv`k%2B^4uGt3Jo%QB^`E2{h`#ZeSe`f#8tK(YgzUytI zk$ir#^JJQjx(V4RwRrEg=3z{{7qc7M3Np z#)IutlgV4b25t+x-lvmR87cVhFy1ZbE>)XPD#X5(W~Qn@H_>WMZ~5YRI?Izhk;(po zZJ{aUv-amY2cxMkJ*R8i?<(#;(>QdVqPIqUQ3(Ck{dS-4h}U>}_3J0^>ZP^MKXU5O z>gHxhYie7*eJ=JVb2C_~E1boz%ejp`G&se+rLYoe*(2E7nIWt$DVr(#^0K~t&x*%3 z_QS^)DqGp#{cg{BCuSy{%SJyj&!V2mpNTBw)ZO=l3?r7IlAt=^=#du-D+(Fv$B(I0 z?7Q^YZ`dn3?>M5{**l#%iu!jg^$q6J%QDB=Q5kq=y8E{uwx{H!gy84l2QYA{h&pGD zy*$_a`N_d)#EGI%QYA+S-)C)1Z*4lo!+1R|`<#ElGsG=-DQ~;`%KP0}XY1FSz=qD+ z{JW&tf}Zbt?=pmXy(n9kJ$|oh-Iv&uS5+7_QMxrB%iP2o@M*Ys|62aF)tKdXJ)YGe zl(RqBEZd;-(&RSq5-}82D`@IQZSwbw*G}$z=b3C({GRBVXy75;egC^XWR*`U-*ZUB zO7`5g1ZK#l{4Osq)_<`}v5TI+z4>%#^ZWVsyNJ7^+mdFnPp#K)FUA+QAG@5)@Az-u z)Ok_cFSdVedXcm6E^zp|a+`K#Wm+XNCp#ef>h+1$FP)5v9}CY~e~}H4krTLekxy5E zP?*yb!EM`FAk}2>`}SiJtEQV924?upz!S+uF|$h&HElz1(d+yDk${8!HG0r>UFQn% zn9g%#>L_&aOd;{!IEr#f8=mP#b$$2&dFAU{9uanmn+%wk#~tqZ5NkrQU}(;45cr$D zzkzTwMGFv7L|N&|TPrDno&eWqAS5s;2pPBnf((!-nC#!zGGIm!;ve@BK%fXa5Yj)> zCvH2@Oekc_5L7g}arNvxlvV zClA-%2jIpdS2;Zo5QymU!y7EGPImy5KVhe->#3`xC}`p0#AascVs6Fe@ey-l6X3Zz;u;VsU=<9t*Cj~IM_H~qUhAr z)WYtT)`IF%GXKmDd=r7$dV0DFva`Q<@q+CI7n_T_4LhfRfB-wkQ}(A%S%DO+9=^_= zWWP1J^B;GCeilU+X8*U% zMA7jJ7X|?{lG{nCXab+WAbWU$8Gt{G|M+~kwkXC|PkRaiiG$>&Bs6`%J6WiyM$(r( z3@4OmSqZp;xgSRSigM5C-@{=DFh)2Wj_`^AlK4?mLi%OJPd^p3EOBbw58(-_cyx>R zcSA0#-#u(>_%a;NGMg9n{Ib`rxjgnoYzD8h{nlT!URo>H>sKK=sf(k_ftje0KLisb zAmnDW$?1du7yr6@R~QW3dG)6|Eo$PXAD&D6DboTYHOJ3_f0po&F~o%c7rLqbU!{C# z<3mS_@nrh1iqsd$kdb7*5d2Z=KPo$jML?i6LjPCIz%Lgv;E+T%WT0^~(%^}x+pUs{ zj>4Qk(wrA&EZ-H!Y*uyh1N`gbw zNQ&)q)Zb$~;jsJpfx~-e>foRgCnD%}+hl3s{_fmTe8wz-qGQ6qh2rXLmuxNFp`5KK zPFW9lM0TLrP5cGk3Lz*urUR**OM74Uv2lbC#C@(d3nkC@esz{s50V;)SoS4Uj>wR` zwo1{Xmx&cz)`S~Ey03s*II_baRwpfO}Mt;wL?YCSZXc4RO;kpX?%O^|ma8RXmaFo$94w zNgS;E%b}o-_Y$EUaYB1gZ9}*2R1NO+Ob;1xgebu$f|6h7eb=*Ge|b&54!T*PGJ9v_ z{V2ovi=D35xK<}i^}w>S2ahgLx;tRsxA`S!Pml$h5ipgiytXG;JBBq>LGtV4A`#M?>&(m_yzj#66EnRd#7rS|B<}U&0%lnQUnzx zk)dllGS}8=K@L*{~OdHbdEFi)|rhRoz6`B9(e}i=#!FCyxG2!yN_g&<~1v6HrbD8W#eKZ$0ja6(}8;F>mO0T zjjIAqMr1?C8N)~9uo-Zo%vuWG84I?=DU)GM>N}M2dtkHff7vegF{X3$xEo8%>AFOG zRsDn4K-Y6bdL=N$z`60lf3%LYsp)E~k>Ey(aEpt)IgaqPEroqd5jcxY|;Tyr=p7c}&}a zhrhnq2L(4>EJwR-33nQbBT>*$5aUWQ$P}V64u^~$QUEh01RFXGqAPE`yK?=;R2aru zHw7zgx!S7IK&b?gPB0@7q2N%GPl>%hI_#xV8Dz@S_^s>tQS7o`rDITNpZpx72&{Jg z>xGFhN*3QPY`NVRL__9SDWMA(@mYm&v$>4|gHr-WT(}Ha>Tk>$E2zZO;aA zsA|pGjDrda%3{>H@L?Ce8(Qr7u=h-l2MGJx#4=I3!};qj(GV)X(B*0}VlU{`#u&H_ zmCBzZTWG!C4@5iDe=JV;95N>BEDDT2G)7y+j`|SD{1VyB2~!*V++%PD=a=Kxl{le} zmg_yT5R_D~BZ#&Q^;e3adw=Emyr1lFy9Q{zs+ST2_~L>@1VY|GjtQ1J8^Ubg_g@z} zyb$iatZG7_wl(dl4P|J;F*UTw^6CgDbB4wvGEVDj)`V=Y4h7wLG~AxecGkC?mZ7-} z+^oE$EyO4zG5_7(IKFMM{;5^{eIhWqc#_EMqX}#!z@Xo287^^IlxhfqL3cmD=Gl(n1kff*}>CQnolRM~Uv-m8G0OY}|8zbvPXEHqo1t97p!9`@ERdnDP5T}$I zsIn7Vh{YJ+P^gs83s_kq{Pr3dWU>zkL`E!D+ebN#nlRWt1`Hjce&sY@Vy9 zQX|7r7Qn*La~Lv&qU9ZT#f(h)=jp)@pdttqIEj!v8qW(UoefLqmRVnnaqI)uo2ZcN`gGU7nH+o>g(8opvxEv)vEXQyS!YMc< z8Fu0)AtXyYo+;-GK|$n$2>d9-iS&6aw^ygpS;7=T5Vr7@U>3ZF`f2M7@p3#h3K&k! z`8VbYOdUfv>7DnH=HOQ~q1dU6$m`N!;c%#=5Ad8eNOGnjMHAyXCKTrq?)(nSVCx#l zFlcOJDnzjj4T@~ck7F8t%n*ePZPt?-gzB&G2m`ZqTNa8)&9B2v^ThjX+NL)EK}_mh zu;L6xCfp2c zg6w3)%MdXbef_z}7fdo<7W-abkb3ZYFkfZlN2%mMV8`oqc*J2-f=Vl#8@mxn#Cy`q zgRxWP0*aT*;AI*fMkk9Kt8 z5ozM_sGB!FY)uJggjt@u=dJevWuRJpuwre_{mputNc92VRZlOrQ_L z1&LL)nHTBmUe_Hl!jx-+?v8V65$^1fg~y_3KIwy>d&Bj?32N5}jP}U7H^p!`LaBw{WzcPp!*Fijr>J!`kWpD`zs}dg z9x{g37z=`t`kDIH+g*LI{vmms;8u}-qNEnHc)-#22^G_#JUGzEHW@+veLLa%YH&<& z9M_OAm-ovbVDv(;A;Bd}Elfd^Ib6eDngEtk#Bd<)HAQ)w;3TKwznKP5f zOCkrBq|KbCrlvEv0(b@$guYsk^uY743(~v8kA|ydIW@KXj`|rKx^eZ9-owmwnDe;2 z;r*sasYDpoG6x8PTYNKWQUv)C(o%r6KI;J`L58p=OM`l}k%8zJdlD zN=3q`5o+qjL)9Q@QBEv*+J{%4Z>Jqjb&l z>omdi9Bz^Lbk71!DvBtF-qy%Hz*l)7y6b@3I3x#nv$d`UyhY3_PLkQ%dlioJBX z$}Xzdg+#QZofP+!%JWXHGU*uTGgy-3SZ->aiO^CQzIjbSBQK$ zkIX#=#~caF6GZOnK7ZP!3352W+D{ja^3Ucs>`fpGd}?T&fmHx`OlvPURvbwCRGKV` zu-5^Zd@^deDdOfcZxL01vN~I4I1{7Ma%%uuM%uBVfn zEQzX(gT68gC&^-{MCRcB6)YBh0aebYWy339iQzX*h$F@|ogf^&%-9Yd3FQfe23k&J z|2RRQEF_G9qFY?x^({@EcG}itEHQ-d1*^8jFY$&a25W{dfUv{ALiJZOr}fj{N*j!% zEU8gCqR3!U9NoeC1+K_)Snj}4;8oZ?^UdvkQ2aIxq5P5CZ#TamZ|)F=2aXUE(gIL* zxtjW8o|aQsZ;u$K=!#>^p!(Dz$zZKeugjJAuGN1~T zZ~oy_hE*`)oD?IEy{3z7Iff3hch;#jzk2E4(x(z7KZ8ld$=xlGps4hWyMOvr{@baL z`5AHbB>y1b1M33e;q|iP)1=60*^y5wr={H1!<-+wF!^W1^W1N(tH0Ue2oh~GcTf8a zc+%=+nJH{V3x7&wG!AwuD?n{=$E^AMBmCzSj^sz=scDTv_Fc1!6P?y8t=L?a@D91F z>=`VTR5#fpABa^kXU(@#K7Z?r(V1_<44n;_N_nrHP9^Q=;2wjlm-hQ3CQQQ{=(gJW z`9dGgynK;CFhMcOo7TX5{DR{=3rlSRY9QKKm$Lcc$Q2y%Y2`FaaNolIZnH3l^7w6P zyB0lk#QDf?BMeLyTmVNOkCOYj>X8=^Ea8R`qhE!soT=60>G$yj(XHkk(^)3%dN=or z;DN#KZHc!@$DJowfYY<04-6x{ZDqR!3G zx`}f;p7(GDrYAIrPIq3YJ5{AE6$Pv0m@S1LbsyKBPu^RZ_`K@PEO9CefmEzCrG1hc zB;n}01oQpKdbc}ymt>$>`h@}<$8_FZnJz+jzl`&RxHHl15ptWh=^MEZ&lofTT;q|_ zIFlD8a%r^KMC)KY>H;PxVW*^9EDbgI)+hTmDZzMvH(KK;TAI~jndf@3J?T*<`*#}LSSF&m zm;|$g9?>b{UHXvpV~d>lIyc;@HdY0(tU@ z(S(y?Fmoiuq*a&Qe5Xuy2f8XvkoO^B-C^>vJsGiM%-LPG55sKS+}%wsbM4lV&V!3J+wk$7${kh( z6LT-zf+)+~P$t-$kgH;O>&I#}!AMH#$@j(tAEh`5^D_@I_N2(PwZTRr3a^1rFs6)8 zo2%^vYUvFfJkN+xiuUQ?TV3=Z)*o-pq*R^(?ON%x?y2oG~jVKMz} zUGsP|b@OU2BW{j%OzyMM?`4@rBP4aURS8nL;>!rCTd&daCsc(MePor!xWX$C37%0~sdY;AEW*LK7&-JJ+Q#Iv>E*}gLN_JvI@D1QoWE7F)L zPTpccheF++<5EYE`6Pk9W76YUY$}4u-iI0}5J+kr@{*NOX|9fTWke#-baN>A<2;&b zig$;Q!1wbJkb1=F$#orjVcwzC~uen_lp`K@3)@R{x| zt3A$M-dfWx(cye(c#QnwMjMONVCb3aydiVubIur&5mEHBb??UV%$sH2fTX{o>#v(_)`A(=b}{_%r-Z=4z6H7NAfM z%R15#sGzfW=myccx)^?p2a2r^4u&z_<|6rKR|wT&0hB08joNw{Vk8-T6+4NKETO>- zCgK;}w=$EmehZ02h)I1FXKjnj|5PJR&z9xsqdwfkr50D=)X46tEt{+=lNlM$y_V$` zy8%N)Q+`xXbXpk8V1MILV4e=j%Nk$%b~GbUhdCqXU>|e%MP5%$vK(nI*e6)jIuXF z>(s0fi%KeZ){Wucg5y9SXJrK&8M-#!k9Ayca|TlhQ#X-(Df!JABjG3-Kc=a&nnEBH z^dqcd0ms?>NP!|l9?cU2O+i$Q z^i+$$mJ0F_`GQEP#CMD%ZYCFZ{CjRB`s_1Ko>m)V1|d8XQNI#$3AVSx=>;2K26>RJ zw*?BIw78WGE7w$QBPsEtK%^0s=X>op4J{05n^24B1*KM_w!>b|429QWhJ1Dtam%VC z!W%+-vys5y?dGG|zkXC%N!79fym0cFgL*<|^P5Xw{2E`8O7+r1Y?Imx8# z$RFCqn5a3@1+z|`Fby*i0_c)UNn4SxktQ?pmsh~}D_{IPsD@ti9+;)RW=JwWw)6Cv zh6w=_$_x3OSDgBLWWW|bFlagKjfuw8>ZpBuKcG*Et0m*K3_ISR?c(#D7Y*fgI{G|rSz~cC*nBxg<6Uv@OBFHZSqCDh1IRD(gN z0hbRn2>`?7_*ks2IluZuWkj z42?ARlJnvm*f3$E*W<=QH&y8Cad%tR=%EVb)nP))@=8}E{z`nE?^+r|Akpt!DxAZ3 zuc{03+jOGInv0nurq{ zx=J9??$tB{IAsKYO0mks>-!iKmaW0aguES1CB%sk4DCM^nCm7rF*^bMa2HD@CVItp ze{&pR_0CB9j;F;*9%EDU@Nl<&0s8^?*LCYAEVT2Xo=!u5%WQg=nBIQAarB*C?6S9R zvF>))6m9nbk8i!`X72!^PEut6+eORMNX7$3Tsux1+Go@l+%te5LI*%{hj+KHdx(z! z#E~F7=XXBOGDmtwI3+W9{5`18$jATaf1)lT6xn} zgp`FW^Qj0SUlYgWaY!Ox@6nll?-P!1wTG$}caLI<-AZWM;ChC_sf}IlI856^NjL_~ zVN0JHE1R3+&Zm{g8iV_cmQG8lx~`cf*Q;GI{cw7Ji!{v>xi2^Tpm4Egg+L1w9>u7O zG`&TVnJ51~>+sN?$sWnrO9qbOo-%AyT55!9*%&A!Icq-P{8ws`kXc6h!JRv4Kp-aM*!Vle?ImYISI;})$Tl3& z3)9S~UQDd5)K_zbDmj$^av1@X#X2Ccp6PbOE3~1hi58=th$Qoga$W&})+O%uZf%^F z=^KZY+@3!=MLQxC0wJ@Of50XYut#6@%bMK=pH3LCle@NoAqjE>HCPAK%f|r39sU4a z$B+v=MZjZ_w1lS-DaM+-_~o_2?W+o-5J3}lO{nT0OLsL_Q-W&+ALjUG->uTV4?B9?-1N}k#1dv*MuUG zJC$hD5Lt3a3P6Thx5INQh4!1cgwLidmH_HB(gCTgc0%6_V2R><<>h)+Gs}K{H{lJR z9uz(vK$Br{t!qai3sd5qro(RLr0YFt0?0=mj?D8CliMeiD&eaiz3`z0QGYvN^4FA; z(SAN~EIQUs&WuiDMQTeYqbl)gG^VzF2{dM#1@Gb>O=0E(sD*x48G|lwRxG|%>RuSW zGW?uFXs5ChMxdt&M%AD#vU%6jsL%S!^H4W*<5LO;Sdfg+oJvjbsTNg~LPJDH`O+3lD zeEm7lTwz^sd(eY-jcSwX!>h`+{0Yt{Lnes%q1b{&ZWEm8cu=>HgLV{0IEXVw=0jvI zPxw$U4O=P}-y8=fIX?$mR-C`ohdyZl!o4F%ZUUEhP3SQU06nc{WE$?zK;-^q@5{Ei z^H1vxC!*vkgQSJ|&g+X-Clr}?hVJqgKU@Ow2LYCl6~fMr)` zxBG7sfo!l$seiyhJL)xvHmO{G!1|N(UaK@E9@j*wbPq8PLzlzFJ;2$M094V}3*i@E z87knjo(J6r0C@X&?J-aDdB0s@7EyWg*$jV7-Q`+FubvaD{E+mw7U&@2fa3}bWhNY( zf^@I>d>&19pqw^ooKOf~JkhVW`Tp*jb0K<3-V+x(O*lFggmofzu^4(GfEc%GV&OMY zDM5I7cD?JEM5q$LeOKJ+|SJ{4;`x*cQ-u<91vmTYzkD0HJbseVf#X zf`a)I$R&+HkBCvvX=qL083rvtn>ckgic89)&JoS!UG^}#-XRFcKP>WyOO~KWyGtd$ zJqMXCI1O+3hWC_N#7FitLzEil*4wiSP=ezMg0+PYc1W)B3@X&Co1Nxb6<;r3a=e24 ztGfS<)1a9CJYj_uRUFTPg8!;t!VnF_pxxoR663q{lLrL zzfD$VQ)&|S8T{#b;c`L(GX6w_%}SQ`Q?D*j$MoYMu5|a`ss@rOeyu_wDD=!ZG*8*k zVVturtpNi(Pb2%R%ot<)@E%RK-uz}?aV3?X4eRj{d(mVg*ur{ayKlvE2uNA5>5LI& z6xVao%b1`vES+As481eJM)cM5h^JL^B+C|2GFzb~JH4cs)7Zi^Ea*nzafOQMEOcJc ziMiC`@l0E~o79Zo+0LgpFMH&j#mTgw^m3C}2#Snr&tiKhnV5MOatAx5X~YtVb@nbW zw$0jt!O4W7#c5B5wn3kAZdMr%z39ra{EzxMY0~XZGF@|)d8r-42B)Y@yNag(*-8** z?jiEivJB~%^jC?$>Yen@*KbcfOHWNLtJA+MSLVsGZ@0rgs2uGh$+TqF#ErMXyPYDT zhltV!D}b{E?BIvRG;Mw1A5#0fk=x2dbz9+Dl|cugR8kvDk^{pSRF-WKwIR?a`5wPq zT5rwcAdBsfI9YSvR?ClB6K;!~&vAvv`R+AaK5ZjK|A$beQXe4cVV;SYKT5f@zpU}XFx@x}c4GPF z(SR*2z+Ws{5>E}LKjtZTKQ;y9P|(7I7QFOfeiYLrkWxP>s2!qK9veY=tYWGeYe0c5 zBaS3#C}jtTe6pd3-~?bbEk}E%Sj*tv<-@;-IKa}ln&d_gbwC2k4!l|71mKI_4>r`% z({`m6HKWQx(rxBhw7f@jltDL#{Fyz(Ev)W6ehnM^D5DqkQ|8eZh6awf(1PN>-N$HK zJV~x#N0R2;!9V9@y3iQSy(eYJoCr*wSw=ElC`L1Alg*1V}JA{(RJ zxR&O6oa|D-prs?|{tj$5%X2k0?pc119&>YT2RMy=h40pK+KNa4x9IT(3x|R<;a{5< zAs^3^2wIS*jU|(#oJp_;z4C^NtX0?0C@C(eOjc$|FT}9 zTTuH~x^OZPvJ680Nz{SPXTXzO9TL)a{A1<;W9`)-FfTO!;oyb;{BMThzuJoamrgR^ z9zGJph*4Jq9QD6&SyTSy$H!vIw6eIzSZl_q+3O}JwG~BDV@FR^p~sM?>u^v1VQ`=m z|KalkX%$+Oo9)Z#IP8@PO}rkG`CnR>@c>=?QLZrv8R%%{|FMq#U(@)%UO@mh<J?{uTI2%h`PL$ zL^(y5-RET-;E?1iu|L~qniR%&4m>Ke&dEROGeQY-n%o#&KAz9Ph5EkWKzbP4qRre7 zk>mx#Kj(+NU+Bp73VnETc_2L|g#f+CFn0=)j0Qt$o9&jT{i=>0uuR)qzSDQk09I;y zz5FwO8Pl}lO@NMRieL0eo}=-XZjl?86_k)-I|BRb+{?7|9^TT`0I)I z2LiEtd%p08;PXK(*cm|;2>nCb49FNOm!p`&+e1+!9;fKS9^x+z%`l9$5m_p%2kqs> zPW4a+sY5B`>U^I{Ti5LMYCtl*5;|4DiJH$&Rc}X0MGNVJl=njTdYvEm@=|zDk?V(M zsSB6n(flV?VDl^Z+o*d4aBL_5?dRJAAi#~d-uue_3gU`XH zXlhNS6M8nW2ekl3rxac#u$D^eyFW$*G)Vogr`7`+BsUVx-U7`Rk#eS2&V;f7o>Jw} zH|BbD8GpM6G44`3Di!8~N4D6J1_-e`cxN5)!!b#cLPh|5fW#SS`vD-|?&%u_l!=re z67d}%@Wza0`(hizy9;<@oUg`+$bd%J|4kzRe-aLafH>wKHdf-ruswe8=!B&_Xc|s7 zM{S}^yDFh0G^VJP;Nk~B>|ow+|Mi2)6eL2#xm+ui@&HA+erK(hy3h-{Jw?QsX;YmC zutrL-6M&UslIP^|!{kT50KQxI-x^2Fqfj2nZXw_tE1KnVA3?kA&Quk|b`Wrx+uohi zM3Cc^H!Mf-)1eZKheAL+fFSiCLhOb{_^6L|sbM7!<3Y5#F!!cejRXdb7(kCz~C7mh@?Gm)FJ!n2v zHF0FEKKoXK(S1cFSJT`dw1T7Gimg~2t~%9W)2u)keATUh%qPt{;X%k zCQR8&?x9GYPHT>=%lW*lAa)W_;>_4DD+G|t84(1YmY7KE&N|iq>Hww^Q$?n?0%~}(w_4hf zInw@PYm#94C!EpgLrV(GWdtuzw|I;e@I%TAJNp@O z$Xm(N>*C=Mf#(1OVWBurkNT+~mYtMsqN3&M2|`lyVB5ye=j>R$lzxut(#mnTO-~}WbFeyPm8hUjGeL*07jd@+$oXRP7lsW1w%<)pMt84Yv+C?R zoxS+dYPi1A8y|o90+W>;K$STaX0X%J~!*dL%)A#M6}#UI4Yp`+U;O5FFU z++F9k3oQYi0HP@hJbjjN%_hG@8yxa66i1YQjfqbfTGaz_AT;tn>^2(|SdY=T(yK;$ zY3-oG0W+7PRDVwPXm*trpuHh1vpX=99$nJKqWm~?7DRE_3!NRsVMJ)RP>Oh}O}6jH z=MndcS1vwxW$~T8IrqJEE~5+GF9%4pjq_w}S;NnlH{6yMEW}(6q0Fay5Tcx*!3R4c z-Eod#lDlEO*q;yha&ufBF?qJK67~qcgCWNskD>TLZzpO&Hv871hj$@gkvs1`Ip}vo z|2YLn0rWc35DQ19t>+a7oJrAT)$!-#J+XvU2eHZcbI~97IWNlfFy5z?T)3wl8QhC_ zKZBm@eaD@so|27kEDShXeiJ{#KXlYc{WK~FkVGDPUQhDdOw{VXioX$Wmlf0!jo#9| zHAK9SjZnHr9`hcjn$hA9A3WIy&f&bAvM(tkrHaw5B5gC{ly!d%%>I^!XSHSON))3< zjjj(+CI9an_zz%&QG`U+#_5V5J0W&((}-$A`I2or@q@Fz@?h7Bb=G96=WCf;(mfO$u-G; zcj#;2-v7ApyO?a@yj{Bef(vGMWhJX`AO>rV>PgjTrX_UPGVqWdl;SM@ji zt%cw%AFTwiOZ#BjbNhF}qhBFYklfRLnDSh)gwJ!-$gpA56HWu$u0@2R?GCVz#_uzj zOL0ehx7uDeAj-eNn!}f6_cG9AwPAaYA%beH?ZsJofYX>tdx=sgd zV&}vH9XSv+`zKkAv9Yd^7PJ(fnd#vrRrH^0^v+azTVZv!t|e7e6BnC*A*>|N$5v{o zGvPvkf(C$9gxJjb{`NdRkwUa9EP$0@;C2|AZTBS$ILF{tN9urksQW-Ju+ti&UVx;6 zhjJq*Nsp5+es>+xxV_(^y1$Uk91MCmQt?2F3;_F(63&SIblb)&3^w?sH0Je#9@!{q)%lAjUj#WlaOAc{3%-ttLP${Q4tABEkx6zn)zGGLF=)3Eq zjgM(nZsbALzz5TY=Q%pQ%|xA_^+fbyYBA6uB?w9L_BVS_Bp|!o1SuqhP@ z_Iazgq~|m|7^dCjynXStjnPZ?uj5cJeyAD$c77#{Spf6LZ!8+*(dUti2@TJ)6`s!m z@GBWUChIq;wZK~xIHyCb-TfSW7hZ!C5gC`W&;H438-U*v-kTiNhW}Jo5(bF3>^b|E zvWHkWeX?-G;Q`*@Q3h(z@<<=2lm;462LDR}>OW!if6L4Lr(6EhE&n9Q|AS5ax4MD< zbj$zVZs9?KDy4HX`2)P58E`Ii34kBaO@eN{Ky21I0cQ`g9ggoT)nRGY>2{xC!eW5x zLVU%S-DJ*?|JN6<=!z_WaPBnp_(Aw^(wU>VCOG>Jit#zV$z%B{2B{P)*)G08!rogzuCbfxwY&i2s8!qVhpA^gG3Xjis^; zK@IYL1qkZV9~2!v564c)T$&&~@l;f1sMK5IB|00k^)6Gk`LWCQ;15?=AU{A<(+T)W zB-sIH(-(ok#j^2~X279e_`U&fHWX&c^Sb!zR&nzlz!fO|MsTrYDs{5{`<)4PXE+u{ zyzr5n^Y60^5Qx_P;eP=<06wq_;oFl@GvIVK7Am=`IF#E~RoAhqI}ax1ClgOe!S;3M z^8>yDHCoPF0{6K-lM2)}@*1xMj-E#FOd4{j;ibM@j%0x8f;HO+$V~3UM+LV_@p-3A zLo2^MDe1D+I$Hb00w6=Ve*->929E${pjxtB?MwVaYT@buKsnuL${HMb?GKWvi{qSo z@?2{G`-x7Z32%i)eO(GC>j3CSG6|c9)8w+0zLt5bfDaFS04WXtut?@$#v)#1*&&kB z2sn>y1{gh(y2tIEo^{%4vxWiSdi{T>crdB>oDDBllU2-X;7xga3;tZ>ffq};K+LAs z1!uR*Qvi-$!+j+l{Q7}MFx1Em{NPTGS>QhhP(2*?jT1SWN_9ah#ibEkiQ(#aKx2R- z$Qe))*k>s+__JRx76O(4cQ@)%_Thvc5?!!^J|AGi)W7x7?Dx1Msds^c17?Z;7kh6V zR^_^`eUpj^B8o616$DYFq+11tN($0QOSec#S@Zxz0To14B%~XpJES`X9fEX7*LOY4 zwf9>4-Fy1({e9m)b{zA+HP>X0c*gzQ&wZWO?>w)Yl=Wo^-+Fp_mdiaiM|~=fU3`DC z8%)_tg~NLsh^%M#7USCq7}?oFgbIG2BcJ7-oS|v0YNZ|dH60UNGj&!ehLqjve)1X_ zh!^DK35eW;_(~C$D_GLas!1!;-F5eP`YS5$G%?q862O-&U-ajiFYo93jZRp6I9921 zU|KMNx@x<;6rg?7`)uTeX@S9?UwclF<%zDTcFfdIG9luHc1+8}LzA80vbxfk?u?ba z+cP&xJ@yP9jc#fZQ)URFURx+oUbtSnnWfO|fro zz3Y1ws!8nJ-v;{jE7xR|H-L*Hfo1M_C`~n#Hpd0~tY);F53&0^@0P}1F#Q?a_KM>o zru*D>zM>i|DDJk~ddfjgN6-@c%far?L$n3+1|79%FOSOrWhp>*i`Gu+eQpa?1$^E! z(T2SXpsAAW?QBFRUtXMA1`J3Tsq;s%!~2eIo*fhO^){^glIpJmLJbk<<#n`y#05Xe z^$Vf+T3VJFVE;lOkARQdSX=ldPQV-J?uPZNva{??B`t0Gl2sfXFMXTrqP5>)GWxAj zvw@S=*mRO=^>lTHj^{xKC0Rzz!{c5?l=DM~T3;sN!8^hrIao$Ml+z`#_}JO9)V(xB zt3Egsp%LRyk8&8y>5H@YSA{MFzGyk0m0j=CHPzZ_HeBj9+?IE+o>xjL=}mHsg9+_6 zt?}BIY!@yaEkcECCQ+i!<3Yv*;)TsRy&91{7hNIy%&rcx{0y#S)3)rqKUmf-a5o_Exymn zew?s;n#Idc*JE&Ow)g1HOe0MX&wg9TLpqDquQ+X1Zk7f7?_08dK28bu>~d~4c~N(n zNd|bY90jh=9YzDY01Nrm_uLm9-Wl4!nc72O=tj z;RG33;Y=`}f=-0zg!zileF*z7@JQZetG(&n?oGx(?*Y!)+E8jWawZPSbG|RBj&+d4 zgvd6X>~q9gQI(dl3zt_{eGWPRvSmzpPhxkJto|?=C$$Dvx*uk4)&V&AGi40{w!va{jPMdKF_C% zx|*(*L|3U@Iedb%Xw5FbO32M;Uw^hs#3_jU_364je9JJy&av3mbcLnCnyHte&(w5W zn9&XJeL9qrZ~cgln^hZ+e%c1|!Sqo~{_Q7Z-B%c+eSdC9dE=b5W~yM9V(pQv1JRmR$9=7f zNGdr~&J+`tbLWB)emW6%G`O|NKdRT7g6#}bDc)i3RmQ3!dstq-@NAUEx4hFo*)8-W z#k+l1@DL^lHd$jw`rK=Yp&JL@I84_nUVYEU$+w|qQ^+D-2mAIO7sOfATUehYWaRcI z6TFL%lr`_u0=Y7yJObZlv~JU4t;-e*hOM%sNH zFEjt^T(&iwH@JU$-gq(kUJ3Tz=e?ctmlb=OTAuobnCS7wD!OLuX2T?G>P++t6TAs*>ebtul@ld;H6H@m;qk z9AbVC2KjOh3Jf_jod}2m9vcp!$C^F}<^9l$odK>#aA<5CA&+KBcz4EZE^B;?Fl|?o zVdp#hP*DG~EJ?W-1a)vP61`<~!h6||gwI?!R%b4g?JEhegxYV8PaqR{^E?ljFqNH> z$^S-rS05F~dcv>EhEgEH>e%PGJ*nq!>E$Qts2+h-5&Z2abY_kt z;bIWQrL(y?9$X2ID@iEtDi9U|35wzxc3WlkxBY~eN<`N>?~Q^I5w!D`*Gvhzc!U*5 z3y*)mwlclyl*|jnr{yyIM%UwP4d(1=dgw?l!N2!vi@9}6UH{-PuFiEnrxJ-SLqr@R z_4>&8%yV4QUcU!p5s}DwGEA)kaWc`nEtMZe^+C)V+7#g>Dshj}o;*TIO+g7|P`y9S zwW1^W-{y0%6`RZBhA+GWd=eCb>BTC5r=>wE?DT%~B<2t%Jz|`~)n*ZVsP0YzvZwgt2WMZoBGGwZccVnep%X$AFY_66Hee-HZ;%@? zQdb*-{N^Vl9fJ<^SNsBvbC&R6;B#;U$!|t<%jtz)X8ChGQJ5AJAtJ|k8@E?pgZ)La*Lgh9(BtF|qt7%5Ktw)tj_Pm0lV-?!42RLjm(vS=b}@7) z;_XXEygGns@bW(`ii2hx-+K@Rxov)i-jhEDky|>Lb9_DMnSAxxgPI%5WOTyX z1;2-pY{`+Kf`=<>hekVi@pM3`5O*Ix%Qvm|!k;z6r9*qt%P2+NuB8JBgLs7Y4L99% z%*}ZU5D7>9=qyNk0sA>?sK>hBh}CPqJDqE@TM+=v{;d0zjk(bLUgc?AcCP9K@ zzC@CT!E&I1FqEbXk+e~-_~Jw#JIzv+&;qYci~5Yj``|U7u0m*AR0m+W?y$(Ivg`z0j zWVf@NS&diOJw6^dE+&oIY;5DjR60&GU;? zGvs-&hg#0~lsdfoLx4L|>QNnknNQtGDssh(pB0|8LAiF?8Z<(|2OG5#``kBP7yBF! zKDtv3jY=>A@Ql?7n49eYX2tjd*MNkuzs3WH-TT)9z)M70AgQWgY#pitPNFPzFtj&M1g`#0b8^8*gNcTd=`sXPH9f=Lops1iUZUPvP51VBTXsRZ4vOs zb31WIZNxR8{z_x7)ld6g6uTzMWvP5G7dDN*H>-P;Pr)Zjny~Sf_;c;GLetB!=5=rCOU*6y zbA`9Q+Y-FaCqQ@LpeLGe^pm}+?moA=UqrN1hEG;?*7o9i+Zz;A&a?iyXdH6C#S151 z&EBl~6wCSJsID8QsIsW26-f-~eREs|xesxoo zD83g?C~!Bffxg9$e*V_MnC4?eGT;6wx$SZ?kCVEU>69J2^~}PMU}u2$x!9)^rwO78 zX_(N6PXl%J!EKCmS83e-!Tp2@-Rw}qUp=M!Dne*4z3IxkOrP#dqPldii|@BMG@ryw zqCz_22aYfdb>+QkIX~=|Omi!UywYqlp~(k6>PpTeN@FD_xO>Muwvd*|V;M$y z#n^x&Yc}pKCm?*Pkok6phM9KA(pe=-YgJ9qP~3Xhp8CYk*F^yV+7m(f+Xv)bL9S-BFs<3YLL8GIFX?92iL z*>O{O>2rPNck|t1{Bd20FRQlBb;R-fg4X_KRld4$$bjNmv%3v zJHpc+EW~$_Y8p#@;~MGR@*4rkZgRc*TEp9_dUYgR22Z8p-g-bp@2Edps_!>+vd3Q3 zqT9t(J-J^#msUvL+1YD!pBDxo((nVhfY+p;6egdU=wlUL5G-0bQI@s~>&GnZRyDeB zW$M=aqonh1R*b+i;F3$7M(yL7)*YETl94P>6>&-G#oOwtyJyP`1VWh;AHk{18&(qA z4{}_^#%)HSKsTbHO8;IFSo0INPrrH?qv`z}6*RsE8}|bY3fCz4R#h*%z(*rgp#Jk* zOVDxneyihDy;<-jXJRDEU}fqkh{V2aLgGe!5af*Irv0b%tIQUsGg8SdPQ3J#l5Yi@ zAvKd+QgWvB5rHD_oR=IxC6SRryR)pOF>iPcH_I&>mlm5-E;s4*u z;^@e=T@Ssg@T7Hlg@QX~HD?RFG>ku-Z){D`dTl~o%F1Q#7OZLU32_Z|hnhD|9r9ND zM1OM@_4k#Ve)}+3`FXYJ-G@i7l@h+u-TIpYs-OH?g!4>Ex_@4wa3z0SyG zF87IFloR}5r%}f+?QAz<6aRR*oRxWdQRL;sALr&$JyoVj_&@y#&%05Ng{94y|){znT*!!&g>GaoeG70i#+@@Q0N7 zn|hrQH>{j>z>&qm1!b$+3uzTLJtV`zd=fk5jQBv@e_2{_!j+~luUv(liT7zp8EY}4 zGK82S?iUrdVewiX5c=n1Oe|c<;fmg+`9KBMz+)H!^v^S&l)9k2xXhKPxwS6z0WrKV zh-qO1$`bgz`j?8pDki6QflE4#C@fL63~`Wlea~xIMx0_h(|!Fq1n87Yo!(P$=}iB+ zbpNqSH}H&{ikM-AO2_$p5%}))kx+lA>xlrcws;G?YbEIXXON@MCL+yzt^|#R5=m^~ zf;JjLS0Ez*()vgnmZypL-b%?oIcpG0=D)qJs+m#lduu)VyPM0S zh?xgTNgXlRLKGQ9Pca7So`??)eT$sQgCivqZWGj zAb&Qs@J6(_d&LQnxkFR|hc!bC5rp=47RdmwuvfP&CqyzUXmJta$tdVEC!#&~U63^S zN(ImDj@CSzVg8$eu*!`t{{FK}gLXoS#LB;T4;j-Eb9uua2;CC+ z52zs+3t$ZdjMprS79m!I=roHg5m--*djYmSgoO~>ls732r8PvdAfYEOn1V&G0&Ff! z{%VXSeiQ_r%i+J<7G%j#dlE2=@ z&yhRgvsq1qE{4TBp{-YDjyV_Q>X(t%>w5CcT`B)(C+`wm_s_7mSuMJg--U&SCfj+qNa$Dl zpW(OYzCt7RINJ&&nB01nNOf>}seY}d;|vnmpXu*Tb9EK5s5>{?|J7*0gL*wu#3?mP zH(ov}Ss_}y*`rgyYU}QkIBJo0{vbM$ZhlxSv+c0~e3rdj3=$td49Dg%xKq!Yg6x>A zm1nJz8?$ylmHJ>8W%%P=!(9j(Mr1A z-Qk11XoM#}@$5%a

o;=xtVk)O?x1R&+s`#xOfnT-X#XG0agg%?SF>)Eu~wQbc^v zADXC&pc&px4;HzjN>9jfa^gT;Q-aNcZ4&15@Fw??y%B##35Vt7dt~Q;;q2hV?Y<%L&-Llc*gMeUNb%lQI92i=1 z;TG%bhL3ga6U0Icf??loydK3RygeQBd~fnJh3Y=erxluWPtqqG;B#X^t1|_Z;%g6m z40yA!pkFKn$d-&+h19E? zudpj@cwFqn3kKP@T;&eQB(cXZD~9^pk(?!)6$w7Dj=vt4QIGl*wYyu${+lHk&f*6O;#*(v&+8Edx54%`K6W1G6EG?5Cjjo7?MiwRVDe7T?lXQ2 zITISCmkrtc$)_-NujBR0d^ckg`4>h(%6;TXvbYt9CQ>)J!Z0H`o18_P09WKem>u7K zQNgw!eXnKnd!g>nH;>1=s4QO^mxwkQ7mwDO`ZC>``IWRkAtuMNpVg_9bcbELp!12A zXj&)FjE^XK>nbyu<#8&GNApZiuthHRRBzs;=_-0IQtq&8X4iF9uFqq&8p7F)N<;ne z=fPAoO`1{n4Ts6w2p&f+uE70hi?+e$yYTFbh||IxF=^@;1jDzUc@Hx&s+VX}VDIC1 zS$R+hn%W%fvpH;OMeQyaoWvC@{L{QB`WlJeBgni68>ZW37zL~68IbIINTx5BD*EE$ zE`&L=;N{P-p*|h|NaS^TqbuKT{IW=w(D66@1B5aSG8z~6hqLYQX9wcmLF!%06C)dm z4|iwng_`a432c|M?~&o&x4e|!6nwJ*n`YJ#m&zWt*Pbz)Y1Ci|55DG*8}IEn%6!jf zfRs5*$*D7EtakFg94&bi2dQ9&RMj!^VzRefJQxiN9^*z^31rHTQ&!6pmVx@oJfL{G zqGaaC^?p?{?5FQ8j2wu%<4Ww>aeCnUpOY6=0N+`FHe^h3bo*7@XE=WK@yVEHgT9JC z`*V_9+cm-{6-qaBU0Jr1EVR-bw6GbjzZ`8t^M<|mD6goG%+Js8|^{sbA26Ra~7<;bolL_!PI=;L7^qV0>ik1i*|ki zK1kl9H;&RhdKsyWzPUl;HT5BZ$w=p%&*VoIE}u<9Hk^j$O=W7%27hbfONF zxa)Px@8>pwF+O@%CCBcBCxyD{kd0eyYa8f?`XJ*5JxgP9$5Cc5%!V;TDrXHJsZqGO z_pmu|Z5C*`imWcNKcsV$YrPotH9EEQa{8LXwdfof-2RLGmssMKF31+fqhk7vV)6^i zJ*rTOWCB=Ao{cA8)k_7t{IQFM7mhF4pHT!^Qo3JZ>%tPpyx?}HH7eyuXA@--P()tKLvs@vDj zA8%XU14s1YzyS$%cSf!BvQ|P!HQh4H@v4MpG)=GctT(1&N*Lpw5@ z6O~4dClQ(XeG<9Nsg4!D06jxNAG7^3^6Oucr^;n78E0gWaZ-%uHKJD~#TTmhHgD-s z_%p+q#*6vJ*W@!xNTQs@I zFu&2G*of&~_jsyk3iGzgSg(*v8>Kv1gd#?RExK{7XpaD0KYjL1KpCt2C&u;Tm>Y+c zQ@RvuSPotZR8B@IZdZF&*H5FEV@&RI;Kc}f`S-$`9+qnrr#>ln6K^6hcR4Hd_gk?GodaGngSwMqTl;9eP@A2} zy#;qSCp`)uTPR+S6512$?l{r=KdaCYIgi{x@!-;QuMV z#(&#o^4ACZUvtO*^;7=0{V6A?F|1dv)wRdUSoLKZt%I9`dN?C2JX{mPQIg>tx^VDi zPj&zOWW$?6dueIu2P&6Ge9JOx7{X4M;!5i}|x>={Eu<;$uUfpn$1@hNKu$JIO(rd7XTxD9;pvM6%(L zUt8cfZ*J9}ZKvr5Z8Uz5U1y{w!=UkSd)>-uxb&V_LGDT}M8|1Boqk_u;mN-`#>_(@ z{C^%}+S)jDih4mIx?TuV0j(g%CG#o%(S9g!4d$_Vc_6h=4+sve< z0#Q`DZW&n5iI7`IcGQ?Jcy%3w4KIQMCjuoT5^}LpPPtb5}!Q|u{!_sf|Q`GCTy%{ku^|My&QD}7Q z%QwSHx{Do7$xqs#Qp3E&rN7|fe8utA9rvz>R=d_V65A!ngCDXsQb2jh)RnGT(u0KP zi+vCkIsZzA!){L?M$t~|&V%Hf_B?R!)i+BVxa|PipuKx?=p*5A%HE0k*MrGdy;~q; zRfI~axSCQcf4H11ipL}fv2CqGW_T|GHz6`qvRayswS98nj5R^Md&}RxneMrtK@k=%{sOgITREPPS^Vik`@5oqgPO(|t`~-*6 z;nexL4Ik2M(uc%oS@m<_VD=}9H~|OBXlhw3TI{{BL*goC_1qniOI+W5NQ?J;V`J%& zIg&`=Z=J`bcVs%wh=c>|P(2xnT(s#fm4XEPs;N5`P)-D}8}y5N%8oMdn!coil;vE= zt0_d&3QPe0W)191t~OBc)~tb>F)LW46bqKv&yNiAzIDt-S%tJtxbMbqdDoyRk~i~6Y;{Ut4u9BX z8;K`GocLPqR~jrjPVg1;I}!vX_>deUvbIPx&7ErS==&LH@1?PbIaf~g4L3%2Z$_== zCG~hRBoHOqJCUnZkr{}^07TY;3bq<5`o=Ba3$s0|%6;>X7om5ruXx1ZNWLfVIo%kT zfK=Jf^S687wW4Ck=u3i2?wg-BUj22NJw$KoIf2bM-`-sJ*I2p|NzU2cf}ar|3c7=9 zJrKoZy|UrSaowmHO@RjL!6%E#%am;#?ba*l)90N6uXdEbV;h;jB}g>SD$`nLANk?z zbg7*i37v3fir3rYTn62!^hyfX8chX>y+;C9ei&7BZNjZvaGs|~ir{{hDHGugDDsa2 zM07xgSfGuYc{A*L+#rz2IAxT3`=^4Zrias#r!Yy){8r4!cHrVN<=!~MK|1*PY6*4O zYNiWOF+D6C`{FgzuJuKa9M-dJpwRy@x)sPhcD}3@wfyoED#q=MO8-R$!>U#ZZZvU8 zb1*FWCz=d~1hkjXSLkTAM`j1AQBig^XRYH%EJ*iurzD(`?z{SZoPiEQ-#&<~g(?|o z1v8hikV7%pk8TuZTJRaM@*eh;xLi62jy0%}Z`6*xY?RlEN?}BupMzWahwm!f#t*aF zcW3XYUMwwmL_&I1A+a%TDXYE2NL5n|FJ^xbi;eas$xIEIVzr@J$H$~ID14QbJ&BrZ z@Gmi(9DR9I#yGZZ{i|V<4_)ydhygUNE?mNZ;H;i@YntPEmLRb+$3t~(6DXlv%YL!U zjC>~CPROGQKaMGZx}6R+T0MGjWx^RGDju&%{Zl!I6pceVJI+N?V+O5*&@DUcjheMz|rt^q63X8xO|@~^J+ zO+AYEyW~4i*dI1%|700J&-(q1n{!ksufwkJpM6^bv>ox84ESJ&t>`~Hp8khE*enx@ z{lGDneRp_eI?6sw_erk7BypsKQ;=K)SGP`dcGa)cY)0ZPO;N)1HO`Q(!uIaZ=gn=+ z5IMp8+?b|l*WnFAPJq5NeV?Ixy5r~Se7OKiKPVP#mozn%(sKjD`&d#a`xAb$5un2; z5(jmOFy?vgs#6PyHm6CKV?NA{=ueiGOkC2}r?!dEOf1crGW7IDJU=*6znDI6f97Ce zn7iQ}%kQXqT~GPWr~W;!vIIx0iNiuOa<#h@lh*0RLEigb!;cq30inBIpNTOPhW}H4 zkpH$T<*yG0y6%7I-a5QuF?nDL=(c8TQS$r9{q^Wq%3EMoJ~JNs0x#hE z8-4k|ZZG<4h5f%;VSnB#_;>!4GqflefHWk&IfCyB1yYJpLwI+djV=t)m`}FoNtF*c z!=~C>3CL_usVv>3)VcYm`tp%HaXrvsM?zwOAi`0B=YJai`!d+j=eSN0Bkvk$z{ zlddm$REf3}YBo*aQj#5JyZ^oK2*5ozaTB-=3?bPNgDdUq2TZ~$4hHF<<}n1f14?3w z)M|WI{hcmBPZHbPm9Q{GehzBI48#U3U#hYIPv=ac-<(Bez|?h}BtQ(RuV#E+&wV%O z?X@JUB&l{6I@ugW;~ybO2fYc7wd(>-w3Wud{Jx%tAhqrUMW!9Ff6RkOmD{7^+C-WY z1!|79dI~Tg|1N=o9>dCI|D)0F8km@RdckcpYVZP~8?*`@eO;UBYIxcPGg^#~Q(j3& zrcg9Ppy1c|{tvDTW-!6so|+xxos#Vtw!&ZSGV_qykPUsj4u})T`&@(wQoX-DevzS} zF`Wewko|;O<7+}oW%z?9`=Cv0;~XT4T7&*5i^2y>pmxHJ7nMNfsTJ5&vVjN@4kRi& z@&za6kWCRBBSO*%EWrlk+mYUmoT&VMbE0DI(UZDQ&V``V)YrQjS@9o42-qy(OaUap zfgi)6UC;};jHbY7Bn8q4G+UQ!8Drt=C)fsq;hkF6icv8B*=7*ZS=`*|l#h6TVeBS zI_;j^YHQgAuVC@*I$?*I2^JPE!>rWsN#*MMGVgYR9A-MdrtTU3U>_x@ZZ6W6k%-aJ z4SyMe01jP}##*N(lODg74*|gjEI~Ai*RF5am9X4w=zsuMS-jhy`h<7CRe%*5g zZE@gA_6a)SUYPxE(qpR-$)9ox#Vr|V2s3Q0sZ8DB=j~I~vQqh(y2Q&(Qk%^C@lcm} zggJP2;(3Mi+$pXJ0Wvfsu)IN{9~~jnpf}_ey+(Zb^z#;DY*?^ozBJcm_DkwL{LHx~ zElM;3uCb&CcptB1HJ6(Wi%w!D3R4gWlswB-Dwm0x;NSV8>?f;>$9t0jlt4l&{l?zSa|>+U{}!F7Z}>9gHrhWl3jGU(O0GUZd}! zD$m-|^(zOG`3CCmJR!#&f*hdq5T;uNXYF*JOaM28=d6x4>WG{b8 zp&00-CiKtU_m zJd3sRh^3F`rqRziX8 zh(7-f(X01DOtwhV$SYm*#XVt+d>;g1F9?SfXuhP{xB2ES?ivE+z)hF4B|Dx{Xt~ch zSFwET8PyFHF>lPbau^pqsTizbLK+csECsRv9;H-`A)-IFO6yZ?YV8Y)Tr4 zt~o*dKs1K;d*jH1<&FZ)ppMqG+zCHAGm#9YsLT2UnTA#w^1JSO62g`vlnE&fWc|zL zUt9@paH1luxn&il~dw)&o@Y<)Mdg;+rd-8|$*r!T z$eJ5X9gBNC^d1&UVFk454o)|q2@{+MCUZq zk=<3vY3seKZe|OL>TP^ErvbZLd&f$G3@{v?6VF*|5;F7fxn?K>_cuo@3^1xv=QW1e zeuO0zM!Og0EIGXDxvMjL2}k6lVQA8b1-1G83eoCQ8+Yvt zrI|ilSmy?x4=Rm7|2}2#$>Z1Q9Xb`8*{W=*7apuI^81~AKwuUPsu!-HN)g(@j0|1H zO|DCTu`4bRCEzv~yHYqYs+dH3WF@P8eQ2pr!>sac7<$P;j4{ST(XCBG@`y%{JjB5k z0zozxK9zVRhG8)`BPv~Yc*b9MY{&E^F4NfL_ZI0SL6WFVuP}WB;!PhxxgG`Cc3Ga4 z^^Qk-mJg0%Y>VDQX7<**F!Xs`abMSww6P;2_aSl0T97nP;@%`A#`ZfK5$RQtO-*LP zQ|c{EQf&E%3ZtkTw_^jZYx7sZPSs`2BxwL5R0zFnXUk z6E@@2e{2;LWPF#o`dP@GZ4}_?62(D8R z7^F|Tx3fM!*iY~L2JlY_fw>xz_y6}7k$*;B-cu!c(x(c;%eaZl!2i+fXQFJHiRQsv zU)G=#N%YoP0cZcWO{$h8kZE(p@i(=@8{uPUI|<==q?x1tn`X}62$CK(u7b^ICbcc; zlkmq0zUE)Yx9b z`saVdPbqx@s?{@;MBP+HWQW?s&kPN@~Et(S5@9O?W~?5}jv9t&-K1-m;>73~VT;<6B>E>TWZ zW6u?lAyP_=`Gl18luxfE3aaT*5QA=a0&~MiEy{d2({Jx*!u4G3MF&;)GHMStE=|dD z^U+ZR4ePowo?OF@Fl?%l$pk0JQOxHIs;>a*#`v4<WVx>$;lfKmp88nORZ>80xhV=U!uUdmSVfVvVoAQp1I>ef1rb$Z}fN_W|Vh8l=vYkfg|g4f{wQ8t}~(p z(MWg{-LrwRBM0%CfJhN@b+HA?bYqx0^a?&)BRCqg;Wna6fy%mh6`2q%M0O9jf_W2( zop(_BXR)#oVQwHaE4^7f0Vt90OLq^s#pwBb!^21WdIK}6>4O*+0vQP7PcF3sU40ad zQx9)72gF7;7_PdJ-ZhQzqXhi;IJwAz^I3-m3fDPqi?+{R^XZi*)}J%%mOUjWT!0LY z42Wp$A#Fg!6Mm=?EV>fAsI>qHmIhzP+HDbLE@`dN-N{8{i`ciUrE`V7C^JKsqdY;_ zjFRL2^vJY8=~f_(5|Zp-0`qA60>m_--Hi;(UavZ>&2A4VSN+ zrMnMZA(nQKixzhP0ndw9Jog33(8!RId2mlT%K5<4{8$;#k)HH+V6 z1O>(-5IgF{Y`O5WQ^So83TNBn7u9iNU@i4M!NnhVaC&a~Vq9nJuvU*pK;AImGov%- z?b0C^+MaATQ+K6%{hz6osLC%IS;p4S)CRhw84Yg^YR&iNpV_B(9>Enbw1QY7M@XHe zmNZlLXs;pzca`>`7Xp%aER#}l6FXUvnAvq050U?K{~8iVd4H1ZOXUce&1q0TN+f%s z1KdG6IA~i*>In1>bwzhq^Mg*4ta<-i66t9_eDnymL&GVOEh0~0vrN7QMro%zm8zfp zsbYW>SRE#(h_fx)sysY4?$$JpPqePZ22UEncQ8cUEs;X(=_%3~5$-?;K_+370E*iy`sW6L z_BfwG?pf{|1bSJDAK&^NwvpF@MNulDi@@zT-P=0rjfHz@4gqhRZ);HJv3P}^cs{!m zc%!jET2vnri?EI`QwPN}v4rYUDTo%b$snbX=%D1>>u$KaevCH9+Mqj2+pkIIemW=R z2sH;b<={f{wT>E6%fdRX&RF*VsfS0lfoL-a75JfT%ayy|?X=k&{Crg#u6~jm3+5X@ z+&)uVhJga*R_r{=e0h>$51Pbh&c~bs1W8pa8J!j}_qjO6rWA6mXpf#Wc+D0}9u`$m zVVRBCSj5N`^$;hIVFr4?1+BLR=C1}(G$QX=0dp2cy@7bSo&s!-hXxAdZrC=SIOt`c zcXl9K_xZTn`5!}~4w+Z3Y0t}syBD_q;J9zjrmD(9UzVWH`>Z!Pq%ZS~ar(W<7`&~} zgr|6<(lW_b0X5xU6rWR1ocbW`Vw}Pytn@u2*X{BXCmIn0$!_B_VG zVJRT==0K>Sc+?Late0pDesQAKWkpz*AC*|ezfi8x)i8jB~NhcOkP5CZga@0K@vwSzmZOP z%}qP>((93g&r0=QwD>G6Z!KnqSoP;-)fO6%lC_Fhxew-Q|-b`=V)@ameF}3S9mhOT z5*7g4b7WJ;ztKupX_73VyzfUubyX4)xn^}qpFk0gGBJ5xb*yzgtK9>JQ+?Aga}G=F zH#Oai86WAe*=5jQ%pX4?fI%;6u_C^Zj~I#m&vO@CW3A zib+n=<24v_%4!Flix3q?nXE;CcD320Ly;P)QtMr~s`=U=r@z*`VBcIu#pc8>x}><- zsg8*ukBHRhz&%k^6rwBOG8xy6tm(&^i!aY`T|t-erFt;nKdtrcdFtFkt{^M>X-dqZ z=t6i{n&0^`6ftcY@#vlf?UY(c>gK8bE^ermmA_gRlz>BmB^C~-%=-54Qw|TPyr2Jg zuuPu9Bn%MTDWxplz`Q9#QrL1KfvAA0?y7s64W@i-xqPpM?OLz1HW8avRvptYzVZ_a z!$pXO2|C_w9Ow&%rS7QNRn6Be1q5h8hqy+Jai-fnA;*LwmMYZX!FD_cPT}sxuCAW4 zV#uQoXeF*S87>??+u9y$j&NHf!TZ0Z4-RN3?IB5PPQ;7U=!@_=qfs33rYVzK1~bCf zeR<5y`1R;{Ml#CAu|czB=fPMRDyq}UnCmmAP$`(2!c^B4CRg{yU*@rTs{Iwr4QfJc zau5>m$ZwGX#mr&0z(awW#J(8vSV0*X*4}?c&Qng5&%%;W5J=USS;2O<>Ld+KD;_Pb zny6St3HdPjL1khIK@NF*_T|>Z1&zxS$Ef#o^|H|qyEgTn zDh4tq+n)tn3K$|Ix({K7J@5$i-M+UATFxiO-#yS_KHuMzi9bJIz?1)tq{u|DcyF7VkSLUhW*ej2X{t#xFa3uEbpUuw2 zS%E!4p`oE)Y^#4|-v6rh?8`-KX`$MuZNRL|k4^J&R@Ss6ub*(FNiT`wd+?Iaf2aXw zR;wmzmI76a7o%yDs50~sZamYll?(f^Wvq602+?Pl!)l?o{xgmc{c|R=cHr=w8?#1X z7@7lE_a)ZUPuX{20&~Kx{!334`-!JGJ&`l0>OLI9C%7-CNk2Y-K!}eiaEq(xQOtxm zO6!H@R%|s4J0-9D;|cP=`#R}j)XaEXno^+A;-Hzfq7?AP!=fedt$B3Qrg7NL-W$!@ zI<}Alg+nWnnam$0z-jp2FcA5V@BIe0H_mYX(!)O)%SjBp<$QQZ5BkTOsOSp;+9gAI z*L@o*d5Sa@E76L>+tvYLkgkB+>g?n+0CjgRA_>i5YEC7hI0_Zxa%7*?)nqG%N_6;=NyD};ow}li%j4!_`10R z8+{q8PEx<~i^DB=7P5=}c`K-sfuD~`rh52rRW56G)i5E>xjuCmwsmOKI$Q}lV9hF0 zzq~JwtQG&BM1K0wL$N{lA61K$SEo>u)k@17Kar}XNHu4f=$P1+dFu3>uIST?tYy7v60)JBip@;S|fL+@{r)teMHfUm;Xs^^a=m zU+i{8U#JDH{B*wd}<3C$%9D)#3u(KUS9G z-&dCXhcaKEeQ5GTvu_Wts9b)kHWEH1o|{+GtUkHlwWXw&Equ9a$dCY?)5D+SYJx0- zlvIP9S;51Xa73;$yo9Ndl(Z-M8d&R!I6>BzKy~w$)rQj;gAMZ~eW0VwC2O z1qu4X-xp*a+{ZSQNp7Xc1y$*0AshbVK89q~zdsC%V#mr%X9Gq0SZ4E5+FByAY`>Dy z2=GMg=ME&?3#%oWZYy^jupGR+(bGeBc;LabqqPpdQ+#GBPqLh=r)5^tzi|<9ROPF6dP}o?wSfD6;zUa2oP> z3d^al6!>EkQb{W}g;qbmaU+U`&pdSb0IG7WNPeqi*Nuf-KzXqUjuIuTLN~1u<_C-5 z>K}^$_Ps3i$(=Rip_$3=vRQMu@8!%uk_;#X{5C_PH2jut0dleDH>@Gq`4PF;qhJQs z22yI?Izax9V!`*43>kdQuGs}FaL`U`R$dLeVy3bDE%6HmG`jbtp^zto#+Nx|cr86Mwt zTCf)i1gMl8-kX;#Ui;Ymu@@%kJZl3A-3&f#@bkl<3k8pr(^GT?C@WA#5HSp-32ZWW zbQ}Tn?t>&-Yp9Ed%(X69agE7sqy_C)l)Ts4n?21x+uwX-V^L||eU>@1>w8R82%ZZb zQ@0Sca+C0_JJi{?rc`rxo~)&qjUVCr?%2Eej(;Yruj@x!iP34NlxC|)71x2cQkYSWm}`ijr8mCiuaJ@Ir6xjePc>rT5< ztBFlB(PQ#-;dr%O_qoi`IK{eIpmXNJE)mkKhTWWJ-3!*J1t`H(Sv=RDQY(dx zX2hkwGRE?I<6`A~)irETzY&v&*}?a{)x;p}!Nuv)Vb2415g^X2mPX1Q>zUu=??gbpQktMJG^~FL%dBITvEQo=73z-U{ zl2vRW7Y{aQ4lcgjLGn+a*6&FLuLXYUD?BD@KZ_5$bv5#lvz*_)x47p{Qx~fx4qx8b z;>2ZI89TpBC%7&*YXNdwBo}Z`>*4FK2sBO5o4Zf64Sh0 zLzI2lS}}S?)YDxgtas!CsU;|iSs;xG2+%VXjjKs;_ltkfbdOY9c2bjF-!vBEq4 zq}{k=vwZ4I7FqjVK~7%Bi3OY4Tnl=)(m21P!|xw#lx*K2KoerW7B+Dq@p}eo;$8GvaU!@(6;|@# zr9tc{^AMclxaSmuUUm?B1D$tzPznjZ}@i^_s(vGE&LJ@(`ZYx*q^q2{#xsL7b_>RzNXe46Gt_>e|YKGcDH|Ie^z6v zj_2-RO=Wu|LyP+4`PdM;9t#x%njB8MyHyuXhqKgIt~ZTMrbb1OpB6v4q4n6NwdTl1 zl6cWM4zl%9e&YhU&7y67`(jhpz!k-Nw)8?~xy2hluT*+OX@yFywOT6is&g6YE0e_> zrO2g}qbW%DBNgs!6q&r5#C*^gaUfx``i)!C%=t&|?4VFvVa@2%=M#{vYcC&ooFl(X zGsoO0kf!$kY46O#p?ur_KV#o#WT!EfvcyDDpR>PyUGiel$Ctr<2PM4)7yA^Cherq|bAH@2ndGW$>aZ(k(Rc!zE0$L0kV zrWOVVdTRHEdI?^jM_KvNcd+OAF>)3YTNw#6=eWskRTR^_zP~Etq9~pH+Ty8!_QI_j zCa1X${zu1FvB7Hp>vcy&TtNj4?);AK)DDWEQ{>YDs>d1O+rt;TBV{b>+c2}dH`VUvDgBPn!bp+zU!fUPKRk5r~l>C`tt`Ec~9)x!V+Fk36UQE{1iRy`k*o? z@;4>=5A_1N8k~n1Qxe;9Tqn;p4_t(RBSGS~yaP-Vprww#klvkx-uigRc`|Nx@N@Xb z)Az;S31$PAuyY48YW?9JV18G!9LPLHqaOEh{~GI>QUff9ZkS7*8s?#v$?%^n@nI*v z9j3P-&0Jp=W^rwU`AJaFHOvl;!T=X4buG6LTl{vazhv3_fz)Ls4T}6Uzh<3{n|-aN z=F2YRFpi3lZZ@Hgop_NNy4c9hV zJ;qb~f_nhi!0Q63L&Olp0i= zIo-&!YwKDdvnpAvcS|&MeATV_;vtZFoZ3*Ja(J-koNO`>uo-ci12+7}2Hax0!sc6W z6$oPQ>Mxch2>Se}EM6#*GQD1P-+Pm#G-O5ml&oN8v*VJ-*+*ZzDc0xYFmIW=e6{C* z7Z{p)S!5hHd5+`3_7jYjtQt@)q08eOA%Fw2T8S&&ly>9Ic7Sar`h#K|&6b1DI9rh<@qnO02 zH>+QVE{~2NOL`T=S!v6S zC6vZ$pLsL07VVWij_{zfh;ZM(MBTC3AU9|^Sk%)> zXdZR12V>Hjc$RBRV z(s!R;_YNQ@7kjtpY_;WM-l3a{u78gVkGOWZn!a4&`)x43aA1=uv)OQSG;Df7r0o*A zZSXK79@U9lUYi1NpXt(;l~KYwgWi{=y*4pP8$3}o$_^D-X*!tn;uHJK+RX9jluyXai}Pu~ z7V!S|E02p0|D!twWypx~!s(R}5GXq7(%toTLOsjrFZ!t4=Y!v!A^=v*4}c<J6Brc#i7$1F9$9Y#X`=2X*Nq0#~LuRCZyszEPHq+sw2TXbakquhfo*t zj8nG!KcqpHx%?7-6xrT&y(|1t(UD%Ya2F69vK5Kw6cmi84O`6Es~q-GlhMWX9m(1ST|)xa_>^ME>EOu+7gJ*zX;n94B3ZhnJTRE+_b|H#|Y zYc(OXi5D(adcT{G(boVvF08Z}nv9QGHQHrhS({sS7ikCS{&8x&;V#OttO1Wo_=F5= zAcV9UzYRzqf(fkcNHESwF|BLp6!T20$CsYYWnBH}^N}muWnbvDwO^x88&N%*jZx-! zM5cyaogOQ3Eqrl!;3O_kR<32GZZ(0^PXcviig9Ldx(*RWZydPl*G^4bPJ=p?v@JX; zxKGa{?}fYxDWV4e+(a<{$C}KY8;|+=mU8w0yKdsLOdHp1qC|Y<0mmE-_gdC|BnGv4 zojn_Jg~82(y~RjE{LcGl8nz3q9VIx!;4EB(-})@gbFt(TGC-CN%=~_-7mfwN3g6WQ zML8*g6+rJ%>E=tzNjw0u8sc*lXw0t#?<1F3K(ombb1ACzwk=XOSzgT<#Ae+zc@&$$4Qj~E>x9$O!UitRn z7M45X%d&9Hvr0WXqL4@}%Vxa^zJVI9$N86uEpftRt z1WYY7mYdJOK3in@pbJ`7l-YW*l&HG@$WPXiDFppeGzDWY`3}vi*jS9T+!`N$BDC@3 z>dhd8PK0bwv#=0O^>`YuY>J8|c;aW&Qr<4R+$LJi^F=rCEst=huT+A?bf)BHj%rwT zio3F`B)#BvM*JT0D+`~{1EsF zvn=0OW%@{53wbERHQ5miOiP+;>JWW_Qrl{8c#pw?y2E&f1dIk62J=~uQb2<8pv{D*OBsw`W^z2@o?(egO0;hvH*3L7hM)^c9c@0zi^XI;SdpbwW6v0bFu0Q=G_k11 z{>7u>*8BY!S(84pK{PW5m z4|}1eGmh7EqCcRn37=3}HNoewB^f+US%av$EdVb@kQ;equ4riHvzYItqAQ@x%MUk) zMW7RG_F1t%l5YI{xq2`%Iy+lFY#JI2u6S76sxjXy4~*X##FYNL(t}VS>5(eC)hcyE zKQNc9)C;`oUsnN6xr7xnPwWFv`NVIJ9Mmi0D{S0byOK0KepMicRtpSR}+ z8?8|JxAyl69;%y>{pBN{tDA|H!37(|K>lUEiTyKvTkb0fSt*_NNz(KtV7qckFlaI1 zu)H_hQ2-AuxYr))oM8NpnTOmffa?j}1E`12>1pd^>2;I-a`D{!5)%MY9VxfX9}8d5 zF^_3qvq|tE@v(-_{Ipc>aiDL~G|P%HnQ97u?g}I`_i*WN;1T!vgzLl=V5ah`JSYB9 zEKuz_>66TFd*d1%Tu=UoGx_k7G;sxoXlSjuV1T^OAAXu$fc)w~v0PFOJalx)xs$)m zJc|T=zeH|M9oy#GZkI;(ewr!~ktrSVH1coy39hGWM0dQKNx<8qw^l%Y1YFd zp7IGFs=c-Siku?rk-69YG_orSXK@)Ck$iybpStVu@3I;ifV!zIm(M?XyUUdU;1yw} z{>fw!Y?B@TXl{X`kV|VGu&o z)?OuTu@as`v*cqZ%YT8O*ZDddd`3bha}#@($9e*k^x<1){tD!~V@{Tr3=_~Jc_Om% zq>cny(=F4JawT^=`0+cEJ}cBm_*>=t8~1D4l`B0ZGf?wvKLZ{6gA6E~+RF48Y=Y{m zWUV^W>V~`qFh3ceR$Pt-^+njf&u-Mn+i%`7YQw!Nf-L^5|GS|n@h(1m^TRi*TjkgK z#fJ6Kr8M@$3PsaQ0d1W>ErEk9u8qXPy&Lgb9HcIK88UR8)unLfou$lZM8d(oOo>D*>BJ2m*7IO5u?5}Gl6Qh`Q6VgiUXO_{&=sOS8{uXRo% zNrmO9@$mKam_>*ROhO*`U)zb+J|S81^Xm- z*^QeMBPhrdcJYPv8P+3>KP=SwV!nh_HtW&K+3LiO*EQp{XYH$z*+m}P1$e8d3s`=1 z5m9(06lZZzHroQxC~}`<>D)-VV=W-OavdT(#sL{0DAbQjFMd^p5pR_tVMfD`>_CZ=@ua#VQ5kteU+h6XGHd7Aduut37hqtYe&E4% zo=49JAz|HK3S&|M!h%PrPe8$oElmn%liXWThWjIYuoQr~WS<&d_H;BMM4rZG#RxMY+b*#p7rVbCW@Y@`e-!o&T>g4YfryJcp zo|U*36r0PS6=1xtEJ=E$UL4GG4|bp^5{vOkwKqRln#!{|9e;;nd*}9Vz-y89)3$u= zSo=dZ|IX=Vnei4(t3Jv6-L{z3Z3G36n%kC3AJaM zxgouV$IeYX=WvjqLav?kNGJVsdnx@wC*NREmF1X5mO$NSj=st176OMS7K#2c zW$h=oU_Va&z4mgSvH6W_?Bw^$PEf`fG)!9C-u(8oMBo%|-j>7YW;z+KFp-4gFU0n1 zHi_qQ!)H2LjQr>@Yq^a_jtU-z<;ZaXIt(Tjv(_xRH>HdTY8>jvqL)}d^4F2w0tPhZzHB5C$ zboS#$Wd9a2>4nvUXDGsBAL$@z7dAiIQ0Ei z=$es?V7qpxFUdVd*8pnZIaHc^>5KI@S~*-1#?g@Ink-yguJ%jkPGTlc4_5|=jpwUn z8k+_hn)ZAtfm8@2>ey3lj>Y^YqCy`Y)~}M)GOs(3d15*?Uc3iufLS?;u5-hXyr3SP z_bNO2vL&c5`!z|05jNQb+kXqOv>Fd93y+rc3wRgZKj;1+H}380*tcp)kLl7ng>>)nxx0&Kgsl^+g+UZ~0m zl&_~1p5Pezv?tl>iPfX@0~5CR^Xq~NF3`UPRrWs8K3*4?&2fXV8$nF7Kmj+Zq&`{a zaVA&B@=(EgNPqX8921eWvoq)Kh-5-CHORUZ!72CO@UMxg2bd0==Ds?%!mhskuF9Q% zg2Mc_TtTy3sYvZEB0;-JBxWmy&Mh6rXx{yn;MqXXouE@BIXl^A+!bBip=W7Q-=z9@ z@wf@2KWc|@>z?&Vm$!{BaGymSDv7T#>*fiKO_yJ96KOXZcCwrC^q?=)Xpw=(G~KKJ#3i6FNs^5ioYOGy5&*=Fw#-f$jgj#%7> zLMHwszNu*-+2T1@E39{WZKK+Yk7;&ZF)4+BP&BxVj-pd?v>EY(+_hMY!CB{3I>kzQ z*IoITvA~PTOWEChQf?TxgdE*3?D(L4ET-gju@5J{GrvS@K*q3dh<4&DZ5+yRrJQpE zdZF+}|Al#B>UDgC)LUpUPYO3qKc0B!!;RnfR7W7G(e2Pzv(76XHk1`JW&`!}7_Smi zHWfyY%|^c5vnM*J4rGAYa6;g^fRGcAE8xOl~}n8SWt*V#^YtFLOS7&-XywBsqI z$P#Gmihjg$Dz{6tEJ6j|6{teI+ZO9?=%vI~L5FD`$V4@~VqJDQH%F0Pb=Yk>#2OjO z5daJ2EmgDOFR)QYkGWx*xbf|fBwh@}D#np0y1UIiu&V7s=j%m{!<IGc#zOLh=W zXM5lE(qW^tFH7%|vD=3?Nz)8Ggfl!KR3_7d(yrDZB1rxipdR5fotThsXH-~ZAJ&kV zFYY0YJ9y->6)_1Lam1q-CM_(@f8^NqEkxFn&hXZOk(ZmGDW%OTi}numE{HhdNhRRt z>h{XmH}g(SJ2K)CYQr#mu6!$DsyBk3bf+9C%Uvh--gO|Xu!>u-&@|*NTEA}_s${Gh z3e{u}Eu0{=al=qy4NpS)(bpj-=&-X*8q@wUBZYBv7=?Rq63s{+DMx0x$M~QAsFq)- ziHrX$kh$%MndgbT_>}npEzW@LL literal 0 HcmV?d00001 diff --git a/docs/images/reciprocal_transformer/reciprocal_transfomer_new.png b/docs/images/reciprocal_transformer/reciprocal_transfomer_new.png new file mode 100644 index 0000000000000000000000000000000000000000..294de9d9fe8e6f3c7a5a5ca306bf8314afa85295 GIT binary patch literal 53371 zcmeFZWmH^Y)-_m#CIk%xcXtWF3JnyR1b26LcM0z9QUrno4em~GcZUQG9tdvVrMusL zd(HftHEaG%vsR^U-TT;m^qjr-Nw~bMBpM1K3J3&3la_)ifBdn}9%4;mK;q>PmySIa&#EBIaO(uR&`FSPbB=K@*}UpOi&k zlPBTBzyA@#%Gl^y<&UQGM&bJuGrggi!l6%9Zf;p5V#^sVqVuX+JI^|g+vDAM`coF4 z+s+z4s5pBg4BAu-0eN)8Ied&G6J+2EmfZ&<^egD0Q5 zENN3dfIU3bnV(+YXoKSD!=^oMRs_N@!2W8E;=kZPVTx6HR&GlCQp0p?-M7yFCd@fJ7WUX@qUTl-}|cvkK+E>!VhMv6%rdUWW07Ft{SPFnTMB_ z6;S%}1c@A1-7_i?*Ki2OR3hhQ!=Z+Xl%Z6K`N~=scbjS};4&EwNHB-T_t~L4pz7go z(araxaP|gppxjNh-ha6<)T%}}e1Rw=ANK~2c^qS|Z+qZZs8bi~dGN?J1&Ob(;=+Ws zyZ005W~GX>on1)v%lUid4LmBcNF`{K0*cp45{!s?`xAxh7+aJ|)DLWwjn7F3n*@2E zi+Me=+!eU#sAWho+KGd}xTna@?ymq#CU7m7F>1;`>N|A`kwcAGZ@NSln?#d8!7VBh*v#rxe(<(7keN5 zSbj0#k1NQYt^v#+uo~Vm{e{&&aR-v+gmlLoN=Xb-4YV5{z$8nSN}5qirJNp&e7C9! zF?KV#R?chu<}em_ySV?FeXz!I#pI97?j19dtU?m$*ZeL~M#4|~qo?#B+}Z`rBQpL+ zBD@R2(<#qiS;;e5eS(xX{g|EkgbdPU2@DLBYbPJ4FPOBS1g%#-Y-7@6~KT@B+W-)21QIh!Ciw&-tV2 zb1opc2DEK}%t4Y}()LK&2&r8z_IMRJwx@7^1Kl<_Ka*1jMND7{_TpEG9AeT11-Mgz zrSM+|Qd3z-(NaRG2R<4LDTb6mxyiNSEscezg0i4vRM`VITNG1~tr9|C@Jl{hehDe2 zfe@PHetd@$Ek>7{zK2u$LdTy~eEy5d9%(J9V7M-{GGAx!l`{xF?QLOTy8b0Typch? zI!a1Fc-5jhgKCV5L7h6M_n2B0YZ=B}7`6kUZ2!?u6!gAL2Ua0OSTtJ~&qm9sXDeDq zgmCZOA3FrbE`NQ=Q}XXGrGq|pD~rDTlJz~%KFyx+xWKlXpEAB!td_F5t1a#02<;d- zD}^of9F`m=e|T&-JoRhoSYydEO7R5VuW*VlEd(tvz6Co6&wRSg{aR*Rw)GXKI4O@> znNgKdZK>Q@`**|?XTi9!OEuzRAhGmLd{JU*d_!X9VCul?);JDY#G4Ig@5bN#6q%9;sL8h>*<@_S29-7W zZ^|D^*tmi>a((3szCntsRXj?Zl$n$dR4R+xm8nWKiaBO!OWu4-E+tWJ z`8ro5tJR-=i9n6*+i~I)MVJqz_fZ^mDXmfL@cfJv?8ZSVo{TbQ|1oC zX#cw?QwgKV#@d_OquS|OTb8_(WLzyKt$k#Q>sA{O{bgy%W{NvQjoh?0HP?_H_dG`tRCcP;6@FPqQv zMX(R~B-ty^7H3{EUVgk2y(7E}MTejpp#MNeLuZrBjFly5GyJ_pPQzebYJ zM{E4?PudPgWwv#8qwE{m`98&dq?l~ZdWS`D+CM7l zD%xy!Y%Oe)ZFvYZqv-oy_wl)XZh_qqU*#W@32FEqgwLhC8WWS(A2t}%V(LTs+?6f$0_=wpM zr$J%!h4D+(7a~!z;Kh*eo{XN!)3{TWpI4O3ltEZ%@#G04O^j#0Nh&i*#Z;5Md&PSZ zdqo^ZhNgX4(FH$bBUVZ7SjX6GHC9&L58S1_tv+jtT8g@K-$9>xlf!kS^Ak;JbUx0> z;ZpMy#wos5bp47Ng@NB;>g`tY!BToZ`lTv%;U`{U1wX^%UZcbrS_fK^k5pf23Xf#( zy2H1W9gwCLe<%Nb(8hIRxk4OIZOE7(zWPJLtC93MO{tZM0uq&D(g(^cOFYyvhmr)&>5~DMnf4455MI9 z#CTKtiTWA^;NHjErK*4MjTd14%UVW%&(3AA-(^8K9W=dEv@EM9@SvffKWWE#O0Ysu z&iTo7Ec3=5*J*BUap3UpV!6}E4s+VHAdmTRg-4PH-?=ZFE3>Y~y{qr9`yIrPS39ik z_a7$MxM)gfekEkS62!CB4PtxEyss|c`sen?x{OBw-VpKd&~Q8RPu8Z>gEYPQ2T0>P zBa8mG^Cp=o*r~5l*VTX47|zQ?CyO(YRifyrbY!$QJ6|kwCC+8Bxv{Rdrc|p|*IVf< zH1}QX9Hdr0Ra02?T%dGBG|L1I{YXCHIpfw{+-mveTJv+KdK6awqJCwGu(qy!sJg_P z$U*C8ebF*@J?tU+kJbhH1BnTL`!UY(;nJI$((MUJqB? zb4&BK<s^V>@6_rZO=3%TV+S4*oKY(3R? z;_mwa)#m1+TsSPpC+9Z!ugR)fX65L*XvZqi2oW)kLoe}SB?yTrBOcs&kPVVg1m||0 z6PUE#-_tRL-H$MeZ3r9O5Gbf>gNuWoP9}X$Pj+ZQclAA+cr$7r5XmD@M6&or`eR5c z#LT!Bn-n#}PKmzn2Ub2MY);N#r}apAY|)QGo6F&Htk({@Km{xC`{N5Q+fXzsF1n1-oc{3>ZdY3#gnj z@C{6|=RYtV@DKezzn`zw8&@=tML{4DkTmqYvOD-N8@W+ie6fE$PE_*=iwk2W%VlhfF;G&Hi$lLMk%@alg@3n2{zX?5mG-9&A{2c|6A+hsm%YB% zbl7&d*3?qtl;(6UJYM5=b)1!cp7YdVw%c&h%2^~yv-~j=Ck{?g1VswWK#us;{{j>L zx6<>)zwQS3F_E)R(Y^nl=fLeJ1rhzPv7i4V+he|erxY3DKMMHg?R!aZK)evj|CWn$ z9Sa9X<%9F@g24=@WQYh7xAgz2_&MK(Fv^RlzY71+o=!g;ph5Zn*`OzSph1#Ag91|M zJ1K9ScE{?j*8SE^N74+){O+rK&Iai&EBzjZQ`8M#YB^7e+XNuue$Nr~s^4sV`)9@=6+e~^@Dr!2j0TZV`du;Y5zSIv;Myj8zwF#$A z8>Pik2<0BFd7ad`%nmhAIz4{?;0keGa`N!@dWyH>O7n|0j@yFUptR3$GzM4 zG>~lJaIwawyl$=KD4_biHg2rid%7liFodn|PC7bRY9~Y` zWG7?zkIkthV?IiR#tPjI6n;!M#M5>ElI_q(aCv0sx7@YdM`X9cy_FhOrSmQ*$c^;c zU(!;`mdv%l(#SGnFlSs395A_i0>1N!o8JY7zkr*8zhoGBUCM+7JR?D6|o_k0i3I~_(crC3u zwuu6w7`ZlVj41B6s%$fL{_7lrDi`0vX*__b_?qHc0Mj_H!g4<^(h-N zJNtXS5|$}6ZjVP~GxezWfn_@+1y|48VScgwPahGhURaRj5{<*{s@r;9s-EwnuJ<4D zOfIVw{xKP*a${^d*;+|5pPA$KJ6j&(zVaznU_4#>@EMQY;RFzI<_fJdx#y3| zIW0Q^K6%vqcw$*noE~o~i75NKNsIiSw+EFcrej~W%Ny4A$0CDl#$ZvLD7twf?C4Enq^&Zdg z8pu2}nZ5j7TgR(k%&eQ|N3VF~UWAhQ?g^1)k-_4<7ZGB_6ZkUh*RFGnz^o&*y+YpC zKpR>h*SP%GWfQEI9Ql|&rJ*Ezq%dq#N<}g)Ui8QGcNPifXf_N5V_8{w0*u(z(+giQHj3S#7D(_kwBJG}Fd9+hxun z`>i~}!~_TYE2I7xt|esUHILow`YcL_N{qPKZ4cSwgzKt{+B|D65_Hw~?&uibd2KB?LsDV7Bipea<$G!?fmlaJ`icK(P4At24n^-%{&KG@-SHvQ0qZO%Sw||&I~x} zd!l1*M8S&^DjqWL(*Ss!ceFqGk*T~x*C$NXktAkzvn()H&yIjaRO@rO*bhcyhhG3m z_+vD)bljg^M%#J!1fUBc+8=j3`QF{FKOOrcihw=AROIoO=@i#`PZxT}*GUe(%$1-Q zJNmt5$S`>f{T2HjG@Fq$j$>Yb#dh2`+^2jut0%r@3%7NZKBHYkoKM%S@zcR`s8weh zD9 zVWxH-2PjUGXK!YYJ%9+}PX0m)B()!a1%ei#W}SWvMOEh5&PFF%01MbQ{zO7XhT?w@ z7|Sp+!h4!F(Dl99cI`sM<82A|2RS--I`=^<{a=DYW1P=Nc^XVoH2Pe6oqs{eCVpi( zjX8)w&0<# z6+w@$_a5$gAq;P8F5*KTJ%A>(ea|44Su+M1e$PmV>Cz*|EbY%Nf~r6aI`n(o^&|dz zx@ge$?dh)Lsb<->WmG)pl)*EPKp#HHffd9lRzO{2S#A z^ZUbb0L-a)Xj}p4aW0_8zj;6}r2+_1vb@g*CHlpTgUnx$2u;3$06Qf9+x%&2#ooY} zSJ&jPMf&^X`)D(*f06s|{GJH&WzRyKnIL%mrWjcQDvF<%r&Qpyix0(dhmEBh5K+D< z%JD2Y2;(C?sv?WWy8Kepx*5a2VvkGmxWGIGO)~krH(8NbWJK5f!=5-!9Pa9J+0Jf@ z5o?y>%)bp!&%5g3qSDWWDo{RN%>aRz)u9;QEu0YuVK;&n`eRJs{Np_B zshIQ2fnME>q!$<&pnA}3tlzzno9=ZA3o=zL*tZzN8*DFv2%hZ_ z8Q($3JkVDJll(=oeS2#x>k}}JS*}^g4E>w2m|z9T*zX{0S^Fci4SBxb zUlSQMbR$dq(ajUKTb0N7PXx>)kr0znl^HdXO3InxD~IHK&k|*jG?U@cd2pvC1=v0W@39BaeCzI3_&f+ZfmVrTRBdBz8E6 ztnh>L{O?&f99j6rfin%pMRsKxBH3@o3NPk8wzDbjCM-;_{D)5bp6+CD9g2-_#IrwR zWj|K+lO90MVo2zZZaTw^;59`MxJ}}-xakLvex=J2o*H#n(-$U)dogNk{cu_FS52`~ z8qA|ew!SV-pi$(XD6Say0P{O~2KJwkxoAtCFLLz#p1Zt@GM)XYDw@ zhcPFp4(2Jys*P>>Jze=RY3L>g76JyrnnkFrzwYBeNC_i`;9q$fB2gz$lK3H`hBK`& zln5VOxcE68z12TvAC12{EbrU^SE0l>(pt6JJPE#b|G~1Yko9pZ9a-ymhh&T*9 zppi5HrWDDvo7GPeFU*S8m>KeEKf65hxnM>d%JUDIN{HDVLk$5AD{&eK%J#bUJRvj~3(edb+%F{i8S<|0vb zdG=0v0d>`RWuS(_jxMr~x5ahc$E|^_$IhCdx5=Q4S!Ofj9zVfwA^biqhDgi;)h(Xv zM;S-RE`Gb=Uc?H1NHIR;FZC@}mlb>nb!?b8F@fa}rLZkNYIdQs0|}LBG)I!_DA#=B zCaK3(e2RF>iachI^^F8Nx>y*h0S9UtIO!Z%Zq((8PCv?691AQLGv0?2RS)H{%aS=J ztOrwWtQf;lc<_ zZWwIcLyBMam_Qw?wewIWk@KX+h3>4kSDeOO6y8vNM0MaGRlWT_;e z@63zVPNUcidof?f6X&55_^bE=c4D*n2bRpY#ihh_fVEtVNzm<^ z2LZ;R8I{ANbN@c%1R_-JP0FL)A4l|P+{nCs_T^okF%&IaQ^gKi_?<$_p*4X9qE@|V zn#|1C=9wz1w>wD@(la3dPl%U3B2t#{-XycU>0#l$Gvj&*m4rr~&vqD9jQ!+LtM<5J zZWIc=p|a-JY=y>Kb4a--51e5``ad+8K93f)W``cl9rsrHn09d|-uKZr6whq%qf80>S!^_IQO z4M>;uI&LcBh!P8xHXCi`Koy>xoN7|FTV&(o*-CmCa;y2i7k3b#kTP*#>c+uTLcngQ z`o@Zc1EB|%6C$VoN`J2r?1%b?BTGUui$=SJz@d|zgpItjjH&Q^e&2sGkSh@1*LY4> zX!@1AHBJ;hiqZA!fu9SrJ?0Cer`Td{BJ>;m_C!5WB8)wDAmkn$R2IiE>kCs81E!_7 z%tL{|sT+d+4MxMq|J2-lh#`+kZl)l1Hw}B-niCsJ*jgRhyb;P4gr68WgO5x1L00E% z9gKP_#6L3Eqnn~G^6C)26|nro3Kqis{<(Pi*i)@j;Lh{lP`!*v3}_Bste(ECsg-&h zb#!FZpzcBoFpj)xGGH`C=Q!*I*18C4rOS$xa{GQsDdWhRA(FaT&6JdwnrDW^dW~TA8MC}Cb9!bHG0#S+W$bHI;8Cg zmBs%KRF}{iP?__4m%@~bxhROi?!UH3w8!l!mko^~zb_Z?KR*nOV z%mtngbFMXTgAaqau4TsYl*r5@+{1a^$KL0+v*WeFa;F@-8FoVKhQec+=@DC5;J_?0 z`@od;=#@O{SsP^gk4@ttvr8&n!h1PrlFc+YAgure{_wwYJjx>aGicc*O8Y`6TiJqE ze=xK4Z{KALknoU@k>GV4rptaZWR6FKNJIMCuGU&aXM&AQ5~>1T>??*cJS?7uY3+u( zM5PguVMm<~Brz|&hvPV4G-*gK&T?I{U~Pu8wikjjNF|Ip<}fZAhS~~`F@<6k9@PlF zR=|3l2F82+J^fbJ=W??(e9X8f96buekVm*Dg+oWg>Ufd%Sx%HMe9>HnfE_*w#6Z$T zPekfyg$jPTC&_n|5SKH`?WA;8BhI4p3&0Ze2NA|nw=u)|j9=M81_mgixy@g-Naya{ zo7WJUH^WJof7puUs!%6m%v{`=D;_fa({yPOYviE)ZYSLdn#hbdTO%OfE8hNFor_kUtAlQ`_@}mp8P;x=QG!Imoz=CTdilyZK#OD&fF%7cqKsKyxla>@L|6vy;M6Aww#r`G;I zQn#jvW|wrrp(a@BCj5~zjrXL5r8Tu6qVUBP?PTprRCjH3b)*W`mzkT!B#||tZykTU z^>=7^V-RdJwCK$zVOw-4hs4f$b9Y!X?%Gc|9_3^dj$}Pfslcj`anJO6O*)r$GUKVq zUo?3z+}w@S}uyK;sL}_jWjRfde8)< z{Y{Xt!>gPN{m~}6SZJ!hFuG-;&0!3kS*(mg1LCaH`erG>nV$DBaU^X)h)Ayg^2c5T zDu@|5D6EI}5XpV77mQ`PV4{GYdiV-I&KyJ|L)9gzf#xDSunN$~_9;g41S)+v(Oo^)Y25DI9cRB?|? zo8*qWjuidhajzjW`!kt(gW0abHovoCNsnHqI&~v2B#hT?k~&!v!??n$1qw0-=YgKW zu*pT{oR)%xBwgt7IM?{8U2X6&l^Px2VTD;{%X%yQ;U+@!hmK77BP#ZaG|eCx%4jF|h`T=64&Hv=)oUAS^pF-10qe;40dt!Q&p5}w=u z!K@D#AKAwUa=)Oz(tZ7VgZOuE0NDl&5w4>Gx#=$~9kIy$=!fvnxeOVgSHv)%t2Hk> zp3*2O9Q|G#=XYXEd7>jpM!1BLAK~6YjT_mBF-#2|%JwzPY9no+ySC%UnMk!D_AGe+ zA0I_+YloT?VS6g*o(n4~?4o%7>_jrooM+V(LPZ>|ucbG6K^PPLWgL`Rd%?o=W|zdA z;Bfy*Bpa~m0)jPXe%t`nZipR%#4L=y?b!Bt-egL;2(8M1Ap)ctzA;*p8G6^K43mpz zLX%`0VY1noiBsuVF9&!E>p7EQV`*>Fej_j-$KcCQ=5;AMEg7L@6G!c_hlhN3Ma!lE zbq0pPk$Cn;-+B~936`mUa*o(^UI`P`$Lk-Xh~1o2z+Tm-N3qXm{XXN6KTW$N?lXoq z08j@2pFraODi=iyVha_*=cfD|I0}XG3gwFRBDYjgAydWtxRpj71{Xq`-7!eQ9={7W z!;_LUtoVUY#2mBOc4KrGJ`h1m{i$jZQTdQ-^{LL_XACj=yChpH>KxE(hdEA(U~dkg znfFegX^8{F4AHY@jOv_)jJzd^;gzvTC>?+723=Lb&}<0cOg7JZcZ2HU=#l9yU`~^? zh(jg*oyBE2iK~jah$wMn0O7_ot3UI(@WU#Cr*a^c)qAW@Q?vk3eWeC$^bbB|oJnvl z02V%*BB8IWh1bS}xPu5l9p|4@U1Ah-V*o>GsryBgvG@2q$Q`jRA&R*ba36qQV$i&9Vw8Bhx^J9gC}jt%84(DVD%X%v$c%{hK>s zmjmdPjH1=b#MFP2FeSi?tCUXuV^j`kB#Ah>_X9<8h=W$u~86D;6cfylx1)vb%7@ zF^n#iPk(O8G-_5zmH^=2;9$9-(tE8O|~CKCheC<;2C(_SjCg8Hl6MK{s(-YnD+`CcnCw`KDwul*CX!#8|q} z834b1j+6byTP_U&*O88=|VnOW#g}i`orpBS}z~Y zpvwiL*hPa-5>qYfs$dep3q#*(PIwJWu5${6s4!QM#0#%J0<(qVmJ{2D+l%SSJV=I% zcV_W2Q)R2+W`AshLcT;(SSIe^L9yc1jquYigb3PC8C%{tu?KFjnwj)1l+&JFfQoXS z=ONibVJeHWrb}Ng+hs>QBWv+4iY4Zo3PC5yC>saoOOkr@qC@t`pNXc!XMpFyP3@LE zKp}fvnhPIriZ2(c&b4|^JQX6x=YxrK%dgm4 zH@w^bPJL)$8|%|jik^9so0tVqRV_9{&xkq{Q;KWC-eW(auliWwZXDo$HU5zH-g0IU0Zo!XYr?qLfx(GubssVH!>OwS52M8NykYAel{y+$C{aWEO}L9J>?qi8 zPpAIYOq|bX zP|=@hbu}qxU}r4d)iiDZo({Ao;@}7WRxey?8b_2cInz9^M~TXquPEaJeqCrs9^&E$ zzf5;afXinm8CK?hZuUoAt2NaCh4ZE4I^ea+a;)N4fu|JbvWogRg+}R?yFz&Q$%9s- z%Z%)nx-HdnIQYr4PAt`0`Z%=4YtkrD-OkKPM=QH<`ENbSJ+u%dMy=H5GM@ds3USw0 zQQbi!{L(--#F&(1-)ZYB(^hiXm39_;91UqI=_{*_*A3VLPvidEN&oM5(p>37rOXf0 z(Z}8$-?MSgmd2~Qzxx&scbD~~f{@j6n&9W@!4l7TBY_|>*iyWWgc7C6YSBapOr9I2 ze@@1^Qo-~5rpx&j-S1|4=?ZpuSC9L{YzBI(&Ou!kHOrVZd& zF1uf`EkqG;9zI;HH^d4*E`(r^*;RE>et9;`whZW6 zEXaJXzfgDrA{CoIKkyp50+E*iLCvA=xbV~cQCT{_TSeR5am(d1sSj9XIzF!I_FafJ z0DE4qqN?#DMbFm*P_d)}l9GI#)rv=8TP#tmyTZnwohwi|0rupAuS*uHfEiIUl-!Wh zSqxrx2>6)B-bL!UN6`X^DUJ$Kb*ty~{8n|nj<}Y+&qt5E*6(rxsq{mm9|DR$u(i#Q z`utV!0$N702NDpGM;BkVX~-_GU$Q)YvUFPWJYYdq0R$XPf`Gwy?4HEdyqCvq*!yA` zF#T2>@U*Nso@FpDv#cGs_%0eH8T=?wmP1q3JiyVBsEEe(4cNVldPs&<#p0FFCICk=jXHR&`%-^ zuX04VzeN_HK=;e}io~tB|t12KAXev`MWt@V-?N&jL1^{a}=S(hNTtFmRhSwvV(P30K>W1w3}lE z2t^wCcL2-O0I-j(Jl!keH&cD|0u;0{P@;bAm(D!^C(}KlOM@VS1e#}3OkA|tnP(X3 z5l|azLopTp_T9D%WCsk^fcnM=UaD&Wy>gV=abLi}EP)eB(X98duZEr#BXA}~#AzCZ zMgo~3$<(Ha@fzdXJ6Cn;IyM{`#L>Y0UPo-;|Te2JOc!*;m*am%S8Hw1}tWhEOf zK+jf8Fgv6psgJWK4BFOOzg5*?-!JnBnS7S*@c-$>CRqT9Qmb|V_`~J(X6!QHzHB%~ z$qL;VYuUA3XcHV^{q(pyYB&O(H2~{iQQVVz*_sniWB<^-ZU{l5PWkt(7hHaY)$B+P zT)wHYQno51IlE;+#GZ@3SgU>_UC%<~suznme zDb*?T@ON4VUCEZw1xy&S#@e*?`fkjv-AK!(F1Z|V*KSy09%HeCP8WUR!d{owsmLz9 zSdt4GX4xjF1@XdM>)z)oCnfV-I3jZIs81qWYXGNYv3i)*O3>?aM&1~$jnL;6JLKn7 z|6xG5owKG(jY8nj_tp7YUms7GW<4epC)jz9>C{*0vE31gmM?LAbWypqEH8SbMZ+yYFrI)7kD%i_b)y@J)HJnEI;0z*a145I&4|qu7d7Uf(skL z>O>nkgmyw5W;>)Pf5Nc8_vhnoO`;?8My5;ccgF`1rFMI}XC;UvG&GDlnpChkTRaQB z>68DYZOhS4r#Y}HY#Zb*gtb=$cv<_$8w3oUe+J_%DM*r-nB{mBMicSK>LI zG$l(&ldG72JItIfJC(1c7P&s!xi_ySV2dFn+&0ZX5`6Esz{&T>B+9z% zaL_#{pw@Zc0;ri*a2^5W)zY(6i01$`v`XSN=akeKt#sxWZb~c?9?Fl;l8NUX06oe) zf31%L=5wiW<-Qp$=jU@yvC(bD=g)uAI_>*-4r?KBghoMjptDw9x_)G^>YO*>*YL>b zwZXWWQhFIIxAG%7=i#g8hwr>D$~Cgv%kIhV=St1)>FMTCG3M}%bbx3j%tpwN ztd8=MXoVeZkG+qRO(OD;TYfv)hXcjRpVwJjFaF%T{=oe6%uVTnFG|E8iPWD)29HD3 z`YaS*l*$j7oO|7X^lq=)9r^Gn9-Z9X?nBr zl--lnX{5ggHlr*~nx*1TUiZ13CqZS~P93@?Yk?=W6?XS4$rKT9VWrkj4R9tmvSz=@ zOiN&ZqOcxNbEdwEYW$A>%J^0=o?O(K8Rg|qj*!8q>U%u8Qtd<|=V!7Q)0W9G>e^*^ z3M@eW)4PW?h{p4xNcdq;yhxo_5rBh5vxVW4&83R7za$&-hZM)3BaCvSMhrD*4HKsVHy@nPq(#iqUu= zQqsc+ixpixCC#`uy@0;z5-sW!1;{ghIYylV=`1}8yjuG&Mqe}Br)@9oRKUx$ACtD1yWrlqLHH!R zixQ1`V`0h$ymIZPTi@Od&NmH!PzUGkhp06Y#R)V`MR| zAtcOhn3ewG)y;bm#2W}QnfLdW@_wH7KWKOyAol@0!wYlrP=*^2`qc*`!~-;*l?icw zsRgJtx1-X)!B0O&JYFQuUVPaeju|5v;eKO*_^X#kjy+3a7=kk-4e56UfHTF~drwJ8 zDMgwJI7Z_!bwuENs=o4M@u&y_nfw}K2~Bi~n^PIdy9>V?0MJWb4~@VDByRD#GNaq-lY}h$(k~0%wVjrlkJgZ@3(~b%as6K3*wp z7mtU{h3Fcs9V}Jy>&@FZTL4($!l=~1fP?Qsq~>}9MUc=*8PaBb*?}poY>FRgj%oi4 zxTU5c9%9xR5N8mz+X7llTTi+xa`>-}ouJ}-A>UbtxHnStwzUy*FbWt86h2HglP zzap5l-+dOq-Jd{`hay2Zqz}Ph-RGgeQHfq?k#R(Ex)at)pzbH$385S z)T;pSB(0cQn>pPITRy~RpF4YK#s&pZVzn<>M+hrGA+_KwUO7bvvieU|(vh8#x~e(E zNy?B;fAYcsc)o0#!(mLKxWrwO?TH_lXp4V5h)`i@qyh_QuwYs^lqkq~LCb=BN`)e*%JfSn-8-xI33c5YJ z`dt6x>a(zy6h*DE$pEINf=rPUaexA({aTwD3qN>}6+o}X)wJ}tl%%$+fN}nz%G-8{ zDDnH|t9&Gagn=V~@%%lX#l^qDQS`6|(BG;zvXwpo3Z6m?Gn9Zcy#hGh58ic%5<|Is}|W*Gl2XYa_AVAGlg0DH^5(MC|(hqX7N_ zvq*;6wciwurg8Ml!b{y=9$CF&sf}Z4`#V*?@%fb|Ovq6|)zM^0GN)j$5Xpa^Y6k-K)O5q9OL3&(5wL&?FzBo;vi&+2-ajgL`k3}Hj=Fh&RE$lhO<~c}7%?<#b(EXo7 ztMVmd>w!04<6bnzMmFqJ;LLn>=Y`6t*l(31@hcG|IFwZ~qk#!)2`xXassx}AVahqq zae+}Gn zbWYpp(=y=U*#x3-U!yA55o~x+u%EryV!*}sKtN%}#YaRb-tPi%kk2&CI`DA$NZNgf zZvjgSkIVBJuiElH?Lu}1Lfw|}+E0Ts^r6t-0OaO|RagY`UAhEB5zEgpIhYHAS1U#$ zvjFmBlW9|5^~}|xeY@D79p;_m+s!h1jxD%2UR|DD1Q_7eJ2}CNBpo1P4r#`IA0xiDR=@M zeaO>s6TJ#t*@oEyfhQHD+^qoW2q=ZGo&$c&Y8_S_`WGPwWt+Jr0n-jGC{cteWe<;V z`Inxxw*W0t`bNbo`gy`BSDl@(v7`K@n9O;O_UL0*lVqoKxP3<6$Nk21x8X!RW;R$sX;U$}0RSs+n13l*CC7R3gGI{m0+Vr9yo)!n5WBiZe+R z(z0BCxyi%r-~HOvb=`}vI=<^$&3E_a{gd?v5 zuc-Mqm;TJ!)p-d5j_l^ZOJet5yS^FwI@IEGR@^ z3-GeXw;8defLOS7v-Vg^i#aO(MVa!?6IT#;s*u*>wkuu!+r9iFpuh6GXm6SUr`0Aj z8&FqdKWpybdXt_`ym$HQdtZNOB(SEo+U5H=qFcJgo1Gs6848%3?|5`swk$2ze(ic8 zG+PNKXSL7q*wR9m@Vo9II~<^jt$mKG>5C@XO?hojYsO&brVBtjd1|^IKL#EQ(~<_V zJBztspw7Lo!(5&0FLu%$nh z_t+ExiI4AMTjJ3nQBKM7Tm=z&1AM(!xos25l)V4RC)%NByd)N%quT{C${G&{jRzw< zQMTrJhPNg<5<7+wzQxSDwcUz$zyc=$j6@xso$`I=!1$kjvXk6kvpn%Ky(Bv*Vc3f* zRL}{q`#qvZ4Uie8MY$w|(O01Y+T|4*N(pKccnM|#c{?K#YT{3CdA}#y`A=r?IjuzT zy>8~4L+3x-u$~Nt0T2o&;p;y=>)IlnmATbUqs^KSt4li9LBT}pU!^CmnkF;fe^_5d zOQ^$iv)Qy9E&|z>9y-DCHlc#nl)2qA~u$RbB6uIMAAz(Wqd z_gDi_t>3q(Bp3oFvE>8|p0Nq9xDMsE_XEt@(xQBvDa-Fz5Zb67=91K zx5w&YKcwF&_e|5SJCaT|V{|YHJ}V7=zmps5uJ*Pz*kXFk?$ROOQ`u~gSEb*&?%GdY z*AYLJgvidaNllV%NhcwW&Wg3UN;$a$*kT!r4dU4Wk)D&y!L97FUio*{D-VM9>6g|M zMKF(@bX%LAt*$UY!g#fA_pH;_iNTbf3R=CRAu?KPoKkz zR;IwH<2HbD1}>jF_@2$5GS420sqURPJHju4abIp8tBEp_b0^ob`+NQ*B!MDXuQ(Y&TEkDso|qPWc}8|ui@tWzG!DaoL(r7xo`$jpNj!KG>21wyb{%+c za>eHX;*yDN=J(k{97D5zgg3=PR6uf$n5O~%grQ>H205C4Ie6{e-1@)Q`XB7oE@qNo zKAIcVVcuKh8D)}bfug>LwVGo`RvrsGPO_d}p{itpEy4iE_6{rUd_ zz?YuPwrLt~Lb@>s9Jd;kq2k#eIoPMuJINXK<=+m+4jQ*z@-4Xj{z!&ZfWcL5V-g|~cwRUT|1OWvUL4lH} zqJjiL5s<8cg@S-c&QWqua*!knC`qD{T_8DU$skFIl8T%qQy@7*kLmhW_c>>OU+>d< z_wMUD*I9r30a#UY)|~Tw$20Ed8G3gDexdF*Tn_Xgt+N`=2zbDd=QY7;`QYpMN^}XG zf4lIuMoApS+i_@XWPH>X-}xYPL%MIJ%wBV#V6l7Cr=NVl_OMEIRK`d>bAIp2&n{IZ ztEg=4EVPsMtWG@{V~ueGr83YneX*MPF)V*1FFHI*cW2h1D8^I!81R*#PT-n97FW1@ zxhx~G<&v29oi7u@7vFuJrM3K0yIip@^Fd5}!{=oJ(zLpfL*zJUk`g;CAc3QJMBoBW z(f+F+G$sR^zP=}Y@#67~C&_)>bpg+Cz<{SsJ&K()DI9{uTqe-_m>k8!t|~?eJD%@J zu}rW*e0R}wQW~}z&(Bhy48~n^S9uw1eEO7{2XVod9iDsE3{yWcGV>+XN6CJE?{P^G zCC%wPQ>WltU4uvR#h7ecb_iUwLv5D2issf~zGrUQamnr^auXWkuq#!}sL+)}!rS_r z#$(7)uIUf_mGKf$>FI4~pcZ)&l(zeop>fDqdRN84H`1_`Q2(7vR)FzYG5z6DIPC(m zhOgy80MFS-~;Svz_#(vAsmj=-usmzVkX}5Jk*X?Q8s`>LZhw zX%D{r+1Rq){b{p56iS*zmZS{cInzaRxvn6Df1*yo^!PS8YT5qQesGT@77IZhC`{0x@(jXFWB$q)c7#(=UEAQ~HjMyu-w z@C+yF8|^_N&j9oc4P-@jKT89e1mQ0F5G7OnTV%X)?oKOn=Dr*Xsn$Eun?8AnqYj1mHCDR$fP!Pc?Bd2Q6lk$C-L{w_|)}UFr^I}eQ6-Qn@h4h0! z(03Ve{yE$EZYdP9j9M%!Hou?mrc0O}|^ICoiO404x7&i20|xiOa@K^k;;v|a5WW&o^FIy{k6J+kW z0Ni&y2=g!n>(9WD-Byk7h!Y+{ybgln9{A=<{dx9ZPceTv zDxcbx!ktN?X#DatJS1vQI~_|el!i{;@`Zx5kd<}quoz4iFx zr4!FotUv*`sdH<6*^Md1>!t1lvBC_l^nBc^y~!nwlI(~o!9{&RVXsJuYn1~g;Q>kv z2BJI7ES#uVn{ICVLnisf;-VEyM*r3#X_mUoz2)^Z`4k$mh@o)_DT#RP!*M_RqpS{$ zg_)0?&wxX*S}6!$BJKp%+UG`Q_Y6Z?b9L)tayAclcK4aRp=o~sdx;2jR%W;9hO2-S z?%_C*=yN8iBpjyXS?DpWH@@!&BaRu8Lq*SA@O{*ETT|?%n^Va1w#?gA2A3+8yvVV_ zJL6u<_eSNbRxjZM`l{vKt^sUt(tA&Z?NPO_b+~{#x(-PVd-#r-;@h4=SN3n6Ydiip ze^$%2V>FV#yqi^uy{7|xM(fVLZs%@7RA_RgRZb;$hNU_aA&0pawfZMZCoPW-RX_hl z+W5XQErgAbcAGk^Xf}%TVaJSllc~*duPg=>p0DZ4WNaeC5KyVqBni*$$+Sph6%)qe z)4fdLmLslCS+Eg_Mnb@7brFTXh5V-8X(sRTivk`ec61N_pz~Mx1<1<5o=&ht^Qk^O z)}IWx+|@^$IRUCBJ!zvzYET(Z;GFMURPYx~D|}}pj%j;b*|KUC_o71U5Bj&`Ke;WS zr@~V`w=UppnRC~T{O0ZED1|EnDbD0YB|?YCIEmkLs;$HW1%{|-fApaZ-cR5sQm44< zSheotTFQ%kpwaQ7nioLfO6*inp`=>^xp@S&DlL8_ko5oX#9yFXJQP3wt=4xjdSx(7 z@VodGw#o~;4tvnkp+A{&pwCB?7%D3=Ac>F0`7Z0eCr=%&8*rH-2cBOKi0+G<;xK#H zc~I5-oJ$O{uQU9~K<|FAY7c8m`G85ZWmy`@l#=@-5SDa&Yyn)1I^vd3Dg#u_U%p+x z`|V{N;kO+~;kG}VJ!YnV5z@oOe& zlA=|gs8H{X3JbkWb*z@vhtmVt%H41FEA#Oi=g0TlK%p7lY%7Yju6pFW5Z->SfhV)=^|)Z|?RzD!ojjKSC6_bW_lQNa!8wf}fdv*KfjhHd@-lf4Ro41D>`J(2`qc>o zUzXpZd_v*z(SEr#m9M!ie%QAlesI=df!1`;DQseJVbSY(aB1D|)$mQ^gb)QsVgUR89M^ z`OQ(RuAHnjiTBJjQ}C>?YMlLfICE>6^eVMc1J6jUZYG*Qi_@O};hm6&6l9mle=^E_pl!4c9))}J#_`E@48bSv(aWKX11UlZ7d@8(# z#XH@!fE+fZ0ja&hTa>5=TTJxKziM+YeAf{7_1!s(ds*A}8@ZoQzV-5_dtMqK4c)m` z@cj!pN1aijXI(0hLhyB2OMLk^f-`)!n}z>Q?>4;8fg?`?V5G#q+xh>;+xdT!VE-FA zxVXOB)TcN19hXJ1p|Bn$D+p)$w2irlEcV(|MNK<%Yrxj`i}y1#Fx>G574>UDMfB-U zKyTKLD@u4a-X7Y5OY8tW{2r>Qbjv-#@aQS!!2rI_jj`q{dQAC?lF zq^!T;JQppZM5KYW`r)8%*?D0z>gndnP>Y*@B?oQ6;Q0UiZ3)nLOk+k@>`VWp(eI(o z&wc;;8`S@je>&y=GCsI}`d?f5JcC!bDazsgM$p1|<(j!;h`T;MPW8FZ_*Wh=HkPR3 zeDA<ty$Sd za&B~c@I?96+u%2hiY`E$sP~)rkfm;^wuw@4s83WMXC#VbT$nz#97>Ojbs4@mRN!8s zHnpj1O^`aqZPZ>!&V*J8Vi3-hjTcED`~FONlOAeRwrFrpmpF}8xn?QnXr&eH=09s$ zLb6~(Wdyz>Rq_Wd=d_h-NQ6~NX;cJYhKB;xn=O?W?~VASRT>r?Vrw4iC{$C(?`066 zllpFB0Y*(4x&N#^zJ?{T1~1WIuQyyx=L%PPhJTo#mX3nun{Ef-4ff2RcG8{l4*@1r zGFe+Q4X&NUvgU`SQv~Q~r8}+wDkODWqih2kXCzRk|Nnduw$o@IY)^O9K#7!j@y><7 zQO&`D+3u7D=6ibK%@SZBXSC1kD1qDwi7YxTHZDm+1y8wKhYOOLCS0Zi6=^(HgI9Rf z)gk@7S}38Kz|V-p|KI(8>1?9)+w;X$v923;Gt>kmbQJt`E>xp+!d~F>UIZzS&^IFG z3Va{n9KYI~lih>Ily&p(Z}$Jph5E+)J`wS2cI~QRrA!rF1zr)R+a_K0QG8aG9O}h| zfTyV`D)ugDP$t)^e7+R7s8(n^alGoF8`b;P&yk6X_5SCNQYX-zlP^p4k~nORLtYd3 zeHc;V_m#?74_F5iwCh z&NHtF{=47yJ@6Kq!>+ctJyuY?+#ahmW^i<{y9H5XLttUh(Qow6P$r!jK$mixEKyUS8k$2} z9zx7Rn`9E6F+hhR=#T0nwYxOZ0CMuZck&t#W z(SsjIWi#ZuJ%X$fn@7BOiOy0=9G*3)QFOgWXHlp8(4l6#eXsDma%)Pr0Z&eJUbbp}8p7D_T z@!?_A<+!(;IXY822XsW?Uv5heB@0u`wF;&1~KUo?Zv0gU2}|fzz+73SrSV% zALhvBF2>O*?#LBwH!YWy#yYE1G#TGyNF?$eFiRB8h~Pa)v}iH3Z_o2G4?5DU3))cA zBfw#b;CWK5y5O;0HFGVJLiA~gdK2+$o%*g1;FeVblg5#Jnr` zZ)Pjg2a^SKOc2Iz%kj2+Whx-|yU^H;NSgqmEOjWj!8;=N+YT z4Z|(F1(MF59ojKWMrgJE>zwJz%{4Fr8?fUUZJZ+{#@)T!k5HW|IpQKJXGec9;e2)B zi%=d9nQw!XM92O7miHsx0m7v5x0^RiqA|>jL^0~D|WDtCWkDP?Jn(i zorpc@kx^hM6stp9q80>yBy-n!wGH(5{2}JkGZ-_#B&3e;fE8X>&M`1moD@Brmp!z1 z5fb;Iv-U-L9*7mt<*qJsH>hx&q7=H#<~fyHYoE9wlzqQN`$!Lgk2QfQZoGXVJfCYA zE&#VCn$x#*KxIEnt)RL{B^~);i?>Psb*0&0MfS>A*FEVBs#V%+Eb3Ap za&8B5q;fo;R5f!T!+G?F5U~#akz94!Q2N+(C%?4AX^VDJslg%JJqtPpb}xP)NDFR; z6QT}(GK;R7k@q*AcEl0Adq&%L-5+#TJr#Z1u1CxRO6nHRk_efSX8=T7j<0+5i|Yx_ zw2kuVSq^9#WP z)B@<ecG*Z2Sn_ zFVa1_wR!5q_R5&Hng5Y&zKhlcBfev1A2a{q$wh5?{vT27u~U60U7O@?)9ibWzXDF# z*HtI>q3A1HX6&0U9qN;y;Qt-GSJ%IN&2-hyMsR%&YrgHKrhlHz;MKzl!c6icw*ogV z4gJqsH$79Y%g_|hvy0ZwWZrE4I=R@Ibra9~lkAye{W8Bgx;hVLBCFH0lrJnhkq(J$ zO&q^X^7d%O&ZHmGf7Jc!`ie8bPZ z#=@_0rAvL!nW~elk9@kM)`=TrX4|rEe^?NBMC1Q!NzbO@Bv0*JRbQc|yR^x-WkJHA z!lpOnU0>(Bm)zKnYR`AnX_~b1p8npPecL`O*EdRe z7+by5zKCZ6wH*Zq1N**57m}o0Che{IS7mXp~M* zifnw3eTZrgUw~7i6blz?;aSyBY}=N(sh$?l zns+8Va2pcw5o7>+uv@TlQ=s+=SFNiz(^Wd7)yZ(d~pbGk3NO+Ik*z27x9J3#?#$DWog)&pUVb75$z7MyvmP;V zsU<#WbHHQrlxw>c+)zz`RxMP^7b5WwnOC+otq_V~tdC0EU7y{@r`*j`ak~@2P4VmE zo4ACp(bi~Oc_WYWf5nv{~7(`r%`Bn>x2phELLhkCHc{LjuPw=*NuiFK#^6E@Gm z*P9?EVXt=rJ&>oEX3fgQ8Xj_?G6<^f38)qJPWi*XNlbz_@e-H%(-rtBQQ?x`{YNEq z!djoh;UE5e_mYqxONG0sy5f~w z=ru!*XvKj~Hw?YXqblzVm`@(Cs+XpxN1@o13ATEh6?;Y44#ad6Qqj)vOzSd>ww`{h zqj2LHx3xCh6k^Ct(ZYsOg2*HI6ZXIV_D}8)@stxufx>>^H%0{ zJ*#rJA*$jQjHY?wrdos6hj0)wl-L!^UcxGt^6c8m6AqD_X!zF4K|Ct41k{73X#zb6QUTan3m`1l5fRG@xx`XQn8ARa1J>SC{`o34ejNohsg7BaZqs4c<;{n`yx_H8QZXATE3zma zFvR3&i!KhA7PwRW$bUX@AIX4{juRSy`G6A`^UQpuEHzaSjm*JuSd5IbQ!6$%k&e1; z^5h8c_z(-b%buO4*J;|KZ+pu58A_Xf^RO&do!!*i95YBPJ~IC!qAj{nOIi7I@#1!_ zi0j_Rn$+x&5UitTr$8f5rzHwPdOZlBM1qx3e*a%O+h$rmJY>x!Q1dEh4 zNUT}_qv&XgSzmT6GBgidU0m_W>Lr#8nKWyP@L}XEq-i`mX*g(F%HhN0MXfBH(Gc3+ zxmWBKP1SHMZBqcwV=CrVZ~++sda>q{9~H;iXgrbx7WZ=PQM9OgmEFqd2$)tiPXDQo zK~=E?^y9`j6jFk!@aIcFB93YQwkgG47L zt}cZrA@pwcGF~F_5Vb71)|;if=F`U9$u_992J?zbv*d~gaHTQg}tk2kv+^-8-Ttvsq9l%xa6wdDON)pLo=xH*9X|0UEykWkfuf{ z{;0A|(01ERss#9L%SZH}7BbLe7sslrw`p{J;W&o9$m2Ow^Xs+oe;3Ai2sKbgHqbD& z0nVhs=?~h=D|QHf2HN1WN}6%#vRq}uK^h;=ZWjIdHhOIwA{}^%lSPs*r{7Vs34P1e zGVV#0vq!K%5W`Fm_nIrXZ8K_p33?shASPp%!_7V{BCbJ0XQa#?yRcs48gWC@6zS;* zL#t{FhNSi7@F2lFOzS6cR>^`Wb9BcKkrq(#kYxcvE!x9NASrFLeeCl%1y7RZ`p){} z^ae9YIR6+i2$i<3yc5buez-2S?9nu^N+g8Nh`^!(H_aBd1kA^Zn(b{h$gP&^MoQ;{XRARSEiZ6x>3Y>Xk&<{`*RCE&4fyrILbTwvI?aImJh z+>+gGNb(+u>_g_?HCo=b=UswX3vR?%fQ3TaBDsxtP#}BCAarVBXQBj9ZCiXp;43~{ zF8FHY3`W}ld@`YNVOb)&=N{Xvl#SF?L=_+Nrx+PhxGs`tWg^C95a!(bL76iWT>Hj! z*v{uEm-=*rZ4dXu?U={G`327*D0&Oku|oUc1?$mc*@;g}nY4kw{*8lwpdan#CEEE8@5YqGSM=pHL1i zz4AjK;g*6W81jlOh7iBe3_*%m)+sa!H;3Zv8{H$guV_asL5;?eDJ?ohxYm{sj zqm!K2jN9c8F&|URSJVU=ji>FaIbVogn7#7I&bT)r&Ca|fk71{rhG8eR;z5g2{pcsv zZq~*A?4%;&h$Ul>ejf#{kUeRMM~BIld{(2wqQV_^6|dHk*W~_adqI;salOq#U^-;8 z+5K=)8w(S|z7wKw=^g#F>=)m8B%GlaK>1~?Hs`9)tjI}oP5LJwH1H9O*4*1cg6*I* z^(i9$fk1vBYUgSfo<_asNUiCi8)Z)Z)!$3yoh#3HQ}1;p490X5z}DcCJ+|e2>bTPQ z>z&&HKD(y|It)8hvaJ)==WVk^ErrDf84glQMeq@x%h{yAM}oOvXMZL*8=G#vc2G0J zDOJ*xy6#O9ttJhT#5Be3ZT+H_<|lJdV@asINR|#}ou`jsF1lNhLG?`=0L{AIM@*a(DPYack%+h<82Ky5Hou z%T#Bf#-yqLx-&|Nz%8Kj%t%x}N#@O{*<=MTgVB%HRD^e@`6MiiuO<)+ZWt8q15)<1A@h(&i_W1cbu9VD1jgN}`mftmiCRlN`-K8< zx%2`$fz*zQ~k+Hol<``ac!g`aM6o3+r6?yp=aTQy{Z#f0gM9 z&U{`UejaEqdf83TwPXhW{E7`9H6f0oMLE(GTiPpLG*?M--!wRHm?=F5}|ck5qN? z^*LBd-fSKshAu^gnmZ}6ku4=qrQuD=)T=-fZy&6i#Uu!?p=x;7_QdbWiA zjufn)k{R2dZuV45zLbDAn&KHj8KL{F1Q=5Gsv{7+Crj4ElA7pj{E05wzj?!~UGUJQ zPt&0Ywj@0(zBtLqu-a;y02k{TCQ;_E31fSNo^q~~8E&q|+D`uIiy^bspisaTEza!A z?&g;@RF)WR0e$sMcHs~1dKup0K9I$RFiBF>kfb^yghH}K7!SVn3_<#(z9@7%Xn%4{ znt@Jq0Wz*0SF(sdPAb~>Zc;@6BBr^fLSqNFzPm5B9Geb2t>_-ed$<{rcRjEK4upS6A~oP zyLi^HD8*@@iQ!Y?C2A;Pd$lEX3f0~dP(t+i7U>~&Sw zPom@7Rn2891si5=XzUMj^hA}+Nzsa!$i!CX$2}g{_{WKx&x%j_7Fm;ep4D)N0p7E* zg$cD93b&NiTtZ;@6a97=D9c@rp(7S;8o)TpbWPyX%c*HNfYDy?`5hn4wX zbyx)G?;9<8rhk5A4N>YZ;|S0VX5lSt@QYSf1Y4n!C;5G**)hYD>+D>tS{WKz*P&>F z2>x4#`5zJNg#z^~Z-y$~2q`h9*CgQ=1;ijcerN!60{I60cuICaihS3{`av0f5vln1 zq5l1?{@&*Q=kLq^^aU*7r_+-rW=7j@CT2F8`6%<}zWLBdRi5JPH#18|)54L%cZfc% zDsD{BG0^YtN9NKa9oYaFL$i|!c~?h!pj@;9*El&rtYZ2QfO_#F9+MMjvqEF`l|T0i zRc7TisjXX(S1pSL^II*wGE(eLjLA<%7_< z9v7B&jCfe?xT=TDbwe=AVwgfb2=%9tW|^(Y4?gfqJ}mBidjg%2WPBT@aUnaCs*K<7 z7Rzf9g``OxT}R@PrTIpBfX5LQjYYCcoUFPaQXUIo^~E58jLD`=NGH_6nQ*~EId^m1 zG$qzPADOp{U{>dtWeR;5oWCJm^~%Rc%ExIGSB;pmYc(+c|6IBVAE;`H;NTwjt#Q6w zb1h~I&k+O<`f@Op3iTh%@Kxu*pd{z#dKTpIqTv53hB2`Hh)4mp&FJmhZLxxV$Xug+ z@K2cl@3nfj2n>{Jz^g7ETAV;{Mr5ktdCKwd(=;&tW5=SXsZ)3c+wy8@d(3?dnQJ@* zA>7zj?v6r4->N%j7JQ>}6jT`Ty7?AlpFYk!WCiv zO89tAK{-=pLiiqRbYlY`xCsG^_Z#`DCaTSKx6VSu9K$a&|1)uT#G-lE4S1HVG;lV`j5MI72Z1ah1cX0VDeG`$ZWzz;i-W+Q;AKF zV~v!B1%{K`05D6Y-s$eC?X=fSH-BDoZENzgBJYbhTE`QL5oPG)V$QSc1F~CVgMp*d zi?}KlA4b;V$*{G2%owVoy@EK}k^=6)VNCHt93z0|F2y-xg&m|%x(6R+^S&Cr^3+3w zf=dtWT~vYd0+A;2N*7^-!X~#=Bq5VP4Y9lw|e_AGvg2QIp};r3q)B7POz7??)ySlc@m=xgkL; zJ|Y{RBX{w&RE6Ub>NQ4HBfd9RXVsck*e;u6cP%5+?M?oS;0B4sk3sV~UPWGgT^*7S zCGU$ybRGNcul%K|I$CE>AER63$w?yogSV;DTcCak+G7$2_1PABN1+gr4qcj zXE1Yr-@1XOLoX92fGflfja5?^aOP;6xnUQ;LK=yGYoS;N;Ai2 z@>c=sa(FGf)!E zCBR~$Le}YIj}>pllj?!-E(>@3fQ3cN)I#RCjkNoMQOrav zO(Z@OmF;Opkzp5$ILNo>+yeH@2prkf@pT4GG@hZ^qC4aGE7#$X7__=5dO2p9!EVY?(bwsJVo-1Va+q^>2A%xr zn2iKtY@b(OrqT`yIt;8FRv1=oGPhEGvkD3M2BK1Z}uHKpCD}Idgn>X-!TV9yY0nS$Y{B*5>%TaCzz5KRZhS>POXsPh6mqEoCBzI zPHcD^DQ2++k>6df7wlx(D+nBDKQol3yz~Lz|HyIdiKpCa$-(R#?A~I!o5cA?t{Qp- zg__m%uQ2w4C&Oey8!$k>MfqIB;3E@Tf<%6upbQjw9)K%>WDHKI689b6&3=70U&VYA z){cI};J9*s2v$%tmzPUMc!?@b3;v`M)Od*kNzH8pf37`zy`>n=%UtP-5nZm|WZlLO zonS{IT%VhWn}ZjZ@T*DRiAJZs6u$zGjeV<5zaBS8BZ$uzyQA>1c$Yinn^kJ(C2oR7 zTeY?^HMSY`lm74IuJ6%6dyLm9fc*Df#VKn<+np0s3~Wo-1)~#43&BlL$msOzY76u< zF@DBqUGK`o>;c`$<6pdaSL4(8lE2_&m9JC{aVC$#Og#Vi6DGbTzJTf9C%L@@^WeBf z@?#|btRYJY`(nY=KSFc0?3E%mbHoV<Xz_Pt$h{p%QJN{!Db@I0jzMVxn0*3?q4RptvL+b?SqO_+6aLy--np?vEJk^{T!g#T0sEAM z_tgEIb}Y7Hig0?8j;V@S%lXXylmi?8aPU|=u-f4sOHI&{v#JvxyQ>rSP$X7A>~YoO z)gfaWMMDCM30 zsy*Z?dQYHN_gHw5SukBziTN{#WHGwo*-5m_eD9isTbiCb#ZScN!(6bTZc=ng^(0!* zAt(R%@k#Sxjcxs}8N)d(tRHJ0zPY#vuaIw9`+66Ik8}TB_-Ig<);XUOq}QDTIhTjL ztY&B6t$()Bpy;bzto9AZayq`h+nWg$IsUrr^sJ&yBlq?~2>K9=Sfd9?c!{dn2hx!j zR*LGWqV2Rgc#X$yiO8SQD`MmDbi5$Via^_v;TCW_R|^QySarSOH-Cqjb5o!i*Z0D!MRYe+Ji~L(`hNI(+0!3kny_5a>Nq zZ01KQ>4Zs_hqL#=SN!y^vLw+l*1C331ZEC7V${MChhR}xjjqQ%&dtPOs-Jqra49lY*$U`GDbZzi+gsQM)G=3$m= zm>X?4j}N@=+TU;e|D_Xdl~iNAu=Ie}{Hr<1tDOT8LG$#0kGGkRE;n3z3fXR)U`6{k z7l8V8E@%5Wh4PX3{ePs;uXZ|ewL!oPVI{X3tq1O(}|Y2~AXKUB5Zvo`OM ze8>cd`nX;svM3ef==xCvZmm^b@_%w-7V#1+Wtd+@;Wnf8KLv7x1|^Eu*>`>e>rvx_~v zB@8|V=Ku08i&anoKqdPv+I7KA#c8Qssn(7{@EQ#YBDv!PgIXP{9)-nk*MNXX7K~lF6j2&qI|$R zukX6`$n}d{Y7T=bli%U(4bT2{O6T+72`yawO5x|m4W))xon6z~19ZyN%Gt!GZ7(yZ+7Jlp zLW+GK>E`aEv(ibu3Y^jI(1S2337J*{>iPNr5A0(@N0viscufk13C(kR(Cuax-BcyH z7gKLVjZN3HJdaS3`=Es zu0QxfMz5m*cXC?j7{JWV=CEc4ajb=%gO|-JHSWAj%VQdba0a~AKOd^+8@we-2;d$3 z2E2?Bt&n4`-9pcIwIVf_&+@IxQY5HKQMU-;t*xJW`E*XF>8WPD%u9CB!F^|MzG$T0 zno|#rQFnF9>a)NkRhD|QUmDSQ}HNKky?rzUjD%Z6?etN5Z z$7wmwYpJF-n#!#L<8pDS3;bUGPEwe6Q(pJf&3}$8XbKdk@rWEe(K*lB`9%w6&h`Ceshp2e7x2716`w>_6;r@2ccFA=<)J@IJE?-$}!O4}!A16-5bL1Yo-R3?hxR^c1*Jor#qiTcilkjy}}`B?U#6rNw=ftSZkqyslz&r_I%eKUZ>?cGY6)*qbnOyyRC#zJ(b45MMoF@Ix}lDsmt9T|F&t#F;NzdOcq* zbc)vRbH^oN9owy&LqoV;lPO)^G9R()8&1lck9lx#Sdx)E;uDz`E6H77WHseYjvbGf z%BKiQ*xJ4qN;4N6@*;9ynWjlWD^{}LTf<1wPIg&SnS6~`@FF#l9nVmjOStf?{pCQ1 zhM_~ZRPMd97G?dHw{&a+qeaGyhL-cRk4Ii`V`VM(Vr&`~Xop2e7w6r&0``QvuyHbf+^ zRneVVGGb5zo48L9^bLR7;XANF3J{&l*JAketK*e3k+@{GC2_1w4XF>NCQip1fHpGp%Wx`R;0E?W*^H0MyH znuj|lqszJ6#I=VwqRMQVoikS!9CBFs=1wggc7*g=5o)9`iq!0F4}U6dnlCuda#x!l zMtfBkmpH797DJF<7EA^)g^UAmgxj%x!-F zkSHaNs$XPOmO;Qd9!CQ!xWIDJ9C{pEW5-8*V~eSYf%$+5VBV42ZA$Bnva93|YccST zaM)(k-`5Ml2)+wGc#k_`-eS4flpHJK@V4^jTA}g$JGGp}VqMyymXQ?AjGb4TqdNnQ z_btyjE)8cl?|reij9I69S@n%R?~_cvlEwPkCEk@Pt#FGn23|7rK=mfhXywr|$G2%2 zmE{6r^{-7VJKx~ zXuZ{R^^JQ4WHPxq3_&y((ha!o-?dM{;=z2T<}+9RMXgK6#6K>s2HksY9%tp!E%&r~ zV0Y;KNcFA~bNtv1^X{}U)ja+J^soC(f%JX?UsF20I+q3tgcaQYlVK<$_PeE(NXe$O z^I#;#M}gH!Zi0JlPh{guB}k^fUB<`z?#CVWBX-JU59QW7oq7}UUgqS6z67Z9u;wQ+ zN*B?Q`e+A)+>>xF>Jf2mx`6mq0#2;{zLh&<_m32eg~nJw4*cQY7Wts|=Dq5VO3^+R z6pMe{`RX&x(?E*3MSxbQe?vk&h*+~lEA4=;+byjFs7HY<7A6dT35vhs%*3=LEEDH6Q$5tX(Z;K96cBwRK*Q4T|de@}qTLob5twjq#QMA6{R)PPCC zu{#+(2Hh|>uX>(74Sg_%KKzcE?%jOZpsa)&!GpN%eoyr9&>2)6{H`Yu*F2*j%k~Cu z!>2zcKo(jfWrxcS)dh@)a}sHm-6o;WExGhNp#xWrnAmR5_1p5M2EWa~GEKme&s0Jci$BzhxfX`>82 zJ{E>nnxxmBG`pR8Z2$JwISnJ)FGVDt+z)f%QALEr&*3ZI%$SZh(_p6iqB!T7ky#5! zvNDI3y8;@w?-8LNHRl-^bI@3W`)s`8q^F<<_qffQm#lY3Y`ubOutz6{6I#b%KFR7c z4}rAzq6EX)BkE-Q!g)RJo8ssr8wNoaW6u;PJwqOPp-)69jX73Py9vlXNn?%6*>pe&)%J|{Lqw| zZ=d?Jn^+hPT4^N2y1R2b`LmjMHj9v~Tx4JpT66SQ8N3)I_srtS_Z0r&b*=kC=vKV( zn|lKtZV@fK!l61FNHVMY(K;iUC^8fmapz$wT^wv~o56U<;vfiMi4gr5Oi-;^-WWeE z_x)?HO59a0Q}zh0bzuUeeMt)K%YfQuv#La7dy)2%&tmX4EwGHGCby3FjXlU_&*k2U zzJtkq{_DKpA1WW)0&l%(X1#k=uT!Au+5sHN)*_jTZ%Z~#R&RPH2kYi-9aOYD=j!>% zd&ml7ur7Jw)7Oq#Ow2m^aAuoz^(1xqV#-(5-YLmXcl(nI7S9L$IzC!C-dp#~bsEJ4 z7CM=zO_64(^9a9PQX2K=En8_#c7 zgG*`r(G=g3wi-f$lJY)5JRKFj&f{CWrAaXX2!)cKJW;{SW+=f_8DBU{-B=@*osiQ%y*k2@+ete673o#b_roW(i5&Js4nli5}v+d@Uo0ub8 z)AmC(Xh-`s^AGBq$q2{Yd67_Znz_R&|NFJknf_PXJorBOdNwjy$IwBlXxp{mXcruW z{YC2`S7C>kLJBo+g;m9>cPS%h5qRHs#58uZ#N&KMC|mo^ol$DQKnly&=82)FIlChd z&y4&ejnc!LeJ@wdUl{6Q?R|P{9wJsme*}xEyKF8LVJ^kl+V@8ZJ=uCFQG@A^wD&Fu z%5`t^(EPp)-G{}NQ||gMZnYlPlKVBdRm5iJKQTPb`LW+EE4s;>a(Yb9kD~(9@5@{D z(POlqZvVwcCJWBN|JK!+heO%EeSFMd3NupnT`GoX?AbE$M2ofYM3xM)4@NUYmd2ip zrQ(UknheUmPWD|C5f77fWZ$>!$$NX=-~0TIfOq^F?AXfmi2kK)Ub)kBbV{l zG8D!ac@Q4lYy>?mxYBU^yPknfT>}nc^q3#b^;N9570$&fR=&$(U@YDvbzK86&HjLy zHgIP0JIVQ!X}!5>yc92jhDV3)x4I{ZnhlVt(wZ4(KwqBitO#f0-V}*L?zIo zJlm$qvHbBkC@%ioT#48&9HNZ!@A?Xiun(}m&3E2d8Bk%D+=ZJtmD%;;ZCj$cU3%SO zr9MI@W`L@vwTQX$V~oRt}#tuH5@5!L$VtRMfc=)XPIwz_7W)tpEzeItcj# zYe+V<00HmxhO2+5vXxKJQq*pfdoV!3!}rrzr9^c_(Oqp<9D~QO<@40n6`sM_d7j$V}v|>(rj~7aE`q1u4^f zTv(&0@P_);aHfXY-AsJ8eE`tfEkBnoT#pe?WM}UKQcwY*pEURLh$sA(xS!f_j9(dW z&b7fMz~rKl`lhT$ngIE^K15D?|D$kp+q$#0mk-4@U#w#3z+kVDt*>!>g5bTFm-UNmdi)N0qC<7?J8XquNS*#~Gp zGi%VWZ!}x{a;UWpfZ`beKCsI?05V|lRnbTGug$Y3`19?Rk)e||l^r!5r^_oKU)nnB zTjKf|BD8gq-3Kt|Da}xP(s0UEy+-66EPJ5G*nTA;w<#1u$e#|=(#=?@)v=n7V z@|5jceLMW>oyJ))`nrnW;nCXDwI!{gE&n&8BK{3Ph5cK^A!O$VFz2jdmqjn}{;Jt~ z;1dQ!#i{JDvs$a2^KrT?pk{SQu`zC8;A9e_jhG}21ru_14{ql$;ux2ZqQ^b`Wj`S% z@0!y$#rO31aH38nvOP{Wu|1Lbb>FpP$zPNZBt9ktv3G1gwTv#pc0vcW7`jy71%x$rI0S8AM2M;p}2j zKIynMX?A!FtN9hS(exLRLf2s8Xhz^;k>i=fq-!G`UInu3zqOHe0OOSlyk2*D1!DdS zfJm=zll%PLgLfEEen4(5;HW)~P(9#@fo8M~)_zMiF@nPQr#+cKz^|=hd~m>TQ6OloX|rMH4A+HQB)>{QM6fMbuyOM?E%hK~C~iS%l_?{_T@7LihV(!EH6=3c z_RQ=oS)szzyUrEC~$c7sN#;51V1%IkP1iQ5|wbNE_BgLxHJkKu(iQPC6Rl;9L;mo z2o?HwMl%!e&^i;3HNk`~729xpf(TcuABMR8nv^1}14#gR9E|wYKW1KcU!uC&PztwH z0ft5gFXe-m&oci=t-6GRCC42DF|K;J|FpB+CC#`x|*HE8vF2;udf$GuG&h4Bq<2?D4M7g7wGP zz_X$cg=MUxlA1U)&xa|u`s?^P#AYR7Jfab%@!ne7I$O8~E{_v(UOxdEJy}%iZuE{1 zUJ3|JKU#Kb0{ncdD|hS`8w99~@E|Z$y$N7R2^xErG%TSYLm#0%BTH+3K)=FVh-Mqb z$l}fj8}C@@iBK8tH!5&~i>gAci}+TM+u*upVs~CB{Eu28m#w@klO`FjQ?j^i1#EvR z^!;#lYyYghcvrH3>AprU#Rf1~1&97c2Yiq0H}&?#j12{G`_)T>3gFt? zn9Deb!UVS}ad#%Hwx$V3XGYgsXOQ}2*Y95p(a^OCeY|?yQT9Xa%puTGtm-|d-t*E^ zc*zPupF1(L$z`|YepA8*S%{Oa1US5Vrk+?K{>8ecr*}f7Ho_lS-4WfA8{uZHH@miy z@!6jw$h+SMDMaf&D{MS8$#&zcQz5nu=trr>f51OT<~Tjhu5p1xu!0IZX7|m1om@qhh&-7ijGG6`jNhjup6;% z3&agaNu%K(~qQg+D^w+#V%~-A`rS;v^Pw>`cAg&l&%)KnygL3hOBV|KxJAZ zFI}!H*ucbdAJSDbNMZdV@3IOXJnFm{bo;gc-G&lzVVNPh!`jLHjM~ZV#yhPEFoy^i z3yQ^to#GBEH9N3v*4KC=!QNW=aGWwzB*Y`|jknsjTKI6JJ&)_r$uO_Q@2iuci!As=D##$2} zQc79W``6VT+!wqhPO?tA*ECD5Y-#)nQ_d-S_`W;F_=sO_)j;oNM`U-h)Q5$hoW2V( zyX}E%wei0zm;ZRT0ewC%x-Yzp$_g;Kc7N#-QeMk};U>mS4K=5^T`8MyNr=r?YJn3R z=Q}vf-J4?O1CJa7q1$8zmT2D=5FNSFT+L0n_w=AY{a}HBh4HEu6;*AYnD?|+{-ipR z@+wcJ42}=#Zx}apvMc*MxIXngK_>0G>LpM|BmYbcQ1#j##Pn2@FfXdahjb@jgAn)> z!`$k6nVhqOB0ozMtGdOzvL>((6CRZKQ7M;exdkwI<_y{|;J9sf1*8mpE@?U7Ip`Zf zc5E&$*XemR@7_aaBSSvF3k1xd0shzdKyN#>e3*Jau@0FSCi`UDynohh-Gp{#WT7+H z0S9uBDoUf#V=BC_CY!ZEZPj%scz=OqG|%cB7cd!QIY-`V=Coj|Dfut)m?dhh|Cmxz z@P`Y*0xo-Va!1XIY#x7_iGj`d2A?pdD>#I(rZ0%7$XhJ&U&Fzi8h0OM!L_XC_@Qg1 zF`pk7sB}$6I!BCrXV9Y$KHPILAT$SB^X`37!Ua9~Qt+8YkdsH(%s|+Jdh+821);kN$fL8vzW_VZZXf&!gwiQE%?$qp zF0_@3|2a)YfQNz)+2?~G zsd=L4gO9m%57id9M-Cpfm0v}#6=uOxhE%TtW^KrjACm`Y`m<<1B0M-Rp?8qyfp6wl ziJe-2rhYjZfSyLpsN1j(! zIQrjK4+P@F1!>ye>wE}4?`RkKxi;3^P^FwPXZ56EJC=l?X&_v^)t^yb6);P@gfm_q zc{n`VjJl>nM&CK2T&bPML zoV+EGI_=(lAYL^;q9d}ReKCacP20w%$0k|CQ3_^;SW?6VDzJaCh(Y4k#nI-}>HAw# z+{63UY_!zN^6y}>P?c&C^^@1rDPac#))BRR(#I+7p(_jD zpLEsAFNs>|ID1_8tjJTeS_}}O_#{zU>OQAjtx2WY_+CaOy>8#@Qe;FMQH#G*q9gJd zY=5UMv?Gy!hIFfzg$X_LC|?_T6t)pwWEI`*^{On5fy`5=*SsP$Om_Re`T2UP$AGKH zz~az33?AE-aNiaq#i?$G_o+p4bsb1{{SSt)l!g~4RG?ANRnOzP>0 zL}k)b>_yM~;Dc^MJFH>qqXz<>Tg}zsnpY2qrA=@-Y)?f66PDO5^z5KAWGCU;dA5O? z;vjqf!B7*U5?1u2Mr4+dIgq4X&}l|lJHCgJ%it_zbo(cs{`ZVMCM~n&hy)(WvAI(# zr+WJFdZgA*ceHIf*LcHpQDVjwP5Uuvkjs?XVtaWA9;^{WwM;oT+Jw zJC22_CFUn7!gJMyHFP9mWvs+Q_WPRdBd(UUn_gT>I4)J3)8O71Vl>AQ$0dm)o{Jys zjw@11Y?tNUoRzxWXez8;XqB^=6ZMud=6X$h?deok`>a0x$6r1|uhSpdJugEd4JOsZ zJn!hb(IljhW0Qk#_DoVN(e%fvTo0DGcMlNkU9a7KfvW~Tt;s)B891i8sMRv)&sB#X zhIjt**UQNVbJU7_6A8-T&_kViq zS9pw{x`s<7r9U7nd4hdX3>QFAQGr^L|T8vD4GF$0< zh~TVpY%}_Pcii_<{{|cbSq@&=uSHU0dyIlh%c2&PYrk7{D3U_2q(9xfM-6@Xb9BTz zHz<;;9~%?cC1~B(*%X~lc^l~TyaY*iaBzL)a?=N@ASBF{hFL?Kys*pIoc1h=JI)eP8f8^Ih3u)tL)y%ciy*m&PTyZ`t9w zhwQdkN9WHPF(^BUc~TWFm8;Ig*1puk_T;_{&-T6Y-C%})`0vVWjTg`%#NOA93${;J zJDsUGo$E`;<_uH{yus6&S4~K7)+ja)Z zkQjDs%yyW ze!mSl7R-1;p32LVX&dRVCE21LV`Dow{3riz@u8(yyZ9a!tNJz0UVeEgF5#j^bL&(l z+X!LUQ=@tLrY4|Pb~E@^^l$pf?&n-xW66rkeFlLGnbKKLaRZerGmT>Zb{Gea`c$8?7r>clf(Mfra$qe9!ID^YHRwiYbpEE(mtS!#pV zRGAKpw|$nn5X_4;1dbz9ba}~TIx!Go;31LVFAgEq`q3|94SC70pp@WGkp4@fHOO^r zm*DQZFCdJ5o-qYcG~FP_JZG}8Er4Q@1({Lg^Ck!n2)+ZJKQqPO24(RHoey5>jWcV6 zT0(k=h+ZAdmcdqA2*rTNwIZSqbM!ef}gEKQ3)FgPT2Go<$F z>L=UdhZ%hWOd67_-?BH(4(MQedK`usv2b&_quZLj#N^u3|@E5|bF?K=W06ZLvds302%)^_A9!nS_ zgS$&s2oWiMKStlAEpMDDzW7Ea>5EwZsnQ1^PqrA2tro>3k~|_wv6|Cju4~8XW$|EW z#PbMJ8E(EDVAO!Voh~bkVvbD@5Cth=hjK!*%PxtKe6KPkb1?d4{`ld5Y1MAaehKkO z@oL@8_*RllmTAq;I+gkC@SNVvUF5`Gm~zg>A8!1HYEp!t?|#%8e%(iQ^6z@Cv98*vDuUFFK53;Ve&62q9>kzwj);M<@3qV4MRHZrR7f^l-w#Nd@ z?~08z@KY8yP_tDVXhz)!eKWtpz&jZTdNV)*M9?RsJt5Apkj6+saxmfq?4q%#Iu4D z@qNq+&+Y{q-@+D!Xps1#N~Kc_tAuoaa)0tS3LW+iJ?)pDBc?eMTJR(P#*g1Is-Tmj zvD6)o0@WT6IZOPFEglr978}Fhgf&z@{Sbp+JP$dutUcB~OJlwwrre>N09{n627U${ zX*wVr?-x6X;egF1Z;;G>Rzc?2Z-BHjcX$SC=r@DECVs^?OtNS?>WTio*fCLghCTOf zLDYd##NEFD#}?vm{r$RmcY^ zQ0{CR)!}UjxnY~r`wa(H*7xhh$Un;VVzmt~Q_3a!o>^xxe&NeK^h#@$DU9KoX%|lM zmc;6y!an>B{53OCx7JbblVl>tvylCEsDX=>Gp$(FN81x?X#dF{6|Nh#OA9YED!wSL zt(!@@T*5Al;*RN-V+-GD>>)Qg@mh%a(}gVBSsy-=*XK4z(^zx9 z@xZxAdS>^6KyUg%jM+0~q4m=vKRZ2Ms9++xOSqKhJ|+lsU05rTa90bJ=>p9}))Sp3 zWu`qrZ+t@K83ecVSFe*ppl^OZUo-wsmt3nABLrjTiUQx#({W;K?al1FE>|jwgViuQ zpW(}sJDYKi6#^3yDpWt1IL3%EC3i7ym&r2R%-rN+=D#U*S(s6mNMcz>nb2LFz4pOQ zruU>cgS+%2NgrN!3GmD#`AnqpO^EHW@N@p9gJFovY6@z6{L%#W$H>0C9|!HTt^FHZ z%DU9Xg~nplLJy!$^mQ**70zrPyF3jhD=fa7WW;SqVetI8G=r?jju#req8;JA_F*~C z+7tSp@ZE|S&!d*dh{Y~&DYg%i=y?XWd4mzMVr>=QL$yyozoa> zTVSgedF-3sveP+Xdc6OH7q|>g69m*J!i-0~+YC&jX{r{D;2@ zjWYCe0DVOVaK5NHFp(jp2|Qi4ncXgsVmaVJn-q1b&k)@ZmhZAX-xnC1-m+RW1BkR- ze;@r<-2Ng3=-v4X30{C;{lBXj11J9Fg4|V!|16+b9^M187>))xq&p|N_CJ?ppO~m! zZ+L6{-@;wdGGL#)o0@|a3m|&@bD3lXU}wB5{r>RQzx$H^1aceq`w>$oYWqK{s64s9cMXd8G4+G$F+MH}+Xp*=H90xuG1wmtIIumx>9vV3 ziu+t&48OU_kn~w!kOmcJE=3}mi={w*ofz(FiLA2RlFv1MfU$Cj`>Pq;o6ev%Iy!VH z>*6baKOaoU*l}sA&UW_IO}*XT>6tMokt=fC?`&Qsk`#>6d!o340gBXKaB>JiMw??B zTF^ndV+tf5#`C_FcpQK7$!WzxpR5s_Q_#5_DGb(XCGvZEOPtc7_*h|wYYjgPR6Kg? zc<4*|K&S+j$gyk&59-SMz))aU6q1Kpi!B)>5MN`I0v(a zEn$_Fpa$F>(m5X~h@G8v3(rb{NDog+U8^HLRG)T5@$wR-|9p^Ue~s?BK%JbzfCbN~ z2UE>J)x;F0iiXU?+#9KwVckv3QbhyzD6)qTF##$V0$xr~qY$LwRNQG}{D6knqF;$G zDyi3%#GS~LZjE!Qk3hIPM2O&GtmQKI%);m$)(#%FoK_+=E#ENdWbgO>l?acI{D;p6 zPH!;>1!+%@82bj?fX?P?SlR^TbaM~y>MYT+vBo?^G(RBlpMR0f2>Y&n%X>&5_EBsP zCBf3O7u&1!dC!U^{4#tWh;hR1vyiqig@I}Ia6KU*qReVIGw_kosS(^?YqB9I%x(zf zUP$XRdWIyfZSqb>J}!*ld)>HaU8|Q?tpQqiXH{M0mky+NtXiMHBbQv_?)HOFt#$fG zIlXY3Hp1}5p#Lb};$il^)7QiNC$=G&1xf9(&_bb3p7iRR*+Yl$9?J@!lz2!D8hS`U3ViE%9<748NY*6`oz}XX0@HITsm9& zo~R7zab+2_R#Qm2kuExaSQ|V^I|zheq{Cb&45q2`;ONo^cU}vW=dN=*zuj+d;P>WkKneQ0vOpt zG*6h7Ml+c*Gr);KrfXGI;-l|=;pB~9XQtoaf=q6QhK4G)dEB}U+VKgUYu}Q#9Ykf5 zSc8T{-Pu>}Nk*s&V4c3w3YAtTr2`9_5pS$w8HaH0VS^!9h-VUsL>!%)wM$a8p(SP< zskryy^!g-|C}K0=X&mp6)+LY~Ncp3R8;&v7>yKV;w3S&ddl*NdK1;&SAh59L5i;3s zx*GTn8E06CFB=$1M-d8Rvqy435wLzWD>?1(a)cPfD9OP}ek?2lF~pYH@4R+vET%NEN=`bzLlk^E*g+$fN=yU7FKQgb^7Y-QGtKlyvy@;fAXVB=|T_zyuU3KS|!_JNq z_$a>gVee@RaeK6U_r<;|7SBhNnerZ_8eb($tyAY7er`r}s9UNV!_T)aozl>xVud>B z`;V=uY6BcY5dK>(ut{=FGU=#juTy)BU{e)q_))I*0?XZulAahncXnL)A8 zSB_HZl9y%7Iv)xqi!^i_b!}ip5J7by!Do>|;kGC;G?r^JIacXL=(aZ$Hq?4QI~Lg` z*tMK}ER`Dnmc)ot&-Tp_IFnH-TZt~-EPg3LUnbAH`z84=FXbQSKMuT9y|z88wu8p< zx3M?BZ&r*rj(n&}*q-~Lysi0lu^`y6-L+s6Ih-_~^p=e@w#5>~FwM|SHy}7|GvXp> zW@klb#dXKn)%SDtFtV?IifhiUe$+kR#4@d>v8Kbf-aTgD%JAE&{KnA>bt1KA z>M#x?btyHubi+5j=``t+Zx+P!Q-ucZ4CtoUr~OW6Opiz(7O4_yx4he6rf+3XUN7Oe zzcBXs&ghd|>rm^2mzC6WrTwM7Ke9x>&h|Zx_ImkSlrfLEi=)pbf6&@!VzNiz zGPA>m184P|-IQds;OD>>ZaQC!(~o(M)h_N`FkD2CNRgP6^pFsf2q>o~XwbJ>9LEmz4J(cy9tuE^>_AW17#OV!Vxq2yjC4HWK$i84Y$^XeJYb;A3L*je+-Tv2` z)#kZc+l;Rg*G;>tEdFnvy08r*Wu<;ktdWxU7wd?q}qE3IpEFLCeD@(Gj=8b(f>1W9IY<~ay@ z@o3^jG23YOX7Oh9W|5Gkg-vfp+}j?F=x@vy{6hjR2J_#1w|!Lt9G@B9bGYZ#d4ag; zei`*xB|pW6{ju7lCJjuyFj1RA+q-}$mXxmDCcvju)j{P)9KJ4Pp}K_pgJ6rF-Igg6 z9PS*>_vq*8D}>c;hSJa6Xgnq-XZm-JW-2@e*7;J$WyS4&R{Fj0lROL(@a8iy zxbzNMxm?E%CtThf0@mM&b`$y}zw|`_Y`~ zfAKZ5Q#$+CP^)s2-c!@7pfk)++(*IFmk*}C&wB0T-gF%+*ChOuTbB#khuwU7{S#ZW zMDt5Fy?ohE_aBn8jMM&SXQvzA1P}spCoeBc_HDnbZoiJWKDa7tl`m<(czODDX`9{k zXkjN{`?A3c;;{7bLyJ%L;_IN1i|TE*)zulzsO+r3tn=qb*5CBfs|FYEwSQwAU}U0l z?`E2*0^#tcC4oD(GeKG@;GB<#^wuqxmz=zjmjgTsOY-Jt^bd56!Nt#SevJn1{aWV$ zT{Lv9(oX29Vnd<{;2F~JzIf(J1zXXXW^KdBJ*MjCSE8~4%$Mm$dli}NmrBb2U zbHU)x4gp3ot;}seL=kPRuVSOF4&nih@jzH$1`sxI1O`5GV8(wOD}lK{n17td0D&Ux zL0Es@qXB%Q{}O=@y3F6cF_XhVxWF$8;NzQv@%OtikU5zDIMxTQf$lz3P*DNCA6h=K zws!HbbM;)LA6)}Z;JYCWJU}2CcJv3Vq7B;v>YudN(f8C>SCg`Ib>=s>a<#DL_jPtd z*8`IAl>!c(tv$^lzRpfA9#X!t&_C{w0*=wA1)z{WZt--Kh3czoK@?n{SVP441^ES` zas&_vMCOT=jg&S*>CfW8FIlLar>C2gfPjyW55JEvzv~lQ0U=3ANddt-0(b7*2JX1+ z;pgIM?t9zCgY9pX{JkE8wTI;sdpA#eR~HDnUULgqFHc!06y4B2{{GfaYhU|+w&ddR z=VJj6D1g2qAjB^y@Q=EIqB7{SQd;)D)=mZpduPCAKpS#mf`T%C-2Z=F`DcrNDXIU@ zlA;nKe=Yf!EC273k36iOD7ZQUO?t}x^L71M_^%iLEGQ#@e)7Lq;%{dD<1AojIRY7h zf4nm}f-9F!E#NgW*&{S{fNx-sq5r^qz&~7n`$ivI<;Dy-mw`ZVkP70ijxTs86SqaD z=jJ9L=w?d+%YuYoOX-i91?0wkClf?a^3 zO2p7Mdx!BD3zyJ>cpezkplel-O8Eb*u*u{!$bJ_89XYH=wBO z@=&0XC>au^ zIJxpKRT79ifTJc5WYll}=>FfThmVQ={ds^BAsj%pX?S^gK$GKzpp(|?^X;lG+w4FZ zxwEyDz3;D0!(H3XI4)1xZ-@_v<%3ggv-~=pY6ofFdu@w3&4Fx%d?JE#ONElG^BT_#Ad8g z1kE~7g5zq!&7+3IFEO-p7=VHFb+bGlFi{amLD%W=d(SAXqlt%_&oN151P4T?j6*W= zog2T2@ioprA@*2E;ZP^YSBfKeZSvG!;$o+^OYUNa@|Mdtuc=HKs%gQv%+KM8biCd7n;mP36oks{#X2pnYOi zqZB0ANhB0r6Zx#=WWhg#BwHidocD?U)1yst-N#;Et2gsvdhclOXHA&~%eGt|d|BRY zT#Wzq#%t1Gwa!2M2E@oz1;y&imDj_{K?h61k!xv1QOTQ z-@2(1?iMmb2VVqOm1610fx+@-Z$yE#Cs)Kob%?yWdvBJ;$ccPX-!jg(Wmx`3CUHbI z;B;?qJ>9kUW_(n5pr}b z`5F@B&bboVdiEGp*49*nE*mGbRePpJ{qmR794qN!~uexUndL*5U)5M3$ySD5r9fb!9y=dMl zOz-uefr+->*KyH7kANSsv+USEsB%`H?)T7k4T>)^NkeVS!30hq3gKShDc(qwf2}fY zA1TwT0!6kQjj6hSmhCd_z+#3n(+MJMl{WAMN0P?DB+ODGBjlJ&pdPQO$Fv%f-(OVE z*rY%Is%I+eJ=8&NrhrQu+P-(gBk8S;opUsC5HXBphh>YL}ZCK5ZqJJ=6E)um|4NxBi4MGi5O zp_h);W{<2ETzFol45@KV*xf*wZD$xhxz0#xw;Lv`rAxeS>oJJp*G9$+>-!mRU`j`{ zo-9Z|Bi6!P0wFf#uZ2ISm7YipV z`+o6RQq%FQV+66-G=v4$>|K4i9p=<0)|=BlH(;rJ{wrWZntUad zyZ^V+5Uru`(dST)vZ=nIhrw^*Z0J=7p*O+7J%RwkzZa&vL}#)-z=WXMJ;gj5K$IxB z9C2;!=28fmls-i=7#!n0(md*pA?bP4K~@b)t;0g1$TEc!J58l*mZD1zJm=x0peNfE zjY>$!3Y>AXPEu?)Pp$84IQUxF_{k^snr{dMNJ`2=$~w;gj-8_r@qWLTF`|dYh|jy< za~;7pvT}JioM471()?gAzYB&&(bRxxLUBpsm-^ZyO{Lu7OQXuHaUIGc*zmiQ$6p&= z7x5xdgsARqFvV=>Lf!NB49W*g9fZVD&kw z2J`2R5x-0M+b<8?fcMjlq{_q?B{d<6E+d84TTb z;>2dT2EPXLE^eMITs?phVS1Qet_xh&;gJp3w+=Lkt*{jp*@c^Vla3A}GaUk3dC0tS`3?!VJtjiA+m?8h*HfXB?n%tYnShehTg#8(WKSZq_nVbo1pzhgl zvQZARlw*t%M8F7E2X=YT^gCYtMuY(R!vJrOJBQrn1_?mWXPxGD= z<3Ab12;5;DVLK>PCuq{jITf@|0k*%7)LcQ$Q_%r$428lT@WM-UJ*Da~w9=ft$jM8o zna!Q29{W^KXPQ@lA`M6Vz7{v0P-U7{MAA(}lT_&v`A%l(o1H_lNVH>i@H}4=`=wQSxjBq?SSpeF2K9=)_deG?$_v{ zR$ath2U^nr_lkbgsEtlSd(%;aDPY5{GXy);V`MnApY{ki^pI)IlWus9sc`mO(SjaG z|DJg0sJNgSz$ySwfpQjlk1EpkcvHD)@uJ@9A}ToK^+5W&fOk|y-SOyRKOxwd_n^$d zZq(CKzWr>_)d8F8D}iq*wJOa-G?%JVRqLx`8i+1$IBR|oHrXTrvOJe`n7YfjKKp9N zwjM(wZwNc%D*-afIk!S48c$~zSU{93P#uO~@_LKnQeAiobDl2BYN8DkV+hu-FROfC zs@pNKwy`T;SAqIeyzTN~SC<$5P8ZRzv$a$87`HALv@>mTZQ8!i;K{Ybo23l)uD4h> z-3@1SNxi%i{{XS-uz2;;#}V7D$3tQzlFdOe{!smdcA5Sqr+?`N_sX6M3RLP+26k#0ROQ0#z zpuJE-a^@21uKV@SWho5hs|!hioQQZPeO?z=ZQk%*sMY99BXy!3uON0Y*mtK(EZ&Hy zR`KyjQDpho=uMr8mxoPD&j=k97aoNb0o#UTQ>Su`7E$e81RNqLh-1{TMWr7 zY82FPV4!+^UttWoy$9{1@z72>Sw5&*y+zHCA$ewWj_%F-_3L5({gif@>GF7w+fW2~ zKj=Huf$A=Kb$ta(Vl?uRlO=gi^wjI!VUx0U?T&N|1`7}JjfZT~A247a?_kE{(uE7s zLCy7Jm&wAl`hT10hnv%e8}-ZcK>6I8zAMY0KNtW*ISYb#rK;V&+-~e{p$LynwVoU! zV^nwwGe{{POw<^UlVLh|8ojCJG&Lmsi^=p$HIot8!`-(ma<)4c9$rcp4-GEd>Lp|B zG9wZY`Vwm{9bQj22K5Qge=JFjgD*7c9jbcJFg60-Z zekkx$D#VoE8?sSwTH_Ofsl1a`@M_q!kk=2k z^o`3kIv!LCqUg$6GaGFSC6$wyoFc6eaxz5Rwv?lpiV@>pG6B0HijMDx3>Cv`dbMJS z$P{@F^j4~gA5evlM$%C=D~aZjBVIo`L4|1r|10Y^I*6C*@Gv5?z>G-=?M!8&Wa;A(I$%Y;s-~q{w8$Yts%)=wfp2 zyeotsL2Aq|>&+6-)F$JCXdu;@oI71YuEeDk-Jlqw1)GBsRT7u(l~O^p7!_~o6ali5 zx^~<_k;4Bwnb8)*%;s>k5xZ2UT_DIKXhqsw}ihvL9dnZ?g4)@1hZ zoEKY$HwQ1-zxyk`Cl2=rd|(Gx#X$6f*ZG2O+t|{JX!^neO(yB3z^74@o@}8 zU7Vssg*7s?Qe8e>bS$|@9)Ddr)=Gm? zVq|n;_vIJU>pLtTwrU96VrplQ-5k#vfUQrN6luYa;^6-R7m2>}MNrM2O(<=XjQk!& z`3&DPoi$)>{aHU{BJ|Ye;?|u$kt+;|)u$?mtP$$KBAeCuRQrepL?_=qV}i;GM@d@T zCf)mFC(W?vO=hD&tf*q<4NYy?sKeO;ln>zRE->p{NXKCeXj`6!YGl>hroJQQ6Cxz` zHM5yu@!uh*TgY847`ORGAO3dJZOdxAapm=6rf8m^-+cx~o&&eR+DWI3wxL2X4u+s8 z1O4)s-6KT8W1EN&{*K%&9IQJ>eS(b4Pm)rZZAZY*Jv%_)+B$uloaT5sS$&U4a}}Gj znE^q_y9!h{8GTn;2T5Ngt4aPhB2}RR+*k}0QI}8)R{0%1Twg(=-bA*IfypsG{@LgT zqVxkZVYme{>4f&v$mrs!)jp{k5f|;5`Lb*9g^{sl39>MO_syJR;Sp`3jV>f-z)2RA zZmwyQsI)2&UnP9H^WfZh`mGdnMtIxih>hQ2&^~lLMQMgj=fHaP(HMIkk;f z63lpQXCk`)9uosM4LG(-Z$QLCBKj6IJc7>K@qN-rz}4@msnp$`*c$FZ3pUBLTX&L! z)8`BsE%Lv?*isM!H3ZYe)R2k!N{61hlhc5tcB+(SdR>eDXb<+Sv~K(4rtOqB+dkb+ zLN*`VGXUo|$9pmGq-Vw!#$20_=aK!xz-ge#vN(#~qb?+D{d~|Sca+7GZ_+lp_9T^F zSzEg6^#rY-j!njG~hd(opm~KO$}?fHep9?(TeG8SM`so;Hzy01!JP5Bqq6f z#wAe{RVF^z<6WEdTMUC0NP;~0#zp7kE? z`r2_G5Zx&L!P3od#!T)^I%ZgHF$gLpEX6J5Y*Um}g$bMR`Pq`dePx^Bt~6k4(X00c zh4}F4CRZ584fGm%Uxyc}nlc=9494rJ5OwI0l5(eE7(X%~0Hx-)sts;1NeUG9VcK|` z;3V$6&VUs5(2mCAMc}ZivMV!eyDa>RI#>L&4jV^e6qpa*rs1d zHBoGT7Fr@b1ciwg>qCI8J0993C|wbG-g8)gGIe8Z>ieuOqs+MiOi{Jk@@599!JyTD z29_Mme7!q$o$RkuzQTMrzT~{eEnSxSW`*=UZPyF;Eo_h;>IJgk9<(as6bA957Fh@FY*fXXswYEgO1x1^u zG-;4+LxkS8slhv=9w-9qj^(5^kBi=ei!Rn{vi#d{+zo|^XI4L;oTa*aX>_K2e)KN{ zzh(b^8JV28Nz{>8Jov(IVR&1@HBYoh&=L!Visr(VqWH=kp0sk2`d)KI5`W(Avj?2m z4WnEHyTD?atMUOBUk>YVttrJ+%#6J|PjHQdjoOF}tBk%w$e}eocAjugXC}EA(d0Dl zMcy}5iX%xa!cu%xmG_mldSa}`7) z>OKdi{)HXm#uo-vJ|XxWNiq)jJ$L8KyWsDTW>y%mzFJ{N$BS`T2*+h~TRt&r`idpV z0~<}g9N6XWf3z$xzVV6N{Jump`&wKz!JTF)7|&slSaRDN4NZQ^8&3I%jW3_?uB0k% zFui8YdEBE`(ZnEf#;#yayyYTJ8=VJPG)QUOeW4e7Q zDpdLl2P(AeIL~zWgw6VjuIdP7n;QrcV|Hili!xt?T6J!_MxcjU?(Wx5etI3CD5E%# z^gP!Kgn^Ar5?r;2U?#+!$gxmIMaLcPy5f(VSPy&=gS;ES%6!YM zW0&_c;4|8rp)|6^MqN50hL|AcN+#sLBUL_vFz`Qtux~ge89KP3w}f(2{Uefe26`{R zkfEsfj8%{z>=kA#iueK-8C|SmJQwNzYLvzki_TXb0)}bh(1BsIpVb7Cd;CUBSYSHi zx;E}Li%@YMxh7)5>Ru&T6xd2gfhh7LTYT4hC7ArGz(yEuU60MWJE?R-2{!CFgr#TC zN{vPt*XH&Umb!?;b;D)j=;gswH4=#XJm3+|^_!Xui}o7ooqqH$4+QbOzoVd`GCRt0 zHU1HRl)cVF!55c5D;OVa= z7~G$Cjo|{J9>GX(ZKUZ1L9~e1fL$_{eCx9Nsbkp2xG@^6q5;`L^k9qUiEHAMdxs*fry#1r-A^KGNE=PQVon$ zd#o&62fg1tAZ1fgqt6ak2n)X$+BaLL=_}2C+Z$xhIQsq~`r@6?IC0`K6X>=L%e#Kg zjn5ZRHuQU=>wsB2!9+2)dL=@u=+0vp#xr`u{0>ak4(2Y0FeFJx)7CWJV zVEsD$O&c6&5^{*x6$|-W@5S}v1GHguY`sjF?}4S{SQM`{jBllzUJ{9pZfR?Z;34xo zHaLns9S}H9miJ{;K_lF?dBT~uhA~x$gvgi8qNOe@iCHjVQW|+|<$(%C_;`DePI%vf z=jzp@^NFG0exf3q$&6ms>1C}7nvH`C5?3O~(_ z2pWr%)spaas=2pG$(Phky)F_-Gll=VE}Phyp22$c>57#3ZT2i&z8U$AJaqzJJveIZ z+ueFo0<{Q?wP6qjTvZmL-p4Q9Z8VzClBlm5y_qZqa0*fh046@PT0f*iU+oVrrJ%2@H4HualRikip~glIZs!?tkGug$2``RDuS)Gd$%o4-F1UjU?N`79 zF91M%;pPgDmw!?hYr%?O?ZfxQx@ZRj3z_-JIkOBPK0uD_LfpBlI|9PeaJ$xK4ybk_B#lSt# z^vA>R!Cvzms7s<(#pA3sg8;07urR%W60bxyj-{t4E=_-xhI2Z*qRQL3Mt^}fiy%_%Y zc2ACqE3jree?GeXkCHEnK_MjP2e%vN@9Y3>?mo`I;5VlaZ#nQ14Yk6nnS8Er;^TpU zdjx=Befxg8e0yKN7a#w4@OiHmTbkR6`%eje{i9XMYa!!-%(b&;OB%bUoTOL2NY(xQ z7=gA(`Gs`=p*}Tu5fLQQEkF5n#UnDfc2F!`E|h%+moD(&6X$aCMi$}X*^o~snjJxt zF3O>W$B97KUs(9Y3FM&zC=3dpV;k~T01IYUN-^{`il|t(U=(*THZ%XINMiuwYhFth zGFCBp)zGU4y6H_|WxYxV*rU!nU-;N=7#14}o_kiFN&w*h9zZfhQ0p1Hr-c(IXO?Qc z!B}VIW(-K+2Y8H>U{As)bBj3PlUV>`vWJcooZfxnSPrAqh=k9+(xC^;-v&Y^%AvwK z0G`Tw+HWIMdRIWKEmi(}Gk>p>P#}y&_Nm%Wv)>FEUE<}y-m!YK_lT}FuecI;EQHdZzHH-|QL9HeXem3J)sXm?J0fdvOXM*4DH)Um+u zkQBb+(RA>cH^QX#>6U*TECp0hl=YN{$*lvtFLoEBz?;et^&(mYmlu9tbYF)8;`gNN zticfY>0pwrR3&-?P(~8$aGnRYU~QgC5ck(EBNf!zU`up!d z;ZQpF;n_xZ1e(B;IT}$Aa*w+bWTqc6Zx}Rmte_TK3^jg~Tjg{8zLw=R zeqyP6nK>v5kEE6-oS2d3Zp2piT3PjV$NTL{#^c4{8@&6#wA{3^29ZJG0ez2~;V6tt7jcgWUaTt&XYm2&wQbB|QQ|p;c{CDfC z0raVt`ylvol@-m7j_^T*GH?)AtE@MX4>zNzh?yh=JBbPH+=XgPu*?ugQBpCGZ*E=0 z%fK`u?TR2J9au9X=Q8^dC%%9OOe#fV!wj#dsaeCG>-IB%O&tEMP4H8fvaHK%I|*_T zPxS|O09cX~STKBRfk8b3a4hsdKwPu;qpYe|G@O4d{x+zwJs%^Ei86 z9Y7TJy);Q@v|to<(2-b;6}EVR$Hj2R3aRf<^420xtjiG*6UpMPO8Cmsb~TK?P5SzD zbyaqZMD}O|Pnm|@!d$sy`^7^Ie4lxD<3R40RMrXoy(4ENGyKd*d3xjGACj6f3Pj z+o=T>4AU5_z3TT>JElC89XADEh)<;7Ik-;CN;O(kxAm-V6DM0?OtUW8+m8i|EH4NI zaPBh0{_BU(+k6B@1g)qC>D>#)qBS`+X_*DOJk2!tDU^WgSGas5G+lx-?rZ-J0faKo$vuRIFtE+&$w255*cGk`sO z78oGfAEPn>{ee(gxBhKVPu0RP4lH~(61t!BxWWAvrV?8J&;-!o`Avv-skf)-rK#Iq zjN%HiKSkJ?nhtr_i(H#tS`G?bvi<0|I$ASbz0h5}w{0BdnbLQU0VByLsNBvm0DC~5 zLu6ml%2z#U{vaU#h6B{usv|yQMJbQ!-l+q2PBA8c`gEs@LHuYvp5?84Y4s#&ixgs@ zvyrGk66GgAlq<`y2gIeo9hq(}~gecixw zO0uK*fF59Yxi~*QT4nb0-E*$^Odxn2Biz*BEUVb3u7){(xohas{2l1*+^f38Uz`Cj z+^BwONn`*G^`N?y!}PN=-1!4ZE1HHUiJxn~B-efW4k2gZh{?_smYYY|G<@@(OO3I5 z5(tpBA-BY!>M)m^AA0T4T~06`$~&u901a$1Ap8y+w%ZyjY7+SSYY3JzD9RdCXyZtL z#2XM~!TMbD$L^e2Fesqs$$8$PRh(Q`v|j2EJ4FXsW^Fh8bV0c!7B2p9j$qp?O0IgH zDd_}oBk&Rnbvs zr1Cex)w((=l8>umYu;T;(TtB8S8Lzs_NQ&6HD@d6y#~Q_XBL2+-@-0VAi2SX=B@() z(%ZDD;pgzh_LkW;_>;|Duij;)1d~Zjich&~8~BL|R&In_KiyQV^LVp-`9-CqSWJ^fJLfVU(6q^1SXT zBZH;Wz&U>+?!)<#qAUj5Xc#zsS+elF*7P81nzhRU7FDYSYm{1U`X8*-_^Y4jIPqT; zIJU($hwza@JI{bAWW?l(t)qWbA{vuHpVBS;{3}AKA>U_xi-ph*Pt#XH6qcIck>bQUAi;?uhrqWgKm3e_cT)vI zRbpRb!r_Ays(j?O@io01xiFumVV461toM z_UA0@TOwi-ECsL7ZgR}9dJHqr1JQrmgYMS?3KocG$Q&G|XVXr@1Pwz8uu)3IXU4tbx4H7%D2AwW9ZNj_|as3sL<@8)}Ge^Tb zWhPaWPL*%ugS*3$NXnZluhWC=n*z>9dTD{L=(`4lz2~>aFbbquv*-Pt^+7t2z7B?@7M5FY9hMR)n@6VUTJ6G9y(T&dfeS6!P_T{#Y-gwP5FZ|$F zkykYaEZZav?M_}g(!opDJxE-@M0!>LuWZTtv60O4=M}iem1SG{ zH`I``lkq?LEAY4e;wRppFaTUyz@h!Urwcf=9(=A!Dw+rF?E@?~70%Ch@!Tk7`}&QFNi zXWs^IP6EC?BCVhpPa7KXW zh*3b{MFV-eLXfB}+wu}%9GJe$IWm_+|Kb4te|T*fJ_gJ+{`+n{i7x7e<7#d%@FG1kG*Jz4g_v_B$!%BJ0C7v?J)0WEs3P%XIP%Z&kR~{K?{UVD`IK2(t;}72I3)1!2|1AV^4(Lle z%c|NKvVzXH+yIhO5ss0JdX3im?X=%q|Dg{CltIqAK%da6RJ2yg*n7sBJOI$`)>Z>j z<_I(z=+v|v{^{cMneX-4Mps4S0)tW<1GRZH?SRbT0C}g_H_!1;T4Hlfwd}t#XP<$% zAKm}!p7ejNtpMggE(rvbuPu%ukVAl~iJTvhQda|LQzHQ~z_0yuC1&{}E-MkBta`kJ zk!D}`rc>9*nL3<^J{dgrQqP3Gvi@4hX>|p)E{+#5&jK*8-sb3I7sF1C|AmxB)6E&F3eJ z!SYTGGdAGU8a#?B_A$>%1KZ~SswjDHYG52(}vMHb@zQLx;5 zP;?55qEw}K!90Q)x-{=Ou1*fL8-;K?$hbbAY7ZA*@MX&YG|fV{`~e+qRJ4)Ek7>(< zIP$`5AoMn0jT0vUgh0mW%;b=_$-wOXtHbeEKVS-lSZ&t&2>@>(BImZVb)i{>p)r7s zqp1V}K%&G`izWaQfnEx}z=izYo^pLRYmAbKm-)@8@|(eEQMJB zKtvLkK;Pm=8ouy<2m{2)qMloKzDxJb$w`fwO6l8>P|(9H8VBxt!3q~DdK5z%lm0c! zbFg-KMqDn9{|!#ndwsh1U7t9!nc87#4Ka8WlInA=?SX0s9Lgnc;{=%a zXRF$;rJg0X4uQ4=g3nYX00g>AawCJ%_N$jS+yWmbc?ryyU1Xg*u^$nr57C^DwTfAF` z;i5d+Gww$R*$DI!#B>!n&XR#8=11@ zEvGH!pZD|0OrCC}>{YpEH~PlDd^*TTlkR#KWZq3m@b{)qC(MxhkmvZOE+G6(-_zv?%%~Z@ zou)n(|L!-gVskra;R`xTWQDI@bW)$K96%<_Ke4}#HT?+)ds5>B@WWTmkG4{ZztG~5 zX9L1V9zj^|9k63ntM@_LIY#b}2$rW@a;UfGaavG%K%OoCnX9Yw_fcUq#zn+ zRJk}$zX>13u2#!9@@idkzP_3F7%)Z+GWEP3c(Hi?vngtM75{dZeu4$-;n2+SO#DMR zhgF#`8_$s3*Mk6ZIlgPUnqjcvfG>BTfX%vPe8yKA`rCteiIrLWiq>t;AlOZBnNDiF zJ=?vP-aO`Z!yYEG97ViY%>`>lpa~@7{aM}C!uYLAV>mkZ#+V0%H>9n4oBCr^eX@S! z!A|Wk3Gi4ytSXvMQ4EDAm`M5a(F6+;?JGx)_S4`S^Lp2yI3b1j#0=-1h&#<%e7vZB zq8W7oy6NlItNL3EuPpR|+=_cuCas0MA~KbzmxRB3*<0?Mr)(u#>{8Q^$TPLvbH7r1 zlgQtE@pZ3*@K?QWIjhtAfN8Vu>$G>A_toRGmY%LN^vTP)s`Axzd!B75*Iadw_?$-f6g{J*EOg%G7o@1Cd?-Pl-dR(Fxad?XeJ@Dvi7 zaI1hsEz9w^6lhvkB4acEe5F+%vrjCu@U2=x{w7FUHXg+&dpO~A&XbO)M1}_($z{0I zjgngc7ZA|a9DF*qoc9)U`KI9kP8J=GPO^6-LsCJUE6l!8nPiN6iimW$O>z>JUD%#} zyiFfeW7)3jkr?Fj&13mh(W1*fU4-+ZfK#(!-{9Sqr|Y#!E)aRCRH0JXE{#A$c;K^N zJRD`!8Tcx*^O@zTqC_`*D(OLkL3TC*Iz67eW|Bzaqyp!57a|eR8$f<7es2(v z9@DbP2BhNS8bzjFR0uhZdrAY?^6HM*q~J;oAdKxcz28Ct!iWXsD3D0P)&=%eqgNHy zJHDcIHBCev+(j7_lK>AQ2;jbAvWPNk%mOq8x6UfW)CBA?-aqgtqJFPgCg~%Se;s*N zTSgl=ahizo$p}9=2iYTUvX=Ee9Jx{_qH2I3yi9R1;^%~blWet5%&>p(GXWbA{>=~D z8iR?+i!-nA#wJ{5Fz{>6eh{3w{4BNOpXFpgn;?dGp*~9T!q!D zM=oa{Unqg1Zt*bsvvWQ>5&H&$xX^bpD9JQsr+?=J>!I^FRz_$QWI%QvL66> z5bwOCzeX(d(9F=r4=+($Zv+UO9ac&Jmwrw6&>0}>#L|ry8-4xA9;E`Fxw4mt7AJX>4I$F#-6 zfP3jtG>Z`#lq|y;_>-$K(q0iNYLA{?`v8Lc zA0+4hricIcj+X!6e&v4+gZ|gSp$r6x=$z|6lC=Q_7>X8XF9RVmKD@WQc8KAR{AnPT z7wjSuR?`jN;MB;VlfYm2LMuV5^_u_jiX)KHy)M|tQKdT!6~}A&xj7knp!3SXR+sh*eSO z_NYCZ`^pscqLl4lGYkNZ6p7Oc03qhn)#l4d$}ISl9BPrEBY@wI0J4!e{|eZ|eI~mC zTJh<$e*KsR4aVfF8_URm7&Ky$BPcLtCtAFM&NW6n$oUb)nH7n`)(1aw^2F#E2fPaA zKT=sg^OSXOJ~~)0;RC#(+<%S6=_-K70I!eimOYS*Y@Yj^COXmMc*eFbQsW^!Zy5+a zpPm9D5xQj?KzS6G1P$+@%liOi@OPmdqY&GoOm6~(2oiOwRv^#16VO|cqk$znGc;2d zaC`KRARe7XPTnu^b4*nrv&F}O5O}BD{~F>4c($lB46vdE9P`xJlwu?O6ab&yY=9oB9A!t9)3rB;P6kFJaq)8Jo2dy{b!0+PK#0=? zWUtczBzYMfH*^fa7>?NK-hg^3--d)Rd*xkXR0bAK`ac zU}n+1!^~j`JQ_WfQE;xyeH$0kaBW^C42MF!){>ON(GbrLAQp1pbTvFob6RA%!Khq| zTXsxfkwwefD3`teANJlnoXWoK`(CC*gNTH%LW2s)P?+HUtcYB`gz2ECS|2t2ctYaO+@A&QC{qz0q z>bb}Hc6_Z{+MB)gtX%oE9v{@U!&z4~rFdJ)(X2!IR0@lpTtJpJ@*z~ zR2}yR4XYA?!!ZknVvh4at>L=YPVBhy_QFlKaMgRM32O20U^}jxTy$qaES42YDq3`< zn|*UNtC!^#qqe+<#GeTls$T7Q$7^s}yxLv*^z-H0BIHGgta@B>@|Di5WAX;}L+@=M zLo&=bYAwZ1J@?((Tt+4IMxXJLot10ua4El98Q#D{Ta>qWV8f?V?4VWguBq>H#)9dm zdJ{K`_Qd@809LBC+9Ov2pE@8l+CAs2oSvIPzzx)o@v-RgK0`hzdI&+tlw);G=Xw_;Mq+th^V zVvnS%-F)$8C0QMR`p$;X{73x=%osyOZ+3IrWQ6_(hgq4= zb>al0DUZz5)FzrYtcyf6b(*cK_>H^XdXaOfC1*55V`CqOkWNi|2FNn+;v2yV!n%dd zjH1?)&bx&2k*2-wAfoEnB8WY-pPk{oUfzSdS5KvnS1po6F3>aWe4wjay}|nRx)~?G zYi;I_L4qC^m2p_j%!0$0mIKe`QgueI+eJP;ToX*?_li0t#J{kiNcMT|OKC-^zWIQu zh!dj6EJyjO?Rpt93^Q1kB1uPRCXD(DPlc$mxgT4|%-%6s8cA4};yx2y33&=4W6kwt zk2N2@z^u&=4$_yc-Mo|gh(U5FmdJa**K5^A2z%%}7>NN6V8ORHmQGXg!eJ*+CaO4h z%HS4yb5ii3k%wSa9->P@P2SIiaUGohKr)zt*kR?8Et=yy2vTJ{kcMa>DkF`mpr^=ujrP}pjUovZdXWU-V{@wW{JT# zn%Cz^uf(;@dP%bd1(U8bYnH<{(x1wa?n2x+{806CmUoy3hv|}N5xBz7k#jys-adDM zeBy)W;l&8gD)Ok47dmbffyr+8NDmauOsYLE=yIm`n(FBFDR-f_!QAh$yS<<5f`n;A z`LXP#uaei^$zAT__dM&e9kfF%eQ;e1VCKOW?Ed=^jr@J}t({vo_b(>6**zPd_jzRF z%|Q=fXTc?BS?YN4fo-#bwI&sSIZU40P6O|%cYD1CirshB`+mOZZQyc3X&%C@KWag`W~|MV8fH-TOe%5C z?E*G~@;Vj$=%lrdpmLUx(hNeOEQ8d&7|wjdOZvl*=iw7bKjV=R?T-%-DZqD_sB7l> z8gV|a`rUUNmPQ%8ZFvyfQfr7(rFv%Yc(D5-^N+(F^2B)sP8f~L|8XS$nzubJQQ?Sv zK9Mw%jH3Ux-{7OKEBP_ihmGVkE^5s$Ooz6@w*hsgdE)(%ilW=|rBXJ-1M&~kpSOTnA^%C!(Vz2mQX>1O?I@%#7%XGTMhVQu3H33*MbJDb!>rCG1_F>5xOn|EoL zDj%iFRUI<-QO8+vi_H$-8hH_Bm73Wo26sdMT2$T+Y^~^~eqon=nK!*K9ls)@Y{}12 z1a3tDyM(Gs3f;pvc43pXw&(^iGQ-y0Wb~RxPTzgsl}g;Z=oy@G8MIf&sX%xq3#32z zKJB}!QYX`OBQyl^C+adQeU94co6Ld^|H|pM1YIE=svTNuEbOvhI&y9VT**Ok+9C4C zpMkar55rd~9b4mC`YNIab*&oX2ePf_nKuh9;)S(LkXj!Bi{QDbvr-lbbfLgalBw%dmvBV;XF=sBUHVIy0rz)DSZLb zDWNDx2@s?N3!KjH-4TCrO8@dD_HTDuQesdPA2JVM%LuoBg+GUCc+_Xe4S4zyUp^Pg?PJ@6SajEANUaGue;t zBoK2990SdDQ)+5vQwclLD!a!8dO$>G92kE~-E4mV?Rgqk8EDD=d<3mf0xSQ>7;qdmjl{ zLUQkjH#c@x%UGRPXGP^KL99UxHGhIm!5)C-VtF9_cak=w$6*p z7w0GVa{c;yC)i6*AeHlRJt3f>D#2^SdQ9!%>n_s8 zD8#d5jp$ItiAdd+`gyj9H?~caDS0?HZI|glwYcrs{jPvEdFgCVs_@=sdNK9wHlEdO zS$>aU()Z;$hUCe;J7`t6kjUh*>$;j!ZE(X)sd9IBo*5y9x%=m5-goR{L@yL_)LMDb zDVzK#GZppjS4k)CC|_ij&UwGp1a$rl)&|imLcccU_f;fNalyqF+cT?lRCnI%=2 zELM_uBq%Yl7tu;^yQk@l&GNacpU>{@*E1X74bF(5LGR@pLP<{nH?`xlSR{!^uW&TP zSEqM6>enHsTd3~Mzs-_zbkTcS{yn4O0`nG^II}yiXES1nNv<`L|$gZmWfrp-K6Y|Ua zUZ0M=nMWjX<7L6S7uTr$hyy`BjoJ$oiYZ1q(9}`WqQL)j%^^~WP2f98DKQ1v9?(bF zUJ*S!NR6*?M{#>^Se9)Q_G=-YzE_TRHNFhGq{?A2T_rB7$Aj6!N(*P|KnS@hx)5Z5T&$oHZgiY6R zF6Hx+bYH}YNnH<5bOP9Kxvs)N#dUC$Scro=#M+QqxvB+`!&4F8_u?alC$aS2>MHEFu zFb6Zzibl4g!g~|*hFGa3w%8RKzTc7E$u+HYew0A@lYKz#Mn|2_VD^;+*7L!Fcgf9_ zh_={OLYhw|Q@(onwM^MCB9Z>c4JWv`6(DLe04?|c{6EzT0J2r-o%b&D2T|!bvwlc8 z26Z62cTLuI;<@;ip6j7XtqW8V=|7ObyQ6e7qFZDZh;Vyc5)XoHMc~Qn`az#|1Xgy( zpPmwrOE?jan1AXe&yikd^+r>uog+`)pNVoAexujt;#S?5HY6#U}(o&JDC*2iI37U@(P zj5e+?Me??)5*;o50)DHv$0_vfFpJNc;HB;OB+_{@nOEq>GatW?G!#Fv?eMCiXBXdJ zd9$kn(!p$b@^*dEL@9!e(Q5a(ZlX1bTkhUjn(OOmsA`;=BJyeOMIuhOkD?247jMeE7|-W|t{42WcCGS{=l*S=6UpfusN$$Rh+Z#u4q zk#{^ctpi?u)oc1-Y6y3P(q5#n-Bn{o7-FHoWp8KJroMEKI^OJr86tCNcirPbPL)Q zeooT8t|7xmB!`sQQAZC*TIRMZFTA@E+I8l8wVb7zPMtev{y*tH|8k=Whe3S$1^2}Z z`?>-}oBT}FGF}L%yg0%;<#Uq%OSPq@Y|sRB3l2H-*{OWvBTjsG>J|;tI!*C&x;zKa zSL$A$i68YYI2glwr*vZDMk7q5>-R~ zcgU?Q4G67BTL@mH0q;Z_$tq<+Q!!OV(y3|^?lf1glk7YA;&qaevf3%n6WW#PGNC%| zPCsk%Zum?eH*UOEy&2^9 zk!p^exLRzD?aXA=21~L3$$WU@UF~Mh&^zwOL)l+jACIDusM`Fh5#AysTGyn07B02k zZ@=ANTE|~Tn!o%-;P0}xmDrfbbE_C5aZWhX7vGj<9(u9$mDcr6Zmn>U)-{Mg8Fpz? zKY+Lua}yN}#H{uZ9I3w{IKBRdr5gypSdN7m6PDv6f}FW7N_9PoJXN`6)7UZ+R>Om| zz2Z95O+ZCW7D!-Ra@wmR#s6;lf=`!e&RcJ(_ibj{gMrkrZ}R2-RoufrDtB5a`$|qL zeo`hvyaDZ#{n}D|;GvvJ_!YFuE)kw3*17_?MDRT<800ec2SZvYVmNEB&u?Bpf(tf( zb>p>3rPDb1nVZ2>wm=H&|MJWG$!27T(@rVPb@N0sC@r}GQE4+bv2EekS{I6;&iw1o z{dMmC{6?upj1cpB9!T&wbaLqsGXJz(I4u(UzZb`UDpd2*9@Oyz)R`Lr0B1Zy%Kul# zdD&hu3Y>F=Q2zxtgppRYYgek2IiE&52F+T8c;T3f_?s){H}|t9Nz3H{*P}>c4T1n5 zWe_QM_?{{QGKyYen9)n?R>(cigi`N0S6&y}9yNhILUx7tqb1mL5Fuy3+BDViNf;1t zoZsZWYijXgJ+7BFUHxdtIPh2Cx+GF?zWGrx7YbO)z)#AhZvMuw6yT+rI|xIJfmlEu zoX_@xkhJH&x$b?C!fj)j0^}DR(uCLSQr=KupI@Hs6W%M@!7p+Ub+iW&g=WD>WZf!v z*^BI$D%v9F$1Un-HGWL=EZ`^Jt4Wbqo~>zP@dM|9q2a&znpApX^o#@zIzi=`jM8~s zWL+^E?HPAO8Z>Up78ss%q6vhq3DvS!dlrcptERy+t`}+7;qzgs+c??_wkB8KLv(?> zClSfMXOZ@J&LhtzF4&T}8nwiC-x;~X+WtGHp9!eXcD+v9Qv z<>PRnUHU#;HQM^qTm+UIWVEki(WJDJfoxn@>)oXj9^|XjS;Eu(VS2`^!qLqkHpa7I zg#)WWSAz8e6f3zDA@XLd3vUO-T~SinB-O<(1PlO=0vvn&{$J_B;@} zxeQ+BCZ0JfiO%k9W8u%p zZ3d342sO`rhdMr1&+y#2=st=6k>TPZZ2k*9g-`AW!hTSiva zW>sx+ie!^8Q?|RE;m35jDX;gj>{LsFuK<)Hr7~|)nrCLDJfwCzGIYeJK#Wb8F-aHG zvh9(dzp9e0Ms+EEEWSe{@iwiG=1#R-+JhivZ<59&Wy0LRwVP zt%-6rtm)u4u?K4pqsNoC417jiKx`QSHC2Q}TjT*nk4IFkcjF)yW<&e_+pqnocqIS! zijH7;?KnC5oXhtZ^hKvg=o8xme%1v9{FDH?F^sQPY-|2HV(!PlvzL~mKd{hpF6v@QI3!f0 zpbU0L(ae|(l)9;qD2PRg>D;@$d&mHhtky|5un((W(h7 zj2GWRdgw4P!+qB7gW2Lp9pWRq;#g6c1EQ-&gdm2vp%1hs!rE}a=T($6Qlfh<86KtW z0u8ceJIIS;r`FRJbS)%6%NU;D5@zt=tuP`i;dv%u`&5#6$P+41kSN*=4)BXEvbXq= z8@WB3`6N&8`4({tm?$4I3)xze_}7bI?HVoZMwc!I#+8JNxfRL1zw*N_(=m`#dL4I> zunEHf{G1EGp2^g|HtEQ}xOBU7`>nHt&}h&Di?4wv*B8-5tgoJFyDr>x0Y>Y@5u%%p zfuO0GUuH%f!GOwa54y7km{fXgo50d}0_}I=YKvSs%sISkPRgb}Rg-j4;#HQ!mY zDD~U5(2jf?d%Yo1(B!RuN0w<^ubbd>zD4&XlE({G3e6u`7tx~)K?i$}ajB2sr6ls5 zmd3(QH@>F84GdNLYKdA5l$PXLbSn^K>)dl3uxC$Ry`uJ5pt{Dk5zf9b4BYUJ2td?l z3}AQJO_9Q%D?AUZ1EOV3W&#Q(k-=bQ^P)Te>hv1Q@-@@e`JELvBo zXfBeVnStXmyhpyv{u4xg3upp-BGNIWqU4kKl1(#LC1T`;Br6_|c|26X2vnBoxRAq- zOA-0jYHFNQRl9Obmou9%;c9W->#uqi2nJQ^(G8EH4zPdl9glS0|4Uz1($f8cdWXAQ zgrFTJc{u9;u5 z`?kZ`*_AK>^AHja6$cj6T}b@8 z>Zs3Atu1w-%nEV}m#m9n%2Lx*mF!sDb z&xteEp`p{NE^Qy>xwT)c z;(7#m7pP?n)38>2WYTKqqrYtzZ<9*b{bC4}g*jidm1$E;#PQ#Wkv)_uTTs0^ z(Ew~Nvy{ccHk~#p0^j`Leu_}})x;C-wX;oqURZK=%Y zmLQwsX6&dJzceXSftuI5>qjAz~$_ zz>sJn_+CiYd^2U<{&*A0w^yB4pjJ$~{q}T6j_HF{aZ`^Vx8|30=X+gb zWMonS5t-cpedF`$yt*93jC>6L&3h=}E{cX#e`jkQiJ|L)(m)rACjo5|3w$2N9Ke1* z5F)hm`kklL8bY{K%qv{HsaP$M9U=t4d?ixOHfl_j4dvde62Yr9-cNP5edGw*>(lSv zqmK_s(;h3n3HUM&Arb`br&S|(4ZJWbJFGV5z4;Qv_Df#3*)9t`X$0LAi@{z0E!M zutBe)9u>k?>6dlr1vPytk$J2ZH16{1PDgZs$N}A2`)tBYk4B~Up+iS1&gYcxV^SS& zid1n41OUm-1sIMQhyu(4G2om3)v@DK-(x)8Kzbll9ldwO#H=$tavR3L>%;5O&PcEQ>N{5y7ZIKT(pPKnQoXosw>58*JkE; z-UZ{fHbBw>%!o;bYgSeNPO9#CmEf-Y!Q~anC;J17a`W}B=Vzrem-%`%G@Pk*Um9!V zo9@IJNKLgS1u(e=X{`l@HY?~vw>o5^TGkeZ{q7U*3p&VVUUWR6)U1$OEI*&sZ2_l`Y=Zea(#ihL!vqXx2`0hO_I&PywzVnB< zGz-2b-U%C0j^Rzqt2``RpgRQ$S-l&J*nDrH%}lH>ch-2cNB<6_Ms`6nKNY-Nvm&fs z(QpC!iCW+>oJCDQ3TUz-mBb6xv+ipHtSo`E1;dAhA+S~}3VO6!C9zF9DmptY1x=jVI{gXbUT zG?ut6%qda-{7}jEi`)bjOI-D_ydSript&1HrR@lc&NO8B*0G|gA2!k+kBeF9)EU^$ zvFyWFv*3E8SwnWH82P^*7MYhoL>Mgtf0spgmhu6!YJfx|h0E2qTot;9k!lQ)b<*@J zE1x-h%JQtJ&pFY|2PI*9sQkMHWkgBPc3(Fnzl|s9O6QI{B{S&uA#OBEt8*Ia|9Zl1gIGHXo96yX*BlDgK-? zp~Xo5dNk`S?bl7~JaOp6V56fgIZm;)b zO8N*`wR~j^>aeg%vrAS~+a$W>$b4neKutT;{w$%ti&{FC<&qNmE0^*QivgZZ!=%f1 zk15yj#gXca91cY4JcCbuPF)~Cw-=Vb5FYZxv9^F}Z2qlN(5k=pozyghatvW_XztVI za7Vj%+z&i?|LIqXja$8*hlReDYr0Jek}GW!C~A@ znnYIO6*o+zx{Gc_^)7#t*!3fM2u4mzo@z}Znv`!?mXI+%dKWN{e4e<(L(lycCS_I0 zB@7C%U5sdCPq z{;R)W#NKmcMk2Sg2Cwu$4Z1|gw9Wzk>-JbeO18)5ElIpFOVq$|j(sFz`+Um1^#d1` z6iuUD57L|@szP&03yTXb6G$xG4$=h1AJ4M2_~n^n!{ljO!(dzxEHJIK3@~EvO!!Q~ z(<~k5iBp>ZD9+e-mqLuOMSv*5+Jzk_<5z%wS{xR_E|xs~2n5JNG=`Ej;!ajL2IId7 zvH0*9q_86t)Q>d%B^{S6!S(h8bCY)rg;^UF8Ty;vN){{o12-J3tUOK#eT6d?U(DP^ zB~ju2N?q*>TB1Ib&W*eQ{hH`>N|(uITlrX}f4{r>ShQb>2s+Yn$Y=dPi%~9Pc}KMS zM)Cpvtwt;NZ0AC;Mci$UCmkRyCLZ`u3NB1$^kDm-hu||LNiA~fRbSrK`HhRBQl-;x za{#{rQR{r)Cl^O51t*C`7k;J7WyLx=EP>vehC9fi-Nf1|Gov`3UeEm|?jg|PkjWBw zTy;qDQ&ZOHmfK{}QWa8bT3CdeOX!>VX(4|QlW!4Bhru2k$gi2?WhBxML~-h$dLhq- zj<|L!kWfh_K7Fga*m!q))geNf_})lE)J@m?9%xTYe|Y)hu^km`CElTKGu`z5lgbxf zF4Pz6MWzu!9z2=(5v4=2rkksCbA(&^bWFG#cgQopdB6i{t0VRFETR`}hEo%+=+aiJ z_#H|8N@Giqg4bsdNirz2&2l}#+i!ZV$ZtCly-^wJDf`WqGE|dSzKDNFya+lQ^^5un^2I5FyL{Dg)0iJEtBiHifhYA%F(b%DA!#pB?? zX)+yL)qm49fN5Z2-w7O?_*|lM#quogpI*)|yoRNvJoOvtAo(bkv@5ghaI3-ek%oS< z{)nn&#s|iZ!S$@92HA9|4^=8>zdy+iCy~}Swk(!*41S^WsqUl%rP9&g9CjOp#LLaV zsY&QBD{B8ng<+F;`QYOVWaA?8n~jSvit}y^ThoESYkNKIKU0f{A*UrB-9rg&uJ`|(fx41D{Vc^4Ng(UKXtOfELJ@t;71Y? z=k(9VTBmvD6Bq0>n5}48OnpI7^uohK98X%MNv`II=n&N4gO6=mp$-%a!+l|KbbHgN zk(2r~E8!HGd5=jUro-&DUldLOt0)decSc5_Dk8r*N7V8-T5Cr5Z2o*HPpVn3u@v9W0D&=qT0473q@{~fVw;J zOG8YBNWtkQ%^g^ac*%aFT>rne7X7zfB>&A1tW8ZK{G#5|67X>&X%~oakp?9qQsSw0 zrfWr>KChCVgRlWFsM%kcn_hHGyXku@4<;7jkq#Y<-^n*>3`g4bL$;d3h>q|3JN=}I z2%%yOTtC9Fhz?|j;R3-jX*T0cf{ydL!T@+!KzQ!mw`$o&S1&q4>vkIInLKEYGI(VG z^l|uOf%|HoLq77TKtF%@zxavJh{n)HK`GP&skx>k@8%gX;Kv|BgB{yuR)i%HdeU8o z0sc3~=Oiz25UC_2Bp@t8H^k-XBg0eP`gKJ1P1Fky#uk_hwk!W!s8-lM<13~EDHmSF=@gdYxs{LTX!1=cZ$ z>|)Onk5pKYMaP547_DY?Z%z?LLv`?AB{AbEo_`t%er-WWgkW?6u19a-cN>y61_||2 z*FsUq)a5?Q#PfZ%bXD}S9WoMwA&P@a8ay*OoDUMa!0a(foWoPL^%xmwl?G9_tIw$>V_^ znX6IkL*y7xBJ9o&gEF{fXg4|ctIlS+#ltU8Z7EcFO_L>%Fsp=YMW$z<)pF@g%KeWK z>WW9u&M{W2_JY$d(k$ZqxjJo~SIk#SH+=dwde_<~7I#l%Z=SZ_a@Pp*xZ2L|Nq&sa z6~aV1k{_JO$3CHpvdg`YbZ$(jzSkiW!AoXX&)ZS(eVmZ#vs>n!T)|MBS_jxcOZ1_g zAaCBM=M%IPR7kfr3uis`Mwa{0_GRC~4#HWVbA1kqnR#)}fSv;>9ctz6v2p ze7jEIXKT{E43u=L$uJ(EuLiP*17KD|XdOjIMv;4WnsF}=T@e}yynaq|Sm(p=hwn5! zq_pdmBrRaXHwEo0N(+pI_7GXqVJhLg+j`Z0)POaWI#5QIvLjc{XQn;7t)^MckX?-Y zf~-a4F&3-TS38yfc0@kvlIZz(-S^zw+83s`(**j{iq4JlpDp#vx<21a7;n8IdDYnb z6{3uOG`^t!A?64=A;wkzgH_1q33Mm|x z!AzE894H@&d4S*WALZkEDTOjJc)o${GK<%s21@(NURy2rze$UvOAdpVn1nIuTv|JR zp?WJiTQ|7aq_jdqP6>Lbl^gN+7fYoycLaFg^Gx)&Kj-I<$$esZawjbJyI2%&nS#7? zdM93RswJ^y$@KjP5x(F<9P-{hAUzv5JYw8v4-vt!&zz1SzaSQqMmy4RY^q9}oWQPp z%!->}Felc{qn#hFDd|#+4GfGxJQq6H8>vS)+(5k&n)?P%3^e!5gPHk-Xw?~6c2>zvemsXJ+m^%`wmqoOQvx=_70v z$ar0G&X=1haJ!tb?8@B3=L|zFVrVunzElqxB1G`oQ3ohPdSw(4x3tc zbIO*xi!Ak18f3cU`hkxb;^jR3Qr^jPJ)$0^3b{6Js&FarNW586ux6XNCf>mu6K$lTP2d8;%JT;dl0Hz3xue zBgW+M`6cE`O4t6Dbg5@;JTJwC{(u7~l`I^}7IA%B7NgkZxRVihip|xuPiv>#{k<6^ z*rL*>&*d$)w)zaHGMrAtvVJoS^U!}|6#hCtI%M6LT^Rd}WDI%}-v-VJQXV*RO_Nl7 zluBY80j63lK!mAck&I?iw~?v=W-Jv zGeq$wHs0;;EtP+zi42LIu$gvzSwHJJQkF`9_4Sct`}QfC(zs0^NIEqJ8svXbOxT|RIBtAa5WvR4~FK5 z2os;tE4#_II!LBBIK;@G+0xR&IQB6g7_a|ZEA@X;B?oAu>&czl*HPp&eE|pKp&+eH-6wKUBHb)bBh)a?Hb^c~s2#&n zfu+MQ6&`QHqv$_>_~7jG8#kSB0mvXyLE=uWKQl9$=rjV$KzM#7xU?8xvU%ThfX7xG z$;U*wh@#}29?Q>-h-bn4N30hD>l47nF+fB^HU|nu9^}8&%5@^X3PG5sY2N-xDVGa) z##8^vF(?M#09@p8;Bt!2cD)n!E~L@`$kV84(bAG2I|ER6E}+f55b8>L`4I5U5~0kG z-$G=tG1USh`3(t<_z=UB9z7 zC4%0Dvz(vZB-8-5w0**pALCw`mbSDgc&J5g2%9Zhd|pP{H9IYo(dGi^m24=1R2X*Vis**S~#Ii@+#=Pg(vffBBQ@ z94Sb*KNlw+Y2e{B;uevMCgnKtF(+PEt0$;STT~Xa_5P{fnyXU0ijP~;JC(a0Z|{H5 z@;y!XT)7W#A7OWwO<1LdC?1hLs+U$~`+C}w;maSTP75)-)+7D-8NJ(3l~1}`kFMvT zw(^ck!b*fI{q7dBe1LuRKoV=8j5(2|;Y+&JB638@%e6$&$nL7;-Ln?d=1@+Oblt9-u1eDD=0T(U z!E|_E-t`gD$(GWaY*$HkK|Ibz{9Ip++s}>`q=$^&fFUDc-%l@8vRLc5tpqQTW=XwA z=Z7$SdRZI8k~Pk{5~%hXXrvSt) zopRM1>lX3Kij-L2B(ti2q`!VS#iBpfFz>O_%|)U>##?;8jf`PjI;Q)sD;1xsWi1U6 zb@ptbG4F}R37EE_acAO0vOAA6pBq(`5~KUlE}n7>XyPp^f96@+p1{d^!UQbW652|IRqnNP8?4kRm%7l zQI6yX@ZqIK7#SFzcwlFDb>GBWh6B@2I>m8?)EvR$u{(Gnsis$$q9DA-IKAcxniHp_ z&t)iHnow?J?D_E-qaWdb36=J~(|Er$EZnj+(a&avL}pQpgU#wRoOGf>$0D%l%_@%% zQB--`*?kZ3$zIvYo{P_HW$WR2^!!p~0Uuc?L1I8ER@rKHn6(UqVc zY9{nk!v0L7-PkO44$X!;J}{ZxgIA(HL*IZUisaInz#hOpAb#qXGLHI}R=1>QB^C32 zkL~i^{jRX4e4Y?^n)CcH^Q5M&T`n)%zKO->amV9LKBaB_KoiHOW4;k)>BvlvdM>NQ ztI>LLNbG$pd-*^@*mJ93lY=c=>q~tolFm~7z&E%DA%)+|H;!{$J91p&+&)g(1GEl2 zR^m@{!Zx}g_KDV0@qN5fX-_Sh_o%=XD@lA*qFP!_4r4sI{B;))yl_h=f_Il$uuZ~q zBKcG;klj6pdXd3CsQc`oHSXmMOrTRMp;7=Kuy=iOi#V|B686fOJcfdW8m7K;f@2q_ z&Y}I@^Y?J;(e)GypcG8Yi*90bnrjBq^_iN^38HR4Q;gKl?dUWM+f|oUvf^H5P7PTf zZyouAZrT1D-2xt(wx4ABZ6TgYhNOkK zPU<=16$TdeMcrYp(g;81oX@rsL;Buk`tOQJrBh;^GRwpkVoC(PM}W>@u>(Cuz|)8ydMc#?QJ~wk>C|;?#E!1b#ZD@`L_B z;LDKACPQeqIt4D8s{ir6hA(8uF5fr@JBZxh?I8XtA^y3{dPx!={9`QIhMqfnmuok% zUdpsTJ|@?yy$Tawzsl;*z*mDw#3$Wj9X{^{NOp>A+1(D7J?qdXQNiS<#goq85awqL+poX&`O+2Y2p*e z_B!oyJ0t6NsN8aHInj8?V}lCf2Mo_jY}`Gt^T%a`Lj+e%clD3X+Jn&-Q|hG{F6mxJ zOvdK4ZoAp2WSL~M?b}ERXjYQkv4%z15`p@+Yre$sRj0POVRnLp`aHDb|9n@CkSxc* z8wCe1+Hx0kQ{^ij>wCT(@t%c0D6?s>Nd1jf`Ty`A%6(z~rQajMvcsmN!@Ritjp0C7 zHhWTc5?`72u+wfVL2^-MWH)1Poytl0W1WJCBbdug3v;*Q()pI*nk=5p9=O;n!!M)-|=$}vX;u{+DXtlyZ^WH5`tem?* zx%U)zK;k1ZQ=3)=*(ry@(#aF@(&H|2b%%04`Kj#TOE~|(+o(VZ2q=yxm3G1@ZrN;r zZb6%&gek7rlL74hSx*=_bxNY%H(>~Yt%>6u)69nH_86qpe=taJU3oxI(7r&o`yNqH zs?C*{GUoTT=FDLDg5lZMV0d;6ixU{N7WI=2uJTBsP@I~`;E}a)c#EJowNvnpUVEo) z3bK>_&zv@VmNEHexn+cE+&-g*Q0^=*z9iM*W0+LKq;zEk1;*{5f`Ar-66HMYo-wC& z)s@A)t5Bb`{x9ScZ3RE35cP&czf{R&wWP5Wi}6D$_;FvE>5{NR7D_Q38|#F(TaU}Q zroUi5kB=I(H~jG}qsLbFP6`xB|8!Dh^~w&ZhtFg`N|w{QpLuylBQrRqlqA0OFoQ0D zyyvZ0Q?y0@xU={_|KrZOYK7$=pW5vn+D%i9V{@dibSJR8*z|rAh|-CmCzCdhQ@OF`V$M6}sOjqGnD}3?y*GwBN+<~Vtrx^|e zUV44CJz@>%34HnnX$Ei;%g7C(4Tu!bQdtzBKP4e+idFIjl+R(^>iVY(`Jdt>O??D7 z%rvEPX%XLKvU*l~xbNPXe+LTMKZL7(1vOL)y-jFWTxC*M>bmTwAmduGscv@-hm=Le z$kdN}Dj;2MUFG>dZcl zte}%)_1;sE`#(JeT<{b`RG$;uyApr?0aqmO_N{mGy1g;J8>%++T-k%e#y3+=g(`*J zi}u6gJ0fg9Er%0{3UxJUr0PtpZ#Y-%33(x?Kipb#jS4$~_$aJv6OVF(CtPAw`ryaZ6a1tSC?Yh+cGUtqC)vuqWdgNAerFoxt>9&U4Pvh zR}7Qd43XJ6zj4JNn0p1k=Ei)g-LFFoa*N@01Pc zk!7vQcY1X1?)n#_Y8D=;nYm}pV=7^Cp@hc167|bgnxl4)&PYLLl3i@4MFs+pyFYn# zShib4=-_{Z1m*c(P}i6LnVM_T@}1E2`1%wcXQ*jkcy)L5X#(N#LmPs0%H;8`Y|oh- zr!1G~b`6QARcG!+Ss)`W58i75f7J}YJ2?=9bA`#;9gzerx-M!I*(NVt7}T5W$+se7 zdc^g7cZvu7i|L8g=NZA!=D$%ZxrhRSw)W7H+r1l|{gr#W(}YRb&N5i-L;=QOb9;~^ zrFfr25l8*hx_oO&ar(QruK6Ya*Sc6~>i?Z+d92i?sj^)XU)`%PCwHG{I^Vr*R=;ew ziKi=~wKP{p(ROl0GEQXrYg%g8;d!fO*N0TaV#zXGE~%aMJJwaoc~1Plk|!OvW|HmO z4OkTmI3};Ne-~iNjOx~Ax}3AKy~%{F(hmy1a3k5;Ge~D`E2TQUk%@0KC3ZGvSFrEB z|4l=hk}$$*_iCb2SYwEM?e_DJuC}HFvGr3!cl%csYwb4=45vvxtZa-6ggn^bu7(E( z1PQXfc=-+1Y=2C6cjiY|i=!C4y2@eH@|)+kdfLb6QSLgPSZ5y0qO+zFXwc zK(ixSilAXVtwSTlnfJO-Kb44=Z16;}4TXJuy9>oHsVkxt*+Vue9^sx67v2zaF#4KD zt$nYNiypTstSQ^HY!}$*|Kx5iGOj}!nC`!*eV zeJwSb&LZ1iUKk%&)xTy{UUL(Z%w%$l!QQ03ti)IEv;k+(K9}M9cwk>`LxJD z)q_jg)}Iqo(tgnQ7Dc0X1tv8Y%|L>-J=pq$CCu7PW~Q9EiF~NUjJ_QgMyzR&kduP| zYoNl9Gale!dtePRZ_;P~pECp7vku7Ql+D(Z-KKDX2B(PmE8tReU}q|Lw7xjHXBGr= z&J2tLw&9+ceDQhXwE3E`xk{f#Ix2a0#YfvT1HSmEZl%H?M z4JCHN@*cD(Cz z^f$rj&cd6w6{#9eOT8uMqrbUwk@2H-4s`Ck9$2)+T(JsnNDbKvFZt=wG`6Il*frla z^Zm0;>^;9>5~(^!A)0*8M6YT6B-gCHp7FBw=0uAoG0hhehMlp?WjHy(?y7Ps4`ExF zn6}G|ZH924d*oMM*g|%97o^aR-pkmLO>KeHV^c&Qg0v;em8p%SSYpR^>@CfW+fVeX zKmQ8Of#f0J9Icr@O^1fmPmIe}1~8lcO7<06Oh9GR<;1m>Pu^J_nR?KXp0wTF>}~{a zlspK?ZweRmyR~8N)aD`)&S&f&cZcvmzXzK|uFb(1YuFHSRes7Q>6+I*^jy&tH+}00 zBKr$`cVZ|B$u)P|ihg{jmxW+pHa1^Lr9vK&{q$!E9@-$`qRZc}Tk6##M%(Fk&yUBy zuZvt8cHYEQgm?Qvu6E5#JNd7Acb|rtOUs@cfRyf;Qk1h)jPJjel~6Bs#A(#;B29s6 zW{4y+^+p+9e)d1gJM(`i*Z+^tVx2J7WGrLpBorzV5y@7`5>eK{QDiUsGR86t*|Vic z*|RHI5+ge&%t3~bHB3{MLX6>i&FAy|p7Te1{bW4c_l)bl-Pd)!U$58m{il5)BSu$w z*C|67`WYbA$}r4K(JKQz;yy1Fh9SJQ`ddONZ2sYZ9hW=)0|06weonr)>W8pq-q_N< zi%>jG2hb@snkkY{-hoB6-@P08(o4r$S7X0N^I-01sSRMDbNN1we{^aOnsGS;fzhN$ zeEwUJ<^x#W6F>-YvP3EmSKMqyJukH1nfV0ZLFU3b57`YGvw`313JnzKTp8dW9^Cse z3(~bH7u{IR+ms=MQe+bk0oE6j>ZS&H(a$xw0iPSc*I(kmsQKGYje{Be3JtXUTWPsZ z!N|#})_?Ou-JM@0e0F-Z`{9TJzxbFuU)QBX*5hv#UL4fcZI>1#J@Bs>@-VCLu3v;9 z4LGLCVo&WmP*{lq;zjog9rxD2UB&#J;oN0Vzq#xfrqs_soT>y?SR-eqCt$^63+Vpc z{HTqqz7(zWq#T)9=qk`S-k|9#`mn;BzQ)0sB`7-$YB0(fl=A6`>V4mZI$X5=K1f}I zk7Lm1_wxkO06fI2;e`z2C+>}>VeO}YkAH}7tdehJ!t|&nz&>kR@=-);1aoTW5In`H zz(pC5OJrbqipPK3oflO$)54jbo4!Brj>(|Di&r@u$Ymev%Q@G;8?eZkuL(UkVsNT2 z91!lQfMWg{c!;O5V2*Bf-akdVxA&c)crBA@D+%WYy+^#Lb(IBo5g?gTZ0!-01u1)b z`{mam39VO6{`GUYV7q|9Q#7u4LgToE6?jvAG3Z&vom1n@jg*5kG*n*HBXo$@21~0NAot*C2eT?&9al(1puY*lj$r|qBL z(^p=X#u86|;gO{|i(@&xQbV+?fQ&hJ#&OyG;9eJMMzVOM+3(xk@1Gk~GIv%_8bM`u z7!l3E&d|Ba0#l0)n`c#b-V4)sp6YA3PSh0%>-1vpls%scTbE=+DC&bkcm4DH|28th z?|+S^uauO=hTh=tC}Vk2Kc3gbS~w|JnP-SFfXaw77vlJP%VD6VU}ZFPn(-?M-dELV`1iOR zaPrZ@N>QQL73uHIeh(lA-qYJRZ=MhSMf0w3?Ys0P<}cdrw=V;J2Vsk*2VpinNNf4^ zOFzD4rPFp?qpo`4bLhJEUc%G`zpb~wn)cjU=s}{^7?txzmHpVo0pp-|w2Z-Jb4lZX){&xRD(h`VsA-+ow}IlR#8kZiQsq_D@8= zrqX(Gbbs6jIvT?YuUjaH)e8b0DvKFgCae7 zeXgStzy&?cM!{lhY$7ee#ij)0&Z#|F7hjtmKmUES?C}<53_P`mcK9}n>YXoM_b*#6 z4+T?{@=m=*x-jY&u#KwH7`^p?5S*|4VazHV7wj+L7r6&gu=_orLzoNjLkGawD9j;m zYd0ud7pb%ESEhfl(v~nz{+CO*oC3Bl&C6w!hP(6M!77NdoR~_k#sq_)r>#)_Da<|U z$FEIOL-5SDtOE;koPP>>^30^EyZ+~xR%&%map$N81^)J=b#ku<*zF8rL+N7xG53rf zhz_~Uuy0n0b{^o;G;0LxIXlOleT>hqbo~I6ssHwZ-RQ&b(Q5+N*Qy~h8Xj)CgGyD0 z`^%ahgU?jEAm;BWI3aJ_?80ZPV55BCC`{dD;Jm6Qp((## zeg)Y0aR#q}wNufek;Y87vt}Bgw$aTO+=zoBTE2kJ0SMp?4iMQ2}a} z{yxQzJ%QM+oY!(-8=psxoPG?o!ZEKnjNIb#Wwoj4V!#00#;ZJu?KFsN)pB|I-N9$B zj|3I`w+jw7Tfx-YH)ieLE8Z0_2syp8;Fewbh@2bs)AyBc4cQCy5A_jlZGOC0ugC1N zGkgGae*bq_PViryvyv^ewI=JG3V8pPGV*^N+^Z~UQK3;P+ zp4moSoOH~o4K(lQOVkD_28;@&aD%1vciO!JR*P`ZFtz#cJ-vp+Fg&9Uf!9LqB1vWz z&uG9nUHXJ8cP;g$;cBT3ltsX|ZeJL?(FJ%1llN_YMpE{~B6H8y8WGL-}kCLQQs!mwhUa&@5zcrPGY7g;KM;5x zx^Zk8G=B9Q^#v7;W)?V-&kkwxSF-vh;peqs_I;ps+H2f0lk0r7goF}@=U^o+$dSuRnv(ZqyW zwA9^}tG=7$)Fe?F)OqIH?SUn0>Eu`y++GicX}XjTG$_jO0C-a_EmFoRO8sJB#P9a1 z(JV$!%-S}17tXYTrkgg?PO>rR8CDahtydfU zE!>@IRPs@E?fq?O$+7vT^Ecj0p{QrXUmP%Km5LC-MqM|SWDfIT?ssQXra<&%x}L)@ z;ubabduf!7{xs9uAMbbU;K85)4+pEs8`9z~!&U-lgexqCh8+%?>h&CFYte8K7QIo; z**NuEtY)%0sU*MAE6gu>?n_W?jsOFYpTsL0d}-||okULwlo5Z_uua z9%qOI1#^USvSRpMfLDOWsOs;LJ>dea#ki9?XLRvx`%4OVmqM#X@a#mSmgI9cZRdUk zixy{zoK_i~nF4L5T72(<2|-=Q=qH<}#j==kKfZKCp89&|626zuoS@f;cR}RiYztT# zx&2^x7k(Rp`c-^sySz?rV~D~M-c4%giUei$2#MbwO56Qe?v)>IA%_!vnN-2ues>P& zqOKB=pS78;;Y*`V>Ev4xSQPQ49j7qX;U+4zBw%)Wt*yjtM!=MC-x%5*!S_C0p5Y7P zMxD?vR*AJj?kUgR02A(Z*I%M~{uqfxdIs<4)bvIFgCvCDeRu_6x$x}vpD zQA8mWK|D0Z2!G_t>qmVzo%=vsPNV~_?Z+1 zF{N~8G(ru@az=(6;YLs`Oi=uOrHR-2OXE2%We(+#8#0^O`(%b z;Q)jzpNaJP4pL}e9otIf-uMJM7DU9omNLsX)Hrv#TZxQ5SZ5VH0!WqXOvR)NHE6$I z^N$q#=fKsGRzRhw(Rf}*CrWxh7;))THEjz-Zg;%p37r5%qS;CJ8GG!DgmM*nz&^> zfDNL*EPvv5I!jLX^WOsK+k_*}^**CJYrVgK-9xBy_MHE=XjGd~xSXt(eq5Dd>{+~? z)3u)XZ_i`W$HAmRIGY$rUon3IBUWANj+k;K)}m|hbeH^9qH8GoiLU?vJk^6XTyxNz zms;Tu)btTFlu17=d=N}m7M!|X5`W3i-borMwXzDIg_^Pm8NPy8?+E&TcncT=iL&Z(8IXPjaNyv6_`~=s{jFATN^1 zRZr9YgD#oR{11_bO_nCMdDn-{J+%;%dqpY}vtv&)FSzMXugtH+Aw zKhCXl!tx>k*La4pwLv_O%eat$f&PK=n!mMfqG)ftFj&fp)SVFUoQfqQ)cF>#_FOK| z-j8+^mo=c;VczsX*CCa@IISgMH(PWRX3JJU8YoRwXmwx%AtY4b=@4!jj!w}3fQ=RP z&;EJVK{FD!+8F2YVq}YTyTGaYTmq+?l(h!L@C3tE=_!6WfqN-;F#W7? zPdsbn?R1y^(Ft5OpKmvdO9CA#G2h$5n)0lyW7K}ec)Fc-y#fJk_igUfAhp9HK ztYm>i3*^+6G$!i`5YG(ROwKCz^=qkVSZMMbOWYyEWULxOZ+@?}+?9r=9DF&Xg>wb3 z90xJPKUG|a@Q46{^FD-k7P!KU83l?}Ed!jnU7z1$JFx%zybbeqP=uAvFFD0?a>Fu@ zao?1VIBvlTGlv!WIaL>~$!cA*B3V5{i&omdz2-F53 zuEz)oWh9<^;ebKl%Fq^GiZDqeDg+h4^>tQt8HwU54nHt3ah-0slkE`Pu(EgF8DV}Ci< zgEd@okf!SIuE!=jIQVgy=!qOz>%cmftnF{@xp}Hy8j& z^OeN%9&?fMlI-nnv(9v-kzq0!4G}Oa?YxkxGIE+6@4Vy=#odd`a3_~gBlIa?|KmH< zp5|BFy`e4>Q&e&73q3gtnao+aSEcGWn*^Of_J3ruv6aFyPdiGn|$7{ zO*=8iGeV_j-}jlH%yYoyWZbX7c0>^p`^Ct~n=qH3V$?_U{>;R>@o$Hc0tBXUQ)7P2 zmLdO;31OBld3fBzanL7-gvc4D`zip8y3 zD{0i#ro%h6d`-DWOk;llhRdBYKEG|e%l%4jzixbQ7uCX*Xp*dz8>D5VQ2XC%ztR&X(~myFL;*h?6=4 z8Mz)WjT*R_gWrvL@#wG)X^W{N<;0}eh7a)>$)xkbpkRWkry`nXIj=R2wT$vis!hsG4zn5MCXKRM zUsSVm%0QI|-LbVgAP~pvA2U$M?_$PEMz>t{rp6Z7{v2rQnpT;d zdBF{>v}P8BTGZTZ{I4mtH_H4t=Ih+|1Vi=~XY;<5G*@Nyi`0)KDTM4PbbjA`PCY}W z)jFtX`=>z3&=iRoX1&%x?sXAGJaHwiQEL8Aw!IU9*{KSbTd6^v5tdQe((^X!CUf{% zq5kBG&3spjAp$GAm*`t5J3>K4L*gyxPU$%)u`2N4x;b}<4!81lyIJ%&%=&?1eTS?p zwP!|_oP7J7x-mI9?Do1L25s?m_ReA+lgmP_q{;qVEZScT;V8a-HzVvs03ZDU0wb(m z>^?}i!Du3I5t*OGiWDo)92TzTmYb;&@cFY7Hy201jgLtcdtGReP97_vW`E=wWcocn zL8M*J*RZpv>aU;QZigElbaK@V3CzT4(pQatsCz(W{uC7esz)a+pU2GQjU`sfpsH9* z7qVFVg`gt&gYY&*O^+`5Oaeu?FeJY{N5lrQlw|>KI4zFO_7J?PV5^a4Sq1gf+9UJD zVha&H;72Y`H;9KT`kD{qRziipdFI>4$%t!RGwh#y!lMY!R^+_mT*$kSQ#99kgDQ7a zRK!eizevLQ4`Bgy)E|}p9V5htoQW_q7}K}CM3y_JyHtrXlh1pa;#Tw7#S1ULFr5uE zghKSyS<4@0A07T>xa1tG#}hI;Q$ji&K8za?s^jfm3%=oG1UD3yR|`>5Uyn|N$QQHJ zphsRp6yFw|!f2|QsNJE)en!)DI}{s!i4gAwAH7|0F8^UBz2AE2osy`Su-aKg$j$xY zB$q_npj_7*R2^;=2(viUoQ#j)yu5CxOKXOWp1n25&t*2nM1?nw>c0Iki`5d^F!ZIQ zA7N2wN%nvcN*uVO=-GA52{M9eva&ck!$&vUvRm&GwdgPZGV6I6*7q#4Gp%-Sy~V{U z{kIn7$l*DB_b(Jg>4H^JFU{p~t#HaUjSpCkt_u?`s?KKvpHWH)&9{WV72}x!|W>_dNa9(xa^42ggk}p+m+U6vss2NNl{o=BDDNJW{SCa3g zJk;V=8%gDjik@+Qa#ASXA+B-WtM_t0WBBAmrPtyMjT2FGal4?P^Hwr_rJ@$?KM(1xQMF^~=g5U^!{f6Z7nF%vu25>vdtdV^NCB3D zxZYU{&lSr(E-EH=c~-#M1U;M{tT$aKb|x%lJWECd6DuA}jM?FCOx`vesNom!-i#8( z#Ty;1X4yJ6!~{p@F%K#3Dw1EE#^e_kJYX)B8huRqk$|Emv@w4JmUHl;*4B^ ziEGP%m=eUdurWeN;@tceC(|xp!-u5TN^Gd6%v)7^ha-Utr}Ih0wa%3E?xQpZxfVfk za!gL3pq-N%zj*gksJTO1o&UPo1u}A|0Il&@VY}mLM8g%S@%jcqGa18V#riH;<9zm~ z(5FNmxzx~v_#pvdn9>ZKTH=FqP&b(oUTPn2OHSg?cFy59`4H9aD<&rtVMUF#j58AS z{@b((#=(*Oqtk34A1OS$TaYwMe<44IXZD01r9`ueQuS{`qc~@?Yna3ZvY8EQpQCFs z6QLazfe+Xp&E`QA6j{<8G+Pq11Zr%z!!p7Vxn*Ubf}JCq^>_y=+Za)8ejiBg;j1N9#o)j1Hz^NoEs9O|O41FEHn##*PnuMqb2dqAaSwBDA)Jjys9^ld6Bvg0xNrqXLiE(cUhf zl3yCim+&JDW*pC=ExgAU7^_OuwLNyZY#0F|L zqSrbG$)dD5nWM9rmhT*M_9FdPhSGDAnG2KhrTy5w#8cuqYp>j~1{ObhOhNxw+WC$AQoj&b;KWGNjZ$ zr$7DzJT}<{GGhNZ&ZLB&TYOCBA*JKr)BnHtSbuzj3+c{z62VPKRP}3G&PCXinC8aOEd#V?xb}arPHx)|!XDm0!M;M4~pHF`>FH>9q*02)RGpj;20l zh`4Vriy;(du0mvg7K$Qxb|5*c#8OMJh=i!^Bcgo4?yDekuD_G{bS9C)2nMEgxD953D4_AaR@HrC%uny>qrO?t!0pHfMSFx>RU4sny$z^ zVeM$PZ^FjWm;Io1Gkv@|#4mXrYY;v}jb*ZLc$pLT#HnX;e-(;STlstI^2sM?T8O#?7tQp+5Q@-#;_r zM8}PgZXfB6Y-+IR2GpykP~l@#GIdd-h^I<)y62kREQfA1E^~!~!a;SWA z23bi>Ts!AcG;&mT*ZjMjfpa*XHjN*LE=Pz|uiRq~$wPk;5VtOwoWRo*&snUW+xT4-fbrWE&1|}SA zkbVs;6!y&U&=h25cuj@dLJ^Eebc*Im6CgmT@?=i>*VxQ2w3AJVfKSL>Gz6ys&4Hw3 zaW4+=JM7qBAo;)QLc8wVxU*>X(Lld0?<~2q#pShV4ynQyS!L<+qbmr#l^b$1pYgoE6$ zJtO0~Lip zW?X+I5~j?Ba+RbJB&Lc>g2-ory|aO06u^9nib#VZ8z>x$#niD|y(&r^RAj=Gg7#XP zR3B&h6SfK8>=ST6^D4pz1ci1brzb`z$?a}V#AR6yr%1np+*kPmX&8bde&I=UkyJ__ z;xPvYc+ev%k~|Ayptn(EqLXFlQ?ZcL3N4Wpq%n-MwU8PQ&X66U&+N0`q#ciJl9$XO z`5tJS6I#e9N@n>*h5tEJhWShC?(-k$#-BLlW^&%_QvINk2!AJAo@>1O)D;0ag*QJa z)#MKevbkxTK4wxtc;%cvi*EEA(;9s~pAo%E&Jx^P2!S)1TJO;sCQi?WGp8hKHk7Mf zXtnXws|mX`LaOT)=7_@D{>en)l%@hhDOjaL=M_dyMn#ZQiWAxKH-`=}y0}7_A9M}v z%_%BFOd~X$v8WJYG{vIJ~Su~)Q zNWfb6W?7?1NBKLKK*(EZ?<6oPp#znzioBQn^qi+Ta5cgj~mrw{)udstczrbd)Dfg1GmWs z3lfVLyhe^50~Mo+y?rw;7CzLBIp@AJPphn}Z1bpbj)b{12xcmcek;$d8@pA-QVCRL zU@}w{Rgp}8o7$63ls=uhER>tVGsHWjn_iQ4kxrf-mOjc~&eLlCverc3!l0x^*bcTl zKEONnF~>5okgDop>w`bXvV)h*d=7>+28DNZ*IHV&6UdW;%rv)S*tu@wqq z3Kz;cv1Q6!5he>2Sjsj}c_t{cUX4&~rbnyyNpvP(t@9z9wU~9wIn$0ICx5b2atLQB z=X>KNqwcbrvSx>E2OEb(2O-k8Q7?L)^@z9!HfG;aT;?8AOBhLDisN|PZP}cpZv0%R zw$7LmeyBg%pz==ja&D^ia`T*Mo@lD`aKBEua`O4^Lv@{YedgnSC22m-U7hNk!gWt^ z-{lu}zg#V@U#-u4$MZ<@sP!0)F#PH26E-3)k}5JEvK`WGkWru&N+voJO4yTf^p<`> z3zxa6!w0;&SOZ%79M+u59P(GxA#4NdG<7hrp{$xG#OL#Mx zP)I-4wOhCwv0K1nZf4b!0sYpk7O_Nm%Q?d3V6eF4ap0lkV;A`LmF+9Hj$7HsuEcO- zrQCQcMq`y}bs`3#{8+7LTHrjaC|r_OD-`I!e0-NiX3>nr=kiL?LaEO~LqEnvFeZbLQ^JTYIep!Qz;-ayl2 z%#rVubdj`_Pt|H9{o0AhWqNw9@9_6rsmstdd&-1_(1+tP&je4Ab3ZOH`#Xa>u;2RK zHfre8ZBCCnJ74V1b}E`yL82yui7qv=nPOetvv7Pgq@CI$zr0Ro8xODewWBm+!8= zpEc-xe@ z?Ci(vDGOxOv&9HJwkHj?=aO9B?L=o?3a_{ZIOnW=J?OpxC;#beZM^fV@2tsv_`L9~ zXYe>VU98uQs&(CEYxB)xv2|Hxxp5PfbMv|U9n?@r+Y!99zO?@{)BAQRvqLQVWTaW4 zUeD|Oz27x*5ZW96**nddt$DY@oX5^T3Y9U(lG~DgFowte%ce>#Ln5E?F+g%f!1PnDv(OL2}r`*?n=dR8i|~;?>mZ0i)yZWWQgx6$kVi8*}R6*;&3>HzB_*m-N!hhgV*;E|CwBQ#^O>qL?d3c*2$zhuC(I ziJ%dW_@(`v)UxUBj+qT|H^eHlDrI_2s;O&)SQzqnGUj`Fvdx5WTidxoJgKLQN)v%8 zogpUO8%F0r{`vNC*gFHV7zx|BM>&4*!V- zHuyDvdq@5pihu_E^$gfNz99YM(>qj z9Kdi=G;l#cAYz1Xh)P-vr@;5m+UV%J>Z_`VnmgKanp!xTS#o;VJHfvPLEJ+W*tNHG zHKp;e2RXQidPvay^$Ag6AAXpNj^?kAxY|k3>8onc$T)tqq!Hxg=H#Z6#H6925&vjm zC8{MW|M$y*za;2BxVk!ta&fu4yK}npaXNmq=Hd|%5#i$I<>KY#06xLt;_2XO>cQdQ zLjSif`N#LjTDq8jv~hB^ade=8f3K;TqnoP)9Uc5e|NQw|J1sqI{&gn@m%n!l=pYyT z3>Ob4H`hPE8@N;)epFP$#={b1AZud}j2UnbNgiH)Zt=e^_#dbKb<2OdRR6zU`fsQH z?@QmfSbmgovYUoZal4(uZa`ABJR7b74@BPhwf)bT((%tULVl)L{EM)VpT zK!{p0*v%+1iE4%8a-xB*D9?Y(N$cdj)zHL4eU1|N`<={5v&^SoSk0Fx++QvwR@Pek zD}FYLRP(tUFS}&j`y5MHT3Z20JbiA(6Fl(T7}~juhlu~*UWKwIm>8hMdX~@VkWc^n zOCRaktOYt94buPq!jqOpGDHxUBmA#7!2nhL*K_#jG&BJm2w7hv{>$AVpHKwn{_8n( z6uj6rA_R3!IcXHx|NVuO4*K6uz%M{TS2TJ0si5$G?;5-jIh$svdsBPLh z_`BFBl8<*T=MT3h>DJl4(@i(~#oNu7%Y4~>H$~Sgj}O-QX|}9wPuFCVQpLy86Zb|Uv-Aj|( z6aPoM{46iqiSqYSe7A?y3*=XrY$Ya1@BKXaEc)=+uvB@vp9`>RN>rb1CBG-j_*#(d zH!uGCm&~+?*WS0}lEUlk$Gcu$`K}E6+PNXKNDiy(vY*>&N!P9us(PcZSoHqcbV_Au zNejE;mg3^UC{n(jyPKKT+J_r7Y9Ev7w{{%W8_{BEj{dg`rNdEWOh|NivOweUB;|+# zZk~|{Ib?Y57ZnV36Tb(QHSDu??s)EG&agL~cIYmeq7bg*(a%5JpZFWnM&s)>9#%!p zna4;B4e^bFx^r%lDyT%vU03_!=s7mLPnu_F(m3i@1FdpGh5SIU4&!PiS02iHdsLV03F{^u5`mgYE#=hfo$M7X z67IGL>nO9^&3N_0NqN~?<}8m6Jcme*+6ryCf>f(C2F6V#%Jt<0Z8aN(0mh$-PoMej zWV#Olv+nTlaM@~zhz$c}x=mNoPi<$osEOSt6|@O|S0VS^PPN8zCSmDYS&!t(Vo&BC zd2kvsDV6!xlQV$c7sj3&zfGZBzX*)tHiSO9;z0=4#IxZDx6czZ(s7?6`1O41aeEg@mOWdZX8RlSuipW`MOg1sO-UP3_*I!R%r6 z$xxap#JQxmwvR4SA3xej#YHyQoDwIi!nt!>e)z^dYC6p(KlL!p9$oktn?f_ZDEh*vk2>Gn_+J-Q!gSdBl!> z#J@B;;LKK;*@`)+BwAQ)53(2e3GPX$idDzS_!`B7WwaA~LC!x|K}8+kLIuaNrVu8>jV#wDDb?s!y0bM=e($lR&=82j7|;dXJ2 z06VHPGu<-`r9sN$Ax|N9sBahlGi&~22YMxTSP?|Yad~r4o_>4My0U7*%}+IkzJuV5 z)oZf*E9VI;Vi?is*%{g%&u6Ti;9&~9j28zLrkz9M%3StxlH)xXA`e#^N555turr=a ztIH(#oVKGKec+?OmwnkKKTr=uO?AA=s(N%g;9+0EvMZ}p>%sLqMP@78LTzFfS5w;l zh4+N{2^xlO-HKnMaW6K}X7)k#8p^?1d-PaXf|MBE`U_mo`t3A3cIphafsehE?z7k& zeUAZXR3DNI9Yol4v?OIGfrol>nq%e@^H7RW1rmtel z2-m6~58gjkNiGU5fXsE@+AyBSXWw<*ILy5Tl_VchU3p){T;1d<#0cIVHxMaF@|F=sdhid;-;mlpOkxK(VYkro`1 z$(3(Lo~`K{f9z+h^@AL|BVQvxv)Ouu zV8a1eyMNYLC7E#RJkbZDo>K{1OY*{C{;(PYoKUnvaR`$=Rm;cK1)kjX0;&6=3p-d) zdHp&jUw&mU7X9pLJWK@U27`G*BB}c>Qjgj_qhnW)1QG8E0&wVQ0!lksjk@jqkrqox zzjZ@N+e2!|J-#PO;pw8MOV!U=`J<~xd93G0>GRd|e2df66erxUnI0Be0fjKhds6!T z9-F3>UR__!&&B{Po*G=Ed&^Q3MBKAiXcdLN`}@ zFPC)tUbWGeQ#dxkLWjvaXgoXGP5DXIX|yFweU?3U4Ax@sK@by3w3*(1k(~^ep((xh z_6qy$$URsa)|Yx+3RjM`b5^y7+~)hmY!z!Mz8mB#6%)vK11WE%edBQGuk_!?Fpmp6 zW+;^8jo>}QS7KpqQZxsuk>s{*?Ql%Czn6#huYgSMMg2LfZLYmjgUV-Jo%iWRuhc^& zsiaT+MQ2&_pSK6uA0N61)cFV5tD`dK;=0{XYY)mAM{cGeP9Uq$lQ8Mf);@IMV9_oC zA4_nJ^)%7}!iHfh@Pz4pkx|?@Ukjslpk}2XaSpyC>O1?chri1JRH&jwwQr_tnLn8a zbGs}$_ol|HiS}cvdLPv!XGWxQi3_QQnFF3X~&wU)^IC{ZL zUfJ)TknFR%*p^z9TG20`v?i|U7kar7%k$j}!HOl?n?g>lVc8}62=0Pfpt{|8UD zytUqS@@fmr2TH$f(=bY_5MC=Ci!indo_J(xVrrP!%5^m1^yv)j8;s2pZ&*=?%873r z+y9wV+W8$(+k46T-xEh5fX%1J7Cc&SYc0Dmq!}!JC-)^Do}%*RbqyA>5X`VUoBZz& z-Y>9xRk5>ho-D0f_WE4K$BPvZl`aOW3L^hqHOOfz^G8(Mlv%dW} z)A}%_HfB-Eh3nr7XXE^8HzIYevN^ z+tw?M4pLJnX1*uy{vo6%uwt%{ecbehQT@md7WrO3XPB}*)T0kwDBq*%fpo9pkF1~< z^omqHm_Jw~bfnsWVl74VHpc(1lXnp)iVr7WXQAIvB}m;44vbod9-b?Zl2Ss@(H3NI zM7pAXxS$H=BWpVXbz~jkEUz=i;8XhFco?a#B1sg5` ziM#HYvPrV9oeoyh6X+T^pyb4$HQa$sCOC0M&h@tHq`}zD5z@@~v2D{zHKkRx5{Mb} z@=5o9>RM~mi%Fo}4JIW8u~PNnXFnope%2$NqeRwYFu_wg3}jf-&xg=>Ax=`^MsQN?VTq?u|&=Zcx;JAHJLpprtfv4 zN{Q%KWXsp!HG7(a?(7KEzt{8f2u5Lhnf_Ou)FtSU&N!%vOodsYc=XdfYOmcKLI1g3 zQK1-inn5zhs3`L^)-BnLF4C7D%;#Bi5AasMQ=ED_^s2cVUOe?*EAB#IjM*X?Q zS;QlDXd9&@E_Ae4=B-txg*G2XP>h6G7rGc*z?coX#aySpo{4!-8TG?yn68mIOWdK! zCMj+a>=LF2i#L!*eU$X)HVn2Y68Es4;2hs*Qz!>kx<9rrQGgl%W=jcd4J;2yfOLUx z8!hoiU#togLa58#c+%2ns_^x${q0k99dTNjS+WWJ-_OUO0#v*K(2!Gu?56>tMM+(> z>}n)JMqNB$;`JgR1uBXhcsti4k>}2k(DtBLHGPuHa%Lyd3`6L8i_5+o^D8Ob5u&z< z+#bsktZ~+5!kD!{BJW&#oSVf$ii0wTsn`$4+zpJk&(XwS zl`6d06fJ>*=WPn+D0T694CsfKKG8-l46zxVG@eKfMqP~8Q;lG4?GUcTH}O=Rj`}}T z6CxQ0K)q!6gRqfo9;7om+iy0gA3qczRxqLAEWUcmVKK96Vl2`%3i5K4Y>|xo2X6l% z^tWOde@yuF;*`<{ zqF#enbE_xB#S*HBxDLuK2dgbitMsVyH#W|Hk&VSj;ZPyz-E+i#EB((r5R1XvdOhq| zg4gL~U1HGlyyvbR%5SJ0pf`OZ`jw~qSq>w?EZ$N*E#L19a&{rh2a>&nQUZDLF4p`U zx{A^{eLH9;;Vg+k_hirU^kql82?{&_SfNS<^OXgB=~B(ov=+u!*^otF7rk3EsR%%v zpq$eZzopt~m*^u`M<5N6Pvr~1wnhwyqCHpX>?)%5pR4c^!d{Li4i=XmsEk9J;2`}N zBi#!TOtCz8v$;X!8_JT-c-nS;$O1&qDOO_*J^-r!QZjY~)92w`mKa(4Yv8TR$gJ@8u0B77KtDIG}@6lo;ND zSBKVwE9A*W5WkYqx2Ir=e)vUmn;Q2~m`H)jGmms}w);6g&|f5;KqyOk@C6XJ+j^d> z%h&RlMKk-O>!aH&Q9_J2ad*OUE`V$ro#{33TcwL-KykS$=XU8^++%c{O%%>%KV3Ag z9f*54!EMt-JLgE`c9x*ZZX)nb!JXR`mO}ml@2g{gc&YtLS)M1B zPn-9dX`R-L-IDzoS);PyO87sQHX5+B2@Wbh5XnMtQ-^=_$tS_2(^APGR!fxPSX+oZ z4+7P4g7Y8fJH2{`=xkI!&M;bkDEYf zm%Bi|6j&gb!Mg><|0}7e(k4*#7S7O^GRuxM+mxu9oiC7}3a+V`d)es8v>n=_2O2{Q zB7iNpHe<82F&D;ASzMX(O3!>!U(bBjPftetz!s7XbR-pMpZOneA%{+$eOndik?kSb z)Ktpx!W7AxRcEZ=^#_o~*hMb&eId~DAH|hD#(FY^2gg-{>?JHg-lwVJ{I&ikwkoYP zKC4?vW7y@Fe=jp>kd9QPB{%gh(g(u2dTmwi4?B7t(2b3uqvNeZ4R)XZ(T?|kgh z1F1az@T0j1DvzXI_Rv_I($CK;u5^B*w-Mm1x6yty6GgC6&hv5jX5(rMiZ*Wy9mZmU zp;aqhg(ReluUBudg#k!leCjV84K=Yd+|xllus{;89GEsY3Gfc}jkf5{&I#agSJ(8f}Y{8(L$nrI> zvyWYn)#QUX{j9zMJGta2y3n+*NuEJxdqw1(HE>WUs)pqOU@Yea*!8s!Pdjnz)GtYv zdfMknqt?w`$+R^M>gWuEpe#vPnaq-6{5%3lEJ-R*OMXiAW0NjL0eSB@V#!V*ljWCv z=9-oZVzle>E$8_f{X;RR07_~;P9uKN{>x`t)ST=EeUE-uk`t-_e%Jx8Tl|=Po_gkI zzeIeHishH++lvEhk@Fu3X95%~gR#c1Sy!aLx=rH{MgtSv?Z%woNSYI==FHJ^0-`<8W|IQ(xb&Fr!AZM^V8#XUF-euh;G|V z&uEWzFB&7)Rqa(!YI&spkf{CDxXL1qonM^{lH?A~juq@_N!NdDFHftSy9 zSHn&(fxJD+Slo2jb&ysjRKJH^SD6f=Ye442#09Dz2}M^4>9zqVlhsYJGWC1Bu(dm3 zQ=>3fA|t2v*GS}+Em!N2M@%>>)myl|5ldf925%@55{uAE(!MixUvdLqDxpvbvPh$t|0YmxC&8DW4=$#wa8{L% zTjS;rEm;@?9d7pTa-H=DkaTH_%BOPF&YHa^nC&A_Lu}-(go@yxTbc)xUT;dg!l&Pw z4UhM!Hbq$116TAI=&H#_(SCCFU4KTkgXEAv3ByOk#pe)1k8uKDF1as^eT426Cvo`n z3C%ELpGl|c3kAh}j547g?wK?`_^t6I>-onc5FdJnwmNsm-kOaWu)Yryy!siFXEi~a zsMZlpnw+w_(-wwSsg^@&Q2dBHO|*Ywh~R02Uy=dW7S^6p*``8(Qr5%E3I0vC;_kkB zaP}pANxm9dGdqjve>B}6WimM4DP(ER=3_}kwjoCU!?K0573~xQ_OhSe#u_&sD1%!D zT2ZSG4&I=Mh65D0+IRcJ8hQ-wNoxG?bnaJpfjCcdKhkemjl5vX(xrVTFpX5L-bF$- z65tWM+odfi`yxN^BY`}_de4IXWqY*WD}Z1yBYvIL;ml3_MI z4Dsnsa8(1^mW78e)8{y<5k|V_dsq(aPa+kt6PgouSMa!-{h=ZFf=4?&TnKH}bEbnuZB{{pwXGqIG(e3UFKo8ltiM<*f(hy#U z(3hMHMm-hmH`7_z#G&HnJHwWOelrqWbdou+dk>zo{DbIXuKMmEy*l`{J6elC?&N70 z%sn+A;Bhd>s$oU^|bV^mS)6X zjcfVxRW~0WEY*kms7-%T%`mciuI0y6bcvd6vNftDDSXcHNq{z4Y~>nlhBQ@<6I+)4WT+3hgylWBE$NJaxW_1+ z*F~b^W7fwwqKVgQ>LkI!@^zZ>`+)+}_3{s2KnanqeZ(+`I@M~Q07Q9t(PwL7%=#aK zZNLaE4K;5WZusL9ZK{s5h{urF?#pO*G0koeotwZ*SyctzQuPJpBc6_w=73W7XWhUG>bs##|UY1g4OL&Y8)gw9WV_$ zkJmwR>)kiXn(leq5}qD(?tg_YAa!H{Y23nkru8)!QY8@FBUN?wfcp1G27;aPsYT3~ z!(4-0M_5GiPg#sUr(LBx<|Dc_KG^7F7%Iw}y4n(2<_5wnd zmoMRW1mF%OGCiEBB|m$-?6KmkNhHJ|yaK-geo|loR1ID740mH}NS9}c_-7)6w+Wuh ztf%T;vmq4$ZBka%-vi(#1GCf3UO_q_s}5pXml*f(Yfis3R}~6chR`O?s(qi}TH#tZkO@(@!`EamRy|IelN?^8_oOB+f;dpli%P%gr zd(|>miHmpy2%kK~XfeGu-a6^By!a43Xn zalPpOW0m}S+e(>MIVyYsoi`q0XOYJ8MQG6}NaXSEe0V$E(ZTODh&lxk`AG^sy?hGL z#u+sdX;WS}DHZ@MDz!q(M9sex-Y@YOIxyO1)Y@Z&4GZonEN7^umDovB^&9};hT%fD z-(}-UY9wbv9|a)GSpfnv&r^;cv8wAqxRTts;-{ak$71{};38NxAT6dcCK~}J|Fc2e zLb1KP_#rsu{FgZP`(S2NMPN!tuo)n+moi*NMBsLY>f9|7LLtD`3r;S@Sc#L0J`@mZ zf9uE&>VK{qEaOgD&mQ$J{mqLDQGW5<#BofHICE9~_wx9Q9XHz8>(~-vcIqn5ny)^8 zS6QXSk>2?9nFL^uVKQ&P6$NXc(ZLrpe-%1LvAYqjOA(`=Xw&DO;Mj@qjA z{tw^ERgVx>?kve#PyQ1smhnGsZBim)f!WC!jtj zYHhwPj7ddGMYSreE6DO1pm1Mw)}1wfPOk7LEo7qjAF)9Cgf3P>XCra!I4WxACDp;t zeY^k-B=g>A0d>jiyc)J7{(hg{Ljiu@Zor7~x3sxSibN}EQPCE<+g(`Qdbh>34M?nY z^yAa-yzTjVDO_fYviyO{{K!?KOGrNb=L9#LuXp+N5{)$9zNBXQEx0o%jM{J32*{_Q zE}+k+fUxY3^ah1DKNb#5YIE0}l4kVHvBeTyUwv^{uJC3#=v+gm{chRo|8P!y-b3y< zYx5oAD!ycumywYh75k5=_~QPoj|zde1F`{_O{&F`tLcB@;G;8sk_sPf03y&VqnfUP zCE>xwnTEc?Im(9u_L+_$BH6(?>+Gcw75v_9QY+fEKF4%`;~$h%OaaUe0vwV-+G}sb z*`yDcBIZ4WG+6x@(@W6HXx@^lkK{;H#vpiOUtPtvBasWq%EwnKzfeDY_+21H3Pxp= zi87MWH^*d}5G8)^11l%QU5j*^{NQmY-q497Mj|Lxzxi4Da3lwwG3IOvGMTz^zFB^E|>u z+azP~Tt6opex1eZQezCKNAKTb3d5X@hh~Dy9_Htd4=az=xKZX;u}1?XjUS!;bMMbh zC`~^AMwwdjjBs=J9|NtqqvoDe(?8`4EexozDPCCXf_23QclrI*?3+Awo%E$KHyQn(ptz zS*CxWbeq)FH5rtj2w9%2jt;)qUG_eas0N%Ev&>34dsf%e2YD!6K3YsHtvM5GN_IBQmjYD0B#)Z_S0~$$ZLHg#w8};Up$~;Kg7AM zKHT3%=2FX(ljS@Mz+OvEmBo@a*^Z_9r2Awjzgtr661pC=F zf&l1}^Z~crb7ryI+&F8r5qxz|@QSZ{ESiCbcGOx@tCW{5S=1ccm?&u&)>aDY$(%G*NlPxmATz)OdPR zCW<%*b_2gL8>lVTcp4cW;R$hhu1nW_jDl1IqyUqhB+X0VWck@!9bX&$GA~CEEK1wm zcEefta|DQ&YOo)M1)~i@sfAmhj<5RDY!)0EOP5v=oS_AbQT0~2jxeA(FE+yC8z?J5XeioFPBdIX3A{Zqu=NCLrC*8qe*x=BHZD2 zj>EUuCC<8Aidz&#^hH|arp{gBQQ3|lx6_uc?_tUIde(Z3`JhJ3nhN2flrUihQ%0>r zHJaFgutOBE1F2h#i%oE|`c!i0*7wUEqETVD0zs-U`l3Fjjmiv)Q9SCZsy2CZ5ugMb z0ez0MSvJxM;FE2nC}WU^3Xak%d}$Wb@zrU}5>r`4Cs z-V4SlB=bX)T3~d>k^FQA+fZzBD`G~gW}z~X{K{0MM!$zcYbm}UG~6sF)%Tl48T4)p zEduyd?}j=_Z}Pt2EQjgp>(7Bnq*i9D?BAQMt!eY%I!AXXe|tWkDa}e@*$XeC!!Oq;v*A-U6P~rS?TEMhd1Em&QXz>@O>B`M? z9TUq1pp)8`HJ!Z%B6!iaB;MlE+BCw!*}3zaFe+XUEmZh2^TemO=No>@?{VdApd^A4 zjz7U7F$wtz_%uc;Y}x>Sp2K#wzu#Yu9;o1aA7_PRzg+qqU7|}~bY4FughXYCz5_(Z z;&!Sk9r0YYmJ-7vzQ3V6RGF->E$X$M( zA<(0zNU;VcOrazvNE)-X=@EJrn}{Mftw%25^~2P-23SwS6rP)LPn_-H2Ee>Y6;w-( z+NYfLZQQm{w*_vTU;(0)Mcd-iLnZ`=Mdyv4Ib$V-XbKyLmTRj<0%qqFzlPPor*B`z zj5$>g@hbo7*#B$%<5OOqadnA{td|>0Q{K%uG2GKEs71Jc?y_8nr%`&4`>Wk&uMU8k z8a@RxK`{1D$Ie-8uLBGAm6bW?rVG0G)GogNk12psOD#9SJsGUb6N03wq0&9aO4mU{ zJV)_MPk`JbM;>#6H=Bagu=sIsPVQ&`v@V!|VNMbPgj@Uo z9Z8F^i}?%hrH%C|(DxSpcR1d9uh&TnS|)oooEQk_EX0%IH%QlIbf3+x6P500DZ`&C z8{fK`TzR$6Q1ti&ioZrB;Dj06-wcb3W(8!*Dl%!kQ(yfKKTvH-;-7vZ#E*4R2*EKJqEfif@IiyAl;2<^C11e(RLCxD& z-q@;e|HhEzys!L!-%Ah!x zu1}^MJHzAF@q3tlgtd5*?FLLAm_c)qpMq5DGOtbI+lXegyk7{oEtjH}_;&^`yOv9psqW`ZvAB_cjf1k@l-dTui=K-X7#?{o&jbO=%~2 zd&n20if0u{YQ>HG1dDq@RVb4d${L1J%R0#f&GlZ)Q~Bl)fy620>-;Sa(i>$6#g3O75a<|Acbk(X8iB|wdc&0}$Y zt)XErP{o{W+y0e6;m-^azR8by00mh)H0&{TLVi%+t)f{0RO%191vus%U2^WFv;yc1 z-gJkCqU-6p7R&esAdL?J;Lc2;rL?k#%nEKhre7pM?EMKx7;xNg1(?l_z+N_*epM%o z6_yMg@7!XZZtV1^O(i$X?B-npVXAiOKf~1j%jXgwQTB(_11x46&iw$$u>e34zC!>E zwo}OD;XMj`%E_Jl&Z{WZZQ9`I$Ed2{TvypB7_h9T!+|zHeY}NX$3ZWqN!mmEz_X@d zsX*3SK5RHB18*9(`rSuV{W`jQHrvp>e*f**dASdhe)r)GB!3(ORuXLgS|Dkl^y2O7YNLU$vNb%V1yAyC)nDqd z)13k+DrG`VY*-xDMF5rw3c?ZXW3TF?1HXM?HV5>>9-hA0@_d0xND!XBO|^r7{|mU( z^)c^S0GenA@BuvD7=n@{K+2@eOtsFMQzMW|koj_O+!kFWb+d6OZQ^|g>m5FBJaG_Q z@o{0Btz1KzP<6Y)|Du)!puuyXz)7=AGUzFbWRCX3!hmM_0r+FPvX_bvPFtChx%zG3 zKI(`Gg?jW9djrXu-7?-;*s3T2wn>prPw9PFxgEh)#trvG8vrnJ7(jgKa$G)%ZA<~B zzl6OeFv9UlOF1slV88jW`KyNo-ft*$>%^CsPFU}=41al;Ab;nkLr=3%)>CTBK2zHY zgF4PqpGA4WjI)dOFT{A>v2F`1914fKxB}*6PZ5PoeOxz=bGXCb0kG1!++WP3^O*Of z05M=0iV)M&Be58XBGL1^SHkDb&HCO{QI<^qgH`Wsz??uwr; z!LcK71v;euThiNs!`cOh&_Byd?IYhx&U>gEldaHB02`7)It~(fASIIFl(AB^tJsl1 zV=s?Z97`Ld;1H87`XNdB{XkmC>{eR<^04^%kh#eI!`A3$l63>9p=8p$2fT2r>fb+X zh&1SlcR>eTJp&~%1eA&eF8L(ediYPrIR$O>vrQ1pO1>L;C6tJ_$Ho(bQq^y<>v}cT zP9})kaz=gr8_kzYU9EtdAp6Ka@s|;@HUF(+RbHx{$qJLUZiP5d!)GbZkCxdhnCWoV(d;TI&uE= z*LFok#jdcqDH*E^ExD4R?uH%P!Jc8R$NT{4)UCg;VGqM`Ea(s(jP=DEoE)~CNd>!EP@h{zwnqrDXz zEAM!;d5$YFrvlW~#NCmjf3;odPrH)1WenyFlNmRe1Tg@YJVmVqNP;mnbzdMj9PNII z!Z-V6=-6yo)^cN8y_IB`2AFHL*EOE>o+s80pud!VU#ZOQ#+EZqU`FrpCkU_6;`u6& zb?7R`sW*a2!5A(>l;wCc&3mzNLqfk^Hg$mPbh|S#? zwKbX~!$HRppvqVQqr(?Q79~K@LJm@ zK8R^4g>l+=*#QnuV_D+|n-nz> zAm^9oM}oAF3}AhbUm9*V|?@I^tTSV{nzQ45gBJfv)L~rEUMaI zp5U4zbOur)_d#i0R_0BT@huRVD%6t=9HCI0KTGZ_g^duanf})NGurbRn@fNu>n>gc zPAAno%pexJt>*V_ua{X{BhwU%g;w6lzd@ujBE|e}kp-mTRPYNJetwx9~@t7@< zLACzJUvCX*9l{s_I5@oLz;G_gcmY^L1@YT1e_@-n&#Y6dC|8=bD}J|g0^g>M-Hki> zf8C)A=Equzh12znIad8_hv3s6%4>HS_+CsMeV~%Rg4bGLoyD_3E=PqgJhlVIxuvN- zuTAVi$2U87sf0Y`heH*ok_El*!B6$Nw2{)^s}@6VVXRMqb@6O=ppY<|4Guiu8C@6T z*1Q`fdNQq>v_Pu_1g&?qnMsb4ZZoyOr0nHgXTW)gg#5hMHJFHk3|9at>8P(4(S71R zXGvTQh!=+KP=Q&_=HFV4hP%&{*-eE+rBycIG{Rr?$1JKVRA9P-9KT{$Y@KY!!}2u? z{qih-0861{7>XeE+ip|07&fa7Z>Bfz_tRs*81MgTEcX8wjg`+>0%-efprjK3MDYK^ z-dl!My{`MesHmVcg3>9Vln4wOl#)h7TDoBjl@2LU5$Wzw5s)6#kP@UrLOKQMMx_J< zJkK-cnscqa|10*o{%fBX=ge2mdChAIzbEeJj?ewQ?`j}~Z;+Tj*Kkd@kU%^wr_k1| z=UMA^!TNZwfA{gMKKPx0O=1g;#8PGFFY=;4oV0pEh`0t?^|C_0{yZgj(jay$MIda$ zA^LjGfog7TnVpa4qZ;NkvXMhOZPY}#j@}Y;^7eb*Si_9y?%3b`5Bp%(H{I3cgG;Uo zWFvhg@u=+iWcAPGD14-csI6qS8HnvNujJe*koNPG?W_WMjCHlwYZLpxOVIDl2UM9A zNTLgJ7FN85{5{rj68N+xx^_bp_|lD{s6eMRyq4`duDRfTaT5lAV5!j(VMS}bLfF!N zo@KMVvy%)C@8IF~uDhK0W%T}F{#XS=QOPGc#FfVdA^P7duVZ6H5Gplm4+nQcr{A)Y zE(#Y@wq`kQyT736hB7#5kfxT@gLO%5m2&Uqk-g+;4W+S`Jl-?sjPeG34X&x>Iax^^ zD&XyLl{G+g^&h>uDLfNGCpOf=LMLBaJkH)g?Vy;^!SuM`T)E;bIHOmhbEiN+nYWPr zu9b7<%HysgtHG8d_t$cSO*ecd8~SJe3-i+-sjHZ=dmCsF;-w~ zM?YfvH@mVo#xS@T@l=6yY^J6!=57v#9JJv$*lGT#0GW)-TE^78&);)qVs~goP4Ngg&7LW^yfu7gMif1ns zbo061$wUEb`~JVb9$O@f9IA@3c4C0_rp!jTga8Huy-( zfuNp0&K4)8%E(zh)y|5myQbv}quqKwOe8%aIFfgc~@M5Y4SoRLbKbQSKwd@C(0>>YJ zCAvu-bbix!-cIyX;(z;VJ79R^7O6Tu(&x?p##SF>ZjU{h?R=plX>0W80n)Uo@=UkQ z?v#Zh|L}*}XQsJn9PpThzx}^94dalp5iZYpbdNUdO;j##XuM2a%<<6>`@%(*4WSxJ zx~-nc9@@&;bN}1l%L+b6$519Ov^6i$)qeJS+g;_H-_41EU~s-37rc@r|Mrz!ijTrY zNEx{h767lrYOEl%l|_?#Hdyw>?^*zvf7sJOt`e(aXjY{EZL{*qSP8r-?t_A5W9~Ic zw(me*OQk%f2pQVWNTJy_!CIG*=2nO*|O_{cdq{74|Flx zQz}Dy()4fJlY`9vR~P-yh5mo(bpN@~e=an1&>O!SANSO3^;!oEzs~3x&`i2{lnqTf z2rF~z1s z|2>cEVBuT&kCsI8BCo!h-N})Lw@!p9y=!&tQC5YIz0Ws-fG~F<8#rW`hO4W)PsiNf z>0b5LgHg}bX|8qt-?Q6#7F}i_VT^iKL09w79Nqu^n(cI%a+&65_g{gpWe@Yf?+)vK z$|=ivK=ere(#OSjc0NJwN+uu4d4A<1jJjJFk&&vvQF|rKhy257eW5)RJOw{u{$F_O zf9E5#ZgTpjrm0~U%1brYSDS`+an=a~eb@clDVH$6Ka}ILoU6@W;XZBtn@`xm0y_Iy zv6m0<@8NEUPjB|v&CYvybyJRlvJ68Ic_TJG3;J60WT?bk^Y`~=!@CyKeea98l!$c+ z^e4dT#`f2#sqN+d)(Q&A`xC-6X~RI@q%ZD1=yofge!&kK)_u9fPyYl;7@aT)3F{nsmdD=}QC&0fd!P0w^hF!nFP>PZnC~9Dqt;zC4{A&Ui0JG-3J>1ZRF%{`r}4rs zL8n1mBnk$Md;5GIk6v zm}SBA(966Ugm(yIPoHVaai1D#8El*rW99T68$~63tdw@S4y%{he1j4^Mxmh4>g_br z-=Hg5r?sUCB6Neahx^v$-yJ0-tzpQJOx*m!6kFApJV`S%27!@6(3!tA;nb4|<#58- zWac{LZMcDQi&bWSxiv_wUk7S7)fAH) z2Otth0%Ves=J~dDq9rBg0LYX*LTu>U7g&Olksw3`Raxi1gDrj&)|5fUe41iQfiYR7 z1v)Q+_yuOyMqT9|Qe;$uP_BSkw#Nn=!=}mI{zk+Kxdee2nBDmfYTyru^3Lh+uWmbw z!YFy(KKHP6%v}Va!Z1$mdOp*H#zsXC9uqpO0yzafpi7amJY1BnXBn%tHbv{yX?hyt zHsw7WWF2S|VkL7)MwW)p>}e&)0YF?Ru~%IDF6iw7}D9<6j5E+FZ#X zO}19a-y`1NA`=2We`k$D=mz6}q3_Yot|+#H95hI;m3xPB!Vk1~J&jpOO?Vfytuy>D z9Y45(VtjU4Tve@tGC7sk0J5-9D9LwM{k%E3)8=3`G}%``d|UC?4_(fCymzlO^|z}D zC_})`kKcoR21)GwH%Q-Er8u;c@+<@G#|1jWd-N`NNh zyJMQjloOs&>f1DU+98o27Ee>^ekcr;-<1MI)h%G3l0ofon8XMC4+zeDv_D0Y%|oQw zLzu{hfG7cjCl)QM4a> z))MLd)e^1QnsTL2{hb~CuSYjj!xGO}CV+qsmW4mxj7hyN0;yxp*To2GmcfLTc4`#T z?gIxuu7GSYs5rVcESzmJzq$kjjUGT1qS9tcgOLhk+Cz|!N(B69mr?kY%+Z^VshTmM zXqE{6YbR(k;IW#I)xo?rq-^odG`R=v#Db8u=`PAHaSL}MOe~{-``9+vf&NN4nKS~6N>c5nrb?w45XZzh#ET&OMNeg zsf%a0b&*A&gp{wU2@hjPM?mp-T1lCtsa@6jO%x!&O3ncMjNTq1!A>ny)|ZAJS+YCQ zF_S2P3=T(q(Tw$v3P?U5bjmy@DnItZ6gs8kIm=(Ql%h0He3|<)w#QsO8*A)pvpS^m zLgTl-ix@yZ!iz(Vz@Vjnhl#g(?K&?*pMi<_dim7hf{^w-*v_(cKP}K$xEN0f&phO| z`N{%N&RN@d4ItC!`=dQRRzQP>-w6ojsOu(kbJEX@L9v&E?PYTzQC;&;!8NvX0J1KV znxU$138(#G(*G1B*t`h!7ee{LTC02^s!}SZT1SnHl0n8lZAqEn{ z>s9w(3GL*wnA&lz_V6)>U&;TkNMO4tt9~McSZiwWKYgdzN4Z4-JUPp(=gSEUKL|^x8o{bf)TFZ0cwFh80lB~5TuUEG!ns8){}F{2Qb-v_W8NK08q?I!e9OA#{=g~^Lygx0__h?X{YwP z-PX!_;A;n;N2|4w;sw|rdlVV{Y|&+Vsn-g$CcVp;Y&)AV+otK(8q8a3^Q;VV1|c*; z_oYcT18^X2IbO34@G@=T5Wc<;C0P1j-`R_7A$Owsg}bdd8R$Wl|Cz0$D~jP_S-NlC zPll~A_Ljp3uU#dWy8UXsJMEM^ZQTboQvHzCqGD4Cg{U9vE9v+n}?ls)lxyoWaeXMXdK znx1!B-DG8`cLi!g2~vmC#ICYbEOiNKiFAh}0Q4wbkGbs=f#&3BxT79!QVmIYwsRqY zKS3XB$r|;CX~y@*2dl1g697CX(ZZ8)mIZgYz~`mvhqUd`1oq~i=_u!2m#FB2hG0MB_<5b%Upg@!Bu#C0bj$c}Ow#b(fb>k52dGS6 zMrRhagjM;2jL%>J!xUh8lt#mw-E}}MLV`PF-bq(b3j3Ji$N!%mCcBUAM_ddnpD(~( z0A-%aH=}@LSZ^!hN=8aP1SWEX)HGz$Y|9_0?d|SSBN==Ti|JJ5(?;$xiMjVgILptY zK(oTa%O^xZqH^1ycc7T&IxN-)M3N*iCq;(;N^+SrqfbY^Efj?6e(c?4w90!Q>}Dv~P3m{K#rMV+js<(fw`_uJv=UTXl$%qW6PY_?ZqlP| zgKVNHUYn>wHI55e?PoeR9Fmwt_3lO!-binKK(9)ABzhGeX}s9Gq7Kq3fy0@ht(+P? zS$A7XGf$2K@Z^5C=qguZSX#*5nCm!-Jpx)+Y=s2iaSQlr>-U@h-*iz!KC{@NAxU+O z`P|F3aQQSk;amAk&383%5eN|z_P$FQU6(3bsF6@s(6m6*RW~&9ew^ETHKiM!?3Ph0 zG-Kq+v}naPRixuL>SS6K&+_`xE(@RH)FG4Pn2;%<5|oq?(<{UAH1jZ#wN2cOs54Bq zocDj=-r-|6gg>DIG==~wCER#Q8+5-EFjw3YINIwzfxoA_YtF~0_w}vT>4L*&o}#JD zY1H-q#ov7+|Cg|VUDD#CJep5>9r)xJ79Gr(9cSrQx0r!OkjgdBC7>jjZQ4}|^l}Di z9ov{(TW>$jV)(V!>U!ZrZeF3C+qwDY=bxGBFGEo%C^E#EPykd9tiTHKL#M*D^$sPQ z)irTp(eyq1mne%|B@k30om7rJ*c zW*2)Ol^DvhuM8s?tDn<@?Bkf6z)Mey@e|*!%DSMc*)P5*jMy=vxl934@o$G4kc}by z5@~d!q{_vy8$?!kox-yryQXZ!e#=67jqzu1>WTaKp)Jl5i{m%S^h7XR27vBH$8h%) zfYFLvv7x~~e2}RedABNks-OMleSBpO(uMWZ1adXudM<#mx(0EKPiB0R*lc52fV{r+ z2wO7J40hU8-wHy!J%G4MY=T z?kYw1fJaF%L-R~7q#D?Qf{ZfIAdw7Q(!#zAY0&M68WNJ?d%*4VFS4K%Cwbp*M~MIs zpO8k&dsET;R_c8s*-{8@e0fv|c6sP|4Um6Y8!++Ge2N&trN3?w2m_mZsTXaOCC;}% z+>|_1zM}(u?a6=3*IvZxXaZNcZjD?nB^os3jATC(zihD~)s2mYZWVz}$nWa_wJD|{ zWX$5L3e8Cn5YD>2nP?lc#@G>-JbG7Yh~!3RHK4OQ1^QLYn?+~PLp0Bf>|12K$^ZPl%b?AKEPU>n_$1-m`i{}Q>w)SIy`pn<3`BhRhckI>r}o!9zN;VuY)zb@1NNsHQkA=TDe^=BLLMyjq~f8=ihK3o`|`>X`y9 z9dzxVL^=t}->0Q{+3pKm8r;G2{xF|%`CsHy@}16 zlzozR4K*3s$UM3aWY}CWjZmWWRvlB}5m4AcSC8|rJ44r)Wn#iP**hIj*t-YoWNPq( z6R{r*BD4KN?Jjj#2J&e5YrxW;s~^}?KK@(orvwBCJbu_70{sU}W|R60{{k-1#eHjF zC3x)|;j7R{o3r%pFX@Uwlf{qG&~n{(ZovI{w|cVlo}!ht@8K*%7u2`}z!op0?4#2i zB70bdJC2vaOHVOeA5_~O6%?J1eZGfinbJUS9wSiGyq*znluB7pi`i8&6 z!n%5Aro1Wi1TBJQh?lx)O!LdAMlUYv1jXY`u30hzS5qXP|?@t{QXz zyqWaCVr-{6a@S;e9~Tr$p6x#iGZ;<)0vsizlzy;saC73|%+-Yg%e150rt36+w+h@U zl3Ug637HD;**Z^o;8%iHBwdX!$QTv0Jty`6JzAso&yXn*nV%JlMkT@ocXiFFienP5 z%`81Qy`9-f*1)4@{16EH=9J;5{EDrkpWOi|N=qc2eAPjm#&ee|(6Ur=Z$IrfbQL7i@^ft2%gX`iCm*6?>9Td$3M zqL4khqhYfaC72Hy?d+3YIjLWLN7 zL~A+5cYmJX-{w2|xqF4M-&S(DIgR8p`|IC4DYSt zQyXw^r2+;0{~l%|tO^{KtZq-yL687+XgH$_n`2Tp+Q;gE+;5552*}0gh>1;usAHd1 zPXcr}cGey5@Rovfz=+^j0-L@oY}0jZd+{Q?nd3SzqUBKGuPg1*hHds+ zCE5-=!Cy)SmNASOMI$@0q$kO)CNIW6>+~Tpiw`-O0>DmB+5AH^(~Zx3D=v-py?ig3 zBnvQ2DZd|${gJvU{_t>*BDey-F>1!%@iTo*kERs?>=~8UpEB4|*AFFCIr@@70P)^`XL%}dF#B_ajEOpCr;2P;%;ttuJlqJy|CgdSv`a${pjg@C_9Qs{<0LYX2Qob26tx z(6#I)qwmrXLv9M`LPN}}C~=2lwp}DEkRC+KP}?`=!w@o7(ZoLP?op#9Q4%g@Xh3U- z33%e3lO^lhA)h%bKvJ*ka`cAx)dj%S4C<+8hO{*cs3NXbfbCl6C?`aWd?*Z-PJ>o@ z$sTR_T7NewmX0B+dCt6OHaTuw4d25ZQ>O61F z!*D$0+L%X^2yudMJRWjO=xI5N>m{p&^!K_ZtIN(o?#HFY?I*-u#L-n3iZ!iOZM?R; zDY}pXO18OxV!{9IBHu%tp8=p2xPn|}V6&ofeJk>};=qN3yJU}Rpug~c&?bh9OCXQ3 zoiV2qMRFk|A1^2)atw8@?WX_z8q-?#oqVgiDU)*KBsUUNwyM0%>_^ zRG)BFt7^xa6``DiJ5z@WCj8p>qCf1$&c6-)iFrBm&Bb=MS!B)7`j7hfPGQ{b2m_bN z(u0?{aw-Jlqd(4pW^NlIkvWp;Q%fMWH@Wq)*eL#yMZdxW&>*m7)7Y8}1H8hR z{Ha~o82h{Pi3C)h)t3(|)rX2EPB}WhMUU>exb7!_wD6$|+Ydd!K_Q0a2U-lNO~0=8 zwKOVeq>uc;0j-$NpAgYlq{Ataz6)ao?GrC=T^Plj&Bwb5X-3KuHsp$LV0uz85_Q^^ z?}U67a8A9kNf4Ev6W~=@8?)ahwb@Pttyj+~VW<%H8rjm=@D=0@3#dS}KrsYF;tRf{ zUcHQN=EM1&Q36SM$nQI$OW=kNwsxFyeBCXEWAyATHhX>YMmR?aiddJ_zY20?CqJ=8DPV&N=J9iV z(-6-3-}-POpohU7c4F!GCN6I$4&X>6+w(&j9Q^~_9@EUX>T7>+D?7!TekpIai2QVz za4I?<@>~JAxa(19vOQGO&T@Ua|&_8))|| zQl=s1l=C)={~djyRqgmrfOkuQ#1uKTxVYX&T#E?y}};#u0N0Z zpGW=g82mqv`kz+)PpkeP@b3P!>VMyJ`_qB>(}DTZf%(%{|I=6h(^vl=hNWc*IQ~O0 zmrw6|=zvY*0B*3y3$&_PRV`=nL%a|u^d%&M47V!K6=0h~PEbhV`SK>|>xs_z8t>$^t)j1XbU$!D?}W+G|@ zz^diJ?z+7dkiq-eu_Fz*F^#xikYR%J28Uj-^voIGqCRPs7GSTDi_JI$-bwjtIqo2g zNDhL*Z&D^DB@fIbapcPe(M98UGx}oZ1p-8^69^TV$cNLTCVhUQ#LUjt0fzLVfY?Sw z29RE~Bv_A|?N^r)1jRzWi$?CRJisrE^1{VXS*P@J!5&F~la;@w{hGHI4YG|1Yo0Rt zFx!}k%{KnS1kN_)2)+B46IekIARREy{(^_ONigk<&(}v&{1APVkZYOpT;+CZrqD?M z9mK8TfELw$m~5Tqk^ij>$U`Oqh+;ShrKgYQ$l&$uF_cN_1XWJ!bn#8PhR;w_5~~#j z6uD?*E3c|)xTa!D-XRZHjhbs*@++~-?>}pJeVk9A1SBGpfp%cx12=>!@xX9kV_Nm3wjpB^xC`IUgD>jcYe3Uul8_(5Sp4TCdzavUm2@l?){ zt(Gx{d@s8ucIj2K0(VM+mX6_|&k-m(CO~jA2uw9@Lp1P}`2zJ4Z3_dyabmIH#(umh zAOq?Iu0k@b(AEGlVAqz_;o)m{vvvVLFgI?B3(PUxReTewJ8g_5ho5!eg)lEX#*xUt zlEdomY4w)lX&+8L!IHxyR?)q`k;9!;{^fojK$XPo=;oocJQ@XB+K1ZZR2q9N<4zs3 zvh-i-ic{SehYDYiDMX(-?1VY`G+(g7T|m&ea#eW)unkt)w9uIw5I;!uvhwq!zqt?+xIWV9YJ z5c;X10>JP-n2TfYt!{PWA!7^Ez&hASD}a-|^ZyKq=Ueag=Xhg@m!qG%;^jTMSEH{o z82?X_R&5<8X*A{Djo%k51^9!S^c4ejFiZej=Y;}m3FoRNJy%Dw!&0mt>!&du!^uLL zlD<&*bblea=bQti7DW~k%sWL_^UWW=aaU^J)|AH>x(sT$t}MZkq)@LRfPm_b2dWf% zwG>sD_b-~I(S9H1`2w?VwE=7gXGdL~-(=#$oM*uWt+HrrmZ|q#_EUfSYcoKO?Pp?Y z^9Qyw`O`mv_=&!6G3a+5D!K=t>P{uj0t;&m#u`55laE6+9zaRWE=c~wvw)E=IlMLB z{8giSn#^-KXfE&3=6ETjiF_hG5L}A4Jh{Q7; zZ?C%|rE$&a1Q&{~qhc7iXt^YRj+loh!r_-#Hpf9fg?7k>LlSAL*KJbTk8<->^!8W$*l_|=6F4kD@$HqvMgDwPl_ zLB4|l8!z4-6*e`++Zi(#GG?Bhq87aAkan8lHrq`NE4-_R)>=kRs|e?Qt%_|?;#6@_5?WKCt08GLf_5<}fU39J zHk2ii-}ma?+quB9L4s>W&He3)bfLQ8N+tmxuX_KIdN3vTb??1b!|`q8rNeFPdBfg5 zQ%0%ti>+VTydMd!uVC);_>?f=+KkgkzpeO*LH*eH3}n4r4Q%_fR2_(4zHuS>)IjT4 zT!uSC98%+^CuN?hwD}~L$&Zi_&L-Gm;WSe?Tnb8+=F=yXnqx*Z4SWJ)V7r@M>RJ=h zFf$&*(UJ489IY3?I_7nr&;#7bc_?D7r+f*_glxUngkBXhxz%f|$2WJdqVX~PJDpC5 zYq?jB{km1BG4o>RBYE&=imrgNmo7>~(cNh4(}hZ_nV2Tbbc+rVJ)`mdw%>sGj&rnk z%_S83s0Cl&s=5+&TE!xbj3_zsl1qSw1v$H#z+=LIg(t$&=qG|)Xv7!qraJc= zo|*8C0+He|64l*?hm61utP99UnxaA?S#BlquI)9GHeK}5D7)1rSEpn)K(oncGYP65 zmcZyKm*cI;2Nit&ewM2DvHjY%2e`vD{_7$9-Pdqw{4wIUng(u-x3Rd(e2dq)pC&r! zsb^+X7*M}wu4A&D&Th>W9lxN3hj=)wdRU%wJDr|xZlLkZxo+`8l9#BT(+dV27!+4r z7@^0PYVUaFZw0p`V*9~1kkZ0ojaG{1$dKIqxoBh?yq-ROr}1|Ic|3%4KK+`|fs&G; zCA@HiVjBz{i2(g5qczD;yukzL@XUiErI1t$vsx%o%&8MX_Cs7UBi`^WURyz@^ZE2qf@2UPKFb`s@`OCv8}u0%1z$>#4e>fv z?Ak~u)Yjv(%U@qbHIgQ=o*?c~LPhcXvwE?Zt@90f`QmB4goYp-BHWjTtsF%?RI6To z#jT#swC@+5ynIAuwh@;20DqeygkE>|>$%2X-;>V08?vL*Kp6-r^zf|XTGQ`?#b0df z$#k|Dzf>8pY$Lu+`soAhO^M0xBi>}+@$nJf5_aMzaA{_gno>vR&Xp2=YrGss^w_ut zqG!Z)m)ZjeNzjtld=9S!ndE5`RwvV+ENFR1todL4LA*0{7fUV>ELGlF%Vxto&iwn=3yexo|OzHPUn(>LD zQt>49$;(JT5;`25)Ga8_^^~qnB)>nPV6>k|{A|WD`Ua2uXW6r3eyWsEocpFXpMD|7 zbpn^u+V1p2I~-9J!7DvZPPl;{PT~TZk^MJ+B_1EwS?-cW4i@*?yZa0)JuIFI^X}9u zl`Q8;#u%mrpvGI;%vCsNiCL@m>`lXbp6tzmGOGYfq5^t(MMGKC=Zyq-D7$#u6Ux5< z3;S^0)6RVXNQx0tN%_?14gUZt(J^4ELf$hq(gJycoM)DA9pO6i>w|T4J`jpb0*}pqAGv-*NJz}2{wjV1l1)zgJUT_u87bJ**=Jl3b0PQ)R$`z}u z_T)oDl3hZ{3pyD-S_Vy#JOD<>9Nx&9CcYtmc7F!vMWRKv; z=8``q^{m8?5)5j#l{CM;<;v>~;i?#DQ2AN{vblBxS3me$Rx`Ljt>FI&;ii-cX2UK)LlmBa9r1(Ik*jsJY_z(`ZZf~!+x_9^*&XGvb!D?3&+f$Y>I|9Aeoqgz z^t)Vlaq(RMYciMJuHi8?h6~@;eJ1SzfgX@%yT~fq9qzNu!k=l?7QtjijvFGMw@ZzD zOB1$4n?sLFgU|;OXxn3|M6U(sUyDmFa_D}bb{a9Fx9@WRb0}F$v{uL z8T5(ayOMgFQ6fZi<4sm|@LzUIm=Z6)v+W-fk`u2>v-pJhIEX=w>)xhgd7}u<$c^(( zZJ}|oAHuy^N1S)wUZ$g=G`V%VDPbuZxKtrDWZ`kutbaF zTglM+>`j*dcQ2Va0snE$$jD3MI-do}IGXweyj8K+BYdK_Jj%@46nx&NfD@(G4^LFU zh}`zXYI@Z26sJz>D3qK87`0Re48A!5-Ui-XN z@w*lP>&W3XwMOzEUgm8LcnGxD$TB|7X`sl3k!>wg#})E$C6xfEWY@NmN^iZha)@xF zGjY73Y&7GohfiJf%J2{>$*1ejlti+OM3vnJ^Cq|07Mj0QGF>5^4R@iuiB=85!(^R! zEsq;mzNJR1jqWwv#y zDH}>uG0mYBFUH|Hh?JQr#ET9{8`aJR^}mkebtzy9EKWBT(tD^TTGI4K#N$TaS~F~MY3efO;mKmHUwDq9PV+ERu=XbmZZoT(JxR)S?flI7*v5qu zjCtQa&iI`;)ybpII70F%j7F#%nI497_9khE$s*gDf+q+X&P%pN9K%@#Dmh-D-DmD% z-QF`j<8?3^AS>~lpS7tWg3IdXhf~A}p%myH(X@H7ojaVuX6P^0a~?{hTjEQV@#S=6 z_z1VddrF@$hMzjphcPHJ*8W59 zD0f=?8Mu+oujZ8v?R8ORTt>!I2dvYI{@h^?J(Ik}=@{ax6%oq^$BrIW+>5G>{OSbD zDrhin_1AS-YFFIm1A&A)FLKQGXdAal%e*$6(#c88-+S&{Urqa>)3m>}NYg-I@b*bc z zwB*-o@ry%tlLF#fO%dI=G_H0)39q`d$h#L0aTkYWgrpM*It8p`$Ka&!ELSsOj<$FB zfi5O5`jZa<|d*3ghav<`TEBlU6a*^4*W$$}qYB)U+Lj z>i(RXpJvmwAIjdEc@>f(7wDmeLl-S?Hc5%hBU9P8l%)NjfH6{;YC5Vf-fAoQWu><1af`Z77i|rtE1r!r%9YCvK?~1j<~N_0y|;2( z`H$bc95)vpl{>YuBwLPr@8FL!T(cdo+H1)i$EbpP9j2xae^#WL@|E&960qI&_!(TN zX)&JjN~4=L`+Z3D2OaauHiC+KJzCI_2DYFuXItQ>yQn0OTQo8XH~D;!>Tf?T$|P^i zOVo4QhU)hi?{2C@QlaAM(V``V5_7G)YGy_kqDJRNz+p8&bb2}UV!R`_IIY3uMMx1C zD%-*>b3~om8fG}jIug_?GUd?x1@8*>p&Mjtnc3MXP$x@c9ht$){_D+S9l3WK*^vx= zq$pe(d<+|>eZ7wJ~G- zzuG%R|E|-`Sv9uq3on=y(UB(hB_)(za*KwAo5<&~{;C%rjbV6d9hNbuXp`WKjOd{T zarK99`tK+eT*g&EQ)H-u_otrp4%UGDPc9EDK7tIXsy*aiv{ds^D{VajxSnR}<3r6t zJfGqDaBz0+(@$8$4|CR6$|-+}gO4#QYj?ZHCoCNVAGue&uPA)g{^eG&)DKx$a_-w+vAyPNjP=?f2;e-Oxuwtxea?IYA7xR|18?k(-x8MSl1vK= z|M(gE_WPS@{$|ZtM-GIS0}n3S-yGc9r`m@iSYHDlQ<2rzzc#zP zS23YlqDY41;Xuq|-%v&WP+WuP*zzx&qF)_jt;JZ$kX0l77?wY59g9jBfCM>gjF z>fj!b>3?6mYoLZTBS}hs_wo9_ynm+UFN)p0y;p&E34D@<|CNKgeYtF=C+F`xT>rWI z*Jwv>{{7%!=r>>IY5)Jm!Cg|eX-?OK$uaPX*rIVD1blt zijzt&a>Y)C`|4To>c%Bldpl|u9m{I-7+mGge$SR#y%S@UjJixnSTMh<*gucyFdlQ* zM6aLr6_*`p4KDS+ec#jlrr!`!19yHIo-MnFS!5rEjs+(J#^5eU>-K7c8 zSc~6u=E{N(LR&F@r_polgRuNJ4?>(GS`cF!k!FaX1j!98hN8G1lm#TdoC11sa8Tp;g%gSJrHZ5JRykP)pApMkVg5lu=s0Ld{f+&# zBtsUuIJHkznTBp7c^%zFuEt2Fy`y^- zqYfh*tX1Yfq~*~&PgZ_$;z7c7>Ha1{@e(CgA1hW0*Tu0hQPB^Y<_r}I>#Qny=u@mL z{?(_5z)enAewD&}!0^$O!EOC!`@YQbY`Y**&#e!-mQg0anw5A;OQV)+$o(`9Mxf6U zbK_X5_<#Nu!@t97oB*WW-)f9zJIM$9$>w1JGeezhu>B)EtJqZt-rQ1(2 z>p0pc^x*Pofy|6G|r&&;2Y)7Yu^J%QSNgtf`iN#O^t8Q2U%udG`-*mnRaZb}x;XMt zJp*yh7p?mBXmyK~ft>4Z8~0#mjq}EYp8mW0s_wL;c$wj1+F~PXe?(d5hn5Vl$}g__ zYaiD@uRD&RM*zQUUBEf04n~Za88G=l7Mt%`&108hIf($KA1QEHv>&$B%42lrV|+_` z=_>(zM3_k_>Z$jHJj;{|hqt&fXTz1$KZ3=F`Qo=!muj5+7BvQ-=@rLu=8ztD#mV!_ zhtV7-&L;xq-yWB@h|&QO__*-l{7pCqqrp;C!2fUm_IFP*>V6%4bp*;aA7QSR234jJ zpwD-nRN)qQ2}LFKzHZXRQ{)gX_HSm=_&9FSLSJK)vR?9jM&wsf@YohnOvk7-_J=V6 z4GmW+F<0cmZ&CdJY-8R%VF8}Xg?cVE;E*`^bMo;|IlTBJJoO0#cN9z@HtfPs?K;qe zdJO}&!m9u;+nGAe6};@0sQS@c0(ky?jez#UJ8+ILFH@3rtsR9B5`7FGvXF*nKXmMCc5~io$ zz{uTH1J{63 zt&&l=b17e6ft>14c4pl9Wx96{m+R&mE%WZYS{r($QRPbDl;mM#e9+sPXLh0k5ledw1VXMK5LKKCD`gRt8hw$TwmO^PIz*p8?HRo~6f2VOEj`Kolc zmvQ_WH8XQ(#4k{$1j>3IvI||w?BLHg?R6IIWPnt8L~!CA=rC`CIy&;T1r&4c;1fl) zGn%c5m+9Qb-z;zb@KsfA-d^&?#F_7I#3yCz3vC_rje-jG*VZ~N;Kr*W8>}QmJ8W6b zwu3)e7uuymB2AQ^7A@R=I?!q$TH*22UHO4;?~eLkzKpSmg0?qOnB&#U{H7X4M*g5; zkoUlZy!5cjKs`FSsMiUTL}`qol>H48L}3bOk*k+qu94R70+q*(j#$olP)3dLIZDC{ z(=O0Y%#jZb4Yjgc0`h*Bp>h&cIRfZ6!UWz+US7khyI@$7ZyRjy4HRvwZxf1el6DQ2!m4c;nr z&4C!8+awFy(D#?seXjy_2^0R3?#xkrzBkHrc1#Zxz6z5emFL!0**Cy^KP;cgj0+2XaMb^;%v^yCNrY#A`j#^*krD?7Cm%0fTZkFV z0dlk0q>b7D>db?(6eMht*#pCx%dTO~Q!MM1RE?6QdRC|FdVfZz5Hz7e9L4U^#P-#+W_{)3nd*xF7Zjj8Kgx+ zcFhq+v9|Tkq&-_Bq5to8xv<_UW7?PQ4#STJa+fZH-};)qjt_U=Uw-SV-g99~3bZk| zZ)=+wkwj26V{@?bpTtXhF%plrxU66fR-J?{*cMjfSVw4M$!_lgeazeFV`}-Vt|Y;a zBvuKOL80ei)uwd0zFX`o7br26ap{*S(EIF}?hh9ETsA)Fi|^zRRH2hQUfKi2amHao zw^Xkc&Gab1q;#A(OH1-u|0|X2g`;|gTW8JMz@#n3+JnI&>g&YGTtH4vTr66?WOW_T z9t_Eb#;?>>#@G8Ym9-w$EWEnn*wu6;=bP{RmlK<@>ck3Nngz*d&F#kk_^e+`0K>P( zle#2Ih8EZNmFMePB)It(c-6Q{w0hJWyDz%M*S?PuVsB&4eo)lCxi#zdk(<5v_2~(l zw-tnI%%W!1XFN(vf|tlki-T0kj~Ub8Pz-c*vGrwQ`+Eh6urGM51peU3 z60PEtx$3+JL`JD*aAfs*(j>YR1R_vCDk+_568J-?Z30L8zBh`Sty0GtkbIRdXkpCcews6XQmJm)UC8&3W!h-&UF4K{8 zkC*6#oEB6{5tFcFxzuF$#eFfF-{NqNDkqjfq^yXx(t2t@e6R}NILNk7Gg~c|Uc$2t z&JWL08^?9h|GeOZRw=Cbs+FiYy2iM?=lfZ#En)gprg{h4S-rWJhdIyZ8PFiW1T zA1Y66t2IEhi3Jb0DQ{iHrKuIP-dmt8NxkqmG?<_|oL3ipk%HC7Ay=F^z!|3XIGvHJ9ejtID&F*2PoIdf#=$=wAWF? zC`~BjL#|dHZpJ-7({lL}Jo*?VN*?1_{n5g8noQ;AEnxL(sCF)HlZQ+?i%8}Y^msn# zRjLFH|AF3e76*`b&#qmlkDCjv>wd95(FBAtSvDCeQQYKCcl8fjJPn?b`> zBRubWc__<{uKw1K`PRxF+GJ^a$Islv<6=H+USJ)$ZWn`VApcVT1|o`N{%ZTNw94PB zKG5ET;s{GzxH;cK_ZnQmOsgbPTUZ!}v-K7(E;45aswE@3R8GU$C|yf0->x%0S?EdU z)uq`;Fc0ISxq3I6HfUv#tY<0j(&fNj9Y#gI)9kBn^O(nf{)JY_VRqXXmpSueH4?sN z8N5#!(~8wh0e_d;*71zO|9i2{0v>pzhtE}30J;Wu@y#jO`3#zfQ&En;PR_9oz6$KQ znOXjTvjp`+d$T@B@OpL0kH!^(jNxx<5$kX8koPQ~_O%+W(&-=9c#D_q-mR9jb(e1% z2X5CD0ILh*WAZz|`Jl-8w)N`C7iH>O=-3R-pXd2NWvlbQSGJtMWji>hc-7epg4)Ij z#d;^?i_GWLz{DlSW*<N`~76lnfpk zXrxA_in$>)Y3Q0RMD2`q9M}&_iVJED#S^da8W-j_QqGX>_raN9B(b_r2>C@yqGBKP z019wwTg8$P6JsdLX_2XcF4fk_3dD3= zm$@sAAy@4jVjtg_W%Mn!vMN8=J6IWxlKcqX(>n$q-`WF6@cEV37Y&^wLl~sea1FGd zMVNdHy1Tc}yr}A5Kx-&R^g>g1=X(}v)f_2R4{rtHy5}&w6#e~rcu}v6LrhMY2B@CD z;YjEF>84fCbON7w=f+DY`rGxo2|lZ<7}F-IALw)yFM-!dMU_aa7)Cq)l@=^>w7V%d~2hkpA-|<@|ZKIOwE~WGo7;7 zW*R@6bA1~h>F7sz^V@MlpxQ-$!lp5iVTsHAns^u=3jg&9^4$oZWVQ#65pqNb#l51F zb2e9BzZ#@o)*GGs^6i*#^9&f>^-PthgcQj%{({YFH5xp3#>Pkbeb&%Nva_dhQ3ZzN zwH`?zm9U&ZhCK8xa!*?XrwHL=9AhkfnHKQ=-Wd@So?$x+ZSo3uZ%(r~UPGaEii`r9 z8f>nsT*0k(0pQX{FjA9e#KHuyDF`v2G|-r_5O0mN@cS$WyngP8E$CZ8FDc9Qc;;f= zH8E{7)@MDWq(~rK1S+l!IKPTi6uwpf)}-nS@4B$Z$gY1KNq9}Ib4$%-$6c3bOV9Zf zXFpxBuT8I(aShIhcyl^-^WIRqBN4n;B+2C&W~?@bLD>iRxUP@6tnYqWx`%iFAw%Q( zCq@Fj7EhpcS`AG7f{xUqOZ=N(h84N4p5GrS#{W@FC^|%WLqz=J561e1;Ct@#pb9zo z;vZBY$LmS)5pEMOkEVX6K}up$75rdA!%}~y_p=Hxzz&VZO$J<{ zi-Pw=9ffJkKu~;xjp2T|0`!OT+yb% zZ>)HD@YW8lO6?A^4yIs`N5|aO!~2ox(MW3%gHqUjCT!tutBdq2jkn zV6ZJl&`^Gonv0N`1HTA)zWOr;q&G1cvbIf-_hO$|7$|Nd#zhs;qc(fS&j(tM3`pe_ z3*4`S48UXAh{LoMPjKgu@eKQvRNf-0u00M zMwRKKEjXkX#}=Y6x+iOvLPm;Doah7lXD46fvO3hobv@Yj1mjGY_@)AtsPkJm9MOoH zsea+KLBumyl@9(_=YgV>1!90$DbbKKAx5Y40(QE;vDp7QJ|fgR<49P{qeSt!nOL4+cF=D!R*BjAb53!apXo;SBi)x1kn>w-K3vPZt4eCq*LDkJhZ` z0gc>NBNJ923hXE~_s=9yF+chT74u3uT2STgHIz`k3`)(rGJo;T4Fmz?LHKJm;-JEp zvw_Hfml}Rte{$;if6UzqQWTwyH^wh5AWbJ0BT(J_t2Fjp=E7!%(B`4nBh5{n-<{u%jgZ1qR5gCTm!~ zT?4rxGdu)Ad+Vp;ufD&2TBVl5z7-XwW(CY!jS;gWa9U%5Q#J_Dr+8`-7vQHPcY>HB z#D@k>2SgoK2kl1d2( zDoA&Uq<}PvD5<2RlG1%6ASK-;aFYhzl2XENUpO=8%sJyZ&zxs|?^^Hso^~)!8ScR5i!!EJ|r~up##b`Z(v9bl4Y;YJ1ZFr*5A&1A-Hu=AmgVGQ97KW>vo2hnhuIRr za95AYvDek(l4oroF^X~=bqPgCbIq`Pnq}b?lEfWhkE`?A3?_@LmNLHb6!da_H%6*W zZv-c4_Nj0gsj5K9WyS@_95&?F`egCgptbJ-a}wvrgM*L%`tJ_D6w<4@A94+QPZKKE zCMO5zh+p>P=xBhc>J@kO3n>~|EsQ*9;=bTep>8(t&qQcCyc`(DFu1e(b~Zg@96~_3 zgoSkj_~*YOA)it9=u*2GJ*jeCl}FQ6jTht=YPZcdlL=I0^CmTpRr|0eBZ;~U^IWq` zLYLjzq6HKYZM`6vt;WIh$?AX9TbWCbr~{in@`dto>r=h)Q@?Jl1kUVfv7V3n#jRSW z^M&}G2|JbsUn^}48K@5A!oujqO>MJA0m#1JT^v8+L zrkqm{0zK1B+U^J|L_cJa!Sp*^qvz0TE;Dq#*>fLey~b_?8>(58^OvCFH3`-^rPzvz z=gIqU!(s~oAIMETIXbU|zgE#D*XNVY#S{rP-4u6Cz^*3sEk-6mmqI2c%yBUtO^bQX zSUoLDLUKDgTfJr^5!JW-GBP6Lb0dT2^v~q+CQtrO9>425Uhp(Znzc@wlc{=nSARh~$m zAIgWmOer68vCD!h*P!V|Q8a;$-ASo%T_tzBGns}yu~z|_xnF=sfi-NFRqeC=$+!Kv zdg3P&h?zGR5H$H%;kwv$mRiKc>ZD-k7*Rn5Mhu0`(`S<3*Oy z!n{CoDoGI73SZoYoWFKb3))iM=LSHBpVc3;VNQBLo$6}?$5h$xj;SQIcgLmXnsX$P z!aJ?Pk3}j?SCoyPpsL7K=h-yebPo&Od__|5`uJ*y6456P)vCvfy0+d#@)A2ii#^Cf z|2p?|HJPFa1CrS{52=>jX)4U(UvyW!-S<}GjUqZ=IEy&{fC1SReP)o#0=}Lj0tb~1 z*rJbmzZzuhqrlDU_4 z#1?K}{j_)ApJVg4Z^%82DZ@u%QMog+)XId7Rw84p&o!-n|CnF`Y?9%uDk+hyp>T6n zyi|CW7Rs)c8Qj8Ic^9l}LKluL!UYxv!Raj)@(%&hY!oNHWFXo=d0(2^`q70FpHh%e zn&(cW%s|f(`>$)v-h!KmWKayg8$>XPQVr25==xeoloqs8eA@qo`m!>47JKDMQ^!H> zB%$i?K06YNWlagFuPjqM^=4UQxaFE^jnT(3&y2(f+TtV*Uycg^c-47rT9?+deG?|C zw0!^eku#@aJN>2dGro}0fNZ3-(6$Qq}CZwGaZ`D0>S6@F-XL|+$1NEh{uT(5eVxB=a3m9ZEcRQIgl)054 zpB3fi|7<%HrFo#qMZ~~VMozZB0Kh9|PbbEptnp*~5}1)9s91dN?_`W!m;D*Er`luN=(;zA%uLn*PHT0xy8VrC z#hT7g$YI_jB@7s*J`Jif=y$IPvgtw5$%Zf+f1p=}T?&ft#4_jb>mY?(c(NAActG}< zAr<;wKf}89zS<)tWp=G2iS`ryaAOMlWU^JOiJsevlkwu9b7Kfgf$xjzulv3LFt-!; zYQxN|D(D8WEB#Nzt_OsGP-%v78dBT19S{%`q!!WZ)AXqU)MwzIktQ<02!(*K>)QS7 z`YZ5sAD|?vD}3XuT=*q1lKfZcCl}J8Yjb}T=^4^(#(h+1gVymCVzN+ zv*66;^jI&Cd)JXWs)D!1Kp=Z`mSKHaPyOa4R@g!7>NiK2Q;}8+o^TB)ng8$!>uv{S zgUqV#6O}R@XNqKRNWuwD)f~xQSDRl6Sug`pR~->yhj0Bz{$KX3BkU&?kTyEFabeK5 z;r?}P8wf2s2@mt*=VEnShcnmfuRC**uh!>3`)Z-0_*d=n|6-N?b0zjq3=`C}7;2yH zz{#x|{Fj~Fpkc!w0d60I{c9#7>TmpssQ(uhclHh&qK2pY6)yRG8}>W61dI#b_kbMr zIN_)Us_PR5KT%yHOr*T@gY|P^h+P0U-5*C`@6V4yL|-8A-{t%ZK=(v{3c+$Uog@#K+%pH51_w1YS>2hK$W>Ps!2&jRUUQ4tBn9&E zpV!xaaxWJpxq;4u$GDxk1mtoP&>Ox;Q%P-xfrR7Gc}0A#c@k~Larfs(9HU^JRWHlftG`l3grPrgX8+_(#F0iGumSe}CivBC z7mQlD5<4A6>~D!jN#YDa7kC;*i9{fftdYSGuvg3rgGC`tAE>&MD$MrLTHkYBx zAiP2RBKwv{zji2p-5VTG{!Gm6Z26`3=_IlBFvtxjfcXmE`@YlCB~8cigvKG#1%}|Q zKwynzeE^klinpHK(B94xrzP;sz*8$-t`L1l{NUFt0E9ppr@LU}&oFeqV*;RBFEyLd zUnv;qvVKaz{JB$$U1Jv7K7+;K5*s8CWh_YSy!Q9mTNAyvwE6m7cQ(QRoNi)xLVY@t zc3W(JRSf2r6gNT}tiQFEDpu}bi9#evacu0;&+d6o=xKc#oA2gYi|`>sOPG~ zA_aei1YW=RDJ1YGZ{p_gXKAndwcX3*;zc!u9xR?iCelze!L};CCXq{XzY3Gbu=)4} z*EL873jryt93s;Sp<91ku50_q%5_e|OEgf)iu|)r8}VHtaQ>N`og)0Tl!Rsw(JlW1 zeg6(q`je$3PqNqD8YA5PyS4!qMZIc9Nt6y)-yxKP35M~Ese3J`#BYaEygtCh=jmZ= z*tl(a6K}gJM-AJ-kj>1!?{KjkNs5=9E)J{hi zo}$Rp^nO>O6ClF&?j_mXqUW;Uwj!`17F`3Abb=ppSu9~ol*02QNNbCRKBjzOqC~gwCV}QPsn5x z&-vHlPnu!M7)$iMQquwvC9FrdeU3GBeGYy^cl9H>fhp@Cu`rIY_F+JS0*uD+vmiFs zbGN+kQJ{=DvGI;__1I^4j>Rgr2QP;hC-pgxcUIVp$GNJk-kf7{naMY7Y0WN$Sd(B5 z6#A-%eumnK6qXw9DQ`oYI@g@$7~Ga)w)>TfGzP6-J-bt-S3+mc*&L%I=_Dkv&>VU? zUuNk2uD~(i9dFLn+|L@eK346ZgBu_ja&@Wp!Zj+FlWWS6qT?)EkQC#zqT?(T<(@wytY{{xXFka`K&B--w zCUv72&om1n=JPB=eFe~~d^Z)tWu(hZ8H7`S17XBnmi@FtVf2+W3ew@ksXy7udl8le z>WM#sa1_N{Hx0Y03KHq|mlvdwxBwN-dF80ER^RcjyL33Y6|{DQM>Dvc35#wQT7;du zTfwG!R&z+;dIV8Gnp3(HnL~-q#P#aNqI#)fXSbUaaqFWAVP3Y~T_}6+wfSxZBpIaf z8XMK%lqK64jfNxs8KR_jmXWxn@PN#tBMRxBwufBbQ7)X{e(ALB*kzxF>vYZW%g(9M z<=f#{iC))o4L^W0!T)lRhs7C&X4Mz+SA+k^^eo+3OKKq`#IC~TcBOu;8bL?lQX{IS zGzWTmYf%0$P}qV_pw3D*@6XN$b#Wvi0oUW>Dnc+U2)9XC(r&QO)QF8G&a>-E7bef4 z9<`;?x%0pBGihvs$9pr*#&zA|zDlyGcZMP5(@pO;F1p)TPS*8aHxK=TbZd38?ZWp& zfJGGy&K|0l)_%!Izz%|~@h^MA8_%;@&*+2HdPRJj`lk9$^W^&>2dlGmnYS4WB78I3 zxts|t4-LRev4(9(Y00_r5@a~f;icU9Rj*|#RTlzl!}^!CA#*h}kH_}cZ0xp*MdLR(^+=UU!Y@Y;MOs#S(JgvuIkBbJDZDJtcW zEL07rNH~@s8%mfz(r{%D#K!G0hU00E-nkC1=J9EqBUBu&A$Ivys>O)TSH}eTn#|*P zPMgt~)9QiQr=QfaCTu(Qpw_uj@j8eKmx`j?oTC+@gl013n&?qnl6Lj}6g&?%=Iv=O zS$~nheBPIFi*o>mdgDe@>uj_57J+s^)eYw3wN&HNSv2Au_sL9+cT=wba6W36z7aAv z3LPZw?qYtezL;QZN5_3esxbiMC<{#Z3q!@)PcZyfR^PedBs`$*D~JX{7MX;tIy9~` z@14`~yBMK4E4eVS#~s+8{gq-J-Cxta&8)`LTZoy9L(+$+_ysm|{wCj22z%YUw&|m0 zo@8to;$5>N&`1S56J#hgO65MbV17xdt&=*LQ4TM4PV>p#F?hhb<@^ zCE-9hbd#X*q#%%h6D%!zS6fLfN+bWt5$|xnR-Ooub)TD?mxC=f&r+Dn))8k`I)Gp+ z8h1q6pIq1B6mAzN#*hlgftm&~bq~h7YqHJnZXuizUvHr3wh72@{B_u9q^e4&Nvj=T zWIDJ^G0%q!{7v8{3GS3O@sxu-VOtHtjTEV)6mkuNL(YgLb!Z4= za+mqKP3|8;T_dgT;|=D^D}|F(FF6d+@`pv;jzYuZ7Cu7-<0m7isxLQ4)NTT1b#P=L z09Vt$2Dq*UQ-Ypu^Xumnb^0!@EPW6O=Yy1@2`W(IzK!=OxG*5t-wp&k^AgU()(uX4 z-Z;^xEar|M`L)=1^_LYJBuPx97LiAunLfE)Mwr-#2*W+IJa5;05F|18#wQL(B1$tT z0L<6XNWF0Yb;Ga5KKna5_kRH*KBixXm{#pFzv&Ig<8{d5n|5FRQfCy)JCF0Mu4tL! z5DLr!%81MWxfSc{rT%aB3V(vy`Ev#H@2CQJfB!&-|1aL(pPQ15RLuy3dd)fK3<7%701h~t{NbXD1*oVfrtTg%D$0ikU+jSIgM54CyKf3K) zD|1*d0Qu4iq-vADm?zNQ^rD7XWGNz{&u}DiKpm9_wkUB#>(j^^`clv~1+D}d9|I~; zm$yjRV0WT4u}b?C9SD>^ygw%nG?vz1M`QIKM&S~iJhZ1?WOf$GwBEv|CU4vLprY91 zzW>cVTFD|&I*4CIklV%*$+j0_k&4x|qmn|E!*ooTFCG-BWQO>QAfK&1*fLUKd#y*Y z1<8d@@eZUGRNg@A6N@){>XbpaJRxR36hwk^nFUE!A1g*xB(MER)$XyD22y&6JgViS z`IR?%_B;9B?|38SSRGk2p+3Eu6$=#W;y@} zLBOHRk9b!X;Rzx@_#lgf4^x0%2}(ub6^Q?9MDV5fo#Cl*e6dYWyV(!d5C>37G-To> z+CcVv3%ossgS_9H!%|e1p*OQWbX?0#e&3UD58;~6|7Dx2F`dNX4MvKup2Q#|n6h6; zUQG&7ICgVe(S18aWN&lqz>S398Z*Ns1y_i_agD42wt)I1dsHe<_YoC8-&@#o{+XO^ z%YHt&HAZ;k-1x_c6VV3_Ho&G#;&5$TS6muOV^I5Yua#gin3nS)??Fma>M4UwQn9v%d8U zs&S`s9pc6zd4Hhp;fEce6I1y10Z0M`w9>>pk>mb7V?gqFj}Sf)HTvi}AjTBR1TV=(&Bp%|QPpg%$99j{)8iv-8KQWAgA z6XUSKXMhCF4~b?@seL%b8th5#q zJNd8QJ@!vklV7@(rE^~=N>p?C@`K<~z$y;BHBsi-+==~MlETr}9J~ zKj#^+EFMYEZ^Ep?e(57-w=#YCKF&c}vJH&LZF*@OXWHl8B7E+W&6(TYmXq@(-Kk3s z-Px`UwVbAwLxtf7Y8ig&39^~`bqjr>ZsV!g2ib$ivHMGlYj>ZEV>yXhHy?Ad>6>jn z-leuokzlk?6z>`bO13U;OJQQ?MMKDy4q^mn*b>g(?Gs(A)dG9f4| z^N4PR93msf>A|}oi8zy~9+`PloJRDb{x}-8z7Vj~P$O^x{JoaqEE6jm%Qpr|uV3o^ z>JK{DJ{?&sT$~{QI++Pho#&kk)ID`WuC0m%MYq4%U;{b!(VXloK_cigpWzY`n9GU% z1vE$88RPJlf@L|&Z;E~^>1aZxuFs(J61Tj(C3~;*=`IMo^MyrVBc7zAZanB27{CZA z#J^LTo+dpRHq~&G(JwZ?p7nD(^cz6xJZ{(T}f2!G^{r1a| z0hiS_T;Zo*h$|_BAnJF1O%Q6r0r&myZGjf#f*W6Jh@>H!`wL1ZwgLU`{;ardg^2F!<6js zZ{dCn^nLi;jZcu=c2GCs@m^mAS@ z?pjDz1)@3?md@SE@IBk_4Hv??$CqU#=)SX&2yfKkf1#1wKA%9Y=~EKvPcF>VZrg5Hrji^qelq}FXIxw__2ZG!OK!R#e`F-Pp0fneL$j8%(eB0ks{PXW^S-3!y~dr3KJc+8YsNT)uZ@?nC?7O@o&?-bA)7aw@#nZ z5(E{Fz22Wx;SAyoy-(f`CyvOffwm zC))mmf$pEWadR?@V)>}^?)&|`JJ09t(v^4g*|d&+@7o&Qd&MG%YCVncMUtot%6!lT zniZaXWSoKkO0zgap{y!LmH44?yHjeHMp52}veYP0P|wjSH>mQ!GL>#0vI*%2w7`~CU2p?$E>U-U7sR{ax^hb;*?jnK9>&DlBCCBBYK2lyfPss*pjj6{s@~>U6bJ9HV=Ga z#dh#(rFpIB9=PjSM*Q+?Aw*VwjT(;8UX!03qrZ=k{o9Xz0Y6pnFly3qGv&p>TbEef zu>Qu}=kVjLBTw8b(eWCT#sNQ38viY98<92}A&qpjaD|gAEBw^|e(3+c>EE*0{~uc( zMhxiRC8m1)Cak~Lgpa6%BR(`hWc^rlaZs699!fUpw?JtoXCeS6%nJWlhW@v(^n*BQ zIAzbEhnL&tWD7_vEFrHd=RB3HKG^wP)|Sm)R+>D{Opno6L6rOpXV-xUUEGAwlSReM zg=4=Z-DNzDL+(1tpEz=VpC;aRAZ~f!0vS^0aH1b(soy&c!usj+KMo>+{~w(Q>BLxw zx2Sm3xn&pedWVDPE%znA<)93>ObnwfQO`jQCA&0Qo}8Db^y$Lu9f6N7Do9~-g`)AY z+c*N)8A3_aovkTsY9ga0Z6(w9iM3Sh2R~tx7I0LF9L5Wy2d`xSqwK0*G>J zLPC`w)Fz19@slTl&5Gx?{X?)CcM|m>l)S*mO(MZ@5(k8|P%9X?*e$xM5`y>Is&Bi3aHbXz!FCf9Cay@_8_XtV+gUd;{BOA$fcoiA(H3p%C<5*f-X~a zA2spEo62;|)sulHqoRv@wS(uuKln@1f7G-fFsA8UKVeLN8w3I|XJ>6EVd@h1kt~1! zy*Q27Z)Jx9>D!11P9Ra{tqTM;M10>E>hRYQhB=;XZ;D`|CIal?xKcbCMy5MCfh1}i z{9q9T=igq&Bc`=TdAa?;4=0+~Y%cs7vRX7wWe~c)=#M~dQm((^CO!ESV;;{uJ>Dj16KgmKUg}A-y`#-X%;Ft*mpM6JmrWPh2>4 zE`s2mv()A7Gc>O3I71zxmC>K>)><#rvf3=vsHjM~ZoS%DnefI>noR3!oBqBIqkf~- z@gNgHgV}3g;Yi<<6~?MrQ5I!~<(scBqHi8Tkq)6=2#ApY{A9LeAkXi`;TL<{&`PqY z>;1*Fpq^W$jB&qRaZev^k}e_RyTqE|gfk&fui0Ug#>$`iJMdwvSKn2&hSO>)_F`eK z_NTsY{_6X!_0*LfFLZi(9mj)nH^BF#nfZrFOX=Ys3|qpRGVc_$`rt=?d0GXS;YU96 z^w&9VGqTz|{UJ>9FA%{e({~7j`7nRZEa=mLSNk7>;(`a05S;n+!bF7j$qx)dm*0Al zl!6>+0tu)}oLE_uqio79zOX%uVEkX}q>hs_4q^?ZLub#;O>qIxlQDt)-c?Y3AcW@|<-%1q?c z*xq3Ai2>9@_AQ+{%9om-oo@+P&!?$2>oH3XXeikzQ-!WhZg0O`h_HQ@6a57sr4fv< zJW#N_H_AI+2RT)y;jif-!3+$l2b#Elt9yd?24q>JJRuTEMIgiJFXg>358S2?%Mb!G zsaq0@ZoazfFkomjI|=+}xq^L8=`35xXCEp9Fwycdc0h0mN`ZC<+amY=N7rvn2mmb{ zC51mvV11_Vi7)_A6OYIgxN1o%d8H1O#Bx7Am1HQP?6!7oqG3jo9d{}z(Q*!NW*|8h z79ysX>E{)LtHd4CgB41b=aXq9o31^S>Moy_W$0tKu#n3!zAJUIbx{N_ok&*l2@hGmjM+7U<+cj%!ICI`f(0xfS_xAYqtHuB5N! zCpj-mY>c8;Lx@f;{QKj`KVnh^y;2}av;}TTmYCD&iDf*=Us?vhW^C9T%IY)y-j`Xf zOM)^9WJOgJk8VGQsY~2-1z+)%Ifd>AygYJXKn`?<6ukS-OmG5gAf5`T5-ulfEPedw zUlCP&Klv{AXVsSluS`Ga+@0T_8@*D0l#a#K+0OUl%Jq+1<3}mPoTSVKo{R4^KYzF( z-=-28^WjP66q5_9)SdU|AA(UhMNXemORf7sJATXfvz=~k?GAnO4MsWAg+T>_j~rCv zv32I-$xdN>Xf7{~8Wt4KLX!GMxau-o#eiL&Mu&o!(&|MmJAE*cE|?_JX9+fINO>DP z`imgw`RXJk=${A_@U?|5O5UWi8bpcKZ;)BQfo8;*_#o@C;9>qtv8v)cYfniP=;g1V zJY^y;Jw)j&e@=~azAn1@vV;68<{A0tDiX`X)5Lohg-FEpve+%MJz}rtHC4me-zraZ z+Jm~ilf6%;CRBTV{+T?HQAOq5J@ern_|zwvuMeghGYd}nm7PN24ISuu+2(SSX|&Ta zD>uRvQ*)}-LSqV@GnZ)RkLOWHX@Im>BNvZKD&O$ZXk4Y8ccgKcD#2D?b~Os*yMV(R z>4$h*aIp6%q#Ifd1aB&4udiE2%(R^ENS}B&J%(Cs4}wOo8ee$y30!m(9?yEU7f#P7~;$_gvcqRJtxi{-k) z;Dx>ikZ&5RRP8JtnX^< zP{$85jNxT*kg=nLrr|XN7iiLyDDg9qw>$IiJM?rsEJVZ&9Sm6i3)op4j(x8esL*x5 z{|>5cU^DXl?B>y3a!WB{V6tEI)K297G7nU8sN45#Csim*5Xsl|gR%raozN}#pe!Nc z{wvCoZF-NiSGUaxg=M`Y%s*C?lX`a`1G`HgcxfE2(o|}oTX`U3Yi4VI;32Ui=QG>= zeL?zin$jzwqc@`-pRV?L^+@9K**wyR4E4jC-Q@dvHzc&TTZ)Fqovmy*@^I_k#R&~mmJn)ueYkncJ-%A7eQ|5i?SZjF`1eJ(jdia}8b%Hq;I-J9-w_t>DP#?x z5ms{zo6#NG+m>*>S!9WUdehq$AJ5Sy@0GZFwrb=CIzoGGB|dapLZ zIW(Rb3-3tMKJlrh3c_vvIxn_2CiVvODtafc``iOg^SpIX5va=P9U$$ zf|A^Bp{W1ZRBG8P{OD|(b~~+(i||AWS5R`UtQgTMhVTd4QVlIj>LruUC-^MKKIcR( z9(Qw&stv}lz_3U&5xhUTtd=+%jDemvBOXF!HQS#PKmED>0u#^ehk&Ew-asayk^2SV zKeQTsCrC(r@y41R{Djy>@l?4OJP-L>g2qBQ#?Dl-Ds{I(3It zY-j$$^FU)P{i^zcZ0_JWkU31x7_A60V?--hsws@E`(x{5WU9Wt^y33^{S_ZD0>XoW&&X^t($I8XbO-`7oa%#{BNEgS_Dag2FF_c}gIIKE^ zr(>I;Z#)z}$yEJ3R#-CIR2jpABWiHXxn7bGJ$de6X~JCB1nCma?`XpBmd^Pxte(VpN@!w}joAfM;>#)vaLR zBUtrbciCk`uQVsd>CehyqHpp&#X!e6Pv3JYvc^DteHMjU{(4L9!4a`b@_I5D{1~X4 zh13_995a;cWiTupik?^w_4db>nGIoB+_Rsz80sEAb1~mGwUJN$2u7}?N;I;2P+zyB z{_U|qg`vTwP89RtUGE#AGZ_43gEgpy*|~O2*ya4iLJlZP(|gCL2TD}NqnL0p&X?>|_DeE5Iu zDug>@&Ky~FF;UpLg6o|lD`sOD7XR_FY94hQL&q7sir9>pB{<3^w0$U$2BnS z`SN~rStYclben-}ZyNiB!LZrBEZMVX&z>-SzpKlBQJJPmdNsUzPIjZGUQ^=ZQipas zf7@Kw+vnxJ{kPYS-{9Ndp39j57~(ZlY6L?cT1eA&kKaJf<#^@E2A!cvN}r}HNM*;> zJQHt@TwF5y_kwxYkD#A16ePsIQ-t^v)_$8XP4= zL$K*pXniO-v@2rx?+wccKUh58>8C3Nh}<+Ne^Q|c4unWx4a^om0i~(Sy$ zBXe{HUh3IyKC96fJR)it@Nb+nHG?nXHDSB}NMf9U_pMz&qazF%xo@O{XxCb__mn+Q z&g*Mcp;<^djA3!2*L0m&74ESNWxv)RrHR$gOB0VQavpg~+>%p2UPti5BQ``B8YE#v zi-K^4O)vG=EA5?4B%5mTopJ*xBRO*p2nwwx03L<(p47dA`_;n2JF%t&2kbk6wIQ48e$ z$7Q>y&|HXx(re6oI(tx=ZZ;-bVL(I_7f*@&(V=jr3i#|nipDaM@>#VvTRH-$58A%_tpsoSt(&H38+t*!vtKx2}gv z6&`ZlJo})&asC(ejYVCsX*Ww_xg*k5dA*quX*jrj*KvM&`-)@pbH1c-SiWs~OUvmj zv}uYM{Is_M2pV?W!SCm*W#SSewltpCv#~hBE=p4l&CfKzY_Gc#rF&pg%LPygqyV7b zi5SZ3Ep`ygb5%5Te*nYBq-!D5pP$e%Epj{n$2p0+dV1i;NmT{=%3qdk`j?G8H7E-T zQVUw|ASI#l31M?Iibk{CMiuEMWRp$49TbJnHi({UP@c#=A)cbdUiomvxgIljD=mCK z@}RJuMauR+F07^S(2noDUtTcoUUK^;ECjiRbyIO7OjPc)&6kGml}w!MvRy!u-ZnD} zK`Wmy1^;0ibjOe5Tvo18a_iwh1hH6RUzSFXA7_P(Rrz}Obg~0PODn?=5jG6Ups5Xb zykk>!`V~!zvgRKS3A}y%%cCvx$|3u4Co1EhM;iTEj|44(ct!pp8u?7{e{>)_wou|gz9-}YHO>vh;_C~Z1GBJ51GPbYPQqx#XVk! z`dvd_(;3e@65sY6P1kRljbw_B*o@|t6pb1X2Db9NW8l*+z85>a+<0NgXQ4MzckAki zP%(3y-FT0pSaR{Hur6usuqmUatQcI2vV10?hdM(-=`+bnmeIx~_W<&U43_2;NIH_> z!Od8R+d8rd+F>nu& z`={MhL8cZ(c76ia>#?!oK`h$I%PO+W20X3^`mU~x!1ssXkws1!>@pWq9@dvd~U@-(=^+gVOrhYyS6v` zz0gwN`6(UquD3**_S?^E&CfX>c@qWg{7VS$ld+%uz|d3rfn9!EB~M(hvu(k+K0?@Z zZ<|_2-(%jZG1t;o!^1M#oSX^27v=O8E3Wm)ci-*A8U90MNJaCGK_rO^`wo=ljz)=NUP1p(L=d!ef5&r##ch`fFe zaJoE%Z(=TU4k?w(ER)-oeFMz<;nNCRPy9Q0TDLOPA4l=OVeOlB+ojRM?2CE0^C9yN zS$Y3^IOB1P>Ei4Rrix3nP77jlroOli&`#Kyu2IaPzVP#QS51eWP}}%UThj<(pE;D} zLD(kvX3AKE_zE|uk}y!6MP4{=&}43Bi}|LS4xR&qwp?^-ul# zmM~D3_&PBPauvJ5Aalk!+uDj@QGNrmIla^iO&BhpxOKSWymPJ?sb-$u_OXA(7^I82^^b>S}Su>QRTpR7U)bHRn?EBu`GYU-&%>tgA+%anc< zSjx7GcY5LCkZ{<@CMZ{d+|3HKN-h6-4`E zQs++*1-^YU0>o`?YMKBHcu9))T_Lw9I5}RgqoJli^rtWp7H7(t;7yeUR=*aL`l#8{g3oZ?mDJ zvrb3(HyD-HEr?XYGh?90YmX2kEr*R$OYEsz-_iJN4E~{8}WDIVh{I z*h-swhuK{@vBGyAohR;(`!)LGt`8_^FLHBV38KAJ>u4&1N0~actmJ5e6KC*gJVcR+ z_L~uqkZWLu>4D5^DG@gf7|epZtEZyFQXl_tC8rw@b=r~pHH5Wf)Q*HE9fZ-RN={Oh z>|eb2<;q~mZp{!8>!QJ!~x_3T4Ap-%0EAk1Yw(#~SXf z>DV@2`3WRzcGT4M1-2W8LcD0~#oLCF^<>Asw#JK)@OD%+5iCu)58r?LX*k0KUf-7p z1JQl3%AJXe4fss;?OwEq6AyP`8Pr2KGGiUQPIn7oMA&7QiY+K^U%-$ePQ2`?j!T;% zDheuUYD~^;%Le#I`)}r+s-?C-3coF1%%K<91-?8Ujm2EIsRZ&*VQ7e2V=b!i-NJ7o z{PGT43oDiN$Qz=km_v4l(QfnfZ0$al>I=M5$7c#qUwkI(`Wj~O16_#5K*d=`-{^3VkD(|<{erpKEZE;WXc@#RC!RO? z`R;FVTv=I`wX$i=2*7ue7ANLUT}iPVeo2Koz}dt*PB)WLiai>Xd7F3HE3jRLChAdT;FxaIE(unCrQrd0jKwRS0Mzw|zPyHjF*%W{sL#W29)m^iPGx!F=4l=7-;%5%LL5#;!?Zb!Bu zp7_Ws6hweOr{4ht*!|LS^JuyDaN;>F`4DIjN zlhSS}F7;g3sD4g)4ylFd|FT-R%ljV?KOSD4F)b5NHLR;56I!r5itdf5w>CFH!`l?> z-*8i-$SiF0Zm2GWJ6m&nfCGdnbsvq}6`Y139|z6NY9NoJ4c1nY* z{|bEUSs4uU-2{!nn@F*HCjUhi(x@EQJ-2&!2t}W+7>?g;t|~mn;QsjNfE9W6GgjnZ!*|PXFf>d@D0yF* z6MO-JW}G^w@Y29X|s*nc9U$x{)?vRKj3Y+tw+;H z=qIBO03*%ip8@&3N;)ujuF$0Gw0eon*({CXz~<&=-|u=*WWBK-t4F}CS#%y_Z^o^l z52yIE_aVro2lRB;K@RzfkcyvV$sC=_Kx17?YS+r$a3fJF;EnV8tWe!)41SIQwzCJV ztLlsNPecbeQz-ebY}2jpMYl$^GdUAA>O0P8MW2ftuaYQVOIcriiSV8W1V_OCY$pIe zc(fkLX^V>X>nG2L%sF`sR1}~2k=sZ~BQz1J@&>FzH;eCSvazy~MtoikKX>OUM3)>z z1dmmMhtcGXu@C_D0TKz!x)L5MuQ zL|R=v*hqChBYRY(J>gyUfc=O41i{7hLMFaQ*wvH)bE33&!n90|mx@qvkM+>O2xApL!d^LOoqoVf@cBhx%XM zsW4n_6?lCBwS4&*)RLZ91puBnK$~Rok8G?i>}7^%w{ET~;u*qaECN$x{K43JUI@I~ zk~t_aA#_1*;Z-swIg)s9B1&Fg1(9V5%#X-G+fPGaGQWb1y@MroeY~mje5;qDM9rHC z*KCALYSXxo!}xs4c9aGzxE;*H>;g5ZJhYxo8X_Cj?;49lo?=o3 zEjcuujp&4l%%-4uyjkX8nXa7tOaylh<4B|NFid!xf%z~g00}F5;}M$lro`IKZQfa{ z!&}OWP#4IMF4nv+vb=fyak%tHb%~&gqPLxubN>!2|}F-GEWj`mT@_t<_^}UfOqWLG}@d8RYjx>RD3oECDxMfY-hM z@dCU{7^vm4TzBIKg{#Dt`(R0n+qxRi8F83#!1jI0eUCZz{`J0W;Z z(H*d~X_#G2wzIWuVFl*WB=hVNsmq5J>*_BJJFa-U5X5(I1?}gFg%e=&(+&kZtb+5$ zA4%_moX3-2h*)n_6}i+~b4tY3dNtIIZCbWXYTE5o8j*?9p>p#7s@p|GZ ztKZDi2jRzsI8bA!;<}%or|x9!p1Y>qT+Rz7<@2w2z8yPq1g$n%cs|J~30J|l|NR`PlXL`$wfJVjNb1 z9bd6nvesKTO-nkl`h)evY9%4gnqrr>(BONQTymtnhvmVc!!bBJ%1Lt=-|>gaV?Yr) zN3YW19NMk$!d8nHOQT-~Q=ytQ(zc%o7Tp>rL)dbGf4bvL%46---_PR#uFD2pWo2j zF&Q*AHyvs(k7MI|qY|qil8zfT+4neHu@Wt}S}}Zgx)2@szxWJJM>k;Y!TuoVQA$5~5#XS$W7cZ$ z6rXW{bro}Ub5*${*VUT3#9=`lbNV7Np7<3lN<-S)`)@G5$rzY4ktuN4-nOQ<-ySB6d<>fsC2sq8=k$!w+l5*Orx8@`_dTQ;8ajToqTpQCcToFdefF%Ztn&OHO@cMJ@jI94M18%};o6yt*NIpORkU zU06~D3HBdKCWxXy!Si9Dx*g8Pw6&EMPCxCi68u5LBu-D|p3tO!LlW-UN$%P)cM&JA zyPH;cjxf}|jNDs(!iC7`~W92!0Q=bO0Lqt=HqTT2D zru*iY17{7y!tU)b>)&42B)+t&G?r(a2SJiqI z5*l-E&<@|Da~ylJ5#5t#wy51ddDc$i`!Q$tb+8^`ug;Z>xk~q2A^8a zD@0e3?q6PMX$o6Br=3Wx9g+v(_=a>}$fX2MO%5BMC<)G7RXMI3YHBBEm=i3dSLk;1 zOYR?Sihrf$wl#4ggqrIU!RocRR`xmb#gdf3>iQ7sujdkq^F4 z?`+9kTu zSK0_Bo~MkR(9gAhbG60sg?A48_2r#-ufmtN*tEiy!#K3!%a?a16jEG?*k5l1$eMI_ zV~aD>bQJ;$9=HG2WYNX0Wwi9pXY-j!8e^e*W4nyU6mt`M>c`HRbKh-IR1~fE2&nY> zM7M_QQ1AI>_G_*TQpA6xY-z71bkuFwIC`ejq^KCsy##7_vUDnzG_CO-!&q)y_$0g zJrm~=#B4SaN(|v$u<#ZSX}FnGo*nk)NHzQze)aMY z5s4b!lyw9|s6CeuDam_cp^p7>O)8~B`mKYakvF{LJu3OwawejKV!ww-^&A(eZyip@ z*r|qbOp0V3WKU4Tai5z$@{mj)X-$hZ=7z-^@8^PfgC*KDLxS`{fQoJ*o{OO1R}=!R%uan2RO# zHKbo9unUYkQh-n*&_P`7=}?H*k*fgL%eY4!$V~BRxeIabL~-e26`A!ugZM}Z<~YZM zi|rS@Dj=~)Pc95pmmyLClxK}J#@BRD0+eUw6hDVlxY#oly*fg`Q6oqBtn1Q*_u zI1;aI3R>^lTx7~$GFVh@n3|eO+QgL?Ncx?`3gxyNn*f8siA$p?it!3Cbm%OejSFqZ zk>*#~fNts8;4B_aEr5^nMolmPsbdK}vhs^+%kVwqwXHDtT^DwhPfM+x}Xg-MAK9owvoKnXMfhS|B6X%ZslhzRnT1`zrzal#F%UM#uLo|Vq$x71cG+)Wh` zKCQ^~O7vqipSctW&qZVHy02kXSXb<_vINy_0O&~aO&wk|jrEREZeO0hv=I2b(tw4v zL+d`lWtB>{#Xz%NODL*A8XUZ;6vG>&OjtTSr^w)w3Ri~uDt-TO*uC{PIoLZsCa%Y~ zJW}vJ9X{vKb@JN5Ld_ukNeh3A1{VV)k+G7qke3~KC!k|&dy3-3{~_%Q;x+{3%p^FG`6z1#QwwYGb0>vo;z?>v6TwC~4$*kg*wSd=~^*^=;4^zMKW#A@73 zU`CcIV=8yB`kf~5oj(71H1d9L);D<7$sAA!RNA;Onbk_U^xa$e`w1!(p3Om>aBIE4 zc1X<(th=h*k5RY~TZB;TYO{bqdb<71ICE|0VR1h7%WnMYKCW5+WR>0#BCf5x(XuJA88Ls7|4YrcpQL#?;F`$U^1q$9(GqcR3?uP zg-O;FC;_CLRm=l?y|EHYjdu}bI@NXKWtxzeBYTOdgdDhgvNfaA71HEd-jg{F9P+?W z=)ALubI(v{cF~(?Y*=c?Qj_K_E9Oo1RpD=Di<%7Il`qHUM)3+*ryw<>09CWb!y!2z zyI!QPNA@15o3etoff=U@4k?1MzitB?6+u@!E^_4mhqu93^^nEd{+o>ic+N~=!;zo+ zWh18&x6?@XBmUOnvNOG>bNrW)=%*oVmjCY=NdgYqQW>2LydJX5Tr+{HcT6k2otSf@ zgQc+vDb7asoR-*QT}PnQRex!zl6jsp+Tp$g{wdRe_xkwOMjAJBIFO3< zR8NLxfsRJXq6`5NL786KfLuOB%DrAeK7!>?=1@6k0ZIriD@3t<~Oe>%D?X^npK)8Osrf9zq_MqYmBltr6JTi zGmi%*ATfnX{LmSHSjC0k2x(JAp|=zXND9)J5XN~6@2~rvzgq*@9} zT@c?)LG0neXAK*1<#_u+=_r#%c-zCX$Jvj^3rI3#}WwwY)6#9czCqIE3 zTa}5ZE-w!QR3lykqnI&<0y(nBCL%z@;hqb9o>+oHN6j*@L@K)>VKMgiuxLsSReA2w z>Pu`FoJ|jZAjhT4;SNF!&-@ENK;|YbUwq`!%0JulG5lUsf0B68C}$%D&`Ap+yyr+XQCWG4=O!*@nf%!g;I#l*puk9b%7b1l<>Asoyhr zgAb6rJu)-2JbY&K;0?|%JjigwB$9p*By*tDue`BpgN#cy>nRlq(-bwm0CdBdu$2C; ztr`64WYseG;~yEW{C3!X%R%6<&$>zX+VJ+Ji(u(AC!aVyu89L<1Ez=MDV=R>I1q^` zFvxQ~%qdtfJmRxJqrMbuZtpAf=J0`w2>!2p;G<}1Q_>SNDxP8H>?t#*O*1=t3<_G= zA?h|=FcqP^ff;)@Evcfx|LbtV|9gjX-N1!)R7P>bRcdWLJMnQw@4Jy6s#Bo~@!;{g zV#uPO>3bJ210g=+<;UrhDBg=()IN}H2KqfR`XmGNKxr|QPSSUE--ele+UAT?Mwe02`_ZBPkPSc z@OGJ=`?tpbAM8_08wN$9w%(z1R^%BsIZ>FeYGl{Dl*$#ROO1sVQecS4APXng_;`5r zqyJi9sOG|ui0aUQM#esX<kg35?>H zPKINPvF*bIEJPzswUL`@epla^ODMweHIO;x*&5QKQ zO+LSMzbO6AZ~F&)lT#@TMBo`~G z9R8HUP}^hUrt+dfv-1b0(Mb^-fQY3q!TWcwK94waz}MSir%yq&B~zq^Nn$8 z?fM{;na($_>2n+G-qWpGC@M793Noi1@EiQzdx-mUtd(!z47I9h zLRr01d6IgpuFTZoi^3-QRS-S&bv5nHjE4ccQ=ba#S0*QL(Ziq2pn_ioWn{c7*MP%i zGE&OJX*a${*vXd)YbXk*_b$aZAiPneKFv}q@`bfS5`a}PkUxw60w&oKgyHBcXdJAWg$XYPflMzRJM5SRTgka~s!<4K z+~@H+kkU`zSOjU5M9Vh*7l?`^0*Syt0)s*plySi<9gK!pH|f)`4u@`f5#HnaQ})06;4=a`&5R?UZ+aW#K1GEwO|xN z!wZ!==CfTXLDNk2eFi$$Kr@|6z=rjWMco-IP&$-{%asNw@|N$V(zq2Y7g-$XGUuxWdTvujHJLQX~?4<(uB5cxTiv9rtDI@{4t5J;gpF;bs< z?jDxn3efM>R_(qoZGF7ir=$Eyb=anAYw|3o@C6)9Q19!mjUB0mfsfuWRDlV`9Wtoq zU2i-D>STP!@)>$CXV$HzKa2XWFuh>Ek|X>5t5S8?WDG~pNn~Uk+C>$&f`qqIDa(qW zSG90K=j?G0r5klGL66cRiSyC)GkR7m)X;|vVpP0Q(TmuQX?$Rt2FCc&68kPN4>UH) z$nbbUSxzBV`;ws~{Mv>AlTq(8U^J`pn+?~xv1!kEt4*PX;@bF? zGFRfIrPoI{Q1}15c_uxrarL!Z7H%HRPs0ujEqa$UuU7EHd3|^^F{-l0<8SnrS z;3_&)?nEC$U?TUVh1TC#pn1b&Tu$`O0=$BR^T~-3%7Y*_Q|y0!r}Egw=2Qu zdj0yN2IB2cwEH&zK~GJ5f9821V9Z{UQc|@MCL((?GPRHJ1P#u%D{Uj1@HI#2DO|pN z*RmL1$pprL6=+C5IN0A4cd!pEogBD-CTYn7e^(+ygR5AB5 zIRvXWy@r0Luik9j_eGl_^jD_E}WBE$EU3ma#FM<&7bc+ z{V+e}Cq3G!%+DTt^86>vo&uo@>pZ5yY)Z>vv0ymUvIK}a;cRIb&6NA+I8Vu(ZaU%Jg{ z5d9;dPO*XX%uf+7x{J5{i3@y}i_ySK;9c@KjxKYAh;a{>pOAU`aHwP8W|W!ZC@2O`R}F}j zud9s}G8hl-#w=4gRA4)pt6G{=shx1?TQR=JyFSy<)n{~pF5mz5Vg#B-n0_VgFydb8;_7f?!;kaMhrxxa%qGw0 z7iq+N9X~co5Lp>q4BbjIT@bI;%WaK_JNrC%)rB6xs0j~yYqUO9cew(&bc#wd;KG8!d4A_vCR7N!&ZB8Sq#Cwr^F8g1G*Gm)D(E%4=?cEZ^#jcR{IGH zO$i8vf_~G#jeZ@zNUZp2oCb%UyH-1g4FGXl+XkjAi0~6Rs{iuQ{~^F%;!IkDXZk8g z_W_9Esrt=fx|v)w97v!~P(Jf1A2x=B$2!b1{T>s$ODqkyL33#u!eR=n1^EmJgES;0 z@8Dkgs*Sg!QtrQz1kpK`-$SFH==`U^P@HNdjezQ$LRB|nmkrtt&clpLQ3T1r4f?!- zW6Ne`5o(r(rom0#H!AKg4f^Gz076GeYHnNxuZhzB(FS zT}%Vf)(a;WMAu`2*rl=1M&JZOHu1(H&rol*xD&e6{xyUy~Kx?OS` z^qzfGMcetOs7uFuS!()?9~wFU-6Z?=SLH$08+cVaK|2wLt*!JpT!6z0OvNPHHIZUn zA}4FJxqf_N*?(E^qTs=JV>;jd_eTHweBX|kz?>zIac7d;hs_s*kgoc0>+9?5USJbm zgo%{|1k(ZfeL$Ttu1*GhNk3L~n07edIyRno#?`<32Xw7eM`&&_cuFW9>YfBV4+WI5 zt0|PlGZuQ4`(+-e>mq>YI6QyK^oon0})^H0x zssxGFVK>3_(m#GuRDZCR`cilhWA`@>IzFvkAUM0};|s85G1J!xqoXykm*IKcihB~hPIaZ{bgrn1(BSr0q<&mIx=I>eF@|Kqb zQ9?(zOnX1p*$uVvypFmcS`LS}CAMY4H`LXy!@`cgt*atgpY4%yB5`P9O7Ye+$^9hM z&6oP>1JSX&fQeZj5fBvp2=&4(4&I}df&%m$!vuk@?z>2};Ntl`@{1KY(w_*9yhK2J zL89q!Sj@cj5z;aF$Bdd~e|a885bmXZ3Yi6cuiG_l)H2KTid!hCz=o#h-;a`u%wCNc zr*%<3_?gIl(BGWLAfxjXv_Aw~x=%P7B2n>Qzu_P9*ztw!-GM3i`?o%a$TUIu8B2FWL6|=KlH{m&q_KhAUzu?2eVr3N~i#QInHfz$u6|k>1{3( zU)T*56Rxh)7W&y=A;^kf?z-w9i=yA9`C}b9E zH-cK+@AjRxTBY*Sn)rS!j3PpM$I!J5Z)}aR`pb)$Fc%LWg!JD%2t%S1sJxxs8>c-; zJ<{JFw)tW>BfHcW)Dm-jeTp_s@rlChb=hc0BN%&2rxW~YYSec1vPM4&M^Kc6O-WXh zuiaa{dZ4T6S`zPXeon-%vLUM?tQV4QGYV=ML4iW2x}|VVL4xw#B`09L;jSz-iDc|# zynZd;HF!(xx>EeR=;oP={GS|^a5>8#Pa9wUda`lrqLWvsvs&1L7j+D)+nsxb7K|PH zPb=D2tR;IcOvgWMnuYQV&XwXUAy$__W427fTXfEj&0TQIhjqkw`>Hv3eb{ z@eY8xC5J8i1zwS<6<*@M{MtB=`j`$&SQN9y{WEXbRP%2gF%mS;-rHU~Cv<^e>KWHF z=C=s51y@mevHb9p#hN8Cgd$aIr(A~3;wOUKrJolOBzts!{e3qqE8$!s4{BE`vkAQZ zot!9w)@Ab{Clkf5besw{Ts?j`AZ*{Fv!8O4H;~SrlGMvSrX7?t>AmiD?4^HvPb_Zr zM4u>gWIt!1=54E~aZe#l0RM)H?&nK!7O-H7REVt1c9DJTJx{bPSxY_3LFPhE@HmT{l0`8a2G6L#j7F?X3*u94* zEqhblCcI0TzwQiU&E4pQ&s?Qc`YQG+6~ni*UQljD{p8sriz6L*QyWcM zMS7*`tDz>)jcQcZRb3||y4~VpcQwYe7C{5={L+zVIE>JvNaN*HOc*ZSt0a>L+TP%* zdha2<*w*Y53_`X@+nb>R6D%vt0r+YT@Om9#fApTjjU1r4%K8t~aRoMc8m3IS?n<>~B!;Gq< zKj^d^*?Q8I;*(F9kmN{{kC-m0I1;i!`$J;)BPBg;$kSw=c{=`=ve)X_He6&1cgmKj zYjo~;h$~}Fr)9)&o!dyv3?(gaP)s<-UmV8OsuG^MtDfn(UL0{mWLHDpRdAW_Tp7XT zuL$vLH*pv`Az1y#r&TN{-Lh`_CLCNuob_+yuYcjwz?E2F^X~t6?WnvY66++zzI!d` zEU*ChsDz#PptiI2*}G*m9|j3;QoHf|B(3Au#+{dQaop)*iAQNA*r@tml@<0r%wdSL zAiVQC`%8$ccgjsC{;Db2m0F+T@CU}y32`*Co=RpMDO+>RmT}&b=6nVbugHDk4R7&8 z7Br`qxN1g+e?GM)HNDrfV?4BA=ct^oT{dfFc|iW^!r;J@@){xMEx)Ya^K6-0MLmL7 zj6K3*GkIJuH~>A^hj!re^MAB|FPU58X{>9WKv~b8{HNZXD_T~I^T_IjyuuF(+wM#4!CTw`_Z4m_Xe+ zf2POa)Fu9inh@$5;iKx#r4!|2w9fF;o-!99 zH0t&~MPY85>_34KPlS)AMt=TQaJr~79i&$3T>tL!Y>|BmtnveJ%pJl7((1&4eTGV&U|bPcNxac;Yx zIDZSEIxf9{Q+WU{`GSXs)M>=e=Bat>(^FL&4&gWfkHdN8COi`6zp?3t1`80UF zrbB3>lH*G41ug9Y`$!ElLuOOGqjJJfB!{4y}7Ig&qH; z!qKlCZMAUx&m;v1fJgERVra(pxEuWAS2OybKe%s|Q>QScE%8zzGi zya(04JV#Qm1${3?1EJ_i;gWODWXuCRaCNwX+h3^&pA;byZzKL)3joN?zE`!LYS4?F zb%EZgF%>o{I{69yJ;d|U4;;#T{IPRM-{jUo&nH=Gpvp`O>FU7s`d{g4#fpC{;0DmSft`R&}&ylzY*4#Dtqxd(0GkMzZLB+GF1kS zT6TX9()j%Q<712zk3zQfTLaDZ#BK&l*HZ?cZ9yfFPHWkSjy;2@Jd!;P(G$ z-~iD5o7Oz^Ljjvl=y+ub*s-|s$FU~pBBOX)O97!naLRlXT`+ywVfp+ol9dO-X(&{* z!p9O&+nYT#MUGN0Gyy32pS%4C9Q_;Os*1#mN6LpIk5P^P)z6YQF_NKlLL~VB;khp~ zHjE8MY4)$$41dXj&ilEU{R1>6=OsCJe(Dd9Q85J0j))~LpSY7M&zMl>Pv1*DC*zj2Q1 zpVD10Xm}j9yNlduL8EX_WX|pBp>A#uPDtSkt)!8-Xp^ASU&?X)q}{;TJo$A010P^k zR#z4n@cUK|f6MFFZ~Zy*!K;F-Ge`C1Y1B<19=H@v^vMk1iBhkyZqe#*Y9G4qEo zuh4HW?|+U#zum@DE{GyR!FeW>$FtPayVTQXG+3&*u%K|ow{3w!GW+xl|IncwIUM~9 zc64DEFz<2$Q8^SIt}N3g|7WgZB^N_%L~UXr0xVvGsnZhki!%XS-9LRTZ*2l^!mjmM z5{meEg4|Ebw}wx$cH531koPbrIFMqwq$%_-iprTk6XAaIay~!jI~76te#r8A&{E69lz=vN>ymqSNV)9%&Y2YsXPi#T)pZu*Z;&_LuXYw*`k3k#dbL2 zqeZ_F9-$xep&Po>O4pI@Q&E6zL(x(n>0lkFA2f0`@0D!U#(^v2`Ae>BK+SpUs18>b z$&H44BDN;eGfKA}tDAvPpaWHt0`PhwU3+^EosSyMUvWMLrfU;W@!XR_(Q)k!r^Tlr zvJyoBIJq;%m*oe1!yoOds_!7|72^}X2pWIRT|{K{gabR8iw(=8Wz{mpE7n|m71IMM ztjQ_y_w-q`g0~FK4(&Xd2lZ!it>5hYAx25N605(Z@CfnMuJ$)n4y9xrLrOz@sOVU) ztD#wT5|eR7MTZ92i~5rW>0XG%JJk}q%>HH$D3$?E1~P{Sl4je_hKkSi-HJOYw6})u zpnx2;sA98gEZF@)PiIx%;dRg>r%sS##x~Tq&SGl5|!7++L8>nI9Mb1p!KOr>YJ8hO>M(rjoBNo}D zR8GIrJ~((tcQO5q?(*lt2x8hexsk^B=N~1<3Gl31u_V0D!dReqg-+-*0|lu?#MJcg zo@QbFg?ox$P_zvSE(XaAZZ9KU7P>!oWqE(W41%WXD);L&NW!ijWM&;wQVNg$mHeTl z_t)Wu{XcTJf{kujh2|%yJ{REvAs+u}pz@&8&TlwflWnT5_HXKZxk^`-Zsn zWX}HqbGHk|Qh!-y+Eq>yaCX4Y?p*EfTDgbwE%km`c8!bM#=?__aisOH#F2l0zvRUZ zIS`Mx4qaCf)}OpxhgsNvab3Ly#%2k0=Q2KbwoY(6OY=KdRe3Zuj~MC>$zUO#hd&e% z^f|Q=roD@#DQEwCey1PtJCFwbZn7y}hY8G=Wj_(f_e^pATLueP7Yr6uet+|3likEf zVm++xvV`P6W`FkMR`co*TrHyxe^+?le6q}ZpKH{)q|(36KThI@X$U6u@G=+Sz!ia8 z_e<&L@L+fl?YqBzFu5oCpOxELs6t6!P*zc$X#>o*-p&e0h%qj|QukK%`tvR{1>O#G zh7L6x`;coYQ2f;c3ZOw8Q0}1v0u|}Q=rsM|zk5PRjq!JDgt!OZ9%Q+Ha}+UDpa#9> z?bv+ytcb`Z!d&}vWyas#1RC+dpbq_e4EZ0iafqc5o)Px&FVAjif``-~3v5-JNM_3W z-}CE#Jl0yGe#yB>1G9x$5mQUb&}S{=Z`LG;F!P&X$t~JafTUZ^)gmXeB3D-Jf-uU+ zI=&&*jpB>{UE%OIkN-#8qY%*PlCNe}?8S<1wLNn9CSB(Lx@^L1{UlTuNH@EK@Axt7 zqSVx(?qO5#ezCF;qGn}fnIeaT@Znhx!2SqQl;aDaCCPO9M==rro*5^{;#Mo&eh)Wc zH~VYR-w5YK1&}j=GK|E+M3&$^(M~INl)8fn7gARi9db6y{#dg8B3{o##XB8CDDg(K zH-2SLpb7uS&qI(yhlo`5!-hd-Jw|NqJ##g7=v$f-;K47y{i*3THAvzj;;!0_aNCpgn^F(?W4xX8iS z9rmOR!Y6$2lwte(;n#ONoR0outL3l~Rg9Tf@uMrVnz;$e4V}JpB73XyrO=Zz-u(HE z+hNrxU9*fA;hd4YqB)$TjDKfs-V!-P;4ieIZ~h~S6Sppx$?BYX{jZ!a6cV&Q_+HFU zs-sxHkFt2SYg`onEjCgyu`uFa6*GEidF80OzM1nz1E&JA8q5I@KVy(2g8sP@RzIu( zkU^kxcbsE#uz@xe)@sFLpGEO%&-l&iAjK>5t$)|-WX@j3^`QePRs{sLRszv~1M`!= zvIM}%|9Jh??M{GPEC@DGPali?shksYlTBtK@!R?lpM&S$@v6yhF-*k3LI}K6g!{G) z+nQ$(HC$M^CJVyB#@nkih~_ZD&Kr5!%vMu%b9q#h0)=@i$#77PoPN)XJQ z_S~YxL7UgPjA;IRt4g+328|LJjhv~a&`ttPzSj<`)1o{k-3`Izk(J6kUI-{`1Z2BV z-3E|A>4aWaIvL3AM@EPL%B3Lu{4q3h1d83n6dri)++ zP`J<6>6c!nYVT`>CGB77&L{REFX(XuQ{S!Eae}k-vY!-0K zHo_NE(s!!fIXL#oPOWF9!b&uSA`?aCZ>hsNSUOz991IdYl)-W8;o2@G-gNeNU%`^P zm&S+ZfBD~^KX?MuG2utLo( z3N#&#*VH4#sqHC|0|_T|f9^vofUgypGt0$G!Wi#X+swQR_bmh!zmRFHdiRRPkA2^c zkAJb|nq+(DBh?I0TEgPSRC{QBJEi0PQcaz^xXdp`VH83j-Nnx{)|?H!w3n777R6;q zR8djvFRT_)u(ikVef<)mM%nPpj7#V2PB-hA#k2B5!jG9tzs>Y#I+FfzYi-qj?NpbH zNv}*3wdiTXbCRjH?}=U+w^^4sZkU&X(%N__zAb#1a{(_85|`cIV(1S~$=1P1NEDbTQxv_}nYk?XLf# zMKW#wP$?KEt!Fu6Qu(qlVN}(Ez_ak!U7Q>V!bqd)x@+q|JSN4tvJhGKB+K<+UpI!3 zX%l95#dd=n3lVji-H`h4Q7c;uWs5Z;M8)4fx|w|`x90}h=r*Vd-$z!Rq0q@V-Axp_ zL_Z8%E1zA;xt!8U*x$5rK;?R?t913?&B$}RfWu=)dZ!@8!iI|e?bIV?ACFePA!k*& zAs@c*R@L-O?y1m_uDXXn<$Q@dq*Y{bY_H0-odF;;i-BO1ArNg&1R4Q$uDzmU^`7VK zdlLzMp0uCmfueO%3pUE8oU;rUUqcCo3p*~c%;!!#vQU>^Cm!h&J znK2>Lnybm|RR@#7t0glf!U+=WUew=c#j?K?K3{NX8?ATHs$O;Cf`oc0~d2TZ@)%F4k@(e=MAEkEM{koD^2iU3GKm;pbiJ(NpECkE#tw#4b_g&JPsa@vo|L zn+G{Yiu0MkWmb5<5OjXFs81^qs08l4*_u)y?n85HC6F&s= zxIQaiwT=ru#D0Fgt6gprTZ2jP%%{F+Oa}$RbF6IoDN3H?GH=qI(;VOZ*2cPo!1M%e z(xgWHu5Qctk6W_gRN@lOBwoUVsb>tb2lIn^!$P~6xwNg=WvOG(@vyx; zB9MQQa?GJN*aer*>$OmeFPqo*LDk%+1Z*myiS)Q(=PNB7+v+Q|tLw>&{cAr>)U0G< zQk8F>uzX@9?jA9qE9xt3y8f={X=R~VTe$gT{N@#-ebLzGTg%IxA?=EKcMYzCAnt>& zlvg|4vNAL8`RCMC5j}0^p)m{)rIdNj9*)R3eDK>+ZUUDbgwV3>Q*{yK7e)?9Dqxi+ zwnHNhD>cXNa?| z_zt(_wT;FRo>=vz#IF38vCC)Lf%c@{1+w2b^)I0zxyy9+z@Zhmla}i*ziPj?1z~ps zhKb0e1eM|oo8j`YdFa7HV{V{>o$6kCTdMNoGOBfcdN!2h{Y9Gd+X%}t#P261_pr;o zZ-sqp`Q@PU`gr~mX1pgl$3T4rm@*_Ht{{TJ>Ox%IAG6fA^r2W+!Ho^xM90YbN=};a zcrwC|8-7ZlYtVZ9p?1@_NYL49M0t_PUM5$E+ApoC8Sg{$%Z`IL!?-^Q34Eff-9B`r zC;Ah%Z@o6o*{u)I0JM71@Y`nB=TsEsRO9CbL?WtUce#12;5E>*e6-NZgDQ72P~1UE z?Kevrmk8`{V_*+bCkQQEb_h!dH=vvNNc+OkzXNtCS(_TA6iH);g z$OZ3nMvAT!Sr22vkLMFre7X&~T?2*Xvs{6Wr29a=IbYM_ke<&mL1zK0wyxF~IFMYI z8*t&}XAc`YQ4}y<(Vv;{Fa*g!j&;bhc(vdX_-H=8rVtzL@pc!al2}AQrM6kyej;=k zSj_xQJ2|d<8G_eJMD5LYiwb$Z@j@kF4y=?7!Pt{_hLkr7cpk;#Ac~#b){j-2d zZDWmfynT63%X*7V>w2qA+j^U|8-oL`&QOQxZ1_d=kjy!O`nM(LGz(%`>RsMGD26i@6`_3#F6=sKU{XFzu%DYUx7a!x5c zb4{6GUr&h>WQr3Y+O4z&)K=w6IAGu9<)wrD#RK;C6I$x~Ak9_j1S1?|^+c1jPw1C2 zPPUHs42OyNZm|1~o8->h&EaFt<$Q7CF`}uOR4u+x?+tvJ3~xHif<|(2!bs0j*+p4r z7!6Eo@;HcwWjE?}Bjs{m2fn|%SGN3&$~8?bi$P zX(W0|;%nZHNYBJsEmJ-yp+S%JKL#=I>oZ9q-YL2w{eC}=BXoaXd`df342+X}C6)Cf z!)aynjb=1mkOMQ-7|ZK>ii!dFA9w*P)2D0M`)y7$A8p6MoYTliZS$CvW%6+vKAy@+ zzavM}TYXN<1^E3nr03}wysSpW2H*D>4ij*cpVxH(n<#3ld~MiODL_F-4x;L~l@ao5xis=32@T$)sP<9{0ldB@EpEdi}24a664$Rgn zSuXYj9VlY19ilT=J+dp-2Yr_U$~$$cVzF}%g;YOatV6qGjFl4;(5Q$oaV8y{d$)Kw)}o__X{QqgZtkJAyyiSXrcAFGc@Liy$`Dp=Rezk^F<^h1$wNeB)j|gdK z-qc-XJk*EaK?~5l>B+cZsd!@d+&gR&LJ*99>`RLVRrEbzW88g2cxGacLQKo9PFz{) zhg8+}EQJ)4 zhyph$?(74&oY-K1724OWS#a^&SF?$xP*@aqsVRU-6aaPUBfDJ{DM=~MCzpDOhpuf9 zsuUWX0{W^4Z~#09wpbOh&_ltwGy@+oLLPa=XQR|lQ>YT)4s+5EQ6F56uA#hYs_2FI z>o%JT%c=Xw@S1J`-lN(AChSv|s&51C!0-`vwEumnXb18WfXChceiZjD>a-j71Jv;w zSeH?M{2vLj$mH?4R|Nm=KX`lNHb8vMMz!OZ`2Rcp3c-UVL52kol441&`~r(7pe6}I z_GqN56{SZUErXg%0rV(Q{O9;QyB1;S53;^X%X>hz7T1cAf$9KR?xHL3#EVJb)!IOX z>C-%7y z!tVk89~*_$GbAds82z@OxMP_DrtB*$a4*`WHh*TSQZ2k!IgPhduII|;j8|`FPTMT( z5oh?rvS3nAI!-@x0z$VZ$3%I*>oS+0-YhHILo+#(Pwm%SvMpGfEy(LJ<+*J6UerU& zmVxgJ3a6(VjrqLBFl}o2W=~n0^RTLLEYF6|3reXqsl4F%#@kfdpc1Qh&%9s@?O!y$ zd3W&A5Oc~nH{2g$3+1q}&fL7qbBt!edeY`onL>+tBPw?=QoX^Wdd~$NVTiF%gLf6t zfmxmDngP0I0#IJ?bgEA#OR<-D95T5f2Xc!cidlxe*&Uz^j}$=(AVh!s*rxzs910`# z+vlZvS`I3)uY~e8W1!nM1GKpm+b{NardQVbvr9uFaG4;%s+*?ZJwk4>&KMPwh-U6p8O3QW6`ugf; zG2`zIudLemr;24-TWq@bJ!t9CL-5g)f65HoY+`*l`3?3clDt2=E~{B;)#zV08*tlr zD02>YkT>CN5@9XJ@sTaj=KV6usW$E>UvJEgR=FCu(tito4>lZ)h(Y^Na3sTEmEYUQ zJ@5}%#;`Kp3Pk(lKs)=^%Y@#LzENs!aP2AF`c0>|5&m~U_=@QehHY<*qUx<)Aio!Q zj)_p}9k`%;-p8L1Rxc^P+>F#V*i@~{!>%`vF^9>zF?}y*G>lMsp4^&|ab>P1uJSiD zUUCdO6hQ?7%xJ$IjCCHWNx@cNDR_*;Z=YTe2=NoObtasBzO-UCkgvZA1g6g2trefq ziGG8vH_yg1;H)AB-#?Bk*?6DpkZ(Z9xMknAbVvm+n^M8ZCf-JbxJceFRXXn+fBTAI z==BoAP#gROSYfIN}c1fS@!>Xp4*v` z`2~4g8X$nwUK2TtxB1W-7PA1+=Xp(Ys0{fSvGVyT@VE3!LE6-t;_e3$x=n4KSVsg* z_XYe2p68WVP8~P=P-Xr^>{~d?QC(q{qbDZ22&r^3f8G(mI#*G zUDmmlp2ZaDNEcBQs;o~=LSW|)&yldU}_RfWhyh`BAoI1u* z^)mNOfyhI3gP)(OigP(0;(a(d$jUA|ztMD4^Ce#F7*_v% z;jKsC3yMB+sOW`I{JJrbQ0c7VG#I^bc)d zf?rumu!NPy-ZWyhDc&wV(y{u4>|1*i(EcG7A<8>BL3g_f2X1Xba*=0p*N6AF>}%#gL(hj& zq#=j|IK8X^w6{QC^mIjke?y6K12ifwI;ePJq3_)(xz>(sDRPMySZU#^&Dlcl?vgAm zx*n*P(`!4-yi4fAKcEV&^~7Oa*sE5{3(?-1z2JZ)5V z=)+ytwG3_PgroI$Z2ThV=JM+-lf46Z9lD9=saz~tZ0yam;)4kj>GJI2V zS+vnWmzlFsDHXeJw=l@rS=LfUkz=HqDpBo(*f!S49mO@oQ~1onqWO{4bHu&20Y@;J zR{J}Hc#rOg;9)&KKL;f7p^RtJM;kE@DDaC(&Mj3cPFnIzIMv7 zc#@BIEaFKlA5N9X<%(p=#f!PJJNSfzFYl4IvE#*=o*jXtn@|7t>-MKtdlP=p!s1=u ztw}=`MWw8n?Iocx^NjG?hppH{5(A_}Z#-{^htB)DZg<5ci$@k4Az$|E~X&B&20q`zc;d(L*d&V~f9P%#^yctD~@ z4BN(KkqQ^%JekBI@pTUtAl=&!+q@^IrG9>{s>poRgo@0}1(Te|A=B6dD#ET~$qb!P zwhb|1u?my!RDeavfABGbOs;4|rTIx#zV$BSiqD=N#lS5WVe{~F3OOSVb6N5k7xO~d zFc5}!YF@@A^_-5UkaFo%e_X*s7X33EU8eawt}urq-M5q93THS|XtOK~KgI^H!~8TC zasO#$d$aI{uxiZDbcVpl!X1TN+4-~_-%gMaU!!E9iOv}_{ zD)aSrK7!%5@elR=Ah1xZC$|V8+Pf~ z^k5G?v_$&|$>#4u_y68)?V|+BqCRN9#4T2w#N|8W24?q1AI9vVXND(hh+p(Oi~9Uv z7BF|O)wUTjoa_4u8|v0tN{)p#2GHU?(P&XtWb7>lZD6O_yr-|Ly^4-YM{4w#G9RmZ zP-`GW_9zyF1mt^k_PCF|2|UH;h|j9Jc>5+IL>`&0Y$o2f?e;aVmrnLxOvFmSR_U&L zN4U=oWa-(x%E)tEreys@(HxeRBx0P=M=sGx=P1s-nhG|aq|K9_C_S(F;0qrY*~^yN z24LNfe8;(4_mC-joMY+TZc7ncN%H3!_KQHPdtp`-TyEtKqxDuK-K!)N>c-mEpjsj0 z+^c|jD7ni($iE0J=eXl`p#PlglVWmE6ez8&kiQG#g#uw5>109APFbqSJs09*PL|YB z=WCwyU&;*fZc!0EU{EM^?%dRy_3=(OyFh~H^rQ|D zx9{K9eD}6)C|dgBRGVgVd-zqu&x$M4bk*l0tB`q@OUG)TMONEv5~}ISC>*H(!x)@Ei-;K7qUqMImsZlt3W3mJ0vxGg6q z>Epsg&_i$1$#pM@NQs}SYHr6P$M~1}vM>6Y@-Sxtq%J)Qrw{-h!kT1OpB9jP}wT+Wwd@V$7DbbSpvW-H%cnEQ&@DBMM@ zsA{e-@AqBjb(VD=WN>cHNZ}PPK%suqHDl(-?b*cZPPqq9#`52^-Nfq8?Gcxp&XX#64bqb9_C)m_MV4 ze2GRU3&H^-b+grv=O3v#@pGZ^=4plvhuX&BNf%jyel{7sbU%t zr_ciJK0f|X*xmIZ=rP6j-0?Wb!dEMZ7gs5aZ=J_ByyouQCvf3Ky4~EHBf*l2_;O@} zrt3jLB>k(JI~$@RjP6O2=Wlwk6*;I~%H7+gii{3%V&Z&m79WhBq^6Tz?rcNpa#Z!U z_A8t^HAv!Nqnx|+j=rIA_@zH%avI+EJ8AjduTjXtzEV^84 zy`#~O^5n;~u(ZUVMf;i>@Q>at&mj36m{3%QE#)L@dh(Qt9JZ?`p;`?wa}X6i`p&5+ zd*?RF_HyTKPBABFXWdu#rabwfe-d*mr%XR@o=Z&U;x<~Fwalg7*vTxdzo7MFuegcG z^R^jE+r7MbqaQ_IgblL}v_8fxU09F!6!Y*to?csghYeR5=9^s%Bl^%=j6^FeR*790aYvYyEw5cr&qT;O56bNgjVlmEq53z}=px#td2 zXL*J*bj}v!=pDI#(tUipJ(x1x3tt@VT_mkoUT<{8)gkrAK{%YbSoPI4_^Oz&`%Tw*TPZyX%2}2|rWbZJn;FrkD`wPFL#!*VOsIboEVahcWw1 z=a!|KySogs#uRQQylgz13QpLKu-G;=J5sRYY0W89J!Xr!ORnar4RPUx6Y8a5Yuh}V z1&X=zv1cqRFX#CeJ4SFY=jqLNlr}FAEM+xG3bAVL)Gy7G_S?8}6y&s>34&Zm>%rcG zlNe18B3Cox8|7QZ={WikeALWNslDmW-h!q!%)DpJgh#{q^=i@zJjKMM2QCw!UetU| zYS_0ALchih`J}tJlbo2pbpCH2E6>ng^9*!jtN%vUbvZa&T!Q*~qSDDwt6*OwDy z=ordC+W6SL&sMH2k1dCIN%q`_2Nc^06mgDxFCvN*u|+W~r!RChMEtyOCuq)~FVx?A z-Eq52hRc0C)7I&@^X)aAZrz(NYYZQVCXuZ3VYL|>Oh1k$?N`V#*1u8nq^4PoCnB#E z>SotVA_2L{%W4w@L*>1k*BJ3{kbI(w9v(dM`>9c)u>Y%oi6zaEWC)!VW zL*yij3A&4ErYKs!++-oW@{pm8p_{>`zjORc1HHT1#>Um1*_fpWp>JP3EhuDfMh|_b zv7wN)EqXAo=VxSlYR`SLQn!85_6o+6dFfFSC0bR0A>XvU-|Xq2OC^Wp(Z-K=JwCs+ z@)jJoT+_L_sDETt;;B5ox}{JYOZ&O0>~F<2u{v8Il5yWT_4TWa%OQNk(42af<8G=6P4T~$-s7raymwA(f>f13$4xdgf^QL)WvglLIA@wzN zEik~k&p`O>Xh1}KQ&Vqh@GTK%TTAR{k4r8d5{m=t^$PkbIc-A4mWfF*S&1I;(jC(& zqxpe`mX@6w3PQJtgDLZS!ul_Lrg?szo|qAxuGJN+H?J3%!Y67?bxKa=O2xeQWa0&a zYx9o^U!V6P=BoW&jE{Pur&DN8A$!g1!L5(&a@G?C!zkay z(z-J5g*iVGH%@CVoVg&3T)NZD(MgtvmP4_Di@G}z)fnkVlcWBbjk6E?OA}^Bpfcf+ zcJe#@^HL>=iZ7$snBl_x_%rbw0dA8CuY^c8k9#XVkd-=fIw!+{xLj7MkMHNFp<5d< z&#S8kMHcQ0=bK6D=dBYDGrwCKxzd@qamqrP>|{^WPqFV0TlBFh&wuh9P=10 zXV{2!T!>VmwYBKqCpu6*a3--F8fA~>!MHb-Hf0j!-Nik7r=j<(dn-#$`PI;nAU6Jk zj34WJ2L=W8t;bdgW#^|HD9TTLs4EhVdCf_&r1xpSlGo|U${B15j3b((RzuPKZG9_A zW}L&9%NyavCP@6IKq^v~nD4KAar&x6H4GmQ9OeDkkD=>2DYNB@>AUKjnK?gH$w{bt zoHw)|Bcy<<*3K?~N4?gh*qX=t?P(mp@m`*QSZ8M-!MwhA2+8^wq0jvb(a~okGMI<^ zcmtceb~ZB{u%%*_PTa;l>sno28{AMwo@v(1CVH>)!CG3svi~jag1HxuANxo2ylShS zTBTVDiu+!wbjrwlIb=13;p0+xt`^iFH55G8>M;)_p6>Q5St>5upc#tRsqb*z)e-O_ zJ2FBa_J+8d3j6Z22!rq#N84MLbj7H05oVf-;MI4s>*>LFR51jS zKMiC`+q*A27R0Y`?q8E>RX-wgi|bj^R6p_6v`vpYV72%kDNm_h4q& zH;5Up4F^|ky>Uf$Z06aixA=pBmLFoM8q{4IBsdMbz3?iwSe#DA=vT0^rY3&de-eCc z)NwE_?zPa;n^Rm`P#iXXD0q_ILVv?Dec=3%*lO9wn8d69i@i6Ghw}aZ#Z@ZOVrh9t zl59~ZF|zNw5!uSv5;4qBmXST$NXQHfm~y1aUs ztOTbwQBfss+LufQ!XB{_RCQY)gHNCK;To zJNNFd(&A5je;rVnC3}}SvW}F!RSjd?*_TaoSCrEvxAkL`%l5>ua##9RRU`Z%# z;dR|RDf)+dR6mzLu(c8|zJ5=K6g_@bSNZW-#4&&{Ocb5Em;8BD!8wBCxHs+dJ!GGa zH@UHYdBJ_+yC))P8k4j5zbt%>OQ;Sx8}qnf`5ia^1fVbAhmWVaPt&t-eAa4`$;Jb4 z3S0PG*sb&qfGbuys*ea^Oy3qh*(Y_M2UE=Pp4H19UOAF-&$cve{?9&v3C7W4hPYL)%r@rktS|N=(qR&C%(iGj#u-{v5 zj>plLKK(V-_N%Gt^M$`I?z`G_PM@*>JMC?KBkGFDPPvi-CAlSE|x}G$-aCwr=gB#T<|61?HrvYkX}|jge|Y#y?tVpIb0Ip z`>mQTZn-$M(qASgS62}tR{K&3ORCv1>)8ToIKwZ#;W&^FcVJtXeAXawmbvp%pVp3~PaiBR z@n_F=9o47?E@YqjutrzelNOI$e*8J|%h{3KTNM?1Yg{cXqIM15HlO14rX?)zrCX$pB7yOeX`Lmk$L?a{P8KHzXEuy z|N2!AH4X&Q&}^d7P*yNlck%i^|Gf6~y|FsHAOGL}+W+N=)`s{0qp$k29}Nx7%F3m5 zM$_-U7$b>WAF>-()YLGl^Mo`rE7ISkQOw>LOOvWzddO^hN~^NL=Z)qwy9A6?6bf!{ z3%Jcg`&31DdzI4LfGC<&B}MwwZP(?QBN!Dapk{ZnSd+%7g(%!bvV>QYRFjK{l-IaZ zw0nNseUDPjFcZvQTWJr`Y@m~;*~oa6=5K#8DyM7>5Da8f`1ONtU%y1lh;pULmh|TGHv_EHqmULW%K#hrmkJh1RBKjneN7K zemNjS_UB#x_RRit8|m{6@yMY!#E3L@+{XhPG@2i&SyZ)hP zp)Vf_pa~G%crf)hohx6|vh{Cm{Mj9h3N*EQH-zc_rsofJ3~c(%j|LvPY8iZ0?a1F= z^UszuqNab|<>!Ax&G_>=p#kvcb<+O-c6O%Gdw;IoinpxY=mqRAM}cIe2yp#GV4;Kp z1(eH+FTCsow685dkepp*x&J=8p(#2L3RaKqV#6aWw5)d?Ke@q>c$P3flsAe^a4Z3` zpibbie*yR<=KAy*^ODOB0aqL5+!5IJDm%aP2L=UmGks!SxOiXlDDo2PL<6uuHb#yDW|i)fDW-sUg+xY8eY^gn|=@Y z<6_WtL`cI#btS^h_5;11Et~X}OZ%d;rzm*q?nEpe)9&n+be!pzTfL`0)bW0Q#70^H zHTeYAfh^mmBuC8wAl9*bdC==YK8|cM3t;dbK(Zz~7Uw9WGr%;Cg)mM(cupW35L|c+ zSd^EQnC{H;NB+LUHS>TTG7Cu5=4|%Z7$FEw4mTi+A#?=ZD6|>s5Naz`e}wz&P&ywO`ckF1o08%a|7=*^0DgCH1MfBMmx% zw%QSp*2xXya?2m&?rSHUv<(Hi?aO9v`;f#5Mk`39@{COBteK|a z7Lp1fO2CMC1{dTnyaMw6?2XMmGNBy9&=Bk`NWtwmlzRmYYCgb#2(A2UEwJ#v2rMlz zh2@lsY=FCJ?<&X^C{+y&3L{@4Uff~w5=~J$tSyyeUpWHG67)YjW>WU*vc5Se$&5vp zwWvDERNCB#nk3J=X(G_sJN8F~)~C0dywpiX@)@BIrq13!ap7ham@%QjljJQs=S^qy zWumioo-j&~0m7=Wg{l4~_YniWVtunV+bE}ooYJK82p{?0UI0rSn6sgx&dDya|9!g1 zpJb6Q5_1_oQ;t3S82}EFNEeX)Nd?60Kt>Q*I+8BjAc7|1dds{m0*#A~JQ#5XGPQ*2 zUd#f5n%Lt#1?S5w+u)x;ksN;Tq4kWUN&3iExi9`+r!SwDp17U}2BOexAXn%mk4FG{ z17#J$Bqq|O-Fto9`QDZVT~&^{@unC;QGi=F8U)x8xR6mxhdMoCEZGS>))& zCyZn*faV{4iyd=GMB4-Swmo;OS;7!MF-Le>aZ`BC@qT)Fz~#<`g6ZdGQUoA+otb^Y zApB4^#hG6foq>s^HT2W%$&LKtnz2jWF1HKlGmDRw7VfhBCG;@lx@wtc60F~Qljl&& z6!5!zUdJ4Aw-XFSG^kt(1HxDFT#aNcyoRWT(cnpqcp&+G_FUZxX&t9}O5-fjAd)u3 ziubYCw76c2 znrNlJ=Pngx)%gmohoq#axm|1??vXvleAS9;BBRB9 zzQrMkKUx8qE6aRI;9AFU^MGQX3#i{f@XQ@y9p(L$8><{wpTl3qj8Z%3k#XTeK&c#e zN2BzVwlS>9$l(QYcgj$vbDoSL-eU3nKA~N>1nc)pZrMi436eY4v9*LC0E2G~~w1mQAl zNmsEqlbq}Mb?#`qwae&~q|k}h9S)%-mcc`YB1~JudZa)?VAm_LI%c$VO3qd0V-ZK8 zToAU@8IT};N+BH?7@@6MnrZsAcV)>!TtqYdDfc*cw&&c~DEA%OcvVM@kB~9>m{&58 z@OICE@!KbwtLdz(99)9Uhwo={4(LF9HY93jL*adEzh^tVDuGmu=~%FCP{&? zXuU!ndPDahMU7*Z&-n1Pa2IluMV(KlX^Nb&IW_k1!vWhqt{^ucf~iE7Fh|!b+13f* zf|RkU;mCMw>q5_5b^qjD%QnthY`E`ywRQYtk5#bXeNz^tX#I%O>5MBtV?cnl*-7@5 z4&~-aD)5Hp-pcp@va{Y-bJb!?9QX`pIA$2=mFkX1YmJC*hLq5l6U?ZHP^;E(*%aRt zetbjdCzt5=yMCP(hwsW_bTi`~iB^(ezS3X3! zMrv`fnBuf~NhLWqJXk%$gQ`qmHn^Ce7!%m$k{J3F6WEeV&bapdQ^heFIVP}edDs$L zeQAd{8rR-B?sI|(l_pZa8Ph(lE6*mq#J*;sdwjCehUlE=kr42rM1qcIVlgDZ&G}D4F+k(nvkQ;9W^gc2922WRvQ3 zk_g4HLAA8cf<=6SMQviY@x-2f?c?NWZN2o?STY`L>7*-vbzuCCqS?bXb z9Lt|?nediRPM@qWZct4kiNqN#6t2t{n(z`23@dAobkcF-p+Sa zb=%8(FRUb07q$z;KC~Ssf{Tp7`0BQ&xHg&a4w^vKucS1;Dt_@dA*Btjf z?s(U-sH2pDoX&kUU!I%5G*LNM=AMs)&C(_)8^e~0W8h&AMjuTziq*k1IE1}jV`w7i z7Jyf;A&&(iSINdZ=W*#zPjJQ>igjTD;vFCymbQ?i*vzP{7`O_NccsHIxZ7- zqFI$bUU435A$8D@h398s;Ty_6#gW4stdkQC=Hcp04!*yuAt)YgL=?eIVaY=Jk9NYD z-l(#CLT5HDrk;iOx3Rhk#9|wL-!WKRy0hfoDVdju+j1Y9HN+R`>-a_@S`8T-PR=D7 zT)-8c%}>lHwmaXp^YTf_U;MiLmxyQ&2)%Qg>)VR?>8!bKcbQyd)@438PasdVzF(re zIvRP1SZUTte@5|np$u=(6!73D<g=^?NEd)-K3#}zH2Eeyh z-6y(JrMw?xJou9BYjX1RlSYo}5N;%HHo^Kl%n-w0OE%~DjJ$mF@2HEeA%Jso@zOJn zr#7;pGrEPuBH&!%WtXZNS@W@*Kf9^lu`7#zmH^v&w=8H63Y-#4Bh8>F3;k%~1;@La zmct*uNYAwCJ3dQPok!jxdftL>}lt#zC%Y7#)6gUcRbwQude0lM7HX!_3SaTO#9K zx|UZDP(CLb$TTi;zPB_&)EmefN>S-F!!7A*1bt=7o@31E*9Ca2ip%|;pL@G#O?Z&n^bq*S)mG*?AFTTYXN7Isarb<4t zWVrwjTWZUajlT5~d{JFBNGfD!R5p=L9`{c3X#PhGv*Ecm_p)m_*7s=<4nFb$@bu}S z8UIH`kAA_xKsQI5Tn?>QO!23;PJ1pmU+4m+4Mi?QR4+_@3Ik)Vb9o8%CyQ) z_`?pKoqeUcfh_X%BSwF8gm-J_Zux{w*2A$RJWy$x;6o9DY{-YGy<_9mJ8&nI8ZfUj zj07XiaT6b2wu|U}2|w#2ZXJ0Ibv>P0VL(W_I6OcyXo|Uo;Uqa`3%J81TTXoLMOM`L zWBf>=r8D#L4Wb@9{*HmA+@|eNDZ8DolgJi&l{OgD88v+cobX}=YGfl*AVrcrrSbwU z%y01n4hX1U2C--)qn@1^1q%N{nWbssn3wF?66IEIL~~CN4?ULrQS*VNzHg_50l`AE z%{slRODKV&E^WL!+AKndO{K3sJfu3$hO6bicH6#^!C)LX?Kanyeh8H+h{-SigkdJx zG8eTIvz6x^a<~mtW^NkiO^X(?E z8)Yz%ylnzYYmQd?T8_Em!B@+Rq1^ndV5Hi|=Za_$%FX?u{wq5J-sr#I{!6#{ zY}97TA8J+^>ei(dIq?A-V4r_1KOyt^3XW<6%zC|Ojp)q$uu9xKF zJL}=QAi?J#*%3epvbMnd`ZDn^oMjF9W9t^0FzLxaL@8WK{bJfnxD%@4n)U15db`dM zTynklnYo7Bh`h`f!-4kk{hMCO+^8geH~non;8@&U~IM{@a~b z1EP~5tS>TTi)*q&qDa1ndmT^gLu4W)P?$IdVh8Oj@fgmf28(4Y=qzrt@%8AI_#mC~ zy$O?s5=&*~@Ho=Njd2~W=xj;6n2JI2@D)(jjXfPogTqedZLhz8BN@54wY=Dzdu#qS zES&M^lG*TQ-2KD3Z;q8wZoqV!v0HOXG4do=lBdsA{JmIM!ps`mY9JMf5*=OKZuaaS(NfpZ_i>E~u-x3=lzbQZ}+ z=qBgEaRu?@>-vacnbA`VV5&Zi)=DtQu4WGIgd5DXN}}IqR~r=WI@Hmo`77Kt1Rw~K z?NdI+0T?ZJBllBLPYp$l1h&`7a=mppkfvM7WXCK(MU{pi4q3FSSg8f5q_;Ufe7A)F zTzr7I>}vS^h(i(A8_2>g>2ciV+;R1cD1jQ7(%r`q5A@==^SCjhPaFoCQ(>5qvsAZs zvqb4g8k6%k_8joj5YZ5pivWfmjxICpfr99dhvIn7;ee?KA^bdZSS~@18*iX?qFG(& zxrV0ZTc3$w3s(=# ztagF&ogp!iU6Jx_svEZ+xOA1RmK+Y>={=ux&H6(Wzy1h-9^8EtopleCAp=yKG%AsN z=lXai`iF%#WOty3vMvFv}uj13$z@r%P3V< zvl))9&^t|uH+3A!Y>mE$n7vzcW)b+?46FJgJ^Kb)(z^q*V|r&I;8L-<$8xVthFeDJ z>fiC@ram&AnqW4~EmTdnaVU})%=G4A5PPC+qd!t~{%Kd)IgYGS)fEkO`{~&C&-K3A zx5Z+whO&y)YlxG~m`}U4(H-|uJHdRK`E0$~Yf%w+IyFXyyVO9Hbo%u(Gmk+ZcwhA0 z$VGjroCnNSASX{l37&4)37`Rehg+xAvo(5xQn6Qu#_N^P1tkvG)3Ee;z5?Z)2(EsE zeKYLQ8n>>e4wZrhg}`)KfG~7KFUO@pHswm)b5EZXT*>6YUt$CSCJ-a!;Bt=A#&D+a z-(c2~)Os+8Yc!OS-bxP(*+>-Ct`pk%%gK}Rs=OKq6(tpe#^qBq=&uxCw_GTS`uJdNbO7 zGKa2+jnR8i^O*}vbG_xDN-YJzV767DxG8>zO6~U_7?Ab{#%CSC<;d>ZmK`M^SMgvS z+2gwMy1sP1DxbNT3XJ?lK_Yxf&C1gFEby$TTQnlDErT_DuwU;h0&ihua02wuZ zms4pZ<=V~?CN9;ppypWRF@(f zqVU9g?`3)^kl)Hd-%fF5EoRZ1v&R$WbN#N61{gzVNlJOD0Y;gQO-pZBJr-Nvnptepj^d>u-=WUL{O3|;yL zhIz)Mc1ol9oWh|BJgB9X01)H_9$$d$*Q-6<(_z#t!arpG1~Zqa#|4}@-ff1!bO>}O z*ZBGIQ5O5(cw@)Pyh!tp3i?$m`?U%N<*Ffw6|gadQXonH6S>@}_hPk}p7_t%;V*O; zY6yfT*J8ltO9ifi=-#i5?hinD-Ne1Lp3O;ee$`qIGbH13kil+v@q`W3g!U!PU4`~5 zz!{(u=vfVk*M=YaZ#v2un7Ho-}~aot$I0cJC2N1CJ| zmkdh9uq^tmK)cx~Mij?i0Xu5J8K-(B^}3})ABRv+z|RokNC*x1bT6qQ_gGx6sk<91 zEn7fHcra-{Zg3^lE@Rbnqnd(b=&>)rP41Q)H|qEYMc zp$?O;w}Q*R4|^~%H33$vRHWioAfSZ>ElS)18lwan%81fixz4<{y`aQ8*SVX7{B~>5IWwn^)UNAhxH1j6Rq#-wVT`t6 z0YP%d>a#;nl(tOI^ViQcG$jbUc<_|n74;E0^=`&l3ad{I-KI@0l~(EJ3L?q`R1N`x zxl+dGL<}p&hD2AN8hWDOdA=yib)%X0@LFf~|LM&CwVfH|=J%N*K2jU!R7N$rW;}u> zgzk5gjP?032J=Ux1P9l@vu$hdtPmTet+!c_^OQ~ZiZ{`fc-rgbE7F#Zu$|Nwu0jjY z=vy602#UK&>#d&?&u;hHc(Z`>$E9sEQM^=N$z-Vpm?TkAkqOzy#`r9ZswW8?et4tb)zqS9F z;PrI^6n|dswShPs6~UjI!b6+&Kq?^r`j$KD%-^Q>VMosO@)}XjweCV>{pcQ!8@{4JyU{7>p;nlX>fe&2xn@k41y0CSQagKV&pAo_7M}6dgZYSt5g^%O>Hv4cM zk#CjOO_chzi7)A+S-0D;nR&Gzj1)JiatD1|0hr1e*Nb@K@2)K=`TCmJ?0^`?`z2#^ zcxKk)hc&(}Zov<4Fs_p*HD6!rFvrCIZ#oRDOP3iq*Qu>i=mC2Utu~UG*0%-h=xh0h zLoJV{Zs3YgUK@k>Km^@-@ey2oZK#m>dGrkwwCHrsxzi%(cl;I3{jEz?x)j$-tLzll zMr^sxuOpV}+baEjui`qTkvt3Y+S=>(=N0^U1#4^6|LSGq&n!6fXCeBzb^dlCqGLv_ z>b4ff2++9$QDo^4X}D%Vz8s<{Ne0~)ZH!-DS^!&Wm5b@T_wwRbyj{!TeOco}&2tOW zgBL(uxgy~4)3Q_rYPfmapVS)xh;{VKA(za2=`Fhsq96eg?oQn`sn3dTSLkZV8_vws zM4S;J39GbwM?gDC0rG=q#rLhWYGKp(x=6wxQvR+bWIKua^g0d$pk^u%eq8|6Rs>{i z0*NW4-Uo7_MmmaN&L7p)3?fjoBNR-xTRR1q!`K0Po(FH@PQKJQL0j#pC@lhsIbRNkUxotE` zgrXU@+s!sktNVFFd+ggwz3o zl_2R50|YWNT6-6s*_GLyFj5jc3XD);7hm6##-0>rL?xz@=H00U&|+|0?f@t3A?uEk05mY}(kX)9Kh;8CB8cyJ za&s5Qm~xzIHNPXUad)ijUs-Hg=>QIosEWQA7k#BYCxMk1B&8b#CL{o=BgAFgRDIfg z# z1~qcv1iUvYrPb3Opa&(uvWi$&WV1QppfV2yI=PEG=Yuor*QiEdS3wQAP5?~Z2*{Pj zLo5XM+p-s{S~Oq?i-$0F3^22#KD_)vTVE+UN%c*)_tYBoZKck7oYeg&*p`b6*sTc43eZRtwF?nzKiMHs8mp@Lq!P_s1ZgodzeLZtom&fb+}cSyUCXgB3hnG+-$pp)KF z{rQG)hbkM|8sISxfpP%jxEtXB&wk|krF12fHbJ!!d0`9s-X&l_cu%zhdE4H0XSAAI z3-8WOR|TRePRV{?44YU-$g9!nCYCK+PspNPPp~bcc5xZATgshsbzrOLtg&$=Y+$nZ z95FbUl?hW6_1qD+mB)5-_A?%S#bT?7ir+`b&K2`~k8#I!dKMH= zy;<1Dx>yLWKi)G2@-*83Zq5&+PD?CMntVTDwwVEO*eD>-@PiMS*3^JN45wp?q)o^$ zY*6Cr4V4@^Qofvk4f1`@l3c{8bhB(xbJ@fLDUj!Dq6wpip~;s3RNpDPFmeG*j}o@c zd=liir(xEu*#wdi;!OxP@3v+7*p#3O!Q#sBcEY84{ZUMVn@H_!)wObw#0J?%))5E% zfUpongp0dH5K7xmQ~Hi^`3x=lFPsh+C|>~8DeM!__;WV%k7`0$2a^g*?AxbKHlBJa zDDH1LmH%r0y3_LZjb?{CrfcdWn8EuMZwC`jjerc9UU^)(zjCf$SO%*Kf zvI54nMG$GFV}heSe&NM-sriBQ?wjd=k-MB3HbPOZ<6EC2`Dfcxq@a#I>niEO*8Vw|HH(fvck}U_GB;!=x_M zQTEOscKji*NE_{RD0E}vK5*&r1}ukgc^Ri-I9CTSx3-6@@!6Q>$OxytV>1oq&pH5_ z^nOwfm{DHa?7yM{mho73xB8Pgj~RxlJJ4@a-^kWWeiAgba@i+{6#u%%Q^+=N`_Ki+ zEJ;_mmeInnxM6iSCkKQa^~vd*m^+0yH_eHB25PO6TL(SC-c-W0p7GQ@<)0A%uZhyS z2rYtT9{yM-yS96<<7Yt@_f+_W2uqcMTA1Imw|KoO7aCw^RR_|{*TlmX{@#BWjA-S+XLz7MH{lEKHHhON$OI)mo3Fm-?q=EyeIgb(gM|ZcJbbz>1^sP zW84bxk{rOgg&maX40-#Yb+_J->`S}3T~(ifRA*{!Y-Ic@4N!eoAZdE37JQB?FfExI&t)RJ=VmV$aT@By2Zd zkH}Nri^D}Y_Xnjz@=|Wz@nRhYdqYf#tSDcZ++38id^d7VVAf-10U(ii513J%ALY~E zGokDi)-D4ZRRBY#%zl&;-q-d@ zki9?2tH2Bt62XAwz7zPycNZkH?toc7rh&lcL{JM2@Vi(R-$5-4=UpG3-rD8PtaApw zt8czqwM3&#qXa21n4uBbRdzDO6{5ttSCTA%t``F|>Xl;2J0(6cvdQ^+-)&YbdhVX1 z>e+F-aI}>_1MK=}%k1N4zm!N$)MRsPRUN$^;@mBC67j3(Xx35G%_| zF6Xh{qJ{?gdbrTrlWi>occ*d;^=<97Zg;Wgq95gpZs;N;vEc{tF+v`Ty=MT5wYS$? z1$)(0S;z=3G(XJO=hM``-&3{dMg-T+pS#GR>mZI|sLPgm0a6JNnc({O4g}Y25Eg=n z_c2~sLy6s1;65NFz$c5_?+0Y0D+u5X3{%L^#2-B5Kg00;9LE0~#@FH4zdelqK?VN+ zv;SMkgg*<>{}l^SPd0#G7C1UbJjU-e&V-sb2tx-M2TAdI|8E>kh;vQa{dMdXa*a@x z5&S`MfZrJHlVBLVpLeh{w*Oc*b)&;}vzE|aFBZfFyOqk`K}U{n3?9OrAgp)r$97NS zUjWoCfH0nU{DZ;rO5cX>H}|6IB#M$;3*7IRqOUH2AX&R#RpJ{PoUb=#9L2IO+}N?k zYGq~qBdhg4JrFH)&+Yo|1@MQk`HtQFKgkySH=t^{0Il9+pk4_k&bbYEfdincT!V1U zBPbU+OkY-W0i=kQs08n=ke;cqih2oRYxIphMrQ?hca1$}Aid+HMQl|kt!Qf28Px1H zo6>;bwn}WsaNq53vu|c>*P~tQz&|(u|3(39R}89LbauPSN)3(9J*Pj(@$kxoRqX7? zy2w$0#h0Hey(kff2f4Ep0IoU!w7w9~)u^1mIH=(#1M<0|I+t}c>)J3Ht$y(ksy;nR zH46Qvl^~O40-Amx1T?g{YKPQ|kldZX4}VCR0#c&Kvf&A^H{5TkXY!pOpL<6($A{;2 z^wXO_tr5r7q%>#NKA<47AkqQ3q1T%bPbvUSN3U+$Sp;EWLE@W_zTwx$KK$zkI_>i5 z_2uHf!PA9}5RQJ+Xt)>9`X<5(?Nte@=)Xfh*;(})4ND%|@o4M1ZZ!kl3V$*J>6gI~R%j2vkW$3Ji@=kS|{jGMZ`uRbh+(E$&|U2XK1EGEdJ1%E&Og^6mzvSz&9% zsr(OEu`Wp$pk`Fcn;8d$M1E|_a1R`!r`vHZ4ia476bTMR!9w8hNoFm8GRkH_ z_Rb)ezB107$`vMUWwFrNjskcBUf6dc82<)FeK^xOeK%JRRrB?Y(+D_DWAwG;KyE?@ z$o(I(TK@7(C0M+g& zJ8=!BeX1`?Uz@0p`>F^b*!mV6-k%l92cG~!BLMpV!`n1AX|@V>bxC*gc1fpqU*xD5 zqFJa-MNnUnmIc!h3|Gc*<)d5ob=x*oEn^%w2y>DVp|RRfQo05VRs4J}%&s{lvmiNb zG8fS-G@rudHlCIiog@hG?ara8OmX>rw$18u-qD6yCim9?+}gucczlD$z6(5F>o#QG zL%Nlgk%tH%`C)|6yHqe*+9W#*ve&2pS*&bpOpb5>iEO=H2Ks2%BBG8I1#n16@vckP zSd3X~d6A^aW-PrLyIT}u1x{3!n+Q7H0rZh3zC3>U;i~cVxydmR@Bny%*a5GR;sVqf z+T9LTCTTpE@S-|zNE?xN2arjNN)mWY)h34=dsD}zy6qZDs7p@}wjDS0lkCgCw%5^8 z=XUnggW%wG{j<(6VUNe)PgibsVH45Kro+eVKjvWV%OCmPuFo@_b=Z>IBu*Zld5j51FT$Fj+hleCE;fMR_6R>m&W~i^Q&eP z$Gu+$6~zo^Y7`8rDGoi}w9Az!%Xc~n1?nOO3!W`{>DRT$U}VV zcw@5OoapHCXBU@|@N+JmquZ`6%$2ZwYrDrzV2Qmh=f64X|jD)2dLxJJN9Tw2OzsPFFBol zi~`*a8#5X3W5)x~Lv1;ZESp0Dy#T;9d66XC%X|U&U*1N3>`J|LaGpuwu3tsszU6%$ zK}zU(-OOv1!WcGG6lH8mWIxPZ&xiBV0(F~AY^mXvnG=b_?BhP4Q{N<&cdWfF4uW+Z zv$$lLn1q?Dxop#zvt!;^cjg_N=xdcV9Mc>kHaN9CC{ZGaKK^s0! z;h)V^SZ!v}7Ah!^)P004q^t$IZMk_kE6KASs!3J8g{r}qxLX38ur;8=hTkRtyqhf$`h}?v} zR|IL*2OkJ#J)U2TpU{R#u4jmg9nVng_}Nf5BX+y2P$$0~cn-4%VjZ8_;RRfSN6r!- z;0}_$@jVnZm_#!xN~O=RyvS@?!3(SkRy=hvmF?qG8muV{Cn51{eQvKpS)D)GO{K`~ z{7X)UpMASwV=aJ}9}fB5no0k_C-*f7QoK3F>Y`5pDKOh9z08(lO)_)$eWnt6UDGQ; zR+v}0eztOy70!_YSU_87D`&X~h{!xJb2?|iE<^=}A)|YFmtTlip9giXN&(2+jz04l zu#gXDC{f93wO$5k^qn@bW)~qLbqKo@d2~Lf z#S#d~oon9e#EaHJ9uItJ)r)*Y{443oYd4D9?ge z;Fmj3S%%5X9K-LkH1=b-*Ka6R=Nq+J0zm64Ao4eMiRAQZ=$MK-Pl(~ae)lVs^_mO>BMIjY?yEp?R&}!uzW#%~q$$dtijtGnh38Lz;y>ZFZY^ zu6^&v|KwtQn-<0HJpO%4nURy#{ZrdzxH=T;nAU~qjEaz2l3`HXLmTv3-wmMw6==k5 zvo8yXP!KWH2fFR<|LEeJ61&tfQdIDAtA|L9_ab7i`7_Vp@$gWr_Kba-9oXX`{M*Fmx}XNTfE z{2&pi{XJ3{Jj0>WOaNQk1r#qx*k!@sBC$`fmmaBZ_m0Hw>9^EB{gR<|=4} zArwN4bVYuQu>a)ZALCo{x8oZ?J@~u6k=6RYA*wMyMfK>B{Xdq#|KQ>{f#AJE z=J1LE;l!vpnPl66{k3~FLr?wK^=SMVSLLFeju^Z{M~8hu5uCb zV`t=P*+FFrWQ3cSkB?_7h7z7BQ11I1@!m4?Do+X|R7aqSZ-o4H;t8qm#y;~)B4Z^D zLZu*!{vngYd=HS9bsu>Ms=)WocDbCU0^|pd1k6{u{&tWc@PsrJ%QkpEkF-tsQ5L2y2W{qBY>Pcq`W9lYPK2m00AE5!$VWF4C0zX_ZD9n`o1XR=(w_wa zY%-)1G>(Pjryz~N?_szTu-A(m1@e5y>j|ol2TPGeEal6@hfxQM1(Q6Y7IjmAr9+tR zLb5nGS}foOyTqY>BUj-07pOl@HQ3)CiMW|i5q32I<5~3w00rBr#x?VX2tXWkWuFYu zCIBW54H7-@ll4al$YdbZEk`6nW^|<*k-QY}ID;P(xD&`IA{|TvudgHV9N%ew6v`~= zdR4w*(-zm;8v^q6ADS#VLj%pkKTv#iptb1oT>ml9_WypM9qw4QEC%GuR;t^ z`0>n>)~^`F;Ra`P0t#?SHP#CpG6&|B0!G8t4i*DKuXDEB-GXnV>|Fph0rN?>6O_C! zg*Xo*3m-RP8_7o8VL;n6WO|L;fP}m~lIh(A#f`a}M%yM36v;et?3+?^KdP_m#3tDA z%vU$!u)5?nGVTjRXnn&l;}E-w`)2g5&D|KNDja3Tb3y_}5vUxmCE4VR4VA|uS7pDQ z2L`8!r^{E<|A7$!#+aEQzGNzMjN>d~4UP8Y>Yg$*qK7RBrM`&(BFkT) zXl{_gz|LL4O)03Jw=ZYQRs~1=U~J$}t?6(9(pVRLDP`-aklPZ#v=nlr5r^-AiZ^#l zI#f$cU*(#>hM#11hDsV&O9ZTh$~nxn0++U)r2s)n|E{HRd_8Ae)+2z|>(0qhIjyvj z$fsL?WLtH+p=7q#*HKxgcgzU{I}Jj&{f(psiomsbNOv+P`=$9}69NT^Tq8omNMa8h z9-U5><=DS;?pJo8yr;k6eRpCjI?AisH@3NE0&<~}0YZH`{8(Gi5r!Y{9OTMs&?Y>K zynYV=qLR(icl$`#cst{ytb-=n^_2=SLuPuENuUWOr_MId2Rse_Vf@18n zFDTt!;nvOFrz1V_tTF%%(!v})hoJRXHU29mYWEe8aWN9_P*4mEM|wd@!#yJ&{}tb= z(iI+aB$BoXc)Cq9wde}tTY9s`#w%qFFa){9t^;1yv1Xsuef0M*E4hTKC+uv3SOs&k9{?# zO#+4E$K2^5{-$Xif78533lh5F93bBcWXO@q4pM>m+oL=wKI0kK_D0AS0MlLQl5|L3 zp3dsNxmhLDk|@elC%QE7?lA|mm&v{{V9Jd1nWel0_Te9)#DdhUnJ(`AWm^)kb-3L- zWScHZ1q-?f*K`ZN2EVnMkHP_9{;F$Ki)*7VW9@d}%ZIV;;jXTNIZJN&nnGR@JPA&;oz$C5!Gv98>OX;d1xpzQL4YJec$r~d2$(vCp=i?$QsI{~qlO_1h zB(G8QLaoXi#RUx#qB1_HG=QSfqtCwXMW7~tVbksU28+_}zOL{}_t=uXW;;Qy4UW_w z{HeRU)d8YaDna66d0j0)d~0{NjFIDx?D{z>MW9iMS!|ou8ZD}Tat)w#39O!H4CLUs z&})-ljt$vaJ&P;cQyHAyWJ@Upl5-p2n7HgWodr+$1pXD3*GUH(l6{@ebJmEk@)bLX zO`Z*{Jvxgwdugq&TB#8rmhfvL;GcCf{{ov$J0|mIwp&(1*rZ1OYviFnu zpbbQuC?5;*diXPZ`Sj{e$vi{4Tmu_l#a8#{cYqmj(9w{+UT^)kc4a?=ENkdRLXwab zstC2t9kpa8O|)MYz*aj8H2US>=jKAU;Tzl2W&%Ui3qu3<0#7S%wy)ixWnNtEh504M z6=O+SzXQ_z!Rp4w3@o2(E;&RYnWiCnUUs%POyV6@tOGL4#V|n0g59cHBao7ytU2$( zOS$Fqots^=5;4wfOm>?#)QS0EOR-V*z^xMAyt}RO03E)u*?x%t3G+R7Jn3DPL0plF zW;zEU*86L*ZsKg`+e8BL?+`eU>(VpZxS%-e83oemK>1WizSHnMB#*)X3>GdG&+r|jEDZTA!U=|-Z(a23O27|w>7;d5OaY0?rB+mP ziUJ-ga{!5czyd+Y2ZatDS+fi8U=CG*|JNQa(`ZDh9fu2(LT^AhUPz@4LFIQh)$Ub9 z4?;wMN#(~0KP?C$_V(Hnr}!Q4Y(M?)-qU8Ha3#Y&AyK$sIJXxF#=#zA!dL}Xen;hm zWMJaN9bcVwZ!^Q*ho>^r!<{-u^{wE=g8K}|x6{%hZ0&H%-QdRdRa@SzW}pf_N~{l5 z{>}rqMg5LMI232ez;8-9L5IKc|f3O2X_8DHX|CN&uFfd_4<%`Pit2X>jhV;e!?m7OD zA%Dn_Z+!3{GUNxhEKm1)Cgl$q@_&R3$rI{`d9(t=K69Z^bb(uR#@DA*V_hg}KXwI! z-|Y(j@bb*vYG)_!-@r5)hEW<^_O_v`#BLVYy&SI!%0E%&*FC;_X2Xwd@4rLrRSgA< zRA<&|;>dH~u3 z)bv0L8N#1{jL5ZD0CMPTQPx3-;s#SK5y(Dy#mzQtNPHW;vGJ+Iv zVKP$Ow^MU18E>F$R$ZlL*Dko5^Eev&)nJyVWW)Eqh zdm;8d;;(Y+OTjGZCojY#OP;*Qdr{qrSuFC-iHoXt(pxmr-dDe5Z&Oz0X4;@&qZVGp z6ji-4e{dzsg)P^qy~=HTG#7E&M;0#THf%uhXw1bNmw#{ni5+Mz^5pjj z4c=Wtjz2-GaH{Ahu-$)+)Em_);uhDx+S^Sjg;)m zt0U!sfH}Nw_psv8|H0myhf~?MZ^PY1Q7KfE63I}R8Vn&Mt&EGz!?KWhSjeyl;YJfu zAwwjYGiF>e-zo~3=d~>EGSA7B`8&_G+*$YYd!FC>yx;cQw(oo2?fIi^Yh$_Ab)DBa z9LK&N$G$&%7ws+wiX6_}ysrd42-`z>$2w0jP|THJ(p)jongxX|y3G2%A3MHy7E%)q zte5m8^Gw-E%un>4D}F+U?JV--@wDtSKmi*khr z zxd#uI5q`REkF`fnU}&7lVwy!?27k9W_D#`m<+ux3C=};c0V(@~wg$O0RZJYrsDX&Z zDZL0~y~fhFMID%>H8CYLkeTC>6Q`Ja>LhkHxjklB2wc{tV)Wv=dPA8GDhDA`Fo%;@*WfyGa+59x;-*$5!qJXsm;vh zEGs+*8s1cO+M*DBFR#=m+%L1t_so2|_P=*OaPpX^<8lu|3C9byGLwWyyC}p{+u6zU ztuXul!udwp3w+NRw4NgGW(q|I0w{JT8}jay5vZeavAU#rFK4zzANU|{ujbd#1LXZo zu>>nmu|M4$Ani}OT4m9pXFKm}vpd3fB%7o4dT*qQJW26RyERLegW|=qkano*^lzZ< zCszQNY-hZ110T%Vsr4>NmZZ?~|IrrkI^8cTEv;6>4sVvBodws@QmJ7l3kyr8^GGA? z=YYNbnNVM-TY7o$P#fFaL}yk$=qrhO65mwnI%NYSTX6#Dl6UhBw1Gd(L4l|U;OVJy zv)r;$%9#reL7hLE8Z@LK(F{El^2#v%CT&#mxr$W(MVX#nRz8vCuLaP9>J$) zk|_5S2Smbg@7PAR7JXf~52uC*mqtWAv0p+BFInl}`F3H+Z=*Bn?+f0=$Dv@U(9xS> z#PO$ZYE|L9*F8KzZQ&HCdd`D~IT$B5f zz}XDCdUbz!aVgfUZ3MQ_!~)D1sQcdrUWGby8`W!m#=H--e^!9?zPCwc43#*DR#$f7 zo90m9(Thx?u6kf*gUsYkdlfOKPmi%s!<}Ef#OXT4C;5qAgFL^o5=BsbT!l-OXQm9* zoq~;(6cui>{yGlWk5i>{08x;6j+E(R2d{kp9U|oGlYousEcbLnmAYn4)U<#a*tVxn zS;)qXrNP7Jb|73S?Zn|Go*e5h>$up~S>hrRD z+&aDNMeqzZww+=8b8UN&P;ii#_;ih>0cB-3`>h%}SV{o5h}f%bgVdoI|2+qB(BKY$ zLCi}&>%YBKpz~g7i^I=&FG-XRhAKfBG8~ZAdDq(VaSw3qh(H5*` z)h#T&gp5ZgH?Ju3v z^0Zuz)@~{Vht$;gr6p0Un4R6(E=PR{@3VxC0}ZhfMIB|4PG1U=PR;c2xpg!N6)u-( zBcCKG9GI@$^yU_mSK9Rf`wKJkea`qM&=^WiLnMqlp6dm-Z^|27IIoU)Ja=)*F`B19 zt?D=+PCaEJAA|Dp36l606m`i~N@I&bW(v!^7w$3`xZVrpl%QV|a7{R0aFp|h)Y^C1 zr9_1zYYF|p(sJqvWM)PZ$JeCPI_sWt-)_!ruhw$cOhV_HzDJ1Zv@V{SxnIA&5!s)+ z$IzX}x>`G8;#hZ42Kv0cD4}daw#|$)`b`q5$e!PV0bOQNzCNB?8Qq!1@4tf0f9vI~ z+E!ASZ1Bl?>Swk6Qi$@(kJp7|%${EgCRO`HQB3v3F7hw{f`&i7HZ%&+9?7v?d%we1 zksb_!ClH{T$}n0_Z-^0X0_xtzP$o+u5CVw;>2^Q>1*+o}J+09{e$nhv(EerMKVT1$ z@QHIC0Aek1?7Tu%{-=D|StkoXB;$bkNV{vVqui!rP+`q&5DIeQ`t6|3ddw*o0xTczSBZTMLwV)iT-s@^m0ld_WdkCTQYZR*~R z*_Zh3D$H_T%|gH%)TRR_J+)b3-*z`%Gq-O#4GwyasTe8*LN^AeDpopeHZG9<`6BY} zcfb(76G({ud^O+i9Lpqd0lOdLJ`dW)oJ_M8MrVrz%)~o^?wv6J7F|rH;x@+O^p9W| zJsrwsA3z@tM6~-kj|-iTQvgTxEY@Q@&9w!=d|z>ArH`%crd-*RWSUn%mdKuqMPDgq zaca;jF+(;he05?@r~9#+c2aqi?AuD6E*00GuL!8N8timM==py2n{W404b1uIVf2e| z^V6NRQu$rL6>4h^Bx54YZmuSecI5oyN-(4Xewhu^4zwKIt*!5G$8K*Cv2cqxTm`NB zqDyQ}0+M@?IOE-gh;=u63cOEYlnN{+D=#yodI{syfU03T^7=)jw1?RDpo*S|J7M1? zmIuS8>UiJs6$90!l-b_-gscnQdF_bjWkrV5MbratiHq|Xqahm`NwceNr9b9XKN*J^ zKy@1Q^R)2_BOzD((x$3uPS!#UPTzL2&_^tB>Oyy&Ql zX*MVsGc?VcGVZ01zuS+Phi;#%90#k0l|m>9ST48;TLVsxFW5b0I)1#d_`?ASp^*`w z0_db>2DV}+Xnj{Qfz!*r&|RiEXX|4^D}q#httY?Exd&b9$}hg6+#hNi>QCwm-6aZa za=y@r!2OCxQmmd^QZFX##AKPB+iKUP8+*b|@D;)$g%@{=UJe>>O0Ed!`*2(l<^nOgOQAViTOkD{%)4_UQKwygHpWR=a9ZZ&JLv5|tui)P?Wv z9_1E$2RO4)j`4kednN>YrUqb30(n$a#ogiwj+HD2uX-rVHM}249XU@EhM?mxB1fSn z+?lCm_>kRf5LHZ#c>r(sn&=AbZ}CI=ms|4t1(zLk@n3V$n=ZO?p?+Q?D2St}!gKh{ z>YasDKjfkC`N^LAYR)~3raJu_f!0JkNA6;|^8p);obZ9mS!mf@Lb;i`jw>xL=hr?{ zdTM{3_H>1J%9wkkVE17zRjL?4MCY#=wqs{F`^_U&Da;J(w=!yXbFycbjGyBAxHI(1dVB<^0u zc8z`Ejo0V=kS$i;yWc_=8tkqPT} zo?)TVH{2Y}R69d$SCl89UL*Fb)}Zpk1FV7P*r-ry@2CyuJGB@v(FRxZHBxBa{iOvkCHdp?X_d!gs3A~Q5K|)&HW>PQ z8{cDSDryIv@eWasj)TxjlBZ?5V%45`tP{v6O|++lW$72z0clTT5cL*9_D0Q2KAkC3g2=4+@=fx>T?3@h$2lZfd6qM zDz>w_^p&~8pmd_^Z5%8LT71!Tw+40(i9QJHH<~!Ys|_ezNsGX{F=Eashis$MG%hin zOF$mlD_<6#$KI_N-+2*vxVHTwVrorLk(8$3(`Ms_sYqYmfkz{~DKeWn84%qg2eK5> zt@jJp@+0!nP^la}Lf+8{-9k4|8wsPL>lfah5k+JTrH1HEv?kYUTmNWdUIFp@Bb9=t z1o;#zImLcM7_Z6ZB)_#_t}r3zHa|~()z}_D|lMjw~GP#LqdW=@0C71iB& zh}7_mqw0$?V5Gn$O1E%{YoteF5@0qZ>e8w_22XmboAIu{lQqS9o4P>))U=lW(y;(> z2$!nJp^V?soxbtaBc6&Q?JBqtHW*Anz#$$yXveo}O;UhzvlG3=`Ar8XB81;)o|8Qz zGA<^AKwbNWETdelglSF-=;;|x^3aF?xz5})uibOkrWrz?Eii(K+%dAv+xCzQ464&- zA%YR!^6Vq|<=oed)pV#M$F9l2|1x%k)t|b;QXuZly~q-JnLK}Mttq0+xXSzcp?PF61G|?`)uLKJN%` z;;DedK?sNKOA}A)dv0F)9Aq7e$Ny#40Rh)so4e75I1_UrPDk=GKc&Uf5tGOFBJZV} zk#%B$r+5FN;puLCDb;1^UlZ#y6B$SeR&A@-&V2lU^9gw&{O9HV=jDRE<^S}R`_{Y) zCtI1lxG=C-@Z`93jxcY3QI+gcjsUR)<>e)NDGR~d+0(=pWgVoQ>ClH85-i1ZeW-A2 zlmUrF{hIj@12&7bvU^I8iGR>5zu}c6fdcl?m;KN`em56;)^1hKdMPxNhYF>x=r^&= zob<3ml)pNCY4?PGKs>}q3KX^pm5G+>Pel+4dO#Ow2Hg?;#@gNsB#_7Pf z19U|AVr?%x%ChwGYoLP=kbEfsYSx#lbaiwh-|Y=DRx${=y-lRNP9Y=e=k6Q^U^f-5 z3fO%L`MT$&h&SW%Wr48i*Y)wquRXrXwnBtn&E6mpKmMxlD}$}1Ljv_VxQd(NjQm1A zZirNBoEn*jI4_g76uiJyDiq;yXu%%R`KHv$T3bi~%5nmiaz_Jh*kaQo=1Izfm z1c{aZOgR`c{7jw3~iAJYB$)v4V35i5@c6VDH;!!Dp zlHfo-7z0$NI*Xkr?2w*Dmnh;*dU-)|JTnF8s9*66iss#3I~&2O#n#7Si{B@?Ju6!< z&KgARVhM-d>6AEqy{#b0=YJ&T#xJI+N1XxABKz%#w`!_`E~ zd1^eDT*E@azO#_Io&~?bDN?Rj(BZr|%#B&itE*7BE<{5aE19I$~ zonM`P<#Jd5qEQ{Gjx%6f7|cU=SukX+AJbg-=Rn$l;iX_9=hTcl2YIyUeQMpH< z7w9MGOq4qaxQj^aOdoLwJwUt*T-2f;e{E4B#|{QeG?X`X?qPluQa8 z2X4dw+A$zjb+G<6zQ7v#Xh0o`v(cvmTJ~>5*B5g8@#`^Q0Do%{`Kq93s(GeuG4ZC@ z(pYD$hue&SRit0s(9>!Jyxr?LT=@+^W&l(3lb&K=zfj?|aaR26w@xBhv7%KeJDThboj6LlGUte!{cNPIFZZ@_8n8jj1Oicm1 z5+^kbqjjJ?NZ*4XY^73iwuIy*u}|RL>!j=i8r)AUICW>82|s9D7?9e`EfL8YKYeI$ z@9*yQiWX$f=O!gIJpXj6`lbT`_Nt80e1bzI@uc_9TM__Ku>%;!Vprt`iRF+08d;N3 zrcWFPve3Yb0`@+YWWUD4EVhrFp+(*-|Zc2pA$$Cbg1B7RjEO4rkl`*|LH6f~D@bV*?#gf|MbnQx2MS1UT#;r?fgy zTwB;}V|>Il|Lw_gRHlZ_&WK{?5q!PF7yhUvrs<+i!>Z+@L5obH7)R7STxu(=&1LfgX zPkY6AEjnJCs@lWmf|e;aZUcyN3oYGAfKntD_t*o|1E4Wv- zyF;v=8^Laq->ViD`=Vc#=kn2GLY2sPByfhm3qrv?NgoVa2sjsk$@BO$@g{N5k zrjq^>u22tZ$@wFAC;;oubj*vo?l48uV4#vjqP`zcM9XmR@Ec^9x>s7eM{kqZsNR zCzlM84Na3lwu8y)mS zs;y`+dhky$*PRbt7+uNd=+1k&)PF^|{^U#X`X>ju#i9}w4lvn-`ah<{t-NH-GmWJK zKfI$Gb|O>fu+fjwT9u=vG03B(r4D-o4Lw^D>}LcUqBPFWI5ug`S8H9C@$Orwt_32A z7cbSy05CH{D;j?noslpitk&waM3e)Mb)AyUIC2WI83HVTrpYF0_l;+~wHK~=k^PUKE z!24_LtP=UAQ6fP=5Fs$@S z%hTRPC4u6P5B4AXR-;Pz)=a$_WX$`Br}ZI(H=f6HxRP;m8eFE!(*>j{7(_5~!jvP| zLE?cPj~+y?-^yNy2;#nUvrA1OPw?*7eXd_Fe0n#X$mjqXP$Kz_Dtdz(TtU@_c)%jm z?E-qP_DYcgShRv*+4pN*fiBe%k8z62N*5zuJ4ROJ^YYBpLhNe@prJz6d6 z_5o!Vj06uKs^jSEV;n4xt8Or>b@6*oFeTt{X2qVFg0)~Drx7u-$)q^O(q-5g{E()J zR<12F{=19i3t>;t5ZdRnZA1y^W$6bFK;t#mZOX4f<%R3O25jyW7zfk+`CnuSfN=E< z-Pbl5s&0^DQTQL!S}LvFHn2qhhI(fJJtkU4b08l(+1)}HK?F4~pR`+cGTN*dTnbTq zWF2F1JX~|4Emc(kE$dZvs{2YnYZr_*9~qzaGFl>|{?P3!rzgAABtX@Uan zHY#)TitlwA+&96}D`)93vwt~qf%30Y-lox^r<2k^c$}Q1?)c&t!1DSAAU9G}i)asV zcf%fN&`9nS;#jQ`@hpY;iBlJWZzNVA!G$3?=nVRLJ_qx9{^@_320#TWlaBl?=$%a8 zK$_~pZq(-iU*xZ^+p+T)$&t1?eUS#I=lcGUM@%_~r3Ujb$m`JORgC$P(i9AI9)iDw zGlB-!E`&FrG%H1HL1nsGdvRJ5BKW$6n7w($Gs*6Y?S$ z6^t5>7nP2swsZO9tVUX#-;L7d)bK7A)C=V=9-RpXGr@&n;a?|W)n@ar(&nc6&d%-S z)@ys$B0db>1wDp($i(1T%zXk9=*a z@yYR0mb*$=NJ!j7Pa6x1jSn}H3Pm4Z;-3F^#Bh{De^ji>l49_Bw!p9{NStyf0`ScG z!ft|v>3$pr8wM+B@%G1hc5UZA>>1>w63YfABO(4e$N<5l%ybn(27u7F4IzXS4zk@Y z6&u?s9;_x`9$|$uKvjQxSd`|Pz3_~(SMs2SDPIMNFhIoNP}T~3yz?;NU^#;Z)Lnl zIY4tghtsw}@i4O~oP?QsxC1CwyG=Ct&G>DJ6azQ)3*F;~TcdOC3nb9;(hKbQHHN<` zq+$Ir337!l>P!=AiY64v9LpADTtfm&$@Vp1MMx?tP&lXG+(mvH9Y=rdc_ctf?(E<0 z?RWCMvHZF>c)6g3Gh7!ahMtZj`eveKx-}Z)1(SO+nUgY5`;A;iZ9}FTx9*<5Gx7OH zib*AWmCRrTZ&`tm@4njOc_^hz`ff4_ntp*aasOJMx=+;^DQ0~84l?E-yrrTIUE%-x z!HQwV9Bi=9JIK-?BHB@%uF)ZXx9=ShDV;1(Y|yB=1PD+&!3Mayz}-L{b%?Umx}EIp zt&RS-zYX3E+?M|HYPRO-|F7mTf3V+FyR2KTM$LYH-KABR3A6H2w*y3;$od!K8=$&n zD*4!7w~g1#VfeK~ud>T-EiA~qDkU0+T@Jg-TOj|3!pHmkG&t3vZ=qaDu*HV_>fh_{ z#ZeUOn+1^9TLoNi)`u}_=hjKs$vu9!I6DUuDh~q4LR45-&(t&#y6-_5(J*dgUdU-V z{gKA6A!$-iDI*E?o1|%(_1vTFB{u*>8kkwXMxtItnXjBJ5NaR6T-5=KB3K|{Ycq~d zrKWTkHS^s%GyX?c|0N0U>*Wo4A^Bru6Zte)`K-|@#$ z%-7^7=?#OncBTA<07X<$o z@xqZXHNZ_3JThK&;ckeuXeMvm$w5{GJ8sWksn>5b?IPr@g>Gwe|7#}vXCo$UjsGt< zVvrFHb18#~4H1RK*-vZ|E(;3_0HL=8t!NKd$C~5)hc-iA)elXAL@!q>L%RoPC7|`~ zVD%Dq3f}>Q$p^f<92NCM?0c=+Ks@@|R%HMbw`~Kt!a_m?XFd(bYRuR3tA4q-epsJn z+*#x`xzYyi#6RMQ_wfxj-kt63W-Fzp-#!M2xc@MNh6=$a#9G&hY7G;A8c-ZpJun%; zISna7=KdnQM?{SyuQ%&KQd5;i4?4LxV-xi=Z44A0dDqPl!33mh$EjB9C7$?;|1s z7W%ucjHMEQG|J4P8toS#IGh497NF)F#rq7Dj+QiOXX@Sp&W}!^cHr(@LE(9%rZMQw z$|;n;_gC->56`UX#E?yjRbck)sup!j33eKY?x)ZQVdw6GmiQ^)MR~i$no(GKxmLAz z1h0ygfOTf20H-oI9CIB{%k$D0UE-1pK;1?KQAAO!=X5cw_kP~4b-0SDvgYqw&E}OM z8j9f_c%G3kQ<3q2mAxj3yP69MPv|*_w zhoek;yU&W(K=mx3;9LMTa%w=v8foAZKzHoo$J!#3z+F|^`?J1#{VnvkFMYaa?{-r2 zj1|`0Wqo~qN5f4uAP>ONO?21q{`~q7`V-oKIM^S6JFzlJj7 z&agCYT1|@n!e5~#2&t-ZM^LPg%qJjdRanZ6bz}u%J!!`=OcDAGs}8R`>b>Va742oZ zAwg%eLjE{$ux?U6i=<~a}cs!A@E0xuX!&x zm-gs9?aS)8VnqqR;-0jP(=x94HkFpF&%n-y3?0EGYDGW6VoYSjP}x2c2xLq=pgZ2% zPtQ^xu5h5v_4sYdK1BMRQvhnL6Kcf2^yW%n4csc;Or z9nB|mDS8FbZ@+4vPOf+tQ7BuR`{_l{pU@reO#dt#EEt)b%rsZwvCfU^c$d~-GD%O9 zGA-lifXCpzh8g_X=|^`=f86hc!=bCAhcAy|f6Lw>)4*3=>Y8Ur+}mFtjWPcq7qfR* zvd*!U2I;ON6p5cUN%U@u>R+=3)M@o8e!Gf|#^y^KP{9m1pdPAspMD|4SSh*VksEejx0 zpFp8}DbwoDO{;#~Q77r#EZdh~5p>}Xc={)ZUN!~F*&zpU76 zSUT$rE34#bpCD97Eak7ejxmQ$sER6FJaf@?_D4ANTwkZ7zNCzw^mlii!E8KHy)sJv zHWRA6fNunS6TE9rhBtyg=0&N&lGnDS>}Ni+3oYj;im`9X6O7G2&a5ECrnrUktUKL1?{#kXf_wf(_ zp8_dE#&a^S$H9sV05!tpi|rb!J%H6ShOH?9`_5OcN2 zn5o4$)L$%m&^Vr3>~oZHMpMrz2$+B$J`}F4@<7aX+z{=dHFe7e{|=U8%gtJKp9wb5 zSTOKETe|j%R`Sk!(cuvmtUP(q|jzO+b`p!Js z_^ROT=<}dp;%yN;2vwxlU5<;|zl6~YA`0 zJbMB;Y7%Ikp7|uRmGy#7#S%fy_o&Z!LUe&hCH*Zb)G6`1yD0|Q9v+b6Odg;CF~(w6 z(=6Iz?aJtDf6Qoey!{tp1>ss@+KUZ;q&araKg@0I1-=@%yUR|{jC~52Yq+dl0k+j7 zQ9D2ePC>eIpI}*YGOw!%kRezbe_jxob;e{r2o!p;R2>Ob~{>OU>zp4m!P@O}75UHW*rx`+dERd;cv_v(cQVqGiAQ73Wq(WWwQ^Y z@DYXfp?cFNCkP=)h07Zy?>lL5=g(2Ts5gh0-gW8U01}$0F7x?Er=R2y z-8Nl%Pp_YP`vMOe%)(x3xba~{S%IF?@uiW1HWg>I>>L7Z`{^LziSfQf^EgeG|69oNNKiKhul#m;#Go-I$u@u zl+6Kh&q0rQMK}bIf+vQuuPW3_FkprRzIHyys}i5ph|%BY>efC0%nPKqdgzmE-D)w#0ra;n8L zjBfM?1dy2YRc#ziTk&hx9tZrhn*?~5R%+;C9s+=s-}ufsW`U{>KQ-mPCK8sb9la#ZHfca}1M}Z}td>tnIPlUhHVD)y@>5f@%re6I zmSA12Zo2KmmEC^}NH_^dgBJZM0KnE<&G8cVKbQaLV$hlVM@%+nDP7mtmB^o8fWU)n zPRE7a$4zspZRFaXU$(aMKIQ7d!2e(0z+Vq{1SGlfJ*Oled!~NL_e^PA+N48^Qu+5D z9EI73mRwF2sL9gK?mw*0ynX{&_qz7jxni^87&Ab1O=z~_@A{x`fx7*pM<~Gz%|J4I zV9zyW&KqdVDk4A*HWS`j8+=g6sl>pIsyZe5423it8G)5gZD zn=~R|_Igr%=iPpdJE-(YD5t*WBa=;kV}Np>2~F$v2%ldk0Py$Bk0=^kUFQjyCFKb} zPNaY#lU|TVVT0U|JpLHGouCfQa4tCav?BsP%1~@oHlgGXn{1^)sHRtvS@H3wv{9iC zK0*kHW&CUx#YAtGBENItgQRy3k;y_qW>6os_2gkE?)~e@nBbBa6#ljBqq5TP7X~>@u5*j<-7Hm1H}2a}Byr(e?Hnj@yj;tvKG&GQ$b2cxLT!&qRbw@%0Z=n1 zy-BS%G+T|*;vxUWl>#|VnV4S|ya1_zE!yjJFBLO3uaOo-kNKA{I#7iG^}iXRT<5`G z#@K#?Y6b|_%hVFgVM|WIK}^Z^krM{@1KGD`{a^3wzaC$dvz|O#Ye*BY z#d9ds@PA<1*8r-2?BqmD#lJkk$d67`#Md+V@oPIWg};lk5B>Elh;T$2VMtsjp5wFA zVI8<7T>rPWgnN(R^!xR`uIGTM(`V{yLHk^vPfd8HI4!XQO1>R8vzwvSOuxCEwo*2R#bQ}sm7e9+oL z9ojj(Ivf`p;y+B<+Q_DaM{tQwJvt-PsP8^_^KgeB~+w z8)+{g6B^ndP5sdnBW4pt-acmb)id=dZjO1g}m;Z-0wW3eBnUK?^?`)qnmuDCzDkRpccjm(1VCtJTR zXeTbz%wM%cbtN(Pkj+eSD;Kx6zq zWNT2{Fn|8xD`GmVG*mJxv(aNLZPJv|h7>6Qr3zZ1+Z_RoVj3gpkOPcib+Li~K?DLk6`%gO~u_&Ud z3j=Ylf{iE%qE5>yGq}8cR9&s!BBqa#-a9W}w~C|-vxNDVX1^u9IQ!U4x1~nvrCa-P zes|J;oPwuNcwmhJ#VMq&K)z8&Qs9TWRmJVd?W=7S@_X1L-U9aSy)9{tmhdpb+OSyq zZd+5xpC)e;_53)WqNq9*>TqZ{aSu45GB9)lqZA`zy|qbJZUN{K;V*>1 zcj9ypD*uhi6Cz)j`WNkqk|puR`wEv8>g6;v!h}Uc@W7@HYMG0G`oQC$=ma}$aHs4; z(vbfIr=B1NlBtY$Y_O;ZbzIBj__>Z#f1K&}NU*devkFtWSso_0uZt?7h#fS1~2CcAJ-; zgl*avv%<>Q0f8=5yAWnek#SlXk+(1wm~z1#g|{66Fx!j(q`^1v<*fn{G`OU2nyy{H z0&$xdxEE=w(>Y8p7P|Ti3)vN%jETV4JebDCn;PYpto#{;%~sMyp+6{!yI*6x5OjtC zqYxIP#?hVNBHY2>sbAD!lK2iB-_|*GF2`ta7kvlMQ%oOWIXF*w)6`cZhnM<{Om~%7 zTngL=egtT@(xCvolsH^OXNeui6A6H^vx8uP$GjEq;qoq~0U>YTVQiY_*g$c;4ia%5 zuGvJ7iK|P_tV3wA)EF!E{d5L51ge^a-38QgopR?dafx#I@fVwa2&W7WK+gbbCl$)s zt$t_zBqEJF3p-Y)dVI)0?Fm$$f(t?|;oV(SJP@0(ZE?z)>Ng}XV3eJj4Y5z>ehG^F zM#C9*)rN`y;8qOa4`4+$p};!qG$Geiu1hji?&-;Me*}gG`KT@ zuhpE63~>q96$gqP0HrZKlG+OlU>IaU>46LIhVE=`rZ3o2Rq&n`6*b6yi~9Z0FBIRG zh36Sd)gr8V1c|mWbm`?cEb9hJ+J~TS3G|JGC^?jP0eVM=wG3!*x8Xkll)d?W5mFd} z`*eyovc3PuhV9eML$IX7vt6Q*q7LZUft>-sxY!t!Mdv_Z@0I)Tv5CI&Qb^f&nO1=8 zf2p)WMjG_(Lydoz5R6*O>F)Omr@G%4V~SyoG#tIC!QW|c{Bd+^l&NP76{BD`M2$Vy zWoWwvOjrTw5@6iVlZ|5B>O|{EG#s#YUR|Zib+yt<1X~Xi1CPZ#~X>3&L@@IJ@h7` zZfYFX(P*gi%m!&Czn|T9Tb@$t zfd!G*T_P#iVy2Qu5kZ`vD7L6a*Vt$Mrhr&)A#|lqu_^@8GS!XJn|HfdH3!PAuHcM- zk_Kd@B-ZEKrT})8zw5wdcEt*!6nLtoig~>``RE-xIHMJ=%V<6!N|+nQbR8NRN^J0_ zlDO`!umHi6`&M7QNU({uQ|?R9BKS2v1UEk6jFXE){=J#-{Y>PUDb#Zu@7ibw5oB=4 zoU!^u)ynJoT{gZ7gWl&{N()O=bJ+kWz*VzBv5*{TIQ2m-{{SSzDrSQn-hD2BuHI0a ze)x=V`J^)NAB9%FPz#16X#(D#L$&OuS!u-qW?CGiOb#D$1LQ!DTg4nJ6ypkf#Rn*n ze2ZXMs}9|(2>?0D0!8VIm8wm&-k#n33;pC#Adsb)Z#oVD{_i}XM?o3$oD zpAaDV2j#P3tWvvaUDNLrn@eliHkDrEIoIW!+AQ{7s;$t*FA365CxNqe=|U$e=JcN* z7A+|tgB?`g=;aHHSAnJzGVJ)>AzmX#pTkP`phBRK?HeOtL@x#HQZXIrT8qhoUbT%< ztC&r-IsG3>Xyiho=?Wr0q!F~4Vg=W~SV|2vCI&DD#?m2uKE5@o>;n?rwqC1?Sko$N z?Ls+2wDG~pl~>Z}>aJa@E`@V7(-wq16P*#syvL^^c>43Ws(>m?)BqoOp}=LVp`C`@XUsCIN%dS3ID!Ki{5Ma%4SO`G{cAWU9@SyUytKA&=?9;&R=V zE7zs~pOy#Mf(GCKAl<`X)cb8CqM6y6k7CBrpAq%F4gmQK9V4#}fs#><;{e%114NS~ zJQYB9IB9e*f% zqF7_}#I3k7{e^s!>b(>Fm6b%7HY5%(%0)jz1^8Gg!B0>D0tY5Im%9p7hkG>~zU2zK z9q_;{9z}zLvLv)P&@0hKD}pGtEB*qsn-K5Gszb|7>p^~o5u7#RuKSf`at^QNB?-um z3naZz5l&1qdkwl);tBNbO%}xyQX!h!%c?IfRwMk<_Z5}MXH0jkTWVVdOP|~DRx*uwE7;=Fv_lzfC5Hz&9(M> zrvag7#7%YFJ+(Jqdt^PI&kj8M+=kv;%ZpA8k(`w6YEFm15)b=X7l+Wi^eA2FNsVG# zf^>A^7Y==UE7VC523HudWzJemwumCMffP@KuslL5YYYn za?kkm%yZAq@iL!j^Wui3{gh>&SJ@wf=ZX>d`PYF0(e~rwE^k0(f;;RcD|Uz%mKYWE zSyozddYh{Sn7+#rfBwGf{SUnsJ3a5O>`;5+xD!JzzBr*Nij(z9y`6Vxov$s$fhB*^ z_v1d?LFu*TlRj&XrNF?-4mb`&PCv@$1z`6_dM!g8x(u9yS?~PmYoC&1W7_y*-yV{< z4Lzm;ne9qIP0g8$Ikn_BI>pQ!%b}|E|hHx%tWqgI}iy zJq_9xZK3?Nl>?By`MXjHf{$b|CO&3zzM|GPBHukaPzBzp(d#Z%o( z{Q71>cAtg&Tg_j#aZ4q%pyfRzX8jiKZ^t(iO{zB>o#v{>fLLlV?=1tZxtTnHX zD4rmexr2^DuwFYWeKv=^64yc_%6!1#@+9p?wk?y9oklTG#cG3{50`DxWN9U}JO|*# zblY4SbizW#PT~b9E(#j4%AstdriHjSsvd;jc3+6>#_$ zR{8HKbsk#+`gx+M)>DxMLz2>LC34a*k_L55z2)qkK+@ECze`hLVG{q0VEKF~+<#Lp z>h#S;!nNn5Q>d;Li2c>@g(cYPkoCJ-# zbZk<+g{vMaH{5S9e|t{}uF}5|@{MM~c&K&ko0w~oc7Q#4hnRVFvRwpoLeGIDJ=}UJkw)cfP-&Fp$wr%VfK~k6htXaS_Z84! z$&vLieusO+Cp`|{y7~yi_W8W!KXx6AqIz&g5wBpScpEtC zsHo2=Tgwm)}dvRx&?(A;rlPyh~_p z<|z1VrILyEVn?Lu6R{eFU9_i-Hhg}5V4H+ZvVze-w$^z;Wkl^2=!nsgnEiMN_E+Y^ z_Rx9`huKY`VM*y-89HxqFD_Z)Ree@8JeP+e(J$6V<)od4xWx3W6ioXZ-hJH-r7I2G zm0k@ifqSS!FPMWuFTv+n9-db15iP@#O3tI$IK_)f+39o|tLM^wLKb?SS{9{*$4iEH zfVMJ|%AeJO2B`2j>B3XCotchJ=W7>Wb~F8gtLHEdOtCuuir>{eSAerkOL!%i2l|Dd z7y~?TCqZ8{Ni58Zp%Z^e{PCW@M>cjlh55TV&m5+60nM<`U1@SIZnF$3FbZ(Uhbq5E z2+%B3nW*>!QGap$@LiL?@j zuUxk{gXVWG10$-QWHFGLPWC!C*)d)6XnFo@Zl`Mh=)?(75gu!#=B5@=FoeFVrQIaC z^wLxa(|vyFTJqg92}7`JP!J#Z?OD`g#@f_3GORP8cewD7x`#qoRO>9~d9Eu>P^@mI zYz`O5S#Me9GN!)7xE2<-_A#Ivntg?*0!7J{iD_Mr;x%Pti-{tWXIRK-R41fbSm)s&4` zUQ=Idkz>P7YHo6|C+@`w4Ws?0d^SdWUS8E$S2xQt(v0KO(j3v+xE}$2wUme-ff4tR zhLQLgb*%(7CseC>zt@tThCm>Et+fb5?(!&pEl;Zgd+<$gOa7Rp^y&*wmBPiLYxp18 zp88W8OO=~m%&eJK#)UKKBa99nH+c08jC9vmD>qAnR8YYpbAxdokAT$^(ZOI zEUGq00~C&hYMHSQf1ni?z9l>S z=qSHA5`J65Fkvqayv7#qagLPi+)$cO)o;ATXALXYryO8qrOGq3`%rjDN!{3xrjthN z*EfkzoEXlB#u-Mzu-o7r0 z^=9VZLY2Kk9^I5|e#)G?k^R}g+37_gNYmqy~sG6a-fdjXG2w<#hxFK6(og)KHq z3)T0gX(d6q?kkQ5e+%iK>F%sz`ypIRC1_v#XYv*1>r6wSoU7fSxr2|n?02CNt++i5 zzZFB=V(H-K_k+dk>2H?v`F&^;_BmB4U7ZFdMYT}#_zN}Tn`(i|dfZGOmAexd~z@F1B={OGf}&FdEV^;%|{*kFHsk= zCwGcAXKRWbW`T`bCaXG`=x&MYP7GUbt-0nz(7E`rC%&p0iUWEx~TyeZd}K0vK5 zz+7fFyp#52>2S1duZR~DE=hRCBr)$mN$v1X->7{_Nu`2<#e<;+^g|=KJ&YoJ^$mp9 z=q2D_D8>BwcysD&{@Ke+KQ+ zSuE*_^IjPGnB>F1zj3pjE1hNB%z|Q^&3*#dVs=Fi z=IbX4KW7-4sY*-<@#NqR^DIk@R}bAgq;lJj>ybwtHSzMCbR#u`MRAZ|#bxH}3PXO= zk5sZ1sN`!D9$}W9{xo{P`FQ@&e zYaHi}a!R-Xcf(;ndu{$ust|LPZ}Pu;O`!VmiqXR}na)ZNY$}b<|5$tKbk361=u?O> zT}f$i1Ub^zBQ3jvCK!VC7 zH98=+K!a8DSwd7~M zt~l)X=yNYH)e9*FE6-Wxu!hP)N+DM;_*BSfgy#Mly?SaiHQGCThMlpUI3dGq!*i?b zwLSkP-cV`k75=iMlIBdujZvlh?CBXDlc^VG(wj;u{cDwaBUx?a{NI$n9E=_>y%Pdyn^k?mJys&ydf_9I1gF0|Dvs7>@2{ypeX%-36feg{Pov!(5 zLy8NFvmDV-sPT!#DXk)n;L`BQH~YSU^lYFcI=%E}yFfzWGq)xg;^|#g)+TAw`7AMt zXqzIlp`|YIJC4q~{P!^2%MQw}5!2{GA`gFM#>#a>>98DBMay<*X%JmLFk#ymS3y-d zp*>h3?AT8Pv8X*(jd(}+ybt?8Z)VbX-SU)!4`GV!QSoqY&)pJsj%tz@=5&(Gy}&fj zG$Wyi&}=2Ne22OAeoeV>A8_AgRwhq!xEkEM-rb8vs-dlf4dZq9eETE3yo3SQfe?bf z2nyp-b;ZgNcX#k>4rNb=ummYzdXxS|IK!knw5H6ql`&W_B^z%e-LbBZP8RNq+MTbn znkxR*-gjIiW4$`1(0AH4jo5ZM*h9p65+NBgzt;NGv@pVr&g=Ev@mF0lHvZwN*cV!a z)LVz<@3y}SW0BS%CjEU4>F!j>xf}j&w-;gErFn?+=Rhy^>pnA7&>4={OHsf7fo0Pi z>;YcKz2oLo10M(dE|eG)=&=vs0`Kj!@O36$UBcT6GB+g2pTLf3bX6IvQ@gREyjQbn z&S8DjfDa?eRidN%IZKuHKKCUCvA~m>%m&zSb)l#P>W<(y%?YEzi1M?3H`Qdu4Y~T3 zgG%=8F-;QN2)wO1sApThRIyZU@cmolD#TezyoYB}KSvug(z(4fW~A;aR2?Y+G9kob zEM4H8-n<|q_AZ0=m^!1%5y5fpW1lMx*yo+nHGGeLfvpJH8Bqx(KT5?%Qrl*%zmz68 zXm%axNCjV>_eQC(L@y)gbxF{T06@+3c`c`TsY~vyiFIy?2z(`c(A+9^<2CLB6+uZ12%QD(XC>jggWTq^eN)pInVxeeQZKuas*!T|7q(wqncW_ zuu^ixpcf-u1VxBQM>dwpwpe$1bbUzPS(s zLu9>CM_OgQikS;mKF_I#ezS)O#4re?-!p!?xpO{Kl*_$}9_r{CY5 zZ``H%p8TW*gLow1A!h+^sXbzQ`=y+Xa_PN!Q6X6CB%sGKVW-A?vy=QPNIK6067PTz zT~qANRvdx2H5XA$Df!n4DO~9}bLdBeCk;>*fsiK9RYfFX`X-5go zT%a17Vr_?Ss@1T9IHYGzzgUqtCw_cm^3txJIoPAYi?#bbWA8H$)HfYnJzJGhF%=9X zAed5SNuV~EFQ9DN0BC1=8(LP+>lAoqi4SzpK>9Q7Y!{J;Z(%tW=ciU#+PP7+*U$Rk$P>$*X5GES1kqp#_%4N&VN&ODF z8Stfd6Ahq#HkYnndg->$<6$>+SEqFwTSn{`j5=gul(|zK^qJX>(}{&rKiU{aE2AnN zNvaS<-06%FQEQpI7Cy01Q*$~m6*P5sLQ>r_0%8{ZuBS5pFgM)>Bb7n9=+qbvU&~Qh zZYK$oG9=;Zvyo6x&5yZ4`fGnGi@4P1sSAZ4m(7-zk5+kj$IIf|$-QnH+h__}?=V&D z+^jrL`6OWX^WuFIXGLq3XF`^tPrJ#sAw1N2YM|X>xfE$=AKj~1!Oe@6q@>hN{Bm%F zu@~(queP6b;}K9#yFg|QJ7vof>vvX`y$dg%1B2+(X|_hJ#&)~zj{n21jn0Op2@rts zK*oBQcxNiQ1>7N>YYTI}hEEhT%AM#6%{{wffrh}c6aVT)2*ygsejN4Z(-}D4NOQDI9$XLLYFGH0V%)y8K525s#wbWM7`0*)# zHk%A?q2E5DkU(&tJNJlKvwC|BkZ|XtFLk|VOq#M>hrb@^Ln&7fNJ63nh zvqOw2qKf71Ih~@Vo?m`<(mPRukh){F?ue)tT{{xX(PRrLIG!{?ZZNjig!>K*dDm62 zgAsW18OYnX#GILIY<#dLC4M5TC25sp7cao`f?}2sc=@?&r9$eJQ-hz<{KxbzKf(ji z!?#Z{k0Htq-Pf+Kw(m6xkNju+p=ZCz!|_A|RGvQSzJqdPgB;2iAP3uMF&hQZWWwLbEznXcN5z0z3Um< zp^w%4$PxNfBJFX<+TW<{CcH={tqaKRIpZsEZZ;>;yP3gKl(b+)x43tTBOz`{b&u<@v9sZPS8YK5VL>rX7#bAjZupYYkx^9ek?3-Z}% zXvs+LTjd6zvk1v<;!>s{Qip+)1XEXQM4-&8C$J+$;mum-1tXQgT;%kX+W>V^DS-7{ z{dVO>+ATFQe>3p_r{;K`e$PUpAuQ@#EDmzWE=E4`O)1vgTQeX2aq@kzVBPlXtNQ@( z$;Q9##O1d{&liHQs+t{jxm=uCPmEhLI3j&NY9MnBM7O0c5YsG7RNX)pdcf&4%X8^%r7w#>kH%Ljbz9U=sLmuHh)X0Ih0Ac~Al0F0Yy3Nf??<6hVkzc>!5Nt76I+7Z&%a#M+ z$e-KjmLGL$jrHv!68U~6tlP)2XvB`p-`#hPfTiY`@Cg8iA9m)_CUwYeiOpskk0ogq zJM!lqXJ|bV;4Sh9;7R&+Kr(rRlxc@$mI-w%%{ZGVbEX0LSxb{zn}Va4;=~uL3XzqV zD~gdHN>8kQXnUMlo6g;>vjo4a)Z3i7l)J`-VIU#K!%~d(GJc=mZ#%+QO#!m4vCW9Z zlDCIVKLJn&bX`)E4I4pt18R6dOutD!pD5LOEa(v;melq9e%>m@_d0^_kfUMmy;*L| zl}nS*kReJLkK|E>nQVN(9dQL$L+>0HdJY>m_rt=m&b>m{lk zCJ~lx2a^s#r=tImx+b-t<1_P-XrdpdHd(K3EdM<_Kxyf#u+P(SKuV%R< z%d#vWTI`KAlF5%X8bOrI?zvYJjU>R-HtkZ`Hgi{F)M#+cJS_sNi}Zh0fYJLJd1@q> zjRp@uxsDVq=_g}Rf!0Qpykh#Az1U0SJy$q5+tTF1)kR~ztBX0$hZ1EFL#v8Wxn~ap zZr8>Y`}1M|?72h(>HWsk{U{{7XCLSvpMHrq!hwwO)4n)R1GCb0Q+yMq1>3Rl4wpRO zqjLGik68XkxlN4LXD4@818<7+=>&K&A3Uhyf*73$`>WVRhh6-Q0L^#${<&ydB%{S& zlop5k&-1iJCezpI?aLHlg!$Bc)8t6|jaDWF7pba$pP@$CQafD>eRJV(R$D;{B!&F# z`}?tXjGdie(|ueL8e4)L4_(4lKUyqK-QhYtK6FLZr_^igRaC!CftK9xpVMo+14uRG zlLbU3u1q>eM5rsnFmBn)BM@KP_CncPe&9(mK}ktTbq1nq=Os(CT&)SNc-+KuCLAZ* z&s7kTdm%Et35{Lb*w8q=n30j88Z)U&+42!ZSWYWieRNuts9}1D#-$jvVNocn*2B!herM@5 zA8)L5^V%Tfr3hel{H=2ga)f)G4t&mnH{?( zV%&r`di&#EZ5m%T)eA7yUWoWIAFz$e5AUC~zLFpz`pY}L*cyOgC?y&AyBoYN2s zEDW$7JEu``H>hl(NGc@P-B)kg?$5w^CRH6|S#of>@(#wG@k75Ws4=hV*j_>E)2-v< zvE0*o)39lmtTOj6XpwE?R;}6JgUlXo1L<$}Tm*yg;gF;MSjWG1602n12l-1pB8O3@|CzOaUh#<8XNE3r2HS#v)v5-+40f2WI?wcf=J;=i5Uqyu`-fMy zUJF8h(JDd4ys7G>r`gm0{U-l*D0MR^jH7CtbxQ&Hi&h8CGebQtjy%)(+x~y*(1@|g l!A)pg9=}HZMXM!QOBb}`_dn9*nLSI9x5Eb& zN6v#FckqiNzbNi%8z@qz2l)FEvW^_SYctr&KfkQA`+0m~j+b&fX4L;=Ryu|fKh)SmWtjjk=H9%M zLzsHpBO+52locCaEPg+U`?a`5($Pn!Wt0h31Aakq*HVlSzFymP|0ggp8i$fYrS03R zq>*?f!?44_{_KGWadMQS9U|Q1-H`gF0_QK+mz&)$nRM3pGlo=*o}Uq&6q*knTnaH? zwyb`;8x?5M_3jxvMN;Y@{n`(s!BxFGMq!P*S+^jh7!E88Ncx2g_BOjFH50NyjlA)M zCrhY+5Q9iwVY!CE$A)#y#_$v6=fS|%O4p6SlG=J7k|IoQE~}iKg_=D5Ot-fReTuA= zRT@BX9eXli1}euU2sL!1@4vc~j2|-EK)+LY;2ukLpH&ojgH2h!{2E3nSjVZP>#?~$ z9XF~^l_xe8=Styz-4eRWInjGf2pcAF?R2E|?9~a%tQxcpCX&@lp}om7L^+Q8*0&t( z*~$0o>A*3JIXL*<Zz5RY?<+UyUkjLhp3lhkO&jJj zh)gg{=%Kl`82)@~g}yMnMBG2ePhXUi?d~ngcBV*tx}PLotYIR|TEtWGUxp{XknFC? zgoP4fS!sTTwT06&q~6|wbUE_eCJ0f)lALs}oLRR8>VZ!xyUWiUCoI77VlvF zS#PX%1;jc%cbhaL@FSq_lxy|0`qt&=`6&JHG9WnSe2^bT^Tvuz>DH!$QU(^UP);BV zs$Sdq+ue1RhBCs~(j?c7ct=(^dG|2#ZKO^YqRU(H=F%aX0_OPb?QVseW0VG~@bg~t z#SFbsqNDD%0!ag$w_A`^vXqjX)-1^rpD-RxNP{r=!hFHGWv`V#{ zS&E~lyKF1g$(!6iKD8%}&>M95Q|!R{^@{=Da`$cTGx#p|qHbDy5x!%!U9(Bb3qyI^ zE+j$zAe{%Z>ToVoZVrA*u;prHrPy%wE^*=LMQ-*b3Eo5Ah=>Tac25{D-nMVVOvk2_ z?dQ;Z3LCsZ5qI`wMTuxlBSlc3=9iCdJh8wXtD6`Ys?dJPDm!AX&5x$E;;jC&XP9ZDU+hOk%XfGe~0X<5tOiz-(ZWi?B6u$CK%%uyahM;+5gXt=d~Mu@99ii!3(C zyzmIK1m8rwusVbiq93K2T+0ZH#Y~ypF-kIgRA(X-IB1OFE2lh-p>b!>>HV>EjRLpg z&L>NhpNQ-fTWtCHq?NoQP7Zsz=L+KL47F1G$y!CK5vkQ>ph)^Erz*lN%Z*{@wM&;2 zJheor7T(<1mZdeoG04gXb732Y=u%0=CdU%8QEMbytL?*8o{1L|+#|J@v8OD3>h*L? z`%gh}xpnz!@r{z_g=_{~MqI|z6<+3>aU(*nhpfG;iKZf$G}cnzre&r!q-B51?3-I1 zxsohVy!*2Ac1XB2P`_E$&vl$t#pC2-bUDDp^u(=>N{sfZJfpu(G7x z08#d!MBppOJKECpGG>F8;_)J?|;7Uduw`c zc~x!&j}&bYZG79P_~Q7br80SI=DXUK?$?Fl5YrCV;&Jt%)Y;V62+D+3bST3l0~R{K zKl%8J3%`|}HPrgHpt-Bxr>Y_K-oA<3Gj?^u?nMvLFEI_64}Nv-@q3=lqPZGFuPcih zhEKJxYlUmGahPdKYRP7szQASEWskp@7c0sV7!VvV%C39)JDV{(I(taCQlJB^P;X^o z{h+)~+;MMyIIiF}>zeG=!L{#%5xki46t_i@o@8?&+T z9?|~#uES@{4(kq_RWo)I5^?;Wf}Xn>d@ad78NOjMaEp_nly#q z**E*$7b{IOHMTil#V;CvtlSEC@x;Bg{)xB$XxnIOgP-q7*0EdQyTDr~FHiOZeUD|) z)BH6r0cJ^VA}r{U5OoCh8WAx~v} z#@xiUAN<^K?0E@d7`suj5x4PH0F8Q#%Sn9QqZ2pBe9AY7ba^m4=eOmj5$G6hs_3BT z-F2#biA|5S&?riK%xX^*x{B>j{+5j>mz%?=&4Wz9*6z(Y($3sDS4htZv-x@MYa2B%8%9PpLjKI0d8^u5!bVKj1d z`t6L4rS$m&eXC(tp`Y}#^c6zdj|a0)+~_>V$EW(X52h+S2iAD9MrFk8cHa9x_m}t; zjP&7o_~6VZc=>FND2i;2&+kn03sQvr9sBaLY%-afE)OG-)I8r!qyFf;Fv!(jCGc@)2=ZSk}zbVd{ZKT?FZtQGN)7F$#Ojk5N zY3SUs5wS}we&ehAJ+D9D{77_sdcvh*w3K^>KW+A`+5*PM`u!4l1#F6p=(>rM` zDRa~0G2O~t*FJ|02Q8Ovr)%~O&WBF2f!L+K!6FVd?j(B_GoKufz|OtSjKYjCnnIc& zP9a@cm)x-@M+PIMj?Tl*%x{%+^QCC~*2W&JO=WmKTu;h75?}BNbAPo|xYhH=C-bno zqvb5PvAeG5;@Qk=T>nmHwp6e8t&U~SZ>xrvWw!4zl@_hH+}nPso+X-z-FNkwTb}#g zlpApRHMdJDe|NA=tkC{6} zx~01P`SfySJMP~lrWq##PEL;3=a9-s*`xHc(mmU6np>IC7yIXBZE~d@r|HLE7q{45 z59YT6x6bOlSsfNTTUved7czstoK|fiR#v8TWApQZ^8P$Mu$eQ?uKc{9*fGaAz{qsN z9m_OTiAT)+G8O;BRxX}i8h%0NFM6BSvolWan6m*crA4_%C-nM8=J+K~FL#H7e(tVu z;GNcYuiP9n)+Az$yC$C_CEuIG{9egcWUA?&Y0OWis;B27GDzmLY`C1~1=Z0IZ^}E# zi2Rul{7(*nX3}lU?SMrQXJexASX]&?};1X0>|(a?kj0%0NeX$ z4;vd7Pdity;O;^mU>fm zgV)pF#p{tDuZt(*UzPm39%UO(w1>T$m%XbC>s7svP_EuyGI03Sh5q^c>ppG#?EiBm z7tg;R3wS`})e)osA3yS+x`Cq7S9>M(?EP$<9w^&818oLeLsmdgm|yy@0{@>w|GDIU z6*c+qqC&#|UG%>W{m-I?o;DszuFk+ky=4E>VSg9??}L9Altx}X`+v2?zZ&|ly+BLL zUXw=t(`&NV{2v|^0UgO?udHhTYymO5`Vcq)Kezw21@ibWvtP=H+u`BK<7p@>82I6D z=aRHCtDJOjzGC-MOw|cLm?uz&C_kSk!q?ZQ;$fxZDF_WMJSJ3-zwptsFI1GLqPju# zIudWBB@*671|oI4IKAF}G$`S_v+d+j<2%&0a31(9U~nggcW7Xz{ZwlTQi1Y#sVoor zzrN2vs_Mn;Cw8yEF`@ta*N=eOo(l|TCHUXJDGKs%UczV3{;%ROp~^2m{U22WWvr=E z)cZq=+5Y#+uP&PUM)3c-HY))=h;2lW^-e6qi*MNtFmJ!FZhrB z(P9K;v)V0xtjy7@=T67vd1b)qkA^v(nt|oDY**QapIu}}{A(>75Gwq?zjh2^MrGg7 zJ-xRA2IfL8&v#1S=6N974xS;#AH8(0pPJ3_9Na|rvS*r)Br;2l_dcr`lyn@Wc+GuC zf=lDj_DGifQjY#xi-e!Q8e7h_9kuOxb62)j+e)LbF#{F1U;IZ1222R!)kTJEymSA}apHYaDWHW;C*9KxjW%PMOP}Z3zj^U^n}PyU zN5lEht&?bHHBHyYch)`H_D?5e@RuJA3&A^cyTM0PQl`vF;OpdoWGNw7yl=q2Aj3#* z`F%M5;Tq!kHrMB6r8bj@!*etH*Xgr`@qFJMDN@D9_+>ASR{)vb@vLk+d}$fHnyU6E zyvL25spJn1Q!v!C7VDvQx_ zXO9|2b)=f=#!dShjJ7P&WMlu4&JT+aR*u$h8D@doF_W)s2{9}8G^qK&{NF*?_#CL>8)cUv6$YtM>Ce&6gkek%26qo^%X`Ciwb%it;J zs!n2;Iq!)dOTBx;i5V{WUKMTUhciL)cOU+ARrQVttvHXUZ2peB`)cil`_CAqWNfaA>z#wscFxsY7#Lj?v=C^lwv3n_f`cC?z8WeI`>TRWNmak&92v#p9 zXVR?D05Pb9zK^O^Jq4s;k+0*-qv347Uy2~dxnXXcL?QRy(`>#@QVY4#N9NvN4TCBW zyp!dzaur`UxZ;WtGF$S^uvO^&3ZarEU(ka-b`Bg#kqw;!13pyD-(fDp1V!4B9=@hFM!eR>N{nV*<^YC-MGDOD#OfWQ+7W!+3y7%*~3NmA(^A&phrPoyKKy- z{p~fBxd{+wCPE9hsZ2ddk6ET&8eQq7sV~f#u`5;!{yCG$6k5-e12bN53|D8vb}sb=WEF#MNR0fgN2=~)z7&6!XQ?* zsWqu4Oa>mgC-yL5p;$I72Ug^fxeCKF>|!qfrS^tjmQ4nOa3^!8=;sMWg=BR#M)8%L zaU|rcqcN}!+kkB$n%<8Bk$d!8RY7~P7e_3;xZr9EDV_Rm$u6|D1t!+-$8tQo%)l8_ETGH&}_QhfwkTnmEh}!R|8(e*4w;056=Qz zs=bOE_`KV1c~R}^GGsz_J~zWf|A^`FS>n_8BnHP36E`gquRD#9?Ii84n)Q zFTA^^&?`Rp+?C>{JH-E^F^$+*0J&3&5e#3nnbTN{C*^-wBT^h+>ppaV~FM zj+4zYvCZ{v<^O&?3VfX^I`iR^(gov(C81QNPc~oAoz5T0hG=b{=3k!KcC^j;F3kDV ztRs1QTpE{%J19kym}a8sc?W=wkcy5JdeB2jPxB)Nk>ut(=bgEGEnq;Px6vlkVw{96 z_f-7}fwVGAnx_xJ`bzcYl199|11vx2a4Ij575wD#bYb@!Q)@Ttde2SE1N1`B>CA%9 zuK!Q~(@G`gVN!(qG`I>J>O1*}L~f0ka7u8T)L))VBAjr) z*J1uZFcl%S)Ws5I$WM0yc=U0S!fq@t%AI`gItIQ6a%Xm@N%N*;Ut_(1ugNo{5|gSv z<#nfZC;#PylA)7=ug5S??W7w&+$5qA;OdY&UW^Db@9xii&lNSn8kKE+{guLYU*s{| zhwc5z2NKyubOV1docvi#5aN(cmd(eykaqrYw)5JA!Z*Rw?jt1%2`rNG67g6mR3PEn z9=D9NRj6Jqnynobf&yG+7UGvDLm_{lFP*>xRZwdHrl_NnJE!C`o`Vv- zd#LbS-}$M^h+DU@qi!f@Dl%}1?4kktmH!VQBFku_hqv&JS6OrV$S$b+XRwleYFtyX zjQ;lY(mX7&v=b(1^2-@aPd`W3{~~N+nz(n1Nc>*+Ugq@(T2m3j7ho{dE`v3KvF59& zyC?hP5=)&4qiZXsNQ4gF%V9m=w4S#W4D{IP-jvUrw=v5il`xf`dpCRE@xfcUAK!+( zCoI+p*^6HiIjVEkE4W2_DaGka-TcH8&QT2M1i`NjtFc<~mVt97Zz⋘Z+>So=y!- zyGUB!s0#tmTLWiV$B+OnZl)<8NUiXn-Q|_IK`YuCx z?UrlKGw_mwmi)kd8^q0khEe-bdY{DqxM?V8aDs^@#iJZ7)n7E{GxIrKeq82J7YI3J zb)AJKzxef2CUk*Q&1X?ryTQ4T*EIiDRyKkOu=f}Kj5o~E8k;ZKkXn#I)Up1C99RaA z*i3WC%mZ_!9+*4%WmXJxsyS9y6lNcM)Ut3Af;GV=)lw9Fli4G8Co7DfOf^Z2Q&MIq z97L(1nCcaBRLvu`5I$@f)v-2xuNN*38!p)OvE|q#r+DWqFSHCc32WKMn>|U4K@gCC zRFkY9l6`R2V~J8ta{u*N?5Lk7>9I_CMBGee;5Y6(G3mo;MLqIE;J<76@`)G{1%VC-V;qD5n?GtZKcfs_~ z$&93;m+2Q@I=5qihke0ggC9#07a1j%kt8*QOUtaDxr+GU6ZVHgj`Y>T^e6i z{wTCD7Ec|#c>3!^i~ob1%O?>9Pzu*w(#7xspjF^Eyj+B9Q$BpxqvAqxK4)M+o^ zRIRF0785dtg*d^mc41G?5LpU01P+Ns>}G%3)2nWAn?~&ga1gwZJKxmZIbFDH-^IlY ztUMm{aJWfYmEwDbu#?;@PJ5!vuvJW)%5eaqR~HKIH(?b{TbB|EW|Hgd1+)v5kOYuB zlN@#Y%H!-->CkaY(ZigDri9Br1c460IH1y=IMWP3LNOhy?26Bw@7@2%Xvhn_uEH?8 zL~y^DQKSGQ(Gof6p80E^F1`eW z(M1)j6ku+Nr|25QAbu>W_el9G$Ud_?$gyf$MVx(9dm_O)ZS|>&!+^&#@D)!j`l}@b z>Tsomn3GS{ZVDItWrV_ArK;NtFjoHjK*T{wC|;<^ckOQOOElSi*G*(rAa#Nsb(ldNcPRgce}T^?OtBvnX|#Pc1Y}Jkl>&7|SL4oCJe#eXU#!k%Gr7rmC`YVGtNvOlD6(Im@t;RE5MwN1!kTyY=;3VYNZ^8SDIoYXZKabNwtzViPT?Z zJ8A3>U`Xw<=NekqTmsL}vKRwGON*ey55u6z-k5xY0XV{bFN!LH)<1Sb2}Ip5nEc6L zSqqyZL-^%W;&06CK1B75VpvrcE}Hsu75(*^O_Ev~*ozUEU0nJFepCVmE~{VTyAlm0 zC&&#qPum2LsmW8Cm0SED?u3*E)x>%UtJtyz1`j1ZFX(Z|YJ4G>{Nbso(91ZM;NzuW zruWIg2SpFpsJ0{FtzRX+$ZP^L%4c1hVr{H8 zu!?*tR0*^-zllpa@Bw094_`eUwUzxv&my%ial^h=6j(&w7j;#8qH@oGtPiSs5&{?_ z8va0l%=;-#3ATh@9_sa0Sl*j$;@&GuP9F@<0ezRF*+zU5M&R5K~KUHkLmDx zcYEpf6FxmK^?zDOrsI@9nJP{kQnAx3;cQnQ(_B5;4Hz~R? zEl8NOZ&xWb%3yV}WZ(__s|kM|J^Br7by5tc6@lPgae@!79=98MZGLN{^1V`zgEU3O zF+ts!u=^Qa7`ce@?3cz(56{=4+^wC2 zQ7`#H)M97{ilztmJXJo^D<Qb9aC}rQU)D$m??7jWxkOy))mVKrbnq2-&_e3$oES+ zzzW6i#;+g8uflwaX&EYtW0*JT=;MT&nW&{kY6$d4B_J#iISe^AvnT1%S)XP@iap0_ zjN!@Wz`=G3!#i>T)F&8SFP#Y*#v5}vA$|7LAA*uvDx;_>JLp4=;DO2>?b%(B$A9(=d~Kq zjQnw@f2s=ICe7RGd~9cVnqNu~$3t5<3$HA@953*z)|IM;P2-2NOhs`(px>`nj3*RZ z$5HI~E?yvUuOF*8)p%j+`?m4IE+Yxfp~?vGG7E3H-K)p&M7*%y`rLhT#V*@{5LGMC5`8pd48r9? z_<n(}aorz<-am?4ZvUc3Ct4*1)fhcm+MSZCr_^;IPL??|>F5AU zn|>OmPB@=_vQ=>ky1n$| KYy=ze6VT!42_>H9e*f&R@;B6NCcp|e`>P7W57hVGF z1!SC{JAx^E@70YW>BH#5XtmEEZ$NgScSc*#i--9t|8_D)@!_x15H8S2!PPb#`pl#t za!bliiraRsVw^@rUu9iyiKVK(hGP&GjIl#8%(1+w7IdSqc`7aJ3#_gIXapsD!ya4? zxbCKWKVBzF{Xu!EsCCyV+6&z(a2V}PlV8od%yRg&G4`%{)S7%NY=kP@K$J#oufY?Z z@umm5wcapZm*$s+@rF2WBWb^2CQ};|k0~UG)KF?qY^Y`+>*v6He}oYb;63fh-gFM9 ztxmed;Z`V^d7QD6uJuYi0>-;DsR~7R=ZgP67}Y(>vAd(%uW%@mGpQ@SpUIc&C1O)9 z8oy`nt!ivC-rMdrkdeHK{|nl2Gl?laafQ)E32=CnKvL8h9VFhZK*GZD#1voVj7qcI zQLKR11?Os4G@Zau$C@df+RynSXZf{@^~;p0l=;JE;n0E}S}_ksOR`R7DivQ%Wr|Bl z6$UY9+>3&b;#(Uzel;|8k3pPc^|0_`Td_cwNs!BSnKNN(l$ByJ#ExpUDq&AplG8L7 zHn5RI6({`g*I*!lJONcP^-Kdp$KY?)eXt3*FD1Hsx2l`sm-ZCtt&+reX3O;_UAv&7 z1QE3(gZ+pPJ;bBzmyIRCE3(A{RT>T6>q|87YfHlNE z#xl{3?qveq5_KgaLp;HZW(GS?;famOzu{{!@sgZR?obs`OTh=6qzve&lK zC)4~vY}Ypd9;D?7#UBgPRpp;XnUY#woFWpmhvdw@(KH(`qXVo90kx0(1` z9KPinGSpG@wFhbXPHoPrY6g?C85Iha$hbl!fv;rPyTu8mb#i^OvdZ6F^ zE%ge{PH1mZIa;a;E?)GSb+e>XIS!}HQ1>E6c%Rpr$%Qg0!B`DX)#_uG=NWs5gs3tD z+Np}t$vExb&fpI}S>?@@wqxWK`>3*EJt_Pc(i7Ef^?t768yEy{{|249bnI=!4y!EU z{VR59K%Ha3fRV}YL)Q0*U|9Y48}`^FgB#SwQ8XAt+qDuVm4xAUd3g{(F?+Nv#5+1D zwJXgMVj6gt!7){}hwT(sUskJ*xK-40oA+x>5T*DcUIEz-21xWi7BX9!t0PGwu;8cM$3I z$h$QDrgg9yJ42lI%k1XF*PV$k-<)!cr0AUGIn&&x+BRfHkcT~(!!nZhlFG6bFAkdP zjctCvFZJ+~e7`iHGM;Tb>3@zGDdBnDGq1s!yQ+fdN^T`>3Hg&wbeSs0M3PWq{rcGp z@f`QvJ~eBrtmJKylNi66z~|~@q2E`&uk0%aVjql#N8TBZwbsRbC^j79 zufMkRm5U(RNI!mJJ%;Sn2-p0FDK6!EWp)qexx(X(^bu2BI0{EvREeRmzbkF0dKox) zI@oM>)~tsy*0e{v$q>X@Q5aRhsSSy&Yrj0-ZMb%4oNIo0l*^@_x1L5v#raWL$qPr? zh=tR0o|kVLOl-y7c~tr_M(#96_7t+mi$(%2QMz528{rj(V<~lUbPg4T;}wQ|9eHRT z2Sqa#)(I|Ui!wWrajx((BY{EXq3`jmZwzA)9hWLpU%A42Wlty58jtlrG!=^Szsozo z_e`JmInq{Kn5vLFZE?z-Xq2U7Rlpmshm8NCzfie)bR`u|bznImsGrNZ(tIMg{V) zMAO1w8(wc-;A&Q=kK2iiA9TNEVC2JlJD`J;;_5%F6kA8wAslE z*XY+LdiVGt-H>eRQAjpz#YfW~&6YF43q%rPp6!t5iT<%SEp4hyzmyzR03-r4UnpW; zM&(|icu^-hX%%4vTQcqW!ckEuDDsDr4(qGZFkmz+S#B$*VQDa5A9s_sHjb~T0wvun zn-fQ8Q&ITUysX5}g|>R|7aaK~emCZYv)mmrrwD1bD5NRppGFaB(d9pi_v)`{d>>^B zIok^wiQN4C02D=yU#HI4oMfOTIzVc|%}0Fvmi@l_(te%u*rb4!Y#nOcA&x=CfrP#+ z-c+htccd-ZRDEsqQ~XQi_WO(~Y5wEAqI}I8aJiIC!ya*HHl3?tHABZNoxM{_c9+V ztfvX?ox6`vNX7zo`iet4h+2geWUNs)ct1_X!npJWnq~8)9>}KMU|5Kn>raFJ3wp`6uvnJ%|9yT)SNO zTDBr91`^YM$kz;_J~A;UB#lpuyQ|RaSL4;m=2Lvig3KsnrxBp;_NHnOAchJMxijxE z@HPXMq!)s;?T8QU5J!(7H*r@CU3vgf#H+!<24qC0UYmeb?Rwn&oZ*(Mk|5z1|`9ZIl zW%6vL$dCcOG!mXL?q0>lEFJ6pqK_sIV)a1?ufH6aSh;(9rJM20WcSzf`_<~ye?fmQ zP;mmQ4OYk`S}c%sGBNdi3Ya>aX_eeUxM|4)VZ9hQB49+g@?zL4hhrMd?y?P%>q9(j z`n)fI#vRK)l@HB!8GiSPgc?K>xW?facK5wH`t)q&b0(NQk`f>CEaA=iEOxi!GPr~J z!sB`_JTXYM3-bJna9*cD{7b!s^Jk$?T#332e_wmP9+Z?DTFSDWh0)&bkw>n6Ax*pObc+h)Pf|(_}ptavkHFGi)p%4fk?+@ zAqijLadg^ed9ei~8p>t-4xf1RKGNC;v-gA;)8hC472RS!j5l&s=dq?hCF3Q?hYGX; z76$%}iYB{soMkv80nE`~rGg<0hL7K=K725nJojj3?I;1E@TE_a0jy(%J)F9EOeNeI z!|FI%_>H-%A6j*b;99U|isBC*tx4IAh78MX!Z2_cSs2rn;<&q3El8;tGLTCA@uTaB z+Turn)J%{;t4f(eyzqYeM&V+FB7yQ@?m5bA`=-BcC=RnnIsYG0C5iqE)$0DX@0p|Zv%Z6ih!g5Ybl-g;9pF@QgDXZahM z=qHR%>QJ5n4Xn#%_0x~n0ckkdksOmHGl|K zX?*~6w8Fzty{o}L=4sN)NkD{e4fTk5Ddv!#B0KxDNkRzX=O(mD{3-OL_4$YSpC8Gy z7{$V_iG?`iWvLY?RM5J4coQ+z{(PjTkX__^(ahN*BTL;7iV)IgZ z{grMco>7K(!!8#`2Da-Ox|k6Kk2}FbQ45p0rc1Od?@kI5(QsCIm%T%HIJ2pje$Au= zCMcZU8mfS}7f)K+&e*MWLi8Uf;if(JM5v&I`u`5-r34zw^@;_b{ zf28u^lj{^^aP(N@9ShnL!>44u>WRqN7hoUKB&bv7Vsvfo1{pic<|66M!}#CbB>p%7 zDiBO}3hAKs(Tt4Xq~af*CTvM1bP}N1%N6M$Qq)pZ`TQ{4Mw0rL(0rjzxvII+S+8p> zGsM6koVtYy0c(t5u2{#%Akv@HO+XOvH69>n@cex?ma`o22qdw$zpA4xjBbpN&7uRm zz3S#_XX;L$R#9{yU!#n#W3DszhV5D#l%;bOeQav2xy*ILUkqoT8{zN{vcc)UE_; zsf&kGnBLtBXh-Bx33Dug^VGXP=Vv4HfiQh%Ff0mOIBCf-QlmTOGIEe}-r!u7FS-|S zn0U@cKJ%DmQtdEWKH_~Q_|E(Y7HXACGqc{{hO#J6i$$}`TUm@XS6ldb--`Z0*umLY zR6jDVV46gvTA!q6gz0cwZrCRANBei}Rm-_8A?qRs&;VjVeBp+Yg_nCSn8*Qm0VcS; zhJ3_5Fyp9dIbePF9Cwiak2zTdljl*LwZf2M2;E5p2n6WduVEnjQP9Z7s1q%^e5%X` zT0Ofwe2BKXB*2IaUOEDJ2c zFCz%iZWB-*AG<)K2}`kaekzYjSahYG;|CgK>SK&BjO8#t{cG}@dyyN_g9 z`Y?R~_RdP9T~A;T1OE|o)q`@qs%O2JuJm0dxvk9sHM3+H!YbxtlfX}|F^rF}^;2SN zomnB+tZSB5H6-KN6(lAAUy9LYrZM`$qOAJGQFY+*~9AGoATm1{{A z)VBNjuR)D(PN|4#;flWg71;-Hxcd@7EDlNy0)jdtx)rzU635;{nDirX*@=GlIY0mM zcf8~J)%uI^zdi1M!ExPbc)V>uI3(dUJ1qv0Z|^VC$F~PygaE}f2TvAX1~2?caGwW)#EuD^hYcO)pOf#XPH3alaPA1)*#CSMzp@+f z#61MGA&lb>NG>6<)9*&BmsK~p*nvn~>+MkC|4jVA6{0xtl^HOIh@V2^H!%o!q5w9A znLaJ!lX0{6zNjZoV)TF3zR|8hb9M!|bqwb4T@r^XEiZag z{bLpbnRGBe4;ZsTE;hRujsJ?1usd9D>h5-5_OyQhCk7qj+Ff3&z)lDBg5Z@eSIg+T zyt0)aO#wTDNPL2$f~GKWoQ>kky+c?e1N!YA2W+0FSmVD4ORHmQ`Il_~;njXb;9lJ3 z7b-qHKQ@?s=Lc^_cjogXbC7aDn!HV_&lQ#za<;;9A<}VJFx_6L}3hF^nHEdca5 zN>&}P+cuFKu+y}YB(?K1LJYo`V%t}5;WO1!Q9tcKaq^f3%`j|yKB9^AzQXR%xo5ceZMG>NSKzwMvNZV(2Du*TO(I>WKXOY z?)|vpztAaa1UG^K7;&Nzke1N~)6=WKYp*6*ukn`aW!6w|6pfXi6q$uCeP)G|%#tf$ z6#vZ}7o32g@=pL{(4D)yDx5MZ#Q|9Do{&;0$)2pHT>+iH@awq%e{D%H@^AOUXIQ8@ zBFfwe(=$7{%-cS@uJl554o)udH1Z0Qn7u+D$1Qv<7P=B9h-l1Nu^Z$5-%H>Axk>hO zO`0Rv696omhk|xI+YP4x@!c>hAHH`*w;iI3g0|5tp7|FCZ-cZ2rL-$pDn@j~mp~n7 z0Iqp7V`ddb^b9*ihfjH__yWhBOyBS$3!UViEO+5YnMI}N(PMi1-|mqw>I6O=>&S|w zWa)i%xg2bXei1`c$8_lqO#Ve-b=E7*b^v8PYCXHVhdx?;b!hN+Q~W_t;ZlUDPsiTM zehV;*N`E}cJCb5XDR)*S_3ionzjz!w1sv3V_sK*{;LXo~%D(rz+okzq1qR2E zP*;-&3xG{EsU`~!ip}CF@st?)ArZ3r8PI?{PjcB`LvkIT?n%KzK1b2m#75~oXCG{# ze~|H0M_2B=)^$-uxBrSh8)kKqS7AWX%NGn+q>ZEG&Xy?8HHjw0=lDZ@msvK207JK3 zierwei}ZmH;GOytKlo>>a<^xyZsOrqOZfg9o%uf><+AZ&&LqE=6rGtkF@3qh+ZI;s z?NK3>9T!iK{eEP(IjgnHDIv#L8eQ>+KB0Y#8(Oe}M~oojvr(e)jowR-;cqAcF;nt^ zJ{q=mk~uMBn{v}UeOzPGPv3%}BZq(ynbM{_Pv!_?+nTi>0$IQDP!i(+@Me*<;pA&xI-&w+uG8EAX7O6`-MH>tz;031(6Xx6Z9GY&NRgsa~UeC=5mGMQji~XM(Zrwzg(q_RY-wZt= zOE(4!6WWfKwqXR+G2x zxtZV6)88K;gugrdjc_HmmxGn)m1YO}vV%~*%_xXXLIzBFY~N@n>`4jx#-Zsn=WxdgT}sAT?%;jboOw@br+q{IqQxhK+OQFM^Ex;%N3QsRrg-5tqC<@ z$93sXTu{eV!PpgDG(XmT1W4r;rwu8v0FLwDd+_9~mfONI!-xJuDtiuwp0`Ii7|+D4 zY}*!*3G>l-;atbIgkzwAi{0N3SEsI98k#l;Rabift$MoD*yu6@EMP(h&57ztE`Xyh z-%Dz{Dk9|Lx9ystc^~o|zEo8*BAi5#4YaPcmI4@xbAeO|@`c%tX_|dJgcezdL~`)F zt`AkhXZF%x3G>)-8c6AXRzq-g<{K)fzo8`etZl*$t8c0;S(eqhJQ&6+D z9?lQ%bwVPe*x=iA%^D>gG1u1$H=mb2I`f_L%=t{wQ~n5P;Yx7~)u+#!Oh{ z8XLXZoveVjAr89|=h)odZ`lz3FnQ8}AA`9Mm8VEOtg8%i24;-j7d;Wq;<5l*i()2xT)>!Re>bSQ@1V|TPw^Br2Hx#@;j-x zNpve_qxILIC(B8nTHp~W8w2J3Y;lS@pi7mr{JO5uLq_B`X{m72ljvr~>)BRu*&MhFg=1LL-%!FrIH-ulmb{wzOqP8DZbjF?I_!_D0 zPZEGTdyqQ97OiY5D;8TDX!M9aO}&4eBQ;~_?wxEUd3c3{zrMFF+sLO_jpEnzKsu=! z%iCfb87T)+U{|%UwK4-|uf%%J%3li4=ah%F->Xf1Gww5LP3SyS{xB)Ya{PfLuwTSf zXckb9cHWh}_sBH&h@An@+BS7`sLVrR`OGiflyb8Ti_o0W6cway?*A>l{p<7<_}k+2(oLX6nL^D@!4=ki$_w94pM&6{)CYY~ za=!KA%-7x1(>*=k%v$$%@2~$jtYt&P`|e%4cGXi)JwUBUgk3Y}@Elx9?e3AxBC=B)dz0JHZS!Ql&Y2?vDt}idH-Pzg5DhwE)T99a(ofqkOg69!muk01&`wy=?A3bat zI3gTaA>=T9W5@sYLG`2#o`igQKLM7Oz=|K+PQ1JA0-v5!{B0q{99Y2|$Rk<(ur?ZbDNj+EMD`ut(+@dABE9O_LjPLUzm^sJ z_5bRJC-d51p%Bx~+S=RqeaSr0dB29gd7RmK5{T2`8BCP_r%P~4mpW`jYV&s=G zEk1g1D9X5Oq~WxLy09huQ;%_1-XB|_!_Alp6{TzsN7Ju|$0=eRv9yv?pSMz}rw@>! zC+VJo3%#9z`27?u3P#+Q)xKt%>Q-?NgL1`JSQdu`+`tF>B+WW1j8O>&h~Mf}?>nOuG%4J0 zix-}79De*?`@G<(gJq1XzFw_^959gs4cXJ@O)RwoscEZ4Tip zS#7!~S?zeGh@#V?aFb>r{*yW7pBlu!b%g{gF>^Pj)ai!Nfp>1(y`yn;|EXK1sAUbI z7{6-xO7R$6Bql%n{y)7;V>Ch{7vvi|x5e|Ey5G@%iXt)&#J&{mC|!gb%lXdF7Zq1t z&aW?(gi~Z_YhC#8sE@^dg%0pEB(U@k*QkM)*u7q^){OxaZmObpy*~_n0=*p+PkAEL z?7Quj#dmz9t!jlxHJq3Rk5&|BDInF90)>e%iun16ylJZoh3F}>=PC-*?k#32;}8nC zx3wasy6Ae0X{Zd`x3Ng@a#j1E28XHYn6mHd*BzbaiBwgF1w6r#{U1jwf7%Afk=23Y`%f~XzmD*4 zBC9`tgnvI||A+GfxmCbOC@R1<<6P%%QYg3^Wn#}E2NyAih^sSDcm01kK>EvE|1#Hq2NL?f%v{kZUjcDG zJ?GIAE8pvROP~k2pY-q(D!va55(}R#plIZ<@R|Qf9CUhaNmMR?QqB6}=IH4ffnKxR zwZ%>E!JK1p>^BgJBHq%uhb*@)xV?=Z1UU{mivj0xdnjxx^;%9BhkNV)VD_I9XDY#?$pX$C9x|y|MR)}!le$KCMbKU%-o!HiHbrm$DM%% zd)XX2kH()0K?USS?#6sk=W3Q9+5An`WFnG^?fQ~a&jZWRAUrtDDCR4gafM#mqqNs) zB#7Sn?&_EKvoj^LQnjZQ#TBke%vX`mfclgj-O-Cd9k&mkH8~j5p=+zmTMX^1u1?T@UW^DVNJU@B z4`Pt)>10O;1{Tk~C~Qo#-g@_fO3S8ECVlB-YFr;8d;;tlvB6?mt=8oC-DGPQjBx$=EOV*MskF2T!&T~RF8svI-!!(=w7es) zN84M~WEUxL=7E?PR_5!vZRbtLwM*@_jGle9ev6mi9NGfuq?)pg{#l2Tnc_?x0N~w~ z_#0);IKM7mHxWkEJ3bqG$!7s`a8_~SIk9_s+H%Di9Y5^Ls@O0O5r3>JgKNu8*OjnO zmv7vjckVyP$ur&BwU$DGw!VvG(?hxl>Q0!kxWyIH5v4dz$EgG>_wsH9a5pxcYABuEnkfEs9O~DJH(})eoBT;sJ64J=v8D6 zp=dhv14-ck^hDiP5u=_A&#CSlqQ`8molcZAxLfuC;#jt2P(BoUOH@7ATP>h{dAZX@ zJ0`)Vj-$L}T&UMYdgJ+bo1g&IVmbA0AMql0Q>2~?n)o}ypkl^rR;)+#+BQkj*AoP1 z$>};fl!jeo=8n29IXR6SvxOhWOcSgt+Y$Hu{7a;ak%bhor1+6UtCDYYSNjd8$hIb9 zbmPg^%3wvBI+uaS)|W%lbNx$`{rB%C`|OK&s}Fv{-O?9crnfc$o6agV>Vhclyr;Ks zQhl-yHvwMY();E_B zhepxyLU{7dLwr~UgVJ-c?d0)iH4ZdPk?I9-<@lzZf4TrZtkr!vH_1LTJ3kg0+D-~| z>e@PU$iG>rWZZ7v0^tE$q}bO7WT`2QoA&CpG9Q~fmic$0_V~Z^9X#7|=Gb!|rww?M ziOvR(KpMe1-li?p->wcMo;CjjDxwMIuq>UIUkT9P`~c*S8*|Sd9s53il9;gynzaU2 zHl2zO^A|gkJt_wylM?zWx34M*YTK`L>{{d`rG{0!*+joSm2vAU0#7Keox3FbmcEYN zvyvc0{_BKEg=C|UfPD)chikYbh z&p1G-dp7gjcKc5GWUz#3Xx!qv)>f}ujcU2YfNAz-mwkTNnwNM+dV8eGr=Nflqk}Q8 zn7OgyMX#}tnNrHHA!z8wB)4fjT+(d zA=jJUy>x1Qb~+*Mct@aw-}e^2bhc(crPf1Q3tT*1Y2M?v^#couE2}}IpPTI$2=!MV zdS>kLG@lmeJ-qiYvpGoVEaZ9n3h7;%0~*ml!Q~AQbef6#rsHyiPWihuD5R~1eK%m- zh#pMz6H+qr#FOA(Hy904uNWb!Al$v>>+P@CEig#~)%v)?1y;K}c zJaKHESfj?cy{;>$uWgc9>dN@$m8x1%MZ#mR40Kln<+a74fUht;8C;_r%_rmhOr3fv ziPkXittN-T^+M~4uX>_oQGGDiISi&!Lq52*(sJeIK8XUPooZ!jN{?E z9`OR-SHKb4A~JcDH>w`*mM13^LQnSjUZWOzTo~qaGtNn^!?9xHCZppyv%}W6%!b`O zw%5j8x4qE5Oxwqz>El8fXS}y+?vvPRd_}dtMG9-}<;vG-cs9+!`9krL zx{XljfxGQ;{d#dc(2_wS25!SPbl}_fe&=9U&;J<C#^t9f z@2aKGeK@^`w6InAKF`Z(+L02X>+jw>korknVIt_(ym>dsW3b{Yk#m(Y!QM~%POyDC zKdLau?a&!79`FvIZfjxFl;!ff9eR7KChMz~C%db0=xf&_6 zPpyXJ2-bfGA@7Yol#L~weN`cmMW)n3I}F@~@8cBX$H~X3Eb$nHeU>(C-pMCuh)-1| z02?Ps9KsOyKI%(6!&kkDZ%fX)&$_y2=24xfJDn5wwj=#Zo}Vkhj?)lD_Ha4SQr7so z%qqD0Z*3Y@+>$@w*q%u9=xxQLJmpu!;f!}pXO>dWPbE4#`^SB+(P_==Wl<0*_#%S4&B@;jFrQ1Mk^sz4(laC7bnPqag{Yi6+Z>`sHzf8S`7GH#ypb z+ELaQo>MTiRI8Az(t$#aUa0#hr~Z5ek)`%g<^a@4YE!_z!zR1^+}JmI59v=`7nwiE zW)kx@f4{2TeARHx>Daxvhe4kE+l4|%_s;^gD`aENM|v8CY5_-b zA7~fQS6*2s4^<6JR=Dz#hhX;WcYa=FYt6y6$8lHNe0#3PpR;&1?0hGNkEM_N z_3^wc{vaFL*VuGg$v9abz9T!@)G|k{&0hpsb6=$<WSI?XXgiIXM6 zr020kut+yr;e&zfS;S^?SXTiGOCOpV9 z{N{yy!@}#l*KdXkw2T-g2TH!bun6JH)!ZD#vQ^B^NA(e{NJZ$rw+U#N>d>)ZN~)<7 zG4!h;){Rq-beVteBSI#n8&=ritIEr`QB_nU7=P(dqu?0`cQJ>@7=MyA2&>k*1|R2GiW}Ul z>9?vR+CJD=c*6JTdy9~o0Mab^5c2NR=N_Mo8%y1P%Z~EP9g(Lo7tcRB`t^1hfnbEg zwDL9x$67x;T2*;H>`7i-`Ie(e%ejfs&VC)smHd}n60w}ae8NUdt$Mth+NM>gf_Ht% z{gORywN2Jd@oNSl_xj~$zxY-g#YW5WWir_;}my1>mOjM*M{wY1S_ct-qS5%B+ zf~`KI`{ztrUQSKCFnWhMl!Vs5U2SQ5;-+}T+K@{vswAC?1z#mS5ZTv?uX$pB$h_jE zs*Ki)z-y5c#UH6|y>yzcKE&vv{NAUI(Z$FQ_DG6!pLK!w6mvE z09*0imk-CTgc2zJnhB&ZaMCmiL*|7Rs`UYe-T>UVtc_g|YeQG8MW_tec9mjiF2S&HMAo*qr1~1LMGV--{os z_In_hlF2NLrd=^SDVIQBe`VE_?bFvgpO1VGw76T8_gH3VwLW<00h^wUbkSFymEp`X z<%M}e!iJ$fd8J@GM@gN&H}_)d@g>!D76YPf`=x8b-uZY6w6mVa1kQhXDio*;q zc<=EGVNuQ5p?XB6mv4nB3(XsZ#F)w5;IHA~efFZgr$vDgUt3O>&WHPQv3p2gWIiDW z?j)nN@Am7HX&X^Q0&*BWW5GbDuI7DO(YCX0W3iQwBr7GFAEo-E#5X_F_6Mz~rlB~C zuP_viI~6qMER~skc}RP@WTZ*8!t7Sz5>u? zl~S%()4U>KaLoG3c>TdsxE?LF$hiZ{IeRf&f#6$hh7;@U#obKVxLb|xnwc}3&)zxO zzLy+bYJ6YAsB5Kcxu?GKXwPljO@E$Pq?zC~y~NOC^37gx4yxr26}_YHdc#&FuN=0c z-WT+iciq*LZA9lRyU2(kAJg>Z#?jKeRtB?=_pN>+fnM(bcIF_9wEY+MMR1r=KL0om zP0k~wq|L_uODF!+km%d^rDCr>m*Z zgPU_=7J+&~Bn>w>4eVN;FZ&=gP_^rl{6!Wv=Hp^DagUw4?>~ITAmJ``gF0E9Dnc-v z&t7fzQHJ?J!$1mrIN!jzk6Sh;>!|ih5I^i2`9$c46`H=e;PqUJYC7tbr$$Q?DDP1DRX7kG(V?1WQv*bM^;9E9XB^Hxt# z27&U8tkr7xqS`#BGZOilKJ}b)}Wl($b%k@ zkEa-IY7;b>aRdB~^rhEIP{~}R0W7#vhOP@Rv)ZS|*H z%2S_j1?47rhrKP(_vPefV+4-n)SU zu~xXK?J518Vn*p8tbqG?>TaqiY|M7_2>fI}oo`NmL0`|gtQ9aX_?7&scvf2yy}8~ic}UIz%X9{GKS+T!`iXhWo| zPJc_R{1V1~kDps!PTLZ5Q0LRu;lPf20tT!iOnZi&hxgnqc4rPu7wiK$Vz*8elh`Ja zk)w`F?V1~QAkv;RJ9CkU?@q9`>=Dw}>_!O^U1WP$MxBz`UIc$3_#`h@{Dc{2tax$d zYK?GQB!X6igo^p*?q=Xd5C0GvG^jIuRaB#y#r!TkBkiY75I*@SDv_)z27B)-QTE3h zb;qsQMn&K)Jb*mM{}d*bc&buve7;nvTt((8W7iyj})leDuYIowCyDOcmqN;eFS&z_DP4@u`vf}z&{;2`^Ub4I(f%i!Q=uk#f zUg*#-VPAy4DPsG_NR(AW>Wj$dQY0pU(kR};cTi_+CZ)<+HpJNW({XpK)>}rWt78-;cf<~%?~2>)+>Ph+ zs5Cm=(eN&6{}mJ#?Vjl+8(Z5Qz4OCbfgFtRiNg6_Nq*~zQ6<_XzLx$9F=8D*K7Vqa z<)@(4u-VIt{^uW)I+7_k)I7TWv1itoNsIFBnaOdOXTa#FGPUYOhVIv)LGU29T|B5> z(ARX&&Dx^n3B!Hv9M)y(0oZa~vGFUBi#ZQe&fvjPi3mbEJdFD{l$o=&oQ>Gvc_j3I zP()II7NX9SN`Y=S2K-804-%0Pt!#&}3OV}XZ6O?E_=F!^qkf2lgYq0pN#s@#e>QZWWj9RIDL*y~;*ui7aDWw3Dt1XY8ahC%9J1nB&3z)L? z^|+a@0TzyqQk!n@9JT3MeGhuGziH^%l*5Dk1Po@rvw*kPiT=zVBUZ}h`ZcEoSzNj( z?LSFgfCQuYpaV@H0vK zc1FZMP;?Po^539*RQqL^8pSJ_0oyI`(uM@`oB!pO!V(6j;C}Gey8e*AMgh!n1gM1l zO2$bw?e0{Ookti7wrr&YdGvC#gXY1qJ#d+-z~ZX?~Lar zt7AigY8BY^*m+$so)$tnb2RhLK(OC;--FM^wYJh7c63z+wy0ZdIn5 zC4{2(D*6Yz)9jzKJAYi;k8Q_kBm=}vUe8-><`8=2_Db#i!mps?7(HTKm$mv^s$Dwt z?!C8iSX}rKXgiwP#WaMY_{l~Q&qlrbP`k|7-|=jn_^_mv3+=hQ6$4?nQbV{4R{I*w zbEi?llk<_Twry07RSZ+bYvT;5N$VZz_w|W8UHI1zC;DB%w zjZFv-^xl7g2O2OA|YKOX$|~8-C_P^xW7qZ|1#Xa z3^(^j6V_iLD$>~USEzvGRzK)szaJ_9Uu+qOy1PRucU*z|&>QSlz-5gExEg|LCQg@J)q z5N8l9O4l2g2w=9$1kt7?_aJ1yfHotIX(@r${m@PRJB@_@(uNTRAR?OqB+;>LP=_g@ z)N^`{{}^IS$c=rvfy{hDc}0mvDv07cn+s)Mv`sQn`d~W-Y!~?(1j6EgeA;(9&TJTTvG+;u zz>pMcsOU?(xnL-{+fgvewW$c|QI+*rfW7;&fuJfS`3z*cs1aT&GIiFO0GWNeF?bnz z6eWTDsP}@YRYS*IaPVBV(V;UQ(At04>>yhKl13fV{?VCQ7p)Cg@EBmGf_neh-1+mK z;CFIYPS4pKAKms~eZci}kK&C=n!`F>QEv|WvLD`Ss41&PLK;E%;vpgXv%&|Oazn*m zj(CueUQu({dq7qeb%W+tu-qw23lj7Y=0U`=IJ`FJea5j59}ZcbIT6lJvVs@#W-C$D}vsoIT5A zW90qNcHLjzKYBzq0`&(XM2qP7tx$cCQFH9`fE24n&791@B?v0^=LUv3ic(vc*%Iuo z_IW~O>=@Le^xY)iBU5&cC(Ra)1P=il(&~m`g!-8$mt-&vnZ@!FZ{;7Nlr#@PN}6&x zL-CkAW)1Y$HnWbSMZHlAwlbJCEm9Cy@WtBQJc+~U_9&5}fA8s8aCQOXhJ)41w1ZO6$qkTZq~`(ZqZ8pcgX=VDK8Sy@_a?f1|6~Oe^2Z?M#vjNiEd^R#d>2^y z>}V&Hh5L^qY&~xf0_1o5%ECwhlgACDy@+Y#K$kEReXW_`<4wo@6TrDGbP7nt#OEV}Er%cv_WO>9 zUlh=Lh=}I+ljqe(+C*E@u_d$R;xL+7RP8entq@oFJ~gc{*R+Sk-zP@RqUiA?WMTvazz^8Uxqat}`;zsO5L+xytQ*QPkWPvI3T?WZctsWaQC6@7&$_2p#;L(Rb3dU1nZ@yFZ_8Pb!FaAam z7G(CXS|gfAh@iAjCeu?TK}>MF)wD~7ts_(jv@l(cqY)m`#&t}F?KAIr*qv%QDuEo8 zgncyL?dO}4I#6KdZwt>%AEY%q%Uj_h&l6K2DPgEBvhq!FsG9n9CVDko9v zc^Wj95^+DFi2TO*p;^PEA-1VSP?(<;=)mg`%(~@II}A=Qo&=5N z!Ke6Q9RR|k3(?TEJT3hTX8{36YRJt{n4g&^ci>dPsd^CXtf;O&fK7k5_YfTkB~|mL zvB`NdG|kJd?WZV&iD{sqQQ&*&T|X%2sbMBHnEPikJeRM$$ly;Sy<4%p^m^pseoOZ$ zoe}OZim>&yk1S8BTC8c9(pF4}w}^@pWLc(<0bhI$>CI3b4LWm^eqRIr^rVQ}s+Bw| z)n=9IJWe`$;-w4jB3U1qAY)r@s~&-Hzcg#s}nZO$3%l zspuT2#m^k2u6jK;==XOm0Pd=q^sThfXeoUGZ8_1?pMox%rnM~;C2)PSHG_He^TPzm znJ(u{b{cG^fsyD(xj)<>P}YJCJ7+uE6-doL>^KU7u*WNSH<)WLH%`8Y+fUDIetS9m zI@^7aWRk(86k(&7aXkQ!+lmY01mya9VqVE45Klg&fQzX1QiM_OENWb& z*R;i;_a}|HX~Cf6$t%>bH0?p(P-`!AJ_!xFEr=v3>)WN1`AikR*wC>BN!pew23rh~ zu^(0~o8zb2T2b79FZ}1t8S_fi7)q(*^=Pzw$IFpdbgc*W+Hm=CQhc+$JgipGJ0(;N z-BDph46e0;mQpJ2j3(>%x%0c2^+-E>^#$=}`dAUgRe{L;^Rz+F~Zlv{Kx{oa6k;3C^#PmKWeq+K-EL|8BI$CAt+`GppMf&c{XP)wr*POJy zoa}G^9K(C6_Re0mc?I@by9@W##mTK)IIaex{SS;rf6Z@T>rpB!xv_Mz`+4<2yP=~Y zWAX~m9)Zt?iv2HqJ}J6->E3uBI3G?~?ZhYf+C1F(%*t#ZVheY|k~Z(g2i%3;B_hxm zyt!J<>p^PPuEKrvncvH$W&&T03EZ81V%E#AdNO+XVI+EA;ViUq(TjhexvDezoP5fU zoXs1A+a!Wf8`DP8y=e(1d@a5LpTvTO&tpbSKhY3?l}!%Rrg~rFDU_7xjAd(J*tgz9 zV2Z_6+{7d}OgP;BYLnH24(#!a{aOgq8b@9x=$PlJC*`j#8*uY9DPv$6I0ad7-vvz} zOscmv88l&57EL8}b7#ew$;PIdpU32pk2~v=oX4baF#loPbhR@88>R0d+NhsG5N^(T zE@6M~N6rSh7mXbto=TSw{ZMldhX@!a3T%~w%wAR4-TvY4U&B-#pmBbr)(4W3 z)34Sudc`e@CsXIzUwa6?+VirP$Np+IDGAL9YY=bshCD{9+y}-`lq`I`ZheA_?g2_C z`qK-p-SDsTr@x1P5H8U$H#A)ei8O$4Nf`clA_URGRq8x|{7BjHkPek(@gx?U|5U^7 zz47<01KLp7CQbrk`y55Oo2k7ouw6yqu73N#piq-D)O-N2EoG6Tbzjz2et>Cv}AX*wubUcj*f>GLYA zpkQk*WsCh-^i6ii7du>)&Hn+}Pi1KdSntbYCNUS2YfpW)Gff-21aEgK9-4}j zkL$6>2l|q`nl7m-@;9WUhL{u+wVg+Q?Vk1A*>LJjkxxeys;wEbzp^u>g;8@RRbMEYV7Vo@r=K^0%Ggg7(xSPl(G>tKuz&5P8>1NFm7BEEz;??otU`=pMJE z2}#wF%?y@reL#Y?brv4=M51fEAS4Z_3y=MJ{(qY(AQnH_nx^pJG(k$3{?=_W?R|%i z1s3QdxzBu&MjBRH_s-=4PZJM8e46`lUS}b<)wxyO*SCour5K>4@yR}V*I1gdh4($S z*~pY%`=H3Z#w4-^NYRsG7vNqA=THw;{L1nlEUNZ=Qja95FZN!0gdiDggC4RC|Itnn zglK$znSU73c)EEg2T8a_F77_6;HL+ug=;^~K!UE$G6^^jibXy4CwG%6 zp8q(Rx`;Ue0#`qQ?x0EMgI&`v{A)q~lkD`b1^vrH|2p#j|L~!itfE()nVkjAd$4D1 z$3CBRU7qe5hy>L14NP5d9d%0_uhR6KUZQ3;nMU$LPg}Z=F{Vo@i`VW-&5eZ zv%N4}F9CNSn&}TCO)}=}XmxYA*m|y%9J?E|KP0lo3*Z2bYbK%lLdMdNtLG|alnUY{ zBz(#{rEuw4Kgf6w)p5Q)N-QyV-f1kx=tGuP?gv2Os9-#ckJU#epT~k7H(0m|`fNzU zdWL0)C6B*?UJ@$^+Py$>Kw_fQ62_zx0Fq@Z0!^(W<@H>-mszs_q!apM1nzfzT!aBl z_5I)8nc8G55sYH`8-V68BC|T?U{*UP%7chTfZbR&h5=AIi!KmOt^^#8S}wNd`Q2Uw zWdu3m9QMxwN6Z0YItF6?c72X85rr7K?5(HBx?J02b57L}16A(s=GXcaXQ2ea{@ME| zHJNk)GO@r4=3dCIIRLa;>mI4^v1Zk-uIUwLSuWZKQ1DP7f8$|SkQy&lGc#O;gaiA> zq2nI}B=3KVnr5={T^--AscS7)DtYbuG?JVhH-_kNt-;P(mN-ZySG38lew=_Uo&;$C ze*+p8RlOpBq}DNn3j1&5bR93J)Wwd6&Tx z$qxgrv-F54h+fOfuw=USrez=59y!XJ#|`^HWMJXVZ25-w`$vZgeA>2klcd)-1f$|9 z)Vs`b8-~p@Y2Ipfj>L*59UWY4xY=D9GtimWBSEb7o+Fq_*sMVttOh^@2f=nSdiya=i)xl?%e$T{j=6kK(;~u+Q;0onxnKY zI=h9;$_D()YP!7ZEj=aTmo{9dJHIx$7wE9L-Kl685gIL_n7YD){yGkc*i}~^*1@|n zN2vMj@7wn=QCsZrMCNTM>f}zLb|o$|8SV?+dHzGoFETUED(v6H^+k zGLV=ERq|VJlgm|La6WZ8Q9^VqR6bhsCKvnscfu2sC5uqHA%Jh)Z9Y(dEX#a+@>cYg zwtlfKMUO23$9ark=8Fjb^>=cRbsg9ZORtO8WG5K31nx13|nj~^D^viq!i5}vl^|rKO-FwF+ud=Len50a~p7gKza}RZC1r#>Fre!${qlwL@j3oHZqYs)G0IlYmd(0 zdWTgNsX|vOgY;4YpZ&Ks=bawmZz9?szreRNR-wI|5vJrY+UZQba7&j-E$w6`q)A9~ z{$ht4^cWtTTv_SdaTSYq+}hV&IW6FjXI0fJ^tr~)B>CI*cmd4;FdqtJ;%isYird&` zMI=gmC06k^j{MqAazVl8FDaD@%Y7n&H%(<US&>yAVSdr6x+_7;xC#F3!i)nyostza>RIa4XO#PRNNVoES&P0x z5i%wE&@fdgQB-LH)JNvec$R#{u@}s`jf?XwH&}Yu(v?Nt$?OZ~YSlFr3zlqaTvFxq zlY*M#{HB_10s45?3y%r+j7P6S_yX=c?hA~`t+eHB_olElLWO+I) zueO@qXNsP==|#;CoUhCDj>q;7R0y88N*VQe{9cK8LU4wN-n57F_E^@yllBVrT25|h zkqt42JwaBk+bNp(&abNdHez=sHeKH8UadgIJ1w5Nl|w2eS;Vy(*AvqdC-p>(LyAJe zLU_yKj)t4DX<28yjpCLF-#0rR4kN+X@3e!f@{6*8D4l0|R3Z6$p2}@zmcOyb`9n!= z{|`(C(n1YyDi&N_%N<#5Ej@n)z!37kPAB)W*}uP5upe!x!cF(4hQ?I(`D@NrXm``2 zdvN+ws?J$~Ix`$baVY$nieCWnX4B55>TwhN)kzo#K!B9a!j;KvYv~uo8AWgrp~G1x`8l{9_MfkA$2wbz>tDH4H63CB+nVT6fQkT>mBU4 z*i@U9@786VtWI&}b>{gcG57UF_6wR?h7n#Cos)R?&#_zbg_GMI6R{aPuM0>t*WRV9 z`v_Z}JCh}JCq{2XKW@vVaIKu4suE@UQEV#cVm&PSajxm-=QL@I-8h^Hm|U8<~A_e(D9*;)!SZ zsf09Nuc%(BVlWESp8cO zCvg;~a*RC-$j?LC&+sEl#aBHQ1u)^1C>5mVhKLzU^8>8Z9!lj5cZm;DOrIC3enc!K z;xfMM^kC7ZXRhUJ!bk@}?QDrwpc)THZG=*>y&4P7zQl@6{8hJb=bND6 z~gT0)FAX?Y_opAp)Q$(ZqUg(hZO6EAmR(Kjle^N z+g(T@HaJ-*+Y?W`#q-Gu#GJeVT^zB#9zUS7fltQI+e=as2Za_vMEC-A%_w>1Sd0c< zVg$E&XP>KOiNK)n|Jhi)3%+ z4%c^?EqsGtFXI(D8Io$C>{hs9z@66VJXkpW;(){I;Lg_Dx$MDFO4=?@ANvn!%Y)1_ zcbFR}plv$<6{plD8`~2*wsnW^U_CZbnl+nJ*X$j#o^`OEHj2qvW^eZ@-#jUg&0AY~ zHLL4xQSiDaW9_S$vxPacvTZsuZmhGq)W{d>%uX|3g5*{iTuL3EI}CXH4WJlV zg(Ap7g0SHAE(qyIKJ2TxK>u_QW+?4quZ19CRS7y+_&4=DC0tmOaZr|L1YSj6VVvx> z7)-IKy&rxv@qWH=T(`*7}b>9@$&Ta(ih{rF! zl4HZ!F*Nhw?BbrL*}itJQ7QWpY_%b?)BQ4m44uX(#1p9FIb$9!`DJs15*8O=_{$$r zC8LqlRONjx34Py^mV2W5myK7)ED2?Mf|GSv4!HUYjE2f%6fy1GhWIk!`SFL$$^nV* z(u|a~DpZ*9Z#zCPgmx6m4gTFM{RHv^`%OeMSiN^# zFYfFDng{*>(1f^>{PbmCmU6qPRQVe)&@Cx|rQ(#2z?tb%I7W^j3+DF993~{m&_&pP zAYiM~S;_Br=(PgAP2*I&F+(geyl)6**Iiu&B_!(C0+vOFYrRJSsx*`RFM@lJQnb0T zYYVP|I+{O=KQTOzNN4cr)ed$aq)=^r!lB=V&tr4-4P-_&I_Cu(V>SBP)IGSbJX066 zKcG|az@%LzPpu&Xsh(HsscHhDtmOhPT% zB8Et)>m;3B^M%`xy98go%!lNeh2Q``01Jx3GKyNv&NyCpdNM63IMY3dn*X%%{7)r8 zsa!gcJyQK+K|(pHa@_+e+JDE#e>cfd59U+QroO|Jxc{w5T2jnz$_wDDQ65JABi|QK_&R?sY;sK0D$(uUgfdcQW`*)`z3(Mt;wSlbC z(3yiFM8k__gUbXV1rZ6TVH)6?Uv1ryI+5t&QPU?ZIUaP@cp3XLkyg7j z`1Gqv;_sT_X;CPXnZN>Y%4r8fnXC_~n#l_JKwrS>7p&IboaQK@X+EBO#IF$=Q)g@K-eQykSW0$b}#gpUppAAd#@>x{(tSF&~Hzm$=Otnf(EsF;rBYuU8s6sy`#Vzlvbq!=|s6Ka_Y{g#r9j*(gV>S);>sE^Pwcy7*HflTdVcthSJZxJ?juy!kV9758mM9Lxxk%&&AADIfvXOJ6@ zm@Aug=hX%M*V~|nd>BNvjl%C0yDuUNp1a{M%&4#Zl_>fVbn z`~cfTuYf@x?*?`+Eka^Ou%#-syCwL1op@>GoM~Vs9hF}Dr1~N-4Al#W{>Y|LCz$tAD9X~}g2V^zV!u4;NmB<+Bx%b2#XE!@Nw=|o%pBoy|FlUQcPX)d~ z$Pm{QcF7QOn26_s!jYut(P*t;zQ2{B{*7HCy+`Ba0PPz-NT6<(-+gZggkn854GMsl z&5jc&o(8pM9TAW<`+(5Uy<#m!+nD#!P`_|)E?;Y~^hQ!&H&Cq$DtP?O;R=Chkc2C| zOeJhdzerRp1z)qwLMmu`d;0&R%7XiWFzZ+n60`pSU)#6nrR}S{iu}Z>Xc~LRm3~Jb zP%f1W&Y!|d@)XX7u9gUr^)qDkdcmo#M+$x#iTf2o!(>IdFrdjdGT=-RY1~yDsWLpG4yDWbSifCuCVTDT&DXP+ z5)>vja(Hbnk5d)jN}F|RuSSU5ylrTc!we*=s)%XrM_5b$6Kb^Awi?|Z+tRZr8Xey3 z|Ar8^ladmMnQ&wLijvoOKKZam37l12sMVxC8Sa9wPWfzueoKNDn{5A-Ash8Lsw(n0NT~ng}78d0akBJXD29-T0wEqD@;WU&7_40=y?(HmYyvINAiU5@Whe_Ow*Rz zn06Sa3Cg)a2q-3lDn|CmfnHuBFv@(#RPRC)`l# zF|LY}?WqMn;x!Ogt+B?Tvc6$I_0qz+-B*G}e)d#$hy+l?t@R}PahWYasNkZ{42kEs z<6W09bHjm};}^nFI?mlB4tklM(TjcYbL+Uu4{EL!WEwXdnoFq?KeIjKaQ&&+sAX)eG^2%HNd<4;!~tBIww&h^5_< zVjV|Xl^Th6mwYHaNUK_(>H|eX`dzN9%cna%o&%8b&Py6I2rG)XvRfN9##3wVa|ck4 z9?@;CQnA-}AZfqQywR?HgjUU{cHAiTzLOsF*FYpT*{OS5ZZ=!S@TOiEb=WUPs*-hPv6L{*j^t3I$Uf)`n!kBcu?ik)b%}I;O4Pf$#@KLT9hyBK@LwoBp)D&-Fx^L z`g)9fKoAul^GxnotZ8Gfs%DJfrW#8hNW|B!7Kd6D6P;aZ&VE+hAira0-@_ng-HAU% z_OMuP5h-XT)zPXKiygdk7Si^@Z|uorf!iOXtCe=JXEMJj7OdJRwYjM@skpNC+3keS z)n#%UEYB)bMDo&hgc=*jFA`qUOC%qlIx8}L&fz-MIb#mOAtTzo^?U>#?!oM}RQ`hp z+2`9-D3(Nppmgj+xG%|o;K~k94xKC1?S~KSg-bBRbv%W;?kzR{y{g%|2n}rx5B+7i z;F$Qtjm$Rehv|O#)^|CBE0Pu&w>vUQRw+JJ0KKzHyC?Y56?ZMAoU%-YG$i|_` zw@h;^f~Z=}sfr~pB^(UWZf4AE%+Q$bgJR9_reQ1#9;gjF%rPv=v$bcKq}EnEX}C{+ za)esu;}sZ&FvOp<_W!W=)=^b<-502>sDOY1l2Rhla!3UvB}GKKn?p)BSacq`^8nJ) zA)%y7ANo)tNQZR8-4DL~e(}EF_x;AW<6i$bV>ldoVn2JYz1CcF&Lx#-m(|Nc{fc@X z#ve1~rmZLFjJfV&9`H*3uCrCa*pjP@G1uaYyLHxPewdeMIBA(U-gN99)W7=3h{Nq5 z%(c;J=?!~X`c9^W70g|PNuLQ4Q$2w?RV!g-WE0NUZ1Y?%x1?_l?_v&UHjBuqGYF zy%9C(ZMQ?%p_7L^5G?>PWHmklQ;64?=LDabV>|#vZMu z7%J&9IYvM}9tZV_|6}PgUJW2+8wY8nf7x^BZpVZe8*!4NA&Wpkq@nieKGhH`#th`2 zepCZ6r$vw%`=|C4i@gKW*y(etyu{>k*{8LSzc}7c*?tt?+kaDr{bn!z4toMD_LhT8 zl{V}5@^?#gqRn@DPMwAHhH+93P=!Ko1fPtV66tzfLTWca(Vmg+*n4>ZNL5KJDB@x8 z$5jUsLp>OMMqJXuIbCKUCaDjC+N*Ol$|z7yB1K{xN>H)5^1WF6xAf_Mwl|8E{9q$> znX-DgdZor0=FL6i`Gu25)@9|O?kTXRrLuYD+>%*yvt03@+m1xsM-!Q z+O2k7In^j;H;eyhWRC87#$pVK%S>moCBO5*KQHG%^$l?iRQ$#0TO?P!i*NS~7|P;- zb7cZ$0VvEgKsI26fW+Uym1&JC$ZNVr3V>Clyzza@fD{YTiUNFF#afr4pKh_Z>Dt}M25h0A& zT%|9nE9y2hpdX*wyXi%)x#vC@<=T`>`p~IgVKAy@m`itR;pwNdWnM$%PB&{79v@7< zYEzgcuv31kSw2T@U6;z-iXn6k>oU|KH!XYrshVu}YjjavCc!Z4vaJ*50typEw#Gk2 zw!be1QNk5LYc3_?y4kcLO=+rnLd-g@eE_6f{Bg=5Z?UyhAc`;g%YhE?Vg7+?>jcaVvWn&> z6F_%K{ZIMW-{YcwZ=KD79$$8QUZ^w3k!(OqCg;Cy$z%ZuUM|nuhf6+UYuzIM{p0zu zkpIhtl)ef-z5BgfR&t#ztUlDvZ*!yC-*Hd8D8tL2+8<>;3TW&7WT4|0{$F?eHY$x$ z#GDTT+FUG0}sQD zj@DC$EeCRSL3z<(0V{w>^*_8_-jw^mf~eO%aL8a%pzeju1qmQ`qJi4^_l3lNaNQ0I zqvi1uE@-~pZdW-$g))AxwtE9yHg|qpHs7WHKW^>6$|3oY{`^RPezpwzPpCaV^2mRX zkVBpXA46%qyvW_S?yY{H8gC@fyv%0U?(cp8MoSYztWFlYg@HGq=i>%$&46oJ z51dEvdV+yNU35|*B-R8&Z||A{YrU17ch67jRvmVWmppt#{p2Pfm0Bbw3wbrU+V}(K zBd^1Qy^f)bPXMsIW*k4%eC$U;cr26pC;k;XXA*!e5Sk163dsF96BP46>q;B=r(Mp@ zDU`VUSYtL$-fYE(HsL~dy0qV-+z=;_A-(BUQ1uXadCnsZC`u3gA{;!$=uetFeJMifz7sC1g&QU_hB=FmMw~QCmFsgNn){nq|Fx&w^+o%Tv_@*50 z6aoH4GhQTU;;^VeC@y5uvlk^c^t2wcUf?|GRj7B!0z`I>S2tpKxGTZxeJQXhM7mO= zj_DvHbk|X^jC%V8_8!Z>&f)D{+WpAXMviP&Wkl z){wmG6_6k@lnTY)g*uk3Q!CBnLDQ)`kzvP#h5F~`$p|~>6qU3+B$ROA;cpt_ufTf; zZLL5aotVcbxqkgA@SX7hL#UassAUtMB#PXd!hHiV{}ORN0V^^mx+xT-fCV$eQ(3g$ zov_NpjQt9Aam2A~1vkbi9B)>nc^$IE_lOmfK7Ds`{3ZFmmJ$#t)I&r6o`PYyUJxfn zHfj-AlWBkZ{C*ttb)3t=F!G5HB~UA8<&|hY)uSN3T_Y|qe177ZaQx>5F#L5TD>?6$ z1~3v4P$b;~W{+<`&qFvm{oo(+cfJlR3>Hlo4giRivtyk$wpMBcx_Y}D09^U zlz*j9w)4tBvc!6@bBTeJg}lKp1*j^ls_Nf^-o+g7846&9Xzl|RwFh+&DaGdb7ML}9 z5zvWz>}6fP;3ZxdGJk6ZNqQv)zC8R_bveM+oxw=jmxmwAvrlKaI~m!a!C+&uvr&4{ z4-ITCO+gyV2dSXPq$2CR2oBwfuxPwL7z^03LOuQYB{tRra#tHdU`|q{^ExyEsAt(V z=zth(?0QoGF{cdjU{0~t_l0!o7$5i_=c~=-_kzUyE?56mm6vh;~thw#o$9ZePJUd-ym;1$bQGN7!9Hf7m!t! z$h7s+<7`!QxH4%3_o`p5{HD73T#R1Q)a@Rn8K2)xUSMlta{5p33}XbPG)5Br3nFbu z#>WOxAI87cV+WNzIsh68pE6swqrI`9`XyWP3eY`QFx;#?oUi@zx)5T)1uDr+PXM}= zzv4yP7f3t`b%CDOY#(_>MjZhUq;V05JIm_8i6^k(w+ufI2AP+%FX}>_Ap`&8$Dc(q z(bs;bVaiP*dm>YHg*`c} zfoQM_@B!Bz!R9bPtOW|4Kg3#y3^V6#yg@bcDYHG?t$#5=F5_VUN^&i75$IXRlfB3; zLi<0JWe@Vd;uzEmB_m}q>-T1BD@yM&R&lsrW_t(}t3f(Tkg=p90cL(+>b3i|z&f)j zirIBmQlQK?OE=Q_7lsn7`Y1J!=QfGcO!7GJl(M9; zIM(Yf)%P%;lC=w5XW<$xD*DD`|ZE zl9ws5=w;$zb$2!CjZx;Vf$-;quA|1dPsre>B6Nw8 zb5%RTbcxv2Z7;r9m&MP2{52}w>ro&)#laQgC(Oo;LjvZpl`KDC;LD$2VFby6MeZ+3 ztfh<$s4PeTH=voY_Mr*&9d8y@TVDwJ}$gwwu{jqE4$!Ka9;IsbezP!d5(*2>3SR zM^VL^QCikLaC-6W2+ug)o*CI#;;Q;-!u5(AYs-!Cs*0Wg{x{fTQQI?nA}%m7VFIG@ zA{H&zT1h1QJpr)8TZ^_{N{9=SoC^g^s0d`Eb+3bvEK~F8CQr80gEM3XqWHpUzBvy~MS-!nOd#7n|7)?zQ1Eu9kk)X>6wY^+D$gFLlaC^RGpN#j60<3F1BFB5Y&h6oLRq~ z;=U_|!U(o9?MxEj<-0olU`^^w&rO=rlHEeS{t|Eh8sRHKv-^MvC(q_OOW#awj;?j+ zc4n#ointNqjAaSwqon1Qnh&h5W7+ZZZ`H?`y^EJxSxe}8)9?v8PbpN!3J~zwzE=o3 zD-x4_x(jxr5>Jpc1YF9@O(jPe^5cM^#w^O6bT${FIu%zwt_JHX_^++!`=xfCBQl+rDU^Lh_x9}Z z6uQ+V*WZ+JW6Kw9PJ6VY)i$%b#mLvF;uAhT&CO0noNr zq&vl?hR!GLEsjBJ6i!DkWBxJJ9CQ(d9Y+No^K&m<Th3IVPZ)-d8-d=@kT2$E?pZk!pn>EEaoM?vEIxy7N#JdEFK)3pMgSqVOWYrmkX!I!=IwbtsXFICc2>oT-yS+w!g^T?}RtYv+P@tYDrjZHTm z-p6=x(U#k)b*Wk9T3)kH(qy^z!<7?CzA1l+ea0TD7NLPgJ&FP2SU&9;}_4?d#mf~NwRR; zdrdz{(&xCIfIkmfyoyzwmI=*h_pY5E7Ej&jSIN_KaF~nxrel)ierW{vXh3V@THPjb z@sgt%F9W24E>G?-uwY`uxY5|WTf57EavAxiTt2mNJqsRa(j#-Aa7o&H|gdRCfsl=b77e5WSyo6%i!d{W?5;cNH=- zB`1rqaf<$`c$rF3J+=3wyw|7E_rr;&BaP!1a#*Mtc$3(RjWFB>B1<1e^*%Z#ZJHJ_ z^E~l8tuPYu^gH=2-I4DP+_zHOw0`$%PL^5|2gD4`Fq{&eB_JV&BXq0rdZwcqQl~IF zAI$-K)1qdz$m-<^J@YPt>L@r@dCjY`0UbXFfoCN1yyOj%1SMg*G56hiUdy_M=*~^f zq_lbgO8CI|vGuU@s7}So1o;uyl$f(B%CJ&6HXtf|W(=g36CSb{Pi)O0_STV6!AbDM zf!m6eWVZX<@CrDx$_`L|Un_GgkMAINU7D$qTNPRq7tD=UwpgA;zfHJ&bTIVRd1yG} ztFu|P0oTeir)jaf2PqiZb@d%hwYv9fxpTQuyNz(xJh$zDZw^3^-al=Ry}NF)m`>n4 zU2a>qvS*GzR%j*uk_KGKss!xk2?@xi`_s2)C{xif=Oo2G*BkPY^L9@c)r^q?@q4*a zQoEPU`_yhKAEz3>siT{sfX-Aw?USy$3U1~Ng9_w(*~-vI2b?4DP7q`rJ?4Z@=h~F% zH;cp&`A!js+A4U>yDmFxc9Otj)}-o3Y5Jf#SWGlUIP^UvA+TJBhKQ5aexsSl1Mc@p z@)5|3-xAN2F3AuVW z!Eo0^-=+A=#s$w^`bDH4-!nW}$X4_*@pn{Ls{Mo)*zm2o`U1Y%I z!-q24Zpsn3p^}=r?qmsN%HM+;<7G$$GlFUI_9~ z2qF(MgbCUXaTR!ux@{R$V17bMsA?Nz}oT7(n8|oW*J3Z^l`CZD! ziIpr#u6&@{XvEWHgh5!$X5`|E+TM)jo>1+)D|{EX?R~~u*5ZL@H8S{Lg{I?iKNy3V zZN@UAScAQwO4Y1ICN!Sg9JR~+R`Ied3o{&_n5)G0(B>^8N2mM4fgBnX=)sQ-H=a|0 zZ|t6$o+_!XI7e!9MB0auh<5ke4wORDMN*@rKHZ5iGWUoU!z0IV!Pga|Ev)gfbynNc zIUOHHK5O5#@c3)UIf_BxP1}!8g+}i?b=&9FEZdSLac|j}=l(3aw0LG_WL};AdoY1InXjpEX!=wt_M$vXbXIXQ_f_CBQi*o^t!Z zl$FG}a)%w~GBcXQy=*<8dB7`NFXS^ z`SOQ{)bn}HPescQ5_72?fCbIew1`W3at}l|$YCvHZ+F3PJEp0He*S|yt_tl-6NVe8 zhj(q>vRHA8BCn@zCW1(z0f*(}9nQQgXC89dE5MJO27Gt1?&+vJvEQ2GW`Vzy3!L?} z)%1Z8Bhs^dfS2}{k&WTWVC3t$;)CSjuDLiBE(tuCN!N*wRPnJ1fSP8h_Zo?Ypc>{g zGcK|OdhBD-<`@T`6l-u57kebE^vRw0RmA3jl5EG!(sF|(!Q4#1v`puPc(NoTFQ!-6i4RXQADb51aXgd5lkf{D(>pyr^auN zS=yK&Kf54qDi1TEsvg_13Zmu{3zNh`{k>#l)cW#6?{?n59&bHggpcS84Tby#0#Zbg z8gI-|2nB5n$N{Sd0fUeu?iai@u{u@aT3qV zyNQ&3-%Bj}MDEMC$Ipu5Us4J~pE3C}ln=Z!h&98{S2Hoji7%R~dZHM**auU8*L%&( zRtaLsHu#nBYW8jcv)pF7YrqvwR(V|?Fil8r{IT@~ap*&Ic(}V}SOUnp!a0C?GSClN;*2RyV-!O$V2$U3doQTlZ&$Q07(#XXl;2OV%|Gy`6Va17RSlkj5MV?4 zRj8~>lwF&}IvFo%9P$OgN_-mcdTpq9$a7ck1HT*&dvakFTf6vSJm7Pe-GS?R&gd#) z_Z{$th>C}r@t2C=%(6_geGf&EC33Sn!^hUTo*gD`6uAr(<7r(+F z^D(0sl#bxfR4vd`+u<*ITS|$Fk=Hy%gq#2w^%xO4Hhi-c1;CibvFS79Zu6b__@mSG zqto=G)AToN2>)-G4}hBXgZlM@L-!vUWB%BY|BT@D{|Zvm|BsHg9RyG-7a4ef=?J$k zlW?)D1EYoEON;_t-o-Sp3kg#BuOSqw@8JB>ie>s!6YW1SN7(>2`tpYTA9+E3Q~9S3 z%zq*g=mldW6ynusw}g>9v%nJPzomwO@0Snek^P*Wf@b0$^i==CV(6c_0V!02*%3eY zw0|rlFztcnd;D0)zd9)5$Bz7QwEwM*-ajN0d>6R=AI8XTDwKwkzJddA-z~Dxt)P(f zLbPDEH`(lo0(U)3mH&1`$}c+~e9qx|ZD_q?KYy?*vBi*8z)xn+{|6uB=02o59$WjC zc8>#Vz|w|m{25~*>qrd_m^JtEckHbH58qe!C>N7IcGod($VfRfz6hMWhKbb*wj zsXdDOZk*No#qmwA1RvIa=-XFyC|awrrTLfxOjBYH_#a)N;46K)ONOmkJDFGalHsmH z=F{E1CXYoI%C)4{t=8ZT22Iq}cf{|!e9}iVdBueAl8bHy|07=7$cN$oKNGN@_lh7Yh45R zX=izvr-seh)3#5=nX71!ZH+e(yOrA{*Lst$!^vK`LphCSOdNs#FcLsU5<|9E;pPh9 z#rL6CDFqCIkjOnFqGJ5|B?t06hDZ!4fk;feWXO|nlB@9Xo?ECor*H97 z1%_zSQ&-{O;P@726=k>EKSp|Vr-AoC*^!FG#9jk0Y%BJNTfqAJF}(mHf@m%Yb5=kQ zVbCmsFqjUZmZv!n-iaN0r(2nntG`gK;sMJ&+d_UgiQ0~F%ohLeuNyfltm6!P>aid6aYW&_?;w-{bi9J z)~RBb3>!lRDefZ_HY$_EvU%RlxzK`7RtN7vZ`Lo1tWXB8og0d}nN5DhXD{JjsA&Mx zK5v`!=Y=z>mWlzBur%BGK2(W`;`MtDZ-BjoKn!pO6FsX*Ch%gbEsk3bpGobOYMFWX zIZPt4>GpViKvh8HYx2WUNS~f;#ry@=TSZo1B^-|qw)9uNG#0uYIISfxsaJ|6^0~H_ z#&B9N(a^}N!o7gF+4g3_475b~SiZ2kk<^*q1@U+7FaDKfg8LQ+;pc{z@oOyY^PJv- zQ=P}YRptF^t*tjs95Ho1XOYJj#z_xey$%Qt%P+z^zzv1Ydb*uG#AI!%P1L-^ zxL0Cx#9ov8aC_n_uty0Qt#*zSFIXHZi!JQnKdQP11~s3$e*WZnL|>*HE%#FSL~AWD z;p+GRYxJ=K%s>Pf{V{B6QSXU4#XIuWJ`&h}J!!N_5Oq6)bdoiATewgpC0wzboUXGvgz&29`fbk3v4 zy8d9Z6N4v9AJK|+5}cs^vtZW`%1_^=L)Fbb26Qy|+d#^;Hec{MUqK|vu7Q+Jiv#2yHP@qMTnSu%3>HcKA=*vgKGNr)AP2i?f zlok>VT1)cWz+S(_sdgtjr3yp`Za;>5-O$g{AifH>V-kOiqf3I0eiao(e&?I+1oeL;=V=6rIMQuXUH9K#>4J>QtU#}=1@N7XR==!eUqg2| z@QA3yHI2IGL7@-&k_&1f$gD}NAn?!@KzO=H!`=j9UP*NJ&Eew4ZSbxG*)A;l-ozR4nAwFCT6_# z(z7zkz|+qC&;!NGw>)$|ZC(=*B7CxE`<1}lrq#s|*aB8Zvtjz3P3j*6{SBrWWjinr zUHq-xqEyhi`-26#UJwWL>gDUapmo~%RQmGu17LJT!Cbu_q8xT21#>MU^OkCjOGVYr zRIC*+NoxUSPz(e3Q_?0quMxF3b!cv(bXe|udxDMY3v<>7aTLT*5&wb*D!4iehzNgt z5tYXpw`33s*Nj~{MsGqfl<21zYS?0cnWhfME5gW`=tCYdT_1$UnxbVXyA{|Y)GKh6 zj|Q=ntF^POId7rj9Ok6bkB_MQ!|wq+O@$8i?JMBNQv(t}4&>}3>aFg&(Tgh7myBjJ z47^^6p=|e&Ch`O1j7L@Vh2HFNinA7Rp3LDs7Vr8az%G&VhwTB&7gJB%WCC=&{U{t6 zr_*%m{LEL+Q8O^01POWe8GJx&Ds@}!5}fpPFINuYzky;=!$`Cqb)3G=>ecZ`n}At0 ze0pH2(so`CT@1gY-DeP8MNONyj6Mk6wKHR!XeVY;ABxDgsdUanC#Iao@Wc>m)e*p0 zS7T6c?Xh`5&Y(uczdht!=%l-YDOEiqnxQI*z}xEyrIVx*?Tg zNm7x}C09J^v)3{eU}g2V7FYSLh~Af~88T}{@t&lO<&z*{%BtT=-V(YBUqYvgS+5D? zH9gM7gU`s88nh7=MV-K>cy}=da1Qd~014Lf;?$FR7OBe}4R1OCYr&RN1@QOtm7i#V zd(H}Yi9|P{Au2oDG7&!8JLgVGY4U-oo=my67w15%e6yoQ%9N%5#l7J5$xWQ2ZyK(j zn}|^7Qm`m7d53)IP@P=w?mdl?TN>F>ovaT>h}EBcjS_kNp!spd-1b2l7zEQPKT=z{ zsfZo2vo?KcE=RN04V9zJ=3C5sO1mAkVYOVurav-erl0(rI6kmV1Z!Sa#vsr4OSX2V zn&tjURHfrY;T@O95AUb(FwGfhQ8ls9Qt6v;~>Hoy%x+~TkNQ#-y8^EfzY#BF!4xGOvqB72-_0S4r zKp&%L@7_X%3ELe#Mpn$9>vxJf-AN|Wi~!8#G5=C@_k4tNHaoo{lxrxs*^ISag_Zn+>uU|Ejy?K8r1k7dvg3Z9VL-*>r6{fw}FC5UiBT1G%h|N0d{ zEzbn`g*G|Q#+@_$_-fnNbstLUM|-of)U%f>v8MNHN?~_p$;%<;u_oB!u~`Afl*Y+<6BR$%eOD8suEHtXZ5p&eC}BN@pwWk9G&!dvs^ z_Vg$Tn%jO!?L7tUH=c3DeE0HTWC z{zfHn7fV%>)%HpCv|{)OnfWP=?J}ngV>y|49@{U$uM2PCC|9`oRqc*H9xPU=S^>t213ue#{&^;S^Jk+J?V(A=#ui-ux#Nqdb5UGN2OkS z5y*?W9XdVF3uT_RPGETqBm2PZK8)NL_2xxgw5~h2vh?y6>LQyU)=#;zv4>cF8=dE_ z)5 zK%8+$=x)IkK~^tZowrd`nANKqG1cOudsl_-rtX}zIbX9qR3@2iq>=p+sruH)UxU;w z$^6j+!i#>}brQKz9qELaS?FgQ^+tikcgf=(YX`z?bQV-@uj;csKr?~YRy&ynhq9^J z_Gsfi7Ll$}=P68kb<8MMg{V92x>tgfJaFr;vbK^qW;xqT}j}aDmk4T<>I?R$+V^7Oxe|#rMO+-p# z?Iz}A`z6s2uMgudMvRcy4%WKvQ%A#`J?OfVG#;L_zm4eHi}=8nIH@;^o;kc1bL1Cf zbqW|T1oFOltL7qgw2EDH&l!%^saU4jnoHEho~7YTn9?}tUhT@HmPPKcP9zZb+y6E_ zzKHPDM3Xx&u(HMBt;MJT@y#9Mo?C4055JC*Ms*TjIt{rl8GN8MH?qZbY?bvqhX%Yo znvQ#G{=-0qUCr-QM zo>`mpJL*)u?1!m^^9u0XHEV!Mh`=@wMnZT+FxXbfR0~&_=;oaNvhaG9X1~Jf%bAh=BzGlUTpPKZGWW&!vSWeKkWDV$?-jK91D0m*a+ZVc((#T-P0jIZ*<9q=U&^HUh zmp`6Fcv{P{PKz+S86=ALkG&DMW=TfOqV-JK^ciLD)9|dEM%#=1T)AJy#KsN#R?Nbk;5E`NBJ$)7#_z;9rxn&~k&jX0mmil<;|1jlP?$m~{5O{X_(5 z;in=V>QNztLbRHt#Zu6Iw%aJ=sIRN9U|pXTdoFN#RZAs&6lp zFMI|mPXUer;fv?7#us1=Po4r<$VXr&oMtgrWAK{V(-)ZdzL%PGe}9&M5W`bc0+q~G zUXXA{-xp!2WcnG5MxrxLB^o2;MctU!cqOK)b{}bL!f3C-C0JSXAjXHl7q*9?-?Yy@ zMbNt)pnou<*t^t~6>o{)SgJyx+O1z2j|ncy$bVb`RYZ*ZT?%dx@;34)F{cZF_cXW? zETjE+&tN$zCKFs0i8-$nmP?7r>PhC(hzmzkVRmyoLhj5zrwPGH5|eDou9T2N%3}|L zu0Ade)a;8#yCn9le~}<<9A%Uo&R3Dg;O$O=f6)Ew))+eUL=v&31OVHywh1ah?=3qU8|Jr{2$JFBDo}5=_eejnt z?SSklM#E648c*NmLPlO3xBHd{vy*pmWaCbnGyppaQ7q^v@rC zqx}-cdZf~pt#(y6txcoaDcWqtIb5TM{gKz6hu-5%(M4`2T#2`utvw94lS%U$($tf|jUo4f4xf!H=*b-=H4IBD+~ad1^WG1&L7M9V|V^I>^~uQKVs+q zCU$05Dp`H~6ut^n`z>D@{q%dYdN35Uba-t*3; zk&O5N+!*x7>pUP(-P*-&u19=#W1bcu(4jycE(uDw+f~f#;BLE>ImZZYT3#1$r~iX{ z9aI6zX$mhW8QFUTh*5Y<|E~36TR<&50OlUpLs%7#?iHP2%`5OlbV=w$5WfbP-*DwR z%qTc4EG){M3yb12z?(=NK~bRp{>52QWb*q{2o6wAT)%6VvjDOI6o8*@Yp022 z`cUT1h_yjkW5s`e!OiJ>1n{ByQq7+E>{xB>`of?bkNuKqAe(my03AL>Fse=h0dXia zTNU+Mma1D7lXU}_^L_wT2y-Z{Oa#Ef<I_i6 z=LoP$eJ~T7wfZA~=5zzuE^oY|Cgyjmx{lsSB|i|Ww3(#@?ivVyh0o@SW+>>^d;+9?*Xy9Hf|>NSA~gY~`C_jM=>5g9z=%7l@ux0%N(F*sPBRqU zFCkOra4?-weRIqm6sdXZmzUqyZlBKY!dn6(D`M4vmJvd*KY|>eQaY9+fI#wqn@I1j z-9j*!ZV)qSAH|PVuf;mqyX9c_NpQyvy10MY0vX0Wlu)9q% z5#otCEc$c(EgwGz(%f+x!*$#YRlj4A`(c`!KlKIiYme(25>}|HX*tzjk(Fx3__$S0iYR#jW@q zNu)~{-XjEu85+i>elky2t3m0u;VToSrE3$EnB8|iHy6w~eLg%XC#h!jktSX7?h?UM zcbqW;@nT(g0$%p~TZLI`I#kxHT=eMo4kYXM4rBu%(;Udz{@jBEtM7-U#rhl!>T8Gb zxb1c)#*7+X5ibua2eZJXQYSfUcLLy5nUjKt;Ak=(?Ia%28OGa2#Mz+4ty)=|!`z>y z8I~K&)H>h`6TKo49s#;>TJD|6P&Nuwsl}MN`5~+SwY8>X0sPvPAa}3rwdo9|khf&9 z_%c~I9TX^Y{^=XnyZRYXOD^Ad9WB}=*5c(-XRl>g;S1qzxudM)7>KGqzGT>u-zY z>|ofwV>9zeAV|lz*tf*j`G#7@70IZrB2e1;r}=t+a^h@{zuPa>_Ke&|rNmf1w*X1G z2nJ?nh-E(^pP~_o3HUTB*$qXsYOH^qVBb4QVpwF@!C{@m3w}T9t-S@C6dq^aOd1Cq zMGehOMJncNtb$6rYrWl$LnkJ|wn1vIa_U<>cybXZAcM;5(~d)1P-0=r$LgC3JbqW%KYx`Qx1lL}+qSng91<#8ffYV&lW7c=`v=d8B+f}X{aVqa;1 z^$ZBQtvbv~GiUjY-ekx(st7WSpTE+8yL~^MHRAT2I{F3_y2M0(qA4KVi#y%&b-R*a zd}|E5WG5abeF2U?_zGla2-zM}gMKPcl&~$vKw;t@rCMrht$KV2p~!91`C~tj*2S zdmh^PMp{Y9IJ*N?wi!8SLR;Rf)7WAuO$cgZd`$J>Vs*XdJe#w!(gOaDC>3D}(h^Pm zwZL0bXD3n4VH{?+%v50yEnZ@jz4GKmhs>;CL^pZGpLlf!N!9*fg&ek!Hg9lS2V>go zn>NF>z>^KQXiKdpBL%Ob8sAJp<1?(ljVFtg&%^gE{v^D)WHP)zo*oVwh9FV+-Y~oh z7x$J$(xir4Oj1F(!N>1Cwf%gQ5(3X^9*Ba%0lL$-etW(WT9?j%>X&Vqyz7lo&(D`s(bgveJyt!5<7uZeM?h4OKx@21O zI_h>YDHl@sX2ag9^qwf3Dd{hME?loEsV78DOzR%Q=AR-&S<;LUs{DBN!Me1Wvp5Ix z%jsqn&=!|oR)j5N7kNpA9JC06BdL9XPeEd-KR>b9bg&S8Rt&$!ImGoogZ2v1x?5e9 zrqT_sf+vWiCRB=upH#ke!(%^u#w_-T&pvOox;SfAFxet+J0s3t@SLj5ea;!c|XHPi(ASJKm7>g>SA7&h>e6AAl`nW-< z18Qc_pri!r7jgw)GopT!jC9Ol;NV{@soWuheRwLf(IY1lJ*uTd{h3~K$9I-7+d9b= z%r<&2bQc@sDBNHqQmeETMT*hn4bc_O!~6Bqz>Po5!gXGC)%|G89YBfHyzjmw%I8d% zH;ofGOQ{5mT0-N}%!7H44k>pAQ`s#Fo@c$uCKpc;=n6AV-3piztJgW*^+p7QDryQ; ztIlcHH9yR%d*o(OHqJ}&JXw)0YherR2v0{`%NzkLZF#LvLB6c76uImbG)$9}78gd! z6xigRn!P81R}S1iIy|^88IdKthiQ!*=R0vpQR}wXoIj14xYBD3=`@;G?fo=I04XqM zUGUsDr$qfc!ZV=`1vD(i9jnr;}ACwUE%C; z!$auqqS~fH78&&dV3C~siABP?2~aSw5FuUQL%q7euoVazs z>IqY_`y>YtOn@@Cc^{*C=seKlDoO#+lut7*=rqb3gC6r^A<|-sV>s$3o(_b|(Q8J4 z@5I_os0&)`$B@jNj`-!?hNtbc2@Z8)EIAF1z?tL{{>67BbPo5^*-ZyJ_eE0A+%W^X zR|B_D(7O9HP@vnEzdsZ0;c?;3(|5r3%2Z*u0R#bH_V8Mqa&fGMBSxNHeQYI^X8!Aj zk$y|%w~AMmvYN6Xu>b=q3~X|L@B$2%-$IgqH(#|am`n}g zyA9YbY0ABq@n*_Q`rFs}{5tkLD&D=hcL3&cA)%HWSHqQut(lv^p{eD?*-Nb?CPr^; z=6XJc2{D%d%8v}l$>qMM{}DbQ{ol!c{x_fhKjvx46G*m4u?m4XZLHIZ%YC`Av&x>@ zaZ%3*u^X-_Y{l@oRx+rScjm16oRb7Zt2EFIHW-EF6#8fw%R2(J*+Yc`bRMSi&x0z2 z>c6f;exjn;%~8%K0Fd4Xu*9x^XNvs~P)9ie@h!lik@5cz)@>?db9Sz6b#+}ve=jf| z^|arBZlqL-gVU6Gh)B3TU1Ba8d!{e1f`lCz3o{OOUp(qTYYHCIaPoeo;pl@zb_oz& z5(&XUKu988OU*JW+*NAKCEsJi`^ukJxX<-e!r$L%+>HbE!PMnr^j1LbJ5%oW@GTiN zxYyOb-|g~NV5u^tW2yz0w&(Q*3(elH8>>^&Zqg(A2`2TLR^t|i<#qV9^lAgGrah>T zBB7p#*f~@*$K3<^xL*l?zgzVRVe}lP>etPcQ2pKg-n0BjKs(tPSA6gxIAQT(gt9)L zVaVsh+Rjv=?3-58XQ}j`c9eSfE|l0Df9LF_7v2L))I+C-ZZ zL;*LguE!KFNvy^0pnMZhu|#MSAqJxG-^8-lK%-%etuVY3go>iBf((eJ$ihAZA_5i-I$k=h3@h<9BSA1Vl6!Z#gRaeRO0D*S9$Pt;{!n7e!?6^O_Gf_3T! z=yGnNrMOU=hJ$Al1}-#$bc0yH5G|c=F0sD~XX4qp2Tpn_?=|?640cBvXzGObhFpao z#>hSZtp~$!6%60vo=4}+#2|*#ZyN%CdHsIw3QYfnYYhr(Q=oe>WvEA=3`ng8sk$=Y zxm#-+mts6Z>c4eUa|W9zCA0%PcQ)vb6v+E+`vz>T-+W`4@;{y{5NWRuN*DoN>)^}) z$a)skqGHSd^I|ZMynhsIqM6CH|KyhVE2~^pc?%_YbBojOOtJCp0HUx9?I(e2T{r-d zJ{|5YGh-6LfU+k`45k#rmn%z!Y zH~EL0Mw3gYjC-pJ)a+Mp%nqf|h^Poi?0`sB@F0d5^jiNt{}{}#02>~W`wFm{V*&zs zK@4d3$Q%Sbw}{1E%SFJ;^Lxmb&*WRoPF(hhR92=CzIJho+C&wt4i*cT>4 zc+Awq{F$lwzX&r1hQc8J=t%ZLy{LePj-bWH?I+j)1O2FrIOt2WSK-blD|JJUiO&?j z5}*I#&MN{tugJO}%@~5|L^JLMQ0B&oBpVU|sLtcUqKA!darKFj0&!mG^auY68vLcx z-+L3W*_BeVy4l=Pt?AUV84s>0nnKe>!?P`qk=KNaR6U{nZYLy1@tiXE6xRGDh|5i% zP#r3UD77yqK!eN`Y8%o*SkLI-x1HM>j~K`AA|gWMc--& z41K!7c)_%=fM@lFPribd@ipV#Ewbai=l{LJ&6)&v#9zBb2SI{1STXPzYF`_q%7I&4 zp*^LOEg(&W0@VrFset6^x@)6c<`rq8m|9YDZm03ilNk)FklFvR<-3@*c6_`}KJUN?@ zSh^|p@&e=;N&!Fz-1VD#z#I2AuhTjUC1yRxF`Y?j9n^Y}2&xA$;|au^=3!s}^#kBP zWy!tXDfD$FH7EkI4}GB}#LTsBE~L9%cZoR+43B%ll5`$u&#x#_Dm%o|=lO=1uNQ+E^l6T)IqJ>j=}}e!iYNgHth0;PTp` zGZa8#4rc_A+`Hkc-Asj)VkICp0<=65USzh7F=@$N`$d*!^z;VN$0<+J)&l$k+C;PZ zxx~aztG22n&Khw!Sh+DD;tBl2-t%U2@MLp2Yad;OBEaB|(QT2KkX!pe;i2FS8|o+F zG>;nwj-PLRV8b`uzr8t?FY}VD&WnHv>*vR32tF{tdsSg<(*aN?WxHgv=OBRVgPb9mSwD#qyeg!1Z zNJ*v&;dcHbmmR=ESEr%KNL1Wm#=0CoVOE#Zc4xLb&ZQ=sy0Rj3d#1l6eE;(c98|9Q zn(uYng>Y#1Z2Be^Xa)Ea^D8Tu4XY?5xrsllEV;^^X#wzN@rOTgyadtV9CY;cv|rD_ znw~za3pxRa(ps`XJFASn`-Y+X$`liay9uU)rRq+lINYqh1)TVkdb_^+j+e)t3XfrR zVGdt_k0Q0(j_O2q&v~;-89pN$+U~-zc7*y=E7-gu=y;+P*4wCW_2^&kKs$y%n?1=F2hB&POM5fE=V(^)l9RDV^?z_i3?Oc(3Md@j?{#LZox z>60_eu=;6#1|7tq@u?YvvOcl414&Ti-8HN2@2^74YFfIWFdb(-mT`-EYeZfU?hE=pl{cryYNLDA=WC5t#eI$wcT zjEJa=G38E{T4SY%?WLULao#kgy3v(Xcj~IRGm-H@Uui8llNyyhAD4)N;uSchx}-?W za7KcZa;2mlhdI^QU1u&4mFJ%nKb};+gzzNHmaynMMXs40G8S8eg0+{L4pHot`s!S! zG#h8y0dsnJg2q{0YO$>LD$dIy8;!~OVFxEMD9r%Z@+zE_uQcOxiRs`S0cJi1zE_!K z>rNK*75+XBSg323P>9%!U~l=fkiPhR3;p!x$-;j$$nCVtte$# zQ(|5^2d0}6rGueH1lfv%~z zoSUU9^%&mt!%X5F1k^Zlg>MY>SDjznoXzy%5Xj;kVP367cTI1A1*cB>m4;N4==+n969 z35pe_>JFG1pB1Dsm5IyEhE^(ahTpIgk*S&M;;=p?WTcEPWnVR^Fk%YZlx65`zLpU5 z;>;CYu0tH%#(Sfe%-@_dFdYeW7}7y1*E8!Z6p>O6@dbTZ@LTRKmUXpWN|_(6eqm|$ zUYc6h)SjdCYPiM~jYcA;%zn+*E;Pg=hY>rZ%SVIKF1%}TgA+)gjw|=?pdwTS-U6l7 zG_pV#VYk+1VEF z?JYIU=W$p) zJ@0y9FMCR`gl%tiw1wpk*~g66dlzK3*nOlmdD_(xIad2XwPNnoLE3fa`w=I520%z{v}raSasld1oR+Q--zJP(s>IfVDV`$&0u7?1TuK?A=g{ z1&~-Oo&dY&X8^PLcL$d7lF;1}?U%6|+o!7^zZp1jld_2f&iNoDKWdFe8}P!-K*I2% z@!ZV^q3<80BJG^l7ttzB@tkUvqV>qRRUw)3;8-Q3z;w0lX&Cu6a$%i`^X|_1btLfe zVBLb}cx@!`F5!$W5_nlW+dU$t*2Z(D%^^*MPQ~Ux2iHL8%!d~9(F!akzxS;1oSj(5 z>mp`+Vh2)dBxB@0_NlHR&#l>86YbEEngus!7ykdl-dh00)vjr~37X&p2<{r(C0Ga^0)*h6&}e|*1ef4$L4sSbV2u+z zxJz(%3GNQ(?eCk}^Y2|V|Li?yrs~Y8T|gBDG^_jVwbuK{eP0i;7keiU8Bh@#w-2^4 zJ^`vnsv5L%Mp?3xl}|1e)8Or0qZ73bHEgrbTmF%6n4eLCh?X4SK{a!Qg! zM95fXkq&GIV*~A2W_4`5LnYegwZ}iPM^e5!CQ_#8RQ@7^a;=v{&2%b8s}3J1xQ~{^ z$Lz(b?UH<&mob}&rjjRYzhBM_*Lz9sagl*-rlAB)I1*|sO1yI$*}=2z)Td7Z)3z&F zIhd3i$cm-~AkH2}jBZU)x6c#p)KQD4HPz;bAPM~B!kIN6Ob8P{D_R$|;iA^48QAz6 z6iw#~kFeiAD?SH>k?&rFsuaL5fM`nSj0!eKs=ws(V9zu01&T=z1tK{Ih3q9HLZCwj zCZ~}sX-uFcv6yl*eniqoeGE)dIxswZFBq&qL!WH@8CW0}&>DUKKit~sgg$tV= zVd8MPiK5v;W5YXDd9;*7ew$1o&^qTdA7_Rc)LuVdXBN8x_R?%%CAI~0(^nvY>sgm_ z2J-4v;QZl$+k=^Gm9nJ1W_W@&JIG83ISm81mSFnlEA!^JVAp^%Vx!xF$xijaIS=cd z{#jrBJ6_C(U>Rb&cb{rE6Yd7sPL@X{k2ZqJQ;edG!HqTOuf3&}FSD1{-wz}UaC+Q0 zIfH}uRd*I7M4AI_4ev7A6ZBwyR>8n(Ry?Ygf~|Krj-1$y;=G0Fd3OB3;5>LdLBq)_>Sh|2O8u%6hqs?i7X8MDT^rlpwm zq}wdih$$%i*8Z2g0~k9QqjUu}q(^ICgW7W}=w-I8A4J)i0X!ieG3chB66&pFs(d5G1v;@GBO~44sJ@jA? z{6~9U|2(t)g17j4O5m_Y!#|h!f3(Z+&n5mJZ{+-QiT}C8|NGmK|2&KTcb~-!OjJek zAst6yC1}web6WVbOGv{5juvw&M0|z%rLP?fO<~PRd64=1fxr3hXsWIof5D4Fk{zdv zHk2ocMl0L>5rZtZP+T;tU(i+ihic8|PeWzL-^kYft11X1$?V#5&a{~fRiIY!qc$39 zv=k4*C+rBK%90>0jYn|Ct^1@7B?% z#7JnttO}cybA6xT_pE4bUqn=K7I;eQL(|>cd~ER{wxj@t;fl|G6dps3Of1IDh|eqB(;Tb=K#Ky5_Ae zYV&cY4g0#sIpEypfAVO}-|bfKuQ!kf!csgX^lQ(u;ggNZVC=jS(*FcE_#gGZ|El=& zzfSMNijyVQG?s@Y;*l`NJ! zcSjFv^~vU23$wwS8UR3&CfVUY8v1`=2>y$jAh5N32V2WFn3apUPpu!JHj)kMkucTg z+yAZ?0b3H-*P%{u1wZ<=odW`>28+1T#!^|9yko0T`lDnR_zz08!1nq_{R@R`CFXT9+q0diGKXz7yQaw;d169di-eQkV{!*VTYx3;47vjh zEXRO__-B7>Fx`Eor^|yhOLO^??5`B_Z`}h9Wl$xPDb1368Cl`;BuFhevj%kyxq~p$ zxdjvTmDG%_(953m6rM|*^D2_0yhzpQiVT<#y25HI`{j>aKe=qn*)nmuyKQC72Al7@ zMRY|*+$D2LK6S6^ye#o?%n+RDyx~7W5*qPI7 ztkAz+wq&}ZaiW^-)dwy{TQHBSr>J_Ku|JU~#^tnUrJCkPOBbHQcgZ{U*>_e`Ws)#P zqciAjz$kNNALpJ^k7!j{JcAkMNbLGJVC|Te?Th&1T@=a0h&MkjA4!h#f!2lKpY4mb zNnr2;43B?Tpe#&Z3hBg{sxXUzbsmm@6e%gmVD@?`U_z}(tNSs1GKDmWjV~Ixh|cec z5;j^|+7@CUk(G+A{R||sj2ZtbLS-GuIo)1cO)sY9EVK&}I__q@w9o3=sQWoseploh z%YPr(Xlu!BlC*tTtu7L^Aab1XUB+5(qN;yw09CrnYpe!_Jhg#dn}~DI(<~0ga|%A{uHl|w>+bfnXN$VqJ%&~o*f}%n+P?OzUB2*^ zoQm_10a7}kP2xVCVl(jJ8$4v$J`dfkYoE@B89CH*f(DuNfb>0_5T*jgH`}4Y>%fz%_e;m%N zQQCZib=|PZ*^2es=K{Nb1eh2VQD!{OmTL6lBaQ6oMw^!dNBom3bU>X3KVt@tZ z7G?R1Vz0vXIjWk)mv|HAAeU(T%?IQT6ILgebkF7*Utl2+tmo=ClnI0KES zS^HsNMY;}SZo#y18%2kMVOU|qqm4~rGK^K=fW~``Smu0e{OkI5-gO`E=E3!8iKnhV z1}P({;Ew?0cF-7WHybV70O!LM5G4O8N@kTL0w0O@{P|T+Oe0^!xdTHYuka9<5X@e? z_!%`@JOINusq22M#KXvt$lnPzw=E~cV~zBsfY3?FIwTeC(eqGuVX&O5U~)PypNg!1 zz;BbOyJdApH1YP547UDh=9oAMar~^kLj4_uDeWP=W2xeLrqq+`gNf1I>I3 z4;B%yfbv5q9^0D1bLAcDe_@^PcJF;|*g2pZoc~ilx$~+D@6r|*(n=Kt zn$*>8cByI?&1`ykGOd`_K$!pU$0>Nji+^cRV2p+aqKFzOfe zlr^R^80g;R^$^|>{&U#{zULwj4U3c<%GM1&bWe$D&?7p=c{neB za5pzs>- zRT%l;?)Ey#mEtvzS4K(={wMTZU(x2OGTw^gK^&7_a(#y7p#jr`gS?NI87YC^ZiWWj zc699RJ!@}j=1LY^pJ;Ac`?+5Bvep$E19xC^B9Mt*!qwDzOArgYRD4C1Z%LP)hC~P( zyW}m=Z2|z;L}6Le1<50#n~(*xhgdWdFo~8)vW>snanb@aV0oc423BB-T)fcxdi=E> zGb%1bLTf5@Ep2C__M6*AAN)7DB;#1y-{W$l=)X}yUU|&`1#Y(U@w&s0heQ!xFpl#5 zc^9{4xtX>mXGh2<7CgdVbrLx&Aqdhdyh-;Y#DazCUdufrZ9@F|qEf@{-=p_3V|U{lDyvvhuUwax@1#yBj7<-}l0 zr%3i?=#mzf-TG_l5hP493y((yy;Qp?noOA*iHw4xC2ps^>VgB1hOF9oY={psDTVG2 zdya_{VRV#Hctd2D!WEa$`Q2~dzU7FVos?hR?cg-uw!zrP6MC*iFLIVU)gE!VQ;2u~ zLU51keuGIdd<}A&j#(@@L+<^ubB+JvvDJ?)I?&N|U2VfrZYhy>J>Wu5xSyG*ac#ER9sF$>tV%Nw@#>7UCex~zA@S&G*J~`s(foWrd z$nFueg7f*_Nj(@Td%OCR`uZtE*(lAMeC7>(O+fQ)t7Y|^v5=Bmn?w#i@rwu!``*sd zPym*gd{hGH!3lUcC)y%F<8}nbor|+0;AZXuee5VW6JZGLml$s`_{IRSa(LvM+!`=J z=W1Tsfw{OwNE*F6-TK^l2c&AnI?s+Lb|Q_4?S}i&$S$SwJRFmrhOG`gO!+2R@l#sY zbJ4I2@K;;W#hKX==(|^&D!-DuWHww5b551r9+#B_;h?gvHq3nKD(hEr8?&N9mWGa2 zV7E&VW>4af#9UN=7-OUsz=9;$CvrUXIcZncsb9D;b*2#&iB}uW6c2>96Wf+?CeA8b zW!q#~Z#EB%l!~3iP?P(6br1|(^QUDXSI%RNsY--o>8mUR59s>2v@Z&c(d+=jdKj+WSLxbC8DLs<8A9;0f%;A?d>g(~z(pwY({Tt}BLjVkeRL2s`+Mj12HusR z=cSZ$XSsoH`}z87D<%@TO#va#qT9yuW!K;HOv!f7C7N_US*cRphZ7VF2wt5XvW#id6S38OMY7fIX2(yT~zTXs7dJeF47cuGZ@v=LD$KXX0+ z^_RWJ+`%Ix=v>Ka-$r1Pf4VYUFAHzyNiqU`IDsQWtP^1E3HLSU{6$jL9=l~zJi48I)2@6kdo zWkBWdM|w5@iF^t6GUHHzNV8CYyze_HZFep#4&g>-jqxLBJtf69p< zX|w;%hy12Fnf}>`8_(P0W2Fs^HxH$q41vlD}YvR|3XQjG{ndnTbnbh7ZC(C;vEq z$}7UuGWr_imq`enTII(5+3we8LgPJ~t7)dpMS2ZdycU!1rme<=Gat>g!F#ebUKso; zC$&s}PCxR11exP*DHF?c5nnd&kq%9;yIq*iGVsbq10L@$W@z}l?W7b`LifgX)PI9N z>V?o9jN1T-h6y*Pz%{{-)~Qq*$bqIP75aWJzI@<$ug(x5#L*P!zO-!sqUbZhFFmuf zPwaT&i-!;d1GLsf4$L>u!Pv?mP9i9O#O;oWD3|CgMaO~otDB$NNsU$lqcrz-j!vfxCz(y(@zCiZ)u5|KRYo^i7y(WPmxl z$AwQ|_fM*)HM#A=Yy%VEUBx9)HZ_3rr$1B$+Q<`E>NEt*1BL@LE{f_>J{Pje3VkY`UZ7JbMKZ3^GBs+^d%-||U91Za}EYzmizPOca3^{hpG^Aj&1 z76Q~lK5Pjvqm3ynxidpvaRZQ@4PT9yow@oq%lJpY$dP!=`xLuikNicc?yUGS8QIKq z(Jqee8_w%MMb;MP;|M@Bv<(H69H`c^OHvAMF&blVeN$4hA zY>0o#Y9?iHEkNny(sg9|h@jTRb-M==5!P-_TBhU}w z?8}3_XLnZ_}cCmdiAc7AU5mb7J&^gp@IFp zzh-{P^+-wK!33L5CzY91vAL<>B1xOHBwWpXDxa0!9&o%5N^Mvs40_z}wC z5mLr2KKj^jIu{4W;rCmrR5f+o zm)u{K%yval+YOTt)WR(K%xtKNz;-hRC#l7$#~=@g{9pf=BJl?;;jgAhpwWA|O58jU z1oKH|Y2$UGL)PV(T)B>{BOHObWfd5qN#pa{Fs9nyu+v~KYsba{wNlNru}Hu*MR45 z77h>G$9+uEm2@5KeMED492M{@^Mnw;uNm4RbTb_iNeQLItwQ_~#q4Zh9DVcw0Lm?YY_t#B?a?rpBX<$eUfk;$gJdAZiGEKPRlN(jR+c^!Y0G7qO zri0`zn;GC)2I06pESBcCg4js*)pcg1;89Y>Ws>XC{+49L6ul`Gu=3oJ(=Rv!zc@EI zSO1D{rqRvxd(YH&3b@bA>2^CGlR{KEBF5>{+zjZP+v~M};cjr$4+|OTj5HcErg?>p z9&=Xs5f362x&gy)I12=t^`0RA_P4eS6utUw1mW;~5oeVp?qSibKN(W9%bsqaau>2& z`4rC*vUP5(Ay~gQP!&vWDm^(y#MgN@0IBQ8d2<){{1%N0y)QGv(72eYjX>>kiNwsW z6|O$jd7aRXtW`(|+%Q~nir4(klLa*CA7FbSI^T4Z%giN>5UHqLhf5_Jw(~ot zwkK{#12aGuOn@H*RS9}EWg1M#mCJf(uoV0|mAb!-2``$HZKPr;M2`;!i^f*2dHAy> z2rmdm=@VE_fEa=xecd6>#Wh3BFNynxC>W;`+DT^qab)sA5tfe;n|0*k&oJ3sfSWM) zSlb%PfVX2wg7HL*D*A?=$q=OCnFgO z1_b?Tn*{C|i-Fou=+AoYjv;NLm=t~cVafGQGH|Ce4upDwu`N00WG-1^7Nzl~@Adi~ z(|b+6+~=BAUle&lO+cYU5ywvG$sLg)VfUgt5SzNsAw5T5&}J}Hf7eFQYkrGA)tcF8 zYo5RUte}Ku5B`9fW*Kh7G!W}J zomv7k6=OCSsX)3cVdtL&L4O+uenu@M&Mc;NzsBYnWqQYU*`wb0Q==fT%ZWU>dg(Ka zYIXT9&ceyXs#Y88uK4}*~on!Vxsqt8H5U}l@$LI0GENM%zAzrT(W z(DCBH1cT1mzR?q6o?DOhyAT}K1WBCcq_r7nA&bY{l4L%+*}>04Fo)o1_2OF!`WbA! zD9DE=n=e~`pvWynLMjfYX$&!Ejdf+zJ8*x>k%|te88Fwz@!M|) z8Wtot7av|`6B@@I!1u(KGmTlSN3ZsFwd{B+DdS=l7HgYzc_e?0-Z?ifVl_b!rG`zf zANAmI`UZH5cq*1_W@ui({kxxAz%3yc&sQz=@BfbpTdL3*>b=wtUEtT^dCJ*blMkDPv6-5Xgkc2Pcj5{VPmsH@CGM-YoDn! zH;EJe2(GJU`n3>?g+|>fizzDLs^pTRhnOvbhCHEA z@ONG-TLe>E_*#o?^(>vjj`;_~1M%1;+%_GW&u_7+19|H4Jx`}YAS6(Kmlv~#VsJbu z4+c7GFq@r`q2ZI#L<5-MdmEnw>H5z7v^Pli)`~&rD-BLzw)`TXmjG$l_zCs3!zp&1 zsj}pnKyYI%cBmm+ym@NN(uMMAR&eQhMaLVt5q^LxjF^wNqy=FC|MDVaKLUARi2=2$ zMnBNgB)Q}b=DQH{hXY1kohF}g=CjhQM3^D>@9z(Vq4$AIqg?#yso2Va=xz}gJOEF5 zskJYANCfrW&xfj9CWmldxLHW=zlWkXD12aUpE7=kxBMbPV3ey7+28@kL)OWCe&QXj z9twXfOsA%!7T0EEPfNEqdL@vW`<^G{Zl8ob4)9B$5&Rn!mNVm{kTqAcRcZwkn-_EH z9+(oNdcc(Dqg!JS+LA}lhR14&rO5xAvROFpZ22VD)g{m8nPrW@S`GlG!tKmD$ zgizX_oQXs7ZAm-NQIikmY;=~(58MyuFYbJlgyOKu1EotPX2I@1SyWHz#@j;`cjEEH z=wON=f}oJ3{LsBzI9H}zDgTQ<{5hb(R@a}7Yai{^?e_qFtvv0Duk+To_#V%jPEVP^ zRAHuu?+0@Ap5Sde0;RStKnds<3wj}NvFNjwmlYlj$WIAA-wx;vMUfW{VKh@P@MOxZ z6F3jP`doutB<`1jpggQX$jaMjRc1O&)p}dqbX!!Y*D$ShlW1NXh00pfO!6QWlW3cm zGoi-q(iV1f!{4L%oWPB$37qT#vdigvU=&*@Ay-G6G#F^(gK3)_2ykYe-N4pi2;7&S zrGyk%;gQfHOWf9&VARPi06|1D^W7Z*rvGObe2@+_%^&vp0^!!J@KXTC#ePhB4rZ&_ z!JWA;13Nle7R;|mvJ%_7(iXgOVHe!p;?>GZWwt4jCrx$>$u);VguQHrVv<9FiG)zj7nSW&Zb_^%c_~!gkA3u6{AZA zKk~`X2f+gA1MfPL?FRVQy`~7ckW@l9{kV|cys@fRQsU1_w}RZK4IZbB?G!7I%{e6R z75~0s*(}~G(5*YW+M_RdLrTzxXS-Oot1Gnr2%aln)qugb`WXpzjBMbjliumB1 zMvrGvlD#M`dNsTZpr!rGY@U~L^p+>S9zsix6-`}fl?cLi@u^E~L@!z}pMt1x4FbJyS;mVKg;%z5ov~RLKZS#8g=1Un+5CiD^YKi?A0Hf-G|29RfSNyHyp>84Z5%JwSKLE^LEThrHkWhM?Yg z`d4aI%{@rm7@nSxoy9R9>fXig&mO0q>j)hNDehe8z7!(z=kJbi3!i+ES)gH^c0Fry zSQ;Q~aTq8ql)2{gi^jnXTyi7CKd7YcfK9FbV$k#Mmpk64g>Aj_5AHawArb4((*r*b zg2vxW9JSj4g|vN`zIOWtEM-5&_Iy^#P_wkcb+hQ8XG`OsC2Cs*Tl|oFV0KF>KO9qZ z|E)aZ(M7&4p8>H>SLaU{ZC;PW;h?A`M7Oe~O3n0HZ4;Ozxg&uuE9>)4F-U9M*u!^L zdlM}!a*}~*IVT)K;KibbO0jW8A&M7K6Y=38rgNA0Q!s#RuCDIt_YY6-l&dXj@1k0x z*#Lcbk<5%~yud5NHkfgOC+oakQgPGZK{oCK_A+U5j#Pj}o!JX7V zbz-fY?7#~-RNJN?qBsRDiuSVb9`AgWK+$C+=BlyZefX$-@nmk_Tnc&4P$W$Sy9p?Ji(~T`(mTTx_Y_kZlWMhwQr$Yl#su`bUc&>A$)z)+h z@7Z)cApNvw>6%jhG>@J4%0lYvgQ%GI)&xGz6g7KSctoC{hrl|2Iq<2!tF;fK7p7Fal_Eo^QIS(x7c6$u0{Es40G%6 zXBO@p1)cY)waHSD&Amr$Hom6WY2QD+D1*R#btcZzv{#M1TtpVV@M^iKIpo`eU6uH- zjBZ8~m0h|u%uN^+E%j#iJhl ziM1oLabWdfKtbyjyHnceH>WHOL!c42@D=M?nvh!ZzNOobekRMPEqs&c8=fljVJpa?moe35zCB`s10K^_z=S-xe!kezSaoP6fH z$kYwFzpS_XutLV<8->adP9iZYY(RVVMTg-gR7{n*EA3|n4Gum>HHqI`!_3^?xJ}k) z)~VH|HiTtYKiYbK=J$JU1{{8`lEaDZpELQd>XhyOz$4d*_a!2}B^2@3S7UEDJL`V3 zYy+*#42R(MZGLXk|o7V@gRQq=L5}@#8g&x z{chVKdMB9!Q|s+wlG2?qIPPh72cj65o)@h%>u4B;T>|amDCDb#*3GK(a%5|Es~@}A zYp(!^dDc&X^ZU>e*(J$_M~`yq2-H{XmKGbUHHST@ zNBC^)&K4VS8*h2JU4ylPW3Xk8{?2}>&AePAEd?>4uC-ZwcOKrwuxFaQ%2E9RGE#G5jS_!_ymZ!%h2r+#k^@lkPC;yxwUwvyjYG zOVGl-QOFie_t<~xZDMBSl-f4j^B}^iG*ICdeDMZrX$Ud>vm>?aUMrxiUN!Q4_S3a| z!uhc0kui-PNg0Kh_dW5#g%t7|sZ+%8Z9|`OKJC?ozl;8v(xdV9QnV<;Etq(r3P z(bZEFyNKe8mSRf%|wVc*-enn@{ea~)&+~WJkFoYn?mGl0N$k)%Dp20C@ zf7PW4zi*=#8TNxiWIxQF;DMeeIMXVqZpNPkPaV2~4Pl|3AFY2Rrdh6Qk{nS!s8r)a z5KzPWUoN z%~cb`MiSzefJP6`U`!*o(+){s@<{#^lV0a}Q=_v6P(U{LeHZjL)l}u0OvWUymht?! z{pgOU=yJ1eqN$!V(70Y4C@+)4hf;TNuFP%(eyjm7mrWB73%T$*sVrRe$lXa9Gw)xl!~OAkC-pu}7?g#AtOYHNw> z+_qN9X4UMWoc`6@`ytVG0vtvXCSHmd`w`){@1FNdnY8&9>yzwg6){7S;!(}AG|pm6 z+`gfzL&oWem!_dvY#Ixo_V2#XjY3XQeF>(V&hon98f}$7<~Keq-$kiM`aVa0hW6 zw$WDdxj!FmSEbvt7lJ6*nevfIpI+TaqR#3BN8G(|I5MAPUq#BnrImP|J(k)`Q=kCH zNG8|H<2b1(-u{<+LT^IT_h!e@XH|DR?hFBfwF^G@x<`C4n zh$T@E)Podwo`^Q=7_lWW%IqD7AFDhNh^j+D$$j;4JjIwkm0r+~ht@}sBEY*zj61&fDQ zP$F|sTynJ5hi10~>NLC+XCyW{PN*)tSDaQ)L*%{C^9&|cWG#E2-@f;mOnt?e!}wD% zHsLin*a351trPiATwD-|S-I+D?OOg49^{=s3ETqlaMA~!W)*lvQvCy~*e|EYs-tO) zW@hAz$D89|%<)*bKtVIF>f8FU#)#d*>?+97tC1W=I7bU*zm_1j<$ET=B*q{sq*w-r zS?Z4y`c)|`wib8-Ij^1zKDE=UFL*aP2n(gm*7uP0)ypMwU@^RMzf%IE=Jwzu9r51t z%e?8U>|2i7X0r?EFy@*41?z;q?2QT+XAaTO{`s-zyg2Lkz)?=+Zl_*JJOQoL0;f?9 z+I0gJo2kfeM346D#$G4nqmb_^R*QwK*;u*G%;adT4NpiT>2TdE&@oP>790$@Q1Ff( zESa}0tG-M9FjRW&gPBqQ_oCN_qy))@j-y~OUlw1Pc0J`1iH(9uw?H4aeKAazA(e91=L=YD zOK;$VmGSIy8R6tr?UUQ)_%B`ySfLloTVTxi!VBAxXcodj%Ab6X)}8n*eADDqj?~n- zmNK110O>l-LkzT9%~eH9DoAiRm?DUxtX07X^P^J8r*1a1m;i&-6(A-&%^X5mq)vHOyohs5oLR;jUiy)8-@8YDi-)5f%`-JPX zlV7n!ke0PI)foR+pO5xiqtl~-TrOKF6lk15r& zp3zAc2e8=-)wa)`){^UG^{y&@WJaFOCgf14LxD@)&he}0jc5A=$C&O6LgD!i`@3N@ zsj%SJJO-mJ%{P_0_jOWMIYb#BvOa+gIq{W<`yxEKsdy&EGiU*JD({QB0h75?R9gar za9^?akN9_1reVoezEpb-EOJg+9gHZ!j*a8;SA|0MC^kBGe=mdvT8x4|JFl*Icuk9HwEI&3MH1fysKNAd!B$o4DGMRil_+}hiMIHa>S_#Oq1UxZrsdyez3cGd7>5YU= ze&{Y}zRC9Een?TbPtxnh2bh{st6_~~?e|nR^7>~H50a=iHzv%-f2(l)s>@q(mQ~)J z6Bz5eQFw_)6GrE8@SIc$_uUNM7aCN97`ljTbDP=mM5oQhX&zR_o9rf@?}ht(p48Z%_VGlm7w>sUZdjt)AIjOX6V)!} zqBW1BMTrEwWVtNRv`VRFU==X7J|Js6BHefDR4K2bYwxOc3%5(_%yLzTz;)e}?mx2- z###vqYUc>fc8gt3-#9!>O_byrV{TvPD|SCog*H=U1z{T^P)iEPHaO|rC{%GvV%>bm zF~z*OdfjOyZny9OX$b7HB&86$*Wni+znE-Kwdv>ADb`W0^NypUx&rcreutzH>_FV(@Db{Uvp%BpQ#WyUs5&ksevF@rGZ$o{+8XYUP>G zv3tX>@~D6?LpNDP1CQ81n5b5T`|TG_hWz_^>RdJDcY~s5&vY6T*mYxZ>Qn-{M zwUT`DCL_$!4t@14nNU1ly9m50^*y8&sdeQdJJOLPgQrAao-&NRHYoHn&8v6ZRv)u{ zU$g|33vS6Lr$Myu8>e3;QUoa#Z7o^~@$+WU7&AP=peYaSrhC~`6so3+PaQ}~ZA#M_ zNU>q7xXPixS>0Dsf8XvjN6e5su8{Yo#z{d=172j}sBGJP_uM zgHVV{H!9XU&hzX(Zkv-}(x5dV z$$j8Dk#ybP_=q{|=Igh2qk3NbQF0hGxzbbSEm7GW3=kH{y$8B*ITX)KBO`6@I=i=u zOG#Q%vgO`MV4TR?R>@L^kw8yBi{IJJ<92OTKbYxSlYGy&54pp5h%iY}B^@Pg(;Fy| zw&rX@O{y%TT%*U@mBf&VfZ#&=&>1;zlL8|o4TcF06sak*D&&|Ff z`&zd*@yEfMfY7>Mh0;lZ@Q@3;x|pE=7;qaRY$AvDV2MFfnWnDT_yoFiob#sL^Oauv z+k}Cb`Ag`=VYMbX5>Z><6@@={jZykMPslAUWueo%lBq%PpVq=yASe{a>&ZyIrL>|J zoV7IS%eJ%eNym)-1om&=w3-nUHL!~-C`nrs)#N46rLnsz>YvD3_zu@^eq%HCKDs_O z_K!rEH++1=@bq+ED|k*4&3VPPRr+%YL2FunNPKT+>e~G_iWz@sX8h;x%afeQXYlG= z$GA0zF&P%^|jAmR#ZmDz9OvJ07O3vVX?Q`XQ zKX1E?jl!_)lysk{$=#EPq^e4E_eVvXJViqyGFl|O6KfnxSLNUSRK;C#(Pwm zoN{KIlIzU2la-~2SAR-IccqE(V>h8exWIbY^?6|o$Mw*ctbO@7^LObEF2$eps!PZ( z%g71lX4lkYrS>!4AeKwwVY_0Y)_-;O^Wfx7d2_eqRc3Q$27ll}4}Y*i(N{ zQyL%WPO;-xBk#J)e7;6=U*5l({&`js55;xiaaEGgXy9fhTr$pXl(DFMAGqQ7Y9b0C zlj|dTS3%CoY(!ko!ulsLF?z@;OIHxu9`alaU+c`hC4Mszn&!u!9!%MAA1z$8`L)4m zXUY`k;!-b+=h4tL&tbq>-uno1_TmV9)JeYY#ve)F9675>XpJ5XgsZpz;Q74ZdO<=` zf#`Xl9qV@L@tVgj>--go{&S-=#j}?6wboQVWPF1MK-X^W`Ob!w|mo3C> zw4=M};GM4rB=;^Dv@`0Q7_aR$5X`u*ix=b#i+n>;7F5K!b|y2i=pb=s+R=__wQC}}T{bLYcP|f?tv74KY6`s?yT2v==KPlO#Av6Bi zvGxq9yovhud*++o^jo6c{T;H4Bb-XV;n@<#C#Q{r2DUc$7n}h$eP*J;OFG~AH5ERj zbzH`ym#(-G>(iyKXH7DfwL3;4ii)!p983xzY1$V4=&6sQJ(5-9f)6ud-buRGL>0ER zL3SohOGY32m(;aoV%j)ad43Krlp2=rzYk1SK45UlFywul?S}ttOh(^|)uLP@c(8eM z<02&guNV~bJPh`lwWd~O(FIoN_{t~zZQ%beSyzP>zy=kt(vMtYu9!L;Tm!%d6- zPicqOi>tSA&mKOd-XFF@q2OI8!j4whq$NA{y~{iPxMF@HOTnCnO>n(bAz-XO+syGe zbsUkp)!Ak|cqRF$KCq3FG5d1lVO1#g%$gK0f_LLqXS}w|YXRLLl8wRyhCt#4ogW1y zhSE^AH~mtVZ@r0jf1_(!7HUzyCzY7!^T*&E$Ky~>aZO77MK8-=_qwACThv5c-Tm!@ z$?Qlv?2093LE~ff_TFKH3=0y0avLteIIwmxogpt@Jdri|kn?f|&4q&FVAtG$Qs3|; zGR@n{&~N%l=P3=*?_PPdzv98k-~EapN!8;aN3XH($phZ`+kRucANy zbK=^c=T2rR^j4EK`%n={40njeCU~z`KKj|SxSC+vb}b~r_OArNmv~E3ko&{$n)F>CF1?r*k#~=6fiv~8~(w7m_`uIXhE?sR6mCqA_VMC>n zjND?AaB4`OMC!OPQFyLVQOJlQevsUaW^>iF_D~naEEs(?Tp{(7wz`a66P}a~*Ci#r z#YnPGO|4o(#eNRvs&C&C^E@SdW$1A*>xkl!pAW?1DVuR*`H&_2hvUha4ThgxpEh~4 z*LqQBtIIzm;f}209z93W^yv7{<)lmqnf2IWf;b9uG*mht@aW4%gQD_{X}y;RhgCJ zRW|+}^^5$qoOF5h0EKQF^wle&*WFJv3DNhpZpX^n_MjVjqQm%Js%xyfjE_{_l^v3q zol$be&g1rRim30%ubnYujcs^A6p`NJv9yQLzV7r75_Xw^psEY_U>}xJ9h77U*aLIv+b`g z#F0z}^mx$W1)d<)8P&UX|GXceyfSeqp?%DgWLwa@8B9xd-+MW@(y&(VLjCsFvV3h- zvUjq^)k$KRd#H6keGYT z?NUQuK9VrTu2}p2@b_1S*ONwqDu~{CJ#T}yR3yXoMil8;V$1rbM}R@3HtuT7!Ydz1 z8RLvJiQI19^Y}atZc0??M%~9m8839YV^VIIZk`9HY4;_qPD8gdUZ6`FqesY`Zk1r% zg!b8{gDZ;Wm5CYlnE|aUYJU=c*zJ?F!z5mf>Iw^OqN$c#BGkRB*Tlyt7;wijS|Gld3<}M23Gtp7J`hqv(Hg%SdEz-ouwo=xz zR9_3(*LxmdZ`UavC0y#gQ73WpR}93owE8L4*JR-}Teoi@q;LIJ@+VVOQdCG3^(E@e zYRKEoT%*JRGq!>?e;@wQ__zE6_}qaYm!b{fSt(yBxxB95n`S;Nche1Ro=-6n+!|3h zQbsIloY+CEQ}s&~pJ|WGC2HPuf7C9!+_RPwQB_x3pBQeyLS~f3yrws=(0&_@syUzm zA7#ljIIYmlrM4T@(NQL6DACv>^&KzNY52&rcXumqSA|u-akeoc)g`QIldy&V00~>5)V;RZS~yfGUe?c2Q>Z#+mm6S86c>{SUkvod{2u9E~?o1sfw= zvxA~=>)QB(MR*|h%>$);Jg7Ol5uXDlaHmO|6kW4rd(3&I=#!oduVv5br7ep~(p-iv zQxz}gYEd~Zoy%~s@1io|n$gTfe}YCP$h1U~m+!~HRXxTyQQBdi#J_|*ctAuhDfEQP!@}NP#Ar{g zC}TU2u`!Mk_2qwc)D2ug?IcS>DlM0uPEf4Qipbee^Rs`ikFdSU(jZv;HCmHeM>u7Y z?De>$wvS*U&q)q{VzA}(d)3KKIl=opMRo8vCDLkS|NOKXt!ZV9j~nM#1=uC?zkZJJ zyIQI&R_B2UYW}X7&vL5axf*8Qa`%e9mTxLP%OURP*0weMQIY>EMg=dSJz&lYaN47)R-Mq1OxD|b?^5HgJkHXT-fQ3g z#a(%17s8YF%1WQGkhz!a8d7vsuj@I$ZQZN7XP+y08co=Hs92Wvvwp#_*8?-Qz5-*} z?D2qG{?5&X<^2rj`)iw;`?zS9?KF31=8#IXw#G0w6GZ8T9lJ{n_xAQOUdQ11{&+P3 z{Of(LDOpDg_4u}r*Y5qNDJ&1=YzkhC%dK|v>0%>~=1ezuuGJ8owL%S)dI?#+RZA=M z3vG%QFf8<9nn&ixF9tEOh*wJ})|**XzLI*XDzo|R<|Ow?oup;t{0yN6oNOmE?OYB) z1`?;sJ+1rDeeG`E=Qo{0RqUlESdMYrYQshG+ZrQ=O8^0=d&?$}me3I`1$`oNl{q-Q`Q6B0b?2i< z+?4bDyrO+5+L75sAYRu8JPntxd9=|Nlko~7cJpC+nop(mK{&l6sW6G;nz%%wY&ht7Bkpj)7;)_QEquVJrP0mlk;x?+x%9AXc7>Q4f zZccORq0bb4^3EHxXvF&Tt|0SF@A_q3-p+VK#Y)zU{PiYlYi#{F{GRP`+~$~PFnR^Q z8UCtQ^b2$fj?d2&idMN-1K4zk*JO<9652W_Rv7%jQ!f&*5^Z% zl%{fiGK1((jw#-1-#}AWxOdi)uD{1mUb<&0eyuFDu)FhvEbZIjZ?q=u#9M9D`t5;b z?wRGnR6=<%ls%~{qMR?5%g{6Ua-ErS_TmxmIk^it&(HOHMD|EaK zJoj)zVqQPJ=114XkkUbJ?a#-!#Ql>E6eJ44%P1(t$tK8BN<`Min3BccxV5~69Nm5U9}k-Z=xdk zBLc!1GDU*BGxV*4-e2|zLLqI-n67u*(h}$8N(K&FVlHNh$T}`(>10t=?pjUi+;f~( zsq|a_9%X+Jq;Z@B@jVXwI@PgpThr~a(HaCLyXNA zgKGP<_*J44-0Xq9Ih`w8NiUBA!(-w2Sk~v8tYYPQxQUlc1ag!6sx`PPU-D$77@BX& zc)nSZbj1vvaY|BTdj7J_JB?uP2U}S;D9nlBd3mkM(p?EDFr4uZ&HT`Jpl-@(V2h47 zjI;NyV!S8XjzY!#DljGZ^II7kEO%-~o5b9(TM!1=INQh?wKAT-((@rcX&tnSaHY?I zcNTbG6#rOq_v%nLzIHu7ZDyhok3cfy$I-QI^%u>nu4w_; zPlMo{3Qo z8n3H8QyH)LbMsD9uVG)6X|`S!r2fTX4{Uq#2br+!jU+M>I(*_`)srkL=duS$Y%^mA z!Qm~N1cgVjY;h#|KR7)$eB$W!m7dZlI4002{LDO;N}8vdavuc=-Yr?x8v^NL<`CW+ zDsPQ=7X;*(LYa+m?%uT_;QF~&h@tg>^Hig=2$Q7?m2xoSb>qI>TQVjtYU-w0Vxf&)clLYj7ji)O7nl5kpY#=BQh=iewAx_r zYX|yZ0P3JF^&s?=p~1k6Z4bkAdY7J zg8{W)9`&qjsghPt@@u&zTbI!$jsZ5jD1CYJ zX)YgU^pYPYpQ4#pS$d6>y2c(o*S)xP(QwEk$4^(yX(N#Rl%GEe! zPh49NmLaR zmwKP{l!kNJu6pE%km|B;hbb`hXTpyzMOv>7*vvNZ@)uEK&ndr{RRez_s&_9by{0L- z!ZMU1^RDGl=h^Sz7³B!4B>jk3OX|;xC&ybUM-)daWzIk(zNI|({$=H&7n*1Oz zaO!LOZOBo$t&`~O`S6dc%64o5cq(C6J&??VmDs&8o1MG-yXjN|w=t(U?C%Nmv99KX zcP>LK!Vaf3xf#|*WE?*{d+GeZbH(1HuY99={kz=N+gPemy*h)k?!kCMp*-?*<*Ger z62^79WMdZ(<~lsqo&uHX&GuOOcP@HxQgHVCd;?d9memwGjdP)AXGPyCs%y7C+d197 zUR)4M-fOH{M=vdZj8N;rt1A!kHNA7H`p$Z}=ZyrL;aJI) zx~!hG*``pqaa1_%0_t?bUpPrwhvyVK2eok{^%9=if*z zvCQ4--5rS=c59*C0=;(!;%>6Nndg7QBmAqh4NQZ)91gidh0?%~v;RQEwH@)HaJ`4* zawkPx;aV8B5dP~*liQAuS!ODMdo@Efoy9Y|m7AhY{+?mT;@evayxW!W=o0avWB79P znMM)QtghivOWPef#`IBei<1G^leh6-B2+h%*E{vZv>mscHolhgIxHR3yUO>@=gsTD zr-=9(;{~ojRr>)kR)nfw;>+cagW(i}hMj85k2AVy4e1%~Q$uh&BiK&a07|5?_W{~b zzCO^)7w=sq?$(XQZ~V~flZ{L#^;uyGd_LQ@CxHY1i_eQ=*z_34|Lm+2Ip>iit*RQC$*Sm7}2#?}Aji!XV9GE&7+VK?V&sO%bbQ1&NJ!D&hflT#7@=8Ms+Z&2z^q%Vc>P|PnllKN0DZoM~Ydr49P2@ zG1JU@^q!ZD?dAqBKE9AKoAR+$>Z*?5A6`|E$8-`SNX|VW-{i-4K&bRb{zl`X~2nMhujF`g4i9_LlQV%*iWW`{fbJI@AT&1!*3q zQIH-R80ig50atgc%v^kFk~9?eg-{IoC--imBHNlMpRu8c`N&8Zt7}NhG8*r>>s!qu zC2Ag2sfx<5XLJ^nGhAUUCZ81N4&}x44RtZ*RnZ|R<}cn7Zl~qmpon`N{fKvtm7m*F zy;({HqJ1Rw$mlzoCm(0G99sv5F`BDgNA3>nscZkM6m06Urb1f}%9}n4m?eHDPh1Je zXY4D9Jo~3&P;>*EY=k@maI*!{ek?ke+mMO3!OgW_8a(PX4CgF|`=eykRWd)3E&ran zm+W_-ay#FvwZZ&Hg~J6gOD~L`C*tQ2|B6)7r%0H?1D%hzsIFsIqC5(~Qz0TnQ=S(fx&SMs-_k#@7x4qWo1KmZo_ZuE<*3ZMe2xVt zs9Y6;yp#I+i{qKsb-5{rLiG~b(ju+TdF!IeBeVxF62>eCIVrU@XooCD^lvtC?R+a4 zO0a0)a1VOvp&7q;ptM^_Re4}3nY7wwEGaBq*L_{b*#0PWAay&zpCSJCTf&GEm6tJ2 z*g9!_J3pH9z@`uhA4F6%8lmf58@dIz$_PxSVNSFWp7ey|qq}o_W9h}LaN>F}xOZXR z@?v?Ar)|Gf%ziF=OlC0n1O71FDzfO(Q7}9Vv&7`qzARH_`ypjZFkxT->tOVu;Cj8%uH_oG<3CU^TOntTWY%M&5MU6BQp9M z1dTcNrlWvAM&;e(XPb1-j)+)?R)U(|_X>SG_-tU)9&Gfw?NDs%-V8}qL5xkp3}#>1 zGCiC{r(4AXU zU4t9vp~?4+ET-{d&MMpu3}+ybYu>J6{Ic9JiH9Bwo-Yov94>|CY)?I>RZdd&s2r$g zNW^?+e71PnWRhMST!m7c)@t%kaY-fxXVWP}ce-|uW+2>o90$$>&V(E>y(vznTsXVD zKg$HKvIk-Z8>4uwaedgxI}!BxQHkqodncQQaoMEqxn}#T{BSn5ORiPzis1_RAjiW(xzSh1)YWw+hpSQs*)p z9tJB`L8CLbM_X$`Ll0}m}uycu|#}78MusmgxGECw@io#IiXoK-e{I7oAf5wxgv9-7N7N$g{!TGD7 zx3~NWM)`9RO(dz&AN|$Oagz9LsHf-l*gg)1|6l$nVdTfw-GY;o{nhosm%gn>SCgHa z)60$y`OBLW$FO-s9aN)a`E~j)uMhs%LLd8R_Ved6=Ldg%laHR`qcZ2)K4R?({+qAZ zVF%B7d^}mS^4H^lgPM*5h6-O-i2v`t!u}R`&iZ;W3hcig2b}3wV5riEdn^C$D?Amz zbGEd6-+cL3lLhYlJp*#6UTH;R{oPmSf#*aZ;3{2zH(&fTV5t6C66pUdiC?$#KTG0Y zL-GHPmAJ&dcJ1nlYh32bziFd)GH+#QcBa-Fila+u&7i9i=u6;8-@jWxP(t;Byet>h+G|rh}JjQ zj?E8WpI8@aGaRcQ6kXTIT!$B)KRAJxur!+T@MDNyL&fpChE9DA<#%siE23)RK+O)8 zlz#W;-~L$;HI!Ev^-rJspMU6;xE7~%SC$<0_ZR*3(^90~zrO#&^}ka4$+F&r-1YzS zJ^k_#+9^N)n7a*^5fz{7}TS^C}EO+9EN{g+fOzR z`){uLnj9Sm`qi(4=C4K(d|W(#BbaWt=|@!N0FWJ-UJR@ArTBcBY#s zQo2Ia4j6wk0XWd3zZrUrgurXGaPn9|^uL_{$}XW|C!cbhx?yt{bhaq?{@1B zFDeugle_g_l z@Wk_j@|6s5-mIb{xm7&D>EE3&z;5!RY#%o zu7{UKhF<$Ywlh_oRud&(XP>}zYhNQ?bN_L}g=PcE=u2Y9n>f?97(c<`$r`{YG>X)+ zq!4kfp^Fy$Xf;{3iLTq^im+MqKB*l>RUmP&o-C_mRxg|e>Xkd)bTKs-$8$rZyq0h0 zUgZ7B7~mlHE4f2%BF;4YR=$oQl71LbT$EJ>w9gj@g}2$xC+l0yCQ7yIk>oF7r7g#^ zeI**jct_6?!U~rPV?>Wr*mY~V2gS~9w#SR(txbl5pOE~z82@F}q*SiO5qV=YqG0R@ zqvBc4*4ZssrSscXZCA8?e)e+dy2#bfL%987>tv(Ty1`V#m0@*oGK=Ic;J2$!<*`7@ zmX~Q)Jae5k3PBvyA!O0iCUc}$k7pa2>a0BxYu;>wGV!d~3nvPH+I~K#}zfr=1j&=$WtiEP=A|Z^j?k&n7I@H`!Qe&)(!Ub#sgN zYP!QXi}LGSBaNj7C9sUW_zJraI&=sJAO(d2n!+l;2sJEr_0uUCiyUK>+lNs3 zG}J=JK4BFlZ0NT6w6NJ25XKg#zc)PB*aO55JDv9oou{l8TU+{mjOv?~6j=;q*-a=L zI03ev6^jrEat}SByR+ZGd)xeTcMg73+cgd7G&gCF zLrEJ#Uy2IP6dsG{i1Y@_AWd7VH53dKW_fshltbD`pK3`eOT41k`U*X#glim+?{V!X0x4d7*Sg0gwg{6 zdlHL=rHBx6$Iy5|Jno@~SIx+y;=ANMf=YE2C%{6OrVG22G!=FX16D_b)--|AEgGze zpWu|{l4%MgVKwYkWJgT?(_{{Vj3f8cugL~_5NF;NW_`(_{H^oz3s z?+SM-KiHQ7GTcpitKy|jTg0{7;81yOyc?dpu+~TB#OI{JB|Ab3T}Wc|^FG7NWvP)= zi>%H3xLM{?CK?7E<{Nl{#`Azr#|>VyUXZIYx*H|%`30(cWQU$hNfch9_t}wyQ_TdR zyAhp0DiAj>U(uro=G9>`~neoq^?M)Cs&ow^itt97P;WC zvfvVW@&|@b09$y31B-(h85g1IruQzUjDkeV=# zIcMtGw@lR9YxnzWqsHF*LqLHHP_Fwa65>p!qCbwIL_pG{qB`XsapLz zBY7d|JBGBYzE>x{N~~7$(M;P4Gg`vW)OK4=K38jWFthH=T34`Z=F5@t*?*pw<22J` z-j>tR?Nx&%0P~Y3dNS{%{I-DARenRZ{0+OX4C*>y%yTk+yw1X-a6&CnaM~v(+mT!c zsIB{JC1&jKo>`Te#!5|rlh4|W(az=E?T~&50ewOOg$pqALaGI>az1irq8CSF${6z3 zpeX2>jOMe>6mX6b#R{+sryfTVFEz-@v+yX}4qrg;3f8Jl;oPjP)T_7Sh)|e{+ff(U zZM*VG=Y_(oBl45Wb3BLLVLI>ZYnQ;jbXnilw=I@ccg-|SSxx8O>3CwSFapoTYI~Y{X6^pMD7;#C=2v?BfMAP3pf}VCA!~% zuk2+hn`s)&ot{uhAD6!axplV(PmU*y#*9`DHPf+|nIm1kotVCe_ksP+bft0t^yTaP zk>MOk1wtrH0#CVwC(*4$-B@N%E?@yr5n@Go44}ln*vUd+y0mn$=@biOpka zk8}0Dv8wJF_ddFyH3%Xj}?JVEy%I%2)zL;IH1eZcgZnJT@&l_T&0ljFl z62px1*=EsPqV_XruVuUqj0yIB>_wl?#hH*%zER{Xqz8hNSnPVT;FesrTTGJylkA;V z=uFx=1)LLWvn(h@!bh#>1+T`fD_YFMV_wB~Bo9tCdKjkaftM+1^eLbL9cJ&1ZOsnn z?UZ&@oiWul&_IlP%bK!mE9zLqh@HK`4_SU~0;z?3fz&1x6xGRwGe1jHw*`Jk`2|b5 z%D&oFEYtXRwGTzpmg+xU%F(mxyy6%h<0WjNm8j3eY@u1@1?RI&+WcWdu<-dqs{OD~ zaY94i|3YC&>+UGGrpZC#nxep+EN|O#%&4Q^Xi7hzPdnil=G;TyPUIB!riWhgY+fka z`&fsgXR?>RoxmyVNiV%4%gMO9N}@hzk5=CWu$%+*cwGi2fS9Kd(p3CItMv2NS;Vvv&YH>-XZePpaZLw&(wL&x(QCi<( zT{zM`DG&p*v1Xi;B8wyM$}r=wnbYVMS4a%_TYQ<~Lg;VqqyE8lKgPIUQ?0g6=IE3d z=ND{cm31F$f9&Vev^_;9S9;ohEaveiJXL?OjIA=#HU%Zq<`qV5!` z@NkCRy9#H^qUB@^A%%`4Yfld>u5m6vIMzs}%NiVb6Wi5kxS-2x%&k*LQi0D)i;cHN z74YS`o*#y|T2-Q8MNJIrUoMph1K?vdw`B2!{&MPpDbihqQ)i6bVfs@2Fr8(EJk|bTY zT7Y8wxV0U(EgmOKOt)6uDb2uZztc{$-rD6OiSxpwFx!~++*|e z#v-(%yjK}SMzNs^!K!NlLoG>9J&tEA7S7*cbIDbqAr`ML7TJ5`oz}Nn>&$8pLC(>p ziRE#eqr4TV40|fUPu{urj~;e>Lx$InR8Qz{F;+IVcsREXDg~uTeaSWL)MV#<-5PHv z{Mb?Pa1e`(zaK7Nax!}8lT|ibd{*P}hA3uu-ujRBy6W+@xTM-pr?wIN*qYIg*LrP6 zQBm=%@#t8rbKS!T&9LO^HU#05#Xaj+I&p=VOlE0N*p(?IXAB)JycFAnC8T}PRp*Ga-RVfi~?6>#_ zW5(D$UY>Rns_Z^5R-y!ijf&qLN~d+?zA8Ke>0}h)~M^K;X!pr9Au=^ zq~^-WXB%HEJvs-xqdGZ~BDKp!#0(J(4UvteC?VYE>92~UQni5kfxL8D@Kzx$yDtWu zm`J2Xy)-kLl&=@oNvB_z6WnE$sAR@2zg+BtrAd)q_N8P(0w`P*s!69UbH){l0sM`p zx%t-b6EZDSxnp!PbZQ)26eYauhbTU?&hXZhP$GeuR;^aWd>Lg{Ijh93%*ttT?lv6` zTz2~Sm7?!ko?H=FmJoDQ!ZYiMLF0R5vTNpjnLs$Fk%(QlVd6nNCbxaS6-*v>Z`1VZ^v<>X z2rP(GQKK{k!O%~oE~2JszXnU(8wTefBJXLl>FF&5NvMnR9SY~|$pH}tU+_)SsiyUb zWxQJkp?`ob{V{Q#PYhzBr|OlFqpO|LLg{;8oJP(ec&hP?Dz2#VrNRvOU)NzY*^MBZ z7EA7DPXalDCkM&wdWW2cU6r`_?q*T;ApMMb;|(m*RTzzDqrGnJVKy$*%CJf>AYMl< zNuMK?tiOjHPMT`xk=c*3rnRQHcB_v*;?C;0SS?@An?5WG;qewmxupL3wa*Ge6I*$@ zguFd9z4Q?zt7k`>>Qz-mPd9&>`f#3nZo8OkYkW86bl9el55N_-?v_ln#PRfT{)x1Pj@umq{s|lD19f}NxLv78Ta6$SRvqlhCo`^cy3W~_4=`rD2w?1S&eF0?^wXr0<;GhGFFLKl ziqj%BIQ~6UqeK6Gc(6Cks@q#r7&VN*p_Gl`W9L9b;RGQcrplo{^yO!Ol_-`vi~ao8 zZg*V;YjNz=_b?_W$-D7vY$9J1)aOf*bx96ND_R}fC2BF=*FeYSy{u-lF-q0$k^Qg$ zJA#-rpd{!{FgDdL5!&$WSR{C)C;l2hJ4vPqI<&#_;hCgKY2Ejy?qd0lKSBi>3iq*8 z$D3b-;W!>TL$5y>*e@`G+qYfRi2@-oyIMs!OR=UHpN$%;nN??R_Rm#DJIed;H^nC+ zt~(nI6BUMw@M|R=yblfm*|C$;AhdRPC0b-~f3(?1cR}rN_yS??>m&)O#Rwo$!BMaE z?SawT{U`~R-O^19QACXETZXG1D13q^6i+DC3KtUv4c}LWCzKrW*;E4z#?BBbDbo3b zHQp+82av!s)}IwJT&Ms}b@?~CUJ|7*tg;>qgcU6%lg^gXr0Di&u;y6pV;G$0$16Lw zzpQn%pw&}ib+yX5F;HA2_PX;%&6~iwpF*R=vzxKsexFyw8UgQuc{5utCPEz6v#O=r z3?9PfXk$c~SZ)-OYO2g2mu1Ou|5mYSXpY_~7fJ8BRH&BcxIPrb(N4?q__GT6P#5`u z^a4We?^*eywNuaZXlRvOES2lecbkS_k&KKD<9BaKgh6g`-(s+pJ5IL_%#ViT%$78E z`2Y?l5gJG(kPQ=IjOCqr3gi2_YhWx}Dlbp8ISaGFdup6)nk$sUMB@&SKj9Jj9taJ? zQoh`ey~cG)GA`p+E3_m?Y{fc}4TJhqS{@sT$JTBR&>%`O{n<#U$OmoXpP<`>%p{w3 z2{9K0p*tI7R{RqFGi?bjrRNE; z>V=xzuO@ovZ$XrDE0or^KhqP`3KyWm@)M4;LCU5qY(+1Bi)DY}yf;N*O~k2-bxskc z{81s*RMhj>nMAKwW9-$%X5mv=JLWzWZl#kF;$jXtky>>}ndY^ONlh{GfobGl&lHhCGDCAJH4p-6~*%v=k9i(m#ekb?faA zT4suSGI+8&GQApVYiX}yg2`B_SyJ^EvBJi!vS$x~Q#&i>FyobLuw+{HIY+Elb&OhX zHwB9_I0ZFoQt|!dO0_71m~dPPwrHi(4<{@Xcs?mituwXbak{J#<7PtJrpFnqfxsU0w^vA|MQcVvFgp#_O9y6w53Pe*mS~L;SYvr6 zqO;m61ZC!@1ovcNQ>~E?Rjvgo zxaOqZ*VaEIN#d_DfGMDT?Qk2Ng$zY%b_!QIU$ZW2;NlOprRhdc(Gp2!)D9F+0PhS# zu;Pf!P6|f;kSGU$aOS$Ck~Ge=H$W~xpAW6=2_mls^Y?kh`(5#Cadje6{`}(4@8OH* zdsAGKn&sFH)xiE;d?Ef^fYDEOZU9Z{kQyi8eMcC+EfB&iF9Di5O`3F)<4sKyTt*+! z(}ALg-bj__$u6)dO$+d_nm-_r*U(*Qz@u@zQknR}?fz>p_5t42iO;Hg`}be}uf_WI z4tNw-8n2Sz--qb`isM2<#Mh*CIg+c9e6JkFnk5=s-j)A$fjAFQE~2NBed@JKwb(Do zmhb+@@Vg56D@O2MI9vcwa|ZAQ!-31H15CcV2Y$oX{yo92l>R_}Xok{r#|TtMTpmSX z_q$T+m81W9r&Y4lW3)=X`o2GwLXMN$es)fl>8Kw-`Fu?+_GSD%f4OJ>UMX>^BG~YdG_(b!g$l*`o|gZZYjlQKXdI{!2&V&Pdo0Qa(`E$-kea1l)#zeV zl5Vl|ya|coRlsf}{=s;dUB>Y+I^5{&i!Aw-+*^MY#%O0Q&Xcu=N2qpc6sFUIu=5 zIMjzfIVH^#EZ42=?cDc6yZhFBAPu+cAZHE{Enl$l^Ym~b0Tn4Fia+0t2*0CwmNSf~ zU$pZ?)Fz7_4NKa+v^Yai?VRXO{EvX0g$FrhW;Ya5xjS#%CAS3Z*|o?*inkj4bhPT- z<_Aga-LWE-dSn6TuJ8u+$(Ofi+>*kl1;Dr>f-G z5l?Yr*7PzRbzC7$@LubAx$WoXnP}lHrsVzfuZseN6w(9!CD{E5E*!@(4-POSMOaCN zr$T;RiX_xv!j8Wt8w$tqKYxF1d$FwzWJ#ED$5+yTF?(!Y(i0HKPt zStv*SI>*#^fbj_Bt;nVueLy}!gaaK39<&yu9cagOL5U+0^8z2~FUI}tYy7X#V#Td} zcalmAp_@geWuF~($CAl+7tH0L9{m`C9Y>TU#P{gmPQ{-M>|>hIW}j%;!xvI|;`!2K z!WB!Qyx211*QIoSe4`ot$W!$A-#d#s_ByI`7}$R$iL1z>9#}Vyr4M}eJMY=$UIIh% zE|HRq&r0LHN*5bADGk^CrOLB4QM!QMubb2gR@h{L!aeKJ{IH2Ps_mIg$Q52~9tCwY zpU7(rsHu<$ykR$r09@U(EgY`QoYHlqMLgXS_sU05>mQ?ljHwkc%)u4#UV-k)5W~s z4Ww|ji=A!IS$JQBbgmp{EWnaAqYW$N0@YiX(3m=(r;7k2kPoNiFT+SW__bH%V+jP*&y3i>4{MeSR#d zg}C~B`*8CZu!HtuO*{ZXt_!jKK>MNTv;kO5b5P8vKL>A;G~v1vKp$c`dO|2qCZ-NZ z{LaWRW|{&$I#JApGmMSJV}TveCW04xhL8LykW-ua{%(%>pp$0 zoGH93_Web%(3sD+K&l4mn?MVeJh_rVNPD($<@?Rr)&sM&%eRwgTVFl|!a>2zwH-^K z;jH@Sb2_cGbY&f1Amzq;i@0ZyMYAL!ILW(-8KqOTz4-fZIWgsn_b43>0#TYe18U^- zqXb<@?aB+qgTtppl?x}L1AE0Ux7?DY($-F-@-=OmMIASo;i#sjY_GD7Zl{of{@PF?h4d$5&kzRU*IV_l~Oo#;67sr zmYM?vnoNE5x-=rn*aTMFG1{9*PjEil;9$~2gJ<2B#O@@icK&_a0*N)I2eS9kD&?w1 z*1WRD~awtpd!$8`V<#R*q2`VYk2NohV$k{Tw%~H2Boyss@8;{NuW4h zFD?$W4;JRFdbNOIOu#qqy)Odx!UEbSAabxNCi<+#GVbDZ$oE(aMe_v^wzGeDxgWC- z*p1ZgbyMnT7_Ga7&(Lr>4kWc!s=kbx9L1JAteW5$s4Z-qvjPFZ=?<&tYFI>Y8nXD>>ftXx#!S;eP= zu4~3<^n|vDk7#Xs6PS@<3FByuu;nDc66xa#rHPM*%M;al{ALPQq@HMi4F?G)Y}d%& zAEuP}c98Z)&`KHZJfX}^`k^G#-H+CTIgX){j=4mUS;_vrF&ZJ+djP}w`fi+v{^bTd z`u6&?A5wf2VpF7?xl>YF?kJg{)(v_H@-Kj3hfDi2-pw|xB@Nfv3ZL(+jML8LLxXk-gj7++s`PeC6 zOQS+Y6A*QIsidJbA336t(ZmXfCL&c?ZFp$mv2taeql@XL`9TrXwCv>8Rsp|8j5@SW z5@g4|5h%&FJ^z4;6boCS4`XO_0Zv*k-W~o-;QabE8GT%7-_~7!#3cuaFAY&(F z6huGk`DHvkd_C-DIdZv3{{a73 zoG6^wcntRD3{Y|3S+gD8_mE966*=gpgIiCP+excr7A5xAKwlPV#b{`yF<5FHr!lBb zjx7c3OINZqM6_=UxR{b7iw=7sY7DEXDABdzG)AVX~#TIXDR9{;&jPvb|y%4b`??V1&mH2T_NbA!j)OL zPRs7ah6`OvRj2#4=b#%EG>bLa;nsp`f-7mbf!)oOAe699;z71jbK(P zq;I=%n-nZrakV8894KLQ%I#nCVsQqLZR0?nbuDVrB2I<|s=5q47p?p1f~Yb^2G6pe z9LFjGlwuqQI(M8U*cVzOxT2+7iVH1JEuQuU7VB%@#BYm9>whk__)EsXPCc57l{xhS znM!PdRKn{A7|1_9JSpwK_Bt|Sr~w&6P0k^>NsvkyfJQ@Xs=s+m^0>97&^kZa2!7{h z?YL0N=r?zORapAJJMjtSl}ei$Lf)+@SFP-;3R`u70(dmssNb>ICvJaFWZ1lRQ3DD zEC_k3fF|C@37rCYLO0t9)ixjR(q}F2poU!OyGFNZ2P8xO_XuMRkdU1H7<2~#l&q`5 z@EKB8^!R8@W$wrR3IYj$jj23b@HpC7dZp{J4B(pi zTA3(PGthQW*BNn71d7bZx91zHzi*CprSaQtnd*8BMtgx}H~Loy9*9Tc{v3~lgT9hS zo}d*oQwmu^S;_A&CuG%{2Cd1K09B|0t?)G(J}_;dC|D_a*v|u66)y$=cC*qk2M$%N zn<61Og~2gCfC+4y&VjN8)I$ZEu0&?h^LPik(BxKMXFHdaQBB8*0}ZMHFGb_|K-mZ` zt03FQNRZJ5fQ(+Nf7)&SxgcNHk@sVN`u4q9ZmrGCD9G0BD%vhRQfZYW`5uB!e^1ci zjQ~)+EB7wIY2E@@Xa@9l=+KTHz0Y~*2Q;KoNT805Z#~1X*5C4EdjeJ&-fS_m93+2xA(E zDzvE-*==a=sj1=~`QzWmb zl%*J`#d{8zRYRYyf$Y%+3BlNc!ztgvs7ALQ4vHMVN5gK|110E~bQz@xT+6Xx<$)o7 zpjavLeO%qPJC>%sy6Jvh2R(E0pxS1DpWMy2j+X&cklPg|9<%lbLpMLT%?0wVG1+ee%8zVyQu z?>VA!`EsWZuI1GTp~^%;nTrgj=(LI_h9WF!CQa+T)6Xulzt31?H(uTR{vptZAAIhp-?o48#BKkd{Ptg;=ubIvY zOLBM{MymjHcEzSke&$h}Zoy7yyXmm$HUYQZQpkQ%lz#a(OT?{w!DAb)oNwSXz-LDc zO#%q#QBCevv-=?c@69K3r6Y2K2g3Jrzgi=Zy1dLKN-LyRNzi~8?KeJfmUFdrZVQ11z{l(nmX8XR(r5s*A3)v0Q%=a3*ZHUx3# zM~LDZ2bE(pmk}t z@+ry*wgx)%T}VuI5!Jk)2`+LZPi8KHv(+*!Mu`Lp*E>&@C8hP4F-vYV%306$ZAG@0 ze-6(+T|#z)Hzfs!$#dkVQ(Ey#0V7smmsNX*vw0YDQpG`b^o@hVqg(xxROQ?nyB?yN zkIc4jQol0!+o1JZH>^^<(s%Xtb015-8_v!~T`?-udmDZ|&@ZYvG@eWTq{^kiHnR+Q zjZK>%szAOHxmX9Eyn@4odtVQp?WNhy?CexsVvi3E8n`Wdy%ZDAN7#JS$NsHc6fYhW zQN!CLr(*^>pX-o~Iapmb!>|4OJkA*6_#IbelM@Rc2JmU8t;zH)nh#|mg00B`_B&am zLgh99Ad7V>wFBJ?2zEeF}Vfe7==Rw~>yHXMl`jH>w&TE_X&CkS9vAG2B3bHQ{?fh{QlsEs(lxLe$ME zVuvD|we%9zQ!UO2+%3%WL61V9uAxV)oPgXr=vd(lz{?kg2g&RjJ^=iyLh<37@Cjs{ zD??E?iZ4^IG^PL6K%DDbD07_+<3Jq$j~co^UkM(2&-jL(xCJ0lEOhQ*6l+l{Hm9b{$^H6VtZJageZ7cO}AAU6}703lBtV5ZUC z$;HK8a4oR5Vi_fnfjgIF%PkXIqnzam%RA%RY-6jAKjz1&4 zg=IYO_r>nLHKZ1oh5d~1<>EwcdYfp$WegGEY~i3KXg9-oVi0+DMbz1{mfg0uh6I3Y zVBx!b)ve`e8~izS*6#5ycr`hWABYM|%_onSOc4?S&Q>J!VQ>FG2iU$GUoOE*Dv$4)Er(Y`8B&_5Dxh6>PRz#1N z-8jYUnr&lWCMt4;#S1 zr@_s_wCoT>#rC5=)tf<>1G7vQuy_4PZ*W~*#{@)wj`+uJpnC`2TYUNn=sd47j!7_- zYC7`yyNUG1|KqXc9qw#5aW_^KrP##P#0*LkEy$E zh|t1u?)^8nG}qveH<0~s5qVZhYl;mkfqNuc^!O?Aux7?L76dUC;wR`Z-bB}lp%hg# z1eIu3Aq~k#$!t2tbTZMr?7FWB#cMrG!Rf9tr}aUkO$CQxQ#C7|wX9}Pxckep<_G;Z zATV#U8lKhH-o(P|X!3Ks<5kGW9mL@R&DAv~qy79!S@0lq$l}4ekU~goNi?XIH!S79 ziw<@!oJx|4*Jm{cv6LEk{i&S&x504Ybxd0Lec1mR>IWSVsUf!S{ZJ;`e0{-D<`fVX z^|8Cg27O6(1z_pun~r+WpkUZ9Z_Pyu=Vfu&1tECM-+`t7poo901N?&`{&mmFKY-T% zn}F6oc=3}~EtPYF)TGtMRW*8!YJkcL6E&UsS}bnsr3fn3KGP%iueC^l@T zf&PZt{go~xq`3KctUYvVp@a7 zxLOeandyT`OTyHpxX}SAO1;scVW(?mu0DRS6~Ff@TX9)Dd+?$608y$N5~|TxFm-`l zwl969T zqk1NTEa9|h|K*ML3l4IW+tX_pw-U_Sc)ayj^tcMtNE@@CUz0ksdYeydLnQ!zaGxZj#8_XU_kW{p>pjSx$UE(>|SgjaK`QSq{P_*8p z#&+gkNR96mzLgTU?J#72_+&hBz-xQc|EBIqHk1_$HsU_}%Wx9|)3sHFeF^*BQXaV~ zNP)py^Ldktae>ACTe&OEU{U``;CmbHo8<~c6JBaAK)beGSQ{lrDrKl{ns|o$K!&qM zSWilW+ijapn%}JuDQ5&uPn)$VRd-x7c|luYNJFw0d(yr_^oYLGjBBnj4f3iyJRX z1Iy>{_pWs4fFkk|6Fx(2u;N&Xv9>gRs}dXUW~O<7RN%v%)RANT7)|sFOAvUeo?MWB z-)dAK798m>_h>bh^v)3_1qJ%hu4)f={y>Qxk&?RoQ86I5*z;HZL8ZJN{eVYQdGe() ztDX7BJ4ntFJL7xEM#$($UjWH$bA5S{ zl-ZU2M#cd?4@j6PFsgae2jM%jpd}*~m|oBp=6wB3)?Qu)ev;=(;&>u?yP<2&wX%Bs z`SGRcNSo|9OXV*=5CL-3zGq?;!5i23!! zRC(fkW;eWvIiA0$Ki6!F_Pd0s;pWCN%Ex>t>{lBG;z;&lwx8N&CdGUX^X7o>`!=JBz9SI)Hc!hXlNy(`+GRqC&8*7B23hc&YqXSEe#&;mgskn8l zabZxYD$yn>->*KV@@TdWJv*9JUy$D&H`azK-wRkM@5!0=Tp;HLqCQR`Qvke({HC zPlvtM-L^MZ2YK+2&>`{xqhlJnyV_F{*9SRV0ksn7(mnpCsO&F(4jxD%lHA+i=blZE z*5@LznCdIZJ`vUncrNEn6S(QDgYpPzU0!(9tPZ&+TDG5g*~hcmjJ7@S9(1a-&y95TCK^(sUbat#%QmI!OvaPQI8OF{TdU!HXTp8(`=bt{ zEWeP2)TxLpyDQUu0y#1yQp2`DjV}Yu@_yb0dE%%o@(%o5bP6v$HiJLVQS?Zf9b_a} z7lDJe!}lPKIkJCnpKNEsxlOjy6~$4SbUamA`L@_9Tn$`y9xC(>K$6iS$EICG)h1Pq znsI66Z9LSf$&8?$4c6}xePjl{$LTd#r7Ju6@}c#`Z+Y_y-8lvfes!_qUPUpD=QQDuXjVv@yA zPR%I)4K}JD+Tpxa0zIVR*u1_>!IN4ZjuZ9=ZKXEnu=5vXR5pWVdJ0Ylkf@#e3gqZw z@-#w@`gq&B{#&LJbL3GY}f3D4!S@K0Y6yG@rR~rcmU83T*PS|j8 z`S8MfuHA)1P;M;Ns9E0~2XCIMu`BN-Nqawkd_B0;t|;7$Yzg>zE)yS-PD2I7%5jvx zX|~abo9)#<06v9#ztjuGk6@hi!j*K(ldoAI=|u6Ga9n!re)oPE;Yl1g>*(xwn2?&z4CjT3Tv$mxC{=zazJh4 z-9U>zI`fy+)H~8QI~D(3Tu%RMO1gh1YuWFU{#&N|%@Y4+iT^J-SAQ=r|MtrZ_)gJc zieekH+&a&$dn2K6kmPEN$cRXzu)+yvPDtYr0t(~PJIO(bkhY3QegK--fRb2(B>uwo z+SHH6DF%U>;8#n+7S)3DL_z99JUhA93SL1Nup!WerFf(w?}eOZ%|I7gZebQIr{=8w zwjdYpBfThn@-O>H zQp7KZ0U`#8Q-$t&5;-c&5M+vCawU;ABzlyo1N2jzQLJK@Bk*T>?jQhJfl+>-H zzaRXoD8w3wAWu?n_lIgcK!}4gh@*YS;Ep(ZuYvXW)s=();6Ohs`yKn^&@)f=+A3!j z&IKp96P$uxh*8inzZ`d|2N(`x$Ra*(9IgjIBH|?$4n^OHhbFqi>r04A0C3^Rz^zt9 z=A+yCOo+HG5goUy$W%#qee#JF*rz#&6??539&XGz*I3*oAhCNb%d6(_|HyZ|2Wr5V zNaVA+rk*i)WgU(iQN7cGjyuy^@PC=@nAyPY=`@udtvx@48GNSP{A2}UJG+dNr#y_G zpsabU4%-9AC=?m$1c`qDzcmlM$71`?gvYF=R+nOs7>kZfRV%2Uc9OXj_y^S@Lgex_ zk5@-)rZsPxl?*OS$do#CQnn4QkhYjvY*v){=M4&DKd7b2s9CgJY-WBA%JFO+gMbr1 z{bK?13$ozf9b4XwZ#zJ;NA(i<)ljs&^}eJhK|&2H1NKV%nr39tBN29o-WMN^t66@? zns?6Q)(T{DKQF(=OR^VY%l-^vd&r>t5lWjU7>Mh3g4Q3Qt29giK?M{>yr3<*d@KHot+d<>)^nY$`y3mXx6elFNZG{VfY1j{G-XqwdA zW2}*9^F}UV$IH8fI@?>DINuZ2&mhd3wVjmDu*7ZI+#PPVgs%~I+V&iZYvu5Y|Ea?X zT?plSzDnlw@=NZbO$HXD2y|iJQAv_?4)&nPxp%C+BG6xIQGK8(&TDMl2HQLi7+c$HC-VoU@qF9S5@(L1{X%!+5j=lO5TSsW%*%XC-I~A6 zLmq1Y#iZQvTT_e$;7;e_KT`sAmlGhnI?x~BX2-tKcyy!;R+RFlmssDXyg!9Embb^7 zS8w+5l%Ce+dw|BgG^P8YG0K*0yf1+~=+3Ad)s@^^IqDDnZwhP)7cnB1 zW_usm9ZU0M%Nbo4c8FUcw29+Oy&Onoly>x#;oqb+iId^8=%%6cc}QM=>uvQkq13(Q zePTV6aO2xY8AR^iF^Fm@Y5S{QMRaOf9^=44kJUkI7wxUh<|NU6<5cE$G@>(hD*6B6 zW`299*l-fjwhG6dEPs zVwU2!<6?dZ;dv2pyai@!+8gudi*So2@mCYtZr424u@Ek~*=W|MBQLqUiy8F|nq1{a zZA(}Q43tcq4bon|hFF~Ah{FWt`eKggR9<-AwgaJ}j|+^3NG5z>eEsZNYQGpK zO<(3PE-d;%F^+qL=%?7S%Ns`yPUlkL12}oQ>r2XUHB;f{z{&YP0B#T{#u(R7Mh&-H z$&f1Herp>oGYvoH^kuS7%k2vZ=6Tqy=~0<0gH|6`_z|iS)8eQZJ73N<6u;GqHN=Z6 zQvM{xrEn^c{lcEZf)6v$$KLx1Oc~-CrK{_*MK)(r!DhzRwD~BcHqXvcz2NXUNRR;RkA;CcJG@`

Q#2uQGv(rp!FFHL?FE_2 zC9GU7=xt7uDSkU91Az2%F`zA4dxj(UD`-};uND9gk7}xP8giZJ1+V;suLy2ZL>XMe z`gtzQJ1`w1TJ+)RQ|#ymkwY3tdW%qe&&nxyy&d>xuQ$|#hraS=yyXr@n}p}9+KbIz zKx1dXa5t52T73a;N};c_d7%Nj$m7U{>W#s9p-i-ebPpm0=43{eoM|c+N*tfUnkOQi zNbA80EkM?AlTU)3?3*5);BR5SL@$wHK|;mz^r<`-$U>B0Y53~|*Wv4j^}-Agi7DYs z+q)nd3)5teQe=>Xc8R%hAQdkci4>BYfq|F~#A{J0GusL#`!WOjD6<+a4xZ!dN}dbh zVJFQhCMVmTAd?vE_RJw6B}m{@%K3(?$d04LW_T##qf-NO#*w3}uo3vB91^sAF+}wD z-wYNtLEiQW#VqJiZIF)>1;Q_df5pCUM0QU+ntkAGwuJOcTP}rK^J+$T!EQp{OE0o5 z0j}9;!%@Y!P$otOjXEkrqTarfhS!~!xIEL{dQf=woJG&Gl>VA0+w|D|{=e494MQ=M z%Y-wQ`-jWnrJqa$Blo?AxJCJXfY>b|dCPjM2#z6qgYn}|K*}2goy?Wa5c6qYtGMv> z173JeJ7XxizTFWAEVJ9hbG(K%fHMyr`OB&qw7#?1u7fZadg(7;_CqL`wsB`SUJfLF zKp+2EDh2yfd78bU8iJ{yC0O}0cv|Cb}3exLMz`@;C&&rU8vdjy@rHgs)8Id}#Ht%9D5Oj2zwZhvqxuv(Gb@pMMj>U(Lv9t{ZmN zhagh=NFZ@QVLgZS?12LtcV1L&CU{yTa1V;UJ>rptMtg0p9pKK$-bk397ZjD;+)zu* zy04)?obEb8pgtd@5KGU_r>Bk!I-I87NS+;tkNW6LDWUy!y!gScJw)_(;Ga>ST@q9h zal9?|C#8iWLT1BM58vnynSRYjoELSJ2y3q8hd)5$Q+(%E$!8Su>-+!puNUdx@_nUX zx*SgIw_5kCWMx<(L}O!P5<(W}amo>&z8v!@{=DH&&wkrp`_iu6_=m*dA3KRV^nvuv zR1^3pnS(w&7T1&?NZ+AnKjlK$d^k-|d^t0WzM1er^Y`zHd|_{VA}kR$$6GQaYLs5O z$anAk2k?_qKF;siB;xSYl3Dg)Z{O*8^yAN?KLj6#96;dr0e+vNojd;jFL%*JVr)ZW zqcJ!q3IX6)n=NWJ0ud~g&>w`e2yk@Bg6xnEInY?(3TE!l4wS3HkSaE?CPu)v@8MSM za}ZUqnW{|3MO>aiw&P`(5oIJgp-c=$*T`~w6a_34VRzxlp*V8tFuimD(U3$DKI)*d zN7fnX#odP7f2<$$cf{$vm3@lA&DjVZT_ecjTA0qxj}upDbgS{bo+#`b1$}MHOs-%WtZ)pks;Z*GJCv3lMwZ5) zK!m+oOR##6Q#^#Cx;&d=A6B>CBrlqty@*6-XA#-?$A|dd;WT6n+dVTR=sxFK!NnHQ zRbBFXs0ZkxCIHu%5%00CLz@&ASoZ`WHK~~u+iOTwB?>dk>_GWz1fLNb2&*9g_Qk{+ z856NvE+c{C z4lUol-R>>3NfrS~ZUGdBn3+USf)(Lf-cgBvZQ=?Gz(*A7^E95UsHU46Twa7{b5fEKB~g( z1(@oamRrD{ej3OI-lEznRpI3&MZH|r{804n_`HTS____8o?nPvLCGG~tXYpdKqI6E zb)otfS;xKak=SxJ!^ho9?Y$_7qs;EnUn3N~^W~r+%W%F#9EaiK3}1a<3hlt46@N>~ zv|(&oA+cBtBI_lKKHudSecYX#?WR+TR@>U(v^U=D(o^T}^j}yuT?!|z9uh6hm)cNy zZHBvoliXxEd-eftroNM=n;s!@O$hQ@syp9ao2+#SBG}v|y*9!CS}#<9FtbVEE9u*bCY!0xP$Q zNvPeLUXFom!~*liKJ)1em)Q(+RDAIEoMP%2QrNzUuxBt#(Oo{o39fN^aI3 zRPiEVEDo9eSp>l{`gPKaMk|HBDT70q{g)wj!C4JO@B z>xsQv**jhrWFcn$EO+zi$+&8!sahAO>Q(Qc7IfF0D|b~eCT1L7w?--oZ#jYh;+t1EhXsMlTrs@n{p8344vZ1^YrX#YK$Dxgs8ZO_8K_{kbIG1Xg z2b`D_+g)lU^-fw|gwyU5NQzt0hke*Wc6pBaIQRjF(0ibg1z}lh zp4~5cj*Xq2cXxE&tIU3f0&kTkmyMS@TA(Qu+m2d_pb~9}i0MovrqXrn zR3HDq7;Q>4xjTsp^(-@hzZkr~xJUkBG{y_#sg8w3v)RWzlPvVUdg=!AVKeL-d#aD% zYQb?C@7b{$xnj%_JoDTs&398@43eMw5>^z&-WBmLi)I>};J4-hL7CxTjNW7^=dw)| zK{PCGTy(I;moKB8emsWsn)tACE-ls1I{0GTde zuXfG6-7z!5AjcuB^Z=-WS$Y-O`n-Q*U^&vd-=aj?){C8FZ&dZr%>$!Ck>z?(^A8EKdh+ z!N|KS$AXlRAH}WQ1evMXJ?t}sFHLNZF^N=(7$v*55y$!WVBOxfZdtvz|`43bT_EpuV|=@WSm z-YJpI;AIHXH2(C)-{f*1%#M=@ae5%p7uH(V5X>vxe--|y_?BrV%7gPN;UCqqX=nDL zsE$}1i$j^*$n8TpF-nPVs3`4S^5NOU$b>|_IuamUbsQzsuX&e8Py7m}4e~c_bZBv^ zKc*Xn8`2(a^7Dr5-nk)#jHn(?IlfSTcLCR?P<=CXY%xr8Rt!N+qO~e^L zMMzSv@3E}z3SEwLkoQea?n$gi6P}_vH0c!rx2av*X9ZG@>?F_0?pSy?U3B~4d6pY0 znyWbTc2Rs(NhZI~Jh6oKt;)U?d8n7%;l2JJ>m}sm;<4%-S2ayUOb4j}q_DMX*X6vd z$pK{I6KZHB*?~428_SKfNLFB;Y#5MjjmW4&@&qKZI5oo&NW_k&LP3ZkFb14{T#%Qf zt#~)QAx|oXMDg6XtUcZHA?fp8BJ3-E=gw0Sajd;f%ZJm9OK%YWx#_zFn?9cTzH@G} z$T(6XIF?2TI^fV`rYU41My95ovM`Ayum<%sDw0*R0h-SWA!rF5VECGN+hL`-saSj9 zqIgJD7Hq0`PD;zsoERXl-i6ebdD>^B?HS_B^?iz)_$(!U+*OB&I1b5%P~2V}xDZay z-U+)u)J52j@jYj{4d488vtEgG$ha(@Jq8~YYt`fPV^OC+qzm=mTY{Xn-v#6U_cgVu zptMC_RxWj0b{hSv+u1-PA`30y6D~QF?!r4=St(l+~qOxa+=gB@)b{4Wj@A>#hZi& zwOjL9_xco9V8g$7(%_@M%+)lwD}`uiolZ#Jhka#>KKeJ$_l~A;-at^=-EoQ|7K7G3 zNZk}}H>2WMBOao$x*>2dKZKtBAjZLLLpsFCOtJU&5eaQR-b~`3JEj*q-)Qlj&l)^J z|6_!S5ZVJvKe7OR%PhZzqTgEDZ@KZeVEXT%Dbsh*E0CU9nHyw<{FQJht{SU7Hqxr9 zbocMypZ4sTGH4A9(1Q*G_C>ua1`*$Y(J_W}ovRuejM`VA3*0;c6WUQp8Lgyt?H;jm zAtr4gr3r#`enaBqDcCYS_&~!W7c#!9Geg#ghmM}_G|~;&5lHb56TyBO+&H%v>Y2EJ z5JX%z&8_QngD_u121#InIS*ksg9I#Ose zFzYY+(2+#V5VYOq=5v5XI04{wxy;#M#?CTU1pg($;H? zSQPhlRMF!g;gFa6-4^5u#!k%Kbl~gj%GFVLj6T^HbN=S&Xt+`oNL+1h=60v0$^=c2u`Ji zH$}Iwu!3rmVKtqZ1j&z4h^w$kxjj0KyDiCU%heUkV8(AAkl8_L6Ia`mB&q|(9$xZ7 zj~SieFqlQ%)g+re#he7Ye>}gxzKz`}s#+6ZbUi{@jrW;}eSJxq2Kn-czRMjhPfD>& zFPR^RHlTViRnpF=l*ESQ&mEu@xrVR{CP`DJSnSodbGW?9xiA0&RAA zf)u%H)-{_>MPhDoW_d#$GD?Y^7Cp_^N_EC_SflX>?UhE>x!3FW8qCx7Q|4`6yL#1d z9T~-*YQURVaJ-+=z|Tq7i_*HUSOys*q3GT{9JzE;MEIH*HFit)`K=T!GgF`lv0#R$ zG6Dp$U?JcVP7TEnZ5OHU76YF!5y(Ia$+uP;+7*PsgkVZH%XoXtD0gUg| z@{?@5B$f^ualU3SCHQ=|u*GmSM)2AD_c&9rjo2m_YIE-vRW&lDuQ`7;B7{gV_D1Xo7RRn4s&HyQdLFYcZH-4 zL4bXD*3Wy=%z8X7GJLzg?amd-o;Go&XtC$Eg8@U3^w*y!!6*@DVLN^0N8x2B33r~= zmrrl)z-L?sLb$>)Bpz(4J3o0}HOxq3MW$WG=Awh!?&I-T>Xh51e}j>?VL*6ZfdMo( z?5ELrb5ny=TGojCBayImMN9IzLmBwZx^-==AS{4U_cQGiLOzh&(Ks0C5u+|iOiXNl z!SX#QXT2r)x(zGQOkBlr?4LfYy<2l{OudNeIy+QEQRNA>dee&s^JX3IrA%9~!C!E% z8{G41ba*@3db{ycBaI8Ui?$AStOm6_=yprGjD z`b<7$q7-B-5_8MV!UW+6{vnsw37*Kf0&?`!qo-iimj-@KbPYxpGl785m0{$Pm?qK3 z>9rYp)FDV+Wu(-1Nr~-56Y`gf zNQ#qw?l6OutgvEKPOD5cj2kObOuhD}q^6C#qW3})6wb=dyLGy>-L^Psk`0V!$J=X5 zukqKnemMBA8V#;qmL;Uxd+U_0y31Y1X!_JQGb@=fc04whp1F=dwMg zcl0xzw|j_&Zrb50wWkaZx+$QKH#*l>mH5xBM@)?M#U|PfPSw_ZJ!WuPVM8T9v=qic zkSjwn8ls$4$Cl77Q=$5T!7s>Dfj;lI_w zPMDfY{d{;7kY$^a;Om!QFG~}R$%c5UYryIiywX;hL6-7zjXoGeC?zJkqEliI(_Ntz z1KP}k;jF}?B{N@ejRAgZYmF^|B_e2~=$U#7-p+>Y*nM5B!zdh_O6p zIXF1-u9bvaaJ|hSbyR|Lt|rbY-5z@%%HL^88yol)q5f`SY)t6*)bq8uX6g2~4~Vb> z$5dH=2s(LEjBGvn*4TGQ) zTo1_*O!GC{)d}`3f~nrUF!rc<25XUlbo5O6`D@k`1R3n0$EbOCU|YO=Cs&hEgmBi%5)vdpFXYA?J;=GCK{;P2%~^QkUde5$b$6Z zLkDB9EiBl0ZN!(CKFV9j?2c%wSXwu6Ye4oRO)SZ7FURAOO8*-j#j3##*v-hFgWg@9 zKBi9>|C(vc)Bzq*tHpcdiXpJdxRLS?^TUozh}#OfkEz*SbG=1Z`bw=>kuD>Qev4JT z1P%*pq|*yKkgLDa8zVqb=}zrO5&^j>w>t5NG2^kINt;5lV^)Ugbe2wknGHWQy|m1R z>;V;J1MENI)vH$#6Vxn(u=4}SDP(kaXyFq;~5xcAk*XE}YnhwOgi9uGEKqGj2Ngb?*tE;@54&E4n_#*R4hVRB|4> z?e^gT66M~Zzr0=E5u*qW{^fr8_XB+R-*te-0(z^(6|UIw>w&X9i^l7_RXvrbY1qQi z8(obxVuMUY-4Tu6cU`Y0ZM8YBfcPuaUsB+910Pi|ooDVGMW3rp%XDHNHsRS-=AUcT zA~d@NDbmqm&+Bwq_eMH>rW}oy+c*_kfLSnp>1*dxTr69%tw?fRR#w&s%8;wN zx@-tv;N!EWzOgZTQ@E8@gXmD2y7HSXLXeRwLFW69a{J%lNhWDpuYE3Ff`gL16gG>Z zZ{D4y6p4?zAa41y_i>2mj5sW8CM488#b*cst71EQ34TIBR(028AC~&@x|&SLINqC| zt%Y6Q;_z|!sIC{Ff!iJWeSqJm2-!OPd*4OWvLP!&g@J`%i`b(KI$w3W(J|LLpwySG zCyf8ab7nupM`EM|rM7#NO82D@3Qtl5!%z(Pb3YExAX%E$NCG{3z3o|vK1o%|hN2=3 zEl+h~{zS(dU4g3S(}OLI_^1|tNfdm}k#S|JlhVZZd(H3BH-CEkQ@WrJVfendp8e}$ z$M4nqztn?%pQ8VHr^s9SZZS+KsK=(u8N;Nw!W*v%rh1Dqmga{I9tH$72ejb@1Kd;( zldE?SLfetcZ5yB%GQ;mgg0(O{8Agg6ntVGySgARFI8Dpxuk*8~h_Opz&mpck6u=%u zv|=I)gdm2&K!8SuXx&p8Np4xL=hM^E3&GIm3Q2t|ulP8nX9g?F9?^*n;oIQ)%Se|# zL7mY13#c6&(!nXVgf&N2XECsP?nCsRD@imYV zIS@z^;+2$O-X;^`hL+>RsI`Ct33(r9TK>wem=HBKHdg4h?YRbU12a_wDh8P~Q4jiK zx@NvU7sv8wqhdXa*ttz8HTCeK)~qz%B} z6)wX!4<1@%peE5pSnKjJ3PAt>6+)2t1Ss%qYwshOUmEvVrB&0=Ffl3B1LS5r0t

fjV)xy=9o+y``9bnt4qIC*`bEjj4WGkYduTR9nVp~PbOT%UMS@l zb{*;QKQW3580{_7Fz&OQtNGG&N%VDAen#K^J=Pt&&}nIx5dY6&wIF~W z=F~idmT?)zD&iZqK)9jlmK~fnl~d4k$Bb;9pH82{uObaynolGU5yI0EJC@bxWpnT@ zE2~l`Db8trh+Wgbqh#&<+?QIqXdn_sk|GJ7;{Ply>6!LkB*pSvatD>Wc`5^cqkUGib-3xJrmJ}3beLSI`&se+N$|OEAaO*XRNt-v+pxsT^ z+SjpzOJCOM%r~>B(Ws{x60d<4@!Nz6|h;p$J16L(EI^Q6w9!f~;BMp5kYJ1>lT3FllHCudX*X3@4JxZJbpJl9;> z^h{={&z%z(=nnMpKJI!e2>pOFoSdr{+wR;e`Gndbc>)SRj*RupIV!5UnD`k2ABQ62g4DU_abvU7B_^cd_=|D zfN$isj`nor#wrSY#0N`v&^MTH9nByYRfkODo&p|_mt690DX3rSJi6_@<`tjsBn`#R zp^1;PK?K2V94tDYPEzHdp7BE~p&ar>n`Z?u1Uh;bo-y~TFxqhFGYPNW*7~TtM%b+N za5`YgERyMjb7W&h;weIVb}6|#)ZI@4m!<{^xfB{&?KP~!7?N!i%4-&A{H`jE)tb(j zl00%`^v(0l&K`h9M3rLjjAeOesT87nZ*544xifA8P0R2==rQ*T->&$N<50jUVT*V~y zElsr>Ljiqsbw(m4`S#u@TOv^T@o@T1iKofclszfY1KdyGBz5Q8Y@x~qr?IRfR_#c0}_#io= z7vf1^#(NQSA;t0MqhWHRY2k`tw4!b?c>6Fl3y+E|2~kk*M?;Yx!zqe+T?y;9QWS?C z3o;Ezuw-#O-X?FcTYAG`4%NN5oiv*aAb;aT1 zE{woB0PD$-s=^q&W1?qsZ?`LDl~`d873iPFL10<_BEZ$BaW%)oKxW#n6E{m1Fn4m(DGUbJ?beCltSbnJVcl(xCGQLN>wu*!A zGnj1S+Mh0Orgck?P;l`)S?palDF(A_Vlrb)uq2rPczv9fZ$l$&gT^TYf4X64g} z!8Z(vQcWmzcz4{it}gU+bJH_qV%B&cN{IO8(qtRg?XS1EPuzUzvlkiIRpj#G-ac~q z5HxFFrvsWmLc25R5QqT3(3o88$7BVNBmg%#&P)}hkSL@M+#k*HbJy=2fP~katjwae zB{e1tIxepZp%FKDL!E@dEdX@kU)JGr4`LnCTa6o|Vzp3i-s51{jaP3)`pS8fJf7cN zreLhE!{qyuAwcf2fXMdOKbHvhYg%LK!WfH`DQ`cHOOGi{!IWGAmfM&3DAmPiCitdVnO8!a;Mm-s za*zPq_i}XC?{f5C+lT&F%AtTS{#K0tGX~}V1-=Fk*xcY zuJWA|Un6<%Ff%iULY|6@t!;tBOqas|zCT1ENKc{gXqwjZjRr&Q?j(qQrdmhV)&?+ zu=@p$`YCm*co z{0oTT745BHOj~967w+MGShgVL{rISqbG3zJKE>CZbovq*rR5qwEh+l&WK^jI{a}+u zbH3Y^zyAJ>-{hN&xrEcm#h}BzfA~ijAB^ zPEO8fgaQOPPYN#yLgHkAP&p$eHta@ye|F!YG~?E=xF7iZZv5)QP~ahiADdo<+6BlI zgk&}hUt+D_ zQ@TZW9+%7K>x)ISkMPTJe~5(+U?0A67T|m3n47&s654E)>^Md8v~*)zHztWVRehE} z=^_n;E&>i_0U~r7VNRdft71Uvs6K-!G>(22l8Gu1x1k;6qsgkMgpQ7l#p3=(J2V1i zGj-WT0?Cjw{`U0?793b87?<(*;2CK-V_^MwZ9PbVXZrZHODTk6xH`K6f(F#32BP<2 z2Tru_`PoU_p&k(3@EZ&jl{d@a@yWYC zq9Z1ueS0HsI*B|@{iv-0qqMz^Jn@gWi}((mG}TlHU{b8ApfF@HnxsrICm`jvp#69q zRI2=-(SK*4U_ z;Rnam{gvYug1*KAEo1pR=x&Mjqk@hEedlYbZ~AbFjxDa%Y-8B83NOJo5|e>%m%fl0 zPgRV}?PYZME`R0iiUaxU$YeBaghn+|LK<+UZ{u>1&YV`gPPb29xGCcLGo#MZ( zs@fY3cIlxEG(8Oy{hXvunJzU&-#^i4+|p+!c=_@|APMtE8XR-r$rfx*^mKTKD>mGW&)6)#_3>gG=%f|N z6`zXBo(HwRvoE$wT&^~4rCsFLZ$@0eMUO+BX}YM5KN|nkMu@1<;zl57&?!h34u2cx zFSP3CYf~4fS;frza|k`oaI6O2cU%ku2n=F z9q7HGw_rRLW%mc|NSkUfkU#{TK)**+JpNH_32RAfo}rvfpPRG?;+;?e1kFn0}AtFHdP7ez#$Q4idr80M^w}XgWjz1ye7>lxRdj{9b7S( zM9N=2<4U$j@AFFCE?mgyqv8hAPZK%&sk@6nrS0I#cAWNJpBt<+hBe(JQdjgrPUDDB zwoA!Vt{r?)wHv0xUl!|1-O8-bn{>Zgv&2O}^|=@n+1~rSyAOQ6ws|7|MpOhk%zc_QDE$yE9PvjyxbQdM5JS5r6>t@gv8+$A&Jb2Wc9n?m|9GqAHc(dvH`3~AT{hL$| z&Ap~C3c5AifJn|}HpxA6v&S`a>xD}e<1F&dkHbsn{@FjDEPOH|cIozAGcbmkr>JIW z<0XN$2xL_-=AkF;Ekxv7LFK>j&> zf~A^V((xF;C51>wqYVej1 z3FNVZRkCE_>T3L-`-@DvA6>3G1tgpW&T8E~Q=xGAd~*9YWLIJW)+vu1QF~fu(cO}u zpP6Aky$9c|yYYw6!TRoFTbsEYNWb*sZw>7Qo&8sO{Q`er~wz z5zN%h9E%W~fFrgL4S+x^WG9iUTzG^47xOYZK^jk^7XAW=sPwXy5jU%&FVr< zGOAfX!o)kb?0)5LAB20X^`A-3WtQ>kGjXIC;`8BAI#o3fwWd~WE`v|;^W|&fn@G&Z zh&eIbpjy*^qPaS-^UN(h4BOI`1Ar&`&$ts|b%|@sJbjA4uIP1&GQm0iv~!MQD1IzL z-nvKVrL!diNY0&RPqMk;Q|z*$bIe^Kgu>TOzzPI|5#92mKE(}G-~J4s3Ss|VnzNlh z-Ta9t9bmBi_G~9kN(UI1r4OQjPh(S@2gh@R+}Mw|ka)}f9UA6tGO#Vbf8$rq)hz%= zd!q@BZcfn(-g+i7;>nw1K!2sw?95e9<$p>5Hh$IR>$m{mXkRyz#Oec3M07t-kfrS{ z8;SjKIgm}kj?U305n^I{@2Wrtz13Qu6_@Mu#oh{gn|GVjodx#?Tuj7JT~BExv@fTB zwS>4NC4)5_vqW67@=6(bn(=T1)ejnfH~yuaPg~tB5%-o%_M`IM;`_;#p)yKUobhGR z#sm3VS4yJXIZm*!$9F&z=joAT64;(kvDSz(NH3B%Y&rQ9&&FRp{o_fx1M6-RgLKgl z;V;x&ca9^>;Rhz^B7uv{aNEA3ZoEu{HSD!QImgknvj?;b18KQ%Rq)3_LW;gqivNRt zWBtR+yQ!OkUR$@@?wG=Y0sbDm`qoyZ4VO6)Br)JMe;UD`OSsziXH*RcOzM;)94FdT z6;BMjEz2FVkTqT?mMV0d7l(~#J*Q~1LEk+4U+K(Px}-< zwtJa;C4^!i$n&U31Z{KzkpafYVM;ocB0tl?cm+ zXs|2g@EuOOKdgsDN41~&dC`f#UvvTFHu=AH07o|I_@y_NT9w9{9}46`C}Q$7L_+Cv zH5??noP6lnEh0iS5nzxK?$Un_3^spypyy4`?xd%II|$YEe-(3xyp4Jw*wC=sxO48D zgm#HYL7y}nz?tlS)&blcEl=_%^(w{j=P^~5MmJ1kN7a$xgd54Mgk?QFy`}Y&c>Y-W z_O7`WxOL)2$*ApCvw zr8Za$l=$YPeT~v9xq})p8>9{Iu%d8bw+E6^H{Gr%DEqpb^&Y_qS&-}p%twkKlVu)u82@^uws6 zbEe-3*F4!#sVY}=(QNS@3D*T*6696J)&Ir{x*T6c|I6>OmMwQU<3tUoj+4L*IRWS?8qg>+%VZ{)NbWf*#=#1n|q;y;kaXKq2LhxhXDgGG!ef5YriL4$vPdTJ# z;58Y`(3M*M@xD%Dbq`AoA2)Wz*g>d5mAL#%)6I0(@Fs4oz$W+UWRNRM{rf54&vbwE zk0<(%xKN5Kmc*TVQN8=~8mi@WPqP=uLR6fzg);pWKASV0dZ%%dZ>Ey@lRA~)BORYZ z2RZJ|GA;6vpvC?Dwfm1BS%Q-ynf1Ik0E@ZewtV|}&|8%a-5_M|D-A5>|8hw!MV3^j z#F7!@MVtfXnvc$O|9HdgWUcNjLKJW(_d9mMy$(+r2drXb7>kXrHKV-XslKcAhlvmKQ1`OOlb>+manZtll&`vv_wj!2tdpJHf@)r0j zUs>GJrx+3u>vFV;j35yYkvrP%h8?64szVC2(YjCoOev8lLX~7V$>1Y~6a58Fw7`n? z^aa>l|I5?y9aPA~P!tesF>o0bZ#~|~6P5Ob;9Agq&^GBT0Abfk& zZBkqgfvmROz1J#WeNj%bt)c2@j6SWy6Sls0?KoZ0ZH4b70CR8Tm-D?n5Mo5~c5>!{ zYKW6V28G>7Y_04fBgw_P7K6pgal99RXeo`ZUlFZWZRW;(BWtFTZNI$CZN;~0qu5b& zT0xYMls1GWU1u~PI9fUx#2Sdll*PC$XXR#>S`8H0)U46CoLkI)A=x)}nPh*{eEm17 zq*n$d3!?7i8%0*Z)D2t3GD~`)O2g{8VtTIae7IqZ-RBp(wTj%zse8859a!eVCmYwp zqQ5Fj+w_{V>TReDm+3T0T7dtvaoq^GE3sO8zg zMBB0;^ZpL}eOBZ*w9!C^Fdm;%Vmg#TpPNE(rul@7geMmfkmCqR$H9rN?WbLK?OL@DgQ8!THyh}k3eR8o=+Ik^rdUxx)sOWx;eNM zJc$fa)zwcWoZ?KOF+S z6tyIe6)pQaf&k43ZZ5T}iWJk%7soZ6ST1e@BfWSY3^a{Bcf;p4Aj;85>!bZLtJvHv zPyG_>%7Kk05v@vwMfpNnTzq3N2Q?dwHg8K$N5du2?Zu{nOQNxO<&Tu|Ui$jH@z$?A z7257L+L#(R#$}^dPAw3liIexCQfrlzJpA5swnu(+>5^EB!qUfY%S$(n*W+7enM`Sh zOBVFJJw4Bog(<~vqDopZ3}jo6X!_FoYQIgty}y7>XuV4N#M>--+|^FoR{xar3@eiA z>f`g8IP5Bw?d{ru$awM^yorY`vO)>{wxa!YX~cdHTI7Wj`e%>EAFh#`pt<_Yd1DRF z$bn){ck-r3^*-HY55YqBBp!KrmfOba<+Fpyn&-JWbgXEC0<$N!+@}Z@S1r7Fxr>yh z+d0~5?iNu!ogc0-a7am=$*<90ny97o8qhs>k&@+;?~lGP#Ly~xYty7nWz^GoeoX;r zO(jTpPJrBHYAW6>k!K#Aal0C{&8ymwmI_cVLU9hEA3~Vr9|U7=I|4Aa;yVHpo)6Tk zEJx)mSJ8C|1j!I)BcKC9ty>!R}fMKY-coC-!tX?LT;hT$T|nwKft zQPI6kV+u@rX+mR;IbWO*(JD#Tjk2b&f2=vkEXc9yS8;crnHX*FrO`KvuKpL;qQ@BE z8r1K5{m|HD*eP;;|I%WSO>USLU2gtLIpsmls2lzvk1P7yi!|!{<*v>!OD{bk=w~{! zUZD9!WgPGR^SvlJXbaXJuBmKTp?Mng!dYjyg}r&c{?)o4Wtzv*TGyK`ws4HW`h2T# z#!^K7vJlpJ_#5r#H#Hh{8?1Z}2~f4pb>Rfd3!{Urqz%NU3 z^i!TOVVFK9@B!1qBb>s0aC!bZA6Pwk2^`1QAZd|FA&w^$p%zv`{^jy=KNzT{C$6vXuWmp8NMnno3Rqc@%n}VY&XQ#g?ok53oG6&Yr82>(QeJALqKLB>zB*&qp9PfnZwSEz6xU=bs9RI zn53trQ=Mg)H=HmTbO(@H^^Uvyn(``-ZG*`(!Ftir$Z{?k?}I z`#YxT74p4TpwHI`qgI%Z%*PCumFdpLb){zdLs-NYGTQRW^puRP+W*2oVWerRFd2m zob0g@TkiP*Ow`68vn@Sgwe(w_KA??JOv}^Gk+@U#UY27!$gU1oY@SGyJ} zo7~Y!zl*lGwEWKPQY7nGvSg`b8A2G_jNyAf{XQ+{y3W5pf4My4G4AJ{_j12q zONAhHHAdRRFpLCz*ewBLTRgcMxXoYd7@WzNud{(s=}q44nVMy2bIl@adSXPbcAPAabYQ|O+r z)l2O;A`Nr5r78-Th0!5XMMIL@dpM``;;Kc;w;fdf=S4}ZHEol(ZY|t>wAN~KOm(xt za>H6WwBr}o0@`a|VCQDSka6A+A{YpKlN5aNAw`{{%7IdQG(Yg^ixE`lvV`e#!K;MG zH-*0e11WW<*5t#G!X|J_OYUvIH2&?oWdp8qWeif-RCN=XmNKa6lxOn!846klDMst6 z>Re|o_x(`$MCpF_zMgM{vM64Ez)!RYKFYurCUICtaj`y|ex1U>feer@M{EZsJj(TSwUjI;I;TRaYGR`o7j4^M_ zp)=9w(F-GI!G!Eye%&fo{0XGQ{9a>$ZpJWS7}w2=o-n1vUfe2u_WOi&cOhsqkS~6- z@PB8MZMTkro;ACtz~fhB{A1hn1LEl0{73yp|8?>I=Pz#fV<+3we<|;SDO?%QtzOCn z#hV^bc88>2A+9-CvwNYTp;3Qv2`e81z!h0=AZZ2xoq-(DUcuA0WS<@*bTc@s%+reI zF|NZgqb8?TAi1wEZ=)T7AV?YDz3n zNJ_p7*f~PbZ?6w2Pep)Ax&zo$fY_Ar4vdQRRfR!*>3VE&syhyZyK=f07*ghoJT(wf z0`t7?CRbHqpH`VJXqrhW+{q{?D#8GXA6vR3c=1F{{(J_2Z=40vtqwpe*83{~ol@2p zx>8*G400ePGl2Gr9zX)=XG}4SLQYCa(S)zkaR3)l22cmxap0{XR^?o~-c(Q^bz}n| zAarp-5O*58ojIIeH)&dQ=`e)5`60Jddj%k_vDB`&)x68ASH?#lnZK+RS*}@zV!`O6 z!8mA!Hs1ui;FDL)#&JDfSIlK_Myr(|~iyaU~6be@jO72&Fxzy4?F8UTl` zEtM{}m#OM~Kq<^)Z$D5IxrXr!EGb|c0h8)Ps6feP>kZtOk(A_IIivnkSX5=H6|qP` zi;&=2n*69w-C+$2V@+qlBgzF&VPb(E7l9S127z)b9thWW3yMy^%4daxN0$VQLeCl~ zj2|#T_lC7Z>8*W^-$mPI$<>$jo z-0bC&psfzyJxX>NvAM@$z!ZA$Dt{$s6W7ais#=ZKZy$FLa2-GH{0yq<;wdy|%d-FK z=+>tHIzZ2O(2YJ)xKxqY-qr5_mmoSAH!?pTB{a_V=Vy4g)(@KZH37LO52 zbJsv}>acPOh=O*(ODi6-h^44~1FF+9!Pf!nE7k0*K#>bPhq*TE8S;@9-4`d&^F!$@ z24ERXk!jr!3rzo7W_bnxkHMVNydtK)iC>L8nR%JiZW*}tIdU8bGADrsx^d@Gf$GA% z2yw+06K5W`V;`ymd`zlXQwEa+@?GvcfQ0N<9<>{H^IttRj7>}fgxP<}_sA6j5ixWt z!&sBoGc`hmj_Z*}0|N#~---PL7xTh*9nMOc|5sp;svqJO|DeudIe-3aaEGfJ&#>p&P%4>0J?Olq0#i+c1(D9a z3X08?dS7tflP^*;ncTScNAljjQv=A~?ui`?)>Q1);u@hHvT~Mkxt3ji2kSJLrr`6n zIE49#^p6*)?@26ysB3*JYN%`713Us{>5#1ZZC7wQMbbh5QcS@3y^F24J_5{|>vRvG z)13@cb=K9VnOS+PvVhK1Mv}=d2o6Bl zA#YN`{L@_vnQIU{jK$x#@6*f`8%7Gdxl;!jfHwr%q0-Wcm5Ap=&0?COS8~YKg&hD7a!%1-=B29f+-q~pifv4kPsorYxy4-gK2-)ZCGiF7@j&PLi@yT>g z(BI7_Ul0~ZSjC)`p{Z5YF_7Cr&>32 zvClcUb~GB#YlWqJ0m?#rt4o>H%gY!VAg zTRe_nEzLnL3(ie-$_|w|D&*6xe~L2<@+HnWb51d|N?gbnY>Sh?ZiH?W=YFq&ZwlO0Z>T?`to;*K1 z#;|b(RPRcyCxT0o+goK+F-TUihHzImVZE>}(}yMs1zB(6DPMv`)j9xvgCJ|~*R=o+ zA1)2uSZdR>39d+M@Kv7#>TxcYRS*{ZGVk>c&cMEdQ%`9iEx15=iP3$`5E|xatXv<9 z-gUPDxHaD3>&NDXTRUTEyTTW(G`V9R1OpG`6U3pbz-+?{L@eoAU@c5g%*m+&HX^)n z-UdqqKV$c~-nmI7|2aXM8_C77|8MdC_Z)1W?v(8^ZDEKgr0zOx4;iTNvFC!$5i1%` z(=G200hDp=F7+}E>Bm*4%lRDob!;!~G^gq6=sc5frUUU$-iubgy~lVf`t4caIHHCG zgV<=~cHAm!qkLhNeJW@fpv~~yvdt=ce1pFO?sgbTTc9>Dn{r{tT|8Pi;49oEjeySp zxvtabL4FrfQC629j&&%b_R28^belRCfTxAvJQL)M*ejX|k4sf{Of-W)tALSoEXU|z zNETh0T_GGEx?&xq0*s;dU)^8HL38{*&MV>$6~SONV5Oo~;-zog3CRhjcIJo{D_DZw z1Z;MB$!=OFFTiusu|n}8Mu&aM>@JlCd#Z>ez zTCWcf`KSc(?OAWm+K5vRG$td%-_};_Z_tjym^-c*EM2~rD52W5+saKNTi3YxwN({? zYyl8j&E(OR*H-WKs}7Yj@oIe|Rxv)uSlxCNlYa2IFW$jD+If!5E_sgm{})V{$+f{6aPr zcNRS{cq6tv#bmBQUeY!fG74_!^s~u>jRgj%7zhb9ov!&3CCO7TJJRZyAKAB>iaq~3 zQh+rr*$+0VeCQY4hA@veeHw0-8{@v?Q2G&}%iCQ_w?O?7V|}R@m|g2AoY+$2iElli z6r$I0DOd9Eib97@-8%S=iTKL+BElQexKjcGpvl*ibDQc8*;0x&;x4a`zD(_rxnl3v2 zMldg~YT}08j%7OwrKv*89-sFd&Q()`WAxRnqxI+Ii@(*nj>zPZ9Jxd0d^w!h4VmAP z$@o0j(m>KbSft3X=Hz$bgnF_wzT2p(dR+(ISHE~8t=PoW?c~e*_gl0kmr&YJg#EP_ z8Dur>!CL2yII{Zj80uRh1v8>yK9E5>t39ZCyv^G1s@Dms-81x_s}p(N%8jJAFUc5w z*Pyr0MwMUfqudy=OcZy}mMtN{kvL#$6ybV=B)zlEj@R zgA)H7Qz%5Hyz)SwUpnu4Lwiv822=Duqsp>ts$%5D(pxEdN~>J@q&}Yl z3+mxiwbsorm8>(Fq9kiyjJ&pgUOFSvuO&mnQz4j*pFBa*7tZ~QG&onD;HLMf4V^cq z_gHe)QoMf@_A?cMg}P=7vXN2=O|Xs=rhP;sF)$)#7unlj+_7a(z@CQKL3i7gF}Lzt zTN|Nv*UYQyz~m?==03Gb83(#(qrrkKWfZ{DO;K)JN{L;iXdu!BOoeySUES8FaFF~>Zs@sQ6<>wHq=ArF_> znvBD~0N`-6r@Gj4jM0tB_%+8n$4hIrHW|D?Zon^<6Lb1sPx;d}(RhO2&AV=;k0VKM ztHRS0%0T}RL)KvfzC~m!e&%3#)&}5oYmcpi(pws+5cZ&$t+}bWj>zNBt`7k}CLIeM zP3mOM#iWUGjvWzu8zT2-+9aLtF;rzDQ_qJwV(?Gy9`vmCLc*OZblP-|%Wfk^T?NUMrfW~@q?|0qLdgl; zarB_^)aQHnE4}@Ux@ANVC|r5!HWphxJq{W0ZdiXdiVLE>=~CYOVBsl*Ds}&$uF7ov zHs~_ahI68OQH&ba!C9A&XpXy}Etz7(rCd`vb;X`#Lf+*5ez&k4J|<&92cx7y@HJbk zsIYo)ETuXZT+vyukKqVwW8J$K^|^A@VY3<(iaB=`$Fu^qb3CG7HPUyx&^!;H9CoJE`1PMx(`z)i#k10ibj*m+ zH+MZ(j5${)u6TUZxBBf%huB!wsdtwyS9VcKfkRSzCq?eHR4+${Zo~Cbmd`-6Bn5xv z?Hcb^C1D$i?*z@^^o*g7WaAyOh2Q6j{cPQDsu9HfbKunIv*I~z9UJjA&^#z$9gMpP z>h}1T21G*FyT-r4POcjOTAO-W>7xO;{d_3DPs^6}!8?a$N*rZH{D-`9I&!OQ$?)UL zFAz-|sb;Y?(n!9ZiS)XU6caO)5Py+h>%G&Cl>@mq@$wSas(l7-+D=c6tS|T3a0w0f zwV@+Ya_tqL7&hRee#J1TVB`h`qfW}!_aK>4TCW{m=LEb~^q$o7iPKY=VLXvSe*JJ` zscDY8d!jw|G=ej19G|B^?%B7Oo=b4nfKIt-E)@R^ex4gDT%>WJS1W}lJ&(V+z@O}G zjC4--{Q!5?tIMqPvY&NgF}}^3gE5cAbGx>JY;TqfFON*@LWJSF&LQOTxKfANIK^IJ z9RyF4Wlj|*d8vhLh;47YV{OJ^kdK7DHAsyV^nUjRq#3>?ywStBlu5phhy%w?h46Ag9&x7rV4!pcB(jPu7mY9@b3T{vPRkHE0e9I`c~$bxNlRXx<1|eOI?3rf4hr zDw(Y3J3LmhJicuVV@EW7Pi+(GpqjZn=Rz1$rxYfV66)U0EQCLQFb9t}VTk^@kZL#N%vRS{bDcmwQzS`PN_w_iK=khfpqMHJ%2K+$g6VBJeA&p(J+UMS*LOP+$qC$*mY=o?%D2&obvlSMu`?0iq8{2OS=XTHK~10BuV&@P zHtYo{!a`^!7$+WG1CDllhzDn99XPn7RdnT|RT@Gq?sCHnxa|gRmg*35OYUUs2`*j- z%?DZ{VOMrW2GD<(T9X>OC!y15|% zKY1r;HGc+rOe#DZ9CC^R_*BK?hxMCojgQj9Wc0c6qXL}f;1+!C6Nf#V9xN+wZ_ua5 zv`@fbu>;zP3L>PhKAj|8%^>mVGD4%W>O``A;|&(wijCgv+BLTg)$U zs+)YPO4L}6ZX!|v^iupf%f!}STcg1V#Ii+e`q z&usqaXgr}Za3cL*Km1j9*!~TDUT Date: Mon, 22 Jul 2024 12:53:16 +0200 Subject: [PATCH 2/2] reorganize files and do cosmetic changes --- .../transformation/ReciprocalTransformer.rst | 268 +----------------- .../transformation/ReciprocalTransformer.rst | 245 +++++++++++++--- 2 files changed, 212 insertions(+), 301 deletions(-) diff --git a/docs/api_doc/transformation/ReciprocalTransformer.rst b/docs/api_doc/transformation/ReciprocalTransformer.rst index bc60b6233..7c3a45a9c 100644 --- a/docs/api_doc/transformation/ReciprocalTransformer.rst +++ b/docs/api_doc/transformation/ReciprocalTransformer.rst @@ -1,271 +1,7 @@ -.. _reciprocal: - -.. currentmodule:: feature_engine.transformation - ReciprocalTransformer ===================== -A reciprocal transformation involves replacing each data value x, with its reciprocal, 1/x​. This transformation is useful for addressing heteroscedasticity, where the variability of errors in a regression model differs across values of an independent variable, and for transforming skewed distributions into more symmetric ones. It can also linearize certain nonlinear relationships, making them easier to model with linear regression, and improve the overall fit of a linear model by reducing the influence of outliers or normalizing residuals. - - -Applications ------------- - -The reciprocal transformation is useful for ratios, where the values of a variable result from the division of two variables. Some examples include variables like student-teacher ratio (students per teacher) or crop yield (tons per acre). - -By calculating the inverse of these variables, we shift from representing students per teacher to teachers per student, or from tons per acre to acres per ton. This transformation still makes intuitive sense and can result in a better spread of values, that follow closer a normal distribution. - - -Properties ----------- - -- Reciprocal transformation of x is 1 / x -- The inverse of the reciprocal transformation is also the reciprocal transformation -- The range of the reciprocal function includes all real numbers except 0 - -Although in theory, the reciprocal function is defined for both positive and negative values, in practice, it's mostly used to transform strictly positive variables. - - -ReciprocalTransformer ---------------------- - -The :class:`ReciprocalTransformer` applies the reciprocal transformation to numerical variables. By default, it will find and transform all numerical variables in the dataset. A better practice would be to apply the transformer to a selected group of variables, which you can do by passing a list with the variable names to the `variables` parameter when setting up the transformer. - -If any of the variables contains 0 as value, the transformer will raise an error. - -Python examples ---------------- - -In the next sections, we'll demonstrate how to apply the reciprocal transformation with :class:`ReciprocalTransformer`. - -We'll load the Ames house prices dataset and create a new variable that represents the square foots per car in the house garage. Next, we'll separate the data into train and test sets: - -.. code:: python - - import matplotlib.pyplot as plt - - from sklearn.datasets import fetch_openml - from sklearn.model_selection import train_test_split - from feature_engine.transformation import ReciprocalTransformer - - data = fetch_openml(name='house_prices', as_frame=True) - data = data.frame - - data["sqrfootpercar"] = data['GarageArea'] / data['GarageCars'] - data = data[~data["sqrfootpercar"].isna()] - - y = data['SalePrice'] - X = data[['GarageCars', 'GarageArea', "sqrfootpercar"]] - - - X_train, X_test, y_train, y_test = train_test_split( - X, y, test_size=0.2, random_state=42) - - print(X_train.head()) - -In the following output we see the resulting dataset: - -.. code:: python - - GarageCars GarageArea sqrfootpercar -1170 1 358 358.0 -330 1 352 352.0 -969 1 264 264.0 -726 2 540 270.0 -1308 2 528 264.0 - - -Let's plot the distribution of the variable with the square foot area per car in a garage: - -.. code:: python - - X_train["sqrfootpercar"].hist(bins=50, figsize=(4,4)) - plt.title("sqrfootpercar") - plt.show() - - -In the following image we can see that the skewness of the variable: - - -.. image:: ../../images/reciprocal_transformer/reciprocal_transfomer_original.png - - -Let's now apply the reciprocal transformation to this variable: - -.. code:: python - - tf = ReciprocalTransformer(variables="sqrfootpercar") - - train_t = tf.fit_transform(X_train) - test_t = tf.transform(X_test) - -Finally, let's plot the distribution after the reciprocal transformation: - -.. code:: python - - train_t["sqrfootpercar"].hist(bins=50, figsize=(4,4)) - plt.title("sqrfootpercar") - plt.show() - -In the following image, we see that the reciprocal transformation made the variable's values follow more closer a symmetric or normal distribution: - -.. image:: ../../images/reciprocal_transfomer/reciprocal_transfomer_new.png - - -Inverse transformation -~~~~~~~~~~~~~~~~~~~~~~ - -With :class:`ReciprocalTransformer`, we can easily revert the transformed data to it's original representation, by using the method `inverse_transform`: - -.. code:: python - - train_unt = tf.inverse_transform(train_t) - test_unt = tf.inverse_transform(test_t) - -Let's check out the reverted transformation: - -.. code:: python - - train_unt["sqrfootpercar"].hist(bins=50, figsize=(4,4)) - plt.title("sqrfootpercar") - plt.show() - -As you can see in the following image, we obtained the original data by re-applying the reciprocal function to the transformed variable: - -.. image:: ../../images/reciprocal_transfomer/reciprocal_transfomer_inverse.png - - -Pipeline of transformations -~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -As we mentioned previously, the reciprocal transformation is suitable, in general for ratio variables, so we need to transform other variables in the data set with other type of transformations. - -Let's not plot the distribution of the 3 variables in the original data to see which transformations could be suitable for them: - -.. code:: python - - X_train.hist(bins=50, figsize=(10,10)) - plt.show() - -In the following plot, we can see that, as expected, `GarageCounts` contains counts (potentially following a Poisson distribution), and `GarageArea` is a continuous variable: - -.. image:: ../../images/reciprocal_transformer/reciprocal_transformer_3plots_original.png - -Let's then create a pipeline to apply the square root transformation to `GarageCounts` and the Box-Cox transformation to `GarageArea`, while applying the reciprocal transformation to "sqrfootpercar": - -.. code:: python - - from feature_engine.pipeline import Pipeline - from feature_engine.transformation import PowerTransformer, BoxCoxTransformer - - from feature_engine.pipeline import Pipeline - from feature_engine.transformation import PowerTransformer, BoxCoxTransformer - - pipe = Pipeline([ - ("reciprocal", ReciprocalTransformer(variables="sqrfootpercar")), - ("sqrroot", PowerTransformer(variables="GarageCars", exp=1/2)), - ("boxcox", BoxCoxTransformer(variables="GarageArea")), - ]) - -Let's now fit the pipeline and transform the datasets: - -.. code:: python - - train_t = pipe.fit_transform(X_train) - test_t = pipe.transform(X_test) - -And now, we can corroborate how these transformations improved the value spread across all variables by replotting the histograms in the transformed data: - -.. code:: python - - train_t.hist(bins=50, figsize=(10,10)) - plt.show() - -In the following image, we can see that the variables no longer show the right-skewness, and now their values are more symmetrically distributed across their value ranges: - -.. image:: ../../images/reciprocal_transformer/reciprocal_transformer_3plots_new.png - -An that's it! We've now applied different mathematical functions to stabilize the variance of the variables in the dataset. - -Alternatives to the reciprocal function ---------------------------------------- - -We mentioned that the reciprocal function is used, in practice, with positive values. If the variable contains negative values, the Yeo-Johnson transformation, or adding a constant followed by the Box-Cox transformation might be better choices. - -If the variable does not come from ratios, then, the log transform or the arcsine transformation can be employed to handle these cases. - -If the variable contains counts, then the square root transformation is better suited. - -The Box-Cox transformation automates the process of finding the best transformation by exploring several functions automatically. - -All these functions are considered variance stabilizing transformations, and have been designed to transform data, to meet the assumptions of statistical parametric tests and linear regression models. - -You can apply all these functions out-of-the-box with the transformers from Feature-engine's transformation module. Remember to follow up the transformations with proper data analysis, to ensure that the transformations returned the desired effect, otherwise, we are adding complexity to the feature engineering pipeline for now added benefit. - -Alternatives with Feature-engine --------------------------------- - -You can apply other variance data transformation functions with the following transformers: - -- :class:`LogTransformer`: applies logarithmic transformation -- :class:`ArcsinTransformer`: applies arcsin transformation -- :class:`PowerTransformer`: applies power transformation including sqrt -- :class:`BoxCoxTransformer`: applies the Box-Cox transformation -- :class:`YeoJohnsonTransformer`: applies the Yeo-Johnson transformation - -Additional resources --------------------- - -You can find more details about the :class:`ReciprocalTransformer()` here: - - -- `Jupyter notebook `_ - -For more details about this and other feature engineering methods check out these resources: - - -.. figure:: ../../images/feml.png - :width: 300 - :figclass: align-center - :align: left - :target: https://www.trainindata.com/p/feature-engineering-for-machine-learning - - Feature Engineering for Machine Learning - -| -| -| -| -| -| -| -| -| -| - -Or read our book: - -.. figure:: ../../images/cookbook.png - :width: 200 - :figclass: align-center - :align: left - :target: https://packt.link/0ewSo - - Python Feature Engineering Cookbook -| -| -| -| -| -| -| -| -| -| -| -| -| +.. autoclass:: feature_engine.transformation.ReciprocalTransformer + :members: -Both our book and course are suitable for beginners and more advanced data scientists -alike. By purchasing them you are supporting Sole, the main developer of Feature-engine. \ No newline at end of file diff --git a/docs/user_guide/transformation/ReciprocalTransformer.rst b/docs/user_guide/transformation/ReciprocalTransformer.rst index 8837f7dfd..057d6f8a9 100644 --- a/docs/user_guide/transformation/ReciprocalTransformer.rst +++ b/docs/user_guide/transformation/ReciprocalTransformer.rst @@ -5,69 +5,244 @@ ReciprocalTransformer ===================== -The :class:`ReciprocalTransformer()` applies the reciprocal transformation 1 / x to -numerical variables. +A reciprocal transformation involves replacing each data value x, with its reciprocal, 1/x​. This transformation is +useful for addressing heteroscedasticity, where the variability of errors in a regression model differs across values +of an independent variable, and for transforming skewed distributions into more symmetric ones. It can also linearize +certain nonlinear relationships, making them easier to model with linear regression, and improve the overall fit of a +linear model by reducing the influence of outliers or normalizing residuals. -The :class:`ReciprocalTransformer()` only works with numerical variables with non-zero -values. If a variable contains the value 0, the transformer will raise an error. -Let's load the house prices dataset and separate it into train and test sets (more -details about the dataset :ref:`here `). +Applications +------------ + +The reciprocal transformation is useful for ratios, where the values of a variable result from the division of two v +ariables. Some examples include variables like student-teacher ratio (students per teacher) or crop yield (tons per acre). + +By calculating the inverse of these variables, we shift from representing students per teacher to teachers per student, +or from tons per acre to acres per ton. This transformation still makes intuitive sense and can result in a better spread +of values, that follow closer a normal distribution. + + +Properties +---------- + +- Reciprocal transformation of x is 1 / x +- The inverse of the reciprocal transformation is also the reciprocal transformation +- The range of the reciprocal function includes all real numbers except 0 + +Although in theory, the reciprocal function is defined for both positive and negative values, in practice, it's mostly +used to transform strictly positive variables. + + +ReciprocalTransformer +--------------------- + +The :class:`ReciprocalTransformer` applies the reciprocal transformation to numerical variables. By default, it will +find and transform all numerical variables in the dataset. A better practice would be to apply the transformer to a +selected group of variables, which you can do by passing a list with the variable names to the `variables` parameter +when setting up the transformer. + +If any of the variables contains 0 as value, the transformer will raise an error. + +Python examples +--------------- + +In the next sections, we'll demonstrate how to apply the reciprocal transformation with :class:`ReciprocalTransformer`. + +We'll load the Ames house prices dataset and create a new variable that represents the square foots per car in the house +garage. Next, we'll separate the data into train and test sets: .. code:: python - import numpy as np - import pandas as pd - import matplotlib.pyplot as plt - from sklearn.model_selection import train_test_split + import matplotlib.pyplot as plt + + from sklearn.datasets import fetch_openml + from sklearn.model_selection import train_test_split + from feature_engine.transformation import ReciprocalTransformer + + data = fetch_openml(name='house_prices', as_frame=True) + data = data.frame + + data["sqrfootpercar"] = data['GarageArea'] / data['GarageCars'] + data = data[~data["sqrfootpercar"].isna()] + + y = data['SalePrice'] + X = data[['GarageCars', 'GarageArea', "sqrfootpercar"]] + + X_train, X_test, y_train, y_test = train_test_split( + X, y, test_size=0.2, random_state=42) - from feature_engine import transformation as vt + print(X_train.head()) - # Load dataset - data = data = pd.read_csv('houseprice.csv') +In the following output we see the resulting dataset: + +.. code:: python + + GarageCars GarageArea sqrfootpercar + 1170 1 358 358.0 + 330 1 352 352.0 + 969 1 264 264.0 + 726 2 540 270.0 + 1308 2 528 264.0 - # Separate into train and test sets - X_train, X_test, y_train, y_test = train_test_split( - data.drop(['Id', 'SalePrice'], axis=1), - data['SalePrice'], test_size=0.3, random_state=0) -Now we want to apply the reciprocal transformation to 2 variables in the dataframe: +Let's plot the distribution of the variable with the square foot area per car in a garage: .. code:: python - # set up the variable transformer - tf = vt.ReciprocalTransformer(variables = ['LotArea', 'GrLivArea']) + X_train["sqrfootpercar"].hist(bins=50, figsize=(4,4)) + plt.title("sqrfootpercar") + plt.show() + + +In the following image we can see the skewness of the variable: - # fit the transformer - tf.fit(X_train) -The transformer does not learn any parameters. So we can go ahead and transform the -variables: +.. image:: ../../images/reciprocal_transformer/reciprocal_transfomer_original.png + +| + +Let's now apply the reciprocal transformation to this variable: .. code:: python - # transform the data - train_t= tf.transform(X_train) - test_t= tf.transform(X_test) + tf = ReciprocalTransformer(variables="sqrfootpercar") -Finally, we can plot the original variable distribution: + train_t = tf.fit_transform(X_train) + test_t = tf.transform(X_test) + +Finally, let's plot the distribution after the reciprocal transformation: .. code:: python - # un-transformed variable - X_train['LotArea'].hist(bins=50) + train_t["sqrfootpercar"].hist(bins=50, figsize=(4,4)) + plt.title("sqrfootpercar") + plt.show() + +In the following image, we see that the reciprocal transformation made the variable's values follow more closer a +symmetric or normal distribution: -.. image:: ../../images/lotarearaw.png +.. image:: ../../images/reciprocal_transformer/reciprocal_transfomer_new.png -And now the distribution after the transformation: + +Inverse transformation +~~~~~~~~~~~~~~~~~~~~~~ + +With :class:`ReciprocalTransformer`, we can easily revert the transformed data to it's original representation, by using +the method `inverse_transform`: .. code:: python - # transformed variable - train_t['LotArea'].hist(bins=50) + train_unt = tf.inverse_transform(train_t) + test_unt = tf.inverse_transform(test_t) + +Let's check out the reverted transformation: + +.. code:: python + + train_unt["sqrfootpercar"].hist(bins=50, figsize=(4,4)) + plt.title("sqrfootpercar") + plt.show() + +As you can see in the following image, we obtained the original data by re-applying the reciprocal function to the +transformed variable: + +.. image:: ../../images/reciprocal_transformer/reciprocal_transfomer_inverse.png + + +Pipeline of transformations +~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +As we mentioned previously, the reciprocal transformation is suitable, in general for ratio variables, so we need to +transform other variables in the data set with other type of transformations. + +Let's not plot the distribution of the 3 variables in the original data to see which transformations could be suitable +for them: + +.. code:: python + + X_train.hist(bins=50, figsize=(10,10)) + plt.show() + +In the following plot, we can see that, as expected, `GarageCounts` contains counts (potentially following a Poisson +distribution), and `GarageArea` is a continuous variable: + +.. image:: ../../images/reciprocal_transformer/reciprocal_transformer_3plots_original.png + +| + +Let's then create a pipeline to apply the square root transformation to `GarageCounts` and the Box-Cox transformation +to `GarageArea`, while applying the reciprocal transformation to "sqrfootpercar": + +.. code:: python + + from feature_engine.pipeline import Pipeline + from feature_engine.transformation import PowerTransformer, BoxCoxTransformer + + from feature_engine.pipeline import Pipeline + from feature_engine.transformation import PowerTransformer, BoxCoxTransformer + + pipe = Pipeline([ + ("reciprocal", ReciprocalTransformer(variables="sqrfootpercar")), + ("sqrroot", PowerTransformer(variables="GarageCars", exp=1/2)), + ("boxcox", BoxCoxTransformer(variables="GarageArea")), + ]) + +Let's now fit the pipeline and transform the datasets: + +.. code:: python + + train_t = pipe.fit_transform(X_train) + test_t = pipe.transform(X_test) + +And now, we can corroborate how these transformations improved the value spread across all variables by plotting the +histograms for the transformed data: + +.. code:: python + + train_t.hist(bins=50, figsize=(10,10)) + plt.show() + +In the following image, we can see that the variables no longer show the right-skewness, and now their values are more +symmetrically distributed across their value ranges: + +.. image:: ../../images/reciprocal_transformer/reciprocal_transformer_3plots_new.png + +| + +An that's it! We've now applied different mathematical functions to stabilize the variance of the variables in the +dataset. + +Alternatives to the reciprocal function +--------------------------------------- + +We mentioned that the reciprocal function is used, in practice, with positive values. If the variable contains negative +values, the Yeo-Johnson transformation, or adding a constant followed by the Box-Cox transformation might be better choices. + +If the variable does not come from ratios, then, the log transform or the arcsine transformation can be employed to +handle these cases. + +If the variable contains counts, then the square root transformation is better suited. + +The Box-Cox transformation automates the process of finding the best transformation by exploring several functions +automatically. + +All these functions are considered variance stabilizing transformations, and have been designed to transform data, to +meet the assumptions of statistical parametric tests and linear regression models. + +You can apply all these functions out-of-the-box with the transformers from Feature-engine's transformation module. +Remember to follow up the transformations with proper data analysis, to ensure that the transformations returned the desired effect, otherwise, we are adding complexity to the feature engineering pipeline for now added benefit. + +Alternatives with Feature-engine +-------------------------------- +You can apply other variance data transformation functions with the following transformers: -.. image:: ../../images/lotareareciprocal.png +- :class:`LogTransformer`: applies logarithmic transformation +- :class:`ArcsinTransformer`: applies arcsin transformation +- :class:`PowerTransformer`: applies power transformation including sqrt +- :class:`BoxCoxTransformer`: applies the Box-Cox transformation +- :class:`YeoJohnsonTransformer`: applies the Yeo-Johnson transformation Additional resources --------------------