From 8e418cf6e78bf319aa9d0aff5205c3c5e6dd0d48 Mon Sep 17 00:00:00 2001 From: segashin Date: Mon, 12 Aug 2024 15:44:53 +0900 Subject: [PATCH 1/9] Load min_n_links from inference_cfg --- deeplabcut/pose_estimation_tensorflow/predict_videos.py | 1 + 1 file changed, 1 insertion(+) diff --git a/deeplabcut/pose_estimation_tensorflow/predict_videos.py b/deeplabcut/pose_estimation_tensorflow/predict_videos.py index 3e6b5499d2..80330e5380 100644 --- a/deeplabcut/pose_estimation_tensorflow/predict_videos.py +++ b/deeplabcut/pose_estimation_tensorflow/predict_videos.py @@ -1465,6 +1465,7 @@ def _convert_detections_to_tracklets( greedy=greedy, pcutoff=inference_cfg.get("pcutoff", 0.1), min_affinity=inference_cfg.get("pafthreshold", 0.05), + min_n_links=inference_cfg.get("minimalnumberofconnections", 2) ) if calibrate: trainingsetfolder = auxiliaryfunctions.get_training_set_folder(cfg) From 7e03e3f99ea7b0399c6f9c5a651c3d7460383c82 Mon Sep 17 00:00:00 2001 From: segashin Date: Wed, 14 Aug 2024 21:27:35 +0900 Subject: [PATCH 2/9] set min_n_links two locations --- deeplabcut/pose_estimation_tensorflow/predict_videos.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/deeplabcut/pose_estimation_tensorflow/predict_videos.py b/deeplabcut/pose_estimation_tensorflow/predict_videos.py index 80330e5380..0f2175476e 100644 --- a/deeplabcut/pose_estimation_tensorflow/predict_videos.py +++ b/deeplabcut/pose_estimation_tensorflow/predict_videos.py @@ -1465,7 +1465,7 @@ def _convert_detections_to_tracklets( greedy=greedy, pcutoff=inference_cfg.get("pcutoff", 0.1), min_affinity=inference_cfg.get("pafthreshold", 0.05), - min_n_links=inference_cfg.get("minimalnumberofconnections", 2) + min_n_links=inference_cfg["minimalnumberofconnections"] ) if calibrate: trainingsetfolder = auxiliaryfunctions.get_training_set_folder(cfg) @@ -1758,6 +1758,7 @@ def convert_detections2tracklets( min_affinity=inferencecfg.get("pafthreshold", 0.05), window_size=window_size, identity_only=identity_only, + min_n_links=inferencecfg["minimalnumberofconnections"] ) assemblies_filename = dataname.split(".h5")[0] + "_assemblies.pickle" if not os.path.exists(assemblies_filename) or overwrite: From 209d1843c0a0e51c80d31ed6f4d83919cf1dd8ff Mon Sep 17 00:00:00 2001 From: Mackenzie Mathis Date: Thu, 5 Sep 2024 17:51:32 +0200 Subject: [PATCH 3/9] Update README.md MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - adding in CZI badge! πŸ”₯ --- README.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 56525620db..4613fcb54d 100644 --- a/README.md +++ b/README.md @@ -48,8 +48,7 @@ [![Gitter](https://badges.gitter.im/DeepLabCut/community.svg)](https://gitter.im/DeepLabCut/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge) [![Twitter Follow](https://img.shields.io/twitter/follow/DeepLabCut.svg?label=DeepLabCut&style=social)](https://twitter.com/DeepLabCut) [![Generic badge](https://img.shields.io/badge/Contributions-Welcome-brightgreen.svg)](CONTRIBUTING.md) - - +[![CZI's Essential Open Source Software for Science](https://chanzuckerberg.github.io/open-science/badges/CZI-EOSS.svg)](https://czi.co/EOSS) @@ -276,3 +275,7 @@ importing a project into the new data format for DLC 2.0 - August 2018: NVIDIA AI Developer News: [AI Enables Markerless Animal Tracking](https://news.developer.nvidia.com/ai-enables-markerless-animal-tracking/) - July 2018: Ed Yong covered DeepLabCut and interviewed several users for the [Atlantic](https://www.theatlantic.com/science/archive/2018/07/deeplabcut-tracking-animal-movements/564338). - April 2018: first DeepLabCut preprint on [arXiv.org](https://arxiv.org/abs/1804.03142) + + ## Funding + + We are grateful for the follow support over the years! This software project was supported in part by the Essential Open Source Software for Science (EOSS) program at Chan Zuckerberg Initiative (cycles 1, 3, 3-DEI, 6). We also thank the Rowland Institute at Harvard for funding from 2017-2020, and EPFL from 2020-present. From b57e058fea6ab0e9cf96298c30adb425aa687307 Mon Sep 17 00:00:00 2001 From: dikra_masrour <79920322+dikraMasrour@users.noreply.github.com> Date: Fri, 6 Sep 2024 19:00:35 +0200 Subject: [PATCH 4/9] Benchmarking user guide (#2716) * Benchmarking user guide * Update Benchmarking_shuffle_guide.md * Update _toc.yml --------- Co-authored-by: Mackenzie Mathis Co-authored-by: Mackenzie Mathis Co-authored-by: Anna Stuckert Co-authored-by: Marc Canela --- _toc.yml | 9 +- docs/pytorch/Benchmarking_shuffle_guide.md | 135 +++++++++++++++++++++ docs/pytorch/assets/img1.png | Bin 0 -> 233790 bytes docs/pytorch/assets/img2.png | Bin 0 -> 164383 bytes docs/pytorch/assets/img3.png | Bin 0 -> 17862 bytes docs/pytorch/assets/img4.png | Bin 0 -> 28157 bytes docs/pytorch/assets/img5.png | Bin 0 -> 97295 bytes 7 files changed, 140 insertions(+), 4 deletions(-) create mode 100644 docs/pytorch/Benchmarking_shuffle_guide.md create mode 100644 docs/pytorch/assets/img1.png create mode 100644 docs/pytorch/assets/img2.png create mode 100644 docs/pytorch/assets/img3.png create mode 100644 docs/pytorch/assets/img4.png create mode 100644 docs/pytorch/assets/img5.png diff --git a/_toc.yml b/_toc.yml index 0cb5c2cb83..486846eb1c 100644 --- a/_toc.yml +++ b/_toc.yml @@ -29,7 +29,7 @@ parts: chapters: - file: docs/quick-start/single_animal_quick_guide - file: docs/quick-start/tutorial_maDLC -- caption: Beginner's Guide to DeepLabCut +- caption: πŸš€ Beginner's Guide to DeepLabCut chapters: - file: docs/beginner-guides/beginners-guide - file: docs/beginner-guides/manage-project @@ -42,12 +42,12 @@ parts: - caption: DeepLabCut-Live! chapters: - file: docs/deeplabcutlive -- caption: DeepLabCut Model Zoo +- caption: πŸ¦„ DeepLabCut Model Zoo chapters: - file: docs/ModelZoo - file: docs/recipes/UsingModelZooPupil - file: docs/recipes/MegaDetectorDLCLive -- caption: Cookbook (detailed helper guides) +- caption: πŸ§‘β€πŸ³ Cookbook (detailed helper guides) chapters: - file: docs/tutorial - file: docs/convert_maDLC @@ -61,9 +61,10 @@ parts: - file: docs/recipes/flip_and_rotate - file: docs/recipes/pose_cfg_file_breakdown - file: docs/recipes/publishing_notebooks_into_the_DLC_main_cookbook -- caption: DeepLabCut Benchmark +- caption: DeepLabCut Benchmarking chapters: - file: docs/benchmark + - file: docs/pytorch/Benchmarking_shuffle_guide - caption: Mission & Contribute chapters: - file: docs/MISSION_AND_VALUES diff --git a/docs/pytorch/Benchmarking_shuffle_guide.md b/docs/pytorch/Benchmarking_shuffle_guide.md new file mode 100644 index 0000000000..61c42107d1 --- /dev/null +++ b/docs/pytorch/Benchmarking_shuffle_guide.md @@ -0,0 +1,135 @@ +# DeepLabCut Benchmarking - User Guide + +## Reasoning for benchmarking models in DLC (across DLC versions and architectures) + +DeepLabCut 3.0+ introduced using PyTorch πŸ”₯ as a deep learning engine (and TensorFlow will be depreciated). +It is of importance for replicability of data analysis to benchmark existing models created using DeepLabCut versions +prior to 3.0 against new models created in DeepLabCut 3.0+ and later versions. + +When comparing different models, it's important to use the same train-test data +split to ensure fair comparisons. If the models are trained on different datasets, +their performance metrics can't be accurately compared. This is crucial when +comparing the performance of models with different architectures or different +sets of hyperparameters. For example, if we compare the RMSE of a model on an +"easy" test image with the RMSE of another model on a "hard" test image, it +doesn't determine whether a model is better than the other because the +architecture performs better or because the training images were "better" to +learn from. Thus, we not only need to compare the models based on metrics +computed on the same test images, but also train them on an identical fixed +training set in order to "decouple" the dataset from the model architecture. + +Creating a model using the same data split can be carried out using a GUI or +using code, and this guide outlines the steps for both. + +## Important files & folders + +``` +dlc-project +| +|___dlc-models-pytorch +| |__ iterationX +| |__ shuffleX +| |__ pytorch_config.yaml +| +|___training-datasets +| |__ metadata.yaml +| +|___config.yaml +``` + +## Benchmarking a TensorFlow model against a PyTorch model + +### Creating a shuffle + +Creating a new shuffle with the same train/test split as an existing one: +#### In the DeepLabCut GUI +1. Front page > Load project > Open project folder > choose *config.yaml* +2. Select *'Create training dataset'* tab +3. Tick *Use an existing data split* option + + ![create_from_existing]() +4. Click 'View existing shuffles': + - This is used to view the indices of shuffles created for a project to determine which index is available to assign to a new shuffle. + - The elements described in this window are: + - train_fraction: The fraction of the dataset used for training. + - index: The index of the shuffle. + - split: The data split for the shuffle. The integer value on its own does not +hold any meaning, but this "split" value indicates which shuffles have the same split +(as their results can then be compared) + - engine: Whether it is a PyTorch or TensorFlow shuffle + + ![view_existing_sh]() +5. Choose the index of the training shuffle to replicate. Let us assume we want +to replicate the train-test split from OpenfieldOct30-trainset95shuffle3, in which +`split: 3`. In this case, we insert in the *'From shuffle'* menu + + ![choose_existing_index]() +6. To create this new dataset, set the shuffle option to an un-used shuffle +(here 4) + + ![choose_new_index]() +7. Click *'Create training dataset'* and move on to *'train network'*. Shuffle should be +set to the new shuffle entered at the previous step (in this case, 4) + + ![create_from_existing]() +8. To view/edit the specifications of the model you created, you can go to `pytoch_config.yaml` file at: + ``` + dlc-project + | + |___ dlc-models-pytorch + |__ iterationX + |__ shuffleX + |__ pytorch_config.yaml + ``` + +#### In Code + +With the `deeplabcut` module in Python, use the +`create_training_dataset_from_existing_split()` method to create new shuffles from +existing ones (e.g. TensorFlow shuffles). + +Similarly, here, we create a new shuffle '4' from the existing shuffle '3'. + +```python +import deeplabcut +from deeplabcut.core.engine import Engine + +config = "path/to/project/config.yaml" + +training_dataset = deeplabcut.create_training_dataset_from_existing_split( + config=config, + from_shuffle=3, + from_trainsetindex=0, + shuffles=[4], + net_type="resnet_50", +) +``` + +We can then train our new PyTorch model with the same data split as the +TensorFlow model. + +```python +deeplabcut.train_network(config, shuffle=4, engine=Engine.PYTORCH, batch_size=8) +``` + +Once trained we can evaluate our model using + +```python +deeplabcut.evaluate_network(config, Shuffles=[4], snapshotindex="all") +``` +Now, we can compare performances with peace of mind! + +#### Good practices: naming shuffles created from existing ones + +In a setting where one has multiple TensorFlow models and intends to benchmark +their performances against new PyTorch models, it is good practice to follow +a naming pattern for the shuffles we create. + +Say we have TensorFlow shuffles 0, 1, and 2. We can create new PyTorch shuffles +from them by naming them 1000, 1001, and 1002. This allows us to quickly +recognize that the shuffles belonging to the 100x range are PyTorch shuffles +and that shuffle 1001, for example, has the same data split as TensorFlow +shuffle 1. This way, the comparison can be more straightforward and guaranteed +to be correct! + +This was contributed by the [2024 DLC AI Residents](https://www.deeplabcutairesidency.org/our-team)! diff --git a/docs/pytorch/assets/img1.png b/docs/pytorch/assets/img1.png new file mode 100644 index 0000000000000000000000000000000000000000..dde3d96115b4bfd6d158bfc08835daa082ba397d GIT binary patch literal 233790 zcmbTe2Ut_jwg(C*pdz5~2Lz-DB1%FK9tH>Jwv?TWjE0ho45NmtleHb#3I|6q{G&dhfp#Zl8Yn(i$~IHw zX2VS;{x^wtjF#x0>qwI^Cf>XD{D&zeg)uV!4Y3J@<{F=5Bd z*=Nx1nCVF{kkn&lK6{Hc#69sJo4r93A{IN$-aHNje=9lp&Zs%uC zkd_6*dlj0l75alo^kG9kG{a{gB_ z&@H#O+4VPn^!VVH$yjc`^Q&Q8IPtD~EXk%u&uW_3dNVw}J-8I-P zly@rkhYy=YebgCeaGrJG_|>p4{M>pkYZ!CK)bjb=BXTB*4q9p~>*_)I`IGAM zFDs#?cPBwIwTh?DsA}+s+?&sxx${Xrx^NnkVrF~#NXZX_(o7h;X(B*hC{EPJ0-?>M z>XseRYf|!^W3SB0hkKbnLK02nb+T(Oo=NT)49f4IXqJyhC0E1NcFk!|Dp(NrMBk;h zt65T&SsI9EShAK86jO+DwK5m2hJ!tbeIw&q6No*oUv3GWy~_Fg(=Fd+$>WG=vl~mL zJl+3>Uyjd&qod~?LpRZG)Z(1j$#w{&d3PVcGT-yzx{a+=g~Es(uCmP zV1*{P2dub4GX&Lvb6!0WxRP`cIL5Z~%0KX3Ns>)(Y;k7dd41t}dOi2st)BL~HF)YX zM0ip+-d}fNy!qm7zs+|KE`q^tFP@VA6|4ovE5=_i=fx0s1~tqu<`cGmvvVdfCeUwI zbtWxIbKJt)3-+4fearapT}0m@ zilw{aV2b>%ICipX%v5on^CUYrmgP*D(=~4EO7m-68^WUt=FxaW6VaAQ-hbPj&FCGM zY;xvmKbt$LQCONhca~tk+8(~h8{8Ln2fu%KCi)?$46evQtHOFiXjub0sihS zP4JQ?^OJ@==DCox5YeHQ;4EF7;t-P&+2oAr3nuHkHg}TA1j!EXs^1+CH~E1}7M`tA z&f*itq;y|PqTo|yP-U2VynED;>PbdMzIpac{+;~TVn&@$r5d?#(CoYK{2?~C(mM-Z zxs?+N$NywjXXR#fVik-ljYW2*Ke7KyC4!12I$rLxf}wgrPD;*1UcIJ{4xgsG{s+Ck z9{1=Pm)4kVzx~DB8l$|TETGJh^A}6_08dV;a$e%bxtGAZQ*QJxg7P6#rBz9S_}C-dN2)$ z&bkJjMpi+TZlq4PE~pRzTK{SkBce1ZEiRRs*QntSJ)z#`qLJs#DYG>m!yEG)Gc>9u z&}`8PhQ;M*7MAH}sb-mJn+zKAKCjTIklwAa&ZEq=%4|h<^&6FVXsjloSs~XTxdLXs z;hwMq{`EtVEO$STBM}ynQ+LM|zk!@pf+g$Kk|EfLe@58q=#t#3>fm^`mtLt;V%y_h z%?VAGERyKDqL`KOrS_%XzUkcQLP>LT+dHoqc`)YAZ5h29-F+iZyPczEZ?>2+e~GJ( z`(_)}uat##R~1P}lQC0w$~>f9r6r_Q`A|($O&usu#uqO5*{QsDKIlnn;>$0Nb#0ZS zmD4{vI3~ckhEby?Zso!)VuOCE$3DA%Mjoa_$)vnpbypr>4SpS<;M^D-}P@~g=7`Udtsi8K3l)FX1_*1 z>M$BM+FM;(9VpxeezEiEqh(Lb@#4&{*g5#*?3BTN*#k>#420%%tiLU8)nL}UC4A+t zCBF88=H-tSFy3jOgk1>L7nPcBrey2n(h|oKixHy{Q$gNpooeN3l28KXh_XbN=G2)D ztVH|yr&9$|{TRQPVERCxF&}H+je|968{ue4$I}`vZgTGE5xr71r#i2~L&{Ax21|x$ z^^d)lX4+rng>1`jPK2y6%BvFbAdwQ)Qg_>#> zTn>N1ez9z$ZnE8ca&!3RCiywJK8t5G18)HOs9Wi^(%bCNS6Z&pJJIt&H*v|)YD;P^ zN>9{k`TJchW`9H`>^)j|AtGUD#bdLRsUvM~v9dA5oua5lVZ#`es`nY)YvnTHVz%Yy z>WI>+KW-?@3QWwQuEBMuO#9zxEW+Ymca{Q-wu%%|GxV-=*2%pNa7+`k}lNIjIrHTZIf*2BdF34IDnJCL*Ka%N=E`IfV~ng9YTD$i#dm!HssuP-0GTgL`kp6NBnI4LYgmx_jn zih8xK*%x>gl}y2!e0_+Gm#w&T zZgwVbgs2y&cc)Q{7j3w#38QH-zWc}Tu#?=f+!BWrmjwql3o1p)VV67SMOA@*frsqd zMa?5B(@Tw`$LM3ouGG-C7O&b(i6-vjjMJAR3T^GX>12}Pr()|w%iSlXXftSINB~mu zlc><+U+;y>&2Vq)@rl#D84<oF-i)-*Sh%TqI zPG_c732{!VTjr>S^p$WKBW_8hh)SiV$ggY}s(O|rQZk7Vf^S}YNrDnwsK%uW2fjbW zQYz}EHutVK;e7h$_x>+lx@y3sh_EtHvQ|~aVFSuHaIWLh;NSx#T;P(xrTte~9``ZM zwSUy(;oyYX;avZ(XVifE?@ugn{qFP6`?dH`975nPGT`#g!29o~i3BpP{dbu_1Zcx~ zt}Uaa1l+YPU9GGf-E5uQBVE_RfQp;WiiU1DIFu~EFI*+9hg-n-7&{#UcLUWIB9=}N zu9vTzEUdV^A61Nx`8O2;*S&L}N%Kuk);4g6|TX%P75pHfTFE1`HUM?qB8}4Vq z!ou87dANCaIDscP-FzI~UwU&ox-tKAkpCV>*2>M&)y~=7&dHJS_qZ=DoIKpcnV5dR z=wF|I&eO`qyM_B1*Hi9)jSX}a`&}!dVdrfHHk7r40DA_!L*f~~ zFrU~zI{cre|9R#A>T2*mU3r8ApZ@Qz|EuZ$-Bs7k%2mb*0=(2+;(rMCU!DJV<9~G& zclZp2HMus@Eqeyn=_{HcdYJtZFwV&~9R9H$T7s z@L}%_{J|R>yc>*v?@Nm1md>ke!LMXkUGI?~DJdpq=7o{;JjIhb-T1^$5AR-w61D&0 z_}jzc;Q6YVU)~ac7U4rH%FE}w)g=>8_E+zMr`#mLd++{(d1~UFn!!g)$IejM+z%zW zq2_Lyk~Ap_IJnpENd2uZ^WK|lfz8$xRfQ-OD()oerpp&_pWbtLKly*KO1YbB>CKDp z-{0s&p%S(k>XqQN`3%H8%zuvvzqbR9y?)SZUU6(xa~v5?u1p2)Nt0A4w?@T6h!&MR zjUwh@W|peT?ph|{5VWzyxO?nMDoK2eC*9$M4K-T3=VUa#!a5XeBB`*$lcYSAR7KWz z*{V~@-CqS#1Zxq77mdhS#IxD>5e?XMo2^=RNc*dID#q=D^pT_wYmNNvzVy8?8rgVE z_{b~HGo0`pD#GLs`)WQ-rl_u-EI92w2%8@J86O|NFyYqwWJJkvvQ8H-=#5UPX@l{2 z&a*#s&p5+Bm^QC~&0X*@_3qY zQ^pMlc8aQm zq@+iJlkOEe>@{3Gf{qii@-YGVFD9+5tU5=`0%5zyrh28OoS&h*lkFf*E;XY{@B;-p zkHozV*ebfN5f%D}lcd8L^wwc`K~zBHL~oLljZHcC{6J+p7)2|Y&PXds&FbM=tyFd7 zZ899=s>{bT^wivqUnQ{TAT61D^fUC8zfR@DH1{t*4kc@)`O7Jnj}{xaJF5hg_K#>p zBm$p~K?0oLd~u5IYbF5q`QVP$JyAhJ)MAa+36xL*d3sAnjRrhw5{73%;DTD+c75&R zuVTEbx>W0&cJ!IJ;OckJxU2wy!2?TsCal#~?%bakpvs^2LxDoL4hA#s(iOUh!4HDXQ|T z5w`;}E-sG8X=CjdK9pC&4cjg_1|!v=A<|tpm6nS#D6$bFU8d)#X3}U( z)>|jFlA_mW_F#$mRgbRIV@Wp0 zC}WkV8AsJv`l_H|$tDA*pY{~=^vjT)shLI9fJftn-1{ZT18d9eT9#YsT>ip71eD*=2C&RYvtY2 z&BJt?)3h-y!6<=?jY*^(+{Yk9orRxY^;(wh@{B<+( zKd$V2D$TJj+DJ-I=XTJ8P58ro2B{dj$Mn+@a#g>C%PROhnDC3@A3sY;54-oJ1h%n? z528n)I8PkBg*Z8NS4>a5!Z*F*Ma@jP4I^1QLZ{P{C}9aK(nX3$T?f^tp!cH}vMb&@ z5I%vQGnk2)s;?EIABKG0cKIjjO;_BH!-j1Am3@d&RlBVN+dC`8c`UV7GT{*scZ0ns zva4QKVr`bKk-81w2?4IdSMLIbbJ7Na>+6jTo4j+3{rWx*lpafYeWbdYi5?@r#XgX+ z8q8HKc>wBup{ABpBgCne;gC_J2OD4!1vw1yi-D;3leQ*Kr!Ni!g%=WcOjI~d!OGKb z@u6k`#}w6i1-xkU-LwJ>csRxYV9ysP;ghuK~?) zZ_@jvd&JzUH#k{~EkE3d?mP%)HBNUlFzp(ph0EGA8s(Kipd4o8?BQV(jAb68NZ;-g z9-H&@oi&CmmZkuyua>{u!8B!_0Vltvs?1cmkSC0*ZTD)kDg#fiOqiEfJ9!TLk&BUevsPiO(ryln0FN@cVS7F@r_bDjqigouo}MN)Fcd#s{Y8#J}59Zi{%l@0|I#lgZNclv^yh_=1G zT?Od4H-2DL(|1HNY2PQL>sYtE7~6yoRfwTqU*z#U04u2~eOyZc7nn6Q5k`<(BWan+PCWPwV>XW!wL;8jnS zJ5Gv}!K)0%tj`7PhdS0zxtEuh%iWi?ylkt7OU=}2R%_M`p@(nri5AwYr_sWroOe(B zWNP;YR3^`rl$3f}=(gTo#cn{|+QU1ylQ-NO#nfu#x_4~zrN`hNh9HKRjt)g`t(WV& zF)CHdgV{!@*Hvc-+GisYyklzgi5BgLEkU>k(x?Obgb_(ZVNs?rl3RMZ+8Ug=#x=>} z(=oijQ?NJ9knrX6v`Ul+KT9lDK5NeXn)^EF(DCsFl77t5c3H9pzNWTxk@Nu-Pcf}+ z@6~`7H$x{UTT47@0v~JIqt%?}Dz*(gsPyH=+Gy$Fh@j=g^ZoEpSa35KbdLDu_O21! z(-A9E#PB4Tw5|vFS^p2hAmI&>fK$&NB}r9|?{R#}7fC++??hL3w zhm?4@JbU&`vjn+eBs}xx+INOHyTRPf^TQZd?3yW&M!IWP=g!_>Z^u}b1JQ&7#MpP8 z-*qO4kW$Er0^0t;N7%hYA!ft1o3r{|v{$vI<@rjH5|8JaL78)fst{G5x0iVI_Njr&*oN#7)x z?%Yn$>i{E4o%9uVt-yR{yG?rVtPXRxp0~B-7W08QF2SKR#Zk98f7BIrl(<1NsF*za zt%!w?y5>}L=n#;Xp-hk7b6Ki4*J!}eefA99da%UMmd!-KRPW{sN%5$#T0gu@TI3`L zACKzVBM3~M8c6D&+CsK5l;!KjjmU0fOO!(IYU~7tL+C!-g-uzx>rsK%PjRvYoh@#{ zwa$3(uHet4(*Sy|o180kjBbzH!Is*DHWWNs>2D64vOFzaxu?F@tgl!%Z}}0++2j@{ zybOy<^bEJ6O&?(^y;6>?P2-uiE~?g1<~d}XH2Eq}(t{EB!{bg(GK;p7+_yJ24}H_zB(Sh8Wisc(>pvXCw-)5yX1 z)Y>5h;b{w!;+XIqhg2&8>Z@M+L%0;`VZ=lx(~~`Jz2c?Ki>1bw0_u_4}2x{=?%ieY|qczs4x53UyDPxQEbPNmkuJ*Q-A3uH7p#eKW_QRS-U%%9Bwstr; zKa`BEo(|}SZI9NOyn25vq84M*sZ6ugy;F zybguw8&r9*mW()A z*>%si(K_8YK0P1*l7G4=TAjOs>ZX4>{^Q5P)Xj4;28PWs_^qG7oLy`$7I!d~F?9|s z{x?f8;NT5O^EZ0ojm1*DW`5f_^+&&mGKKd=FTAN=w`!F2ZUvJ{xSM^fQDe7)HldhB zMC54%9g88?vq9C4t{2BxD%+TASL+5TbL5+9`TFx3u|u#&&5Dzp9@un$W->k&p<`i> zb|sI*k5rxR!7ejah5x)e^36vFv}zc(P!9`Aehm(+XZO?8fj!Rr7`=Ij z-kQKOdncCnF^HUu?A6YEXNfW#w!ADEpZzgRA-Y~crY77GOhm~Md)I5~i7<^T!b7*{ z``KDWZ;cH^weM{+WoVV03`ju?n^LjxlegEscWhsQ-bW|kVmYsm=2tjt8e_8Q>jLBk zKD5fB0@8fpuu`|-F=E1=D&i4eHMX&8X_jmjaL&)?xjMIj+>8f&ncDU<`~HB-$tsIo zxP>10LW`Zh>HJ`P>PJ=8RD*9PK9%vzSXFWuLx60+KpE1*YW=8kkRarHgPoln4Y={i zywf@8-f35$>65U%r3X+!Cp3JE&_Xw!4(v?4zfx41lqMeI;xBe_G`G`2D(QW`Twiy% z#8o}v8tG;HU0)Ido`aKq4ZOq!q~H!73}avlk3b1fo_jU|y3oFLF*DOQS3SKX{k*|* z)IW(%q%v7_zryBfFAMj&CwE3<3I$^HyUp+vn64Jkfn!Z2u>{Yak=-R7`zVJA(myw*Tbwuzc70m{+cjW0@1M&t9zHdm_xoCScnHnW|$S+V?Xv8 zYdXQi7K0+WkaVlf40$Gl*St_oy^a-bB7{Y1WOwNb{6@(d*tFyieLB;uuU=6Q&yCyk zVzN9{pWZYX!bjOy0Ksoq(S{!j>FiIEfw(yBE%gs%E0I(C^eTSd#@;^sa%&fE9Jwd9+O~jlI~8Y3c?v4(l$qH~I3+#`nREqK(t7mModWQ8hiiBt4SG2~fiD zMFIeh738J49~!`q1Bi_kFx3Og*5{^*N3=pCOVA&2q(At z`6+p_u^}3%cOCfoi&wPo=Pj@8&`)c89B-aiDcR#YoSls#pm(^-l@qsAdw`1w2-s3~l z15JZbj{JgJCwuGKj2JP?w%fHf^NJvR&vdHhMQ8DYyH}#B<|BA7GY3qj4I+xBXk4Gr zPgust+TqSH1*25BL`=TeT3J!OKs+ts`eoFChIkh5?owGp9*hcj>6)F*&CtDOIeNAA zd8ksyZhz%;bR+$@Y^NC5`*&k3RRMsjAof`AB;OKbh4)33bosZ?pET-V0%(!&b=W7uNHrP&O87YTee@Q7ttz&6Ol|yc7c+I zdmPY(Pq-Uv+-5_|jH-M9$f-G?lBO)wlhDCnOn^wB>1>C6tZ^g|a2F#@%0~I`_!(B& zfBgBGx7`ptS}rG0w9eghzA|-wTKshfZZ5YlG^A6zoC}>~srD>7ZvuQN3yQp!YVO9P z@2E}~?kYa*G^~1R#Sw5y`vIf5>D}V=E+)-&SXVzp(sb>7o#fz&a$K`@5oRrB!J9aY zlo%+zMbRJ*7Rm3tMYS$s<*(LBn6!s593rAly>(6=9#?>wB70+VRiU-cFyEW=_z4I~ zMAZ)%XP<+{$YMb|*U{SInws~>x&*R)@@wjHH0KBIL36imeaXiOJv*do9~WWd4XrPU zNkF64P6eZ{2k(@vdbIl^TS%$K8zTi)Q$+$A_?fzpl2(}nP<3vQ^HIFIT3j|d3T9RP z4N`0Elr#QQjJqk&saSx1RdOlEcPbaV&&|WcHw(tKp~aryvoCy1=oXM@@|e1k;W6p> zp|{H-P?X>U^!CPZ1PT_Jk2yQWn%1B}*h-Ja4vm_lUyA0#uh2W z-p5M#*DE*8wM8Y5m@%v-k;?SeoKCK1Qk9zdn?fu0F@XQ3M@GI{W4@cONm}FP>8API zh$2B^*D$ToA&u#;SL_VSEaa9-`iwn41s*z1 zN@v;uWWk4uUuI`N^f_71lZG6LQYJOdMT@?bH!2e`WY?2i)-4X$ZcYC2w%6JMRHVoG z+rqAxBy&plKln^g)P7yxUJme|SSbTYryBtlgJI56(sm?9=3++7cl$CkLAeh5OL5Gb z!@Zp#!i~Pn;0Yh>`#ulPKZIR^zT($=^n5K%UWlm9HB6#pJ23?5bCz4UjS=fBw&dT7 zGdQ;-`ra(}GW}<+&FOfaUH1;661;qIc8uh9Np!yAKT z^73+B2ne7^M1Cuhf`=`$rdKohV_EYpb0PtoIuA8a1@dspH}bZC?5ss^WD;>Gqx;-0L=b+?=*v# zj(g(#@@sg=w{y2iB-L$!Y417J2bTZ@Xb1PkR*gzt9JPdeM78-r`5ZY&qXIfm8-T5m zC^+TKD|GPYM{8>*dujbzbW1M7Se1+4_Cm5qiC9CssQ=k^yNbJe<-5124ZnALt2WKn zrG-_~-;z((c6*!dtdy4Ofg8WZMxZXv*T<`qksEb`lJj&|I}~>?A#ZZz+3ktA-s|b? zE(|%wH81LtPO;oHG8E3W_AqfqPw~B?efcpKV)`1KSKmc%dT)g7)+rRZ$gp&ctEi~G zj)U6=#A9VSn51>tcKL4OF{-DILE)d4?ZEbeArZO`ZI5oQYr=6>m~!USF793wc}+}6 zSUNUINsEwkb{afiQta&chk2_En78=7$s6ml1tew!A$Z&#X@ zXS3M!nz{VqZO4gY2`+31`~chWI1XlLI3UmjGoGF!LBF` ziBEQxvSMmM;D()88IpdsHo=XRIJ}X1^WF2;Y9n{{j~^2+8NmhFl&St|5hwx!vMZhN zTJ159ZJ(WMGd>n63Ow1J33n8P75c5hTE3@oy&fr)Q%^mCPR;BGF1-w^lX6CSu4fxn z*;`P2;C$*h!l^USpx{OA+09wR}#>m$h6*Yt8Ra2B7ct00f$wi8q3C4ew=UOO=~!i*toiOoRy<9Krc@X?;} zyouwCo}Ki|zl^&Bu#;X3lU`F*pb0%4_~?1!lHboD^NP||(JLcGH`a{4sU&Wkqz#zv zqY)~nduiTWT11bjsKIKNTXb>ZbJoO z%Bk~>2zsQiN05ORM-9?$QY4O?K>3#)HqkB`y4c8~**zWqZvJ|BUuLa6L-V$`N)M$C z8bx3oT&{UM=T22mC1~2vUdTUAOgrM3c=iaZ2qVFUOzQ4T#!%KjnA2}!_1I&-Yl0Cm z&>ho#C6GU}D8JZd%L@J}LMd)H;fO($60K=2=24gqjFcp6)26WGA%q1ncurTMHjElZ zxcX&275ZhP=*5j%tRn#4sRk`B_N1~iD@?Hi@P3_v4f|IF{(Q9PM(i~bp>K5Jzx@Wl zF|YAQdIk|V5E6^DWoNM~{fdN(Xa{7{_pt zKKItySGh=!+j{y&v>p%@XTJL@ESG24kC~@1U@6HXrPFtIBsc5b7WM|!Nhfzp1J70TiVdj6 z&`tw`&WEX9Q`9^=PA`A}H2`xeXlZMoYY&uJDo{WBMdAg1u-i`WYm5(hW@wD@0SxU4 zCemO7QwLKGxx!Qch zy?%?LPp}Pu$Wi?COpqm-fx7Q-#0v6Z^|)bH({*qqG_Ii%fWW} z-q5X~X;X-Q-)xuDITeeN=#JMI{Xv|V1$TmPQ`T2!;3v9CEK_)%HnGx zj|dkFRY0ga>w~n>&?ee6pVtaK0P-jxA#TGEgrCi;jqZenO|wH*6Cr*jw5C_8bxbcl zSCb$7)pB)q?f0AZ{Y`;^Ktv$zloG+BlGKqRTw&D`x|b0Tb9?;~4X}$e$BR`b?La77 zmNA7nsE=r=x>T;SYQ&T|jL!2@$+}#fRE4gUnv&8sLmaJR&GS-*m1w61kD5>`Dy08v z767(bG+Po0W3kxocQ?sjtzpVCFF<@wCFfDDhrSfh27h044rKrQ9XUabC%V{>ot!m* zt;ijM20itNu^axSIZ$lK>oubfMqG2qdf5^>kk{+tIa8H~ZLrc4M^kjaJG#E?Z|sEi zY^4aKB7%%t_nN-$WEm(8loZ_j4LHd(sH>>;2#h37Jpgb=B3&@z%{EGK`q!8X@%3?` z1B_*k!r?}I6-&47XM{%ezQg*sQ1O>a-H!*=n~kSxY2Lq-ye1vt{KJ66?21#Me=>D~LDZ(zR{DyrX; ze4e|M;zvoV&frn^D}sGu_khP~O6+(u(8;ZR${$yFwYZ|PYfqD_gP#6`MEnQI)dG=m z<~sOg`BwqZG;9nCtEHp{BQi_ zqDDn@9$Nt$9Q~C^hvb(Puk>gLC8o629q^ZmQR6abPqT)TeHLbBnc!w4P9wq9X_}gY zF^2_P;;u1k3MgQS1ynn63+Ockmd?BrL}Pii^{TkS^8}Mksz(;uqLtBRW-P zQK9>ZUJSz~v}yxeotxd2{Pn(t==v`ix{Bbd(X|^wxS;DL`6#o|;{1c|sSTaWCfj&h{z94dUpCKLX42WiCr_?3wDS%NiawJ^WxYj!@NGTvTib zH0E}pBjGq*stQS|;)qla${2f)d z?DFp87eqMb6ChVxJU)yMaliI>XWYL}u>5JL*0@c9`AS{6wuvVbdOJ=P%7IyfG!F|` zi`m%J$HG7jZVr)?b)FxKN^6Z;y7+_D!GRUN48CVBpT9mZlVn_LLgIg$88f%A_zK`a zsaim4(>m$u)Y&nSvH9y&G)(Tm$^W(pB-YsZ;yBX=X7LYSuFNR#H$2D*LUeo&A(EN9 zvDu_sq*rqJ>7I!;v159Gh^A@4@j@Tuf@dXq_b@uRc~POkd>06P&QHZ1D&-RVI6n?; zs&<+-UF?CbCW*s<=v=rD1`aar1u#ORXQOXXQ|KBO%L0&~;lNwU|yot-YjnRzeDBDzGc=bV%3Z5}LAKCnsmPfBrVqu!X(V6L+qPEYsSc`{k? zo&F#ba(TAim=z;o)OdN}JMICRZuAG>PW;c+PU_}qzx$A3%IiLahC7*~xpREyFz;6>gR0G0kuI$AaJeg1{dv2b?QmI^U^1T!tu_pgSR z(EHfb%gsuCE96@>M1nIX&%~6JRO4PJ8$Z}SS4UWPL%NOlOa)#9${STGqj%bpw9vWy zez0z|;|Ohv*I%>WQ5XDl`mf;1<c#=>&gZFugzJKqPnkS>AdZC#;Pb34O#b))&Tq}E|%OhX?+Vx8k{*b?R zz!Q`yQ`%>~D=%mdN_JaKsk5BbFG7Hjo)9HvB#p$vm3=B4X)E0vOKc}ZRF9eE3%?+s?_7NL18 ze%!FJ*A|(Nm6^BJ&oO*8T5bj4(EU}GC;)qYu~EOP<^$xM&I2A?tTE@2d2qRd3DVue z(h0yx^QY;&INqP3My5ORfRw9v7L`hM?iujmsEz$OkjbV<$E^`5*Pg$$HTm)^lE5mA}5A0)*JAq<3ffDi8^&shnmG@MDK_;it5xwQ$2d z5k#`_aW6a3L^tjqG#uRIo1P52y;~%TV%WR3(qR>YBo+XvFEiA0E^kItfSyLb4mGQxoYJJU{@i9Yd}o>m+xUdmrr{B%(IcgA zT^g$^m7E$#6s=y6KW&nAX@eYuZh9bx_F?9r9NF}&*k+?^z`1QR?aswnnHJJeJUnXH zxuWDHAz$VFxKdL`B~wxN;PU9q ze&^P;fY|5`C0?!ae4fZ>t6^5G<>pcyMJw0^#N$mC762^44g=48r*A;wWV13B^V<>c?XZAVF%+)u&#OAs_S|ghomXtLAEIYPJ-*{ihp!dKOJ!Mkz$<<1{vQf<)I! z0RTMYEdW$!zXmLAdp00-ORvQE$?8a{TM^uYFWb>!0>vk0G687`B`&u(zEzNwZUPkd zDuzN9w7`pG6coBESe1U3m_NkRO`pt!nXy}J<(QSi-uM57&V@apV#k0r zWX|0Dpd3TT;ulbM=!u-XLS3sn(Mu=7A(K-L_czCNwoP(Pcop*2#KL8$WgYtxc=~-B z`K!QU^G(Vvc7bsYFr+L}Pk>(H4BglE1nGk2X2da)#mX?p7&C{3CD?&(BU1%VZocD{9Xx`czDM+Z0X zQm-bZRP8Mw6A*~70`Qwd4HN)#_zlWxjYYryDb*Jz=oaN;&+O{I=HTVubbTwF8re1B zqv>iuB1JsETj)GT3cIjfK|Ip&qaH(a;-~pKvcc@yA64s&!=iK#UDicTV%GW(A*(hj z2Va)s8v;t^t+P82#kw2p7feON379d?hmQ&xbc#lFr`c`%ekVnYuG(~b-xH2UxD*sm z*0t%zsYMjAqwK2_(N&^~dGlNY0^4uISLAK3G!Yo#hc{oOis;gN&pf9B=UVJe9Ueck zxcYnoVb^aLbU=EC+=dpA!hEg#5Bl&1qsC{vCr_U6I8Jz%X;eU9Mpf|%Y9gJYGZcT| z7b$aYGE7r2>fkw$DjykOOwINOq4(zm^KXr8@IXRn*4M8$1U8E#$9@w1>0MW`_dn{) zo&GV2yC=i%bih;408?uAzdsF$e@p`ivBz8(@ctoN_R1L3Kc^McplW_eBA{L7<8fL1f@8Y~u(k1>8w z%=d>_^}m~=l+r&0fsW2!6i}5D=9cq+_wd!$)s4ia-z&&WvQ48M{uXfz7Rz?3h9~zWF z^RjFL$*nOqf1i$bq%!Vbk0*Cfk!|7)yWW+_`Q_h|{Yqf$cMoNj*c92;MXl!TJAa!W zft4htOXcYQLr&ejJ8M0^dAjL2Fnu_EnB(R+Q2+n2{wq1{jgCEhl!$#i&%Ak23Uk^R z$R(B!sj#{_C*t3pKl4D!d}!k1yXQUkEed{hjaS-NBtg&@=P#Eo0$fUVI+m&bZTBmg zFR1XLMgav>{Jk_AKe>I0vLy2d{QqE-TU3f_h1xz8&}%g2(HL%ae!{o-1u$iP+W&+E z4_Wmr;G=WZKv2!D!>cKO=)QoN)317_E4TMw%y(5Qe41!TRk?UA0(C&W7MQuXK3sTs zn*JQ;kIeJuhS>RR`u7XH0%1P00KET%!@pfGl!6OqwDd)wEH)AA+{4g@(Vf4g zzBFp_R?#K##H)HL2WXg49&eK?q0A;A^`$88E=}w^3&wvAJTvBEj(Gn*vBrM*;j`Mt zha(UTTWDu^70cJ@&oXB^E}4S5L!EE*xT4=<7-UdE=5h8=(Z59~DXSZ{@hSsJT!|lu zSJ|?BPk#RvtFThahY;Gr3KD&0_yu8`wGc~WZI_Th#?FmdBkt?fNp94tSj=MK^-l#) zexU$ssUPiDE^>-N1SxinjrYIAYp{;`mN2m^g#}8l{jDGDt!V}g|3&lJMQhG6N=7BMVr?HF_GwWO)lNze+QGzkASgB`%2{@;I#Z@u9CmZf_iehL z5!;`Rf&FkZm-pW~vlz>NP>RA%<-j1& z{r7Jy*C2QlbYOuPc~y|I>mbYdCKXjuoI#D z-BzRVKACL2WiG=D@HqnIDw^#~N>2toF2`0oLB*?a;Xes+w&&*PJu`l@B(t01gDilU zfP39o3pcN@@)z|G=DQxBXaHh5NfrK~J{QWh7M}V>Pdd7fv7AAaOUd>KNRQ|m)3vkE zO-9nWy?r?BV7%DXRS;?2J+UlVS1^t#USHuSpYNN>d#~%v)p_Kpzc9*<2XXsjX5H00 zIEcr4dE}$+r4$GpuWzO-aMrgdf?tQ0r@Gk|6~uBfjizJzhvz9Cv)Hw!_|JR&>|`Ci zUO|f+;_4g+704B4)nJs{#iy^;*Rx+o8I`lJ58{_Pu#O~ew5L4QjMEhPIe=eAv_6vi z#~%$|schiw_<$eb;wmBwaQcgHr1$mrHdUG!=9B>OJ4ykC+zTQ6L_~beVM&OaTm4at zZ!3MGJZfAik6yf+#W|&}k4ONNvltw+#2$I^6>1^EJ#C;wBHUfkdAU5v1a$4tDOD?74 zJ?QJ4GxZ3X%Y}(_;7;;m>Y;4C7Zu35-nXb->$B|4DL>(POhUH2AKkIXj(6u&-Ds-A zSY6irzI|J6S(ES2sHU70GX}hhwLDh7H!1Ux5D761to~J?$(||O>r&AnK>V!qg~?+F zJ&uo2wCFm^>DKSNW%f{wyb_{VLGYN-*RNUU-Sz+fg_4x;4IOul()*!`(|B?S*gn`vU zC~EvQ1=OU;s_1J9!WQxK;+&APVF@FKK2;;HwZ#yq z%2R8>dOY2<243A+kNq7Mp7VBY75>Dr&iw`WR9@1`==t`8qM-)&i}Z5ugG~$FFOe0k zKiZU_*L)Q#1PCdyo*RFPss7(H5@hj@Ro;`Cp#&^dz!CV@D({8pfdc~e)=BJ_h?#G_ zq3~$@rph7&kIf5tuR>;zSmeZtcdtQa#$T=f!@@MEa>x?G)l1J z65dbhRlUy2P1ZWb!jJ+{`{Bh$urcJR@nhs)fYww1Z+vW0J-yI2thWD5tB86hGLYFF zM@CMrKmSdS6U3pis77kCIkhXRR5Jb0{ioV29_6dF?LmF}RJ|i&q%f#SNkw?cM3nj9 zzyB8ie2%Y=p$aNm`v`P0Z*o_$PbR^qNt0wL{BvJYQKcu|{P+VK~J^TVBKnNZn1cFO&0>Ldn zaCe8`4#AxU5<-HzH4@z2f?IG4-e?DR*T(vPdGF2q-pp51-^)x@SE^G@-@fPUz4l&f zpMB0%c~v@LJukA$eth@A&xpT`>F2u)g)Mtf123{2*|+MEfjx?5m}9ff}EZ z9EIt?x|~r95mzzO>D@W2vy^3$K`(8DQunDH%=M8NkBjGac=69Ex6k55Y3n%(aou?qqwy_4$dKJm=Xb3un=vs+xTV7&VyDV`(5ZFW~%Jl<3e>x|3(i*0fT2qMlOT zsjF;tYIsDwGYw)b>6h_ns|VaI>$ZGSeCYIZBara9N@^$5^Xh|zk$0Ch7Ps{~9?Kp^ z2R6SjP~Q82#@VTQU8va3RmYd6Votm^cq5o{SYVc0T>cV>>ANKezCXWZf()*16IJj~ zICXMox5=+(wih()hX;n@q)3~WJHDcW>*C}E7$G)u`{@glK9)d2-i3l*s^`yO@{+o3 zcj4f@Fh<=(Am3Vu=pvF*b7!&zy1vmAZufCD48Ikhlt=C_`8<*e)2%H7|1dp`vi?iZiVnR($hu#F!B^NQCg&Yx^%8eHt3aT){pmICP? z2(K`_M?fL@Tpc%WN+&(g68aGpT6Bj6ROOxUUQ93y6w3=Pxm%7_7ZfXuL~=oIzcR}0jhdr!9w^!I zihk|*XH={}rKX;W|LkjyaWp{PC?zO#<$57_`U!h~0Ytam1Zs9Z@SXO359w%W6ii5H z90K}06ssSCF?UOW7L)8lyL6_A>$~LhR7L|f1@L3Zbm8YVwZTJ;giaZ^@fgMP>GU$? z^~E2gv{+Tv<>7rCxCMp=Xu%TNir%ENW_MRLHkysfm31at5&jpGkI$ZSOk=sh7lzq1 zKvT5VF2^tG#I*~WPBNO^_=jHo&G`QYk6_bNQKEjk(kVose?#9#!}r!$z2czkGZCg> zd9yD2s`vEie4xx~JFVMrmFnA8yah8Loc6Qb^^km%z}Op=8;fU3sA74p9G`o>S%n0? zc*&JYuDJA1pg}%HH|0U9PczD#adCV7`e|>E=D$lD`UjH;MU1qin+EZKr{9VAe zW@P>1b~B;RIyW9RW$JsmN(C%&gf@%u&1x-ahpj(uywaRoREzZ4ots$pH1lUVhP1$3 zQZ~9A1#ywz=C-uRuIlV*cAX7QYEyGW6DVDIM^OJ}4a&ce35&!=UZ+Kx({{0G;6X(C zWzC>LO2dE`{Z%I3*IlPU!?CZvmELE2ER|M6v%&k05!D8x!p)Vk0q>l&PTlbzAoa`q zlg$#jIVw{>0*k(h+t=gh(5QrjgfuI7w69rw z^F6%I)+68K>;uT;q19<2foogb2`KO@6i(*j@h+yj0piYN+bvzX;S<yq1B|k2VF5HxE-OU?9Gqp-uKvmB3J2qQ%DC4M z-7HTR^t9=iZ{IYvO4?7*w+NXHH0J%qB*dh^QzcZiv=aC%ax+`6tXmB~cp7!RNnn(V zn{R4L-LJqEQ?s#yeDzlyuV9jsV;KGRc<&>Sw90$#gO4T10N?GauaGMUh{4Ft&z?X2 z3uU~fo+zhZ zFRyseZCw^Sj-1B0!(|i6KHRE0EVS{Y{xZNRM}24ymYW0`itkDHkTM%g!Ao9WsKZQH z>>*~VPj=y3+eHhx(OvZN34NWfp|Cy(W)UrI&|iFU9qk)`Momx8HlePcwqc&}6O9Ef zvDvgo45?_=b(raLgpe=HZ)_Xr)*9tBo$Uu54zyM5WYV+ zN2|uOCdG9zC&P=c)}BE_*SCV$!6HKO8s9gq?tN4fe5vPni@+dozb5tYof9->B$hnk zPVVZIS6g)YY{BRJ1lE(zzIHbnF)-`0gT{Zq-mWTe&p{vu0}W?Haojx?4+E!5^()5T z-umu}I2uu_0}*lHoFzN@W3ufJe4ASOR?hZ67a8c--vKLJX23p4W!<^v10a=E_O6*jVEo(5>xL>hV+TP~Fo zp=ByO+;Q_eQ^m4LcPj~jzMSVEmW6NnQ{8&L3Jj`!VJ#9fx-9U-msK^8{T z6Ld;AR3M^H%sibjmABTZ-LkPyq`q||g{iFdqQHip%Gvh8V$9WftY8l@J*N<8U_ON! zDw{;VA_SkUSxRRax#$S+TYn5=Z?3?$OLB zC*{&}dvzYo2e(h0Yu&jUJ?=9%*gw_HL*(s6QxM!87CO6m=CK#%wwhI^A9r=Oz3*I> zDk-PKyrIiaOB6MuY~g^7=%6~z3=EzRQy&%<0J#DhCn-b^kUb|_jrIkPz#DK_2+>wXGav`b-nN?n z=Z<*y@!Qgq`8=`&NFQgy*X3#n6H=u$+p0Vt7R!(g)y3aj$DKrs^mv*^EF0^sp^YgO zzBK^%M*{?b^5!b9Gml7e-Jb3yhy35I1FQP@S0aI}t=mr9vAG(g?k?w?w;T@rafqyE za#HIwpwC&LxBMk-fh5SJWT4hnn}kOC_vG$}GplrLKfh(okLr;6&=~lh#LPv6gvHVB z6YZZvfh{3sNOCUe4;x1n(J3!+oewmaCwgz52c(8^k!B}j5b9DVIunnX~? zFrBuN$Dt5>jd8g;_`K(!nVG|SB9heiO3d!+;)O46#)Wk$F$F=2&nL8p>7|ojHOjOY z&UU6_Ac@cFZ=qaL8;HCOP8tjEi@dt&spkZ0wH~f+q`OOQPs+KrA8@^XcQZcHD&;BO zaJo6AHZ17#^|kF7WWnnqfAsk1`(FF@i;dHsP_5&x)jl@+J0rJNwXe0V2JS}HL=kvo zJ{up7j&EbrO|m{^MDX8W@vMEn8>@Dpbc2J$=NSxqPEzMEF*)bH806hC+qVkIuQO@B zL??P33BqWWZ6IE~4Gs0V7Vr=e9R;+BqRTxoRBB}*;6j?ZJF zbFKt(+$)}fF`%`BHJB7&(~f`^mL<6;6nGg1w5ZAhL_m1Wya>W?-#x;d=$)u$BX9SW z2~X&q?LA!}CM2Z$oeHhL~=G_aM9D-1(tD>uELtJd|?3|w;#V* z&i@$rt(k8h4Ys>OcULl2c7g3UT!1)#)InXq2D>&emD+x6xmfLgy65q&+Hz)4Z|jy|7Y(Z(GGLQiaP9${@d6CAfx*9%{`VIerJiCMyn4uU$Trg)D1b~YS`JHl^abTO-A9kf0k zv$nrXnD+`8XKoh1=P6rEgZQa#_o5&{MHMFk+?InWI)SMM-Zx>=uHq z_SL8=JQHa$o~iBMX{Io%$Cft>u$^XA)H8Ki&4x3~=ut5fq>0Vc|61%o%_baRQxC7- zr|usm42GT^uOuwC_7-oSIpk?iT7pH_>{SFo8l3jhZirhGE1DWnjmHvdN0g9nhG947 zLp{vZt;Y7}PO}v|N@Lk-Jug@s{%+N&JOTA1GMIoxkA{$l3y25d2@v5bSDGn zhRr}6a+>AI@59R!p1#~S1|`oMFv zRz9)q&JKJpWS>({1~#UF2BS9&yhhdkp1zMW?3j3DHazb@i1@qsMnY4<8;6Zr6bFI_6o8WPoMrtBSs+K~3D- zF4B-mqEOR)_YEF5>wLTDaaVy3vf;muKLOXEoyLN?_v)o9W3GZLDQ;IwvOdoJ4<^c7{3p+&OsOeL-kp z>0!dHC_t?pu9ut|EH)=A-z`zVqkdd7JlD2^)`krx)xBYEJ#IiqF93~K^bl|D_f0ES zlX_!da>6f$uU7}kTF>k;o1vUH;ye`w1~WiD?@4!5-{j{5BGwtez>oHQ4QQrqU!sFw zPowTWv%~1^H>Inzvu%fyne-%G-9ljWST?oNeVkFt8nVOV@Bq^>iL!6-%6!9<+OdKl zptXP8wL@g=!7agTH~P-0cU#T=MJ2s$R5nxcUO*qR)yoF6fcO%O@OE)*JUpf&muOcj z1%+=;Ah~P#c&4@+v<(kKq7 zw9T?>)c;V2dOSTJczjp|ciM3EuCN+0PjhVI(*qn%Afl;U<;U#v#f^`|bV=K-b1YM(h8{|+hfkBn4xTi=Nni!M;n znh{hbV#-OoxItXQH zean11SHJH);*023h~GSp2oz@grEw1td%9pgTC@eFukEII6MN308wXSfq^_=N8eg6g2*Ya(0=6zRdXai|qFn5^K6P1a)gN;!`exJGWP7=&&YGw@!Gp#L61d|a zkhPny^kIcGomBD6=yU~C;uD`;RopnVJX5-RR{O-`VlGf-KUURWR})VZ$i%*u~PJaAu(mg z2mbWrK*|d_xgL8&To(8VTw}A*oz`H|Vl$hlU+i&t3mN)-;nH;Douksmv1465u#aB7 z_Fa{l9&<6Tsk(5Exvi zLRZ%6!!FE;B;!@bQyx?;_*Ew-l(K2OhCyZRg0u;QDsGLpyQqymhnXD&tt;D8fFGf0 zHG5n7TZ)N`_Zjx27RGhPprvg5!w3HVdJ9)7Z0x9<+F$z5m6rcc{Vy`O&jaRBX){XfHdKVMM-l}Tm;00PWb|0;#Ttj1 zdv_iCWzDB_VG&^`=HUUR$XjjbGcBS{+_cusf9L_Zn3iXY_ z*!9ZJp4UZ|N}SJiQbOt*#i~FFfgm{-0-PPrSbz^zp2%JQOd=KZ(z#1-KJjzPbcbGg z`Hk(2@{PSMbQUY5K*)RvL36z=@-q^CEB5rElIqjlhkW#xxNj@IDnHHstQxggbXux> zcOsiuJ~KxJUKpTuyLdv%+!s#=O|4}gX>xiG+U#$v?41tNF>jw>lcIWq@C&cVW>hK> zhz%ZJr#5>rCtp2%Tz_9@v;An^GLy}|&kl!jo;t^iscjci;Z{Bgq%4i+ytQ4zno@E3Wqj)AT zB^CtsVU6H3t1rJ*6)AISAm|~pS*)}Rv{OXD2RjvH?eC*EGh>NR+}Wug8NBwY#Nbs} zycw$;SNrl=TryF8pbINyI)9pf)m#1cm1#%N@qti~XtYL^uTz0$iG1&?JF*8jzx3+8 zLBb)oc~rBJ{>|VqelN>O+#C1rb6GEh)20iPfK6ivKFo_9>!mN|q&Ci(;-UtO$Eu+3 zUk?IRb9?pju= zMf4%@H`H~DleF&hS2@>R1pPkE2NOZ1Ek_ty&913;c4JTFA)z6QzH4H(TApkDla9B0 z0x!Cz!=6th6y~YnYgXMkcD&sKO!gcR9{DDo{2fw{-L{O-7tW=&h~=(enqea+GVJo; z;Saq>Nljl+gbHoQ z$AlFnSmEBc&aj$e6oRN@fmZKP8(XcKsTmwcNvd&J&>z;?Z1%e7Lw7rk9nz@{ z{En1q`Z-}~(S5_m$=&}3X3~)uLG8A$Vmg>$AazlycUq&d_`b1NuTCFS2Pfoo z|C+K;{6%nnt1dbJz$!QW5ibfVTGwv+FDad;=BrPVB$S!~dm zI+OX~DT^NYt0<)m;4yjRNo-45?=H>Lp?b#zj5s%`ajiDGw+Y%F_zlZXMkoyYJG6La zWQl&oWWS-B$RMZ-AE1?i$Uw|`YssQZ0S{N}{V%q5gq~m5$lkfgCwqn9(J_wjyG97! z-Q^kdRVO)}U9elF&@|gMi(95T_6qfP>|ff`4rI2f_X@#pXltxgqrx|8W23u59^Ho2 zmDgKDiLjkkc)7R}aoR?i>yuCi!C|z|1Y0Hw)Z|LPag#kGxju_v8=>jOsE2f7a)}5~ zB5*E>e!hXhy9ZK)@FlmDsR6DZFRXO(DGa=t%XbjvbA1jT_>it}dcd$ZV*BFeb|c!< z@kGym<0-!d%n@|Zm_65(dKOjCIvB~)a;42lFOPy)s@fNQy#CoxIn%w6n8#C95Vnh! z^vXK?P4WEZ;FTjRhXC#S(EAUc1X&C~d{Uqu(wJPyj&)VjS7$@mERsoM)HTmYEYsL* zKkd%f$UINe(qL{}r6|y?$ULt)FjjcHj3QxJ)!imU6={m{r+;ML`$tB{`WuRO6@7$BTHsQjFP3oxN1eTN>QQI-Vb#Pvx#u!$3j3=8mblAC7;Ba;t zIX%J8b7_;b4_HW{!!?;cXX3?Iv*wB(mlt9;d^Ou*+I(}gFp;!Us~Naz_F)sdW{#`EEXO7{$&C{t1SQZk|hRhSIeKt^sM z3&IF`oPHK2c=ru^`=MBy*LnXgP(Aw`QzA^t@2qH7UlmcT-#F~aec9{*JTI>!lJ-Mu z5IRV#I~0s{V+#i=S3ZPCH$NjgfmNGmKy*{P7tdP8txYbCSQZVof2d_CYduK|y*eC^ z%xZs4hwa=WQ}&q0{8p*J=%L3-&PKLkM!-}jIkfd=o5({wXAM$ee8n9&MDBk10f|lE z0VTJqioumsF)FfeHa-(0-CpB@(L~oQlq;R|tC0O3yCNuAXek_gQsMiEk#mLlBGU{d z(Qx71+|>42scg=+GEv9+Ge)6Kqm#;q>@}?Qbc~#N@yddPNTVwVAwyW48@*AYv(EMU zsNlFRv%O5Hbt#`^$<_A~)Jwlft8zaEt=h^7p`9kA?-W?8+pX(;!Cn4%CSoB8@!chz zZeMZm`?w!Ay`LI6hPGy;ma51PF}Z+i!&E+>#v@7k{mP3>38}cljLX4&<@Obu*P@Y6 zfq@}AKTn;h%9gV}1Dz@>h}B(F`p#^Or61wc#$#(M==3NQi?j1^NlwEpZar-K;ffLb z7#c;%wp^mHI%2xdq%(JmaxoXCI6{xmvKhRymdwB$XI<7Ld%Q6~aC$z{8s9fi)=YhZ zk5sMMjvLQX9(y~vK`K2;Ayyr@hSsP@>2>}HX(xU_q$O=SH_my-GXq#!lOQ!{_07^< zT$zfrwwf-at6Okyer-8H_C0cSooUYGG!YIgjfA4rlL&=!Y`)-g>kC{clX6=0{AzY) z<=8VMkgXN-Nf>TO?zxxj0<4#v`mX3cy+;|6u8np&^fbN*6^a#zNKchj^q z%dmP5_Oy8Ayn{htP0}87BZ5E`sfrZ(6C&rcMY~KxeEA^c2o;wT85jFQjVWOF3c?Pv z&mRUf3g~Lc?h)*L+N(qzey4y8>ZhxxrVhfPvfhwSd}4SK@512R^}HOCBD1i!zxZQE z9tr$4Vu&6+#7to-W1~;wjkaqOoA4{_Bq8Hyo4IQ7AcG3+7X@0a9v#ckqYo644l{19 zN0uVrDGa4bXdAfO{&xgwd%Bd)4Z5qJcQTtlvU>4Q#<>ISX)g;4zeDTYUHgW?zy#p~ z(ExRNF*JhM48*HV(Jb+Z7z6X6seUJeOEZ~sKiMudM=qqh(j4kr4{Bp|;$A(uVrY;YFhe)Z ztHheW_(C8$yr$Ys&C>EUEG4U0ieM0=%;7cd^%xZCJF74*R~ILb!usXQBBkFto_L7 zJcfcEEP!uGE)8;>rA&+2^MXg1{VfQu8crR%L6`ONTHzQ35vPwM?ttJ&h5Tm(_)_sl z1cpSJ)+E2ex#Ci`92v#HP}yMr@7M$MzbHEYebPuA|k52LjUy+28yOa+tgbL{V)FHnOr zDAvv6;o0Rp142eLk-rkk{E%>f=PC5Kj@A3L`K^8=&F%m8MJVWd!TWZEroXNbg zBBZ*{oZsdDn1PCG-(w71jBsvkoBg>Hai24GmR7H0<};@GqsS1WJM2bNQxpdv9%Nde zfJZFypU)>U(e#j%q9Wphxk|KheMu5r2^b9789962Iq>?utjIJwNinR;i#7*23$M|5fMSmEa%C%B;@|JRBnQX5cqgKfjnZ7 zGHl{_!)@r&5rY`WIIyp@)5Xw@+(05l;$N9pmR z?sM7g)Y>|Ze2AbAnb{d4_q`VYZlY_wXSIG;&S8649n+yhSA;^C(b=5T6=&#)Spvl$`)?st%SD;dz>s_ z8i~9g)*4!EC~6o;YrZy}+~zpmf;d!KU+gE|{Or0%X{6+z${JSzP}c9OA-g?J3K!iL zwuJa#5DC1cHc_`!ddRQKj0Hc&_{p@U=_f!sHsCn|XCUF?gDZmjn)7Egeb2wsr`pd} z`sOgEoK>B3NDS*bnuTB}7r#w%#-MI;L%ui|ol3@h0m)-2RBbMu$e(7sLDxDQ6bi!Z zcZf?UW)}Oh?zGWoE&zy;U#fEefBX~tCT%`Xx=Q>k+hz+#Iak%8FXy!=xXw1=jEHL> zcyh0>w#b-B9vUSLmwE7uV6v^>=zyWUY)*~qQ$b$(4V61eG0g%i3?yN;)AQP zkBDgnVraDTkSG3?_z!!?tT0Rho|>+4kueWvFwR*qbW#skW>g(3>ftnM!m@vIA2;*W z+C>Wa-pWg4Y4%l)9THO)p1*_fyhmG3c1JE60`j(cAFHK;YzqB!KJDZVr=0B1Cvm?P zweATUnGW{nIz<+pb`vAOp)09?er{`$V~&8GLw<*U8)C~i^yz3arWoBg>e(Wx?B#}1a!fNfQj!sg%tm))3^k#nXU zQ&@*qCFr2^Nrd7)KPS_n5i_IL0~cyblruZ?u@X0_2%F2p;s$o znA~|8Ng_4`;2$|%Oxc^q`+e)p^}$k%c-abZk#1fJg~tiOW5GslWQl`c!}=eA;SH{4 zg>we6pmXHwKbUa`RxgU7Q(6-&TYIRX{TY>iml+-b_1klLti@{Aq+;Eh#v3Q@A8p@t zCQ@kaeG8O}GGdEV7o1WQa=9*vF9Uzww)f^mMBRn7sBzkB#`u%7y}X~TUR@+M5r}TC zx2Y79K0OKz>c=7Ji64%hJS}KA^1MpXP?4Og- zo-*ee@2Gv2Q>yaqz4<*s|0?EDY0G{09?w)+OLVNXqx=pSHk{9ZESDTrr86kdmK;+F z!HbGLU$A>sxEvXCboXGVAB*%Fo5Os{3sJl<%9Z!ms&;>t`262u`7I5iTWcuKr=VOu zi2-J23-!ASL{~E;xrpAlGedj!<6|(Q!gq^81#6&orZCo-ecM|D^5$o|J6wUQPu2KM+(OKQ$7yT(9#_Bs2$Rkzq84V()&34rF}^8zwzmR zraZD46hNHbQ`7H*PdR9Hy5D*Kn*96cmHv1`Mv0n@FY~n=_N{UvC7OwegEYY}$_k}n z>wmf`K+NcEFn$JgnQ>Deqv!ifUf4Lw=7B-~<3*K2Xy%RBNkqAI_y6fak{AeGA$W23!Gb4^c+`;bf3#~Q z$$@gZ`^r@(;*X68TRURYOu1(s;&Yem#Hx#r35m-k^a8R7<@0 zw~V?`qJEE@f4%8ndT&C6kRu%*`SdZk3fQnD^1p>QI@DNZwdjuZY;U&Er~e9>H_F(( z245p%OBJ;q=iw*tdmIC&wMi>?MMRMU$<-SvoK%Q82$M8cfUkBS{>*x{?XEeA1v~WB zzh31(j5Yh-1?43YPlNx}L}WYIl6_I4g%kOdru3@)o?ncE0mq6CZd*UIHa)8pbG(66 zWCs&a{=J+`DCUO`W)FVd3Ec5tJ-pW$iOj0h$Bdm$x7a;5gpX1d5E(qEyEFBA`0!UT z%j<)%%V*aA@|C}S{V(s+kt`}^Xx}W#|EqsQx}c`GdJ1S;4L3w2&{6tlQOl?$}?;dGt-TSWrzI5Im08V~o0Fr2GQ{S7TM2WP-0GBoMSx z+Z=e9;kVZjyU;ofS34+u5ax?ex;{p(S4+!XQqq2FWKyJ0vets%6vMbc{vu;Pi>FF& z*2R9;REtRKLx~i~=Lcb%OxFq6M~5Z>DBounXS4deZD~88R9Jiu;yWQpN8!7oeruH1 z{5!iT%Ihb)H>XLiIKBEvno!fSjTZ+KY(iaN*4q(jq?`DJ;_m^Lz)XK8eef8((i1Nj z^Cq4uGCEqcKej0Q?GSa9$yMS@oX>%6!+UckC*3uUHni5oe(#J)O8IR-m;k~V%ED2S{J3%6!9G*!dZxZcN*swE-8JxO%Z;zq zXPOMdjOn%Ph${}?;ZwCaMm{99;*?hYcH?#KK|r6OCe2CFo(+gKDqR1So```{DcrHQ zUv39pOS+TAV4+MeQd|vAC#{mRB`2l*Hei?w`Y8K`7`5E{J2rE({BwlC4XKlt&#-|x z^I(u93!KlXZ~jyP70_NjNuV$B zPo=<0Rl~?d&V5Nqg!PW6_Yo!!8to_@yw(Crjh2@v1;C^C36k&aQc5Sr6cG{lZ<3Ut5_RQIhCT#c24AhjB0|5z~^QYBe$aw zlpViDgM9mP|JOco@PD>MK+@_CUdb608BYT>KL#_zGf*?dk=2SMMJrb; z3b)UeGl32wU5M)XX61BD_m|fkcb^3g_oandX_PT?xgO+a)mtslc&uePv}6(gIYij; zdOYoZz0@_E-B=l$?K#4~4X_w#caQ1B#mpx<)Xj{h%`q`4on(c?9&n{28d-RZKVUF6 z{)gTEfD=>RTMVUthW5#N-tI|pk}@1=cde^6;`IJQKAiuHXRfmR<3MKnnf4p)^M$JA zxS0gM<`2V;F+L|EuJSws!ocHPlZ5upZ-|P@c{GMo9K|+V9nJQvunmj#Tg4Wyp>;rs zF5~kw^*|p*;A6>v#3Koc06UAx&XBld;PEM#n85f=suIVT8e}p;mEgxdR9t z>v7VM8!KKE@XC_;ClLn}Mv{*8x9dDXR9C#KTue_nuRBJ-F|mHl&1+sN(Sk3<8D#De zJr=&8>E^*b-z9-)m5m4l@U7pX^pQ|mUoLgj|KltGp@&L`XsBCn;oCys@Y&Ymy^+@bC`yTOCf}JEO0T;xF-Qu#1V;T{ zA+vIgkyhB@<uF*vgPKU88Z*Pgla28Ww}S}N#8wk#(AEx8 z8-0RE|MayZEKXXs5!m;rb=OwQKKhRJ)6~H1x!3T1_*Is>K%4bz?0Ti4nq?)qDW>qGkcMrR930vC%HILZfiBfagSL89SDL0kv` zNJGl&<*FVz8a7rrwcv4D>8rFqD)i9mPdiSW-yZl{l;4~jw6;*%+S@OLb7@|O*il6Fy3q>V z3UFDjaLk0fVT%)`J;vfp9dC-ld6mR)0n&kAof`8&ojZ%8w0ovH`#d1=LQgdN4@}*9EnLHm$ zB7=s!N9KW^GDS`PWkE>ulv|QZ3m=JX;`9YJ%Zf@&?i~%0jqx@i*o!g<-`bbH)Rm%1 z(USHjK9d%?(>hByu^%s*!xcw@OFS_hkI8tv?eXm@;c}ht(Dv;`z9JLBN8_cu1B)ZU zC4-pyJ2`G*@q22ba!*ZE1Ubc%k=WAw=Du{(UMYeH{-o}iXegv5PPxHzER z{MqS~_jc5{rJp-0sYvoT^BdN)!!|gox^M^ehjQ3%?pcoWm*q+~xG;x>0A=p$o+}Zw z5uynJz5Rxx$J0wqM|aPX1X!*@?5QwA@ad>*bzYAq3@XRGBw~x2j5_^%{XxKfOnu|G zcknyJN=Ys2H24Nv(n*j|X;h+lo|At6gG&TsODO3Hcg_w|oc=5B0!$a)!aCNc*>@M{Iv{YBb*orQ0j{d&cg6+s7L5Prwr zPRGLjh>8Y<)*E%5$>1|Vu4$pnk3(_tDBxH1VN(0Wn`2pJz~Xh2{5x^!pyp;5zQuQY zEaJz|6qyJ&+7*rBbp30uicc%+SH+1elsSA1xm-#88L2+QDLkw74}7xU_}^ST#Sb-F zvZ$;#p^xcn>$YzsmVXlY#8M`L+ub%#7J_B8;BKm6Ia?mivwDe&J#C#O7}s2ApQ@FT z?l2xIpOx-Sf~lk_o+qU3u7Bb|ab=uTZ#yDu+MR4Z|9!5&w!}>weamA&ZI*%2tSfWM z#32Q@7eec>U`ileRQ0@X46kUdUSrYiNt0G*gX2I=LVqaF$y#bet8>%3EC*`R94q7d;;Dz=CM0;oK2r3_6){;&!WvstFUAzd2cs%JS%#9y)6>c{xCWD1~ zn>=`CFVfEX9^iGdGGCnwqJd(KWjYC^JOZI)+uqw1ziazxbuMfUO~(dM+llnM6NQPy zDW&*iFQ}{BA@5`GhnJN%1ezWebD2@adaYWyg?rgJd;85RygXUmmX)^G@&bxDGTuf$ z8G+EL_IJf1i*97cCfyp_)Kivco{UGu>N%OfZoRCQwGzzMANWQ_^+Hk8S7CfKdIlu( z3OZYQrAQnj%~vhv6?zmrR89~8J7dO7Xiqu$gqDW)bfl-l_fGpljaG?cioGV%Knst- zMAJod8m<`pVCecSoiUC47nA~#ndq@b2`-30}7f5GN5)qy4KYRuvB-Xm|ybHKz&NH9ziwsIuY&u?nk!L1o%;Z|D-na&S? zhqdqxu|M8a~h#h~wV!dATrdGT#xiW3KUe2k8j9m@2 z&1qW&es`T-thBZc+*1F!o>y@Ka%+$BzLA^^E7lwVOUHVnU4yja21X6!Nruu^O5+s@7DoQ9k@jy^3bWlq=PV#5pj z@^b?A?FBkzUW!z9+;4= zxkvVIUH^(~EY9v!*4oc|=}XQa?>eB-=g zH@zYz1eW)mRrnqn)+t}}XJ9{r^X_00a(H_GV5u```fKWBbpBkM^{iW3X{7Uonh!M! zh|6A%&us17qvx8J1-8{N(1_w%?@z>fif0-KJNP`>bT(_}=}&wWb({8_nQub#8}y2! z=mJWKP?P$khe8=TD%WU%Mnf(X(|jj~^7PTYTHQkZVdQjQxBynBo;;|-4Vxkm_`bUW zlpjV~hr^#s*(d2;jZ=v;f{ zJb&>@XKi@%CXul7L>VJ;_-*V%AlZe!+vk{{E8AfX8!0YfYCrebt^fM%HRW=OUPt+c zL0!i>QG*_tinW3avX$fH|(IUI9I=&X*_q#v9gL(T{Utw_|9jTbGMNUxym3FDjpQ`O2Z6 z5$14paHTPRRdaeKKfMHzSfS}71u;~M&=5*J$$GNgZ8}LEx8(&$ACMvbGmWU9{Wn}TT(yUXx03@zvJ9!*xBs zVPD^*0`W#9cN(BMt7dUEbSj=V?sKZRvW=dpbkN&!+@EPbeHZ;(3}W|f7SixRc+yLT zDZAG}r{=|L%<#!XGFp`fli$h0arlF?x$pr*Zvbxyen{MQP;}wDVgoOH>7LG!hzTRf`F&8!T&avfs=nknQ_jHHv$C?@rxC!gyCqzf~H} zd~|*F+iGmGhFiIfZulX$3uJGmxHephPRNUjP2W`A+al14&{XqV``ro8-I1(@tR!lF z{+bjU0f}?BVcy@GnX_=KES8#k7Xl7k?$BrYx~>IQFmJ{_wBX!Bu7GpqzkKCKd!H{* z|5#eEiw=(xD^yj`jVDilX6r5-LDfz+;=u#GssywcBeYc{osxS~xmU!#09~jl-N0F|i_w6) z)sa@f9YF5S^Hz&FgwKmvA96&ck+nRG7n8?3$22@wuKsCJ(Qx-{sB+Ke=kw;oWy|AJlb@3zK@eqYy zcxUduvL>fZt_S}>`qKt)jEv>=G#WNmj%z^F&{Vdl_`4?caNEaiXa{}KVlG;k-LJUv z4~Lf?Lyvif0Q+BgdQM1gLVv>Krt|e$$}#%nO@Kg(%a^KL-wDOdcN|&}ly>|4lpMLP zg=F?Q^ptEfEG4O?!%6({Cqu%haq5Hwdl~-v*B(X6a~oE+%RHwbOkcRX+Tj89I>B(h ze5tL}D zl%=#`>viX7_r+dus+Z5zD}R$kfAS(Z?(^8ZOiyG!9Kjeztm5m7^lWB>pGP_BO_xXg zMy$bFttf=&QMxPl?OH+*U<5~d*OZUUq${1BpP6d8sN?qG0?I2w1Aa3=^bxHLnBt?R zNJ>mHnlXAYcek@d*2T}<=OL5IM*b(?#ph!wx|>uQ-~HUn)}5uDE2YO$qk3*6WhUEs zGh{7u+lhId*{yP$R}Ck#nZHOAo*BK2{BoVpIw38)IAZ1jo-4%LS=dfdLXG&VhMW!c z7z0y(ppkLH zJnq$*WVx2x_P>4m38w*OnQ*L6H;UxbWgW;4S<^KD0!2?ljyw8>;Zi|dIIlr< zb=i64_4VwcfJS8&=nhA55*s2-tc1N{nv{@ay+V^E>Ub{TL<5vhYwqg<$GTlrRdja% zV+(wdKgxP9PL$_ZR(QOXv+VK-APENQ61|^hBH;xq_)o8vtl z){B*SU#ZVkq!x=D{S{O7Nk^ZA*aZ(iF)QX;ZR4_1*VyWs+Aetm8d2Y9JPs~@_j;3> zoPWcO7RQn0f0hAt0o7?~NEUSRojfm2^9&aOj}~U6|Kho&zX0rk7Q0iRKHIdrl1Nc3 z%99+(tJMLIvek1uE(`ZMw1RPzseoN@+YgNL_jd*PbiP2zMr zL6N)*KGv}LCe1DNP8}p9KSKCu)f&T8(vHo)IQgzg`Xh*}Sw zM4AX3O)ueO6TB`T@G=GLrhI!B;z>6`B&8CIZsZVnD&UXx)5{z6?|5kRax@}JRSI!_ zKms6=_cZfzkTsN=ZP%sbAcM7F6ERcqp-#bp9MdsuSEqP4!;k~Up{J8DY**|T>q
lq{hG$)@QE=jY-xy^^&59W&;YKq90y>5Ic2AbKlbdaTw$_s0z zsd!RC&9cf`{07oCs&%xS1iFK?UY+1z)_+dr%6#R94#~2J-7(NLIwr7sa}ryM`NaxN zVMnNv?52PCAX}`qmx^2+3ozy(!Rgz;RrN(n`DveV*E*wOGoD5zm5v||^S>08qX3?c zyE;65D+D=w%RMNe`zQcR|F1fnPdZI2O>!lef1Q=%i2ymiw`_T~ ziV-rWWt1CMWylQp#Vx^Ov5kVMU6wTl<$fY+dK~jK-E9Up#Gw} zzW$Caq>KHQ6S2`=*CbunpsTsdz!%NmidL7+sKg9V7y5doxU-N6+f|g!!@j?JI>xzN z4_yYH+hhBfaj*K_z*l8P@T&P~ID62)b-Tsy56_#<@Ts5~seR{-qpi(3C1R@?1VeTW z9q^ISAiKv6(GSF$9F&^TfqYv2E#$U`9j(__T(TEr#GEsWEnePMBtDjBz*ZX|YU;jV zk)f4U-1y=SUbrVRPEmQBT!C84cy?x1g9pXtcwV%%iD^BdVaBDg`hVMCMx%GM))wc= zCpJMJ4^xX~wTe4Dzh9w<=dZg7%@t_2wmmgr{iVZ>503VOAx$6}z7do+5n^X|w*%wL zu4<*v(h}q@Dz@|V~LI!eILhdWG40&gc|KZ18d;E(dt3nPBNjcPb4uX2Q8QH%hO<0c zw4^e_oYpi@WoMUaiwG*<0AUv}&^d_Pu4C$EU=`nvv64g!v6xvrD7?-D+U0q=L2+fa zT@z$7oP}BFW89volcxGqF$JmL;^6`{t-;vd@7UPiOv$HG3B7Z^?nz-Dc7@PwK?_x9 z-DyZmTO4{ay9Z{wJT}&W7)41HTmUaYXF)lHEeX3R2QZa2{2MI!>djHIo`}8kad8mt zzGwPRhbT^4rUN|xg{bm?+`3?jDZVu4NB=@6mN#OMcQ3r@q*IG$;{}bc9_<-qmGU4( zCrDa-W&Ns*#7}%xbCR$FA(5Un2Agh}>02~yZOa*-)_2H`MyAUx=CJ=f|IKfrw_zDl z25=34{4K$4cAVVSgNIvOkL0{cT)SM`YW;Vj5x`Hlw%jI#?iV`#=>qHZ=*ODTi^srl z`1o)j-9>+YH$}dB`ITWgPx^UmWlhwZ;G|1S2li~tRfa^0dCD)GsLMLn zjWw$C<V6dXByt}H^8+_lzK}^UkNrKy% z^v>m(ei@~mT@&iX1-!`F&_OHlGX5!J?~fwOYxK2_Z8Ut{ZC}>h@KIwRwy*Y@sOX>5 zvxeq!2pwv&G0P!Q5GFrKz=fTsP1bpe?4u%CyQHMS$)`;_k|!gVT7XKv)h5+epHiZryWz?uKB19q1>M(OGCSfZk7P5qV3DO z2HR_cZmtQih9SS%EUH*zm%}qxFtQr`sbhhHOe|?f9mG@CwEOZQ>NOiqFW}KW`yvDL zJj=r$(-k~BYXWCyf0vRn)Iyn#k6t1@1n6$p*^KCxZPO&b>MSxUSrjD?UchH<*3g@L z_SiR}3rtEdr4uyBqGR}p@9it*O2o1UvYH+PjxcYD4{nc4o1l1GP* zkgA&MWMw)Cl+@er;WIimwshcEx}sE@DHr>1&D1s)v$N?wDJBWEuKrn{28}n zwrCI45*BaYNFqETF>vY#s<%;6!F|y-_FcB%Wwc&poGLHnt)9{QMLtvDY4_*R*B>2A zYhRNPYUbYT^hbOvcEhcXA%prv6DOV-^BlGx+UK(TSL5AvdP*KIY$9-mV$Zm-o>LcL z`+Y&K#Cm1t_sav060T}+{wURj-|0nG=8@`9i?v36%@mt50m?@$kH$92rBWX~=g^V!QgK4gRsu z(f*)8Hzbznvd8RXnKnH>aGS##+1_6LE7EkYbGEx_yLc$2RTu0fRG~|ZvY^z{WA0>` zZeej;%>FHOlrb_ncAi0uQrpTml{V&iB0}!(*U6TyVC?r-85N>(Uw=kv=Oirc&nx3Y z{bn~&r-IB>1WJh~b+~P71&tohM#PEomp(W<+iJ=S%i# zUAR7wpn#LSbaK{_(RiIbK?c_IeWp|yoz|@%pcM3pH@~uW`P-3XbR=4v=CNvKWzX%G z8^>x9&ZSp)ZW&V|J`Vh&zPsex2dTqwY>xozVe+hE`77HGS8BIzGj_+sRP!YU*88R;LamcVH>+yp~ zbA3iGga8XDeQWhm`e#$w$s%x!!?_w^SL%6X(iMWgS5ln{(s+HdHYEsps}#@4XIk z;ILDA>Sgl;i?0^8{g?+Z4<94gy5}5?D(o{u@Z^cyxxI702l6uw-k+bhLtqsl_aKS) zPr*M+!c1>bC;DEHGqBY3ZHTHgf1UR+63^fZsWih#r4;eZm43v>StuvP=aKDfB{`)B zSF7Lp)A*;u){KZ>!pr6QJlv*Ax71p$3^$=g{VF5=A)k9+9crFe9e%1E(Y5?J&gObn za_L?KfqSZKD$$4a z<6-wZJ6-29c`_WICd~nsRpL>8apYIezAq%TQ9;#C4 z1HVRMnaLo*%a6L0L31@2C;Ec{?sMM{7NztCiwM6#4j(h}$(2msbyJ)OXjr6eKA){Psn&o*#kOa{5GjYpH`?C%yhr-dT2qlk!Z(1v1wvM_>!O=h z|2b_l_BM_?UeQ#72n0A_s?EM=)llxIJv{l5H$+-FALcizuJ;_@E#9EHb66+wJvoaE zkB4T8;|N*>&Ov?Ye+3r|>a}XFX^N5Fua>sg($p=z1!#ioaAY1g#zsYjN0%wtdLgG1 zQDNxF&p+MBIN8nivRio_(brD#>Irzvaq~+}htF80c@NCPg`HIJhco4=N`|10>I;^y zv!X?|Btr%Gl;vOw3i8U&p|=&9>)T5WtHDrhn&Zi*Q6C@nCyoB_)8f|oxA`bH^yj36 zop)d|6E*A&H^HAK@IUQGWuL1z_}$9K@{?R|1vDq#Eyswqi{KxelAi#u7FHi{Jh|ty zLK{W+ykG%uY4`CbkVic6)P6qs-(_{%k;jeut=haIZP~yfbWg3lbA^Nr4f*tOl7|0Y zLK58m5xKG7aZZUAHH@;$IOi3no`C%9#M+BMz z!=(o_S@Zui*?OnH_;ohF#5)@)_k28FPm}hW#mQW&F}Tq6T?3-gt8vEo&wxxK%pBa9 z?Pg%Kxd(E7!xCT=A`FGj=wg(SS@$6$S!J%iQ*iPxlZqP zh4yovAAK-yo$!cnnDV31TBg75fr@Kc4ybZJ7oO4w0lIL9VD-60OOt97BUP2r9mn>k zze@H`;8(U+$Hz{b{R3yp=o7C~num{DTUn-1c3+ zDU?U*pYiOC{R}joZb+0IFOO&r#ZvdooI%|x8TcZq!ak%|e)s$Rp>|rD=xkJY%R`<) zGrUD$pCkpkF8D5x&7^ENzoC4Jf`P((J0wBt|CIga^Tgr(rj?IFyO3TH8Q(PEBrUy~ zo25Tik)iFdBChT4^OdWG8JAvhkN6a>B^OWbQ_thhgxg zcPU~7no0Tk-@W?6B!JO+UO?<5V}6r`gO-mZy9+K5zQtm-KYJ=C>Jcwt+*C(y4x)TB z;Jx#(jHBpkk~DbUh`R5$MRUlTv?;%R;PVL->lFSh70OXDizP5eJ>~bx^8E;VCXifZ zx$qkH2*nH@=fDVG=HTtiI>`c;qr& zV+Qq~E64W3)bL%XRhQ)LW77TBV;{K0J%UUYO@FQ?Vd=M*KX<^<+~!ca<97l@Aq_F> zMUHf5`}x>8^h=v@r1P|q#}5Wt4o>4!PdmlBr%PwsmKUC$Lr~62kA$n zA;B*mwhI?mx7^ax@z5u%5qNvC`}c#7$$$^a!xs65{RtELlF{c6%O*T5(&6&YEpnS6 z3yTP)67qIE_7a%-EyIPGz9K`G37&fal9<{j=TPV+|&5jiP!P zzv0r^#|1_LHhb@{TTCLG&v40Ki9P3?V6m5Hr>HS|!LYX&+{t1dAy*szq~c&MM8dRM zhlY;GUrjZ)t?kRekKxubHx>a9kVtunDa3FsHJMfbJVOK4l(4i8kbOY`Y?07 zy``P1?o|kCZvLlF7_3vi@YFZHULt)C4hdlBchn{Nyq8+>op#RF>~Zm@$d#iAhMzsT z*$dx=FT1hb6*Z(*u+b8V^wZUihE@6mEpICnF4%U(+VF3Psv5`ro;7+-k-Zg?VnjDy zxTt+er@u-9yGpIeBfEmX>@j}}E|5nj+p1gf7GDmY&XAotFw= zs1Au4`Ync#8b8@S+=Ge;u@Bwa{;3tLglbYXAPRbVRZ0Caz>W11zT6jem-?-n<^l;a zXe1qIaG+9)<-1*1!@s#o#}x04+4+-!25-rm4eQ!1=kX!=RXBIcg)z(@UIOR6A^qC+i7BwRUOzzyszT0UVYJ2e_r2$F z3%NNVw;Q;!0yNgUUf??Ai6S$7FTrggK@;~Zgw~BZ0dG6dT38#9`p>dChepC~l*Bi3 zL9LD%R0S*&UT*-GO~OX)(Yp}Ha7^G`QyaA~Nr8jkCqZWSB9f%*9QZ0KqOn5hQCib} z<|nauQ3H+(PVY=4Hs%V;_#oW&gZUekTEKyWGpxDI2`89j?pZ)=G*0$b4R9u67Li52a;iN_^B1Tj`_nMw#pd*NS^|FS)o8p3tb2jUP zd3iyP$-)D39&M|I?S83!`Z6OvJ*LDp9~=JNc6+8*67cv01KrIq<#HEQ(4Jnfl;}7f zw%FZo@x6KCUkzFHx^}qc;PFqRVBsd~8>$TNxR)u|Eo~aQxRVXrbG(3o5f&vDLcpT;2Jkw* z&PPFaUW2aG0AdU<$VumR=>Q9^ikzn_56jd#8{Y8Err+9!$!$6>=PI%E6}jPsfi{Xv zOo*DsOp+Ly6pZn%$fCI!J9I3`N!;G{Xa>g!$~6VcGwGg&Ru6B_l*6vE0CO~NVRShj zV|h|U=H|m%>E?OC820HL;Ty#g*Oos1lXj6b#h~VVH9R59x74K~;3PF`iGn6G#~6Q8 zgwWDceWSl_~)OW$mFTC&^xfn|MeJG_EsAxF#E@VYzUTxtE?os=r zMgz?l!9*MBA%n~24<$5Sz<15Q(>h*4G}ekyoJiEGV-wpwk7^ivok zT?N8?{T4}D963Fe+4_W`lhHTgZ;~N1&XeSr7oru`4~tTKS@&{6zODEFErKzAIyk5s zT>h#~RC_3dN66h<@sWTQSillOJzjR`KA*g;hg<7UQyOxZFjV~;!SmsVhVGTMVNDXX zTL!R2(CQ;iDt=^5ntMShK$!2CuQ+n#-(;EKVAwH(ZRIV_=kNCk3ap5uoU~~j1n8z3 zz4x_287&>p)tcN=cU%K5uG9(oTYEbI%X>USO~t*pF`%WJ3kbS^7jha8kJZ=tJS6_q;ta1%^U*X z#5Gkjr6Ma!Ejk)GcG!z9wLh-YYHw#UVH&OjmvxsEaW@(RxMS`Vow1H zP~OEApuq}iERY6bFm^LnL6vf7> zO_Np{yr^BjA=v-}LV(2#x@NRNhq79F7O0Z|8=%HFbPQXYnSh`j0V;{2A0Hr`{NLBWilZ>`gh3&TlRG!V5Ux1zNQ8OK+R9J#$$e~{k_+_S z4&B_5le?^I2}nDb_nZCC7BY!5t8v~%sZl;#P619WuIvi#QY60!anrvnP?xwQo^opc zt#&2biboy(^bUpMm;cs!n&{6RwB_snocywX1Ix&-tV2rfoHrOp;I=}>wk9o@b^G_- zR&3YbitaO$;WYQy&+DSPCe_k*jpn5}dr-XqrRRid7WYr|kpxYFfqk}h#kiCC>|n3W zRem7cSK?!Ook29i6nZRE4;k&GITyKbeksMj_kh&588@FJWsQ7H&+k&1_|4fv zq4`K7*EOW(6@xfTE=sp2@3Bi&;+XF2f%BQ42|^mv9)PC!Kq%R;Z#1hMUTcNa&^E2k z5;?c|54s~h{yyxI1r+psB?Ov^!#X&Sj)${tKfU{FKft`kr306wilZiLoA##kuiVdB z_KmuSbv<*1Rv!=|1wkG;2xxwqmo%(&IRpaji%pXn=^Nbkt&zMv|AS>Yq+db1wR$K0 z^D?e^_8FlzD!&*y)>L%;pjW=c&t}sNMip)SI$a=Gs{LP#7Ar*!FPZ6(f zjnk#Qr?l!M8&|2F%i0}NQE^a6yLgWQRSC9gxiDSd1XH(+#E^TY8FK*xQHP{0%Q09Hv#G_)q~%K~(`p z#A$-WTCemz_7xM19s?P=XX63Y?T1L#ylvk7Z?}-2wd;v>bnmm|@_4k-liWTJ-;0|Q zP~D`Sn_65zJ3A1zc~y}7mriiaw6~DpAfrT{@tSSAyPt@OKt!P8 z_U03NY)88;SrFnxMrho{LwqRIZ3L{=z7W0&23wZ~wT}o=rJ)BFh1Z{Xv|kzn z_1tp&7huDe{0F?XY1EP-q>R|yP~Q|A%-z!?!~6!^@$cJLB#Q>J3{Qh1Pk;I2H>q_# zx8E8?T1(L-Zj@$BszWlxLIOrvOXJC4;WzJx`6yoai=|0DR<0*0!sAzrs~oU zW+-NxZb7o(H(B7hXFrD9d9g7M@-XSo*q3(*KqaNiOTIkoL{mx(;uwQ~jsPwz-u#N} zomw(T-{w|pi%fkMwC5(eRFvSmz=^#cmCo(%n zYI8|dRE$)p`HjhiGR|zmWQ1Z2pZx4p4yEvSQsb``clajX*?9L8u2DGpr?UzO-An`CeL%9tVBWUIr|v^q(ERZ}~& zsJJ)UVGdHrOE{)KDY~2%se!z6i-*Nr(U^yvn%ft<7v~k_VS?(91QF9oHq1A;^+&W( zY->!)6OR4r7VDkno7p#^KVA043tFd;yLgv}6PtoY;$p1iUXn4ftLqZRW`qnvbxow7 zm!QKY^w{4!N54-F{st8D`TH`vfZbXgKtp3lM>|YiBj{1HbC}!fX+uS$6KB-tE_UA(62OL8pH^>BUKbE27GcB7zq~`X zYE@#><3CcbA36v)20v6_iYG#;#X3H+mUz{BRHTLyTT75en9fZK+h)?ZO7m#*8N;-r zG))&M=Hwe)Zk*T{4I04fMl?qHM_N^8wb^C*;Vtbb+98!XkTkFljsY<>^6tQ&w>( z@iJ|ZNQseAS<9A;|JBKuW&cTQx~{deJhx35fmr4G$}Nr}cUL09WnO?ZEMB??jd8^G z?86J2s#FYKV!2zhm=2+-3yek2qTC^dZr@tOzgL`%l?Nowkl^kS=cvUzcU7n(L02Xr zE?!PL&N8?z4pXq(FaG9v4-!4<5CJPv2d@&8+YIxxTk5v&dnkwxS}t^#9`z}$)?h5T zOK#4_c;lUEhf0Bepo>4HI`5vr6rW!DZ(s2{KaD}o*EZBRK=b4rABy>|lg9yB)%h}; zJtz_43Z|{x(b4@^`mbZIv}t$^N{4-TA@!2_`aEsYP}PtMNqy;+-xLoVUH_zzimoGqc1-lE%p%a;)0bm zkG3XtuVIr{|2aE?o>|57e;zU5<{rLS3#4AzU3%M3i%djV9_BM*589;yZ4N)SBn!Od z#H}?iwcY7B-L)=uWV z#`2a|Ti0?RldEEbX~@)NlilBumMD_VnptWk1P{pSx zWzs)uYTt!EEOmg)l`BqHw)CGe_s42ll14da0YIhoN=^LG)7Id>^|%74$6>2hvMdg2 zj}o2D1{EAHhwi!Iz2TZoT2{w&=?phrY^5>dmi*7UA(u%z!pt@%bQz3wh%nmAq`&AwzCq7?{f^xdi5|HN7MYT>U z?r*U8g#p+EjR0iub4hUY6&kQ!JMTybQ5pV!Wtj12Z|i^RFyl=fj-f5*476ANpE~?! z$Zo+`a&?M1$|%4muyU>`A_@U0);GdP42_!(@6f;es&qRD#*Vt3#o)jNVP(Ypx_9E#u8gEz&>jRcrUsecA{(W>B zb|9@yyS@G-)fgC@$Ls{?4Cu%-qlg545r_lv^4>tqeC&raHN={U(tbQct;|f{lu_Y*c%`pWp%GlDr7zE6Zk>bUz@zF^ zS07{L2w!>m%&_3I3Fi9eH`b?YZZBk(U+4OI=ZgUwfo~Y2?6Or#&YctOaOMYPt+~O# zk-9F1iu^A!>rP1*y(#B8OK|*)X$A| z*UFIYB44rJSp5nwDPT;-)wYVj!(xB5TM#Ol^bex-SNG9Z8~xI6d12P1`;keAAMgu> zP+`YpZ&hDQDzVkG1s_GLLTLN!!Ds^VQ{xU{$xMY}-vjl8b6C;65-CPn0CnK`5gjgb zUWzDi4yRi+k7Q{*k59aAIyZATBqao@Z2A1MdX3EH1d3!XgCoDN_5cLa-OOm-MhN89qaM_WhC4RCCtw~U>uBQ8oDHQ_rB=O4x6afY&z8DHj z&y6KF4VnjQ-BdDJ;o=)P`i;OPFI!wkWA}rRgLGd+DK28vYtWD9(a*ytiB@j>e~q3m^@{dA4ub?tQ|z%{({KWBj#EiPj%l%5M?-Dd+X3K_4^ z(o_`xt*rM@YIHe)h{{+arDE!3D-l`;wOc1m#68L^uB#C3WMJH_bn7ZsU>(6socyo~ zS@3@_)xA@)iZ|&q69WPxrH{dmqASagmN|9buLWYH(WNMMaLAxy)Ps+!OpvX+3tPez zfD$d*!#rc1#HtP5k4el2!2BwIw@WyAy$*jFpk@M!yx|_7e^SfZ7=PK654z`9*Z!S$bp(ogJ=ab|bIX-n;jKw-Xlkw7-+?K|8imK`HiL*yCWN&K=4Krn;B7?o>vIO}8}eCAy=x|?vwOb2N))nr={aGri9Rb$O;TW3(BOL)5! zCrzAoRUtqlL+PzM8+c2O=09Z@^xv{OtzxFPYR!o(?KzO0H38@tcAhPS6*nFnbVO*! z-~^S>)-IW$tZHY_PL-;2B1Uxr2@uiY zk(bhYze8yz%D;1PyoquZJ?Vedy-@)MhrgP8o&0CR-nMCHV$j#$z& ztRnU1?g7 zp=QOS!`+4*wiWiIg!^LMh0-YMuZg)jeob=ideVNIV*9^6ctz_pvRgQYwVAmNqPv2FCLZyzC z=>d1jklFNJ#6^6izeS>U8ID(|`7!nQYBjl`v-#}}He%M7)f53c z^-^TK^1B`qC^8jU!c&i#=Uo5fol>o}$K+4scA3=Or+;<@G?V$j*>=ye>%g*7HQ%pJ zirIuW2Y!UJ1c3SAOYV}}$sHDFUnWK&2X9b6?_-i($wGm#4_tISxFHjP1vs=HPQlm(7pDOEnQq@4CzEUQ1?n@k|G>qL%|i zC6}+ssW1M)%M{>h1!9HordQ)nQrA|8TOPCei%D;npwIg&m00X2H3WZf_-6PCLIQ>T ziX5K2^ZioAY_tB|NIa(TTJ4KPOU<0kSMz!`Zm_gY)5W02+Xb=jMw_G2C3^;&EOGGL z?xsnCJBRH~)R@@}HGX^P;m)&UFl2YCwA4+ewm(mP5Fh2=*_-KfG1FQYyC*+n*MUon z^x>7B5i?H$FyhmT?x&j>`dN=Ku@HOJ2VS(Eb0dwpvs^m@h3|@d@uZ+dXCV#>@_BIf zdFl$}pO&+KjHLFhQAaw%(&$Ttes*dw(PhPVa#qiPB-WEAAp7p#4qaZ@B7%LJKny8Z zJcr@UAl!G?r-=5QmE9Z}j(qo^_~|NVQQRJDt?bMprd)11hvIZgHn{9+KT$(X=G~B- zBH~eXmp7wM^Tli=w*12o0>)>0GJIyiv@LTI{bLPn*>I9OcEy`Rb2!8dYfb#r(^WuI z7z=6;eRCCHI(?l7z87}$pzYB;%IWl}5ILepluD1bV!FLRXm?i~W7k;kL6p2&-Z~+x zubPji{rZ4K4RKY5DW0Z%B<=KkxdEeFbzKqlPoFV|lZ}S@-!n=gB#|^uFPy)U=tnw! z56{RyDU>0LXFUIt<6R{>%b2fk>||06t%asy`m$6NTPZY}$+>l|Ij;r=^{-sk_y=P_ zecsH)*r|MrfOC&f;WuBYZIQqAj70mjnq9LSQk-W(tt5;w;xpz@!Q00AD|f~0t}AHH zpIZ)E{#<7pn?y(I1dP1+ZLT`$d?kMsLp(Gx^sd1Sz`zjsZs1vgTU^?RQ`POUvvGjzK44F)FnIx6N;S;1Q zoHdh{B37ZNv^91n#dYzmk%CT4YM<=oLYW6WI{d0e-Li3ls)qS(@~2yHl zzM7qYd@8vz%tO@Xz@MiEU<(%r^PnrS^_1Ur;Ke9M(~}R2XFm8wM*|XSaVmGj!ZG)% z972fgvF9}Ib6S8jtIAcO*HaFLWgEJUq^OzXLe(_UdFL0LkIn{dvU-{q*xr0CQ*+De zd$=CPJ>(KxusUefLM-HMKbp2LXp9ebs=u5M@fb7N?8dmIzdgfGgXPB-r#Qmbdz142 z?s_96;pk+a-Wjf5HnJTr!pQAO(#h4#00o+4LerqcSyAja&!o+k^^Vx;(K~-h>969C z1tavPE%;Re2futMQ+dlJP*+C$Zvtc5|M*AY^>2vW1F{|2#bzlX{N~qHF3Q(5@`qcKR>ul|HZ!1%uqM+tB?G4d7CW5a9qn= z?cQh8T4`y=DvQdFC+BIZfrB500`D&{5xM%kMW^w8OTnsp4E^rtBuO2^eTY4jAJ%f9 zNqNTV_ZX&9>oJJlhD$cJ&cyn<+w&p^&j$N9+Mbi8N6~sAjkwM)1i{!(WZiW0bwA<- zojg+nH|^-Jy!M03 zsm-XxqUk!NZSLWwRPjsForN~6 z!!M-FJF{lZde(Z@ni(&}NKg_+yl4G0;$9G&eAEzb)u+!7IMAtYYhue)l_Z70)$hs# zpcb6YU}F~R{cLBMhRKBs{qJ_ia~p6Xn~@9d4)n)RQziJv$&IC4^Dh$ef?D~ob!RX6 z`7>qBq5w(~4o<4M+e}7%!iWz_QxJ$6(MRSZ^9P!>t0-@1vlvbyu zXm}rg4)6y?`=Kk|!2~Cmo{(=B?PFC+C|_*N3x?Dzk*peax8~>9V!j|HCRW{b4|^!& zvUhGZu5%X{`a|)k^s-iIRD)Nx#|9QNG*Fu@SIaD0wzXO9D`qVQJqZ+!%lY!a-9b5RP)I*A0Hr*nP+U4 zTGhh@#fBO0KFzF`LH=CPis{}Z*c9Gk*X3|w)^KFFfx1zhNGGHjBD zkRRU-uFjfX8{fSv%XfP8x(IgdtpHgroGHcrdr1QOKIqP-<|AeGpFmJ#I!T^G8K9(P7)*SbXIz)fu6Gy&rLFVbAlo4BpX7QyE;H@Wt?>L_myK@gh(m_UL)?T7U z`leB>5Fh(@mEHEw)SKI^!I~(hvG%=u+#JiT5yuK*sq+ON9px~}H-mp!d~4suX|n4O zKl8kC5HNEe8A^84qL5c_x}-Sfv`ZYtu#_7!DFcZEGl24vg8 zYwWXbj;{9(%5r0n|9iok3FVNnRQy2eo@bw}&-)^1qJwIN+=Lk$YTG_IBRK70UGt)d z>}vj!D53tl|mUqVGq5;FL-!#=0VJqcvWp_5TZuYT1U5o0F z0O8e>=6MHaeTL@8k8OBiLF0_9YZhWB>O7Ax_|Zzj&r`$eQm&UhLRe4XxA7#%y?Zs- zmMxgwMpJ(+9udl9;okJsUWlQAOkt972xwwzbXa$;(qbo>T8*?)lZ#h(@A!XZSGVk< zMNO5_kInGj)C!>l1zOvVh=^mq%|K2u$)vWGlS`i7%*tsZ6d1QdK8+f9v$o`f=?S5p zOU~_gZZIy%6dPb}-Fsdr)t5byC&%^89n-w9aSQ>IYE2T}eRC5&l$tf)oA7q6)%3SJ zYR*QS`(Fuo2~1$*ij&@w<1ur}gq*f79i+)7HQYN(W8oHbi1+|%n?hU#y*B2-RtZKhrQx zk@~FFSEO#%VH|zdCgX}+DTB|8BT zOj7QREo;75g~XmEyu&N!@%kp6H}Cf%UrPsvv*q=cpc8P{(OHQlyPCc^k5iIp6GP0P z8-Zhw5$pOT5aD3{{ubF&qauBk4l%pRcYNu+VGGb*g4W0)x;}>>^vNd_72g9EdvkCx}Bq=V@vG2yOCcS?6b4 z*c%1q2FAT7+sypGS2yoC71P;aMPjD3q(|N`MTwd=bToXB-fAD1OXkFl4$WkK=-K6Y z8fL9JhEu@S@z}vrH6JwzCAT$!4vsY+dsa4ksWH$SHIMIo8*)BBxE>vaV5i$B@k4_l z&?COBizUN+3!t@fx*3GUW)r`rSEcj{gIdbl$7PRSs85mv5qFzO@+Jcm9J+T0k%d&= zs>`oiWRPai^mJ~4WPbK-S9oBeThm*Px4<@buCV^Hf}(g|Dcx9D;17Zi<=FDKV4VAI69=6a53-a(i`ckST&M ze5=B_6t50=G#`MQL*4o&cG-Ntv+OK1@mEXPvG}G9huV+(qgu;U`A;C-wx8gi7LBx% zaM%TuETXJw8jW}O;w|ph@*%yB8GZL-ZQd2kTYW{e$4EXE%C0@#?;iP8E>MMNT-ERJ zupuFI0aOA>T|bLYvG#S-97&6^TW69{Gwdku4BM;s%I0KNw6ljkcB>iG$RO#v)&nFOA!G%tIPpiwZkLR#mGNwpJR z!)k%WL0OM1{OfNSMq#|^@lxfC1@o@bqHMYd4J5=NdDf54_L9y^EXV{KNScVAVwy9vrnj;h^P^5kF4iYj zeT7!blAaDe0J~M#1y{keO<8A<#X@k#!SC0kL8O{R%~(*b-=$+33(IGU^udAnDaA4Nt1ZbA zerD|Wpx>=u!M@fMNK!B_wWt#WO?<}CjRlV&Y@4-HYzx>#cwX~)9Mj1~&33fl7l)bM ztp$%q(ugngO|1Jsq)%L z3ACX>sH4-t50pz?t(744dTZU?yFzvFrNfS!L|xB7?GMX#5Rkam{?^P_vg5Wx@7D09 zX!65*0ELHuD*sn(rH^s6YkJBFr?PTP7LN>7;#ZrJncw!@Z_v%jPV%n#e$-85$7+80 z7Sy$iS8ngXH)&_`3$;ctK)H_iNL5_W;D)lEQQvGyk;aKc?5*QZHy28oAjvZ!j@!cf z%{K(fs)1)eCz)DjRFNrL*V!u%BNE{^TLPL${hu{nwZZ53V>QJ!LMsX83w81xLt8pE z&%AB)cfY)=4Sq4-AuKKdRW1-YhSK~NlHSMjYEJ+1~IQ3iM~XEM^g8bW0o~J|>&U z#wl*AMOBmSV3s#1F|G(YPC%qK7~mTgJ98vos1O*Kos47>@37myGX>ALUf1q6SO6s; zCzWJ~2f^KgrCiZx_rGU7x`A9{vwsmlJyf`_HOS0FP7Am^zoyY^OyjD1MOXCPe65mTPBN+Ml18c=~}Ifm#gb69%U^e0cTWf`-xJj?b# zB@hQwb&UDnjWZX-#w#p%!AtxpE~ic}w)4omzVJ^7Ipq|K-8J?4{L;1FJE{LHYcbD_ zy_3`-S`mB0mNdJC!(AIxu_EC;OQp-~U5YQXlYgNx31!bazYQ3TOlSXler9EC*G*U2 zyM0)Pe;|m*P3R%hRhM};{CiU2<7=|))#qK!)ln@ihLl9`n$Z=)$mmgrp;#TeZKb@iFDY_Y){B#iesXD>ZCc6Q4Iz!bFv8-T!>)MniciIoLQlKl&L?MgtJ#k7xN7L&88Fyp3?`6HPAthA^l z+W8j2V&qqagKrMr+o7RP&)~V&1Nevt2iD#`ApGvQ>3;ykE6b~23?LVpG#PzydJ-* zGo1LeK1U0Ob@-u<3hgUvu-b@ue-?p~0`49nYiK3>rAw zi1k>c&mC%@%Row4SwXN*GbdSL&oO~T_ts$dm03hOk!&+Gw6Cn4U-Y zFGZZNn)4pE7Iyw_r4jYp>b_F<(V7!<20>U<%w_`rm{!x2jE)&w{2Z?*2rb@@z8 zXgeeny-+n(2jduHF(T4{{pW?$UH3nv1U({nEoI*M<0sGtBUetLZ{`wk+!yEd7L0mk zn>9jf(n@=td;Ygv?BXEVObTx&Pg8{+4ZneY*lgJ2ao~;0!8d_M-OsmFWP!LGhx{k5 zR1FM;2^Ty7NVB};)!MwrC?c z@XBJSjp-ShW^7@$9DaCx_Am;)^h&;CWgDQIm?=a8qs!t=ac!73#MdUpvvJNR7iBDBu>P@~(Y$s`b(v0}pRQd3|7DAjq@2N5@2RPWXg z!(G&tg^F(UgCTVXFL*Y6?lb}%6HW{3b3-D~8G$kWO7_{jO8QO=cVfp)iGNH7Ep3PP zQ|wbhTDB;;*tl?m8xHRk!i)YemU1PJh?0bzBrUK`XyqR%gc^^2!1E^m^t>Ga&zn3p zvD*d%apV*Hf!xv7zLPzlD{^jcBn`3zfxiBkKe#jn z<<48GRT%Lb?0Wp;*~%Sd4zFa>mw0p<>ySMr&L!m#uW{Pz{gF)NE$yVfv0aSfJ;1N7 z94Q58o>=s569d{yEUKJf#4J#;3y*mRp3RZy!^R;{I zSrU!&+_DVSb{{%7XHGb1$$z!Q3&YLa;;ewu{jSX#ut|A2@fIK(=OX{6nzt>QlIL3V zXV&`P_P1A#n{rIvP^4PoEt)}Eg5X+a`7&0j(Ouyjj8>8Zx}cV;X|H?#6&kd>`7zyV zxn6mhcWp97sF!?E~aQ=Y2>Oo#cRg}i5UkI)|EQNUt2t>#9j1E-h;C{KhiFR zdQ>32dIomesugZJ{p60OcBluhoV53sZ2Q^=jT##%Ut?Of)H^k6fBMm$2gO@G>=p>; zB$6?&_#4$qw@!i1&*ea-;AEq*@&h1Iz+}kwN*PEL?9p2~lEc1p(J_8I%GfeAIbbO= zL`d+dGK9+chC!MeSH?@V1hN!RxyesxR<_9ge&KCFZQ4D^3;#lD4OYU*V@Wnfuj&<# zUmj=9)^8IIP;IF)HzF~u*r)28Z^j%yu*Wo0@#vna)OmY>goMs?Z*()C6y?n9u58~e z4}g*27X;2pa9ghR`)p5nhG1nD=56t4^N0FYM}IC>1rpJLF*%wj+8 zvd2lj;TsAGK*N#TyES?@eEUK&`r<+bS4!cHwWTR^<-P~zo^kbXX^sK!JjA7~brc#^DJes(K}0$YhFNLXs5PE%W8SCbd7SbhLeyum*ebn|5-5p-JuwRcL?O zHaw(ze<9xRsr$?p?=4B}yX&-%d+)~DO#L;j1~&#R2DAbYCK1guC~L0yyCT@RJC&~lCj z!fz?%bl)i!*FK$)n{kTLRYeZ+IHs7B z^*H9%8yk|cGlJs)pIZww*^lHSxx6hRcU|umH?7kZ| zyB$J!@x*#>NO0Uc2t#*J*}1HWX7^C9YKzXS*O}6%TIh4|S3dcYmaEq55(4tH-=4@t zReoxw`zBOXLTn_J3U*}`K9cHG6y<*Hj++(lTCQ118`w*v(I*3FDKbKt8S0hoXfcmm zNkI*o2JxwVOk*%HlN?%(kf6=HH-tN}07(UMDoU&K0Mu1!jQ-|0#M8ySiE(RtesJmb z0UL`?sXf$qF&sDvQgMINL4)@}N*|@&d1awk%D-zF*nw%$N`VdXfNT)1&F9PT0oJ#S zHqU=Q7905eGbmRMY3B&1@qB`WjJ)G(X~@C{@%qfX#e+gx>GIt$y@)men!j%qi|)|z z-0nC3vi;<`Sftplk<04_^1Cw1xD1+@V9p{1dnpSf7%qcxBN_-i0y}C9F8J2E0AcWh zNI|W3KUlsd4!w`pvw{mKO*Srm3ab9Wzi3&_?s0m6!*w$RdW#@lJ6PJve@|<=No8J>4i)G{*z)swg74L8PT8-tesy-6 z(WPW@SC=4Vw^$$VyQZNhmWy5m$Gu?J2-#ufvV_QmgBEwk>ad9hebNChE)Th&*^1bU zZzxhu<5{&DMeT=X16se{hx3EL6WdvE(2a;!Bs6U%$gExgDj)lM9Wl3zB%g9=Kb zR*g8tY3OFeDyn|sHsSd`(mYBJyA&r4?UEfaP8`i<+)&cDXf4pFGM&ntNQOw_yQ}(YCQb(X$hFYe zuhO**?f^6nfXrjL=T{C;j43N(o%!eG%)1nn``#1LI#POV?X&v1$o9 zy*7Pq>_+?Q+Qtg3t^_(c8yJafi83#MMNL|5?2px*t%LIJVe@!FkfzXQXRM5kgw}B7 z#BMMvW@dd#eTF%8OBAv@{#NDk*v|w*60NGlAvc2P-kyeEt~VFeMSuauWx2WiNw(bG zMfc!1AjQC1dH#4XkWbh?+%-wy{3-<`8_pc@$-2JU#RYI4{a`RBPhFB%UYT)?pp|Em zMxPwQdzmA4tWWrGP4N!RYe!Uh@U=g0or+u^rJ{qOg=8jUcfxW;f?~O$ zsYj7&p2>S-Lwt>M(fD4%_br+IrNcYLW%GqVfm%aFc~$rMdI$_urlNiNv>jA`C;0px ziN)bPXLE1dH9KdGGl?Dx->R)&us+>ejsOpvs|Jr`LTo$QddlL!J*S{J7jkoV;xKi<}f^bfYoKa?}---W*IYx2^B!af49F zi@TldO;H=#Homa_-wkqCjG~xW%RmubYTvL;g!rtx>WrXBM$ z?kPZ6U26=zr+=__6FSTjyZhx^hh}OT$pa<9ovl)!9_`6R_7k}`(|(*IM?pCOq=ATu zuz=&38u(%y<#uQ$=F@B~f;zPfYwpc6jjOATHDQZ56&9}Mb~PfKuV1Jf&K=knPo3<) zNRR}|J7h6tJC&8|NQVodrD{`h9n{orV%B!LZWG%ip~NU^l1DQV%Mvm)YxfU_!H@2hze4cAk3j@d8B&iy zLby-s(;ciQtgycH(9~V~DAMMc1l%oPz`g>yvkHH7Hl@yA=S}V*jM|X#nyOQQ9bVNb zqN@3bqhjE$2RT-Z_*71+*<$+~Nk7H(H`KJ?n-mM|-5ah1DLd^jn#q)9c(h6YIgT-; z?5ME-hJrlIrgHd%(z}O1y@~M^1D^Q1X4GTPv#!^BA0riZSaUQ)(&P>OkVt>`RUzHbf*mS2dw=sM`^sc zKs(%*d3{?sRaH2+@O084jB?yi+Zgdc6ql0KDWJmTK0pND^9xVQq2Heso#3f- zSJf%ueHuWN@Y>S9k?g-RHyY>TVc-2;llygR&`#DPxq+`&~2wF}1vg94-_LK4_l+3`#PE0l>ycmGyr?m8*VIYDZ3sE^A|kvV>&GdQ$Oh7yvx2%KUCU#TZUV2Dd%kB<|%ii)=>v>O4k?&3^7c zN9=($>!~x!hXQY3ewgEW`KrEj-q85%#}3!R4$)&w0(c^pV)3KJV!J(2Ey4zImGcj} zGvNDHk|6Qe%ZjvXq*fY4#tECYuW~26g6iDVy?j75Xa4LU+(HU;QTFzzU6E*bWf)_16KiM%W6{<(T!F`&3g;J3w+P& zeG3U|!|^uTmVjg|<@^#w>Cue`sI&abfrsc{st1IlUOM>e7%?8z03>qw?m+mlw}%vM zj}7%?7VZePc}7F4HC}-KP-+Yv!cZVUNf*$e*p2U27tZ{g+K2ZHE{%ze0t0yIv!%1+ z2lTYd#!N8d41G1J_zCMHdOF71;6v0VVu11Q*2=!uZVRWXMu>dDL4MPYW&xUeds?8p z;a;idS?<8i!}UW+ty~tT<>?Ms6yZy6CtWW_&*MN3yu!D- zbUz*4j;h;pezWzJgC27yfcV_^id59cYi(qmCllwlwA2DT(<9He{}!NRe%1_bkTd}y zk0Ho${wu$8Ta^XCeY>$Kx>5j%W(~Ag9F==*4B>AbVh}t;fodywDQp>uO)votcwLX3Qs^C}tb> z={|>XwSNe?eGSm4;nHJEZ?dOe0#>H{VVT0UjDa8hINmo`bsOl%nWDf40s(EFC(Ph= zywPEUBDUJ9wpLa7Zx8Qb)aO_v=@?I3iJ=GVd-quX?TgW^fQ=XdS%hZ_eNj}lX}ap; z6ma>hIr!a~)7C#%dxJ!o=5l0PBp?Y=WCfq$nrAkc9b;L+uAsiUI|4!%p#om4i!fm>Dj+JM2{8$Br8+K zy9~TO@`LmI`RA}8@Gf9uEf`O1Yq#-F9zXu45C7|H|Md#os1)B5pZ#Pk?XHp6=3%Ry z6F&+N|M@4-o$&~8?|qp0NhJYA;AKDi0i&5V_4>jIB?0(h zphKpnxqx2$kB$8Ch-iO$Ei+O#C!|T5T6j0&pCkKooB!!OGqqEbjUGjg*y{V^Wd|nX z#l~W(GPHRy$PdY#3q+MN^Zq|N@UKDr-$O3vWxUblO-zZe+)K>a7(gDpj;(00*SaVv z17-HJ1}x9tZB$9;>=nV!mUZ%;iLPe~@9i9o=Y0d$d`R*lE!^ALu*w0ts@mXPPWZd+ z0zGkr2kKh&+}}#6(ad+dzT>oYbjN1Ihd#CLz}_tK7upkeSg2uGpi>p;IMeue|4CJN zn{^7~-ySf~vD4v7WA@THelL3}N5+vXj$%oV+l){CS%?4POq)^U$IS% zcGYK2|AO!UpIU&?RZ1rDa(RQm_hg}88N%GrIcrC;J7!X>fOqis=kKT%;IUDwstGd=y4gP}mTP6b9 zZ(MquE49j@<{{57i0@5;l5@wxFo0SmWBtRwu!f^e=o^EyCfY+=ag{{D+?ag#Q0{a$4JhtJNPKMO8)6D9f*CuczM+ z_jS*s@6@k|e(Q%1Lc5k3^b4v(*rw+ORL9Zok64Ho?qYcR7xd>u*Ihax3pcbR(39Do z_geqflj=s-L;pMr;GYKjzZt-P`{48$I-&B0^8kQb`B$a=TVwzBz5lfp%N)QU8a6!5 zKm7}~NLBrZK~(Qp$gCMReEJL0sMHVul{ZxXQQn*|7P0)l_VfSofzrv7&*@Wp-&Qod zE_Oc4@%Pm#kZ>B{e>_V$?O*;iq5ZitN^ej7h`~yn&z}9ICl9v$0K^9sg|ZQ~);4Df z&iukW93dkt3Q2>lOc>&o#Tiwhu%C1p5Y#jEoE0ya(R98L>I&38>UXO)^J9Q%bq-2M@hzJH?m z=+rO#nAhk}zJW(4NH;?ur1m(hBmN63>P^rOd;+Ws=gWAMG!5YSKWFaN@NJVXz!J;asjMcC>c{uPkB!uS)X zx&Y#H{A|3+|Dde@A&4+zKGTJoG)`$-;B}`}KKZ+=5m>ONj|NV+Sp!SqO}y&mUt0=4 zmx1B0ErUx+9Sc8L$!mYxk^r(V1mFa`oMP4RE83$1gye1wl7D!JFY~dF&iu+6@)Y>t zBfN|6&irWzPqPIgys-Bp<@O{B9#_3;-sx|ubRAm`e|$?Z4^i^Ws8bk#8P_u>P$mObiPLVhg9yaQMC!UbJ# zcTw*((jujorzss`8t#dxQBK69q6X!wv8P_E8l!dAq!6-mjWy)@6e z*Up*$rpe|gV1w{11iwtK!UH?KavL+2{(}boNoNB;ioOd(&G#fEJbUcM?Ib!K7PB+O zKb&2W2HUvLBD9ytvTtl&>A2tMnC!Q)bbQCHJ(4G2vccczsyRKx$$NX9rSjS52h{7P z`>QsR$qKTo7rdsz5=GvsmpS8MY$Gma?M$v8WNlvWmprLxCRCF8E3JCZ8rJwk_(}Q$ zN3wQcB)#@Q=7J`+okNE<-1=`mULG$H^`H#A1?up6b2U?~hS)vkLDax>{I`L8Q<%Iq#Cx{n7ENj>OC_{ru5UyuK`%A^${4xy+GX{G=YmaN z%aE2s6veJMibC9kAkv8*anSRLkaU;sSTm`Il({mU(4=-tAQl3ffrW2^6!Ulso^hSq zX|5WGPB)RO*Bd6T_cy84|4pHO0nD7ytG0y~MeCWQfw!f+!H0+K1r|ry72>G;=VL31 zQ`eUtJ)~iMmJF{xF3bi~$0xjEc5pB}tUoGJgGq)HS5-glL(+6545?izDP)qx9SlD4 zw*D4&KjawIs#je+#=q#Xn;QQCL1o9KTbDv2ui8E=D?QFPsC_L?Jkfnz51S$Ab(~iW z?lgT)YPwarP`&poY6b=rF~o+$cfBcY=7cNy#Yy4KcrDrb^+4~!1M(;(=iuFY?_D*b zOP`L~O`=|vm5}f;PJi(k=T=c1|FwJiAy;r`EU5#vwLSx1=v+s?hBT%b)V1ie(wyH@ zWgn=)w7?HqB(FQem}G2>c)EX2M07+pJ9={M07-$rWai2(j@$&a@rYw&lgtQ<%18?^l(S=$ExdRX2VEZXT=*My`{aHogfbcaIlG2q@;63`U43GNe|OL|6{{ zs6lEqb4Fj5pIl_oGs=d{Ah+T4}w=6q_MZ|GBztvXX2I{@L!#S@I8wifg5nuqf z^j55tHuYo+b>9Dcbbbaq)oPl&SL+9*Pg0MYRF72Hldy9&W1#pF7iZwn%?DpQosqnv zPf8t=B{vAO?CRYym#3{ZJuT(R8+>Y7toD+0DygeY-ZmF`_NN3gG%~Kj_ZyVCrSpYq z$R#I9E!O?5_475A_FE}Q`{@1m0+@ryas4WP6TAWKh$EYjI+Y#Y@t5%sWBQNSqJCq) zZ6Qh#AvQyuUOo;SX>z^5Fst$WX!iT=M(^ZDS4_pMxyzc@6Q;c>uajU{_6Y9L#9d~B zc>J};aY)dCXs?FEW}aZQ3wmR^&2FuHf7QLS#I!6jPNYKgA*rZ=r1@peRExI4|FCoP zeGp6Zp5_8f-t?@v;c^CoB+C(q@;xIiCQBWYR8ASoxf@}>L0yA)Wv;=a*ZLG$nJ9@g z`|)U@PI+KQaIsLCn!E~}MdY@l}(z_^;iO~f)#Nmo}iPvj#PE2I3)UT8p3 zg)^-V;yX)t)9HO+|4Gby259^gb2D8|At<&GKSQgcBj|t>9^9ewwz=jN~B8YyATz=F#|-r#0?K)5=Yu z1{=#&Iini;8ruXL_|Us0izqo=a_LjFU1HIA@mv10;%^5OGPpo@JO!u9kZhp}I8Qfr z*_I&p?nWYm!*-lKivw;IWv^gLfn%fsk5Z&l53H)m)Wu{tD2hK!d$W@tH&3Sw$gtPiLWdkq)7 z_!IKkc29Jehn%&U;R4&PO6O#zv1(y_w32kd6>%CbcBLQvZ z7y074*EAxM{eT09fh(~4J*aj9t|89y^I_shPbxZ6(&|BP@4zkRpu{?>ffoNR`Hc=E zy)z^-R^_a3k-oPR)LZJQK#g!- z9M)@0sWk=LD0*$f7?^wGyz*o-+E>-x=YUyJUvuVFm1^q{UKyud@ON&xV-36BNt4r{ zvXAIbbNR>(I~6TGeYHNgycB$x`-yYdY9iiGdSGX4eN5V#bj-hzrjE;(~9iKQag;eR^mIw5Ca&B<9c=Wvw+C**_{`Re*}5j?C0mmPcu<*vP0DZJnAf04#qx$7ZyWVGp0X%VK1Q2i z6rAKZg%f$QNbXgkdI%-Fv*3&!+U~B%nsy?wbF|HTE0htGTE*_1o%ACwiSpKbaaUUL z>Da>grF}dOK0gj#J>|skbdMT!>tYfgwr#)M=`z-R1W=|YueJt#ayk5N`Su%R8kTXy zU!X+BB|`k$X>y8rC77Nr^WYqpEGK33YWTs*AhX&H-xg72V8=ige0xw?E5QX^daxFb zc6-)JVU`Jz#b#sfe(Y-(>zveSCpo5)!D~37bRT^_zfX*zzQ7)j-)5{xeUVy!(dz*+ zVk!WQe}9rjr`!z$YiMtqzFWU(FY%N?;nB>-1Z zo3P2|S1d}@zF@G=3NIQVF)yRN7fo4}MjNT>z%@#9H1@i~R#XO#U?v%ZE2dhI8-~#> zq$l-@zJ|@4LKZp(H=c|b$$73_l(P2!y1BtD;~O&4*NfGtBZFCCt%aJ*hE%E?ho9ke zacn4A7+=N|POXybJRUuFC$4SbEoJ&@j(S3zzr!O=)TCW+<$SLdZC4QyH3Q`n=rt%V zH=SQGEomQ}5bPLLwYdqzJ(9#(?fEcSHz2@yS!p-2P`_pC`O(F7Y@Sm+^pvkGmmg6H zIN75v)ngZ);lIkXAT7Usv!Mk#kaRqU+mA|P56dwRX2`aV;PyP#-`G^@&$+XdXo`R( z+agy#akv|M8y;)epDLP$hD^I5n>VK{g|bSSLZ@Q7!%-jz9AWG;wBtFvK`QIb-kC3% z8CY_^Bvm;w1o%=1Ao)$$y}XeYJ>Q1!(^AAsh+69W1j!OKlFkjXKQWSigIaEVVLV2Q z8a1px{l@!;ZBiDMrg}VKFM-H?==5}PH?2tQ&Rj)Rm*MPc-B4^$b(mI@8lLRBFN>K9 zK;YL_#y?wD*U`410KLgm>Tp?9yrm0VID%NbnPck1klM}%9k#n@j(_h_V&DbmqI@|* zbbqsIngK!=8>DV|btyCVTvv1I?P>vnySd_H;+&{QC6@`FZ~H4{rM@ZtbtQWOl!aUp z7C->|m-;4|H3U0+Jf^SuR54Jis!EM(p5D0mgkiXP@dY~;JjxnA-e$u3i0VXq8Y)?; z1%?1O2gKqMDztAohqq&l> z>JCZWiwx%`1`U*g;ZRL>e5b^T(<{r250g4)vPtaY-2 zMJ?6a*YncRht(c~GTWaGOuNB)iqRB}=q9Fb)ZVWld?FWLvAO%gt%8g(?tQG*HS*F& zNI7}@u@B;}O+hxgEI2f%zCAm|ICcUKoXdOb4>ycm7H5-5Ym|x{dC%37;k{>0`9ROQ z>OAs3HTHUoPVnwdLd8yPs&Cg-P3`9nn?phw-I}0IYkx1K#?Z-ud;A(NJcrdcWLCJv9_tmdRKlc zElic+hSUAA{jAzE;EWgW;OfV`;`upZ2B)LkgQB(q10i+Ca)b>|%9L_1h~X+mYP|b{?NE%L(T# zrk>nnWvO*{#_0nr(g~{0t7$1+Yt+s#i)Bb%TN!AVVq&o|8a_~QyMO3RZzCMl_V-KLYCz`Cd#pNk_&;p)Az-%qZ^Hk$2w@myq7i3PSu%uV^Jza z$#nxxE;&*ff>Y4GK0kgY^2)sBoiVIYt>bm}^X{I(IGWRySgusHk`e^ihY`>AaE10BqRW;rxWd8&|Y z#q^a*f@fp*{%+p<);*!^?RBAy_>c~T)&9aM?Bn?z7K@pIsS5dAlM%}__-@6}svii7 z6-k85=mYy{rippU8$#i{mw}kgm3o-Paa^OTOhNGjuUg$_8Q!Mu2@=wS8ZWBXk?h$} zX*CT4_Ey%}1VvhQ^6*}^<+(56o#$2QUEQ>BEq1B(CAg6<%mcaG9;H4FTbGlpFtL1w z{x%i?`%6s9kL<1G(;pD3GQ#ReX1>-6*#B6Ub(jrXY`V`Qa;YvFk;)WA+armu+7NFN zqMei@cXx(Z2D;j3)1$A<%8ht0DhvfYF?yvaF=grMkA}JL+cRmQJ{5c@1<=(?>f~hc zhZhm-j%JdP`ksPWtsUaQ5=Ui@ic7B1r?X zdH{3)TXiODCPZUm_0$E!z1zs1`!dMpnpAU{g|I{Xl^4nzFcA~#BvQZDQ%tW>UF;gC z5PMt|$KaO#oOwu>9ZD<4;$W>SNu${F92MB^TO#Sc&9E_C1f7Hg($fvx%qiGh8AI`^ zffX{6LFzSiw3X&a@cen9Z7lzJ?p#_&-!$pHOV;kj;OnLtg+|9atGr9F{(-iI4-C6K z>z(I`{p!IT%+s=cv^1>{ob8uE-?=SN-dwWEsDCKpowXO#QZi~{23Z>?lRQF^#8g_l zlC9s3o70kK^bX6YISJRo*7uoM3CHc15NhY5-04%LW9t+)zl!dApvfJnbG;3w;NZE5 zY7d%yu8Yxvf0a^c!}}`Q;{I5O<)%58Q4pidO0XjL3#fWCv%n^JCeapLaTz%IsIij= z0U4BehDWU4ioAhNTI2O=;+>%t;TcE^{=%jy;S_$qO~oN*aPwsjjA~==0zz@-FDr_p z_74x-m`hTo^Nu#C+4y{`}lnI%m=V<00=i&j|S8Cyb zHp)7i6(~L|y)%K8B!$Up#b+_fI6SvS@|k4&Z29Yo!GIliD8FK^Xj)DvO9Jfqwu$rF zys&Eb8WAN>&^Yq z9up=l!CgI%i{{h9j2dY{jJ+l<_ucGpxiw&|LAF$)91x*lZ%OC-67s(~4;}#Zy^zNC&md>C1#ZD zlX1C;&|HOZ{D=h3as;N6Mfh3kkzsw0y>|(6jz6KM%noO`fHHkoJ~nyU)`%Wh6>B9Qa5rca&q$pfle3UpPycal3Ta-|kaziv#;)gfSdkkl&x zjkO9pz)aO_3@9EnX4GUod%4kX!^$_du>fA{$-f@;0GN0=VB+~`OkE-T@IuqiaT7xF zmx0`Y3)Pze`w<9+?@lSxs9pVFXfLCa&3B+Oae*aLgi# zV3`41i{MQAatHi9UyUzzU0dEpabd>@3E{PS-d1b&VePDFjCgAwDv0}1IU2giDl(Fs z)AJ-X?{+I+a{nYD)vvE}IOjpPCUCvh$ZS-^68x)GiHcOXJ zOh*motkZ$R#J(8(fD|>dQYgc#S{JKPZ3<>z!v%ALVst2MF215ht;W`<B#>{H z>$UZ@A0&NL#f35PdlF}Gj_nN|HMl$yrKk64*VY7NJ`(WQt!0<`j#>65h&n4mLztdr zz{yLwCeUM7U_+Kk<8s>(&6rXzZXhn>j+0&eaMD?z-m7tnhJVF+oqCg)=xpXTTANAI zcoYP^nAJ z7Qut~0H_U4Iv;u7ZS>@7@r`5nV`a@3Ob4iUW%jlb&$~>1ko4VMOQ`KcJn@{Ob@pgKdVnZR zUKg4_Nzx8eEZ^Df2Q?@U?6z2!`>&xAp9R%O@lG1IOks6v9-Kj#e3Zl&HDoGRcJ}~O z<5|{@I;)Oi@s0XruX$Ae*BqOS*M_;JEzWNNKlAxrR={l`WY5l#TU!XlmQ!jO_Xdod zy%h77yHuzVAa*z=45U#B6H0e!b)2rhiWaz!#3%}>rJr+y_erpa^9ggLBTkPDz;3Q4 zWm$FwI0dHvi1lvB7d0%JB6Tu>DW%3VQYR8R@8WEVF7Cej5NyF8Kae{RVY|^*985wyw3mO>^sAn+P1Y76+||I4FrUsAfO0{ z^bRT@QmynNy@cLdBC-*Yrl9mDRiuM-0w_&N=sl1~3!Ml7LQC?k*v>xZ-sfEN{aco- zx#pOok9Uj-cq7LylS*RBt>`L(0!1Qj!i;WlXjO@n6c!wa+ikh9*jrwSaBPIj%*|%E z)u!4vMj@Kq-duU0XFL3!KcVklCtWD?ES#PN@M5l2@LlMsK?Yv-rF8E^YoO=N%jmmsCP)-ueM*#n_c47t4al|HBh8^ zNJ<5I?%c>yZJ(iw45L2oYrQhFu@l`R*_1TA!nugbsg#YjFd!+P*IZ7+t zR*=fV3)-DRk>N4^@VyenBPk-^#u%VqbGJ3mjY`iVUvEUU*VMu~)AaYhsI;-pbPuy! zSlAY3-G5kc=}hW{`PIvOMKA>hNW^L@;<{nC9jlRTBb90n zO$8C}s2zH5Dd^~HCKfLSRp_#2Hj$k!l;X@8u6H0x7{jAIl3frLC?3GCc;g=;*Yr_N zryOYKll(-iU8~8{Z+jR3Cv1bt3#x!f?^I^NlC=U~hR@knz?#>|%?+st?z`FN!S+yV z=1&BG+U3MxHB4A)swz(8t0ON^2*xQOA}!BWw#luoI)Z4IhTaA%O<=M8wXE>J;sXA&aD~ zme~7QcQ12)!3|n+xBgWI)bv~|5E1EPmF3pMPvA*5p_JBnO>L=u=%bk^uO@dOO^=+W z1G5Rby`oN$`oem9UU2Dk+icrq)wz*5-U;vOBeM^bL(%gp^DN`dYKDfXDLYZRj&dQC zD`K`f#x?F>ZlFTo5ecRAi>(CI?IU~qumuW|Q-&Y6NoAHVxO`@HB)K@}7UFNp94_8RSG8kW!<`I0Fx4?kTXnO*1y(T&xb+Vt z#(y=)X@`yhsH4)Xtnd9cG{tPX5_Z67lis@#=S7rK;&)6_K8ciJtF2NP2B1yGEVGev z!--){=ge+A;x{V2U08*t1d8JmY2!RIdq=iRuhP#q8FT5c0fmDv=^%((!xoijtug09 zZ)105b{+Q-^WborIfPKt7eeJ( znf!^x(uWsP`ZnAOjfpvKtCPm{dp;@qljmZEBdP1%8}9T^(Sg@&DT2xkTX!Lh1(Dji$U0}Ec5o$f`I_`B#7Ei zVD9LB--arSUV3k~zZG*B3 zMt58HSw0p}k}Rsuk;E;9zkS#0WYC9c8*s6%4KYVpM4f!801jx}2P(56h?t3xT}iM> z*>;3WUEg{jDLwR!s%cqTg#Dma5v3Y#JCq63$ID~&yJ53e`+~20ygdo{VTn>^l7EbX z;*k%S2!nHRg*T$>>@H3=TGEcP3U3;DJC3(`b6f6Nb9EjT!+klkunf{Uatz_Na+P`0 zM)i#|KEP)t6=I}kcdf9mKvpR$LD^-3#~vhFgaE!!L4Vp2+>8V7SFTm22pCdA&+ zHuKLyXJD}8HHb`Y2UCt{=Ku=imuEjEd*+Y<5CmfXT3!_-sQYYoI{V zo~{-vDzW#XX`;O+0h{#^)8C0t%D;uUX>2yS^7km!q3Q6lA#+KP-3`-7Aau2^=s2AS)!0tHqk2&%3mT-fI9ey54PuB3p?X>)CMSuD6RA42f**< z?PC#LB`ZA9t0~qfmK6@rAV(@4@f&1An{*s#cv>k)0yI;-x_)#bqnp>gOdDP zbMIHEfh!DX!yr?D@(;;LJp(_#BJiXwobkPOJy>^fbgd@tuh&3r;+3?cOnrSpCS=z~8D~{hR$1yibLO*$OMPukaB|!v? z(BhM4FUxm?(rqahD}Y3oJJ+|>XRbYO3_T}@STWIyLbI~bSA5r_vK-`~!ITCSbt|S4 z<%=PuZEUss4KeUUvCi57*{CNRO6_}cGeyd9HQzky1*u{MnKApy$q5^4kEJQPuo&)E zY4&rxZ#?%?hYno&o@zSg)GLq$Q@wXDvjE=&6yi!!;FG6=IQuWwd>(@2@2bV3iwGut_Gn; zl%%u~SW4K55JB)yda5}|wF&Zy_1kQ>+FpJG6%pSI8%R(IrRi2VZ(SI$O&8|YXjN9WZqt2zx7`c^+aNVl)gjsd&~WxXXGy9wP=U>vs3Qf24xpCcky%wv)hZXcJi>%oorA|xKPEHS7Ny{tcKEi zHuz-I-?PPBvA)n>J6?*&Vs&tkR3Q{dBnmKsgezF;tcqkv-ooOv3{MK#xF0ubSZh7 z&VGCGE>Hid;zO5Syy1Q3cJyXA`wN~s%JN$D{2hv~85U(|DX!4l9_NggnqNtF_AIN7 zpG-~$d(+W%Nf39JeNPHWNum6t>ib;pyU3*qtw)^~0!HYezhD?^YIY+%n{DRRu3f0a zZE>L#1aWti+eV)ph?XECq?$kEwPF$LZPSpB_3)@!uX|0)V_}=OG!U8`RhGbD2)v3jRx_Y^q+=)sizlA#`kfyrR0X zHz(Cwmh~$2W40TalF0UB%-l0#T@?CV2IKd+snc1jZPod|*(-D<$Vkzm?N#@myFUmt z(9%JvrN+rvIdCdWwKxP)(RNuF8gV>k6THUwLQ)*vL%eR;lYE8ZjKr;@hpH7o0 z^Z@f~`BukC`UA7M(nA+{bd~u(i$xupwt&&XC#muxSw;f?qSyo@6fvEDJ5`}*j1tdHHYt4h;)bR&9p4<=~m z(MLoHgHu-+U5S-*MmFQb{)o_O?bu;ug5MSC4S)Bcwpnk-97nKroRMg$^Rm4szjFh( zG3A~5v#(H5@{=fI&j*C!_igq5`^_(&G?{*FJU6{HAu~J?>#w)`{$Y_=!6XMOD~EUY zozgfuHenv4#9iRZ0<*_`MW3>Ei0S3!<(A7A{`*1xIP8G#v#(03h1_fJpbCyX_jr9J zfii&M*hB+gzqmr$3Pr53n*;woq3UxLoy>u?0X~>zrhLRQd#p;XVb^M=Qy)_AB)ePM z#kTKX`G5jT6F7SD|70N2x@m34IRoHBkIuc$%`NEMj(enghvRU-yKwOfZbFA~j$*YY z*@%o|6?^>*&i$H^{667g6E40<-fPDcN3>u69}N0)Ur0WnD@CA+Kyl0Wlj7PZRX5`H z*HAl~Ne%Ys_U4@;DBnpLr_}SpP9~vP^jbDi6MC|ATIX41!!rwyA-GIc<#I`*cx2B^|)j& zPEgQeW#PQEbsE|Fz%W%Hg9nfN|gMuu=Z~vOju|Z$AnoIhe8{{+Cz& ze)s?KU|j^%q5r>@>u*Fab$l5d9JWv$&LekO_Fl@v0dV`q`)~h<;eHESK=(Fut{ zpUY$(2rY$*iL3h~MRQx*YWaPTd*_dY^f#}|TTy2MD*EjWQBQ_q2=)IWm;YMge{4yoM&7^G z5=c75-Vgl!#y@%p&^U94A~ESO1q)+2u`gDQsHNwoHk!C$cF1P-=eB zGnpIcM8tx()X1dMYYH0^*Pl|WSaC1>kGA=bZ@YZ%eb1-?(9)jyL6Te@u1>K9Trqe| zv{FUgf=ubVdlj&cDiZEWWNz0NP~r}e38G}O|C@*G)ZoIx4=>cz?F}n3WtPLprIX?b zpsS4YjV+lAyQPps-SCQ;>-?$Zc=8qv$f6#!0v7@UrG$Cr$rOPF>43dPOQu9AO`RSx zKl$1tz`kak&LxlcpUPX&d>Ne>`@Bb{MgxR~A~E)ECfNeRN7CQgO4->J{D`r@#Z>Z$ zdzb=FeH`qdp~&8UZ#P;0& z%3b@+lvpcJ5P#;sYVrS}k+kwjGJM(0wZv%Y&ra>;^KZ$&W&!*bqh4x&(WMSQiY4>& zKdJ+|i%rk)+;`4FBz#c+A7A);jsNu_p#M0ayO@<>zbW!(550#;PFcHLwT=PO?3YLa=f?Z<#P zN+S0pnPdW--hU`SeU>~j*F6+)pTx!|6#f5UM{K;{ch;d_gr91rgAcw z>P0>+90*#-&*F?P!WNPq30jIx5QGo5aq&Z3E+4i0c z*b9TdrAS0P$)P6GtY1D2WVUa=s`;~&^lzq3!;`oPrJ+hLH*vl?3WP(CZj<66{d8IP zTfblVXAc3Q)Ij{k#sBt904eQnnFzVs8o_kVlQ35#=-X{@ojheJ$@!DHCoZ-a4eta8 zvz@P9xh`wCr3~^vJL5SigofcYe55mLuAW3jDTbwxL4#S*ifz+?souHPLX05%u= zAfgm5w(sWm1lyyOt;tm}=9A~OFx564={a%E6Xgk&c)mSnyb(Pq zukTam!yk$riZwP67qb}uxHF8TIv24@9-~-m{4n)saL0X*c5ka@%H^UF>wHGzl+(T| zxJe}obvmU;W+va2ng{Q^mcp2vhcHFF7v?=*7Q_}Acg>9D5Uzhl5#l#k(3O*|Vwh8$gaNsO6KHF-OvpO9G*y7z>i!aF`+L&k<*k#W zIb%!)>j=AP|s~77xyA>nC=9or#o- zn2XUbyq?HZ1P@E*UeO13`4@{M=VOqRp^rt4XKOxS?vke%}neTxObF-r91P zw?OCp{_KOE)_suQE4IqBqZ2ursiW^5@NODMC^sYHg-|b`vIlqSa1j66n^x7y;bQrr zbFoF0Uo1J;yjRwBK3Y3BT`lROTvj9!@H7^Y(vlJk{CW?qeVgA=DM#r_HjpYj(~I*d znslJV19QL4KIPp9i!)z81x`1J?yKeB7rNvgheao@-{m*kmLqQ68F$R+pgp;_waSvw z7WUHFtS#G4zZfV=?rgjPia*-ZL-9q*qPkDXN-2<1oj|$3f>bTIZNmRH&+QzE!$%C9 zRo*ob@$(JSfw=j$$H287S{0a!axZdHbLm>)jB5w*)tPTiCp$o*`(8aTT-z*nD*p$h zrlzFG>dXjZDx+OdwbHu=4B=aw^Ugb}R_5|N#*T>n-CSp!F(y*AM^0#ISie#W(u<1> zYuA)cW)lOtSi07^+odqUTh3<9A1l30+OF7naU45*VtF>LuT7M3U zh8c=$csSG&md@Wde8hurn5P!BT1#{ufscrusNsKTU0jAhQne1+4A5Nm_4AD#^^A0! zr^t#Gcr)i2B^%kvBtyV(V-0GVH=H!f#aD{+61diFRnK9^ig3aOSy;byGb2vu4ht6O4i0s?g(osw4G@D}eb zTBSz1j~JEpjjmFIQ$&0BGuF+0I+KqSayj8p&Hjv+3rC6tlTvU-TI;swkDb(xZm?JRHP z`FlLXota1)-51d-Jpy$*ckgZS?+v}R0jUd#GDhrkw%~ zr?~N(ZLizSPi#d!U5ho2KfPR3=@G^x@ zUvxF2X{y0vl(`f!-?*8J#W7CqZRc4(HR+9=+0V`ps{wV{Q}ZbV?7==H+m3R6RsYKpT%~7-qeFvzh9uFyBi?y_5~|)Qd3rPntLp2=bnc`J`1jA@reo~HLPXp&#Yht zBF<6%^`h3Hx`JLD|LK6vba~Y?JSdbQ%RM@6X%F1Jr7$4?yCDK`nQjk)tdM17uU+|B zUaaF(pMQJ7r?{mP_QjBQE0rS#AVvcp zZy$q*Ml?y#xeT2=o*dW=STz^=vT6YegmV5_HPLU`Jt(YO#d47|aQo?D{EPs!uKty- zRQr4X;a$d7R?o>ZAV^i(Jb-jU0bpmf#Nqm@{esoA$w!a`^ld3!FHRYz&#d4VW`VUe;iE7 zpOYyua_`f{pi<6Pd*3o5H6uGujn=`nE5c?XWYe!hO0h-Cgy=pA==6is3GoJ&F|cUG zPRI6Q`OeU>`DUNx{72%kE7x?s-QygqO!e6w`&gvRmR#5DZa3I?m>l0&UV${uK3!T0 zAh(ghW~UG{tp_5NFtM<+Y`lLrV+O>!k6Oo35y#%=k3O9ush=a+_GnEL+4p5K=P6z=2WMuAU9PP^|exwq=dePG$Hbnz`JW z5TDZw*yT~v0dFi)L+BB4uX5z$pF=Ia^J#z&DWtvIiY}d`liMS_D{0!X9~VX%dZJjk zQ~Jfv*Zlri+$&J?K#w$PMH+E>^Z@CLX^X8yd51t`%NDt3k{$p3HYlv>e4}fta)N&ox!NT|y;8r? zA0p^C+Iw@XCDxEh+sNPE#}9rkwt3+m2hBXheQwBEcMWw=(SlBFv5}MFhsMeB^A+!Y zbmeM=L+dhnEoZ+xnxWGsaEERrI>JK@w?_q##IJ!jlg+IFkCNmDazwY!Qgq6NS*7@1 zq@=wNXX(_&Yw5SW67%8Z9Fz_M72VvVaP9HiL*(WeK z!V?*>NC>x#HW=3Z7g&SKrOnW@?FgOhS->#8WNmd!>~yMAl59ADMjW(rhdeJJ|N%ciMTb@6c0Dv4; z|JUhw$F7%vH_>)3Hi^+Le7{GU01RkYM>U8Gq3d@aCphowOJV3q8sJ^zulQ?cnjtmx zfrfO2maK30#OVB2jPhxN6tIfc_E4di-~rlp+%yw-?1{X3w0k0L_<5I+it6PQ!4^LMMto_P+$Y z&Ml@0nzsaK&XY#Bk}XN8;_Afo9=!pmvq7G;swa~%+liE-Ajqgf z30ADqvBF2zcY`@EGK8i_Lgul7vr~qTka6m{w{Lk{P8^{WzA8tU9hert9cXSYBg7nP z&>iO`Gi#h6Q=fyXfm^TIo*e_V03j+%`&PFj^kBfyxr1pQO-Ei5N|*ykIM5XozWkp4 zjmN&c%h@a3iTSJ;I&FuV-~-ei-cor11>LQ}X4{!HJ|zTU<>Y3Ps_>f7D;GexnI^Nu zg37Bv5X?*|%5BjyxSZdJCfV3!$1aCAG7@q7@T*?b>@i;m(PkhqSXhzu%`x-{?2IMzd%ZJ^Slje^_CG(*R(tpKw}HW5p|E{`{z)4M>Hg*nQVOftI_0@$?VyqPU#K zOqRTp^@;vj_e8qE3&=y{%g3GpP!4naA=H0{9s70s3;zE=_QD)@ACp=5l-DM?A0%Wi zufbog^A49YV(NhXP_0b>k1pe*(ykC6=(07m`| z?d4Vba)CUxNDmPDhA6Jy&Y^|853Wff6{bnh-q_k3T;w@vX^cOiy%V8@)mh}3^97e5 ztuvn0G-fx+`(&SJ5{(ya^?AwDP5dNt%m}-lO&*pbO^gIAQrAZ4k*Ol?eOD1TzUQC# zC6x!r?OF&X>BK3<(GBug!Ho)VeoR_Y;6oWy@-H2C9-0%JEai)0%0J#$o zpAJ0+hV!VC*bmn!Hi4{%5B=w%-Tw(hnxy+*w&?Q=$j{?Vo3COu^K$}4Q0m{l7~k$NOhiSy_bi4*?!lhI)SldP) zCs;oBNFqyjb-L}He9;=w8`aP#fdrT&{_XRe|54QEJI;w2$;-QX>A?g2*!_3*rRqIot3?{l6Mo37IH>{7k+-&4#Nmp0wBe9g39 zy~pIA)cMgH*ZwRK;p{IAlxyT2Pc6uq1nHO+)J%9@783Md3VoK~+Zj};@q>I-j|4bzg2ds8?d zVW>3|y5YB$BxZ^ZyCP%nJ^ZUM&QmRKRiE0UIoxCIO&$5~ESo0&JxDTfb=I@}E^q<& zY4WRF%E-#@cV0{G6+FRakr6w33zG#!1$#rRpf(sogfave@d zBF5q`5+N2WDQ1R|*Z1ho(+kMrZu^N7106(t2Yy8dZ-8l#s2*-!=Hkzdn?<(QcD^-v zO^vnB8E2mQcf%zw_Pz9a6|icSBXBp;Kc?jz2N#=}w?gxDRw5c~M9PiZ7- z_Bsc+_|Y?;%e#%HQAU@F^t@b=$?@>(_aXf*fQ?%#W+a0x$5P=3<>eh2ct(0O=a_TE zj8*OaEy*2_!ttsulI@b2Yfp9B_7jj`5+Edz&R93uZGz#Z(tRcPV6(dh4 z)f<3oEo%o{nNk=OC-yQ9dViFe@ot)M>`A&iAh(>*ZzLPu&cNIxo zcQ;_Wj&18MPw20lz`?JD_^4GN0Ent`Dk+Q9oh zUh5sEx~~KpCSsKv=sl@(_4NsWS_?xI_TDl}Ls|^K8YOn10WSE1hlS1t zI{!va_TDo`qi}r`iN2rTexxM*6QK2hEzVg8*#LjKc2R4E>dmd^g%@~>B(ILt%f8>0 zW3`ys8p&>%7%L*?ypNYDVu7dekZf+iGx-wW7%4q|ofga>%|K4>tzD84M1t?%TkL#Z z$ZyD!wpkq)^BoL7sR?WoS8HhrM5+Pkqc3-#x_H5D1;IO4tI_I#30N6Rvu&25mi!T` zS(+HH&6<*>RI}-wuj5lgjpMq!`Ln!XoJ z-?>uwlr?_qy^2Nf_xF(a|K9hLjZpoMjwis#ZpixFAvx(5-h%r;xgoS{OsCFk{eF%h z1X0xL0+bqrdK&08Wv~zSRgsYw=N{`^1TZvxUOOf2;m>Ufx=T}_ z86lFS9Wm1LSUeqnY&?2N7MrV?owtXD5u;_5Jp(Q$kXj;rg5>Q$S`in7_^)2g<4D|( zZ;0aqMo1vA$gsr+Mmp&}SB%AC77P?P0z@8z&Pe&Y?t4wO#7+Y>RY$i%4l29BLN=Cy z1_yIj;)EX})wC}?tATFii&yewg=VTOsg@Yp$Dti+=U69_t&wQ7`HIyB(a+8Yn_tOa z9_yEuypK#qkH2=eMMzK-z}VcoU&!Q)jE|R;tR>jB0$_vIgI(;*2fM<^NT7N?f329M zs2OW2R_~Rq0kD7r`%fVeV;3XI?mtel_+h}T|K=;84^cJfsznf|))Sx@7#6-Xta;?` zwlF4EkpD;a6kkG?*Y+;s%$mXV@qr#$)XFQO>pZ;VV575b2wHWK%g9f+%w00C*m7>l zc}gOurGrE1?DL(b@XBV1GXhsG2mn-0fRpg;lSc-o+fw{)I1mSn6CPjL z+j*(l9a`R6@OoHoHdwhWBbsRFh8VuOwqB4tQ@ao4F4)Mj_js`jlz8>FqEb|!eegs) z@f)|YL)tUBVd1i@R!M$0$7f60HJd%5J2UBto|*Qlfgd+hfZGtPRIv+pygd`_l!tTe z=Z}Bf_8D|)Ru>x+uit195WaTRmWba43Gc~h-3zZ#$nwXH%WQYz5l;IZJBHK1tq68H z4~OyHUful56nDjS93e&%00>c8ea*AvfmPRwJP6c~`jM}Ows!^&36<+^nAKLr_mAet zRy%|7Spu1d8tT49d13H$J|~~Q1t`rQUMdi2LW8~L6JCA-ARMaq6ae3+E=Ec?1=cL|!op$XBqg@_W_e~MQ ztnRcmMK%Mo$avPOafHv-s(EGC=8fYrS%LF&yBH8b`M#ibJ7FEw#&!;vymL3>5jEJM zd5R>{$^2S{bUadfHGPZp_7}biB|>g=OKfF+e6-O5pQTBH+miqTYNPf!n}aCOfz`pn zDAA!%&u@Dm^<^349(1iPl&b|(RGT~I({h%uH;wHVNau2oHkstKt~{%+d?Ybi;6}KS zeYuwqE@dTQ8BtL`>%TxkdKi93&*4T`*_OXWF;jALe?qCydqG%$Su88UgyqGlRHBbD z35a`;yIE3R5q`B|DlH3_l0xc8Vsd&-!!@!Sm@uZP9MvZ=mawk~Rt5EE(@L((;rF(~eH|Ju z!Wr;84XI(bBE@||Rv23bbsu9fx0wxr_0n!puu^NOQe>PQwF2fILZera`=A#B4(ru! z#wM;EU*$*wohV-|o3`?0S!wM0`1M{AMz5#x;9`uvL-j-~m;Ol|0z4CIW?*kWj-|rR zw+$mOr`s8CCOXg_N#kDeb*kI!7|ee3Qnrv)O46h2*j)Wi2e0!CpXb?02b*(J%%grt zCT`^@8>iO1qLyyoL8`fH_FV_N-N&PrfujD(X85Wp3Dr}>;usE~8fJq-X@`x0yXY`s zn>)=9x?j|;)mJ+4kJ%L1XS}o*w_cR7vNG%uRV&bPw;3tsg_mEqk(yLW8y(4*^=~?f zaI9^vA;GJgo}X0dj23XaX1igKXntD;{daV%^++ zxx1wUUSbAzFa;2re`svCW8d}lho5 z#vgFC($133b${R3Arxpr$t=3eo$TRJcf;Kl0N3#L+W;4qw+!`>8f;%O@{CZuVfCKm zfr!i%coTFRUZ{&AuSZ==(}$Xk0A|@agZkloeTXk&OPjI&P(l*;O5jEjzc}}>zEwe- z5Dq>HV86rn7Ozst0Ln;YBny~gFEfJ-~zw8&HH6DqFrZQclz4e0_kK7-j7TKe^lXGD9KQ6$t!{} zU|>XrcMexPZSC4x9k~r(d3djc$68 z&pcvxwQ?5?SV_{A@k6>2LEd1OgOx#{0fDB$d}#v{S7m`0+W=cw=ll{aso3E~I5Xv* zC{Ff@H{IL1SlcQ?@2zs@bqj6LYcEM)U^(J?&87eo&_D7WFK6o}E3puUW5(|bfJ8Wy zW=k~$Km(R)j)E_^(%wj^U(k8{Lp12DD7Uf};hLFZbjc zT69vaGMpJrn!uU0g|)-j>fS=y^A?$-Mndo9g@;w5{JBYx{!O>CwpAG2_#XD&z$b(Y z3LVb8?TqKEYymnYMvLDU8-q<;OSdZyB5EEMVS+-&FUqHZDOmBlxuYQfbDGYRRQ^A7 z0sTS;5Lj6=C3d<6b&K!*J?dAcnUf)MaHw|i8!$L8Omp@|%w*a>UGlU{qKdZKY!9QrUa_#xvD^@Vjat ztUYzhCjc03URZpR;%H6AFV@y}H?*5zc5b;mpEV$5HGO$Kn8ndXcxWb4;!^$g9N+hb zpN@|KeVh{aKH?DC4W`{o*YoCjg*_Z|G~ zgB|A*6`LB-e3g@e+X&yAev8=D&SURSYA$oe=YgQp?c%E|Se9d#4WV0eB`$>;O*q3{ zoCVMg)BkKes$2g=lqwQB=`lI9xC1~)753QNP%w{3k+va*;h3WwDZYJ~RRBnLz-O1p z8KCNk^0>u3>p7Jb+lDEu6(lv%?X!aJ#}<3BqQqFY{wfoW4)bSpQbtBCetP7$2>EdTREu zqMn3vQmgfv8PgTrMWc43{RY@TZVZNQr#t2K1Xks`5k&QwSP_hXt^#@sNKH2!^`1_C zuC?|v@Ji&%WUdt!Il|Pt_4o;*s*2L4xjujdUPIzh2K1wf)laLugFHNHQstG6BV!mw zCpLF4?HUfQ)vlaZVYey8AB4G1Z_D8?Pim(6a<4ET{8u}J=Bs9JZ!mUn$?ZN&f^0Y6 zfy@s$Eib?l4vswy#O-T@>6?M~YD+UQvoxHV(z|L&uYDoFJ<)bSQ)@N5E z9AF;~%&)l*Gc!`H)@rX2YccP%I-vB< z66@2KA*cjQh7bs=Pz&@nuoU`N!cM+0gB~>PxUCV?>TkaS4_MVPG>9)xc!4+0ygn#o z--Y^y_SnZj+Ib~X^96VPKW7>nzrDa;Qobeo#j_Wg8o9BGa0Qe@iXVDxf^qWki}8|- zfi;NNrt^AaFk8E)p_c&=?dwAwu5E9@t{;{Hd~S(=VF-j-vM&4EgzidnG%o0Sz~o~$ zbM2n)f8=}?=158dK$q1}Gh3S0e~s##t{g%3qF-Y{{ahe%hhjp_>x0s&>eVn;?$+?i ziF@MZ1WCKLOd0?}6e*7Wdj|z2#-lmU%#Z2%xrMn?J?B%_y~MT(?kJbbMF5Q1>TY zBum_5&SqhVgm9f$~LaBGC+v?cJ zxy?$GRy(d}^Oz9AZrUeRb$wqs?y~uH2F@Jat3$e>lr+ZL%eLC=B{D_$z0Gg;xad0w z`SGPFL&*`p3;P?q8+)6&kLhRlHk?vZwmHX)K$R4UD5LfI_R>|^BAIo2F%&!9*5cfW z{EA>HV-dSbONyp&;P^3L=Z3N{wmK(W^L80-@?1x3G__eu^d&_NoN(>}?Um%U z>Ykci%RIZf28}`{>ALlbp6%;46$+m=b$O{RQD{u*^HK-cD&wu(2eG&syTT}iNV%jr zu2ZZIjQG_Gi!vp21{SC8>nCiqnr4V=w45(3(%nxUtXX;qp6v7Y#y}!Nket~}Lo(+y zH9sA^K=xu)hfCfUA#U-xaMwFG~Eh5`DIvrIXMu%pETYs zDtP2S2cCbKqwrxf?5cSl|4+41b*M897K)dK3p!G|~_twWy zZ7t)BHsz;bjfITY4wiz!@ zd7sQc`+V3N*xFP1^y7aE$peGeZ;xHoIeC=+h4SHj3X9Brf_;!>c1YMUoMKJx`(ffk zA|##ZjEI)*k(gC12b|&kr>lCKlyLRO#h4_UqPU(&TINfb{GGh=?s!%r=1#RF&D z;)IHI<)G_BVvl2%f;I-8hu{BTuCh3soBXgS#+xuB?MS*zaaL|s*!y6L>UIxC_;}8~ zKb`G4^hB==Pg|JNew+TQBq1JktG=%zjNElsQTe)7w(tE1w)#uG&z!mD_3i6Lo6+=w z3v!UpVc4^y`Az-#CQsnk4$O)5mXfe)oIh`3c?@iSJAPLNo;M?M-L|kirQFyDDP?)U zsauZL=am;!DXgo@7XDy7a+G7)!^N%%?XvUDQ8MugvReXHpothtLG9|z$0Vv1*PV1l zCS3p%S1SApZaMl7pYo^KoIP?|OWehrPuj@#CO&FyPbpu+Wl9AuHb1!lHDli*7Hf2(>b8OhVfuXzBK5NIXydiS9VDH-dW5+p* zby>unr|IG)tm^Yi9MIwih*M+rX2I=WCi0z+ELzxW>&fm<+eNDw;HDA+@XwcR+o5)b z7On8OGWks#6Ax++{UOxn7`SiK#Pt%hd448ox6CbHgruGE8?N%gIyD~@qUET>a($*< zk!-faoufgQ})r>1OXAmWkvtb3LnFZ+XxUnn|`G z1_Y)vHf@!}CA?D;c<#l!t*D2;SA)vXY!4=O`n>z#9%?zvA%=(>tKC|&ViS80dPWPb z*ngd3q>^2C@N9RK81iXjts`>fUZFNLyJR0zCtnm6cU;1auoxeVgwQ{=jaABBpBWc z)GGhmrErSxMF$fYwjK-bAM5DP)s;_HJfiIgTlW#-$!WBNwU;ZW2CIK7lxaX3NP6yZ zUhzT4r^i!?$hYY#(XnvG4%gkOut!}~*W2yxUr8GIA;w3NY9>dt>-P!V^Z6TJ@iGPq z_g8B+uZyKG9YsEicAp4hd{};?;^aW(M)TJv8^as8F5i8SBi6Q9x3YV+%iMKdpxuKo zR_A<+m%cKZ38mc=Dn}SB>|cKHtgb+FB+S84xHF&f)N)1Ee1i`gI96*f$9+dH7`Zo& zsrSwLv|6q%mI4w}$cA@xy|KsT8I0YyVKZUvda?j9tL~l{mzd&SC$!_ZyU#nf9&pQW z#;p#?E`}|q=4zT#29k*WdvdvfSDblFpddw#VqHh4g`uK`>L;k=yJgGTAGEqVQlNJz zX<4Ugm~Q3_sD0Rz(sJn&vcR{7_ty--3daH`AKT$kb2r?+&Sa-3r}`+lNqNR_4Xa~E zhHLsc^;hidQEd?*&u|DjS9x|kkEr?oID6~3D7UqLSQqb<9;?~>0V61YdChvWLq4BlCz0dw7T^K>w(nz4>#+x_A=eFS2UG$^ZU1$&YudPXCC!32E zd2T-byt?qFcvw}BR>&pA$gTPF^x6y1vvyEZ1ZC)fF^*J3oy<3Uy|OFv#y{BL@z}{5 zQqsrWYWk#WNQ6O;QiqI$K2L#PYUsHwq%jnRN@WnSlc=jhyV4!UC;gQ5NTyMpRVg<5 z8|ymT4d{CmZHe{P$)N*`a3T4ex`c_f72#iR=c-bX?MUy*ds1uR5c=%}60wP5bABRi z(t(&g)s{Qp#|dpq;@wqH-?~Ra3>_|!TXKMJ+zVFArM0k9PqeV2ms+xnleSOtWNw9_ z^o$?IonYR7GG`r|bjqWaWx7^2llDQ~-UW=Dn}EO}3%K&@;T6z?%TOR#{SsV8>Ol#F z$m=|H|Mll|gL$;4Y1)0p^eO0tZcp>*+l|Y}_!QZkLmm2VK5ZV%BUoM>?y?vjsevMU z?{{~rxNC0M>GprVFzp*AeV}^I;()RRXD;7XmqWvY_SOaOyH?NmLAJ)WrV(q*6h$WD z*70YrI#o}e9bCA&t%m86Zy2bXBi=cf)#MDmXKvkhfe7V69^p)!>ASiU>x2#nv$WNg zF>=y$v(3h-}jAM6w*jUKbW^Rts^+QhuVR@R%ELczr$v5IPzKA+HG7V zcLGR=xAY7q&N}Hrq^Zw1;of|edr$$Ql&DZ5+uc7|`_RR}6sA7DEAF{(BUY(o3E4V0 z)tyr_leb9sDChlMg9H&WQG(+VE|u*$WB3EEUJ{s{X>P+z&ygBeO4gG^3(M&?gu;bo zB}H4_4ze0bTU)anA@sdMc$?*p1vAIXPPrK(c3WC42UFVWr}eViuc?c!Rho+t39HkI zw6yRW%hi=7#kegKobt|F?TbyKLC}8KF`gPNB*shvi&9J#3VXjfr1`Y5a(weXmdCyb zqbo6SA9-FWk=&}5jr9dhWCwEJzzZ9hGvfPxkv`AGgNsC1#J&eo;eeu3m{BQ6RY!C# z_CVIzt{zBte_QnUB!)N`A33rbS4Q%^!G$%P3{utaytV}C)&*^?@9RIOvV{t zGSo`XOrII_Ij-x`x7HpFhi(@d=^Wr=!V9C@%zYOfZ62*X@EXySgyo%)>=9)08&;YxvA(go+?JS%}p%Po-eu zHoGql?;jIQE)of-p0h&Tcr!#=-kYas+#nfCYc^7HQ?DzpIsT!Bz$v?muW*crtEKG8 zDWi{il+lIR&4bs6z#)p*b+u1Wc`rGlZx2^ESjANKtGXJ81r6Y(68_}hDw5-HHT^>y zVKdZh?$q4Zbc?Uum2G=~XE2w>gEO;U%dT8}sxDHvxs$q9t0!TREIf@u(t>pE&b|VAJWXVFmTG8Tu%+!0X0&h@Gig#)>07bq z(%zA}J_HG?+j7T+N5nOb<-AFo!QzsG;)%XV>$@(VJJD_M+%h%m9Fs*K&xgGa1e(y` zCF?%!K?z%_%lZ3FlAa%iVk)=XI+uo_$jJ6B=`ZnZCY$Mvp)C}yCF6vdRDCsz=LVoT z6w3}X$LGsAJJ~1ZieqEsNem$EXjJ^vXi__Rv3^PYTBCfbV`WA7UL=oW)rz?1x3AJx zn!5QA_OWH}&e2<6xr@Z2CT`#VG_X~3zl9U%^CVf8M)l^L&lxIJrTLxHZC|EOG{0gr z^p6SH+uAiMk{w=w&{E;_>Yrud)fW&x@|D||5q!G>U-=#&%fA1wSQh*UWo3aO= zP`Gh@KGhk#=Mfset6G+}eVGDD!=psCIo}V77jk5AW1HsWt+|!tJ$$?NNfdor1~1<34g-`&a!PED})AWx$caeCAH?mPZa#e|-1cS(RA<6ihY z;BiwZ(Q76NKS@KzMZ>YHiNlt}a$*Enmk%0`t!jyy#RzHx!@RCfb2a&0%CVA8IBc-! z835dEUx8Ul9EQv^$HspV?x}H`g7I-Sv?|4Jr)LMG;7-p5dJTI=X-p51t+N1t>i<*s#4*Z$JW zR0FlXV0CW0WF-T_^|`*~(*tE+K`X}A;4#Qf7kh#DqDZ_DL_pi7Y6})L)mo@Glzv$X z5uxI_L$p?PNEI+;j0u0f^f}p9as%zxRzgfTs*$Z(;UK%T_?;G5bA`*W2gGkq4<;xW z61Rdiudq?(lSh5sAAcrfPT}P1{Z%Eh&-r_iW_KFoW{!SctxBSpd_%1$pRzmX3@7eP z5M2q9>^vm%^xHNQsJqkXSn_p7wZIm~YG;k!Qlm8wh39(Kn0juH)Oa_AVMN{ym!c<8 z@Wz&2F;&5yOE46SMA#iOsB2JeV<&12-0{dPmDrC#{-vI%s@0%nF8<_?)PqI^4zzKC zj%8=X5Jf&aD7(47N~8^CM)nz{!!l{$ZzfeBdekIT#{qcCwf9nt++vb^LdsPY>#Sz! zIrX{iL@7a%r*2Fg;)9C3S*d)%6NdBiTbiQy@QoY`D0jl$ih;43ttRt;z@}lS|Eoy$ z!vlE9R!8-j543{|Mmf7%Mr&zw-A!KN@r(-jzV8-8&pFM0zdMitRLjO~*i^89f3mkF zfHk@^28`CWy(XYVP_+%h$YQZ5X_6Y~nmgp?&?(Ph-nYhATzL{DRJ9@^r!H~AZX{#l zM0BeP!>mH)l?#{L;qL)=)(o7UxBfFLJ}nu0TX=u+Y7wLngFd{13A}pX>o>s*pGtH` z$MP@^&%WV;p*H=l4x--x?-EYDLxM+mPm85@g595n!(efHggNW4cW$!85Uop!b7#J} z9IaLubGnr=WUFp2Y(Lmal}{#RKAo3@qSfa~UiK76ObiFPb)93D@8QR=snkZ2Dz>$= z=NIU9I_TBG4HZ$m>`;~V+V49c-sAUve{X9j!*Z>m8{zCNAQ=y&j$A0Q8qJQWJG@|s zK7YjGZ)HUZdcobbz4=e3ZXAPoP(JG?YI)!X{gj4zJ(G0KSF)Bk%gE^9M$hLZ1hZgr z;(=?Dz);W9h`+2O)F;-NpA5K*hLq6)&P$bm6vo~g)TmqYT)#qufQ!_Fwax=PwjS0J z)}_*D2`MiFSWUA3PDos1a*Cj}o3eF-859y*{*9dX4abB$7&mi@LHI@tmp8jIGXk|Y zuiSydv-3}&NHR@&`qOC7CCXKv9@8y*0>bpYl~wXfw@MxCD6QZ;Qj;msjKhXxnf?aZ zjN6m<8NEg}7u+@yARUQP(G45WSX_=FU9hLhN^;c&%!uVViiU=)D%BP<`Vv*!Shnb~2w){Xxz%TQf5WpLOB&xR zHQf+Qc76?$5%Rg6`ULT>7$B zDt?MeQCA$Lv*=?(SI0e0b43E@a%d&i!)f}2Swogz-7E@nL#pc~6nrKNZ zeH3$Fq-;MX1n!8m$m~%C+DrkKz@u@FQ`2DGL-JJ`E$h}2R%nC^sIw+r&l4wX#?szTq^&Mv?=M*R!-wm3XuA}2B1$>0@wNTV z`dXpIQW|TC+nBqqnFDLpSEQcuM=#el(F68T7|M+$rr)?yQF#c2@O2xxq6BVfrw12K zIK?Ava!%0lu_?=d^BlobLLRu?q7#I2%7-0z`@QCcn$Ye~UP^;S8hkiCDETFv1ZV8{ z@aB!ZHo}+d4zDW9jLAIdmdS4&5MQrY+^AVLv3=luzbCP4!X##{blP$*UI4QWGAxrI z6JSK^bdwC*+D*!Q&x9p=`I5glb0|oG)ZH#+u&*#b^8Yc@PcE>fm!3QY)F5`u$mOn( znBTW|lF|=sDtyxu=S)Xxwy;4eR&Kt9tl9O`0BMKXnac{pt>>+u4#vU zm>v0k!zB583dVFm9mGyXABBRKojW8gD?XYxhP6J?%WBFt^|AGxNqD84zr5Y=E)-p2 zsZ^8I!TrN9Gcgm@jLjb}*-OwiE0w;W8OGRApg&%&wh;VZJz!x)4;nFL9kr0=_p{pc|jNxmJpYKd1C~@uCb?6CN^S)#_ z#dl4XAX;el6VGzNzQV2y-yrt&RJnGIZg*WD^16!pNhTgBkH1K(;O>P%XA0G4`c|rBX1sLko`T|eLyfv{};r=WYl@7wUQEjNgSKewu zY#+m|(4L%9X2vhf&Q23;>6{H`Vw7~zH%Sz~S!Yt-uzrUCiql$=Pu8E`Fwm{7)SA|x zDS!(@g9K0r|J-WiDuLd&P5fxDkq`sG*0ntV zwpK_PlX#h!*6PQTZ6-@Q7x)0+iY=uu%Q6kgZu6it26i(!k`;=je?+S!o0{_qr(kg` zf9@g!43$m8!v*DeeHZ`sDMo27b5pO+$Il-qwHIwB#u_^nyUcao7HsO|0WMVCVhsIM zmtS05n-CluOl2DFiuUDI?DzL7t;LRI8pu4d6TXMII=PHgA4bibA2b44r#1I%_2Zpz z2a{y!))u$J@`cfIc@EtxoQnp+B13cKCC>|0BgrDOUwa)46;_LXnF?`Emg?K3cz6() zj8KUa+a5b5%`aj@_$L{G?tRvn*AYTMZb9i*bk}pdD+lU^Ubg?>`4?wfj`9%|7L=esz!bZ(F>_xn_z1y zgE&v91T0+ymSctU3kKgZu7sMEHUCNZBf5$N?dDemdv2|v_u-OiXFeQv0_{TJ;WQZ-cv1_p&NhvX2Gj9isS03 z^?4pWBLnR+iW-}W`qLfAE9LntHRn{9NI@|HimoqTC0l(26*rJS;-=8k&sch5ZT&s% z<(W3@oVtd=H6W=$#g_t`-XcKEbOasK_f*q|>Q*-F>q*EHhC7bSlG9UBEk5hO0hc8pV=Q=61K zy2VwR71x&9RKyAX@Dv7<-ZL@J?Z0=Z6i-INP~!RHqM7eU+#a5CIJx;w6SKB);8@xG z1IBsNsE*~)EE`^_lmW9R{@YKGX1!e9n(4mAb=Ac6w4MDg<^)p#Vb~cuYvhV` ze8O&F*z!VeL1u5R_6T)TimUx?hWpU&T^Eyp1Hx&MbLZZ9&0fr4h&+( z#~P(@X;$Z*YEWwDbzE2X z3>Bf2_gfp?FCp~);W3HT5*a0R6w^lO@C_ZfuDkGQU&(`w%CYeB8;$G~PsDRoXgT*x zO@>Nb;kih+{yGo_UlbXD&c{y_WQE)!D0A5^ZL`&3)tmjqYy?Hl zUjCajo9kZAK~{3SnzgT`6zcZAveWWe)fzdiJS{jF6{_rYw$wOj39{LP!}{t3xq36_ zy5M{ZX-Myb@97nLX^rS;VyTrPBY#w%m|v_;>84!bNM%a|p9uzCWgn~JXo73AwkPZ#D-`95IZ7m`$)LU%0{mC2)+2slq|&rP zU*yCAfLkE_>5i32n}zLO7gzjNx4WDiqgzVsP?g=~ddzxMbukFFMfha6Gy=8Wp5k8f zcy+3!<)xk}KQpuEsx4&YebDBclnR1@w!>Po_3fr4nb!cg+FixmNoy8&;_%uRogT_I z7BQYHo;I;hlu*9b7_zx9=8GKZ`ThcAsM$eQ8<>T&|A$#fjMs{KiORmmIwv=}u0)-A zqsl35=$ZfUyDqQG%Z1b5G&AD zqjhqdi(_%-BHQCl;f*s*4-)Lpa_DPxcNAC*4iV5Pdm>9rf%{^ zxq1MQR;yZvjI&9ma6#rlJz<~yH4avH^6fp}v#P8JPZl9oIk)98PB4>3@WsyF6=S7P zEVgFf?x5go0g?h0W76F+SZKMmB$Xyo_{obbt0Q%39apqI4GXKqKk`-| zX#zn?)ai~B*MfV>^-MY6c^FG_84T{8Z*rqtnn*XR7%Af3mZ5&?Ge%llnyz%He1 zeWh$!XmVO#=rXI-aZum}w9tQk+%pCF%jQ9bJ`l`CKj<)2wWK4EoB&87L)CN-nJZ2pDNJ>Vy>U%boM}r&x;e{0SvL5!!HY@AB zHD$eLX(jGGv$2{$hcQJPVnl+g;P&^(;wRGe4d~a2@Cfm#pY^Y3mkpD-?8Gtsc@wy& z>Ywdgn=R|L;1_QE){?4z6iPnl1+9(W3e96E@d%xQWK(Fabo>NYA5=IR@FE$dXKBu& z>HYZRe9}Obi{e@Xg{s7ERGcgNfCZNw*;$*34Yt=22zxmY9v@d`zBOKQFpwbdP`>t~ zAfQ#%ZI;gEbR&X~k1u{$rXeWFA z@W)?ofgZUNwIEq%kQ; z(o?GevHwCPj<0dTgV>7t%l4IAl4MXJ=|`C6x(|f?n|xBz5!3uBZvSF@ln^JRR?O_l zwe(1S$@gqKd;u!!Z5*}{X4L>{8HM_Ej(6g6gCZvemC>nwhAC9K+8xVKHb_@3Nce4eloRlLQ>e!VQ|v zH5-26pd|&0AIl{K4R8h;4sB0xS|&lZj7MV?aoRaI=_JnQl28f&w^$XR^bkfDLLA?+43PEGTSvG^*U@x&}`3 z)fIfrD%m*pR%4fgSUW;xPwqDXJ5pf z=1)=|{fqJ>t^}w^j3J^IcJvonN_<5T$tzkJPb_L>j3zrnS?tWt;RpfKr+n5z)RJa- zc@BB%8N(1aEoaj6r=PP<9X*bZjWT*U{k)-7^?x>d@#kh=5Uu@fvz$jsiFmG~^Z%rj zJ$tlzoV0xTa63Y0j-z>d$~;`i*$H*8GzGV>G_qS$_^fE!=M_UmlDJk-mC0Oefzj$JHn1E@QTDlFbvYQ~$MnK!dw9EJb1q z89L8?Z2uU(oRU)ahVSPW(v&;%uFZp+s>cKbt{%}gkM!2=4I8bYU^%;rvlxyy7PS(+ zEyJ~(y5|!8j+pz?E7|BnomhM#@|Hm6ftD3>dGj~cEWw#Kc6INbx>BitN!G~<4R0Y2x#R|by~88CcvYj?K~9lVR}0uU zR;1&|+2*V_^uJ!HKnhbx>KKt_NFO>=``2^&lKd#CFgxpPbVm1FAOAl5Y0i(G$gdDf ztgtJ*y_KmJR0Pm_k{2L&G;V?_SOPLAvO|?z`$4Eblz#X*5Z+z| z1yE%I8-J|x&!3^Z1H&geu4uOsp_QSa*=(9}?0UOqU-mD8Hih8Rwe2@Pr*fKXx-f*a zj!h7K$R)yG)b{6R;Ev|W2p{Z@WGdZF1r3ffWNNu|M-Kf0yvAHPmO=u+yC*MpGN_V{Yg9u2cDSti$}WkN&1cX z|2pQs^5_5W=J2V(V7QcfDmWMVpS<_Tp8Wc8mj*|^W^d;(RcINGWyz4)aP_{3!^bkGSvrmLMeK1R?m$;6gS{AHDn&VbdT3p8>~jX<>gNQin~w7k|r~{1fhFxrYz@S|P}h z9eAeCse`MA{rCJk$pVULPl~?0@i(&kZ`Og$l2Q&bFj^b@4&T8T2nE6Vf9A)-Kf3(Z z5`g!|1`;LNmqAen-`(Fkg=8EdqwB4bHNfzn-=JYQ6;Ojt6}`W80Di}T8a&G{yx08M z;x~?ug^~;gYIJ|9(aUrxYXAG#etE`!;N-AB2%51Tw^M-RSLa ziNPTu5QC2AzkKh1#fdDBf7n5}A97$Op#!4a-yoz1@CHit=#KI$|Mu&$WrQkb&UX9& zekW3s__yE2E%%i%i-0*u@ef&^2MMNs{{&5{&id(lIXL$-UXqUF}YWMVwPafDep#8d}{-3I@dyS?$RD zl<5t0KHEDnt`9mmBb*?P7ka3kD8>DUL)3Nd%hqF?;2x&`mJ8X7zzt3ywGX#ETFf(h zSZT{0ewaON#Dx)IXw*%T&CeUFot|LlEF#CB?A^%hDY8+DkIH|=gDZlWXx+?5ipsAY z<#Jfs2}QACrPR0Ge_;YJO2Taf3!$VHE^q!PfoLkn_mVc|68hoyG?gF!0igkeUm->I zJ%AfW?INP0E*pwKS>EiN%_oV+eg6jav&pAQi*RC**j$aFmdWG`^nUuB>}m|;<*jW; zILL$JU;#2jvx0w^yo4Kge!QZ8XJ^Vvuz>R z$$|UuZ(fjDNkFbwaH5O8sap4U+M7^@=UYRM;Xl7vUni;Af4TJsE)NL4%?>yVE5`Q+ zvj5BJRKo*vg5p)oN~xZLf=S$OZz-p=_`g+#JtngJ7-m1UU7X%!7vpwBo)27`3S zDzH5miD!KrBgP&iGt+%8YhXTqvo_W^rv;~JomhWcvZ^;F2AXYpbzga@S zA;O-V{<1A|SC^Ii565ns73|ZGkMHz_<0wDXsZ_#WLHvV zs%!!1r&fQb_2Q9X_!MwVMzryxL0TC2>?0`5X0apvKRHsE8R1|UNqWN{z=-Vr@mrW} zUW3I?%ke2Qe|h{0$kJ5-iuKT?7askIjJ5t$J6X9ndKkRJp90n~CdN1H#R{fIe%${A6j1LSXyFs)oB zOjn``N>TC&w;UI6wDOH{y1&>SrhghFmQBlspHu7Y{vne;cJOKt-z!PEVfvFvBiB)Z zvg`@+?*Y!gG&Lb0>VYRnNt<=Woy9RC%Q3vo2|P2tqqGuk_piXoh+~6wCCG}D^a+1$ z=Z8jviBfj1jsD@TGOWk)T>Nq;#V^rts?29+axb~R6%?Y+x>kEIpI&g%m99w>bktYx zhYntGKF9Ukop?7)_5&$c&4)atWbz0Zf4`lHFc}{;aQ_wyW%5sk*ft_x7au1QwSK-& zmzUsI(fjU;56FAK!N?nsG-z%TnYShfsfXy@N;C&h%3yK@C%ymB!c4-75JYfuLM(sA z%wPK%@6@NI`ye5lq4=>{E7b@R$LF5vFkT{5O!GSPNBKWXJ5k!h{p?$S1KRaS#&8*r zU-Sk4dPW5p49u2{(v30ExAT+t?HPu1jz{t$O{PkxKs9^hjUDo)f!u+n?n=Gw1ZffV z@9*Jjasdrl?FpC6O%h%goqf+UGr5vJHOdhkqP#VJD*isl-EjSDgx?gvNt?S{ZY=g0 zuO`Q!tx05dRyiRn<4R#Y(VXrvqhl4(M*8`0&+^8w$%ipUC+D*y+6v6Hcyr2Zik>1k zEz2TJ^n*RJy|^!fqEm12@>tN87GW(P7CE#=lQ_@Q<#(14kWbPnR|2j83g}gC4xrtF z7(k2NYRK-;2VAEz6qS58i%D#gHIC1_F4?(Zz@lp~Y^E$J;6U|4T@+PKrJkv0)d~9b zcaSEiZeg?|Vvltbzx0RYC;e0wr3L7u5mUn~H=X$$tT?e-32#RG zZTSv;Ut{yP4w;*CYW-Yg7P}TrBj4)Z-h9HLKiI@;rIn|+TD7-o<93clMczUsR&D&X zRL2reA?f8PpkqiX#V;Yy-Sn0&{uuQ*F?ZO@^8(T%8Rghzr=!~PArh(R$`~ZOy0nxL zKfi}fAUkv51xn~o{?lGW=V|)R^&L3&giJK5H>qyKH-TnX*S9s%oWo(0eD4aYoyD!2 zskiUyE0{Kj5!D8!?!0;ng6PY2TmnBys7&DVN+Bt1`|SwrVBT}e^=a2%8s<}hY+3t6 zdY{^YQjfr&84j4ATW5f9l|`iy3d@^kiW9)g5z)-P7Y~@|UzzuWgWBBhkKgk9tzYX| zq6!FlPOQs%qnVp#=CN@*s7}fVr|zu#8f$8?^f(iu>zU_Bl^#S90UF0Hk5nwbV#^n| zniF8AR5%MX+g`{!pmH}(}zegzSo!KmWvC=3Z_>RwY z9@K`9LlgbS#rRjAhG#ju!pow-U>lNNO<%z>E3KZ@h1rMv-q?!+`=5g|o9PSdERveO zH!}Mxq}L3S7$I}{$AN-wBfVws&jiXESo4T0)#5~Xlxd{*x3%Z?X0;)KD;N0j!zGEs zEXKmSo*@l`RoU!ObLmco>reN4~gAETe?G=fYD^oBEWTI;PuFNhx9j-JU2h z)wC=x)t^nEzCm;b#T5ziadd+lBg@Fvr7`cxPtRp)HwSu16ZM!;Ri3T710}b2zm3j4 zC0DL0v9#zI_r=u~tBhkyF&~&LV&#NNa?{%@7&;+d=6C_j*bwY_RX$`2 z$-2o>L3Cp*d9TLhsDIg|vky^qx<~fUEW10WG=704uoD?n)&v|tI+B%Qt~e&WOu@`Pay1DL55F6> ziRm*vh2+??z9{AQR;M_vFPVS|YS7It76nQSPae1pCXnoDyQg5rV~Z;v>G>MSUC;H0 z=bO{`bKiuV`rNIB5=EwsVaM>}Z1h=|5iY%oynV~X!gV8K|C(pF zpFc&?s<+N{U@vs8ojx$+(SDn8_KJ>%FlJfW|6nS|R)DLs8lh_uLOQkFTQIsB`%w$-pR~X10&tvo0Jd6|1lnH7V`{H%U`Fi>OiGsw z=lW}s8_9d>@ZlX2l`n8D2cUZS8<+A*-`hU^rK#rC#VwiYK(t$H$m(|j#AWEXWWn9t zhLinX_c}EoSgaDQ_!qt%BqvWK_eh0eu$ys-N-lFl==pn()3=yKSvKJ1?QUH?Nu~rI zhOP_K@us{EWwt{`bo~evA^G4XL4~iN>Y06lz0QuPezAxIJ}^0%R^rjGv*x$`hDOEE zUFg0APYb60XLbGSl_Z|_xYPYIGdgOqnjeXqY2{utLFGdg8XXZTDM?b}Be`QUpbw~o zCn5HMY8DKYo4+BvUd87$`=I~Ji#>0b@|fb#H|n{eV^g^9fZ(@!kvBjcPQh4B=JmCT z0xw(_=G;S=nkts#{n!XNj?*cM*k4~;K)uHUJw66TI? zX54^wlq~g`_r*gkCkJCo2*o;*#1)kw}%>=`c#R4SvMc}-cy8jS30Ik|^P zx3d{9%Tq935#oJ&A-BIE+Iz{nNl5b5#@Pj@8oCJzd@)kO)c|L~iV@Je!UNV2$q~&N zcksgPU~pvubb@X1w+)|yjwHFtEG}qI#4u)cl)mnK17 z+w#ZXp(l4iPL0PPlQ$%G-|u<9mZe7xGAL9n#phalr#e7!os!{G7&qK`STVFAakm}J z9)7c!t}Y!ZeURKHOabP|vD6Vd4JXrZY7URqpKCgk2nqlxE|Sw|B#U^I z$JhI*hpOeInyFgnj_}7sCzP`4--ipG)QKv9;^ud@=7BRx?aK4vz$gcHjQPqtd zC;q!_&RQ8wb3@ZTcwTsKd!)9S**J5HV}NKM4Ha6JI#_#0J-EO5VoQ!7XyZdnjChEF zK3?@9aT+z~yXJz+d^Bq6U&)skijPDCbF05O9!S%iX3r4lbW$<;Jj7hUjvgNPcSm-hJ8~zSW zMr_FQiiR*tjS|Xv!>us=i{0tVm(qMIgNZkUiXK<`?=3#tw;{S}b!;B^&7w27V15O7OZM3=dpNA_p@2ehxWF50~mA)RD-)pKfOsZ`FZ=DwG_ zFO`cqS|??XX{>MrOldUlUJlQmY=!EM1gNl-F0BdH&*$E;pWL-Ca0_v+!;J}XE`8~( z+ai0|fIkEk8#%S^D}lMqfLNIfN)}eA;gM?FG8rmuQ7FD=TjKYzW606&VL!UzxNOfO zM(#>M8#d6!H_fo-cPbn`vzuVTyR;NFzDSPh`*g1XG)51k%-8+`2e6e|3o3 za`esDw3&?Y7ujp`W>U4~cTc(Z*EEO^ym9TL-n=r9%e1w=wDr1b=uWANH^;8Tqs>u!gCO0&!ulDm%HwNp0D|kRT2&)Gn##icJ*D zR(!GrTWAc}@z%aH76`$W&YS(&sAlYNaDWadj*+?tPoNsh=F^5ad)Ye~(Qhp13Q* z&{mZp#rp$%BE4KKtJdhhZ}Mu^K6&ad-T9=tvK`qyT9LR!gV13?3CYNrwddYuYk|rB z;a8~|;*Y7JCi{vFp;V-pj8!m2WvH61_S%hh4&xS!*?7q*ik*eE!pk3bmz6lRv#f6S z=SlC9YEo=V+DOIg@%m&y;yMKFTO$wl;;l^1%V>@t&Qh)UE!X)@KkSG%c4+zZ&}#6K zx->VZ^mb=o=3#%eQj#CP0D0y~7vv)?(0gd&z2hn1iV1&eja?7h59Bh{laFaZlvk%iIDO)w);hC!pcK(t9` zPoo)dM3(Gg66p(aS?y9S8xn~4SD&s-Be3SCq$MOax4*fMd#n2y90t>tE!8aNH!5Vu zrL3RnpNJHC@Swj|j!hz(rzaZB3<7PIkd~OM_p{thNj9D46)3d&gUyot5lU(d5{^7s z=&`yG&&#F#-r8eXPV4$vnb|CO{*}+oDnxobG0eux)!1@}(e2>2iV{Wp{*v_<)EWJK zdQJHvCeVhtr_K^L-&Idm@@vRozY{pU_dMhaJGShH4zLn8w%QB-^7Y*tJC1VfN?Fnk zh+~b3$?5N`M~Y)@x742uOvB4FjlZD2MZP=6=P|2*34G+*zjZslw|bR-&KF8UHJRtn zY3zLfzc7YSk2iMyT2h&JFr}MgGgjZ#GaQy=TwDt|J0^mW9_D$!-iJPj8M|FnxV5#w z7Lw1k7O%QPfblLVEobiWtppPn_5feSs7vp4x0Jk=(w24bmRONaZDhUZzhQS_K$B5C&ykj)CB1Xee%~kQ74y`<1dhGF2*p92zw@c(vx7a zevuCIN^)AGI1~~g8@C#>$boRfh2HWas?qmjZiLZnyz4?daWZ-{BX2H$La4Em?wPo2 zgVD}~T3vnC0aU8}j7B&pcHEG?9&c~H&fja<6qczU_nGDQ-Wcf!v?gwr`ssj`nnZrpP?xwjh0=UpS z?b4l4CgCQd+0in~;Ig^VkA%6ysvhJH6$Aw?)p$3P1ZXrCJ=e=|C@aoMzD{KdXQN_M ze;9&8gmkmM+?`&-AwpKCoOyB6NqFcwOp5fA7=`+UhTChs_qWN`NKu7)h2cvG0RlDG zixRW40i}*P18sz^bLJT|s1^rPfmgQE$|$C3E?=*4bDpHRYrZOLQ6g6Gu69|x`=xqF zEZbUvv&kNU@w>gLN6)cEKDu59BA7kPf|RaCsnzH8$~O-)k55fLqCP8aGfPUfe!l|_ zCPtU4&|S-?%@uMkH%_2=4E*?FN#QSXTr@eZ;xmG~vtJbp)hn$<3gh3em*WN#QdZcZ z#5tc8724M#61-M&lZnF&AqxqaV9;xU%7b`Xqe=np@yCQN35EAB4lbgqmW0TS;q6-% z&BqGv%M33|cQxkQRn61|<-IICw0hi!4EYoM6>pnx_ym*owh|Y|NbEIv6Z(*C@7^5| zLpq~RFD+K|9~$%AB$0NE_g>Gjwg8h#6IGR|I3LXq8|cMbr2Fp4%y}i0m#T|*Ob`TF zHS-sSnI!KF6LuYB5tD5dPnRoS@i(vAG<2hXUw6{$+ucZC187+>^VQ`X9^+GCCq2ZK z*(4AvZ{|H`S{h7+m0M35OQEa+%Wa&3Mn{C4(fzfHVF3n^>d>M7rfn;UyUIh*Q)EWWfQK`=b1I%Y21Z~yT_BgGI+Pn?di3BrN>+?cbD#q2zKZ0^fdFq!jX?MOXWQ5j=8$~gD_vMxh}OePlUv6sjJcTV_N7y z-e+Ej`f^ux{cKe%G0(8N9O+aI1heUSf@#4sLdMlw!n(NQW_jpLe*JgbQhtHxd28;e z7K7`h6SwJUd_Q~wb79|w%HP;%a=5UEZ1)=LfV<9X-Xw`X@p;z-dai$hQ!1!bxv_#f z^CspT7-6ockecV6-!`!8Ok6v!ecx-{Q?wOIS6Sa{dl0Pg`F5aUpQ7XqjR>#NtlG!st?!RQlIx$n{wGfTbni=oU$a& zofE9%c{M9|kS}j(*Kf9!lIPiDdK&dju)pO-f4;e)^XY>auXyV1*X>p%V)kt2Gen)a zg|$Y36fF)&J*51tQsx>O3JGVJDfLR6=2<2W)^ryhnNm2Ilq@iM z-u)!NHu3*Bd+WF;x2}C$K|vJ6LIfog0g+Nt8Y~)=9$M)}x<^Ds1wq;&l@wtZx?w=1 z8IT-cD5YZ{1M?ZT8-lNa&Y zSelM$3!<0ZzL%?~dFCGB>c#fX-e*V~th8$5pgxVYaPn-&yLKE`vnLV9G^hJ6xE5j` zE6;m$a}4FBDe)vo2YW(N+oH{eJWrhY7E)RG+OSA)vX*n};g3|_An2QOLW9R&*%?0D zLT+zf46AOS$Id2tT|3OtdctL>M>V_IW-USU$oA=lNq?KNcp2NGR_}r$=|s$qeWmbL z*GErokTyw(O+sxwVe*Grhtn2k94>bu8@Fpg`!w4!^`fca(u0`3)1+9AI z;z21m={~=OqZ#knyD4~X{nbKpT7i!4uH2GNlp=qEwzA69&PY<$_jx1in*=p<+4MZVu!{fg-(`A+#Exmn1_pI4Q;Jcx|M027EZ306#N1w+ z8)OB{dr#;*F#%_qo_r)xjLObsh3<}{JMwT$E)fuY9RWLzL6IWCn%Kipt;-SPxU6t# zQt>boaS8<=vv!5E#oKWawUC6=QT>%v)g66D`e6g-S`!|xg|ns|Tw)9hZjNcoS~|1c zn+4C81~Zqpgh|jA4%dfT!<^_12p1D3>XRRgC;AF`10lPtK!>*+u9{mG*q8MCst zIt5{LB7@vA<~^S(ON!Md*H(lO)b^kK&rjYn`DpEF(;St?( zVVhM^nC(tc0HP3ZxA-rKQ}i(P8p(QkyZH1|}!qGH~XVj?&9g4M`!>;@v{o-pr2_4L69d||M(MAmuy)%o~}tz@6h z@Js<<)|Fu;vDn_jNQRv?RraYZ+OTnjG;|IT!zxZ5R)^`7mXWU zQFFi7#Oy4@MVOWkHEG*fz?tEUhvO!&{HL2{;e$q;DbCB%PNx$QFr)gQm`BjPbzwG! zps>#tHfaxfFvIvHdZOziI7*B*8okRLj<)%D`>09x4|kTlTrPRu^@`>B`x`$p?8aQ# zAJoGhJxIgU&Ug0ZnT`9f>m-Y(a<$>H%#<3NMdmlOvG+M!#vW{brf|d9rRe+IXfr4h zAC-%$Y&ile@Xp;jnxJlfmsmrGBacdLq`$il! zl`tk7_cCt=i)UfVcZ@zc`y`4UYGIg3(qQRcuFh*=w1ZBhcAXitQi(cK`$jH-Uaw{9 z;V4T}uAnCDyP-r3cGcUPv}ktPh_PN)dsq__9|Ykl89U?didS*m&Npv7P9wOOaKg7h zv25xE(nA-1FF0()O;-LBed=jSD4=a~OH_FaeFnvTF38Yywn^}h$tR3@=nHE}GR5>5 z8gSB{LijFf-|kx#MsgdORb|k-&MvynEPXYCkF`&{MVW7D35H`oAi^l@I3r?(9Cht) z7CH8{4l95QY8IDyGDniksGSS|QfBTNm+lDn+GDV(I+?QHqc z)))m+nGMk?Cs42J%}B^2)&zH?X$3#AgY@`W5#n*)!Gus@e)>>mc8$gpqpVHpn&Bbt zyedj9!geWJKbG4X^;`#RiOyN_TgRIgi4@v!dMqgh&>fi-g{3xsGf7bg7J1T%LZH)x zUdW+Ks2}&;a~G!s29#6|IMozn8A>SgVpu($qrI=lL_y&CVJAKhyX_S4*!xh zvK#iXYKm4OFLH-=GcP)y%05c8@dyL1VHX;%ue-GE=zUN5l}La-W1elz{Vd}v@-58(dKBS>PBAaWXF^U^ef-T(HfR(~ON8qBQ+E)3J@bhFI z)JHj)NY|)$TF`(^P7t2xDsJAM9|FttZD-vThH0pS4u`6HjHeoQbv4rrKVD$-uI)BO zx$LgyU6OG5iYOp=67u1XCc9o6b&W-SvdsZM)=h&bdFlM&sk2u{{v$Eoc`P2+R@r=}-Q!Q62` zWf>$GeYkTt*K6F8M#$w^I{lnkUImB2aCL$Hje1$(1Vo`2T^=E^%;Vj0D^Blz`Fd!k z7QT>1X@?b*ua@RNr%Wi_Xcf8qVkX2xXw}gG3u^ka;!B_AFv#KfZqZaK;6N6lUwYGc zo^UG=S=S0+=_qt=sx@EDvAu@*{&E&>bE|z#fJ2=}f9QRTL*T4eLf=l)^62QCjp5s*X>a&g`Ihco}tqAq!Z z$U{``R#4T1;T%zXJ>W|eNG;Os)@EH$S3tIWP9{BVaS4 z6TcFz-gmNPX>u%}kk|Q3fQBRv|JbZH*H4YVCfk&@5N)=`;F%(oSD)+?N86Dk&zg6M zf~7FevmcOVD#W$=^w&%SA}AZHLmR3ZRWK4EQk7U(s&gfBZ&zoP?v^=Gt8(nE%O10a zWxcGP_!7ifDYTxdhN+S)nF4x*nBw-ajaGg?SoOC`c10G-tdVIgntd=-Vnlv;}n_xHJW<9Cg zOr{b$O8mTE6DrZHOQ-06m_kV_=LR!-LkqP;HnAC(`p<`hl8JiQVuzWcR%4e0*@ zG0w_LKT^-wF=Y&>w^ry~_}phLn5Az@6cguKN7h~Q!EJpsV-QS8y3@D1dx0Q*nw=Xy z`N7U{hr@hrNzDxNirn!^7Xl_xHwNu1+va>sBI+eqN2@D`%WcfI1djq{X^GyIoW@It z-M^IeVmB+cD9wn54may|ml$6kM0lG6IvZi*?kyK&WhD2 zUwZj|F43P@zjxh0z3iIlEO`2IRx|yS!oPI3qzl!zQ469NrhGhB(oj!#CJ-g8YNFa6W-ehj zY&#gAUzVw}SX$C;Uo&B2jE_BW3rW7rKT-bH0q>y*KkK$@awQ*))_m~7Tg4f(YLI*n!;0-2pyw|uF?~5$ zKJIBToZ@d4jliC3@+dq1 zYY*d_V$;vw#q}=W1&8IpcneYWN0)#jbeG@=-GRVmI9bERNqBJ=9aCk~o8_V*$lVE% z*_#{BOq+(i!mI|qJv1`z#?0!q-PzDD_L%m1{q}W;qK3VFTV-2Gztc&+ECcCM7mqK2 z4kWt55+^!JYZPwK#9)mmD1KzAB~=0^qOOk)QB&cr!;0$xmr)i;N6_?r4*@hpXk%0j3m~&ZL`7L6l+gx47ZWpVZ>^wJJ@3r zk*T#x;GpokK3^)N;OAZZbeUK|5O^qM29WXg;T^YYI6*s1->%~KG6tV~pIO~E=tQ#eq7#vV-s`P$ zyqB^-j&LZgKjeXE%bQ!f>y8}LpIRAzX0`)vH@gnPh@;`zMClU>G1okZsvsI!5cV4BJ;#6tA{S=D+A71dDz=0&HZQrv zd$sFaM&#PQo=fkAMDV?`smgxHlfTEC>xiarXEZG<-~M7>f{k2Cgv2t~?7sR6;bx&A z@-eH~a-k}j%n~u~`sO=PvZ}rnTWX$-%RQQxEc5+V-@>kc2d*R>BPF7onnHEWu*f7K zHcvVH{B^YlrV8}j(RkVBcOgc`_me zBFaJT$IoO>F5{z*t>ROQbh-lvwd3jd6a;)0LMmj?NkcrP8U>#&oqpA%D9_iXs-*#U0yr${2- z?UA{*UFHh?BA4@z0V5Id%U7nhyfr;XZ#i43M=@zk2{h?I`X&DaasBk&g(sI9vCI-oX6HzBh9QVDOiFb8OPm z#xV?q(I#8V^$EBW7Ty9@TSJw8{tmHY88&h8JvW=@Gz}uHnpiH7;uq9tyVBVP%bfVa zq6=-gk-L>OKQ;zNLgX9DarWGWcBwfJDjZm2MCC+16f^40Y24<*~qOJhe%ThSkf4$sx> zc|D%_6^9#mcSI;zL8oWkzWN}ijt&)EEC|mtYbzC+wG%&Em%P0?zKy-lzF{c>U}zK1 zDB&U&GYYW05ehoKTKy~^TjR(b6Ycs?mxRAX>D+4mKs9yw@JRgKtQ;Z&QNR=1@4e=) z-zdwJ-(ZfE;CxVTcX;ykWx(W(eM$d$`zg8CYC=n{u(-3~a-LY(d&38D6KsZ>#KQiR z0MjaGz(RVGKD1RVzWa0PExXHQ`%YqyW1S(25$;Re{^B_7sj1jUJ5maa4Zp>DwrKZ9 zxK$~M6#CO}*OBOcXFe_W@r!IykDzmd+`)yoxyY3Jv-r8CWWdBY*ut~eO~d2*{W0&H z@`tDC<~upctwO{;XU}AXTW|-Trikz6FvFIugfsYT_r)`#q$dkI0(+xrFpwtZA;Y+* zv=&5W&R(E9%j1ila=F!FxN}*4!JsK}DR-*zvt8wmQoP&ewDb(9C_K&T#~uk0h4t#s zYX!q;aKg-NN#RAhHr?~GLT*#pI<8wQQ&&7X44PE|>$I7H*LbuoDQxPMHbsoV4aBlB zoHjiokI$>PP;{`Qf`$t8Vr9=_=ZI^Lt)DqIMrsCCDkt44?UqbDF32j^F@2ThmQ&YJ zoS@nHAFYF14U+~o0vQv^352^;h$uBQ*y1#puS`{rTSx?v4ZcolO|O*FF_I8lCEsLH zs57B>Zq=0wpX;xvS8Hz@xu-GF9?JYCK*_2zCj(;^>{Hq5)7{i#tyi8n-k7%4Ky8rb z7JYgfkRJ!AFuvPyzs7zcef)Vxz2szpguGK_9lXCWD6Xu-`mtofyb4^7IS&d)uiR`u zF_Qm$sp0`n?gMqq)UFQkPAV#veQ#&ZQOJEJf52AnYhNyeiA|kns5?#OhyXRa_FWAQ z4-|(g?_LqEWA@odjR^bDbrAXSIZKYvpw94WGRCWU8qF^hF}_Ge*{vTP+Z7cJi$<2FmfB2^$d% zlI>H9e#2tR(~q{99+wc+IUwsHFgnX;%eF;%iLa*BrN)~){xpup0B58(ogZZ4MHk#l z{e)h^=k^Q;TJW$XXX_xY1;q0NelUD(rzis zxt{=5je=$&kl=e|nWTcLG%c;PPAO6~9-fa;txMCB2HLEvlz>PuDzryq)flyq$n0F$ z`2M{)B+tngmI|{qYty-Epbc~2XOvea5@~+tqai`Rp2h$u!+D!?W_9&b^FcM^&5l~- z@MajpJ)3~>*-(tkbdx7=%FSwwE-pd$N^7V_;D;}A_KQy!UKcBM z3f*+JeE%ex&Sknuoq$i(T=-xcu$ZKx^ku%UOj-YuglysNN}e{9ShO>K*`L+(i>W1$-5WZ4wHJ*}!;eW-d>oqEm+IsRe*A?uOzR^KVPDZ;Ij3VT%G)wX^|XxR*r!fwg#B8L%QWBHBR zpvhCb@m`#4-1B2ALMo4zJW|8m3MHHl!AkM=(b!M7Ey@9R(pid*-j10wMnIsst0ks+ zC_m_9X4_k@jV0}Bdsn%D)VD1!-g(Tap^uA-E^5ks)4i5}D!uWys|&%UeyB&%ny1$z zPv{$5XMk>&lo)-5Q#HvZc{nSW+SnLPeY%-DgN4p_o&D@zIGw(3DcH-XsHc&Q(VxT@ z?l_e$uXBKY?+1l`Wa0^YL*;0!&3ZdjA}44kY^)V?y@82h79yckYe}v61cY5r{_crZ zuXc$9W)5aQ^vSEti&Rz!-*mQWDA0`J51T~hsOiUxqOxc^Dg}5e&47!qDGE2DF{o#1 zJ+;tF^A{HY`Iu$-7)pH!gA*AqwQ7>>>&(2l>ZeRH#{k+j?khu5}w6qf|#dTiXBa7_^dUL4lCsR`rn9KV!+ITFn4g-{K0w# zcg09)NFUdmD>5yZ z#SIkHHwA7MyMKl#ldfTzBj)#5*N3vwf@uTY=GLEtJ>-91Wop9|j_=uE`)vXFW|yA1 z56;xmo~;jh7n6l-?KYv%Zw;wAZWHu|XH+RcoTO-R|@MhAQJ2k$~XNY<{nNg^J-@4aw!i= z7hnelBM!HzhkyetzIK$TFTp?eS%|jMHE(j`A-T0dCeY=2GtYb>mZaUCJ$hUPN0KCE z0O~f8_u>7~GatRU^P|$Jsl_ez7(Y`l_1^P)Y1RhSi-b^5R^&P4&|t}nS0>$nt zOblXZhIv7*hHEIuq?|5z%1&H(a0B+ksmIW4t0)l2ymp%oW{4=pdB|`$t=i*=Cr3H~ z(L)gJcXU86?oz*z-d8{{>c91df$$7^bmdl5l_|8~c4nGXHt4nCgXiNqYMQjRE70fJ zwIKmuyt5_Ihe%|>{rf@g8_zah3u;4{7_7cWPTymn=7ddh>2k1Zz$+L(LDH;J*~K2M zfAgc1ar$^$SdN7JA{*_8agONI+Qg*!)|=~Rr!C_6l=Vtor>Bl@TcS(+tv6biJuFV$ zo{dx-|E}Gg8Cbe^hM$C?rgF3h_T>|SE4OJEg)GH;h7J?L`kX&x@pt{ubxv22`YI~yq*HV!O=%$^CV`;^hN9+i23Z<_;YA)rkYE7&it?u!O+& zgQC=M}oLUlfaF=&-gaNf@Z-Q89EbzBp58?00XAhr1wd?_+ z=G4N^eROB zNbXvu4}N-a>6Tjq$V*4E>B*f(`E--7dCt2Nf_~dhzrIx$;-Nsi>mdq8^xD8qH^cb~ zdroKfe0L*s&b+t!tgih-`x}^Q{g?VJ3(uX&GihS6iI|CqX+)!EjCiOsyS`vjeYxnp zmDc-^oFk{}YwMbJ{YX*RpqfF=idt*0*N-R0a_K}*&zr1c;w2ET4GrvC zZ4j&o)r5hyp8D;LCHX9Qho*E@S!!d7qDgj(3eqJA?uEDKT8V9~jq-_lqwHC_Ad}Af zJybF{hFCxE!RQ?oFEXJGw82t+<&NoI_>j)!-pbS=JBzw(!vGS5#Ruh?MBgDnNVS^B z>840rQ8XjA%eliNi~5wFr{Xi`5QT>u%}ZS)3&1r~$PgYqEje-p{Pa!<>P-50Z*!Rz z1M!CbCkX$E^VbZqdu;*wU#F%WM?lFa`UG=#(jBz^L}H0d|J2%4;=MQ8)u^N6Utc3L zPe9fTPFY9O?=0f!M8ij~8rXR1Fl?=}Ne9I`thY&^?uEt|#uN!~MOu8c-g*$YvqIqaqg$;B;<|y(&jy42mwcATlWCrEvqQdE`wv3r_>tY~(b8$8 zxd?n(g?$&SnF#?a9nCxZ2pM4>7-JAN4``g9E0nEU-p z@+2J+Ge7gsr!0I8fh_d5fmFdapNE8b-~Y+Lfxb+`BS6^)0^H8cU*(WTr$8(C4MySU zYbGXr0EWm{|GtXElk&n92J6jR*|1LpHW4kN5YR(!Db#0?G^3}*cL#ocl1|y$?@Lca z6#y`vLuGHF8^e|!#MK=>n$m||AW;5(I<)mfpY$&eOLFzhtFAR9Sd*uXSkL*tFN!e< ztf|Oemz*Ys*OE9}m#|_mQU>(!e;?dUkvCvLw8hgpC3%ya3|kZ5zBaW11MXZdLNa-E z5_keG{h`tPE`84+kIlA+cV}@L6BBTa^L=+zcq)qrplySpf_C(Ga?KYVXauLb=f2jI zUU@3{{%CKoKTY_=Ut8m=z;!Ae2L->zGMVc6*P?&9g%E&(a6F+i`6TJb*)!bbIFIuX zSqV-UAu5+&Ya%oPRC#*Vgfr zJ*A&KpEI8+Z|G<`tg=E$`0tGJgdWhyfy~Tvplp1{R|eb0R1j-jOvVhY^inBkB6jGe zG8ucrlftZ-B|o+XdMPJuFymIUU!t%WC@P2}6Hxj-hX7)S_fi%FzVCg(X&564+1#a0 zA2)We-DmLquMX*V_x4Zj5+IIfm@wwwe}GE>^yOCe7GBsPFn@@ixN8ZePak*Fm#^Cw z(C62yd_>ixCVsc5b8-FpOfD{OkAPo${_6|_I4S&4V=-D`A>kq8?bTZUM4Yf%#pP>1a9 zk0X!O)J~S<3}AaE@8#l47A*>wOiVy7-8b_})!JTWE;EGk*U?B;NdS(Ng|^q)|9I=M zTLdN{YjR(d(z%yE)9|mttGdwL;^z z&zV=;&M(e!spy`h8(@XbZE{+{FIf@D#f+JJWnw>#@iJYk_@Jc@u1YS^Tyx%Bs!8qd zBMK(k)*lIZ@jqr|yAc?FK$vFv_3qD&=ul)-j`vboExr5t&706Tq+M7NlwPjLq@BR( z{#0_4EP3s9)BD~pDl<#Dp|P?k&%fV(3nPz7$w7&_G6xdB~k!lpgfjv(J zxZmAJJC^U7N~+a`MD^nh@YDzL+z_8F{zlr0Hseywg zqDm6~c`^QT+E)Nq6xYi@RQZLU>u8WUOksOXKR5sDSE`6lpFRc79dF*J&ucIyYHVzD z7+W~pS7gR2g@RdQzR?i`T?+^mDSN%we}1zN5H9te`Bg>Tk6Q?T81wsr!6ofS1k4I3 znm6}FP&bwcsN1mO#M%@|U-QN|R!XT>>PgdNG~uiph&&vYTBbW4etdl>FSPtP^M!{71A{0Dq<)db_W_rKZk|77uB*g-mN^zqewN3mS7llCCX zXB#}#$|Z;1fU4MLBsp!y9cyL@ln3)5*gjhyS1!WS^UeM^#9h)f20b2 zk!f}vh^E+yVCA0N1f*G-CbYl3r9XK;f{1OO>HW=LcJfai2D4TT2z>Wvr~&`dib<;T zfvzKgBe@<_M`BKQ{@KfaN(f^dpfpr6GmJja_YV^&4F$9lf!iMDt(iu0Fe&yS7@!=` zf}Id~{-213e%T(8VzeJgoo+Y1{70+*^_NE;f;lzyU|RHP|Njxm{2SwR ziU#o7GL5#V97qBJ2sRju+MvF|@(&O9-@N;&q{oS5z~CjX=5_nAg9mru>OnN%p~K1q zO&k=6inqS-JH7F*-v8^WpFRU9t)G8@kRL?Pp##WWQW~~ibfIDj{XH=^2%Rl@4{#wQVrgV+<|Kln2-sS(S9-^U0 zEC2e(J&bmP0oha(-^Dmx#W9CThR@px?Ch2RCMQI~yrevPa8H{bK?lq6FL zv%=^Eq@6xK<8l6?)tBQKwL*VG3y_d8M5c^^g692`G>j&45ut_3E@4UaLH;R&qV5jO z)178tIy79YlIPSlW&HfDn%gji&7o8oJYM*nY318rA{=V?(K4`(sK#{FG~?DUwM%Qm zP&2pTIJyNhu~^|1{e@D%>DgKx>So4h8a;1Y9=sI+i=kRr#-Y|sH!D`uc~lu z{!l5FawkfEX|RXE&$7%ZJyZp$#7Tfoo-s)LG}abnpv27F2%v`JvnUB* zmLg>+zS)SVvHpza=e6MxMFz&ts=*^z|M9#2UKu-k=I5k??= z@qtOnKvS0Ydc#9Vu^Z&>r*gbBai4+DqvC04Ae~;zSjr_#5FO9NIGe+S!bDRq)<*1^ zFNa3{E51*voh_yFgKNeZZsgHU^5s9g#gf9ulR-EMqRH60B6Gv#-jI$IGo%xlHNAw# zC#T$J=16kJYzQ&T|KuD~^kN^^u-%TV_{O$8z^r}vTKBcdhN?+^BgQVDwK**T%B;LL z%{|!~=la&DN{{h-Q!{)H&2NH1Ae%aH`8?ha_*fn7EAR~FvtBI5BV6}0_(H0e%z6%KQ~Ptx^~vW3UBSOL7A-Ou7bBJywk$@nA~Y?M~x z(qQe2ikfKSX4i)*t~_l1s+rmhQtchO%i7(an+OQVX|vYY5D!J2=8rYdREWfTGSC(k zwH{i_+_YKbiqj|PlBdy)5xi+vb)8ep_k4D|r6re1bcDW{keum_1=7c+o&4$?*Ci%@ zN`?qxQp)FI3vORWd>n=cT^qTP*mtJE1(cE1E!3}fH#@6~doQp7L7M9=kyeVA+u}cG zZkT5~+l;uzl%~wwI4`j(2P9Bp@Z-rp)Q8U*0m$P?PCLO#lNr-L_O2Det7EwA7qQC; zS_Vx@*IQq%nE=Rs>%7OM`Mz=4bj`F<*y@+{*SW^E*Lg*)zvVd$?+r4W?TRz;&kE)} zlU3Hc0d0*HGT!)tzAC_SztC&V58#+O)h9Qt5Rt1k+OJJtxAlW2O0)R;G3>>KcL9)_ZGB9^rGxxNdAQb-wC*l5tHPR^G3);3^ACe-;-3%4TAh6*8SS z+0^GasXOXT;WpFOKOQjFA$nWN0rg(3h+ zdgYGPeI1;iUfJ6FCji^|M;@;40wF!Jof_Il6hlDqt_^QNO%*Y&)0bn4yl{?iL~d?( zYs}5suC2KM#8`T~H_ARjZmn^ovI1ql_mRnXr)=-Yi~hGmD)XkWTQ1Mtg>5@BavP5G zbvwAjI(TfpTwr@JqOvTCPdLlE3k;k%ClcE`Es*Y7#F}CYpJBPSTAxtVXj2sKs)(+d zAVKvv(6YM~Ri$j0Ouy;YI5cwv?L;@Va`z&j8mOdM`!2l~p}(U_WPz0n=5y03b+Wd4 z_Q;Cg+BR2pOFNaWciVVNpaU?~h6!y}`p-nOXaW=}mAw^rjn6=dRWKjuXW3EnaK>Jx zL}z{Xi1#oAzr}Di#~uxb^M0wSLieG2YJ)D}+fJltt?;^s#^34t(`EvDFgnNlaxl_UPgth(+t2ep;PDwTZ*UkGFVX~3j*4^Dw zPJ1dw#MPDnWHzrtL=qg0&&4;vmqjjiNor7-cPrEsTr9lN=fQt* zG5@vEc<%Zc)9uWX6XRjZ$aluG!vx4aJX+#PX^WWWnruvv-grYuQWguA(a7^Fdf1B< zXFYIDVrM&p1`l{FU(uEC%;H3nEoN6;)R%9W^ue$Kq$y|^*S3e_ zmX=qs9l17Us%;4-miLqo7uUX_iWtx+9QJKnB|ycL2&Bnz@ji9=o)axJ%eo1C07*`k z-2I(%*qb{b3dyVk?Po#jdPnei6c-XY4U|Fw0Jymv9rgZ^0aO&9c6aedD7&UoyK~2f z1yC@L$g0?crMAY4nVAR=O=duN#d>#xE(&!SoA%rncEybzC!g<{ziF{6Blo}=;nUXW zzqj$Vn^Jl9<5>o)_PhOswvT2wb;}hdINa_8=^S1Z9JG(i&#Q|fV0KXYL8f>v>!Wvu zK|f?x=J;6y7#GfFv$spcZR*`s<~RYwEPwO)XpWIh+Dqb=vCfC9iU8Z{csx`++%^sq zGh*S572lw~4IQ=k_Rul}Q7HQ1%%+w7bgqBdpU--z4yPU`G|mh- zC39Jhtq+k}#Z;Ncl_&>usg!xB3wdt_s(G%T2AXBeQk8cy%gZS1Yi(UaYOq8|ymta` zCjebtqnPR9tGRPOD5Tp8T{h9~OK9aaE0r**Q-s=7D#Y-k`3Gr?%NPBEjjP_Bw)JgH zpG0UNUbElO=H0f0hK7ZW3O7D?&ee>o(e?BOhW~F45fe z#^UJ6On%gT$}o%_oUzOW7xI#Gx3MF$vrBp_MW4_ugN>h=K5w7Zmu66qt7G8qPLr2K zsfIAyL@ax-4{h>3wwEXY5azL{VVC!F4MY91Vw~Z-GXn1c(Z@}VfQew&@QxI@#um0w z#T%Y83azDc`8`If8QjhMCTBA_PW>C0D<*6EOvy5J=m~5Eefw>@9IBJD?1wbd0GfRlDZ<`#qK4FhpU|Bb zLAUP7JGVVbUf9jiQ+l%UP0{Xi0C}{8vJXNL={ExNPv3KS_fuH5YOJ}NN0gAg%Z$qq*k%(({`H?4%D{SDr#lKs&( z0|j~o3{1+tQ7RY;BZ?_7!@(i8xxGGnHOd{Ss+w!99`2^36P6L4nSm&?ws`&m{^rGt zj%m#%i_8j#a!Af#YFk^pKq)@Z$bK80?xB> z`0t5c;hzz7R?PDYRE`&Bi?9-KG6`}~Umvd8hN&vN92JbLU^CK>e_UsI15VPd6eFg5 z^3pByT*bY7n=-OD-Nz|rdP3)wop1OSs9OoTm^@o`g@Jowi78A-3q%DMS+dwm$1zGG;JXe1~qJs7Ni{DIudQ`d(RQ zXIpWuSs9BKu?5^;On-L9${JgSYn0Y7UEmzvWrW6wPFsJm>D4sMGo8~faEqU^QV$@B zM*hV+u?Biayig^a&;Li!`TvM@PK5&3|IUwPQAdKd5{5>8jk;#~%#6J|lN&%>)&>^U zjL;l9*KW4IP&hR0=S*9oSU{}D&sgM9!Qyb8O_nfo*sfAs`gnb9G@~v>UAF_a+r*@Y zox22uo0U~$zqa}9yM!XYNW(g?P%0>G4eb;_q_hO0YLl&1gA{j+QmTYiB-belZSQhb z!9KgA0#pGbpTuYyu+9othZpr^ zhGCJr^8#=Gc#FkB012O`0|s)xaA2NBH(=wvTj1*tPI?&q+R- z6lIn_7gf7#`pVR9Uc&8pCKN|(MI+ca_9RK6pfD~z(hk~d`O=P%91wVtX|;+g+8v{H zIZ0^y2gK+;>>oB>t<0?HR{5f+?8@%d1=Cs*MKO4+pJwxh$mR_Y8VoS; zxFyJacJD!!TS*`lPL&`|)qQtbsDe1AKIp;~SB>)SOdoA};fIP&rKZgBH_d#*nn&%m z4_9jofw?{QEBlV(Zi}XZhAlR@(sZR@G~G>ylHvmr8|k33Q{7Z|0}$90v8*_w;jU1j zCqKB+ZcuQyb4kWEGnSsJ`HYB{^n1ij<<2Emciy>QdCdxKmoL5ebJYC*8Ls{o=|_ZF z)PJS8>s<1jRbiajB_^G99p4uJ#`Gj)lFGjXuRVyq_riZsIRP9=y2^x2F!Khn| zNEMJ<)hyE@=EY7R0OI?kBkwXl!1-3Yz_}aEQ8qiQeWk=gJOwm2 zx`T_ZupuJ*3KMIeA2}LJ=F4@2EJr$MCN{5|v_JQkLg+?^Rc6K3o_ymP)cMG6_IqZA zFJ4n$U;DGDJ+cd~jxxT0o(_o2eD~z6Y9U;FO)wiW+kcNZ#}58Le+Hd?xo9{#^s=_! zXa?HqI*6e1GX8u&3HdUGcde#8I);w0juhkeIZZ|Cuuvs=OzWTt==hG+bGcYqu3!NZ zx5(6umO#=Bry6O7@%O?*@yVd&b;-JoE77Ls)3Cz%iq+5NsgrD-X3fAd41C7GLM1ll zD7dZAlyTxz-FV42~yYTEDp2xoT+S!K8&SvHzM%6kbqjb=v z2#dT)IS>PI9sAnj0W^Tlp)9)Ia@S#T_hMNqn;!M~iY)^k2Ycx90Bo>d{c^+MpS#($ zD?G^{IIW((@y$^F#S0x2r0L&;r&CI^#^< zU+wI-UG{P`38A;fZG$56G9kx_cl`3yas)LwnI)!DswV61J$;-;C5R#sIGENZ|s1 zOoh(p2V4(Xf@m)5dE%p#k?TB}7pUwi?$y1ey#hj^`<4CWwYWn5VyEgrw!~m<7wpEJ z2~J&(1fSiMOW8!W0q24ublAhAB7^zDJ2dQbBF{qO!a-swYKQb>^kn?*E#g$?QW7uA z5wn@Z>Qq(Ma&sQx1Tj}75YyCfc!IQqL+yAS+#+wJ#)30P%ikU{+dok`4G zEWLL@cqfBlEt~z2L5|%ER4d)nM=#HNlQcoaH(Kzzq}zI_X@_*nE~7~FkV+KGYP{QA zdL?o$xIT8^(BB*t79En)7O=5?iQIXV!QtsxV7)t`Ltw`la74#-Bw8?qd212J&kERD z6#5UkXa^5%o|QAqOsfc8-1q{4r2eeq0SeF!U#t3YYx*`>MX)hv1erbl2GP1Q^hTth|aXOh6U<6 z*k+a-`Tun$|FHT1!UPbomwZu=h`V1Vo}kLlJsTVWvW5B2oJgBDmcPrsgiA#-`IEnE zmX9jTJ>^O$-;fUAroa>!izNRPm$#N@&gxA)+u*<8R6A3^18qMO7PtBgWR(bIpGa;m z)RDA!Fp-89AN@u=RsD=zd394J=C*CdgI0JGD4-Z;MM!znelD<;LTNX)dU^foH!1=| z5;=aM&e~S&cNTgQ3QN=j0C$MG`~>W2x3a{ZT7UN~#F;rx$?aSaU;Y(M{Jxy8q9zKgtTU$H<&-zJfa={)7rv1sNUuc ztNE&DK7_wn@%kL*1;{0HJ+K~UFVSe7m@nYJmG9BrP>p zr{=GJ)FvDH5-mkhm2cGVdgl%{eanPdbe2tRp5uNvz+t+#OH6HyR>X}-ePzA41>XKrCof~_9L5sv9Sf+*pWHXnm;rqBfmg=b6ICn&1eS( zKFb=hyA^)|GXR^9sE~B#lc>i7eQ?}Gj4^ML`?%02q4(l{T(}`zs%f@&AcEh=GbdkF zB%PkReKZAdRfmcw+rB=Y>pghGER&aE$L333yB+Fk*XMQHt^)m!Ohx2`Vx1{0D$TGIkyV<)TjO z6KSPSsw2 zbLbGCfb3lIB5RxHtnC>erC6Y{b1MO0l-7jylP842$+iT z9(cI?%mKtllCcJ$X_D%s zA?Pj+aQD3Kd^?D==jKU*c>E`n(#-5w58Xk2ghz=WLLoUqqlJg$4`9X*9lmVD%T06; z7-xe$NTKq2ojuUUp8~4y%9EUZAS^lQLFA9|-D!g6KIRKWr3xJ=R)<&gOcIkNvB zXWtnP=i0TsBS;V>L_{ZuM2+4{swg4RJJGwSql-vY6T)DWBzo_CjHsiH-rIy>bfdSy ze7C*#^S;OX9LM)O>_3kAw_L&=GK2ZrFX8%d(c%pdy&4Q znw9c5Slzt*Pqx*hT+l`cLKYu_L2{Z}{1dzQZYE@Zv7+YR+h@J@4{8Vo%W3*gzMJKH zgOwce+Uz_t#Vx{rW>Bx?@Uuq!Dw{@G!M$G`9)Cw_k!P1H)_Ke5_N__IcDOx>VVLg!rW|HXz?R4k*bs-IT= z!O~eMFnDwhd)o*W3`!lF@-|}+*xC9D5}5AMW%fQ z!`~jwNyA?_`UKL{*f`f3PVc(fOhlAW`b^Yu>SknVhW$TqK9t75X7JA*Wmwpvvs<4i z4K*Yqi_M>aRaES2+e*}F9Ucxv@hcv=F9DY?2)u)!jzjxcFT7)ao!q!eE^1A|k9+g0 z2rKcmS=dvO`<=8$SpGP*(iyUWoopR>1B0~@^ z9VUy#cw2o{UjY`3kXFdWE^%*aK56)l#aM<0`55T;zW5rp81FF6DyAc&XN&|4bhyDW zJDI&C3}pC^`Pfqx@R6Efgg63<_EMw5ho9}Z?^B~ZO^(&?oeOBE6q@$AkDK6?H2P8 zvxx1A&)dM#qbqt~qg+>T``}Kt?jSAFm-cbv0|tKhkSPhDn)vPGDFO(a0cT7HI7S*6 zb$u8Lw%9C*>7FXS(2=t*p9rps!kgg!O2G(og*FxLK?aDa8(M|d@)-`q;hZcj$ZJ!; zV^9Z7sWTtv=?X_#zfLSoF5-3hr1#JI|Q;@VS6Ec8==32R+uYbO>dELQtVezx-ON2y;X=$y8 z;H$wG-Wgs38X~Y^14Qa_!uExH-e(p0U_|_}U(25e=WE@Bzi*N+ktk>R+aJN${U~(~ z6X9)gGT7}xt?V@~nzsltV$b#9UrjgK%Dst1Cn$?2p5Aou9HDBk0zEXm2wg#$2}CE< zOzpICQMF&SV1K3pr(&#dcKlfKNj-2?b`oRh&Y)>&N@1i$dt!UeZ(qX#qk6PgO6^*j zV$##&Qfq4dl^(!b&36nf%77|m%hetB9P~IWmo;4vHm+BDZ=QVX$gV`Kv>xr(j zgSORPoBfO<<~|P>q9ru$w8!-+bf?s_TX!daHK=rgmqC1Cay3ZKf?!1Prb@iv`vYqP zS9^5km-xU<6WP+AELMuBv@ufgn-rG&GrU4z7mmeqDn&yl(nsnSn#z{xc z#rCeS0$x**h$QqBQ{m<9t%qa@%|d*R&YbU`?|ez7P$Z#5$9JKC@|fa20Hm0?L=|3F zXEu!zLfowO!Jo}PC=c_*BMwFiOu*eT*!BV$EW`F@nyK5F1Mttixz$g?p`xp4@~|ly zD3N_l=ho?*wamRusv&E9zrM_ASXW8<R?AmDy!3V5+q9sUT z#S4}q2%pQ*i76%D-HD?PgWV%dsQ8)+S9=CQho?VC(x;@PyKRZgTG~=kfvL5ObShz- zlGttg+4=lOSyzJ|DRcm{#vVU{Lx%apUhT9GytSC=r$(PvZS3rBeg)}^MUQkqmk$Ul zosqG?cxdfbwPZdIJI$}-L%Gjhzb?`QrqWs_ualKMtSP9Ttag=j8p2394oe>%K`<6g z9WChNs`dek&*e@@1}eka?u=`v=KYl?VYO=mEg`xqKR*MfX-0@Ya*9=&kQ05K^4;sa zYoE_7<2jigTEIB|th^&;?)W{4dfoJddZDL>t!90MSLSn6m2(g5WNYRd%L+25F2Ze3 z)uI8NHQZi8@F0p;`6k%Is<608AwqwprhJOm;36?M=FW%Fh()IB7FQgkI`i*+j+fON8I|ArD5Oi{x%if zt_xALRPaxgAbs%mUPBDGPI`-!(OhAD{X+J68le5{U1+dvM(J8V8~sG1|*S%573e#O>4IaA?7s|KUcC) z@G|EG35D{)1`L^_zWB7rY){&$;FBI$@LVRN6r<73>T!f-zG0u{UF7K+xq9|P3Ao5Y zQtn8BVrfOv{Oflqh_<(gm-*4a1X#%cqQ+|HDLL1jszIkg=~>%|3o(L}U*8Zyg!E`t z|3o*BcZ~OUwSE$d()e!?W!q~_4ZT=jJq%@MXCD;kA=W;qsMI*{!~`K#%F(}nb4U2P z!!_O_o+EQOc@vX(OdtQymOy!WU5OB{yuB{r}Ra_M$b)oaHgl)6=4yj^F%#h3g> z%|{rA;NL81tYdpF?g#Il>M!W5y|YumI{&0JGoH8xyNBZgpq+=NZv@vU!vH4r!C=_1 z_I_E3_~$fPKtPOL^E6=&ag4eMz8=Y0=1iNxnRy(E-!%4@=hy(kYy*Lc+}g{JkB;ZY1fP+rR6m2lYz_4wFS{iy!4kTjy8Th~$3K z4yk~+0ka6~xoaYdmnM?UH4XBk@?tVQ$c}`B9p=Qxs(mAOjf6Tnd%$11*9;)#>2l1D zk{%#;^DB@wD!MF_nq{iPC9nxcEp-|H?pA0-(Kb?B%kpGw(Al&y4j)pgJG88Ej8$e* zlRk~h{#LMJ2su5rn|Hs^_!jwD>ig7?699;1nuzC^ZUbKDPFb#&y0zX9qx{yq=Z{jh zGt?+ekQ;wk+APZT|L|q*`@^~!eXjv6F(CU5?+`DKVjroFSsUgnoUyL6PGL%V5*%v) zJJydaG`21Pt&M8iX?r)Vk~0ZB9d@3a+cJz%nxCI4VC<>}n&c#p4V^+>e}6Dp!3&8i z1*VBc^H=z0Cz~e>fT)xdj=anO&SA{%`WfTOr(Fbu^FviGIUoRPbgbAZEWuz zVVf8M;VhQ?s90p&7u9UXe$*P)o|;@8lyantx6;b%hHzFAae@nUjhrT{W)^cCL+@;9 z*Xg523vS4`n>yb!+T!T*7PUK!umNoGB>}{I+rO-bGvzLi24|Sy6ge>4SJY|TjNG!K zk4O|gC}i?0b+`xqcmVf9j$Bze*Q`?erl*ts8q{yBAFZkK7SY}FJmDt$HVwbq`Y`ct znpkqVTTXbpJ`ED13=`$)Csl4xFsvNcHr~lE%?-36+y@_#((yqmoZPDOW2tij=jRvl zi=fXUWijo$UntzBBu4Y)9&~xQ7ZSE{u1(o|^(^A9Vmp{*Cn{d{(Ol zeL}eq6(ko44=lwbK*slxpFyh#81Jg5{eB?N>ai3Q>WsTY+g}f+zU$YJIMUHjisp@4 z!hJ|)Q|$p<2LQ6az=`LgNoe?$P_b+CU1M(7P39v|-y>T)Q3Tr%rJ}XkT^On+x#)5= z(hryFzDCW|AGXtKlic-1w$87{uDIIw>~`;gBQ?M_4kwrcqWCa-Vhc$)pBmlk+&f1w zi6PL&>oI7H$lYbX!aCfn8wb!U9)vFPfIDfoO#1I}z=tK?Mk=i==>&b2FH++*6FxuI9%8lK8L^%<~w2qyKUnq=-N=O}|lPY1PeWllV3aONz8 zSpsp_3VB#KryYab?W73-0-Oe~cnvj#raQsx;T)a5^Ke158#v;`Ge1GGNm8V%*sW;H z<B9edt;D zQsGu9)R&&nteh@!tleP}A9Nvau)0DZbs=o-be0N=1$!M{!PobYv~^*n&?>5a2!Q2U z1x|(Ckvi?TEs|V2JIGDvP(tnUHQXA=7Fk|tShr_FZL%QYtyDBdHn==l-m%ikU(vDW zTn`5DiNcZ7(W#05O{R{Mwa8#W?<0qW5zp2AaxNL`?r$%6~~;H%08e;yTM-^i^$A%^zdx!y-n^}%~>Z-Bo(feT3&26Ea1 z9W0~-&c$qLF@jgOeQrx4;Q_ryEMk%X#P%6)7>86kDK--i??K(MGmEdbb~K)(GCB;0 z%s@s8zN9Hex52r!J4ZijB-OgDg8i1fX$7)UBwz+b5;gY9QmzY&w}5j?aXXBgdRTG) zBli-gF+6y^2we{DIFxs5JHp6yG-r#^Wo@))?9|6F(?uB^@_SFFhEdM-(>Jf9dm4yp ztKf_XWgvaKv3eokUUmIy;pnPz(O9@f7@q>Q!!XP8o9U^vE^dCvsS^^$TbWms!T4h6 zzT5sZrai)_HkIMb;OOWWCA{8HyYry8_$r;IVogAp*xeMTD1=D>hkmubLBsK(#oizh z-+qmhSE|)z3DD`=+6fh}Y9qkYHJ0{#B7B@`2RJr`$Q1TYo!Sqf<&k-MC2?HkHOx~0 z>gyWnsP1#jmDS^CYgL7!_JByNR2w@p^O96y#Je^fn4^Y{z^?w`)@DUM5DW0=O_DCP8cZlV?$NFN(kdo#v8}GQ+I$WoSjV zE>%tDt59t{Pmsbi&F9=7>T$-*@Op_o|D#a66vt_^ z90BH|?IQnihc(mEf*<`cIR-eZDbH#rW_O!`hiB-3tlVrbCU>Sj@j=npO|yTSA^Cs# zzkk=$Z&en6f(L96^g^JTNvlW?+xum%S)eKZMV|dH?MK~iG`umk58P7o5_5Xs_C;gF zhUB!p${z)W-c|aaq|Vfh&q_bh6UdI$QHc;$)RelcvM)et6zk z1zpyVX?`u5!2xD)U*=<=s9pt2oBINTL&Vy6f5fE3v@&vi+93C<&Rre-j@W=FTUVs* zhJ#MRKEz&$Jdi&Niz!iygb)vz<(k2#MPm){3pF{*UjwLohRb=2(>|4^rF$=7hO|oq zsnGzLHrO{meNwLs2Qb(2P;P|V*R^KrqH5i*^6}E1?`S<6;GLGU-!{0)zak#>X!+IU z?W~No7)Im}7oOyS!QeSWv~oubABPsV4n@kf8P)}kPMyvwMU5xiSDp21C*!&j>PPXR zYt|UciHgICE$x%>j8KkFZN=W>C$5LCMXAasgeLx{pCwd3nY!g>gwL;i@Oa!*ZOJu6 zk^h!{VDH(wp`i8n$Ee%DxzSWQJE#7P=t-#efQu?<9UwkneN+3z7!R7Z@JLg)T`uZ$ zUpT1i#a@KfK-O6k9k8hX+=sM=`>GELTlzi}P@ zTrzITca+-y29TL^=fry*T4OaQaGHzSqLLW}U z%9aM3G@U)K*{!*+^**)J&Ua9KA~u>Q#-AwCLOi)3D(8!s@DS}$IL5}I+`HWueCE@g|ZDK7t6SM-R%14NEJjK91Ak5tu zZm84VmB?FcD`HNr0nM6jOrk}RbKNnIx&gumfPJ3TOk+Wev19;0sI>y)1*j;u$qd$+ zSD0O(bKh$?Q5mo)fS0w{jjFbi&M%p)F(=dcUA_12n3dEHH8X{*XO_UW~%% z@_5ZI)7^=B?1R>8%n}D0z?~_e>)cSYuD*Grnad1`C z{)uHi;W2;+5Vw#g8>M*%7D=nqrD}M~R5SM4qaAoM zuTP4J%bgOt2weXosF_2)1?_c^Om{6=*s2O20R$d2&!>Uw!lUD5Fa2#t=8b?^HK4@3 z{3P4ouE%XZX4jI2cTRRIk)5%Q6P7?C?Rw(#Nm{S!%Qr9dy=?VtXm!CWG{7)_CX8E) zZO(aivI(V)YLbHxJyA=bV>fZaX-6>1v7YLcKI_Z~XL!|5e#dX_s)v2A_fa!ByT(&F zs;J~jo9t{n|E)nQokOZGesp_eu-(x23FKTB8 zj?`$lXT3yO-y$S+<UzCz4i%`J+%*gwGgo=s!(0se@Qgj?;Ol&@o5P{P= ze8x3AZZ~QOAEHJO(0W~FCW{nl|JX&b!PvjJDxBUefWqW4sq0PzopRg9 z@?9)ucq^I*h zMxCLu#;@MD)K@m5S+^z!TGD{230CWSrQHoc&dIyhnS`p_aqJP9t(aZ0OgHJ_Lzij8 zk_Fu&R>vw$fC>^_24=W8Y1e>HHlwEc!)KAZg$N)Cgx9pj78sfnq=5A56Tj#w0r#M> z4d$(Ux1CV^S^vzm65#ec_(XEveH4)pBQk zN4AE48?qN`i~FpBDzOJhVEgQ?r{1|8E@#E2`VOdz#Iw^kf6&U=6&)NMOqNg3i#a_* zHZ&P=5l@hRyQig22%XT1;#6}=5qxEtALUSK;<+9L!jiiXJ-FFM!@?ZS%xbHiS?pYE zjz#RtDfIwz6wn9=$S~CFw%WR325~u|D4RW<=Ww;1a+YZ+5ZHGxLs}hRUdFL+T@s{s zKr7qH#|PVFZizr7j+gOx3&i~id=PNzgjN6EgcE807tdO4MAyu$CAa1A+>(_XP#iJ- z1b7VVq+Fks;)+WEPizgTY&9s-gSRE~=DM#8swVqpRAv2`a%T)bc^#rz^tN_4pT$*$ zOVpmZNB_YI`3F+U{A-MQ16#h-(FU0mXa{z3w#N`Hb)p6cZzjx;#QEIbPer4Hu@AHThX==_X z`y#jHcYTz8yCG%Ey;B?%44jw6J))#^RG0dylWzD5_7clZ(;gfHLHh8u(ib+bm7Oee zF&1a0rT!n`H@I|rHK~S40ODLUMn~?%ue7To=VaNX`KFE5d#AA-Ua(ztsa951dLhI-hX@Vno zT&@lhT9I@7icr8pL@c3mBwmA>?M{;=!HZ&c6F)ygwF+Ym0VW<8k|fpImoyr{?C(r^ z6dRadX7P+!cK`H|LfZnQ{@b^E8f~$=+|OTl0;J;4AEu5jOWCZu3}dCrB^HYF7&ZmQ zOU|_&h1w(m`AUvLPVP7^b1g=vp}b-n0_$4a*M7@g)g`+tYg=Q>k%%P$?Kk?l)PTdc z?+n;;ity1>U3!J*pnkjjdz;m_NpmL|OSL~>xP zPg49E6J=fJ;sz`5PA=4<5!B30!Q_x(=9U=vigbQ=ZLEcu`N~*np;6uAWV8ZL&no|&(`I|R8DRlYNa9YbvWi#3DV^Fw!%f=1UR+M^bEFF!e&Lxj z2wb^QjJjh%pJaW8Uh{_C#(`_1+4*%YH9}3QQ>5ltyFqK?fIMq4sy5Pm{Kd~L^klSDp zh;wjVTh@|zm0w#_)P{TSN+zlU)P3A7hr@Oq=vJ(cfGO#&r;RObA3jC9>DS5VZKa(> zPMa97i!!U<&D^8|3`oVq91Yc653r%y#KXTW91;l0M0!C$FGakB^$&;XBQ1xT8Cra4 z^{@e1LEJI_f3W9p2YezOeYeFdn>DO&Q2 zHMG8_xx^)kB;e%ZOIKdtt#-8l0~=py)eK?ACG+vahmPyH<1Vi^Vyfb9`m_9giN`om z@dco<<0b4ZS7fkcZO(xV-)`JfZ_{{kIow4o5 z)9sTe>pyP_Ip-^W&rtnYE#2HAzk1F0z&J$=XhBt@yvk$v3^*#v<-I)@o2Mt#*`f@d z-w(z`BXQ#Fa>qNNfX~=W8`=C+9Sh_=H-O4Ywd-zzN{UDi8@h}ALe&~+jW?#H)&XKx zXBVpcI}P!lNs2e}KPg#86SHJF`7b(A26)pOYhoLq-R&>F@Pjv+`~E*^*P+;Ozobz- zHuBN5G&ArS`a*3Hf35BfCrO-XDUf)noqp*0CmqC*G(hjxX37_ubG3K=-+l3Gn*iWU z!6Arb9EbOXg6ZGSk=A9A9!-1zJ-&?BBz+(g2MknhPL=QYmfgbdroFk>&2mpY;|4!} zp%+7V!Szq^^18Zl$5eD&zyQpsZEICUo5kHYk6%+4Qat&)vo^1n#fL!$w^Z$iv!@#Wjx>{N+6e1H}2;#9vxDq$iW_*9iq?zWioRM-xa>V;f^bR3?hL%{udlG2C2 zVI($L5`i;6ql6XJg}`psYVGgcGC73VA2&8SA@>gjF7;6N;x=t2wpaFDwkVB_71=Fw zG-n|Kp%z`=hIYI=iA8Y5&YUx7@#`5>7l11)ukf#ma)t?|vix?zlW?6EdC+&CC_42c zd3!p^g7i9L+(z&{ijfAZh03nqke9A#A`1SMNW#rX#>0U_LF~mOTJ#3pDR_7o0uGcn z9lb2AmH~7#6W#qHsAbo#bN>Yt3Y}}434WJA)qDEt7ME-=VmWgLZRowF7t_)-_d95c zlFsMkmFYa=MGQZZ1|U)3fe(%U2&$sl=sElZNK30bNrrPC2 zZcsT4e1TpWa_YbPKYSPW&Bw1chsvMAL!NbLX3zb0uH~3JD)*udR%JF0dUsVcQz@xc zlaZX1=&Kyrs-IV}x7!62^eY&@kz16?Veh+ItLF7jfkBN=ls*AKe0AzD_1*ia2%t(d z^Mmr)Cjg!6P~J0~qqRTzpto}H@nZ)Ve38Nb(pvJ{mO#r<_ULLh^A~S63T8Z_>(b$o z-UFG|SDUT;(^XN9@7JCb7}Zg(0asXw_pK+=Uqlo5vxf3+CbTDhbGSeL_ydRgm>l=> zU$=>_PFg4492&dw+xL>Kx+l2i>fN7Ncl&Oowq||i5U}Iv8x`?1|JgcS+e+zM_?aUi ztFX>~l_1>aw&(Th_>Y(B!2T(;Thi+#@24!e4V(CDg%%Pe7P>@A4|n#vxtFEBi!>u1Uyk|0T&HayGzHJP{>c2O?4H)RhQ~;De;VO+7Wp@S zT*3qX?LYsJPawMg_?2_i(7N@`o!&Wo{D+W9ZhLk5g6{nolU@m*9b=g-L0nX- z__lLbTcKIU9Fej=dO5Fju>IP9e)#`>K#(NOvtR@PBLQT^a2yXm;maF&8!8{Y=dW|M zPGFKA>r7KROG)01EkDp0=5lcuy^!FY2;4e0!?io7MpdHH?)Lds^G6UN1@NBt1aA?f zrp}6Z;o9;nWqq)Oc{6jZLs-qt-7r2QUyEc=`wO?&@8YeIj8rHXeUjtd?OLvtZ`F#I z&mpis*CZS#Pv^kbM&saABxd>wFZ{)KKD-~i1{GmIgP2HTW_kM2&8%Z=M<|nwPWW3@ zBcX|$yMu{SE-os`;(V=POkW-E?$&O3D3N+RIG2)ucZSQekc#GxPF|gU$E&Gl3T6zX z<}SCnp5iYcEPLqiEC!RCALNhS`+RzG^aNv^+q^nfib}>ZhX7+#!3i*<+8A?roQK(3 zfc;~LsH0i0FD`t48ppyo(2M0S?<3~309|(u6(1-3;JKR z|7Us98UDE@LpjW=a9A#Ux^_){zNG-RIUFZpuN?y~ynETicfI&o4(=3%V~U`6Iy9)0 z-TQH6o#vzEsm|8HJfCkX(0}9l{K-^p>vJ6(M-6Bt)*f50z!aJ5TqRQH)ONBUTJ|k^ z{OUWW;;}m}n}^ms|Fc~AU=qNV8sA2I)foiI4|SM}9>hY{2`eU#IXA&1-342h zSD_1+1OghHxgt$o5{hcx_ev!d`?OM6C2pyj(;jfJX)Rzj*H*QBWMDQ8^_Dm_D5$$V z%-kzimn>*$cZ{vWHA9@qL%_z~GLH6Hz~Xe@M+5i3-(fwipMI@XW;Y~A$|rX^Sh_j= zn>^JQ%vX$@u2pyt5Kt2;g{hNsszqV6M!&LlM*k`aFwrW{D)h*yVMhHo2l21feRmCF z-yc$JL3ez$%dNC1@*XXk5%69fRLYbEdaISS@Cw{FhzG}BH2eA*#T2 z-a`!jC{iZgpjdf9)de?I`D8-Wv0wgR9m_~bbw{;hS4!`cAa)mtqUt{Rxmcn_h zD261h0o~|F4dJ%VNt%voK!?07E-&rhl2Lv{5RCKNvn@tw8?=_$4w!$O+P_Dot2(H& zHpRVOzcRc-VCXxr=7M_^8S70;T8&rW-#hxen-XYUgZi!~V-Q;48r#4>Ju)Gd1b zDtn0RWD4do`T(2hm?H}QsmIC}JCDsFJNw=w8CvD@elPXe_r8sIi=d_&GFEfE0*PM! z<*$Q@)~;hb-EC8+cO1^sbLZmulqR{p6E9>wS+ywuT8FBe$9jJ4LRyy(nQeV*pVuCA z9LllWSs&xhP)&*Lt}i=`9X5%($2eWCyl_jxPNgeBCbw~Bo*>wu!hzObdyNqpMoT4R zrS0eZK3e++s-L7gB*hV?=O`GchXvh>DuOt0GkAsc2#Zd)z5vO zJMmbWl#ul3h*XTuXgwf8b&{&{dz&~K@hh{q=kf;9(WHQ^YGQ=CYwsF+`%Ght}=808onH-t+<90fk zm=dttiF0sU2elvW%WixU-yTGnM~91s#Y|K@hqLb+y3Utxo?c;o@^ZgmGgFR%$>4N{ z^DF-AX!FKq#m#1+9{3t)I@(xgS7Bv1e>M)u%mi_+aG|qPUFYWGi@>x-L|$R`m)6)k zDBh`=^Wz9^;IBV=%HTFPQ@k#DVwN7GtpvZ*fPyD`Niz8yXGc{&!IfiM97jxIDw19w zNeC>~;bNE7_yUTiYg`6~0u?84?)|izNOIY*1!i9sZDa3wn`ytz(mP2cG<-^Ml@wW- z3Z!GosQtcCzyCJ|4cAE#v1vMTnLP_1we}O_>rP~U#cJfv$y%k(vFAwAZMk~$3W*F= z$jwOEO^4&Pb>B`+IaNXqj4eV$J2F!CP`I*k5+Ne47c0LQ6o10(y%@BVGqF~qqd!vv z`;r93BckZ-{Y4MuQ@>hNfW z%5+jX$nGAbnvbaHdLQl33Ro!&_A+oWUywTXVI==BSNSH6D#1 z38_HJ?=G1>7ZNx3lDX@YA9+wP@1CBqH#b=LK4IkX3tl5KZ*-J zX5RPnNp+EXzvu=scs5O_yVEnXzO>;td)7(t?op;zpfc$JvSof`nj%vARHeYa&SN-Y z!r73)L3VS;4V4d?M(kRui5@igxNM7n)4_0yw+PG$=rwd_r>U>vIb`*VdVTbAZ~f>} zWif`SwnZRNJWtc4J=ET*hL@@BU0F0+EiUjF*;H&%bodPw5rSNWnztJ$C&}#rz8#!f zz&{kLIS<3FPxQ+K94}cfVR=Qq6Vh~2UX{U?QJH@TVN>S6o$Zn>(*o(0c;4$=P`9W;50#7FbY+*%%%k8032pjSN!0}m9T z8y(!6Exj|g8gw=?2XDmZ-uU;g^nAD$4o~*GLm0TDxTBx0z;2I$HqHLp1~( zthy6olK4s*&<;((k+Ro&q;X~$N6s#*u$747&WL)Y+9j2 zM>h|k>VO$lJ<-f#rmtOPou{F~&t&dW$tO$ss?xQcp0HkdnybyrMx=-{%aj>-<0x2> z(STl`ssR81LL-&^#VMi^+2WF!7^6Z2p)yGt=HoEo0*t?`R z)*dV!rYUN;V%ydO+fBD+eUI!B8D&P!thIwI{q?4KrWD7n4b6OyaA-F-(9`YuRb%AcC;ByJ`IV$?bW)tYMof8*u{zdl zR!GfGW0^ZVz=^mY@RShl!n%7S;6y{;u@rMuxTwm6vCmq#IQFeF8ifm!f_GL+bGof4e5i?>HXHSAQqjXV0Yi6`-*z3<2)!T3}@+2+kt9 z3V=}q87Ng5?rHD+dXCzG?VG&%&8hoSF@&$8UvKFxm_*TQxSrOLN#A}NL6@|mthzVh zwl99v_GqAD>tUAMX&*VNrjuU@8{NAdS_n%{*4aaK8x(|=WAm>^XR3U@94UUMRV_|; zY{Sq*^p>G9izIEC(#w6XMP^VMs<8HOuL{$kFtFXq;BdN>K@X>_4N6NNX1$%ToUL}RL8dsdA9J>~sN z{s+eLMTfqjl5)AKMTfxEC5&ov*oRJPW4|}^#!Ag5OfWBV^j!tBEL!GFR-p=AaRNdh z=k{oJX~;VpxSyD)CvyL{p-%f@<=AFr_1@2z?Jk#r=l^Su- z?bw~;RXOXo2!4K<(M0_8=wI%xKsaVg4m=#Xb+9M3*#}Q)>C!9h-`fhX2uAcAucTLP z^mBJ!v+aX=LpK|vZLvoCvJ{omE+C)jxM0Lb#wrtrghLb8M4#^W0@mG=JJ7kvb)(w3 z=?2S@$y-3Y_NQKnLfN6D>80}(S$6no5*gboWnKE`4tAYsp5Wq&g0fZJ(jB1TZsJ+vG*3Q>&wWLX=r+40IQg`Duthx(Cn3vMq zlc8TVW0R#o#@VM1MTg9|{nwKKo>AJhuseh!SAGGho3Y@HdQdD&6K%uYr(Z@6ikl*pxg3EEXH8@AU zPMQ!>2-|7gIgGx7+u7!K?Wvzr1YlzNiK69-)OxjZ`?`LuF#ypbCUCdAB@YkW`Oln% zpTuge>%K?NnpiWPzfNQWa{xo2`1&_jxQ(IgU%>m>g@N}Oi9~StccNlM2qBmI6AiS) zBnB35Go`=%#gW2dK1=X9wlN;k#MN@#SzIg<3UO;yxvuj0Dr2?@%O=z}`QmdT5?swk77#h-| z!}hc_;3GqPUHTvf=8tWzt3<|CBzaG_Y;LVMpF!o02^@x8;y&4UU}2fkzNpkX(>6M$ zK;6hHO43Oe5YihDEF8esU)ML%b&MlR`JiQ8PJtzxPhE!6Y0}mrWp*8o=W|v%!}^Mj ziFrErwHRZL^fM)W1!K?a(7A4&aZ`YdNQTVR02x(|Iz(5k_Jm%ph9~)GL$}uhJ6E9q z^w?bV2R&I(eZSdn@7(;S#~!%#7Ez6`P>t$9L{10llmTfI5I}F%OC84Y&jIChwZ(Q0; zX<(i^O5(xcb#D12E%_k>#Q4Z0x8mYN9euJ7)nxY;M;*b8{T1}iwQTEkxF3eNestkl2;waL-tHFX zFp|q&#`aucZeQc@-2%k-bl+*pY~y1}GjoKL#Dt+!3+hZn9VDWhLE|(jK6go#>#-^O zC^gO$z2%DGe1n$DpsAZiwVsL-D?+1_Kw|8598{mV5&&3=_|~X~89GldeXnwh*ZsbHD_{rR5@-eWR|y=L7|?W32#wQkv3<4h0CA^|BLB7a$$UP!5!F)iiv)6tfB7 ztjE~Bwb@ZNa-ew#_hek`pea%aa^BATl zo23Y`P@}*)|8X&g(T#(XVooq|_b{kPf`}Gpl97YqdNMVT0~4F}QGkkWtQ}Z&RlXd| zw?E>UaIDp;L2?(?N-+7Xw(m$Ez8nZav;(I0+A?n>FlkPh$?IU#YwmNVx%M4-s1vn({4n0E-EwlL&ctxk=fdhuZ&ryz!(>ez80!^5F?EW_m&%s1o5D*Fa> z#kf9{R*2?G3N~+C>ePFIcgbHd>!cFPOsUxGrWXN-7(GAVqL-OWA$9BunG{9$q%bQE zZKUx_0J8;{KQg=qGXUQldTVWRFO-_0nUC%URQgvB!H1SQM_m<1%%37e_4+KCg%oe4p zej=jcjG@y&HlQsw9V^BKyJgmzb#2pQTz&Nbf~d@9S{ih6maPwTAG)2vfsqQH2K4F5 zPAGi=RG9SY!W|x$E%XGY87())?wE}+b)!6xS=gaM=}b5onJJ{JEg&E?oJrmR?9`d1 z3hE~ZdC`$Q#;vNpt0w3Zv}CTAI(<;@oD9=(t-m=^#xpdH&a>V8cm0(X5wS_SRG|l+ z@DR?TGEA;Q&(P2B8Y9=bW-0ty9<~U0&sN^bkm}60afyy} zl03sJ1)I1#)eH-8CNp8`a1UZeWR^x#&GwBv!#+pfffokWn!Mk)Y)Y#iv&G(R>*)zs z#%prEb_|+4uBJ8;edymqi(%--*VE7Q+tXx?4 zGN=A$D9m3woa%Jv<6`}=e)WdEy5j*v0NLWk54{08K?Mm8eKZL`e-)1N>+vUVeO`&w zTOV|WZdlNLfdS>~ zN;ML9?evt<$bFi&csCZJpuXvYYl`F&vEDP=9rA(8t?L@fNDx`n@1YIG3MMffdnwTR zCh}=H&uJHI8)lRhq_%Y$RlQz?W!@b6^tF0#F6}JKh+QcNvslYa@nz+!IZjYN5vk5X z$lJil7|rqn{8R10d;)IhE_a+sB!gD8W3{!!^{kHlq4F$i_oZ>R?PlutkWlmEDglA@ zi9YHaP0J)==ize~6L$aQCqM@^#zo%SR(;hP3o2FBkGkT8#9AZhnM)VCvR5qar2|W? z5I+_6o%(8?Lk`dof!&f30E9ioB-fb@=f!UtWkl^Zz7Ms7;>KYD-hoDvp!Ro=33wQ7 z{7ERyB9qf1buOf~iis=P`ulBP29c zyfy5ID?=rrXi%ZBTT(fx>yPsqe3si8>0MpKvK4YfcDG=Ah)4d7d^82cRY%Ig>~^P; z8l(=E?641TFaryWB4#!!DWd60J;qZWIl|cw{%h^+Z`|<08c%UOSL1;~16qUMBj_fc$?FOQ1*yaGI}Rrf&J2 z318%?ZUP_P$X`h0PzQq*0^o({%f#(-@;?dh&MICM4o;N(op*=^!9e}aU$HQ5WpHF) z%VZ@l&bd#6>U@;m_dSBBNu7m8JZgx2%5WHdLcy<^6=#Ms!l(TT=Bdl(&kQV!=k#5I zWwzIe;1Ql-BOE*)Qz^d9NN)FyO!UeBtnR=3NGFK$)60BF4N=amx?S{^B(Hk!s4vH3 z<-oN~LBM)1kJ_*aHBuq(j}I}Zw57Mt6JbGj$5TC$!+oz{Zty#|@~+^$MR>fiQ^I?0 z^gV0At}olIGEV%JgP)YoV~s!ttg{8)?sbPfQn3=SlhipMn)UWf){D2!68{@Iub`~> zSM&bB%hxaeEHcbQ0SHQ9d4=D6dG0g!FAd-3Bg(85Q@4NznTyrSbT17J8B79BUv?!) z)xww%lIMIQOVKsFP;OD0tD^kDKMaU?z<9Yk%TxqOHBVj8$i>2sL}L74=jvBXIeb9) z8+hS{Z0kIRNV^#N3E6oyNvCO@dqa+&y=H+#RL7v36hGE2=qAFTIbp?#0s#?GOL3ol zS8V&jeLYbkUa2ZHb~|(5%j4dQi3T(jYIUYL;ZI0Fy6!6gqy6beN&p3kU_Ik`7uYL| zuj$}KhiT^{68
9jtasxwF9`5EZhARG&RLZqqiy{bw)Lxqmn93Dn#S3s6ne9lMP z;Nx+LioFG!lHk+T%I9i3{wz|iv>7QdFLM}DYO5};FQRq`RE+bUo~#xyZyk&i4sZap z<4ZubQFYEY=*r?p0cQLF-gedt;C1N5u6Ax$|JN(zHK<+`S7+A=V9$%u|8fgO48(sI z%)m{cm9OVz1pcy2VcMV;YKRoEs93z1Rq8p{`nL~>eH7HvU_}i9H|bpXwTzdjA&~Cc z5{>hE`M=)TnGXy_>s-s-HNDuUCPV=9#0I=|JeB^7L;AmuHLa#TLrjN%)`~Y>vEP`& z&YMU6rG}uVyey-WStgN)^Y(iD^?Y3ce0+#b*#7Fh^IGlS>a+`DA2rnN75Fn2It@yd zOI%FA_^}2-WoB*nxV1bXYgkrT8;m@xyzT`Yz@u zC~TU~T<9#=-2MXU0X|y$Mv(BRVO*ivcF0zv4CjSJ9MpQZsLHI=)Xm&aZ13@Z+z9{v zT+{d0pS?vSkpP*t@vG^oD;M*ry;lkPL(Wnqu|^$pFQ%e!?X%tV zHwj6<#^-oZUo)?7>e7P7Ye3H*@%oCN_vKk0LBo#YPhTxK^%eMk)Xlcc1#p8K0A9b# z;)kS)qkACqLK$kIid3zwiDRY9=3|m3=D=(G03ZymIJYM{drE5DoYUcVmrrwB*b$~a&Vz!80bLz zrA}bg6?fBwoW4J;38+c)?~2f$-@@1Ecq+2lqU1s6hrU2I2TwA;z?ir{&p-bt& z$MZMd<993yIInzJihdH8ISq&o>)QVcIXXy&{1J5L_Qw2|NVD!$z2_E{>6O`LZnoq) z=iX%B4TG5K1cwr&Ja{YB*noXc7y2vhGs>(hYbM-MYG_;mz@=R}#nt+Dgy%&2Z+;PT z_7>uf`bsQUsMo7y?q9-tu53CDmDp^_WEReUj&rUA5FzM>gHx1qPsX{mGmSqyWs3UO zZW185q2S^t==H*U+U&ir0fU2farHx%b7Mn!mg~>(KxBZ_g$aTpuhb9RsL->DcH7y1Pq%X5pq*9PBCXcVd*dQ%{<;qB9H2T^smpyVe; z=DEB;8wJvjzL3nX5KR?RRmz9v5vUuWmX|N`Ch%%!`g&eF(KZaSBoeK(8{(=M-T7GD zPCgQ%CWg9SS}RkD4map6L8a3 ziI?O(fqnFoxE&H2+R2z%>`9Q|UL>*2J5RmK_**%9%DK_uy!*3=foM>86snCJnkB!2 zq2;c0)cDc*mVg8`{V_QtD40-3JfqmdpuTFU(PSji*dN4k*TT(~QFTt{?WMSyxYB+CaPjtJbO5uAue-@I zPc%@yqA|vTpx?Y{${AlfeZsh8lN&Z&D&ORJix6oB(f@mZ`2R)|8)7^WB2jW(YlQgn zm%5)ox9Ad^YLX}$;mJNKPTbq|#?3i}lv5nl2~3+Onj%E5VFvf1kRS1l@!Z)5*qXKyE(QCCuwm?m@q#s z2ON?+-knysO>1JH@W?N+ynLTyAv@gqx`VO$kjS~0s~drzL+{`;P@`q&HQoo*uWB`C zl5hbxKuFx9FTOZUq<`Rmi{n_p&PixZ^!1RN8dA)qm^4V z6E)BeTtMz^D!nxrS}u?;k;D3hRFs@vfQzqgJwgyv;autJP`vb^c-vF1haeFd0D3*? zf<#%i4wwBX_KOsm3T(&Pq4W}5i>iyho6iCJ?u8*`i^RE?!Lm^&?-7is#raGe3=PXY z=R819xVUVV2ZjR*43vBIxfGVW7cvkb!|v#fOYK2rNHO2-GuRW(ehW!Kvcl-4Sgm^E z4eaEBR#|=4%13uz$oL<1#YubU^XQjl{XfpWJFKbg+xA!xg`-#~N>x#iE}}s?>QMv) zRGLT?1Vl=tcMv^TXi<@7Xo`UJPUsOOASFb4Pm~fs2oVB=kdV9;J?FmPyWjWTP2T^6 zz4uyk%`(QAbM+@j$=`Oq_-Ue!xAk>ipTm#UBYb=H#|ng+u5JHftvchpgpLNNY0`*) zcC=})MW3BF$q8+rAUa{+Oyf{=THH7zW777n3!QM*XJJ(8&Fs18vMI^dPtr|EdO7;_ z`D)H9u|D^ZUc63CZ>3VCCv~$I990te-MYKC;>Do*If;$lCl(~z*1{VVG(o?Tn|}&! zAdqulOSC}AzdiP(hc3qtU{q1H-ueteg0T5YLtS|MKxpDCS4RvStfz6#n?^hDb%RZV z|Etaa_jucJ;DbjgrMChWdm>ZWAKOs#Gk?r}vF7@P zDql(CT1LQ%ZAt5=NXH%Bx*z?Y+PWQqL(4Bn%#A7rTMD|-R|;Nw5-%C)oY7gY+33=8 zOfPUa+X;SM-aJn{g9%u2RCa{-;R@D%96*lTS(rnb;cgNxH3^IIXl>p6ld%cENf>DS zpjR50F;NZ6fL7nYr#Q88n2#TPx>)bJx=??=^8Uyf34;{DT$=|5b#A_Lui$>2>SKN> ze^47Jq^aaS1++VI`i--VkF{`VTU^=FsB2Eds@3#m4MsOzY|qC2#UcNnb^0 zzld06D+NFL48|LGy;t+xA&;=>6aj~yI+rH%xedE_!o-)tS8D?tztxY7NpD#X*mnJRn;`9^~}uYpp1+X*XccMfilorx za_mr6TZ^h|ak{0vkX!Nd%V*l5{`AXkNqgWJ+tQ=-fR4+xffcS2Z+{-Mje90mgwq-_ zU%5N}cYDg|jo31~=1*4M)?F#r=viWghmcwiU{eUm_Ynqg=Bi z^t>r zM;Kg_QlY>Tqmv#~c7^NYV|4pY5?YIotw8UC<0ozvtTxDy-(~N z@hd19XcN$Dg$gwW`$fA~51-g99+V*j&pj8Iq?qIMfY@$~?$$T#nuH>Uu24z?DCi3* zFP1m1=F37~2R_-$Sr{J|y1eE;8PS%mkKqQ{ruluW`o0OGa@l6SMqfv-`M8h&Xwu)o zl13?s>5`^dm@j|7srQk77719UT6B=TfwozcgEzz^X{qL>3v-@_XgP- zb26VlH{RsCj_)J%$ovy0=^H#jjI6`wg4{;WE-u_SSANyQ=JsxtdVDZ3{2=ttO{n0c z{ExwtzC@5Pj5baO=S8bfSC zFLHyE)<8&vx7gIvrPnqW8euJJjI9q>{J@@)@MxH;N2BBur;F&5uzdvcIGJuW#iFBX zL0!W&tD9;L9yz1l>-RvEPEFi%nEd5$m-vUvJ-ODY1^XI^OKNvV)!HhLR29E)aptc zRTPH6iKG(r!lAYEPdq=St7Xp`(HE)$CTq?0*UZ=6fq}=2kPVA*I{E3%=vS`&{qLlY zP5X0(A4K3t4^AY6Rp{h?iu3H5Z@c?x0^MmsD~eWusRon`+kG6JU-8E>ZZ({nd%S4Y zi)%b%+G@1b*W8ou*tuEVSOR=K8g@X~lB~WskUtrtS&HChv)m52R&=BhTYYLwoU^#mKB{KUL#PZKRg_$Lpz*i>qa&yC) zIR+U=B-4X0w--xim`e_)nv`qeW00@8?j<3v`^qNrU$m)ta7Wm8^yHEHNXJA~H^zj0 z{9exYcSel6kJ1|m)&(z-Idk7M3;zo^!F-_{F{Z^)pr;c3RYWr-|Rh|od zHE->oSIYO+SFHxI?np|0eOrdH=fgS){*iABG!E`bSgzIUF~+vw#lx2LyICLH(9=S? zO$qP09)N!|kmg->k>y9gE2y3~ZRR#SoWRLFoMkgAM8%i5pJ ztD29mk`J%U{2YheU)lExUT|<%ar?OLZq+L(u80TmlnQ8VwT696BQt3NIvU$JLe2xu~OBY z5r%uJQgFy^DSnS`hUem)+CZ66^YUC>BGycu(vyp%Z%CRTgcB{yT zis@G27pa)WOh(%45UB4FH%)4b_&c)n<@tPPD`n0Gk90^i-)8ST5d z_8cA7aG|i?40kVS&%-43rp+K9tKc!MUS!JqPz$<5JT+-uwmmsp#6V?u{9oqVX7thz zNtUq?nS5=qi@FIz1q$jXLESC2*F8OSKDO+^_fLBBpuIwOV0tY25qX zI>T2WBR%hr3EA|p@38@kBS{72*@Cfov4F_2@8Nxf-m_>bkjhIKD-ssF`-q@SBhbBy z5EEYU!>&WN*`dCCZc9By`l;S4FX#QqXvEZHLnqX5$THFY#kK1eV990;l{b)Lx?gHP zSk4Y_Jl$d6i4Nn{O<0%?_^B3yZ33w{mSP5ZEDQSOkqUN6N7SL5^Hb+Z}e9yDUr z&&gCXm+X1}4NfAT(4V)|E(e3G$rC4zG25NI^C3o!!qd~}I-9KI?~xjU9hfKP?}W#n zdsX#n>Xj>lUw3UdUs$McNFh%3ZidgjgI}&aO3@e1752SeIO0E0S^Lh8)Y5J|S;<{u zy)t;7{2r%+5uKQd$2>)yLrhraAgcxMiw`%*@*A8SrsaMn$8K9FOxZOAZCYUT{tRjN z|5~JfCpA5}IdVl?#qY$rHZUI)6jfYVtm^c0>HBPi1ds{eTm2^r@lhSRjx(>?-h>9B zo`~H~n;eMue;(3Pq}&A4{Mcej3*i zt#Ov)HiZ)@m&7B$nlPOWq+~ zB9CcI;DR4(#f3L+`UTmn=l~+da7doD=ooWXZRm%!SMbFzm_!L=Vd{KxJr42O-$^#;F+LYFkHWo)bzlqeKc!C1GI$0lrXNMIlaOXBx4cjy+B}2WL?m;)uVpRa+;*ZWb=w^5eL2HLi zKGX=ae*5#|1!9|#vW@VS65Uc2O0ih@dcrtO?hMZ8;60lv=No@k`TFSoI}2bAry%gk zs0mr%K@W~Od`?2y&jNeljIJX{J!cK+S${`&pO>ifk-jQptwo!TUZ%HYwpd0??Ya9;fJDUs z3ndejB6?BVzIE(ui_73ejBnY2rjZIA)5mDtKS(b^{bLQnS067HIfhBTofo19*@kSQ z%xjxoH7{6AF$`bn)n)A6k{-16FRF9|9Zt7hSD(kzH|lR9PGTMmo*bGT4Jx_Gn=2e@ zcjEh0R2)oGNKhHOtSv!nD1CPp$~&K~0TAc|%8pInL4AK0{w^mxzI~^DaN@6`3M?B_1tb$#RmU$t|)YpRArYu8~~yMQOd0n;{q?PKM1Pw_;D=NgA(wgFjv!>1uV zFUqQ?NBz({?2Ne<46S4uI94(aQI_3vr-`xbygW@RK_wGgXGbd}0f=RE#xz?w_7QF0 zNX}tRuWRZ*=e*1OkOTHZ1cYJ1fN0=K#;+zs#rAfX@-5}+&3Tvux~U+C;Lv6eQz75@ zwm-S4V6CI8%(Sr4DdQ%AiGUQGM=le|uEO^XCEOOH*fE9fcF922kGfV}wl$~~TT8;DK*jeeEnm--?opCvA8i1MVJ07W0#@<$ z2zh*$LAr_y=t=ikusTek5FCC~9#Qn8wcIMTyYrfcUBWallCS}})9!rf8KIvJ^r#sp z)HaCc?b3AoQF(ZaP!m9H%9k_X<=mBe#1=*eZG|a`gyIC8Zo=H7IFWZil4-x5s-oz*(tqtijnC2AhDcSv zdjcY32$*il{`&{3i@RT%7W1aLBh|9} zduxdugG|_|a6HFAwu2`0au1MWw^&2d&P@&jzn@#X*jjHtS6U(iFE^wn&WOkof(z%z zbpx98b7??>X&RGpT51bh@aQ`5-FKHj1$ucw82|(SsDIo{8s6m&7_ypI>@+(a0s1FO z?Cy#p4(vIRfbgfG_~-wt2+<=HJ5c>RS9&}tAybNrdC0AT);)i@>vbf>&+1QbHPy9llewkT zy!TsKVyhUF<2F(RfRu!{?SN_Fc*XkCmA0c&!ZZF9?LQ&+it+HhG0=>7$A<(%SVo!G zB$%XQ$~WhQAWO`}o%b#6m=#5HF!5j-ms+BlucxP{I;}r?nI;2G7%M4r*$o1#WYfm# zRrSx=H&pj>-_C?FDX7sjf0|N3ov(O6~d zxk16N->9X`mo<_2m;O!I>rxr2`@b2F@q7L*4y^uT?aTwaSLaglM#n7%@K=6HyG8sF z;k8r3@URdrPV|PMQQy6rWwkC1lJzX>!>=5D0koWEgnF||*P*uu7F+p&Gyd85G3H3$ zqik=4P_%TuR^Zegw4^JvqzEHu#Lk!1t^jyDkjcwz1>M zilMi!b^QGXG`pFKbq-Ple>JNQsZ?^X9BY2NvJbbwNZu&-RaQ^gKMwG^5m3$y9jbI> z|8b?Y_Cgvg8^mvi(;v@Nrgp)8HM1?a7<97vy4snqfmlvzp8%WBJ^MHK*`*Jb@htoO zUoQp#j{i6TR{3olEFb89SgRkpM~jB7UMLJ(8DSHTv0MTF`n*hGraI}=u+_d;36`;i z-;emAuU%T(^uCDYzV6@asU5l9rL-0p5?6!|n>%xz{2zj~I@@k8Hg{U)*L>~wSO+G4Zwr>Grk(xt=$D$d25VNepIxia+x=nK zYWrs?Hh;JGm!6Ph>gI7ctbkST_Rm_r*ezQ;EIYjD`rql)|KZ?gZsYj%wLonz^i$*( z>xmQ7em-(3yfAZd^dlf_E>hlqXy29CJaG@TFEN+N3g}|@ zZw#^;oBnx0yRwgyQD^{0Xaf1z|FEk6XZj^*2#(y73d9*UKa~OOek7MYr}B_FWD3kM z`e(?L=VM|Hm(ab59Cu#7C4R!F|FeYK)lm&yTAbUq%j9T#^0v_ey&YOtT@+nD4JRuF z4@T|zp2sTE^6;bA(XV%?^y$mb}t zp}oBRl!tmtq%M8oab1JcURGa4)pWGlSR zY%K718*j#oYEVD)H(U%&6ixhCzUNx%X-JcZhCP`7rOf*FTrXjI!`K>o?*)jvLu}Qq zewirL?)~>Rx7+TcoB~bA1FK>!hgd!k5qy7T_JI7ON5;6Q)_90-+Be|Z_MP|j?Rr~0 z6`lHjj=t$uXWitqMYzvyMxnPhOT@s)xnhT1eTR;gHthK~gPkFisq?V>skb~h1Vc*$ zC-y?(ep}7Xd~uN5EVqBVFi?wPxy>C&I=B7mH46JBuNi+x{qSJ^?qjB=uK%xZQ_aNw zX$YC+^#Yx&U{1;SA9IN(v@^qiDtV!8M4IIV%7pAR8@BTXY8$r-R4WrV{RP+7dmg&~ z*}FC^>sUh&zi(_2Ag-^3lH40qe>O_Ej=j4~0>$k2n`Gonj?fiAnL4!0DJs%H=eTN9 zH78S^WM*6CTsT^A>UPzAJ|;^B_*jDmo!>^Vh;DVmIjg*1_8lN{}^Z%k5z+~Qr* z8qWxl)2luiF>>Pk*z35xy9z~gL>kN!5FukYu_%8|1&y6HJ%9UtuNrAx&>@4ub~MIf zdD0b{WU*Oz4G>4WBy|p|8*QJ9-MX5(Z!8?KN-exsB7P<8kn+S@xME;O<;_ciXAXyS zC_ZfgC~!74MbW`2BsFi4)(rSJARSIwHrL%@*z}|8yXKnn9bGS$wdMP}(aPn}#=e2jB9mxR7g>`)= zl5E6y9omdO_{6miS}AcQ1 zA)zTV=2AZdEw@(N6gS7pmVbOCcdRN`KS4uoYwa6#PFfw)TVEgfT4KL3glhqW)4O0q zx1wFzIdOok3F`)I6zW4`QYxHshuUFJxOOQ+v9iU;>D9{Ht6#4L(4v5tA(~&VgCL`l z*OB~WG(0a>-t*XS!_H^=ECImQu2O=*q=bg zf5khdbRauF-vHW+wIXs$?xm*tUa+c4J8$ElOegdklx?@B{EAvNjDwrM6}J>zX;L*c zZSe~FfT7_R!^AdMd+3y(O3NJ|{k>t#IfYBsYHg9ZA_+@V5p4`pkF~}87#A>A@sCcG z18(x1ms#)Fxc8nJ(K4T#x*5tUs7@L6RC!-ul5gELb9G#S@p@=5HF3ITfi7wPEt4!G zY-yu&Gp{Do;pyDhx7MKbTM2LlW;t)%1IYuvmJWL%%9x!Y(RKdMfw<5Si+)|H=XaUE zO2o}DAF7OTP0VZ3P~?}t;aSt5ae`QViJFjg8hPnjyNPMKy5sG@&-wj{A<^y1DZ-Dn zL=P%sJ;Q6sRUQLp=w98+Obygw#T7VHDT8lK5ctz3?{aj%cSuhD+M&_jK2*tNzL%{{l~t`b^`+$8 zT{=r>i)vMTRmRkV2g;tD_)Bk{GU1(z=}T#kiE$&TD-q*|T+{1QgS%^q-dp75HI}C) z?(DG5lp3}YG4);B8#_}oUiq*qJ>*@L}ujl6%{{DQtv${252q%ibu4zZl3fP8}4ZDoVIeZa-JjXUBNln04 zN??;qRI%6vk470_f7W$PIL%;ZQlTi+`R%BKA>DUAX!+aMt)@c-jtMzhUq1C{snKIp zwj)uqxRBY#^Gp4tC|DI$t)v;R;Xfi@Jr-0EGVbcpBvTSF5%P+6UBib#yt36Hga7`` z!HD7;6Ar!Eg?23(;A~6s$3k}Pn-kNQEep_`u9O{D59(T2&Xs|FX-&TM2LHEs*uhZO z0&!Cn`RWnIzT-#@O;RWRnma7*NlWQ5%e%qK;``1ozPBIR7!_4(g=FB)Bh-&`SA{DT zJZf0FT`+rWreBKCIc20J5Z<(sv+3g_Hg7@f6`ekY8Qs78dz6xSE|CiPOjbye44$^$p*1G5SE z=5IO~0TNB+3#EtE@1e#k%E}b6A=HV*vEaLLYk!KKJ$i*c9ZcCk*8Rj-tS$9q*G6#` z>=osGxR#!>#&jqd^1ur2+&%zz3{L~k!yyVH10x;~x6kUbE(dpMUJxFV|o`h5) zvO{mjB(hw?+8Mps5WbAzR)9U1f!2t(#)M`CS_QE~eu^OzJses*HZy(ABGta%tm%nar=fZA*{iR%k5m&vk~0dUoqR zotb4MaloOQW1-o>^WTuR1wRVqSX)d~yT!xW z;lv*UO5GcjXIJmc_s5B?!4H%1W2iBTS}G;_Kp-Ekeku3_&-NsbYVXs)mP`~k<_cAz zD{w_`Ct>9uv;ax&LjsmTv#U#a*4}+-o?GtZ>9&mNDj*hXHTS0)X+t6(^fmF0^}F)CW|Yr@g>qR&ByFCMjjZrY&GdS`~lfud^*hDVI4 z8{&p7Bt;WBKN|Bb$7AYFaoZTVR6v6TqMN_9Wdv#RG%JkBUdPc=czKO*x@ARmD<97< ze$25WSy+@(@@8$MvC><`Hb}3SFQ3-(vh7IT3XKN=bs8voyIY}pS+bF8KcboQ(>u7R z*2r@UF`mFtZ^;3tD&Q1s9r8^k%&2oyd7ix%$Y?~lT{vmo1zCj0DxAZBz-mLa#ZvR>A4~v;OlLVDW zn60n|eY>+Ec81Kyh*YOS>C`Z(`9a+^6#a_lg_<|OSPnS z8^ghksKnP>fz!**lh~)CotMgdWn=|{2@u&`tG4pUi4a(Cq{&3UMi>sgYx$Y$ZBrj1B6dm+T+LTTg02^Cilc+VepDlnz)gsfbnRa z;6zZe{ps`8M*GYs0(8{LlgSO`q+JU|N9u_+?oCU)!dl;c#ygB63t$-6(pqOs`i;iL zGqtAqhtqEd;ledZ_F<{{(YX+WCd!w02nVLNNT-XXbCeh-hnbnBP@jw~p}TD3S{H3U z-!4EIUP5$SV$4%1Gbu>9Ky)V}L7`?utQqfgcpvK)lEQ7`QySQ5pe2MGbxlg$h{0JM z#5DcX<6gQ{!BypYH{rfkviiv@!r@nfK-VbowoB2p1yBO}4S(dXdv? zJm-IxzgPGL$35e#-i()$ucfzVcy%=go?7pwipFW#20FONNm->`9PG=*JQLMOjA1&* ztnRH#^YpJpkl02)+%YlYM{z?JMcX{%g2(t~yrKi{3wHUlnFif^Gi;rn*8wF}wMGDfg5gy8v(>Xz--BFR!l)r~VzZC5Y!2{f zEoW%^*VPabGomqP3llhU#k(mJj*9M^s}0ai@2`vyC7wgDaHzeo=SAZLd@p)2QykbR zE;7j~g|i|Wvo2@Srof|il)F=26pUX+ou?wgrLa+3P4(s{>igxJ7Jt+*-b(6|doOUM zFcu|o=*Oe;w7#8i*K+OEpJJhEX1AK4L1&?0N=e)hHbBkhh?;ylCjSH&71>GA6d)=y z09TJRD3yBVKt zr+OqasP(POkNW5sY8B?oD5tD938YT3b~bwf~D#I0(?c?xdpzDeAuvn0m3 zLYrieT3R?WP3?7^(%MtslUS~OUL&=+AY_^TE2h?=m-sd0kcs@mHu}e=`r^by_2tX{ z61{G4VZgqiX#S9-*jk@@=D6y;l+8+ke(P{RDLy1BbNCvyOY4lO$&g^lv zIqYB)tb`<|HTuWOX_8X{rizw57xQKlHZy$sBYF_k5_IAdHG5bZ0{ys1OJj1nQ15~9 z7iCj#L(?=%&UF19m7ZVKhsRq9{7Klf(^C5wGZu2i*9 zM6J53Q$Nj}pHfarELPSUKE@pquEHIbyYBJ`ofpofOiVDPVl(fcY4z8J-XM4wYd6$a zhmAcy7m@!`^}t3oe?wpcmE$xiLulwsTi)dI9v#{VEjrE>`h09@Qzy)7sTnW6Z}UQ7 zdGEsjd2YXqFziY12J^ZH{l~OoF31d`j4_S8&ej{V4MrpezZL;un)(;pTXq@1R}ES; ze0o{C^I$A2*DxB)vaK@F2pooFU}Weyno@UDKeeJQ!MV16>Mm0M=a>XBXbF`xYnlkx zN{XWnnj}eIwhcn<^(1e>rmZ1ZyNO})STKIzF^^`D$+h-J1zSl(0WGmw+pc64rLdrB zspaUG)Y;}yZ-q^Lo0o|Ed}$tMh5D}Ez@L;HH99t^4uXMm!fgdLAQEAxYtdoz_W8HA zhFqa(Q}mB@GgHqVhaF}njPo{J8R?$%Y&q$pxo|?DT*c~5&r#2((*rM!k-R&@=gPuc zxfPItP*}$4w)1&LWoT$=Aeb^u^E1U6?xAYYTWFXiF6T@~B=j;bA$Xp>}J9(iq zNHFu;gMVeqA>`-x*S%}@r4+hOdQ3EfmhmF2?DJ%_9RDm#Ra&d@dv);C5BQsl(=)F&K0+au&!b19+EjWfFe3wUspeT${{ZZr~%?Rx6782plf5o~YaL7o# zX*NP<@)Z*Mf~yc;LBfdz*~i%h)@dP|@lwWgK2FDNE7iBT zIy{zZ_ge0R4_UcC_>-}WSXn|+`%IT%I*gIQtd|$@xz5z&(S}`cOCI$HAGykUb}h7k z5E5;p5j>5sG@p~-1s}^lZ6i#4)EC!X@WLDn)!b4}rd!g^x^F1vCTz!%Hr@GV54p+f zZLr=FKcn!~q^$PQW3<#?0C3^FoZm{F)5?e@g)@+4pS-pv1)dU;7Hq@T(4JHcp6;?k z1P)&wTC=i!W0iR)6&6T9tE9`=fHFe+J(UrHk8Ie4E^mI>L4LlOVBRr%&0CH*| zrx4%mg9w!CjY*1a^@S{%6sefHdlc-o2}GTzeI(8z_)S2(F+wgfj-Q{*6#I)PtDYup zAogHbH}D+M2Pv})4!6wlcOxS6R&jkTWUVjx(F~dHtqEJbX8dYbLx|;kZ9f>&AWUO@ zffJ6tc!b{Ks!FgdQ#qDv=fO4C4IIio&HE;93>4ZSiGb*SlvOeHb;=ONQ_;~>#PnDb z{=x^{$_j~-zMtD(?ua>RC5{Sy-!CSL831q zvZF^X1lypgys#ut=?vZueZW78JuztEFhKKiaBvV#H8oEM#dg#Le;^8fc6lDuR*u06 zhm4#eR=vagEnMW#JWo8TTo$XqEUxUhUGU(w#UmQQ@+q8s#@RoN?xUcxYbyU#{ptR; z;61!6^u8P2P55MqFo{$*6*nRb~S->mFNqjH8mZXd{fUd!nAm5Y`{>-GNLj$ z#vhxO{4_awf`{It>_8YWk2OIB=DxMOoZ*=CoV%h44EXmc>$D1omw4MqLvl0czhs0c zm|3`JUrSyMv-0oMSOzHqde&X$;b{8MIDg&0X<&WTz6pLANG?T(PBZuZvud_@3{~o` znentUTzxVrn~I}#be9d_h1y=rmWEyDPxL4VbtX>OM`PR%$7^n!zH;~bx;?d>r%80L zYe_m06KLT}Y_p7f*yrzk%d99cB|E7@Z2n%Uis^*m0K(Y!$LEUu)W4sL@#dyZA!_J8 zQ#Hnz=pme72H8dC@c8C;ZbLQIk|&^!*aRh9m}Yt2MM_3VgW^&H@%tbQwQoc;L}e_x zpC9xDp#8gkhB|zENMG(EWleQ)%Nr!|U!}f>7Mzc;^S<#(fn{FgRCt8^0XM@g9p~@u z3FSYh!C8EE(ZE+8XR|iqQ_+~|;ck#|9yHRd%o?vv#$)KA*U}(zS_*UvC}F_9Wa7z8 zt~vIBPBd4osi|q8={IbrY#Qeqjv!ZkynN zn<~lsdd%8|fnMW%W2$~fstq)QxWaSyZ!m*VA!6`;;CXUOg?yB`ZE)7v;9wi6kcQU$ zf|k`IeN&(Gi(_~sjHEQ;_uZ^H9~on;MrhD#B`L(V!}>DpznmB0(OR!mNw+=>5P}Pv zl3E*AY%Tvl@7a6l-wz2e1GWyY6 zJn5Tn9W$Bs1fxLS{cX!KjC`HGJ+M@zQ_ai=gmHDB1$0H}^7_eTX1e-RSV`KcJJqyq zkd_Iy??*+O;U#-e4&Wzjk5GfgeHmHHD>4oh-{xMGH3zvmeIHVoKGw?{AnG}OWO=zi zv3XX^$@GmfrK>J`zIy|m4K63h(w{}kEapTrQ*FcZq))wDal&VLAULm~EyblZgw}GI zK*gF-P`DS?c_zX)&~%dbROrTY=SfgFy|g7-eu$gWSxn-*gA--g2y6XN4y>B?sn94v zE03IBr`$Gv5ZE=WJee=V;LmD{i_Txf1-TBi4OQs1<{e*qYT-Ncy)7Mke9^MdE44NJ zctL8&&<jXd|CgHY}o2qUV6XdT`7Dwx)o{ja`c?-@7 z062iJ{DH^)sq*Wzy$Ec)sY94D7W1jDlPuFBxF*xKq!y|ew6>T+b`c547y>_Wn~tFV z1pvu}*2aY?7 zKwWV-a#)25mE-tqT)#9}Pbv*mP0xVJXk@$ry1vIq)~UUNJKq4klUZ1)N~E)q%I3F* zgV0AvN$z%=l_8gFR%w)tn25Jlncm0|T542X5z?b0H-T(w1(ByFesj^J-E zB{2s|HJ88a$g+Ja5x%-Pw)7lay-~4tIwJt9K1_Qq!U$E0Ofr5J*nTqcnK%#S&Y!pL z)T+M-?SDSo!YM}2?N})VUTA&Xv7VMUMhrVDkHinsYBWmDVt;Nmi4+v8msZA%R5;H* zX;-Y8S8{3~0ffFTDaN7aaiG2%w*YRKx-(hvd3F~3gCZ`ff7 zE&L1IXU_Zq++?!ziHUHNRDCOPf=(ea^R#sIYHj3CbmE>o;JaC{rO_P1yq} zIRlW?GX!HxIn!wyP#LaRMgxdLLZs5(I%b$L)QLD^|1fONl!>4+}H3k0lm0>a* zNaH^m0`*N(Vd`_77Lho5&+zbJEiJ;MhRvUnfpUo!gx98JST7Rh%G;c}vsU?cw|>+p zm;XUT6K(_DeO>M69~S4P`msl}j>W0Zr_usog}pxkDDupuFSm^@Zq!wht%cIVNWIXY zCHLtK!No#cORVjg_|735<7k*4Ed>othyzT)@~vY9@2!k0+(J$V>Vdi5f2%*l)|1b8 zwl04rg}D&?$EkMnDYYW2U-E;9AZhspm!1JN(!1c55dTl_Yfcv23c+ZJx_T<4rF!?? z33Ob9ms1)3TLkZMBY|$MwGZkIIJ3iHY3IyiC;Z1DyY?=M%~K8J2+eC2eA9|0jW0Q( zk#Jj~wFNCu%fXltVB1zw^wbsFc`e2oDyePCVr_A-NIVo@P2V&%>lh@XZn>^C%RR|B zJ-^iuMQUUOH1OV+_e%yxH1^oA)$3KZsFzMK7VB2O)GZ6k3CSRZ3KRZ=X@Z9&LSIBG zFpM4j@1QO7rq(;8SJoFSg^U^Q37;B7T=HHK4_bUsjZAj#cFP|gdpWD=o&iEZv}59J zX(wlfO(+4a-Y^jqvo>fWw-03hE1kKiRBC|B>hPeos*jDOrO4y*hXI>@tw?3X*2ZPS z_xWGB>$CR<<%_1_^>D8FnbwBxc{UnZL}WpNQP&{3r_ETcvLTRCy%VnXR{`rx-zn}0 zdDF65*}vr86>|9DJg+V`Oe9hS$MS=$8r_KJeHhTBN6lIqE4&xh%dtI1HmP}5LAvK{=|uQ(6@DHYHVz*=gbn9b&mdciZ+1o6JR!hnwf;-nP6oPWA z(_4IN z2Tl*l@-qE8;hA0>E1+ehwARc2YX|Fl$XpnoZ9umvU;3Qg)y?LfZpPmReO94jMHwt( z-^?}DzRV3yO+gme*tccxa4nPUz3~1Iw<6Sst$>8sUis@M_I~Tb0cOS4f07U4WVyun zwGn*sM~AJx3*Doz?oXLZQupXTkbVdAfMZ1Vw)LU*%pRaT4h(ievH9RsZ6><;VR(GT zZ;+e4d9fdkM&v}HfzrCtF_FCyx0wrj-rIR2FBV0it)Z@s2iQAz9S6REiPYdSi&T*c zHpg9BUkCDeZjXF(R<8~I{btu)K=oK#t(yPihmfF*`|=>`f%~_I8QRZGjb(<%&sFzX zvgt0aF<1HABXmM-s2R&`PQMSkE0Cj)pIh%?_mTI2@yi5JWz*R^u0#8;f>}`Rz9s_$ z%4hvz%~$x@GsfK}Z@{GGglY#i*Ef@!3%Hnzpt;}r0krWTd)5?nfVnkt!&ZuFPH)+J z-?~g~0P;POhLCUHpFg!~c`Qg_Ofqq?M=8HNJONy$q3CoigWp&)RrnAtSTZM!cH<;6 zu8KWppDY;>l{aiP<$I(5 zWYLhVd*}!ov-Ez2RH+x7aPD(Aeq*4}Vb{EDhpKZz9iA@Sp$7kEUXhxxJuJW5FAMgm z)*j)6a~8ffbzQ0taaQx~pdFHofho7e&cCiTV9$5i-Qao+bkVWC5WuMev1xpHit9hg zZ6Z2I_HVY1%*Rg$|KrHW7wY1j$9##vc(L5--f% zii@OhcHXz`{5_1cmhJq*LW!*Fn850OHQ4z(QE)?8me#r70dYXq-{#0;)yJwm(J*RZwjU#pn!B91Q3m1l z(Bk@X>}Ub1Rj3e7uBZKgPfg|Z;WxX+RTt0SjUJxTzeMt&!qgSPj2=ydj^+ff zL~(wrU2X}}`P`1w@FDOC(<~z6{gMC90$_PHKc+H~OPLVaVf9?JRmpA$CgCcZNr}io zkON)1=I(#c&0`E@%8o68I>QWv%!FG2t?oA?Ki3QmYI`b1myrlPt>T19pU5}wo6p?~ zAuo<7Z7P^Q%j?TQ1s}q~EC?}UA?3Ll0YH@Hz~1w$Z-Ppf%6I>F)+dZR{m)`Ev3o_P zJgV11plTo+RVDJ&<4Ex0*%L^}h^f z{A_XkT5_WFU@T=2z0!fFyN$`Nw#qo*o;5ODZxvb~^<2hXENUn~J@dQ(N*j~h zmC6Cvzq^m+tzzzRT`34*4D2`q>peTXNfJWT50KS=-m_X6TCg04f_6aw2ORbtKNg6q zFaNpXBvc{>ZYsOC?6&;A$TOPUTVm(!y|;~Z*9#tLZThSHsq;tS3DqOAO?3;UAuwZ( zIW-3TL4)d2(c!ZXBAKH(vceJ)R)Wo~f-T1Z5Su=J_Xg zr{sqa5M<~)pYmPPw_;L$?#m!)dGvV?JI6&^fR7nco15`Wa{!tF)gi(>lI8_i+sFpo zvnkA%9j){4G3A{t9~^j|=jZ1KY@z*`(z7_1kz`c0NlCim%10vVAzxy&MTIjHUwf9K zobJ?qKTwkfN<-pmKr+6=g_PNmJ& zdY~U}>zp-BGHwF`t$zh0;q>un1=xI_^K=`Uv09WD2PIVLht2oOcsv8fenM;MYANM= zTgG#4`Pz4s2ia3h&O84CF+Rg~b+%wCLML5zLPm5qTktN^0(=}JqIe*%Fkh=wpTW!C z6IuVBLE@15a07$99=CVU+PfGdpf*nWDDK&A3;klGcF?V9GY5&<3nmJMG@ziEbd9Oh zLpt~&4#>GaL6~F zrUMH_jkh&X$wOE-*L>ROw+lOtPcUYc6k32DCEj)cED@7LQO3#-kINSdv1Kkh&oGnn zstM)c25Q_T`&mMDj75c08{otbD>-#9{(Rc=(vI{Qrgccb%Ih-Rq4>8-n&F3do_DJGV0+jF^xoO>SW_@iR)LRGKCT^I_ ztCQwqD4Ob_@$+kuGOQ6y2}FjB=gp!Pps~=2lRM$FM?KlXM?iM%Lj@muE_4zov^o&$ zYs$E|e~8T@lvxR4{l3K?fw#g49YRabB-4X5nbxP`+px97$%Gow8B+9lWC-&7N+wYU zY(7c4C-1gTzTiY1m^sdlxEdU!uY4SJ0D7#4 z&w+dP#uVxCJ)7!&2FrzTWB}J;xC7^l6JOrw!=T=iCEG>|N(9G%HUKc1FED}s zXw_beA?V`6f0^R9$#iT~}F?_^4CrW9sN{4~W_a zLTVXi$R7rJZIA&jaX2u~s8t2IrLRt%l*tYj*#p5*zd4l6I}gEt+V4hCF{L?_M?(~e zTpYzG-4^DCAih1g_<#1B{=a?A*UKEz)%K(toQ%`EfD}K;CQ!~$Wp=XG1G5iM84BSp z_ps27vRo8rd~Ric(=v)bdctp5qN$W}rEKwxe$o;ekas1OA^*kBr0;v;PNEEZ4-wu0 zo&LI5;Kgehib_b^eAr57-->m+j6hhQ}?*j$H1%CDPt-Ksp5w|A5NUqE>fAXag&_+bxes=v)p_G7 zlyk;n;m~Q;#SOo3&C3$k*ZDxTboM+~Xp-&SquloI(lvrw!U^gp#C`yF`FW2+8@jLb zp9(4^*I9$T{`|~WJ3BOo$N#DAq}zQWiq>WX(xdXk!Ye?R)1 zy_O>Epo82W8(T5!e+t81DgR-2MAUAGWIM0N5^^$gZVVb3^)PMda*iGvid2MfpG$Jz zMhFZ&hhYzdyJyZMhN=dbCG+(Ix}!Gwaw3tkn;_EugPZ?0wE#mn13|0VD&P?-wrgQSmrCQTX7tdYilj0zQMA4DUKIEcr*teyfYA17|Yga z)=m-twOS{%On?ox3cNMYw}3Wdq>kBDb|QjyW+(SAAlCgiWJf`)Jz_5p+Wk5k)H{x~ za{Me`zxe9`nZbMhf$Sz+#~S6>+u4AVE_^2z57mwzq%I=Rb`vx1@DDyZ<2ZUpm*LmTJS^ z93JhI-M_Y!Zsh`q3?%m+LR+@oQLby)$^B(57W!)m1vy9X4`^`BwYct;6) z#N9(}Np5i7+J)?b*aJ^@9%r7LE2v+0$+6|L(~?p5|lXwWeezLCS`H)iT;qnvEFv*kOtZBGNrlJR*td-XICB%_4@spMnwyFGjemw;MOk;Y#t1MLSefqM0}LpXMWRymOG zgyD~OpJIsy3mwSx>!%3|rk({q_yaj|5CV4^tA*Ao^leP}iG*Wx61DGz9L85D+zRu~WBDe@}~?n9r8Cq{u3 z1@LET8C#>iMVkKx7_NmbO<3qrRF2)C1|jWCCGo&0@46u5veG2^4e%Q8NhKbNm4ie> zo*WcThL; zMy*t-NWW^`VX&srt81OGJJpdidW*~IgzlrT>(clK2yMM1*n^y?%xV>@&uQ0=y7c!* z{AF#FGhD+~g^r=((xLaXOF&{6Nk>?BiFv`5Bb%`e$J8=d6XYO5l!q77COO~0QF^q> z(O^?!r@h9JYY~D)L=H=m!>PQ=+&tSD85@xQ78kKXsZMNM8B#cAkOqR%Xu;pg$lqSk zPI2X!&eTVSTl`mK5T|XA+;LUdj1;Y}sW#IcPRPKEIA~^8@X2@T2}tu1`^7cXDyjMn z`P<#v13BX-?drJHt`s*G9-b$N-n~c6kXJKf5*SMAm<&Xtj#%hkT?OY^E4K<6dvSM9 z0t0)1rGTxBzx@@{Yua}#3As(hb$)<}^7pHjB7b=AG!&@LzaEVBxMik(6{I@(-B3rn z1X@&RU#NKmk#)jK8>Hb-y)s~7J?x)-$5aaXFLR6@$Gme;X56AMer>HhSKj;EZO6T9 zi*KhV<~|RVK)b>2;vV@~Yv0Y9fn~c`-pP$}Jnu0v2wh_-ui5uNu*@$#FL<(SljoL%8I9ow^&f;j^m}$`b z@wj#(GJ=xg){tXMo2ChS)p@B%m#*uK;4k5PIePe*hwG8|S~w*ot9!124bu4fMMji1 zDKWK{;X)FD7hI^xtyw>H{NZzH$HQvm$0~O1hh-~_=V6}!F(Ui(O{~;;jWgdP3)jgF z%EszEc%9iuYeymuRJcauSk~pzCL_uYtRw}=7}BrlzUo1qPoW-MruQOQWZ2Z630ABi zvKX1?1idy9CY+mjuPnc4$BALs(5GDxJ?&%w2IpuX-4$h@OGg0GW7X+abd7rWcjt>?=6s~x`7I2w6RhS`L%^Q5;Mx% zUyMw-2uw+q{9y4ZnaXzSBkzVBrV9%%bL;T^96I#pKPC2X6vczxCv{32d9T}T82s)9 z=8Z@%UNlT>T3pqdHr1Q?C1F>kwf_M~6n{4qRRj%`jEy|lh!bFf)gJ{TFLl0wpCPcr z<_1m6kWyr(&zI$m*V)4EyP7c!X5y~d2957e zfJb0S{>b9&a}!Ii|0(RMwDwaVz0{KVSa5hLBeA3AHqA?rGMJZaj#-(^L=%0Nwsw z?{E??O?oNk!8WUSbQihgd>xvwchce8Nc=LkVU41juNM0Y!I!pTpC}`Tsa6VmFURyF zJyySigvx-QVbS1>rAdt>(WsH38Im{@P3JBU_AUi>0tPN(S4}46Wtn)g`)o_6B5%eC z2E>Gp&8B{bsrgn;+7H1I-4;h$<_n&4km5^8(2-ctIR_JwRcC@m8Hi&+P1{!XVa?ic zk~**AK>+qqKO2zwuzhzIBTqI#XAsH)o1znt`;_7)1C`Q0=^6HH^_75XGW28@udItk zs$17$kq3L646pydTWO?g9xta^;vQ2T&key1N|7doj{w)E`X*X#XFxFO>URlCr`Z5h zn_Gn<=@Y@N!C-VluMc+72!^U6`{QD)RSASot+i)ibNhp?n;#PP7^0EfI-%y&k|xvk zB7$4j4w`)M%Patd@N*XfnRkeFxpBx3AP#(}5zM%1+}rjLu@)hwni4bGvjDkYzte)z z>~RF47Whol8L6L)+k`|I(t~=H`~qnoCRJPN$VB+*ux{ zEZ$|mF>*~tiY2hm3w-JmalWeZ6mX?HtAtKM=lwWSmZHl&O_cavI9o6S1wq^@h*>(c zEn>>g>Xjniqa+O5uVe1S0Ik5WF%7cEUF9t(fuQD&8HTf-uWUd;o~i8#UZ2~S*;b0X zP|9JN#CDE3x^Xz}Yl}vR15nN-bE!@op}`~w*)cgR8-u8qEEOjE>{GZ)rlpN z5V{*_bC7CXnGE0B7ubqC*L?$aQ{QLKaGdK_d63}8q1yTi#~zn3VI}|qJrX+Ax&DM~ zPn}BWrFZQHq+U)>$;zv|r563IJNKWJNemlEU;fBq1PF`(M%3}-9Ch51QruGLj?r-8 zH{&!bZ6OST*`s$H7s)f8{hK$4X?*wr={8NXlW@0rm7lREOC^j5blt7XS%C}dr>%jF zJ}5tiJ649J#8d`d@yAMP(idB~wqg4eoPID;WC?~^ofjg^Hbri8EyInIbzzno&K3}_ z?)E&+=3y5bj5Zy!Y}K(@_jAAo85KFl<2+L4Z<1J(qt!fnGH#c2h=klrn&`RBYjOBG zeYDsom`k_+!@v!9Mjopre65v!%~_n9JeUYmC(F*=!{zi+HiGEHikS}e;?xT`G@vp0 zfXtfEd){#HFWlD}5^T6lWO=#o-!e#yg}@|F^g<2UQ*8jTX~^R%A-L<9whlx#)tIPD zxF|A-!B&pmfJHT&Gm*!dW+6$|=N;XB99M$Fhz53~W16t;see6=0%zz!;%L1aN3Ul# z;TIQ{d$6*#T9-N5$kDDBD9+nkEFh8;wfdOKQHXz0axg^Z-W4%Qn1>pcKT^}$N&+%G9k$GNr|hf$uE6!#oaO5n-%*^;i0+$J47!ffw* zg*a27t_;HCm!64qKj~twQcVA4EBHF&WQhE?VkJD!H?AJpAN!DSmZrp%ukrn>9kH$+^(8NrZSjuL{#36>}P&&fkfYIVPreg;|6RCs& zOIiHZ3Yn^5$it$J!c)j&O>-KslRQTw_$k#VM7d$D)ClGRhl!vdf7qx*Xj;-^>kHcIUAeV#=5W`7*ehJWs5*g`N3p z6teY#Suhw=_H06r!AO+wuQhoKY?0es0x_j_^fm?Dea?k)lbXT>m$8fe8&hfr`6JgP zPgklGIz7I=AD8J$u^{5@L#0is@y*saOSxsV*iw2ujz>0B8xq+rq6o;xzd#??=9w}E zyh5PT?f=lnMx(YMvE@biDoBYXoGdZDcwvh_x_@TB#8UDer$yt8Y#I~NYe{6DZe8L* z92^*G1I8X-lTX3z^H&IcY6?sbAw~A*e=X&4$2{Dc(xf$zEzR7rVGoW8tvokCgYcRI zba9FqKmk_!H0#F*6rzImM+g*9%e$xcBe{%C;G*mK*3{$NBs+pQ`GLg<46r3ixEzYp z3b4cp)a-Kd3TBPP37iixL2P|?G?K)y|5xDZW}*9g%ZSh@oIz?H$O*hUHui4{p z_n89#l3V1Gi=;GngYc+$&7Oo^j7Z?!5>pF1)*#npq}YLSo%Jb2_MOffBdL~X^>~?y zn)S~}F_vU1uijF_wF5yqWuWaO>1b;v?k<-rNivn5A+tu|PB)WKO^4hvq-xp@W-4b} z8sf~XH0h!|AoD7I-Uo{UB8j^7E8|A$n4^;W&;O@B~=?k;MoM*iCTgH+l-NMTRmke~8K_Ya3LZ$`?Q;MI2MQo6F$firlIs4k_DeBaCpuPE#DH z=n2EUlR>7`O+BE&gZQ_HE-FVJ4wR4g%h7u#KJ$~xU`bDNe96!s zC6$2KRa@v|N&M7+t?_lNWQxTFJ#Vlh9|bYsw)o!c z+=A4tk#HGd*!I0T$S;KUjQ9y_J-*~9(G#QmeuEwot$!MD;c|q43Yj|t%|7hqjfCV> z!c%dyWIDVZJ7J9?X&~v*!6HC1Fc^d);xUI@;%<&qUa}7rWIGLT+yaT?jEcehWQAfY zPWdAQJ0z@YW3IF>&eAbx9_)|W*sJ{E66k?I@(FUm2!R$TVjHs)D>cPLb3V~{x#}&> zagZj(6IGd!amlO8`d%F68X-6$=@==lsw=>e7>ZqSpv~coUaU5M zAZpLVl>;04fAz&Z9RO1yDVA;=W%frm2khx6V3~ugpP*3HFe&#l&+os8=m~v zzi_?4zjkSE@y0F)%z3wl@^~B_K=Zo@GM?SgfGnsI7!mL&o>{P?BOJRZL$nPHUUgIv z)-ex`w$f&Jj*nOp?mdI;ynj{V zchE>=3TM=27mB@^vjqCgrMv9I%dEuW(826`=XZMu-%_|l}QQ0s3tR`?cqK)sHV5{d3cJ9OLa3^4=S zJ;UWCj@6{K?*hOLI|J^MoNgQz{eG9!_1HWOz;&odlPZ8JGC%!%Eb>CFRlwB~*Lb!( zFfu`og_9VAC~}nIl2q0MFo4UG{9Y1HS~&!K#4YI6yb_PrMTn& z9as>yy%hI0DeTO64aAq}g(GnlUJTLLfjs+W{&2X47s~HjZXy(466C+jVu3_GsNwm_s{Zoj3Ald#T4F%b(>n z8`RV;D89EGsa%u?L{ZS@bS0#xcN}QV<9>f44>WCRJB1#1Bc1rzB4@`$<;ka$nwrjuY3V z3dn=KL)}j1nU|K_Yzkd;1ZheRk65Y1vsB`((0YipUrZWQPDG?)Yp~}L2V@-Z`NgjV zHJ<76NMImWk&~2ovOql2FCdXDO{YCU7^=$7j5<$6uIfpeLQf4|k0eM1B>0&@#Ccrf zku=GZ6vyf?PRQ@`FRHIzei6w8MKH9am3Ym@{~(+28C-!fdtAj7I#q2t(juiWMJ8F@ zlY~yM(vbcWmn1Qsq(x`Za(hhZG(8RXsHYUy70xDFZZ4AMNU?)_q8)PqQfzLCu^@;L zb!t%cx90!rZ#Wrv<(QO|!lY$O7TW#4f%;f5h+{pLBY`0eX5Ks1*cu_Bb2b5;TO~TW z`GM|tou_ZEj*%rW%nCM^r&CvK!Lr~vgb>Q`E=#Lm4KPvG?~{fdim;owqM2EF2UejT ze1BRPWWyp>rAyOBlj#t#O}5v-{L!m3Xz` zZ0Q#t8}G;s-QaKoWXMT1ADjboJzc?B>iFZ&yY-{gT+KvBeotOAbSg;56Fl+1@moP< zL*J>$mn!U$?=s$QeQ~qx&)SOZ&WPGmI;nSZ|#wQsGNlVx)MwfTh+ws&^F=r`FP zj`<)^O}o2O?LB`F*?Hr^aiQkt!!n-FBdcCLTaOx@%(SGLrY3Ay_p;8k?cJBCgxA$l zcKhBhcV~nI@6zh+a<8c`i8da3RaBZb?R?KAw=qkqp3WN;5TQSXUSa0yYG<^y`%R9< z4q^9Oqt%xY59u-|@@u<%-SNntoN_+8EIWPMfmaeXbg>XD zBnOU`k2U+{{q>!N&Y$Ljqh`}Kjvc#~Y&m1uOPdQGB8sPM4(54FK3CvA`su5f(^Q|7 z-1?&cxQ^EB*!^;r`WHUz()G1(7Jm8)HNI*<;D-&M!AUTk2wau)3}-spMX<@)s&PVAXI-vjZlzgje& zdrSM)GL1=kX7_rujD-n`+Scn%yn82~ZDkUfJ@n&;HOG>oEuv3rSQ^~Bx`8*D2t)|y z!*uCLqj%~D%T_0ObC2rOI-+XK_y+_NXFW?hw<=mS|3kj_C{?&mRk+XK$Uj?F=j5Qm zD%LRWKdYYEXoTgnhVB03IBuFybFZ4L*^2{fed0Ofxu~rwQ0!tfWqC5@blR%0T`=}m z)0!|+fhTGdG)>!ej%2!CcyRF|igFT0F^+U? z2FhnHxNoJpqza*O!WhA<>jf6MU01rQWy-I8gl`R;lNCILZ`#4h2-_I^hOY9c<>eU_ z{R@~rCfY)lc}c^mL&KwYj#rwIyZ+Np^kgEunVWDzK~t~&^_;56stO1Du7;1Vr#ms_ zhkgnXg6kx2*&Wf=)EOhgoP_hQeTEO_B?&btUBk_GFP&YsNKZG^tHVx3{~YFfQzme8 z7G1MQl~a{9r@tT97+ckKvxy-zYJXk(q4=}Q(|5kRqx)QVsptJ)40E}-FK)_^MVIAE z>M6VXGbNXke(KOY)rzpa{Pp3>Zos|$^5$LzXIoU+%fIcqiV_d?w#`-;-x9w01Hz;A z)8sb!=hlv&)`q*I~qVbG4wp5*X=XWj9tk>y-NA5pb#?#&mM9DeD`sk*Q0eJCmg zGw6dKE7-EW{vrL-eZ7#H$JZZ^YHTUEWggb`?rhJ8T=V?o@K0Gi8V0ZK@9~^KHjsk< NmRVRY$y~&W{69feY9Igr literal 0 HcmV?d00001 diff --git a/docs/pytorch/assets/img2.png b/docs/pytorch/assets/img2.png new file mode 100644 index 0000000000000000000000000000000000000000..6e86649dd8bdc443ec2c44251a667a8b8aff4f67 GIT binary patch literal 164383 zcmeFZbyyt1vNsF_hu}_dHaJU=;O_43?(Xg^1Sd#v2?Tct7Th5~65JCcxVwLoBR4tn z+;jf@p7-vv%l6JpP4{$FSN%$wC?y5S=g36JP*70MrKQAFprGJ)p`c(-5#fO&hI>uh zP*A8s)}o?H(xRf|N-mBT)^_GlP*PDTnh08|!+1HmNeMz$`LamuNR%8w$rw7@B*JPU zSmenB&xHF7@No6oN`jv2<0|j7^O{&H+s)yN<0QM+8fmUjL%S_&c5tq8dOqGwq(5bG zd;VPEg(}HfixlH7p@(Ye@pG0-AoKTAVa=X;hA2c#3&Z=p>&MTicgo7fP^mvIk2aT? zf}|GrJX9(JFP~-$2G+Nnp@j;_71lSMT`2@mp$vv`qt2koWxOY?Zz$;^aIGSZgD}9U zYpC2+$!qM~E8zO5Xk+0en4l0W2-P^0&<*{@4%`xIN&XUgZD;}w227p^WR9296B&I? zEwVB%7SW_sfa(AtJEqh6L#&kx7a^6F0KT^JG5$uB3)ke+gxmd5QYIDQr7?85$_Fkk z2_DOLO^frYB1KwAYXZhPV$^-R7=akaW|tW6ljWqHJ}r?>Z~d$_8V|zjL*t7Jr0u)K zKtOh-?1{K;a1$mcHfa|5A|foni)KO+iGOwmV*;`J7+KthdLy#;t)KBHMqn^i>P^b6 z5AATACE8Bs_(nbC{MBZ`=Vq};I*d$QL@Y{jjfgn`Fz;)(Aqzd_mkcIz5{yxa1CH>{ zsD=a^G_!-q-}-}JiC%(QynE03Kbj%WVTxWG1z70S@Cj<6q)|najl;E#;Ipnn+^@aY zdn2}b*6$F8w&E_1!%u2OdC0_W0$!cga)~EnbC|_v9=nDVenRRS_lBz#H9ZOQYbM{k z^=hRRq*oxNF-Y!5ib@&`t%foVg1d(%kus8hrYeMo(Qq++)y?azNd6t_)ew|lGsEWR z<47^>cnkwmVa#i6N`WC_!Y!J;%}|)3Koa9kP2L3NJ*I@%A$UcKakzYPgcVt{_hD2k zSY6mdh>t(ApE2MMWIiizcv?N{-S><@O0S`iVBJrwVzrY-CBMZEjS3dC)kD7;;6GvU zx(J`fwETY9dv@)h=p|!C!}oHD+70Va4(~Jm6OK98cGzvOXp7X{EBt1-DYxziCvXW` ziZhcQ`rME4FX-4;!8!WmqeO3XGjMMe7XmZ8(G^XH;`W6kh8N5X>!v5DQtXrUCDaOA z9$yKbYE4R4Z4*PV>d2d#f{@Jy}dE5P(@@RAmUuN}d5QjLsKI72P=VG=W_`!;nC@q)o zcjD0E#-XG-!KbscnO5_j&%W9`j5A$7gQ|WT8X79u=}JKZ&Gj9=DRA9${0+1q$r~s= zs|}exI2W`u1H@ydd>GFRW)|2FUC85un9VSX-%((M5F=ro$&utjzFPLUGs91I$+4j0 zgsRlQRKRT-vCYAI1h;=DFF_dWvUWn#gV*eqcS5hqaX5xK5B2=c7D7%P_T~$Qejnm1 zNjpr*uwXALXek1$P-==&DR@dT>LEEZXq7h=A|r{FQXDQ&)?x}&_=z4HXs3uf;s#W? zN~r2097@loU`Rq)m0l9P8OX=}it0wM6UHo-mcRFv-VI#`k|P0r&-qp19F8XlS`Krv zC*~DzOmJ$Z!iPZ^h!?|=eII?f> zL2*gq>5|%trA1jqOU0j*)zsLP-85q~aA?QX^{SfRc(zfTTl;Wuw+OTruw#Mkl^NadRJ>Z0JdgCU2)|Hv zafgzB<}Kj`Gm!*aQLUBU0?dNPg0@Z*ymGHfXk}uNa#^kBd-?Z6c0zec8T1}4uC+XVcX4}gd*aLLht)DcBO@ye zGji5BBd3A938m35vn-=du|JS{4X82_n-aUMV!uki-*S`Zd7C3@sOXq~MZ8ChKr9>6 zMASqW__~%oiZk7@Zek;tu0Pp0!=ZJcVZLGY^AO{b-3RU1d41P9?q0r0zw8_Dvn#w* zyePbA#$6^KMt8>fRPj`f)T_!84FL_+%CZUvE$m9dnfV#w%Ibx@*UYceU*o>kv{TmA z)D1q6SiJli_Vw_6`1^7R&pEpJR|m-ZHv6RWw)2qriKgnNK<)uMxzl$krsMH9KfkXf ztk*36Skbzur7+!!wE4(8GGE=fR#gqwCLsi3^BeYdZIa>=nSM;-@+|b;) zqsUd?R0LbRy=1|kWE+NSt9W^&7-UMM$1Go{S*U7W)(8%PtR%ja8i_br9gloR`v{#m zT4iwsX%7F4Y>lLj9Q&LJ-T#FJ_DeKdWXWF99!p3!U!`J7m?GrjbJ2b>=}h^1!rkGg%*ylE+#+vqTims+?3-H&^BkaJk3`V zu`$^_oC0S_Dd1X?$7XA!&rFy*&pI0(`+3`Xwflh|=^yLes?XJT_z4XN%h`O`{8>j? z?_e2)TfVDnIL-X5xSCI#=dDL@#d5veq~G}P^EL8x_w~tk(N{;d zW5OlEF}7IC@yr`5JlC0-`Jw%W`7u|yEyk=#eom{yD(__P`LlrBBbLDF`z91De0C;w zEiO;vS+H>D6b=J^bTluXH}k?L0z*cvrH_5q!x5lW881+p42jIBOefE!)rgf3C2$CADXq*DxEIUn|HCFVrO69IFv2h)wH;s6*Gk}H8sK8SC-e6 z&@W0XY1AC-T!tNN1)AP#w2L}Q?!;B|hV$}z_V3%2dX!hKRCfA$Ki8ou-C2HHx3z2V z)c(BDqfz(D`hZ~>{ZjT)P%y#g`%L$j&@l)B#0EW+tcp*BS49OfC11T)JyCIFCuL*h zh-z);aB9cnGWEDUZaOeXA7@Ky7!U$5KdSq!I1PeAl)^>!IM?ztU(3x(`iZ4OgIH5T z_H%yUA9~+g*tXKQ6b+7Bo%Ra``v+uWWG~Y6!LyC64Wu{An^#o!RrchTmR)JK#>?B_JOx)XeRG{UH-dLV z>max2<&QOwriR6~TPKo_@j7IK0v)sc2R;z85!P zTgzZEu)r1WQ|YDUrfhi{-bZe($M5@kcF~%g|f3G zc8|5?J*txNDEScVkRCHqGvOcQ6LYx(Bk#8Gq|~#!Ck{HH-gWs!;;@l40WQTGb1i8L zd3h*$pp6Ix3rz$C2ehDpj{r3B|Fk8bX`!C|-(>&3pFuHtZ>I4oX;6R9YJNRyB1oH+OKga&+_gc0U9hKys4O zc7=k%1O56yORG>H1NWb^R?~9Rl9%H#b+l(THghyFXZEsp`gI>DJ}(}iX>aakOzvfG z=itiY#ZUQ{D|mqRuft$U^1oc-X3I~hC9gy->gZxl{+gMEnT1jSnVg)Q&&AAwM@3BH zZ{)x)eo8AhHzyu2*wfRK*^`ag(Zv${ikq7o%)$z0Wn}`cU~=_#a5MH|a&V>k>rMWC zA2D-RQx|I|H)}@+@?ZBgHgR-!SC;Bf(fteOS<^%r^*94F!pKlugjC^4& zrl+6;q5bPO(1tD!`{IsI3I!zuB`qeb<^{c9z)$BrwG zv)`Uq07FlXS16@g`mLN+1-4M;txdNGHinWAh8Uw@0lBzP2K!FFs0iZCR`w{PZ{}W_ z$YjR;y|L9Sm7nLsxQP34)dc&k z=`mrZu?P{_oz8vh!x1s4h_;^Wf1?5JC}sGIOemijsrs@3ZIbiNx&QlXi(b9|Kt>+? z1+mcafuhn@wxI;&pbR}<gRFxDg=j?#gl_Hz>d zOoBp6_+Q^)66F4S=+^qW1>*Wvn*NB5->zb@U|2LL{?~~C9`acB7a`8>y#aYJzSJIz z{{*}LDs9I+OB$?H(Es`-XNTF*4V2njz+&1JY19W}S2d#lGPA)(f18n31Cx)A zDchZ|hx@Y^sV!CwqM~^|s8CUhcEBXHm`M+-bR?OzKfWAR$xoUnXJ|1R$eE+ZkAI}Y zSG;FRQ#eQ*{W?f(;EtExm}fSkFH^VCslbZgEX}&vwz75IGkPBIexIvF{gJ1`z$0hr z<=ymk++dL5r;Q06DVa?=CUaNyB;r%e#8dAcLPI~VUQ7Ew1{!PzI{qq2HoDdy?M_C> zW|8E)J|I=4*OJtz=(|p%kd^S-enDDq36y<5rK&j0P|e?7lZM zT&3S;zS`mMvO7gLoWW84>3R)C#)%1}x%dg|c@EOBgwftiWt~Ysa{0qZ3d88b)v9AQ zo5&yHcWg-cT|ZDNUHe1TV}jlS)|_}D)Its8Zb6en>RGwwNP2EyGM_eUIXG;dTJ*zb zN7)-^?60&h^M`8Wq zSgf8P?eO2CsuB(bTaSXz47+q?-?aR4x?B^b`BPI!b;p9-c&?zMIj8-C8foDDt3AFJ zD&Vr@ok_v^)|Q_cwr1Z7qh`EyqAIk{GVPX{l|7DDn0&7eRYmk;>J&bM%}0_op3)K# zNWFxR0WvEdjFwin9h)M21`W9gbTW(VVzZ6v&c`H7Dv6PFHp`_}Cc}qrTx46aSbk?J(V85PT%~jMFGXrEj}jg>fzFG?pZ6jCIUK% zVu@19lU><`aJH{l?yrkCDvo2!IxnqNS)$^$4`i+#CSbHb*;ZwZ5;DzK4^t!(QckCR zhV_8ThsVtyzaXc=5xqcJI4hozzO0`wv}m#1_^Q%a#g3=M=o zv}EymGJj9xyW6jqHu1h#@eMV9xV_Nme1?FQU|Zcj!-G!48u&PSder%(BR^H855x$- z4%t+7rh{lZ%Wd%~9($EdGP70s6=&uAFkg|^#_G&R{m?ih<6eBL(${4&nMW~@7tx=s zT23Bno)zFD@kDmV071~na!OucJ?@EQ7vH%Zf4?ep+xbT7{Z0%qQ}F&clzV!x)qPI} z7{}7L9`4|~h3ZZNBM#`VO$ylyGu|@dNxCH{8~&i8pCbW(D%7P5Nb*+VFAmwrDtKsC zDtX#GGIGD#bEV7gSdyeg;hDvv9hUw2#pEqf%S^_3j9SLG9gGH4Twmo&vN^E#ZabrQ zPU+Ezl$SjHyRDBC$*P$jWYbx_r>|L?2OtAr(QBDzBk~Z664w~na(9frDg1l>r>q3M z6k?h2H&M$Y&Gg}?KARHhoo6WN^#^Rjx~&OjBT3Rx?__AzdP8^>urVgrd$uo*r_!-R z!KH?t?KocGmoz~4D`{)=Oye{hW4AG^6gun-M0HBDysO(se4sSIaV zfkCzvJ6A!Yvx|vtp&#@i_9y{kYf6x5=7-v->8`r=WXoC=t4`vZHpV-&{gnGyoo4MB z5ZvdpHoT$I=h#J`8*dt-N4+9l)9mq)c)pq?S`46qP(uo^dJ~E(o-QA;K`rGCaw4NV zv$1t@+TZ+dXCX<|a>kp%Y;RX=MTAvMl^@pgv}_EjsQERlqInc!nN(si?;>8T`YRcf z-e*kFl9ZTd#|H041pn5KQeAA&#ZXX9QQGwuCwf{%0*}}0bh`!L_JsV*?q|tLz}j_U zALQ?bV!Ik=Q{OH+lrwX?{>0JZGOn(AN3f|PK#{EGYmH9A)0bty5i&EL&0C~dy)x4b zXhg>M60r^A2Z`OG2&1j;niVX%O#!0OpDtN7qoJ(HR8{)2ujm%S?nY162d#s@sgjjz zRI2z2#wjL?=QCp_1py1}hyhyIh~l?xZMH#dK8H*ZE9~x~OXo9rn-*_UJElt~lP2$t zzOxS;{)+UzFtV;7dMIlc)K3Salcx%!>K6j_^V_?aZ?He4;Zll?t?|=szA_sm^`88}cKK+lcZb93-Uk})E> z%VI`H>JC?_(m{$Bmr2}#D*M{_6pIC~hx-I2hl)hfrjP4NPV`c}%;k&kB=r*CeCfBmJ53|((IB#0PUJM6(rZ-E&exgOkIQdt z48L7qqST|x;c`~dZBL`p_R(uhFAOe=r9TqQ}_UG#* zue2MiFoku!&wi$?55|u^KHOCbpy1L|i$~)%j<<`$qY{){6|vpSan^`JE_Wf$HjcYt zP8&m*n`m{#nYyZNuxh?Z^i)3~;OUw;U-Fe9Rd#Z(s!gHJ zY#1vUD(d0^KsuX4iSIM8X9~rl))wSTvWwDl9|%6XTUX=TEP3Z(+v)amC{KVHfc?YY)RXjq8AUSVFUg_Xnz{K&w& za*M(Oo%8UFE>1MrFMc>IZf_;6Fm@LF!4D#cZZ*2)oaOFw4m@JGbT&Cs{N#AB8YpDA z=jGV<;^a|1PYBvqc|iIPSRL{b3YvmL6p-&9HnJT_K{vDioqxNw4T_90_kr%e3!tH^OG)td2HU;Ny)YA^+{O zJwDR`xzoox(T1+g1_kfCgASP5epo~a3=07I*d;B+0b-h{X=qQ6E^r-`a+npJVjPW1 zeA$5qM^29Rf@^3bIB2TP6TJ7y_bTUfLa?p!Ea2gG_>=e924GTZzRAHdBLY~8J5kCV zz{rGrUL{!Uo*4zVk+q%2J!iKFc4UF~Q7Kn*rtv%6+DHbJ2aBFxMDm9n=Ie_1?vF)( zPVtB|Yc)A!y8{X`UfXxt8*3MUdyHE6Z9#8F=Ibr-E6`!#eXUkLh3n2oVGH84mCGdC zPw#R-BVYrjh5^Iz=jWRd`K4Dkm+K^+OB9YB^TJ4;;PPtpYw?1sW8kqHht{nPdLiht zYR)U4ZhTN{ZOUORgNz{l59GT%qO`L`*3a~Q*l;L#v$s4w-eK3WZt{_|>o2ZcYVi48 zM>aUFuBfW6$(Nv{A|1-_zujh7a-Y?=d7;_SDV&$hZtX$|z1k4WkIU=fr%JC`WtUX3 zZhhfTI@Rut7iM3BaTpo`KQw<8*D zdbQR9^>8S**EZ2v*V?hwZVKwUQQ%L~t6?m)Lz{5-$Ly47^% zcL4d>bU6Jeg?~{x5K+D16dVQKvb-cob7*>=aO!;@t9a4-r>p)wE$EEGEl-4m$U~rH zFn*4_ubT(n1U8IMD<}Q92L(LDHZk?J_%WsqU9x<#xIJD^D3 z!@6)5Y_Oix&<@Y}GA5i5vN$3XPUJZI`mhBsx;D|QcU+cZ8I@r}+?Ui0htee|;ZbLg zO*}Q?`ywQlMf)r5kj(I+$`aiEtc8#EOrER$O)2mJ7&DxXD|SWPR2WzLHwyX8Q;+Sn zO;?U9nhBRbAlQw2+P)pdTuaj(50|>ohR<>qjEH{wB87%9GJ;am39Yx!3R5xenMoCIrhT*SIMWk)eG@jghbk`!;-^Lo~gX$DTw^`GiFa3rcgRVI4MVgNIuJnNmvnQ7(k<-AEj;FNL$Qg@F=E`6 zGp%9f4Sf8>-56KX6LM_QvoWk{1^@v-U74VB7x!ljqpFphQTGU4mm0KZs8#Byx0Qtv z%NusnP0f$`WK!wL3*2nH)%fZZ){4uZG19aez~F?A$UuY5YBp37wqkPIU^AV$S(Ijg z6=|Br+)v*W3fWxiCs0+3iinz>=B_sB2fT-ZaqG>f0rGdrjM^dqq_5J)$w2#FhOtI{ zIVOsD(JH2|^%{-T&pckJuv-U1BQzNH&R^$)oVISM6?gwL7iq(7N+dHCggE=ma>6YtFg-2FJ zu2+=!%bO%#*!|nn?PKU9*C*29EdFAwv?)?Y8?%865PYdSC{q4Sq{nm#@-{0yIu_3U zU;|Fk={lAA3*2ONt%}pmz*aFjx~bAM*#;3)im(#HJL$*B$|O2Tjf*om&1c(+{0z#^ zl(Mz&K9x2T6-%?~w+vK|yS?6E!5t%@z@IQkc(Ow@hYhhBZwCdMSwR$|)Q3l*Mnz2?YKm zyO^P_8KUn2YdK_(Ub@`oX-ff@n=ZdSS={7z+)dCeU{HmT4;vp~liPgyA=0B3(YOz` zZEqBaanVB?RSkbLkv~{ytZ;2!ygQo^tUSYG${2mlxnz{hE8YbtLMZ@FR``j9G?s*3 ze`#@*WC}A@tOx8S9cM)O@NoYG8=Y_+Q2kyr{JoA;#isBiJ($%3psL4e?-v0;rYm;hT?8CMr1MB71 zM(z}+FrG=o%cH%;rfTkKN~#JTemKPPOMdh=&!Z2sy#_Pf;5H@5kwc|!Q%Xt6x<(4H zTBX~4+%LFKC1VKaY-cKJPXT1$Y`xGBC4j!w8fH$Xm%7mVC13QM)bEnr(fQ6F*|=6F zg*b&_=BAbF(mixf5xb_Cs1F2-s6E%|)E9~Qa&hd!yjkuG?P0%g=t}(pBz&vw=n{bH zuxAjK=%5E$-^=|{F{QM;eZ3~B%@p(9so{kY?9J?1oesa7#%Yo;f&H_{hxHn=0)Ajk zINeIN1%Ik$)cvSuF`i}p{8^PZ#p_HKziY&%y-^2DyOCq5Kf-z#h|siXrGzS)fl7w@ zNldidbn~KJBFn)F)zXQm>0+$qPt%1=wP>P!Lh2cW;CI_xBXs?AB2jL%L2l(0qlF4< z>&zoRqMcRzuCHstTB&3+WTSfUL6oX5?Q1{WsZL0I2`s#Yfc09B!fJQ13tJ*067%1D zEOdQtFlg{<3dYfgxiUbdk;Qehnd-=NuOuTW~qBClBiu@?kq9 zeB7zvWkG*`7%Hx0I;u@B&pt)siB%!0@0ZnUwRO}#Aw~ew92`_xbQ0P83W+GvEQIa}lqG4k$t4;4gr zr+K8=?3Z3x2JmPv^7KI>QhQUS^>p-endns~F|@&`hx2CIT`Suz$e1eMUP4m*mbdtcd-NLo7o@Tjwi z!827e;27a6j_XH+W50`O3k?+j-8I-sQ-}HLkH32*+7hi_&{@uZIz)9k!tlH@;9h+H ziY~0x<6wan`cS@{i18@~L%?HSOIEDo=4WOji)C)pasjj6O9G)hk!%hvFy>ZA!q0$^ zwlA}WfxQ|GA}GPQ^m>?&wdf{5+-m7k6i|8};rS%mFC38(PCHCSe0YI43K^^0Hm>qT zs;)z#!*Z(+!?@cY3JyxBMIT!l_22JJFH|H{H2e zc_eoqFQgHCG0_-Rbf$dXeSQ4ua8Y%Y2gr%-B!`;j#npaHQo%%XKsMnnVkUDH)6EE; zGF#l#-Q0OqK<7!O#u%+-bd{WAql0= z(o!&}j3_)7?VDN-(kw>4Z`<(#++fykm1?wUT4+!nL4Y(l9%m$qD3cH7G`ydd31pJl8Oz=krwA>+7V(;kTE16s$s zMnqpuF2;im*;cPPIDAhIaaQo*{4Ft7z2S#?e?=Gu`UN+&F}{^m6`2C|A6Nu?%Nvt-GXD6hFZO`cR6&g!XzZiu_P!t66tC1*!WxVPUvM6K`HcD@GN@NMh zMvmsa_1=WjO>x|OjN1U~s!fpTZtn<}9H!a{IV8%bb6)CCLWlR@7KU|jd*q<|2xX95VcjHBH0f}`Mi``_V%q5 zE)49gwM$%2Kfe4)6Vi@Qi(uS5Ta@eIXR&ysN;Sn~_}DI&v4N#oySfM=Q&1{6P~5%F zcNi@^Sb2!o%m>uN_7Gj6x2wPR$(p!(dtm-mb;Hq*pZ04KCA!T{`B<`o^>2g=kEV7; z+^t!&T%CUbBgX~w4SzUuXRPppyyuvEglQoD_rBYcJ z4QxecBlmq8nxq=EtAgd%u!Ds>CEE^rU7$=nlVp|6AEYs)!x5=C8~KT)%VO}Pq86{H z&z&~?#2j@d6UtoqMSS=oBcT{h4BvJ(Jm1D5Cb@ZzVAzRTB!Zv)LWYXe^itc0u}kbv z4JZy^A*e`iE>gxU02b@O1h+ekWpETZuS;A~lXwc8e?)Pog;L(QJJK9N7rZypeh#t` z19gd@QW90P%Q=0_{w9(=DTB23q1b;Gh)*+)rhz$oQvoDWo*0JM_x5U)tV(|{lkbky zbw{}*)K{a~x)A}^TCJa)8tm{@2u>2o&hMrA?Xkm&ZQ>l_`u$J|K?pD& z&`|R~e>6i14Bjf_@RjNrdbqgmSRk+0F9ks#?Y1w<5yg!|RuuBb4e*#rjp^XKe{AIj zCSubR?9ZRBMT2DkpT3gaa*>W{s{6V5*0_Gf36O@{%!TqfFOpYk?Yg}2=9yX@xe4O3ZV9L;MXY}{cyTSNo>{nEV=u~S?A7v>;} z7-CKhAjD~@(0HK?x>IRCHGVyxH?pmJ^1kVdjg zzp!nMJfVO_GVchnBcz}0LoM+Xed=1=JiS1uxzSeotpomU&(3NC{?Oe>0)^=Ep`z9k z|E1RRc17wwDH;Z3_Xy_r-w+LhF}UxINDWh%rhxke1h$ms6P;ISjn3P&D7hE3M8`taa0U zNM*$o*AV#vLsnM8x{DC$a;lX)#jK}jqrd0q_fbO5l<&{l3u;Oue5eF#(l{FWZ7Sob zlCOZf+NlM~3K33cHE+~{Ku%tAk@+l&lSXQ$G3&F6!#NP@3#MWRU$c4abAjd_>^6Dz zWqB4IW-8LBN={1DNih)xFaqSd49weo4KcA=J&$%Q9!$m1RY@fstH7@YfIzwSU06P2 zUkZ?Eu}MU}bCJ*C6AyT}&@|Jgz{nq`6B9-x;rA&tdJ?d7I-EE6B;2;6!I@3NuzY&B zGA!3^E5gGv)@S#-c48n)oWj}7s^W9q8n1+%!c1b)ecklxaH&PLa#{SspUD7-pqsS# zJ_n!&&D<6G?BFj~PJhxN+n2j`wHQDw>jSa7D@5-~G)~s~r&kh~H5)p@TAkAKOpC9R zX%tDB3e$b@%zut$f(-+1Km|Np)$Ur8K;BKHw#8*N^NMnV!}{Bl+O*^rf4l!3T6=Cm zdxw4rN^#(1ZRZuP;?+Z;G%}1#zP0Q=#gh zDIuzqAObS7(s&GtiT(H_ho+0PUqQu*bBxa=+Nr;TNZ-hy+n|ExXG@fO-*1}^8KHj! z5;qyD+Cb15m6WfK2dq*UiFaqD438i3lHKO~4IdD>`N^Jm5u;xs3RHh6wfkHY8nm~z z9s+eE7mtd9kK1*WA_evKi1-*Ra9$YRpIQu6s|>rTiu7*;^Mg$W~#yn#{Y zJa(}o7%*hX`J(!>o&c!P-|pr>O3P@*dxms*H^n^l!^djzqkjQElA+HIs8qi#)nOq` z2?FzjMcBW%pZFX3!ixKB_N`AJM+=bSNq>DnWwxW#V5QvXXh7C}wOXoLyb+2%Fa)d= zxsL*X;iLfq`A+o$V+j=Rr^+splfj0J7r zVt>EHzv4J0{~S;Dl%L6~11L9~e^74FX=|8vm4yts*LQl~8V@>)+^D9Y`%i{VL3rAL)^^@__?FY;fIeSSZUpRk?jkaEwY zvzPIshwotvA?a+%W;m4rf>r-TZ~)?fEhc_mJzyG(n~vnl^3sz4UjmispvQVMm2Hqe zsn~{>zvI||(rjcv`Be8DoTTc%6RT-R-lze2I9JO>ybdq3{iNyBGe_kvFc4l>BcUd_ zd3m}&tm>jW(^fby9~^^TZ}M-$KbE=v8bHyJ0e);$lm;`ntvL!do7XdSce;G1eRCi_ z*N6jYlv?W=hZZUxw?p5Mhpg;9UtbBUxlAeK6k(Zkj>_@#JM;<bGEh2@}rf{|28HQmm0ajeo^8ONIvMl&f3FDb#v@|h||rTvwU7f_BZj# zKLqmpDJe60<%E6^BEf(PJhH@X#S#<<(gK74o`@Tx%< z^He1O_!nHinp0ST*BO49y92U^U(OItwK6(07&FWFm?Bn$gqG!Z*_{wAtR9glEyvpr zzw*()@^u8%L!2FN!m{ye_GHg->My|DJkAX`W69EMY!)gusaP>J?IEr3kaIL@RZ=QS1Ro?4s~C^uFAO!A zYR#p*-mNt~cah_cG-E3jLjECU`kY`L+&|I@AmN-{5^C2+;*0AZ->3w88XzluK}B7q z^vO&OHASOXd%M=Ed))oaE6NXs)6tlxZcn=}I$2}Y?^#LJJC!OzQjOY1s ^s5c7t8msvOAo0T*!%iEEpzkDuq<6Z+C#SLoocVj5O@3w zZWr3x`ruo?fcdczS|IIVN0B6)2e`l%KezdMe9Bde6;zs?C>R(3*#JtkhIo(8Rc-I% zr>po?iezv%Yfa<3Oh&?{@OD|ynx%mfxlW^8Aw%dpQj;f9?4B0p+CfUaqJ?LNxJzum zV$ZucyWf+r@ho3*^^*mPknDz!^qq4%EOBW!?n=7aki;rMVE56jJhg3cRWO?=#TXRr1MM# zvzY5hkHJ^_9}>KNm_Zo{85Hgp2uzBg$@6NSe6%yZdbdO|e^%``X|!}nuinc9BmTr{ zZ-6h3YTn<+h*c6HNF4(4wAjtBO+OOdT^+r>kIfk6i02QtaF;@Ux8(^=o+N%Ly~FAa zGSJSZ<5%$4)_f?(=S0G^-X&w)ckB9ol6y-ww9&?o zVs>kYO>LN7U=w;AlWLw_?#h8@{$mT7HeT37h`tOhvgZ_R@IZ94eHd7zyg6GWVSNQ* zscOwJkZ;R5eJAld(n4*7*kJYb+n9Q$^pywuU4pS=okDi&Tv!33x$tWxpghe~{Q)o{ zg@&D;m9Anwm-`eLPPdo-x-Fj0jl55YH!PDcj3L66K0Sg$h0sS_Q z4AsWmWvIr9rN$X2X z0E4lF8%OY?V`~X0+-xL>s?}2wd}M>xuzDxk3g;XhkZH5-FJl>Gk!fGm31E zq@>)pkgLOQGZagK3Mp766Gp!)Qun*RC; ztL3=n?I1KpxBRdAsRiu1+S_q|A;6C{OWI77BuxYY`?^~{F5@Ha+pF_X8F6UjGb%<7 zKVB|{iZg^6euB)cVjl<^2j__Hf~#7Km(3au+)W8>!t zOwGzT3&#QL$Wg0WWTT>C>X^A8nfM&@VAd;Px_>FIt*txi>P%{Sj81A(@SiL!e~u#+ z;&gdL=;ASIsZ!=f8WnV57;+u{KIu>|o;^kg5?tDCGc)&eKzUgdoutRfo}86JMBQyA zhuwAYeNB#uf2=r!{87Yc9c-touFBzwP@DrLzXV_)2!&+}DMo0u<6P!Hbm0 zmIl2N%4;tC6o~^ikgGA&*Fh{+%$?EDt3iXU?g>Y+9jy`?ARTd!at|?rH9og_{)6R} zYtIGL1TDrOe>hNtgYvF-v&8xNPH9##`_jZ<9Em1g;@2d>z<}Uzn;MF&M|nd4>~wtx z@)te<1eSSsm>HMe)PEF(AB&S8ABA@4An}6%=gp07%D8siuSrV5zh3Fopp{nJMgKi1 zYL}&12tk^Y8;F+oH6Oc@h+4yf*sa(H)TA~Gl9mqxZ+R9Ulag5`j&#T^n^@VI~Zk@`h^rNjH z-mQ@v+XB!c2lv!5tChFH9t0Wov4!+wiI0rXCqFs^<}7Z8`EiSsj9CHVFi`f6pt~au z8#3vi1vTGjf&nkrdXJdRS8JdDV(RTehU3-Ya-GGPW7HB98VQe>OsZNAAHkm{@2_n? z45wK#KODIa6+q-8Nk!KM26>IMcDxKa7h!$Hm)ywqN+Db zlG-AE#N3*HAAT2|bXIjoJ?M`vGqXpZ`En^v`Z?R>^~;u;z;L~}HWe3r zY>N4M^Hez-Kg?@fDp=l&y_x7&wKmv$(JrSAQgJFab|BKE&u}pFXJhu;&{@fF3`CTH3BdT@+6w3sqK> z2GUwNWuStz!u}B9?}BnrzRt#q6+)u1L>z_M^_tI^#$A4US%0m1NQgtCo*`4gllWD4 zSIIO#uYVzuO}O7r5;z(@Moew7wTjhd*y0JK=8url@`GFsv_6HIF&iq^X;u})rO4sN z4{n4I5;uyQq|oAFH_DqR9wauON#=)2N7#i^o93t_fgC}@dNps%Mtrjeok8*iSH$Ln z!%U}|Q}FZNE}8p+7x7~KFD6ASJM7?!`Z$UT^>SofL?1JY{Brhs31oIxXpK>`)c<7r z<1^UrD^Bxun>OgJ6I1A$1?}UsZ(S-^3#CmDh$d|*EPlhdzi*?ML-d*@vkOmpl>rpt zx>(CXrCNlw7V0ej+UWuL*PR~0=OR$P#+7$U8lpwae7#N>w&r z9-y(cAAjfjb6CG5i`?&T+ay%9s=&RSUQ4>bE{kQ$bw1fu&Npx2C;s{RKdQt2Dws(j zLbo$y-&#M40g;@;;GhMmRZbb9NUg{}`1&tIf9YB3SI>D$_#2yR zW)t%IWVOQr{2qT6x%|8KPSW4Ij&8+iv!1+)O)_~mkNHPf?eDYs=llY@KK{~gS{S}B z&?~Vxu>Hla-kAA6kOBW6<8Rw^Ksr<59@7vd24E)&1(Yf7A9m#r&Gm;j)A`qpI^#!h zSYE*Z1Fz(Op{`{#)q|aKu@)dnfw`M*4SiN{vAjd|oM7=x!f{=bo>BK`|u*@Ds61>yIrA ze`WkX|Lp?*B2+3l^9_bIAg}B_=b!vnIsLa2^#9t9q$Hho#*=&|KHJ29C!hby&oCKs zO3Qp!oL!NkL7#uthX0<4l);e&n+^p^_>_DaRR4C;|LI_`5|UC0O3I79|7uJ^1hBMI z;n4B_pymEqApU37ldHi1V+Z}WV~2-Eb~o-aRsWCc>emH`DNsOR&TuX1e_FnOnd&g% zAQ63nW380`q@4aTb`cP;yH3reLh?VYnZNMB7z5B{@O&Def125U`}6;%`(LHy|EBw2 zMCJda`(GC7|0$Dy(To4DD3kAHxVu0e=;aMEUMdj!0yb}IQ&Un>##qr zB7+5<3nV*Jk;EBDF>IJuljD|!we#`m!tza|JJ5yZCo}Emlm=_&PdV8xyL~6;&bUsg z{|z!Il_B?BxmPK0q-ikE0@ijk@@nZi&%<*3p|KE;~iz5~m zTDVUmy5m;0Y2QID*V?}qGvvyp%$rC0ulPHMWHy$n?;9Kw6_mnnPkQUsURpPr zu}Yq%)4bOruBOG7v(2!K=lN}SCeqGq->s{OV zdQZbH_g*@!Dn0F%d=qgx^}1%gW+!2R2bYh10|PQQwxd$*mbRmpB)sP1_u?A(o1^*+ z>W-g;*QPtYQ94tan@2SaR3ufRrBxthD`YN{{R!LZ`zwHo*EM_yUMv1n0^CT764KsG~4NsrrcMUR8t3#=E*zxfE zLai{YcsVY8aWzIpbp41|U?y4ANN9R5Jljv5|C!=^IhUQJaLWA+((eXir0rl&Ine}C z+V;gkZg1-QT|(c#>ON)DuYy?hw=?(%-Ro0JV5mbC9(_v__EGvs$G=sByj83*_*+x~ zRTVfzI8$ix6We8dmB9B>b#tbaW7@fr=Xu2Kgss_HbSG8#b=Fv1S>^0L-M6Yhyw4WG zj6HOZKC3)G0%Y3pbcR^7WJbF&MWpIa5{n?V;f5zxO$Wopw+oIcen2&Ox)I`HXl6Z# zh}~SVUM;M(tE$EhGDK4>R~8(Zhr=|VXQF-LC5_ON&<`hP#-X3{Tv3^74L0OK?l`-e*hz-5rBIr9E8?sOg93VPw&l zYkP|-qteggk{l(_(u^V{yp_hnbtjZUfa4V_ec2X}(_kk37Q*{wER z8|FsJ-;?D$WrD|?>o>h8cSnL!IOd?gc!#aeFY32;ZofO&;hnwn6x3Bf~()Gh<>Co?6V~G-YKt zUcU^fHGM+(@bpMxvPLmG$Aoh}OuW9v9w#t?sr0;oWAwWMReJOf^WWv^rmz};Vs%hR z`Ectog8tVR&QN(n%gH2giSIhmcco=cgM(3dLyM!(Jm^%MS!U~l8%3?nXl6W%Kl%N# zKGOf}v0gX=>H8Oxi_PsBLLSW-Ql6$P+MQD(ou@FPRRsna*Y_SjDfFX%k~Z%eb=WpK zkyK^(s->;fi8)gr`s*o&4H5lY2k%iY3ILUZST1zOAG;yiA8#wQ84yFu3osy@v5Lw* z&O>0I<;5BLLBb8qk~a1WvtjfSgYDkf7nov}h-IqH+4AV=M6qa1-i5vC;Q?eo2CGzl#@`?jroRfVVza(oW zn=D_)*99ZG%CBjVq{6Ux$v|j`p=F@sEWz>6htj)-SSP*_#FaIkbd2}=FG0%>``@U* zP+}07QLzUMEd`nL*tToHYn`DAFzDgcCL}_sjUQfdpvm4P?YDp6!sU+2KnyH5H7<{H))#;iJRm+T5pZVEy6gS zo=Lc`YkuFyi&pu0@7qE?!3jj&8CKL8?O}TMJztM5;&a6q=H%sz6tNndzK$HqsYs?K-TLxy;gG~&!+gXS zzpZj0eRIg?GVfGaceyOl&u7Tso?A9pjSjjLDqc6DAx$hf*gh#*9jSF2ZCWihL!>x# zNy!ARah<&XTEnUyyCJw{a6Iy&GA%}Blph0qY{DyZs5SW(sV{W}>J<}MXb9^HFiL>vB2>|qgQ#x1S%-; z8H>J<+aJoRckYnKGKn}PhNn|1mRD!LsHR44Q6F}i9p~5kSBB|ybmRe4OQi_=HsUPr zeuwG(I+TDrdbW8lv|3o*@Q$A}nz!k6vuS}3ChE*XJCHo>cz6G)d%c5>?;sVku!#9# zmde`jCxCVE;@!1aJ;Iwe$Y$%!=cI21cGo~q+3n(0o|_|#GLXJ z$FCC%JRByKt6)0gbKy7H7lDZ3TXNl6e-jcUs%EH2fJ?sqa+`N?QtATzTk0j>7&>BB z)p@PC45!Ac5!7UXOIL6$ZU-~bj!Vz_=%re|_wCX|-b;B5BjWbw6V()KY=xGSXXo)I zCFoM(lueQSR`z@U85zwk6y*^i7$6mXg`7a z1Dl8H^&Nnv$=l`jpFBlS{Zjy4{lptaUgC9uoU*~Z`)g_TxB88$@Pe)>D*VrM?`Gdn=;_8C=~`{B4t3kIn_lnNetf6sr7P5BuoXmdS& z#Us>fJWoyWSkbVT^rqjVpq_zmhf9e7o54s;tmQKaX%bry>H7fI=m0aGBmq>zQHMWy z0T{8QOwn%9^T^dDuw}W?n9NsD*f&3Qu0hwngpg)zs_+N(JU=O&H14i{)bVedgo7VcvqRd+cyy zhhL$g_7FlgUEy*3FbI!47T=X zg+Jj-1!AxAc&RJ0V2S!98>uaB>$%jXU1J8x(@TJ22Ofet#4#=4@7B>TobSkamu^6U z(cf5}dJDV-gfkmeO1cRsxaZ;qXB9&(|94!yvD<8)?JxgC%_blacH_z2eQJIB%B+B^9a4c({XWPsk0^hworE0c9YsyY|b9cNE^T9C-+Ul=H4FP3|tO z37C}gb;+cQ%h6Nz&H*+kmr`C{W!>zku*Q z*-Nzdpjy7@%d6I}!h-yoj~Sm>75F@8Rce6^3LGv%+uCRG!l1dXv~}F|EKuu~8^2a_ z^&Ibmkj77?0T5k`bX~~JY#M&>$GT?^oP$4z=3bw9NOSiiJt(izQCcf+{e0$>e{T~B z9=J)KWKU!Ch@8SGsF~-Wm(!#`j{HT*qRT zi&s*--Y)%&N@^WB4*aAonUX>?&=- z(7-^g^XN!0obD$(4BEHd3N{h#t-QPTzJ=Xkwh_DrI#MuPb4-fsiMYaIjtH3G_<{M} zq9XNhhX*xc_J&~hl@4qOH&>_m^y}BJ!finf!zAu%lVIcL28qMQ)duPr;@qA(ZMt(! zPNj%z+rq5=tyR`g+NTFIx4IBR)1kjM=>T=XrL+*|MVDQlZ< zm6Lq>w&Xmq)*^(0w8~OCqYSjee(&B&l|-4+qId&op1>cHds~z~qYB`c@DyJ$fVp|N zktdc7fjoC6d9<+i1thS2W@F}HQCYJwI=S}_%`?z^L;k?`^4IFo*M1zGM0|RN4C}on z{qnLf*5-FYUECL5jXsc+Reaml4WykskPc?8nlBC5)4GP$q5;u$Ns8E%;wvK%o8ynV z*oK=@#FyJo2Oo%bV5Z?DKgqfbMW+r)fTmrKH;cm=f*K+YOYFs?8MMvUd!<;me17@g z?=-Tk7Sc0!nQnH)39KtzS?J>s7gy+$U)6oO7^B@6l>n*gF9o%CWC-d95LZQ4%l0!G zpZVpQGB>e0K0zpXW|0VVQ3(7o@`>ob+R?T%b`LV%n(r`ItJ~LkWE-5otqW9WW2C{z z6Nw^0c>DK2+e?r!BOH?t_eR#%?M;uZInX3m%%lw8TWgzr(WL~(dCz8DEawylsyXDW z;)jTNpHem23dZvPcVC6o7|~et#@u1&(#T9o+q~Fzg(h3tD=^3P&{Hd`j1Z@E{rHcq zZqa=gR%#$W-{6uVp2{?JFmX5eyX=HtKwqGsqF8#yEqT8uL?~4HY{|`S{9XOY<}1Rb z!^J|Dl#lMZRsBD%3x4|H93%ecMyb*!h!$kID!%{GpGUDh(CTSlykG2xZBZrKwnh_t z_IgR7(pg7AjR6Fk9aHa`4=M?d9J{2<1R6STevPMF~PCnnw@91z@OdD%glDC`r2Bm&A(yI*8(X&M$ z{9<=7t#x&u<%zwZ`E}nrP}TLx%KXp6cS%elzbx{6O%*i~nYJ?Me@ZE`wWC+XzL&a8D_?b{w=Dvcyd09I`9 z@d*D^7sv`p1mtbrOVj+|fv$1IhxXk1l!=5D>{j4bNl-m3P*!dzw z&j^90y-cr^kM)}GXzgY_>=ss=hxA^%xvIyTc7pL)LpiuWAX7#=BCfim0%nqbnXyRi z4-i6^4+d)@u$EVbNe4nRpE46)|JspUQrW$9>6FTLp*EB5mzwcXXzR)y&+2U2ApLL(8fq(E93jALR;C4~J!2`V^1L@PU zipHg_r9S(O#N@1G(KOK;&Uzrdt_$~oq)d?dQ0mHy^_z4y-(i%m4vv(tJrynD+iD4| z0A6+=ZTn!wU9N=p-BBE%z&5p)pMWzYGc2zlpZD0_c%!3WLO2fWR4QiS-y65=3Vr6R z`pJ>y$Re-;SmI6p9KQxyCl>rx*`X>3q_Rp`(aX}WdFNyvb33oK8`oQh- z`}c00M=y-S%cH=g!1%3jBHS!*_3SpIg6oJ5D=|Q+LO%Dcx^O zZs>#8JY_K3f8HUQJHl_^i8)hezjz1w)3rfv(dM9=&=6SR=Ia&Zr*YS_%B0pSYmj3b zkQ&k^G_;rqy2a;)A3xsUGA(&&{1cQ&_dyugoc*0yu>H>EKJ^284|+l zHLCrfw{H-nwLLDbXGu6GACh-eM)%T?gqD5jQA$- z&eNyW*VaDu7pSI$mM1hAH#IFa%v}@u1(7F-@3d9AHEj1*MafH;HUnR-ZSM zkw}Dkgr=Ge1IS&Kfw=F@%{bpblROc#f^;ZWw|7MhsiC?k8zwGcR@YmEF`vuRv?x1U1weSP?5SqGjSu_M;r2angtU%4YCpHFpBn#<1MED#aBy|;@EynI_3h4p zQ>P&HbK8?^$1Y`%9RcS&ohlQ=H}(eSTcix6TVw}|hrBC?P$sLGo2FZInys>L1(X1` zqJs?onbF}jdaGql|CKkl;faY%3kPKOnDwYDjH1EUf7v7$w{sw23E2V1*$xZ!KtK3B zYzS5L*AR#jg^ZZniq1J|Oi$lsBizL-$|#BH+sf_DEjmYGdqfjH+;xQ9;@Y#z&9s$- zxIv$5){);yc*_*CTrpC%Fv_OXY7%)bd{0r*ytek`Bt057nv(aI!&_4#S*67)0b?1(a%c&1H{rxTIH-C^c8wN9(zc=lL z=fh*!KZd8Ce~PuVu5#u2XkNu^KrUUthjDSg+#Kt-6-(am!j#~h%rxh+M7gzpW`1fF zgtiF0n}R#wnhG1BJp7CeGuwb~WCX|hpL)oB?NG-*9(lsYX)Nqk16@nqr!Cjxs;w9D z9uuvS$=Ca+#EURyxO#1-%~5_N=x6hJ%zy9f7BIHj2?K|qsCWH33Y)`zHBy` zojBQH3mB??jS&Yg#%qR0{^JbF*ssq{hkijenkCFTnZ24>AgkSgf%I-@i)!YM%roY9 z{b^UAi+}0=`lngRlGy!5Fxlv@Q5)4X-6mNuW&h0XIIU3yf9K*fQ9PQGAI4OGnGckW zR?L(YTBiX#C4iG*n9u7Say=An=r8+y(4u*D89u4tZlsVwKnGXOoIGYFi4= z*SS}4dy_}^fdH%jlR4*XJc$OvcXlW3$Rap=S$+vqZX&v5;jFhq-4L*>aIDY*Xbmvn zTdoS3Q+FkAB6JB0y0xJ%HK5wcB}^jg%q@iI`6(8ojzc$}{O8(1Dq5s%@2$VmZIK)7 ziy@>v@y9?vl8vb?dw9&98XE}ZT_7iXP%+l*t=W10xl`*ran0%M=T{1&?;6_xW>$k$ z1nLcQ=<>Am2UgZ6A7mpTm45_rgfcsK1<2$@Hu=t`6ZEHo9$xP1+aO}gM`b3q*=rQp zDljBhrpuQ2EZ?>9-A6JUb?}+u;eGZl{U81LZfuc^ja~F7(@PDyycI|h!AKg2xIS>O zjV+SYt$R107P@b0PQSUtDm+s@IH!r2%+{pm5ol{z@$FU^JbfM!#P#yQ%Zd^@*VtEP z#m~qbuQac{!4R&}2;FtKd=to+$Fkm_J~qGMifC@hx=WPK!^4E=dcW<{x@7+H3A=y; z$|L@?4cIM`VxXZd2)kO9Xt%7md5F&Miyj;tHbpoBA_f1zn5sF~@7~-JpG~J|tZEWg zNbjnDo;%WUHS#}JkPA2fG&R@&B$;uxjW(2nb!62D=~M7hQcKw7p*u8cKmr z4*tVkalN40r%;Ul}b%=6|A9Oo2+XXS(Rso&r* zN$(F3X`4FUBe)Xn7&ZR-q2tSvIvB~{R3`oxE&T9%tLv4UwA4QK`#j(JZjomVPa0oZ4x09vXwDoGoohx{D8_~?6mST zbly^*WY}dW`bGFmrF#)^|um)!x6cLzr14hH43If8P5b2^b#oY=~@w5A2 z-mIT)K!nVs0t>m(DvspZn-J>pAiP$-vr2JEw9~Z^2U*H z#4scLel`C16>fCmtde-QaoZI1J=}STWqaP33V3sjDUzkhSo;-gnQnPtjg9Z`)ecu5 zx&%Kz!-t#0atbH_p%y&R+)z~CkUf`(2V`qsMl|BLp6wB~JLG{fSNY`K&7ZH@1V0zr zPxFXwTD55+IyF4KS8@rfE2WcK`?Ft@1ZaZUNPdZ9Ii{G!{S0<)+3X;s`5%%Q18N`U zzk^NlN)r8SIFiANc8{wu^w-IRbdkB?D|3aCeIc_I;3)gic(Y3OhEIo-tX{>5QXdAW zh`o+A5@tngzd=+X*{bIr&9Kwp?PZV;#dw=j<5WB~gx04Iv(q zEgjE%N_NPCD4;;D0WLwyxQFtc;3cjhuKwH&jxc!7lHTMHzgCH?pQ~5=4RA7c{FvjN z_#FlGGmAo&ozEYiu3Jx#cNb`Ok@&o5c6xJ`rdeinC3SD_ng7+pWYC-k_SiCIqEMNq zeBwqNP%;4*&oVLl8F{A#xYWZUCUJ$_`UNhpj&(kKJh~C_ThrR$lR=lgPzU5qJq?CkK{N=(sUf`)XH(W9j2BjF$Q zf@pr1gH-HuuYc(Q={m)&r`T@H2fkl|4M|gN-3TLJqv&d$1}<0GB;$?lcRh(5l=-Um z);tW#3-A?|Cd(XAS)7CD@pMh{H@`4hU?_Z*SMLhm*7e=*j8L*2-1(}meJM9Wa2~Tj zWb^tprBSb&1OGfMx|oB%%2WYT`2_TkZq4Xc&Ou|T(naRWmCtM-Dt(Qx4Iz!EnKvvn zbM(&MIiVq*w4S?TH|(%R#-fmiQyUWWc{AK;K{vi(e-6Eo06~c^{6o$E~~U~J}_5_7vO7TN0XnBB$sz1(Zw)0<@oqx z?>YBlTvLNR%OltMO5MWo!O^xBTs@^Mjp5qp(KAo7h*89xXQCSlHpI&C{ZeH&69}66 zCSImCGysSfcz{w6keEg^fZ>dIfm^#Qfo1qNO8l~1ghXzHWocttm&JEQE|V0p zR0L~KIUt6rE&y5g)!1uY$CsEg*Oz;US<7lA@;ELQe}faedy|33Rp^6%R3J%ue}PDA z)qhS=xkrUCkcWvo^M3i8k!}8KGmN*2{P@y|bL=-ZSy^g5osdS@)!}^b#i#3C0nnh(0=iAMk7|s9 zs>U8&(<~bwXNLS=Bu&OX1knIUDLBe8eEikzu?00@6^Qu z)G}x6C9#XEbEIA8|p_w3KS%57;PP+}cnhy+{^oS`Z>cwgLa}(V#lt zy(agz94Y05 zR3}Fr0VRLldF&BBB)W*HBshfJZeC$O9(8PbG0c-Fl@L6Q)Keh0c&w5%7@gU+ zI`FHfpo(F>%)J!7C4RzHNCIuGv}yB9^xbLE=5jpoo7bNx(3LcEWpz!ITOw5<-S z5UtWve~!w0s2$;C{8>Hyk+HNONC0Of;c?oW$y%OF^fJe$+{m*m z-8^$%%OJxpg|jjsZn;7>w6L0$oA|o^?XRa-D!6O{>^sGS=$RqveNygPGZls$uq$JB z^zbI6N8L_VAxb`7ebH(@*-XOFAGRsxhJ7-wuZBz~>|EQIzX;!9Jvye}H+1R1eB~J-0l12 zRMD-SPxyL8CxHOhYU{EbG2U2e$rPYjPTxp7dUGByxo8@01sY-}Gq$)gwc%vh zFaf>C?A$DyS+#ThV1w}aApQ!C`^H|RKy?myJBmT%^X0lr`sXH>Wh^N*ChcwI<<-oBt_C~UP;3~d`SHm_K~e%>VsOQSt(oyg5!V??zv&vZ zc7@N6HEnk=HGbuRUK~Bl4>CvF@`^cf7=J!>Vbhu* z=oAyxjC+s4sL$$oCAbzn-0bF`XAsLe_0Bj)wwle{ z*1p|!=1aE;v6v%~H?9v;ajr5j?^Bqhv$o_^zmkSqL?q9>omfe>IWZEp74?Sb@zoQq zY>BI}o{9)nTCh}jb*>DiBbwA4Gk1HE&HAffF0afpxB2bERV5JwZXlz6>~RNnqGrrt z+`~XnZ<}vxdkRIm`j1s~-FEEv&=0d0d9iM6%URV@R$w=de{ZJ30j{!)vulcsNQPl= z7feFGq^@K0o?lf77XcNn(CWXB)+pKlH1r#v&y~YqNu@;{2XKTAqTZ)eyROXHgcGb` zTtmeqY^scOsT6Wv7<1Z*Ca@krT1u9`LhX>sPMxc-JM{$T<{;H}37RLbs&jrQL3?n22`r{M{uA?*A1_%_~PLg9_R1fx7QUisuV8m^o(53gVQ$$hCVX? z{$PBYJEYJ6t=&|3@lItY`F5MJJD-Z0R5lYE3>Gl2j?Ok{&q&;9sjCnY1-UeYWyT-) z-I3Yg@P=S~v2(w~Jn&<&%U0W8IMkCS@#4@^%EoDvYUa&j@6Yw_gta#2T5Q8~QNyN! z#-RqZ!nn<-c7Jd-oTzEB2NaS9wvHQDn*@>Qav~ru-7qti=g36}33ov+IT$^>&N_w& zNa8nY)Vh3)nL)@`Iay+E=c*hf?mYG9CbtV5gTy49s2QES4mTE^1NOseA?1eNaQX}X zNoB)MriEi!U0-J`?Z+$sx<6=S*_bJ5N>ut1<4q%qz|^Kzt$vao2PLPw%K-#UKB*+# zK8}H8nQTy6BhUUs8E9sCOwW-%-QQYNZd%G0|M4>YvXZ#S0vRe>fDm}nkFc0T1K6=DXYFXCjpx!1SCbdZk6Oi~Z< zrBl+-j`^pT?ve+bh?#h_sa^tysa{y!i7(#r&I>A=QufK@&)Sb$FZZyUYe30VqVr~p z8`&gKTXnm}RP+mm~rA(c=FP6FN>xF~wmN_0kl$_BrJ3WLWWQ$EBh= zpg=d>ZPZ_9%R8co=8AfRatcDPOzDNqW#%^qOjSK(Ezv^NlOi+D_CNm3nfIYagYoS8ZNO$7tBTPwq*$k6{X1hyaGx3Za@ zysqqk$KEi?8FFm;c8?m7fV|Ee>)bhi7a&R{nNhQ-#y&;~Eek9K?ku{_7KW{82|9t3 z_zVHaa}kRZowx2z8nq_iceJcz97z9q-2dhDKN7t{Q$i4(7U}zM)A^6VesThaT9{sz z!}eb%lhV*YZ^-xnsLfJJiGroH{&9_$~#{(-zNo3oA7nZNVz z;mbc)0l2Yj>kT%|WT&#=;J^O$-)HwU9T>)0x_!Fk^S?R3e|b8Z7osGjn-glfnl%4z zxqta#P+&YTj6iKiw~GIJS~e8k%7R-*aawZlaPpISuCw~K8Zm_y)xW59ptH{O_2I)Y623(-mFrd|JelZnp z{$XpOK|-Fz%}3&V@|LSYjS_l!*LCztGFRnbcGgILpo-z|V8P_&)?=}~KGs?wIe5wH z(Y(*S8I{>fdvniZG)}Ber}W@$#w((6r(K=Hxf9Cnwx#~RPSSl~f2afr=GqrxU7;U% zSBE`k1_-SFzveBXcxVeluRN#-Ab^j5EJHhvV>#1=N_c@z2rh}vb5qkSF;Oj#q&~KX zfP-`GS?$?MtDKYJ&URe5-K{s#$K%}D`U1$rI0e^+l3y-!7JBDuO*SfZ`(RU!k(t}& zTE^E|rGI7h)ZcjEHV=Bd-eNjqan?JG^&(U;OmM(6&o{1!<$o_&edE=FdNvTBw5p+j zTJ9|6V>W7fD3jo&8GT2J^H8sfVLDe)JUeghyWL2}d(=q_D(hZ3-EgB;cc1DffV7eM zTG%7}Uo7J-MNsSQCzPgHPn18>!c~2wL^Vx~&yt)YV5$sU&#%(Q6%+8uqDy{#qB0Yq zb?{+hndH}%635oCBUv$SlbpAwuDhbC!p^zK+Q=i$hG@@$X8M(ZUrIo5ZEnkUPl{8Z zFMEk4vM|YUgQ+SxHiR&1FAm*I0M30ifOEkiuNWOKqgoyoXgrY4)ihP1)z5;5ICpRW z%}CubpP5T0W$P~&2wEsRqdN611rQ$1j?c>i!J;o6Nn#`_qq_&C`c$&&c>;5mJ2(8> z5&G?VHJ3NrGc@*+Kr=YOO)0Jh5~!X3^SByP285lH}zK5(9xKi-+1 z9&BKCGLGFeL#XMbe_mEE|84(!aa@%Htm{Y4KCC-9T9|G{khlO!yWKhhdKT$3s#GZp zHp&jEnQ{B!W4bBj!n}0v@8`lZ0bt|$2zCnB4-S6F51-qP+V-tZvQ=SKLzwwCL^4Z{ zdGr^9_n*fDr)YlSOBVN2w`b#O-eSbSLHQpY8Zz963s3+VaW~+Z@-hGv%B|c}82Ch~ zN8@;eUXBL-UM}q!l{2m~wI6Sar+=HSSAV?TDz*EmC_LuyzcJ=`@m=l=W2^p+ktu}l-btc=s~GSAm1K(ie`&17a_S1XLmTkD;UQ~aEP2ox7UfoEq;$-h2SB?~ySjL(D;s88>Ara3*yyiiz7 zm7>}j^(E{oAPBsj9P;{1lY1`Q(Pnjsn+%BEfso4(pc)}G)1!Pk8kGm)xa;g5we;0Z zlA%yHF^_E#+i=&dqneV#QeH1HqB(UCbVwZI0R=i%MBZ;%qvl9>HMSRAe}=WJ07O>7 zcjW3S4~NPf&ux6aWm-EWJ9}=$`9v9qO5T@>rWAOByfYZ)dbIv>w)6b$Dbd#*Y`NKL zZBE@wWM*n@(<7|7=&&ii+YNG{>+c&(C zFGilf*r=^!6doo3y5GqvbJsWEJL=xhzEvg{|FYT6ZlB$S; zpi5kEINsmp@jCF9jI$wa(TFY*=>BWfq*L#G<+Y(yKZ1+VZHy3jE{xLTNbl%8GQJ5<>Fc+uwRjcCi;^Z2e>GC3ZenzT;SY99#2F3#JYd+ap}z)-Nq`PQ45+*R6Wc zd3sVlRe^lg+8FrM3Eon_9-^tnI5g$M^4Ox{%GjNQN|dVAXh2cD(~{1>LO`AW9|ilu z?^|~IF7?{fFzCC)7L#+2-{~aW-A#9f11(2FiRH?-lPe7C=KSr(nYkDd1(7pDZk zW?-hw^J;lB$?;PTKjRVs0)zW#ml9aC&`}?h2C~V7>W#Ub?*c$g$4PhNw-Im6N>?(b z61V8?(z?C)qT|*gXcAdgwvqmCsAKWDeO5=vyMAmUY~H-x%~W!#I@Nt=&eVz9KV&_` zQf+P(voEjkz2>^WK(_u|y#tTuDN2Ni6tQ|D3lzC^AHNwG{EeGD;+K#dH&HfuX>xF9 zqCl<{*hC42ZuH0Cc-n0NE)A$X3YB}DNsx0E)LUb6hFf0Rm;=G2y;uZa)wVzO40^q< zQe!f?XL>JyjKb?yR7hPJ;nb|&Dok=b??VFoOfMTQUghQ35P9b?59l+PG92C!PI6Pk za7Ny-Z<@?C)|jM4+XT!{iJrW58>+tO5x}%Bf1R24VH!kY_VVyG7!HPRb)4vi%MIQh zlzKd~{KtWbKnrFq-3s04IMJ?Vv*=$dWMOXBQZt3CeYOAEJ5OG;ZQ-{IW3jQ>#>Oy; z_NO|US;EhIf2}tyvpF9So_DuG3tBhmi~_fQ6tEudBvYj~4(vX$P>+a`cvlzj10n>tkVA|j3xq?e4Vs{Z0N)d zmQhPF8r(+`o^_(ugBGBDfeupiJO-aVO->fwf{#^A3B>SP*Pnb6W}|P;q|xf*0sPP1 zt}C=T7Mm2RfNeS;!f}HUv^7YaJ8|z8msK4@o9CzFD(14bGux3v+s#F8df2~&V>Lh) z9xqlOuagDW%=U>dl zP#Jadud{)e#JfaFNj>Yd7}8~t4Cb*^yp~iqs(e+I)Yv=YN~mi3qj~38=`CXs0dCFW zi=Tfdfn@BbkJCg)saalyFo+}3dz;e9O4RYK zwlMcV5}pt04ZO|0=f87Lt)RZr)OpU8%|P7sAms_QT=wR|3@K!XI%#-h^2GV%nIaOl z4lN>_>U2JCTHK_+;6?)7-nW=s8!g-lbW&?%m7<^X#MrUEwTHBuE5WGY>I<$|W`%3y4d2o+|S`m7k)~ug9TG+Xth`#=H+uM81q*K=dUbILz{y!V3 zGNi86jo8_7;@AT4i2dZCHZA)n<6PNFeZ@W}Bxxgl{!yz7Z(5~ha1tJ9j^9YJ`Uyud zrB!ArsH$NVDuif6_7cx~A!iVeK2G=olLcI{*XK?*`9Y$wQ>&cx`7d5OtXG?P#$)^S zeb;3iqF=!c++;i7zqa=~0_vO1)h05yt*Myj@Fx+RE27oCpTa#bV@73qJgoLLRO{~B zONt#!9gAywKIcwTgIyW!rAG`p-hYr-boIQ=l`u^yN ze8C&kCt=FdhWA`Op$9*-+uWC*Z|1sr~PJ%M%TKbpQme zaQG_ClrK*LnP2MJ$-H;@@5vzB?;QJOt#yCg^Ro1ucOuUQU$quPmYQ=HgNgFz;pgPR zBhmy1@1c6e$%0CQdbE_UOP|5F`WOEB9Y2tTbMeE0}h^^N?lKbry++)F&|4$15 z$bTd%E2lW487V4Z&7n7vlBlP?w zRO!{{9&co|4GaVh68remr2=cNu}UogaN~=v`&{{rSmRpPM4+FmWr|d6KFuHex|Ly~ zfZ7DtRUXeMgRK^FJb3S4-la|zc}Il$q>A6W(C)+0d*&uh`o`_=pxH~eZJ0(NLO6^h z=?oNSGL|#a$H|rhzH29|H2M;grGh?P8fZ9c{pr`NCrtRPh*)gLxurJQruywoix%}P zTWihNUv6G2i)(!_TQiq>msn8mNc20tAF-jQdgOkwiC!4 zeicz`yK!~$>Fe^_La0?{Yo~Z}-uq;`9giv%jO#J%iZL9}=Zszf_VlSh(@~t7anlD= z`Z;Jxwg>rIOqLC=9{g3Xba8>g^hYfqrS^zz{5Gjq#+YDQf1rCjZE~+^!7HTR zaeCe$>Vo80W&TasHWtC+Y1`k+%&Fy3NiraWi&pT&f z(L)%+{xYy2uOEFTII|qNy1$6V6;@s}yCbE_-}0an&Z;3SlXtSdtg)JKydyIC(bRYY zBCFm;oMMBu5j2X8RfNYz2g7=mWt>0Kw&-jNcqX3>ja#QJ$Z#s9-8zKn}C_h5CE+WLzvpDmI1hT9*Rw~j z`o$D2$!AIO{T;xe+2xbX84=XQMyf+Tgmf~;Vb|`q#tWr9baj!L^#3JSYLH(gIKL06 zmd&hl6|yvaf_?(qCf}MPLjt83@rbQ*;vBy4$~{L&7ZvBHnOd+G&F3>-Lae2k>P%Qx z^c7L>Ey~7*Ok&(2VB3C`dkfT9p%;5z;rzg0VW)V4Ri8+QtYSW$<5q|Omwdr8<~#n4 zAf2(Cg!+=(rSRDcVRcoPb(2Rj`CCRL5RDgX$LbsEzG>&Ew^46Rd*#__Ym@I1tt_-l0}uNoE` zZKm(RLIQbMjGi1FXxj-~X&Sy<#4Cu2)|y<#w9SRX#4D|}SkE{brBfVVx4v_WDJ-t! z;!62k)%ay<``%8K<|2$N*Xf=C7O26^=pEj&-(sP%+IVAo@(LL+?)Ku+m+h$*%q-il!tC4PwNkC(pq+54y$lHewy3|B z)^0MdBo=ZWrE}hzWEpR|O;xjW&r&Md;1V?2tHd|D&cqD9@@8P?I`F^Gqo&8fPKWgb z@v#|ms&uJWot@45l8X%?7!O^P9ewVca6$5)*%=zumh@->S2$l~*LpNHW%F5+&`n8L zI}beQqd!@EHd&Bt8cScy>EF8^le(s^vDu+xoF_Hc9(6oEA(Jh7;w|26=FGG;358$Y z6oM7GptO}2n-J~$SqEE_$itA>0x3me`uoE>XK&JPS$PEFB@}(n8ua_W-97UM%`F0y z0O@3R!q1T|gC;N@Z)|0bG;KUOk&>4QSyXB>hSzO5t_hCSTL>dH8YEQJYO;1(tCD>X ze)sZO72GnZ0^@y-J4=N9!HmF?#p? zo2vE`W#HPJyltDUUAZDCz#E=)566w=5Bs-eJ>Di8-#d5TYJE3sG+%S*M`@X{>v}pO z|HJ&^)5XfhKgJ$u3&G8MNixJdb2Evfm7??HA5Rq8{3ffAB=LmYPmMfd{44B*Q`OV{ z?|j}Gt~DAz>&u&%s)A6DCnW|cT`H#pUNh6hNL64L@ltJjf1i1hT`feiD^B8xZeQff zCdlDoz-&E}u9TBnSF2n*fK}mhGx@3UE@~)p74hp6<^~w8Kbv98YkxBcAP^4adnpwtWak17*-HB*=6RD_Gx;AT znkgQQe=^~g!=Lp#{K6MdWBdHGcP5rotz__Hy7j)_#D&Y|=(^F;#?Hn>pO(O0w+y+D zo1(l^sJ7Q14`#)@w0u)O|(y#?dP{gE6l-mLV zzbo#2#yEQR=Nb3c9pjGgXF@{WcfD&p>v`rg=UhL*<{yLrJO-2XuL(4+rKZbL-gwLG zrp9fqEx0k3vIdne2t=(Wvxmx1>~6Lw^_8Ypk2Ji#(4xxs2vW+LTx}Rx$~FYg38dS6 ztI2i1fs6}zQUYqrG?-#5)6{Fh0EkE4nzCl;61g9y0U|qcblQTIiqZO0JHit0H%yCgqR* zF;r)3-up3hI^t#BY3#}!tuDO66-QG2*5+;5K=SIaXz;SQEP_-exe>yKV9)G7VH+Mc3RW_yA(ey4+z4-ErCRiQ9a7iMOe)JIwsXg+{$xPV};esdZ`@ z(#cX_;^lT9_4Qv%HLZ6ErI^9HA2f-&3@DN^Fe|gH0}OI0tJWBgP_)BeVNjX63nk9g z^vF|Ba~v4-Hi_GPOJ0*AwC2xAwdt(Top+VzeDzs+9BNL3YcuL@{#)}26a`N#L0jpi z-6pFMr=kXK=o1~KxJEBvrk-`aI&gP&c*QmI#tdaQIEr(wJ@Inq!_hp9v->Mvj`PU~wLj`gu?;_k(KYvWWXrUSOPugM^Sl;g z$TYee=q^wNu|S8(6Ax*Jq){Yh-?-B~dhzTP$^Xe|FfYI~6gS9pYhCGSrJzPH5^c?= z%+^#A7MJo~OvXHR9-iuc?;t#rU;6Pt{61Z*~?Wt5zQnffy#tk}79KzPtza zrx4#{-v0MhfdA!JHmi2RtVWOUM2IQ=9@L|IkDK3UIMBR+;@olFHTUZ}kvi3u4tK5b z>rT6VXdpK+P^E;bmLHidAGvzEAYx{hqu9E@+1g}J!LF{9BMzPy-oDsL_1b$ra}}ys z5!5gj@JT@y`S>^2v=iDz236@hho!3bs%p$T)H0-W5+g1jFOcP=Qq<1GD0utqn3UoD zdgAWb3Y)$Q3gP73*eb@z;@&DjN-{Lf(miG}g`%J%n_<~A8MAKYE@W70&b}#vQCW;F zzf~MyIQZC&oDsPvKMuWMNhYDhcz$XT-aBztkBvTUH+yr9+dJE2BBLa9UqML1#SD!X zN@=jR0+Ov`|D6a1NZm#1`_~>VnXHEiB_Mp7c#@fWv{OTIdvq zt!lZXy{=bxDD&pRGIglg6S$WRpJWO>tfaR->eJCJIn zYkalhVTAg#R8v!)(WkcNun$@V551OKeQ1F5+pN7O%7a)5#r>|TzNCNqcM+S6Z zq4BT8rdkUmHhw4s!Ez&TF~Q4s{Bj~&edm}lC*zK%Nya`ET2p7f#IM_zbRQtq>s|kZ zRA-g*n^iwyhL@rs?@7zH;6RK9#KYwAzUL8>P_1Zi>y88|_vBJx%SgmG);pE2e) zW|jRZZf%^uGvn86HBbc|Nf+`<%tS|E9fi=|mD+uk{&Q>%o?oiBLDT6aU{yf%p)!C@ zsmq(@*?cOm7i}g<_mTC_gMN) zcwCOr@y#rC%)XhkbU_`#^&SeJm3w{|{A|IBzV>&Jbv`E`RYcr>0dG{EtbOl`5 zNUa_z!D&~GwdWeLAcC44Y4h4PqDB=W2Lk#ca!!+TMi=u5f2^l=;xM?k3ijWawHB5h z`kXESJ)N(%OJ1&9qKrvTKnDEG`l#!De(-ohAAkB@H(nJauT~kiOdU!{^~6>)NplwC z(yk#tzmU`|U(U~|Fuv(qOTvM@nctwyxy2MJ%ql_Q2Bn#2^U6l)6pJr>mNjC`Bw^tA zx0kb3A4pLD0&D1WAZ2qo_vr=g-*O$E(UWyr;3Lw_dSy>xJ$(T%bOSTBUenz5@O+$j za3!endS+tTAIUOKkZLfI-3t8qqbB5l!dtmni!F}4y6MO26GCKt)M(*b5iCW>nY^Dk z5%-RQrI?Zee^a{GYw2uu3M#35l~=-1j}RF+xnS94I=zP1%yb)%QhXK}eq6g>NMOx) zcmx%~%aV**XL67psa@Kf%lTrPNX+cYvgN1DgCas>>7J^pd6mY1G9&V)}YN^i!!TwPt@l ziB&fYkDc~)$zmC(t-rlI_J<$y0`=2EOvRa-*6(R9#-+f&f1}5Lz`XD>tmK@XZfWY1kt@<02dRih*#u zXik&#)H_29u?4H7JNPOF6jGcVMws-&RF%W^H|Ofj0Jt#Y*RoujGjhoHa5Ki06kI;J zApLfSF4m;Sm-IL>fYs>4^tqq9y1XE5l@YdD2(HI;Kzz4vTBgcCcZzAsHvvsGQ2mRVO(B9DK zfT`ECiPCre?z^osXu@@GrYp|;L{D&=+YR&7YKIYS(`c0zK_{x8Sc-jTgnn2JyI1?C zy7UFG(~l=~r@8s=y>HlAc8C}ZM)dnA&(!Fut??aqN$)$#)3Iv0GGCpzqAzyikWLfW zMM~EIl=~#o)p!1zh`G>Cw(`T^p4IZki*T-!V2cSq;j;Y}WNv7)(ug+i> zq=r~8cK5`0D17XW+q%|u-jFOFy^|Mcp$)2d;@U@!j_Kj8Dc+3IM9DPFh^tJ9c)3U* z`M~&_uu#yOC)89S?v&A*_@1;0ncG}{EdPS+cz)P7!Yz&XY-~n+wzhPp4%GT3EvI_^s`b|l zW@;qA7Wi*5pX39O;p?~tn?>w&pyj!hdNoY#z??Bqu?i*B3S%AeC0chKR%&YSv1xaA z9p;)FcLGL4ZbB_J7|6G`8Yrh#3JBLRGhaNx6RR4vS`Z3U%Wl>_QqP9g|46;=3ktp- zZqm&+-;pnB@oj?T1>RuAbM>2twP0!FZ*7|!#f8uoHyXk%%L%G1eo$p$j_&>&1By0r zKX8NTdP9Nt%aLypWZM1vBX^|3e`I|FG#qI@8= zjT*RqV>D60AmyslD~p$kWvMby4IhD8)cB54@Wz^P?dt)FELK5bL4#JemK{wCmK^QV z64zIiQLwnH-rf7R_?N@%P9r!pA-u?9<3Hhk1%-=mUsrD9L(cg5`$w~ZN_fGqr#(sE z5|TQwmJ3@H0}fdmU*mMAPKzac?8oiyt4@o|tr5^v z>lj&t-yu&k)?Tu*bR2vWx_GxQnytCLPE`{=bx7*Zg>PwV_ux+ua~RB0ztya;MddX~ zH{y9|FB_?SS>~=Cw^+WNmWOE-CI9wV!RPr)umkIKWH-DZ^CDmMEj>DsEOJuHZR~vF ztBUaj0dI_OZwW#@1x1->QVWn)gl@$=&<9}BD0Y(Y+u}BNhiywYDGSmzh|pKjNSW(U z2Q3MU+U~e`COcvi@tyE1I zqw1YiJ?XdfKc{B+M-7 zw-{LBe9l|I@Ngb6l^Sx+*(5+ur+{^YcGDQ=_*_ft@oY+8dG~x@p*p4xpAcmgw1!M| zFHQ6E-7zLBTHvTEkzi-Si8kFk9hJQxX5hsr@t34T@H(=1aDSr3#l2d}iSekQQPPuu z`jBR?)FqI4i`+mrtlkt0*l{Yi#1iV{yh}H_*OTVAmhM}ay}7?5*OzcTd9}r4Gh2YS zHe@viKwR=JxM{@g$^LiCO0^hD)SJ}0%clx7DO)xA(|@G`6TORhaV^jP;It-g>}~=T zNYdhOypx0dxs$KW@DyLz%&WhFuE4*5u1~vO%RYphbiwNQk8jj*HXSn~lguj_yX6{G z|Hh447baP&%xWPMdS$oqCg&?<>&ttU*kt z`iGWH@ak3}f=5^C!C}t9g0GfH@JDZ~5`Pp~H`7=w_#C1mv5To6!FeY7A_I2ZpZy#r?e4@B8E*zC4q(DOG)u(2l8`T;M0jL=u9|M(-s6I7Dtp>dG6R{k-V$Fp+F`NO4e{SkzN*e0i*sJoc57KfcCJ>-?I(}~_H!!M{GD$4f*nCj8nWwJ^zih{>DDa%^lk-Rbbn?HPQ#A`Zf*rw}Q__`U(;8Y@Tx}+6VBP_lzzAWFl zY{W?2z}jpS_c#0C&8BNo;M7ZqJ;Sp4%NLrpnNOXK0-g8BPj)yyl|_*zVPP^;yEA|C z<-FtFGgiTl&26V`sucQOrv#zT6>^B$lhg<`al!-6Z$PLXm7M)FmTCKJ>ddJg&oAFz zLWn3)$e&~L1g{(B5iF936xpOLDByHTL5{eKK#uT2txBc_j?Jb|Na(%++rr+9roJ-< zuN2u^9ZXP>vpjENGvXurkbTuBIb4F@W>b}T{p&-Vc1@zh5_){|gDgwSoIBwt(}|ng zX2NruL_{turp|AJ4|_JP%5|s2g;ZHM>e~|nC)C&E5qh*J=j(LViq-?$UaLHw+AV^n z;?Fk(NYC7!Yv8Q#;88h0=DqsH$E9(4I@k*t* zzH1N(xwm8CHOLB5YqaZ(47~jFPL`sNcWm%N&{A$Nm6L5**1TjUFbB}g-u_eZeh;O& zA_25gmrX0}5++)7TfwpJrvNDJd^w+^6Ow0`PH??CXWRaA7?x7VD!aPR&?#T7r5IuY z@z~v{+{@1hLY&seXuYl}6O;x-Io-;c)^maD^T%0!Z%#SS8B#Ywc&zB}H6zl9_MQZW z3De3`!5k$KzL@+#xP0U&+q5M3gQ~gVu7jCW&chHVuEz|=4kfvvcNP5G)5X~DEGMs? z^NUQCcJa{QV!oNuPfk8;)D7Y%#SxW}XpuU=LP_UZA6|KDdSXE$-TNk8cKD%V;t;E3 z=a%g!?`ORPMt4(fmn=t?2C@2)dS!*4?rJXrZ3>oUSJu)~-#^dY%${YyX-Wa08 zzh&Stkbe7gvHOGDO3nqyzB`nXZfKk zboLfKkd!!e-E#Zk?H?girQbpy0t76v7k~59Pv!Veaq@^E09UgHPfy+W`9J(X$53+s zY>a~t_^~rTy!}%jSLuH*?mr&N|Bl>$%$Wb3b3d=O|9@61vjm~Y|LA2PUul)lO_Sl) zU0dJ{+1<$RiX(2QoOnq86V>sjm$OD78ZjHLeExFR%kU}xyHbDMCU(F!_e|kMt~?g} zo$1%XtUnjX8cr7F0)ffxH%g(=&grrG{h;-~0Xm5;=>y$dm1lpZp8OQS)KH)X>37BJ zUHOlN{O_L(eGV8aLKg@^EsuT_R{RJ_osD(_!8&)O==GhSZuF;@r%b_p-zbGdvi!$l z`S*BzmUIZ{bWnyWjsO1c&y#820a2Pb@VN!%G{=t>)=$@}gg#EwlNCRD@Dr5w6I5Yi z1A_mlT9~xtuLs449}Eh~h=pF|KQHOuF1WQ7jIpQ}#mnWVQTXZQ_sM`pupjy_V;lp< z*mjaQHS}-4@$V1o?;-6+fI;ywmpI1!>oL9n*tZ?6$c~C%4@!r%NY)J;pa^ z`*4hNqV=x_<$ovMPfLgP^8ew)BRQ5N^Bw1kE-|fatto3rK#VlVy$IAH;)m@sxCt)> z&KaK&=8^WAjE*9}d4Sq>mH*}&IY&q^_QCQ`MAjeIf|>`IHu)9%$Ah6UHXRAtcAZJW z09=%L5qP5ZQi$a#F_-(3J&8T2acQO#9l$^U@SdmCJC?T&wH^4?Jd0KaRH3xyXIdRf zgg1YNO`)ANh}rUfU!^uYNcolPVNteg$-Y7RW0rGlH{jtm`+v0rTF-*@sbj60XPC*a zIo(+qun{zp>`ptC=6Vb7)FM`Qle0Ea&e8C{-s`{pqhgQO4@8}vZnGs`Xx4fO%4Hr| zCt?5oqV2Xr9n8OqDrf0vBG6Ecx{uoyu~NEj!^pt0)3U(=lPALH(LSB%^WjWw>GgqA zt$n?7k46g~)6>M2vqx`^q>=)uaZ=-^DK3J-{tx06JyeoJZDZwXy*t9$rem#wH?$9L z`*(oAU6)ESpds-^{r#)L8tWU~;=5_cL&4o2lynVI9x3~F}uWl)W0+(6;2riBZ@Mk9D5%}w}m z)EQy4R>z-0Jpf##Z2l#pa8F^kaW*N794Ij}^_r6DLCvF79^3q_VA+^k#KKodM}Z=N zSCGs3Vj>&=Jwcygnjm2%!By1ZgTqE}kEJh677jF=lZ5f$xScK5i{{P0el~y7_-T5Y zwZe5ukEn|mh=;n=X&pgV?dcq?nsjYEdN;0 z*1hUJMLuHO{-IAj6dg$lXrn1k&8M|2LMV7q*f*uE8sxzNnv2c=!Vm(?y*k@s=b_(T z9gN*zK3WhFZC`Ux#>uN)(Yib6AoBp!k)Tl|Zz3|Rka{X20r3)?>>}e1F9R@ljHKY+ z!D9?EXJmsd(CdCigNX4j=J}Kf?Wxzvco)rjA^G%!P(A_uB;PDJjR~Aea44M7;Iz-Y6ff zFD=&7$-`cPMtQkfNhJfo+6z?CY!=a)&t5HDWL%#u#2jbouBSG(z%~=D4igD#{;3Oc zY0HcZRYXIgk0s$;lV7G}{p{nn6LkA%tA zbjbR`)~!vJ(?T3l?jj^R%S*QI7*k-mem5+GL((-qfg&SY+y?Nelm!Xl>czxT3+^3; z7heUfe;FCnj)CAMGB8km@ItO%MHZ0$3;BQRI}vQ&yF^C&I=a)jIgeTLudoSI1%3BJ zh^lsk{ET?t@x4}*7BBk%!Wwy4Cwn*p2KV<3Coj)rgb=gh>vv9^8bT$e1#b@T zE;pMm4mr-~3Lc%r0BU8Pxn7JADWigPmn`bKuK+=hWa{ZA1$HoUm3bR|`laSv?Ii66 z4e&2Lg{v}IFqIP({H%b&EhsMBw}@*QX`8VMvSmvIsQsx`i`$uQp!-l0{yMPU z0|!nvt3jNka(%mOA(`;YeB)o4@%0Fv+hs5o%=D-CH*N4K?nw(56=T8Sc5QvuE!W)o zz=8p6yVY66i>3_%Nn#zCGGXLOzD|Z94F$)|O6yTg-Usx5*e)w{?opsA5Maa|-jFf5 zeuTcctnSxB1_D_sHK&=t((eT4__!A>K;eOmUvXt)J@T*iCDeC5CrN zI#}B}#J z1-eJAMN)%TtNeaxwjlZtWS_?hn#H=WsysU;bcs3!Pc%SS01P(qSoOa|9;nAJK?8vr zyI8XG7Nu?fPJYaMPDi&5-6MH5f+nL9g@1O~Y6x5mUY?e9hIgbMr0r~2|A|M-4m&c- zgz=CL`Qy&5Tp{03=Y47x*Vg8%yxL#nmL{?r^0jMA@gPm){FieK3M`F-Wqn%b>{@>o z#s5$r$!~xDl`ga|G;nch<)JkcRNRjNb>>Y(HJ2w;deFxj!EL zr?t)4XWP(X^_|B~8pU=mDBHMG1(@tkSJ98d`IO+48uD3U?3LX932lxx;PX+L!gM@S zs}Nqn`K$f^qYq6Ccf0ORXhbemA2M%NOsKn1)(MGrVFFCxnC*?_wny6Lxwe?@hAA4G zJf%x2p{uG9tE&JJc9rp^y6W>*+AHeY>873aUzx60(Y4PMa!((v^jp`2VaHwejLg1k zP&lg=(-esk4w#mdVU)FHD%ttZZ?vUGCOS`kSmezy9uHl{^ALMKS}5TF-ebX)bvt8> zmG+CQUbh?j0QtYUeRA4K~#$~hnzcf0es;G7q;h92nfc8t=H%98v zNqdQ3jyC?QWp@}>57OJ0o^g3?2|XwvWmaTafI5w62whc7+z$AfX;5ltMjZ_s!(E3|F>&xw}KlB4nyu{`PGf8TeO=XbOpUAEs{F$IP0ETaDGN?*RUg z?c3g%23xJ4D%>AmK0Qy%?UMO`w}FoX?zV=dXE-I`wv_ksq&lwBEu(I8(Dx(2>D zww=O%Vn}JELu{t~)l>b^h#=fzL&E^WHV;-#pGU`kSjvjmO$efqEai6Tdl%x6(_Hms z;rjD{qn8VO23n^>fEaeeN9DFujLbx(CR5wNf7TlMsPc2g-Aq^Yd*MXKh=e6St>Yb)7c%u{~uVw9T@3B~fFapnKGGlBaG75@W3 z0}Nm0kNm0{17F(@O{M#f3;D5J&ItwMC9Y(j_+LKvN5RDD|G1DJfBq~B$m(-haF#+K4!w1uKcAcbNNEwJZ4C0rFMG|MH~O=)gEQ-tQLrRapk^|6U)mb z{#1uV6|&T)>bY)gw)GbM^xq*n`Jt(5)4 z{(0DDHNYxE7ezideZ|8v*JeE(;)@3C4e6k7PqaX%{X2!Gz;KIqs_I3`=#R?P?=s&#AJ&!+i;FFtpbg#g^eR@8vw2Bl$r z=Z%%5%cua@9OFSbeW-SK)=cm7vyQ2CbGKOjE@waxo%-mGZKElctzKoe6qg}lta&`x zg^r6i;-{k&&J!%X<0sqTuiHYj8YK308cz#EODxv0x#1t08UfLfO|N&oi$5U+9ask^ zJiHtzK;M-r9cLgEf;9-rOtmnYyxkTfkJ(;b5nit|sdYluZFCdMQz$^UZqt!0=yC?~ ztr4wD!(7e-QOYNZG22syr}lqAJiy;FzHwP8 zbNuC(roif8PDh|8mw#RZL8k~!3~q7W1_TT3;%bfMF5mIC2TlCj2~C?k62Knz)!ayN z$|(HiDXS%#E`OudC!C7wQEc0&?N00m3HDrBeLKn`s#XP+pG|&%LwQ9%{SM(^ue1uy zlH8*m$^}fE05((Y5NlJmFA+5stXs1xw=chaqXgS9T}|x3g(JboM9aF6ciYsJn5KJ#jb5@&@luI}2fU0h8MXSVBBFey+%0m^nbl4PEgv2y0(9 z5HML$F!(~Miowd+2q8cW@F<<#^dc-QPLOPpOSszf=xXW%ePRGN*SUkbB8&x!Q}|i) zF6p4!+4P!u3My&vwLfq-7ThpcoQdUpTq9t9)%#f*)_-m$kAI|B&^SVAkqQlU6Ze5K;#fVvk>LzQJTsOfzE?VktkS*|&p69Qbe0GQC zITiwqeXTJ-o#mZM$1FsvJU*-$&d$mUtb*7XQ<6i`Me*&Lgu@8e3f*+M%RrW@=pYp; zmDr&CXmw6-Qwf6maxl&oeJW9yJ2p`%ttQz_Zp*gz>w^`FpK}^o(VFf~_b#;d%wt$c z0j=C!?k2LPHUZYygMkD)pj69*P0e1U?Drn5KA4B;IbCCG^CIAdE8%JPvWevd`lNfq z(^%IuwMPppz5o+kn%Y18FE4<}B^bnJFEk@a%RVDs{{{UXu>XLJRL)wK^={=lhlgpBYSc$ zkDi3mETbZ3>Mm{;If9e2MB(c}vYhi#42|i)m_umu{c}!3QneZGgjQqhnG6QJ_-}cv zWABp!4i1pKa4e!hN>-TSGw{tVC~jun%3Md#&$b9&j7SHjrn3S^I78flq?$-2qDw3% z657yzU0}&w)Q`0fp0Cz!h15V55tx zd1G<0xDBwtx;2iyM&b1czJ+V|*!++qGLEJ$u!&z<9w^nPgQ@z%h9%ubJd&s_~}xA8}4R^4E^-ooY;<(bF2X#cnMl2K8l ztC*C3*ihQgoOML)syFlFEtZuF_&U2wfTXN#9E7XoVP|&k!sz&y@>(Z1C zaBaCnI}96Cem*@3G;*x1xBZZR*v;oP$_TK3t1op#Y&HwZe#P~O-kZOUz0+HyS~XQt z)qTXZcIqO$ylnPw41}P?{ zxIAs$6H3pH6=3Ef_e{dB(KB655evm;*uHz2XiM4RYHts(n&19p%`>#=AxZ+Arzx5z zgE?Gj3`l#rv!ct=MikEBiw(*<@a{l7AMB6Me_hx@&fC%jGK<-koh{q;!QOkSS^4pteJCeu~>A+kE?Ohy$JJ`ir?JhLkZA$)5BunS`ex2s84-q03d%LPt2my3(ox zdjLp*3Y`~9yNb*6Iq6L&{*97SE5U9iKzg!Y^vzj3*83RU5o310%1;9k3OqvgEw zvR~i`>9tsoKVFFF(s7{Pn_L5 z3e1nrX&RMOF8WyTvK*k-BnB*wwW}-F@|uaq1R$MyP z&kdiruxTsm&hX;ol+@r9p1btr)9kqYP)^KRET9-)^f)e-KKZ>fB#ZsKGsL-tfOh1p z2n`>ydo;!&nh~RZeyVTlDNp`3&2aRs5~Lamr#UADxXi6Q~ ze@IQucc#By{K?C+PeR4d^YNWU`bcdrcn`{snc88dyo02@x5oU(Ww%;_{JSffnQ>h4 zVs>io^bYQ|?_?=O<(?huZlp#>+ui}s3m4;%lpRLa5BA;rH+COqOvbE@rF4iF5beb&w`Sze`Z=Dmp&8|NebtQc%Xz zSV7Gb`V{?23*=c0xvET6TcUcvZL>O1+n)Y*b^!7N=B|9zY+rUr`;p@F4m}NYu@}sZ zE-%CGUIwS$nA#gFI=*_@en_TTqqTG%w;+YxwRfpqVG}wTxHTGD@2t04iszioC&?uB zu6>Oe&jFpe!I|1AqAJ1hBXng@`|_(0)EgP0bGL|c-X(#^DloGULSCm|9TC6LDO|q0>v%Sx zYm;$5{ql@NOJA>+d5TWPoA5+fZ|>Y`gH!Kj*cwU~^QYjl(OsImw|WrCBnf}#pzoUhx-D?3 z`04J~lCD#?9aLkCDz9R)ajpR-hS#Swuw`-6k6r8y(|0D&rE{_lZ-yXwvvrafS=qF7 zN#}H}wWRDgp0DNnhZTC$PEun5VP1Tum`UlI1JA zxT`DFnY=fFg$r!8_@=p&mX7u4EZY9*@?k+9*6(2eHgN5bNuE*>csjj|>T{yAhbS0$J?KhhsgUY=v`nI%h7_dQX=Z!J;$~QKOi#fu6B! zO~#{dT!+ylM2d;*m;STm#bYRUtZ#a|4_yiAi<9&4>*9lTP?-{C;0!HzaiS;OhGT0p zO&Q|1h}=8Ai6w^cubzUVd{k%n#1Qczn-F}++5Xy_?!z1JOIvF0?)ztq@p{y6%8+B| zEiHCI8J*t7_t+=C#gS)vO5*w0iyUzxIn~J;DPlQa6m4=!EUEFP3qgHOSyN0wT86K7 z)k>`+hPz60`tIDo_^u4hbM+wuuTpq)QmV3aLPjY=U0C#oT5M#agxwIE-7Q^yx#8-j zkW_KVAA^|-h<9Zjz5D9BMCj)1`cFM{IR3E*`;GBQC_T-CRlG5s;l&Gcq*Tk{Z~aB4 z)`jNT&rIi;$<-roDID7^*#2lGOcawNu3|s~Yy8f|&G*7=9ZcTn?MG#)K_LxigF=Vq z=n-UKRAF8J)ZK$*0PtL>^_uJ@L9|t_j>i|Q4gS81Q+oYmGwb3GY@$=PJU)f++aJE=e?kA&mVG84PJa$^RiTr!Y?gP-;-OO_gH<7YsPUJ|8C#6{-I+R3TWjd4JR)yF zrY?$UX#VTbE+zfd>k)w7d1w)Z?^BgmLyJ6lw(rY zVn_2~zvh}`4i&Ozd?bdO&o9CvP5 z^_%|i^l00(L_^-Q_EVRJ&xJ?!7}S-7u-T;_?yU(&eR*?}xXQRZC*_vRr+}Dd(&jft zMq0e_YeQtYeJSvCBlQip;3}xqvAX8h>7iy%bB?Q@bL}uj#4BHDPVSPYhi$oZIb|X&?HsLqXZM%oRm^{hlCmdSsWp73H zb1{^za*#dI8#m~F9pm96DO=zTY62%IbPTENeD~Gg>Rl<@s_K}9CQaNuQU>g{={&QA@^6`2LJMQBLHyB&YdfiSb zp#U$zCS)lIk-cHBXU}LF;2H`kE5$hvu9?MW$14&aFp(cD`@&wcUC9K_gipR)g%KYV zIf-*@uY5ioq0>Svo+GuFRD|TP3jOYVrXxM_NoKb~0-O_Aj3hp~Lo_o}PLy%N6J&Gw z(1s03EW7@*BULFc1uO>;hxCmdC2Wj@g=g~Ia8Z*nr}%FbGf_@hwAzF)J~%`cci_Bh z7*CA98{opyBxIVQ$&W3CV5bk=PYcztp@#+pBQykeEIm7BIg7XYX0%@AbRZp-@V>oQ zOtGF3Nvu8IWsJXf_ohx}uu&LR@ehPGUK?A+=Ibj6hM0wZ8l!uxRj}?BgVK6ikg`6% z5`M5Jb&Ej?5&xY3#5ZGphLY>gIiyOZ?USgQ$>nBc?}w|ORjCkkNqlR&5#Kjv-1GnX z9E{a44Fe)sKBswI?*ce_GBbF&*}1H>P|QA8gYszlD*LXhMg4%mt*%#9N<6w5wh50X zn}*kHP57R@Bd*y3%u9<6PUVuj5^v0|_o&+c5IGfM#eiRPh(R4PKd!ht@s*yLOeU0` z6HNYQoJl+GDxu^nSCvq~9N&tvdLP)dyV9{kWSGyRBp58vIM2(KUk&X7euNw3LPYUG z?ij-~|G8;Fl#n3Z8LS;%qrWs4Wjb1?HSQSif0Ahd+pj z*~_eU80Y@@NkxLoqV-s8X1D1lln1~~6zm%;>I1rQlOSt#gh$H( zof*VqtFf_}!nv$owp)saWiIbTVRGvw&X}sDtT0jwn8~TuP5vmdL+7=CuJi{oB;T>; zPmL}`s~+Z5IInHC@mOzP)NqmGg+gcO!9u}1dWqasi2|w8!zDNoRNaVA?0D4f-D&xH z8zlPoRLS6n7d4XyO58^K+23~+?c(xCqKCJ#qLLQIFj$x2n)d*8tL7M3&Q&buEC1YD zTEC^rzg#UHhJKqKe((aLIX;B`dP`uj<@m^ipF=>&IwDye9ChN;|El0c4O@DTa9j(s z1TLk~(J4wrB$Qe5hCPb%EIqtd%_*8D9caXdUuI28W30f^DH{$9 zkBhJPD688)c&1v6xk@GHs~k08{v$L0OF?c+koA{x zFSY`c4msF(5#EC-i0A2}#7*kWy~D#@!(9|{=e#3Ha?10q)sMV^EgkczHQE*XR5+)(bC_)3cf#aN>A3ICm~%vXrcfP~ zXz^81_yAOg<)71~Cy@OIptt<6Xqd}|;~nvm_NV3VJ_Co@bW-M%>P6dE4`yrQySmI# zC8hkuwZUpAl|v+D{)Y-qV>fg%mb^#y;-W^{9@{Eh>8N(nDV~`htoN2Zy7?t&T=~5% zW%I>4-%4rx4Y~koG~gvBdE!+n0JqzEB4`F{K;Z9I>8?AFJZ42%b86%=x zoa|b3*E|h74xAX6ePt>GOQ@+hnr}McAt-@c@6Z&UL|sc&&Rfbd`Vd8)aq8*gX!0;xG5UZ|fW z(%5cPND&>Jx%+9pFjfREb9C9U)$d!Yd#SYpHC&9>9PiU(E7oD=yL~;Fi0MHp2pna% zaJpZJ2tuNx{D;OvGatyvMh`Ci#y_~-%1*a9Zr?070T0lK+1rSMpBz?(%mKmk6q{A_ zh_9PwS#TKFmRxsHlVqAg3?y(}9h7EJrtaPi(n(RLl5eFZ#h6;;ZaqeGDa$>@HoYcE z6!z*^YerAd8Mxcp2DBzWT|;Q%F{^kyICr;*p^5$E+&F5Cv{Ni3v7Lq*BGjfNSxSaH z%0cn1uP-Rt7&>f5dFJ!KV;`9HMtiOuIl4Pby@|cqop<-!wT!mX3g&Fl@99)<7LYrvC zUaUA?b1WeMS)9W4QQ~c}Np^z;_7hk8)%Q<6+wyfFMo?WMT7Sp{zr3iM-Z_Pxz$_v> z$Ti1=Rx1ZejD`=y*;&su>FXu-vv)Y}u0G9LB+|#Eah%ix8EL#ohr7ONI-ZEus@zpvcKKVw6RPhT27fd zoBbd5-ZC!AwQV0=7K(_d2nY&@3P?+-bV+v&IiS+rAT6RGAt{~GFfi1RLntZT3=9mQ zl*E9v^uA^-*YoV>eU$azzrDZh_nZ0~;hyV0uQQM1ILB@+aRw*wW8}uzw7arT6+ZNw z5Tt(Gsdjd;c#M08lrSD4{-h$tEirVgi~}mVh;UZ^hBSYd$nVtR!3s70Gto#S38%ng zfmTTz@j8nlWJl55c~T!@^!vr)NJmAIO2*wD>rT z;`+M;E-273H^WR1KwRR@G666Se%o{88~$7zH=i~esJk4!`7{U3uqp#6H#%!=Z%)UW zkC0)_V6;;vCXFL!z`<``Zw!^c`stjLr%-82ghxfrC~Xm=?)+NpuL;mTImEYff_N<) z=n916ADHLlR$g2ljLhmmcnRx&D@T*4XnyJpMQ(p~r=76VvFR~AryLng356P?JGP)m zOyUFcuy3JTK4mub$I8`SXw;C=Q%5`}UaujO6vqe^+Mx5!RcQt&PfPW@(IMmN51fBE z;5k(*w65NKIOV`O9Nm51Qrk!)+l{1jL{%x92?3Iim>Le_3zho@8zzSbGt(=z;=Yd+ zyU6ojXcv+^fVyql!Hfs6EulB=vDI(B8e^^9BLeG~J+azZ>WccC3(p#~P@+V{rE@F@ z(G0Cnr_kIZfr7QI_8R?$GE}Ym&ONV#A6eIw$jp_}p)c_+(SVi1&l^TrGHb^I>dTh8 z>5PZBC@Ve0Wi;SMHea{lP|Cb_l)}{o2xG1qCgo0{qPNSb3S#|sckyISFh(6-n;3SwKEoFsoV3;O|21o3zY|isG{ne95ll6 zZ<>AwS<>B#)gc_Vx91}b{1251)qOn-Z$QYX*(1VBW#~R@UWMlsJ$qG$V!q$cf+A`* zy0{T9UTIR$e*+4GIwkU2DN_!u7`__V8nSeWK@gGGx;U6)`7RUE#eEdFk~*D& zlT%fDEa3dooAld=0VvQNV9fpMysWVh^#aY(36lN=dy}o<)T;*KNbO4_2vOVFv{7Tb zkLHBPn*x;j1@H=Qjo|J>tX(x?QC_U*Ce+AhMt>Ibnp?c&dtRD&bh zyvY#kViXmUb)R3mtMWP4Ev~{gH#fE<=DY{0H{C~_TeC`(r@~yYpaktQ6?UmCFKQEg z`XM)}M{Du$YZ@vITYBXCr17fBz(pA>)#jViyYdx*+q{$ptDkKo3l`IctZBk)C%iO{ z{kAM*tzhT}Pm4;Yk<^AWBhp#x?Gu7EtJ+(tna_DR>yoLKngSwKYJDnr@+r;pB&+hA zP76dqLbsREdU}XtC%!BF!gBRG113E&@)ptYPd{t%#NSsI9mUmeg1ks^!qp9%$w{IP zuc?bNn+;{{>oIrh+us%wQ@eXPd1@xRV-$6i{El?q0tU>`qF+hrLUO-e*6LnT-|Em0 z2F@p9{i*SgKP>LUdtyr$CL_9rV}qs(F3KZidaLw$FvV5`Z7KAjOL1;LzJJI~KCo}3 zTPtRK;xsY(uyBi8Bmr`Ism#@U(o)lCe3MEs?#uDc=ZO_3*zYjmsMMb9SEk zad%JjNQQiV9WK_HbqZU4RSCGp^vKh6pDr#rYaXzY2aD(j@> z9}966p%##k`Es+qCva`=82)p|-B!P|(;O1uleBFrN@-=|)i^Q~E!0PvN?Tm34NsFF zei&B;KE#3M+79rlqdJI2bs7>;0o(guKpbf}?%lP_lLQtNHw2G{c z@~Mv%_miU1A?K3(#AvMcc2%-vtlmLm8u-u8ck5s1gYVt-j>wRf`w zu)(0}sc!D~y9y*{m8rm9ZiNzU@;Ob->py`>iS>6*vMt#tJzrXlnV?1np~IGM4qI`B zb$yK*UEJ&6yZIcNoqd})B{^j{!g0TLDXT6XOy5x^fjZ*%4T=O?J z*Qe+L@Q~u~JpcZO-+cUkf82i`(ElIL4vRlVZ#`bAQlR467C$OWx(9y`lKQ3_K458i z8^P{|^u#z1t#rh_^+q_R#GF{ax| zAjm`G^V{M`-Hl?qJ6Uf2tsGu8FI4I*8FJO?-W#s9Gvi-tisAH{pV_B&ZbN_#tst&G z6ZEKgVVCK#K$Kyb8?mmtZ5eUT?m3V5m$X~ESQo7duSm;@a)Dk0GOt5*hFyg|VHBUn zC2|1;FpON%ZTfYy@=s*?mut6k2*~sYvH3JlKqIi~#cm+8W(o76f@M-0`7P{3g}%1a zH`2^`qGdy3u)8Tn@3Rd=zg)L&Y%9`oa@QBE6=f-cK5tr|S}~H_y3C~4@EYG}aLP;N zd-G{3BD?81d9#59Vjho~N1;o;+Br1PLhGd2+H0$4t4FH|6AVXk@YCk;N3n`~13VLHndykhX4ug>8phT!Nv|kf<|d!Ec@dG&kVn!1 z=;LvQ#Y0=OAi)O3`?3l}V zH0N)i?BJyczW}qNhIFzw`*>t4PrhU}y;U{piqInc@x#TA$Nb>^{X&jQL=BOSY#Xy} zv;*|P9J(gm$x&!RozI|xgnD4L-DJD+qB=cHkt_w8aD*dvq-EKCeUsd5v@YmJ65lGX zGw2H%Er0ikpx00+&38qH8cq77K$o1J|M=K5+l3-%TOV37?ETJey%hU1JR(f4%9(_r_B zv+lL|d_k+!+IRG!NyvPL!IE(Vo1(RJ;^T0wEE){8H)Z6xpqQYLg;~phYqam*!D3`? zE!D3@W&=Wh9egMWT^=Sg+tJ=E8}iAGs))p>yi4dtucBi0MPLvV8^$A&&ycB7H=NFkyCx`DCEL0$ebes*uKZ|w1+YvND zp9KsD*e!v*>_H1Onm^{$PTxGjX`{t>O|lE!9zN+sR2k5^OUOhfyFSx4(__$DAR}XS|A zO(69N?R#W@V5n7TScP9C`t^gzY(}3LtxNYUAH7y^x|von$!X9>ygJ+YTAg*;B&3=H zYa=akiF8ENg73p7I#O%4_%VDHrJ~J5r};9g6jq0m##`JS1gR;SNSW5lnKB4pq_X*i zL_}GjkSyiMoIzoPEP$h9cZ8}7cDT|>yn))DMC(=E8q3T})SP_-##w3dOk)VoVec@@ z5ya56bN3qxU7JJuOxKnz*VSz;p?UL)h33-iK(P76SZft1?jN?W7;F0uS?L#WO}^*t20O4ZUlKuK1LzVNP-;eHuXQIp)m*tFw5|?8d z7_#N@`rOSzF!Gp{cM6A010<9xT(8!+n^?`(@Vt|;*pksev{i{c#%!5M~ir6JVc!3QjDhnf&z0P!JmDIH(U#HUXjcHjj20_r3Yv3O=K~3mD z%BDj*R)5&7S-&emgDb&sV`$5X(jKxBv!zGIV`1aqmDb)Ij+EFkkDI0vTu)%uFN17T zJ-!!La69kYm`%IC(ZQLT$%3$4S0ttOM!<0XFVdZ}m^-YE^_oQt*IQhf4L&pEA)12I!9sRM@N zc*9&tqdPB$d2cuY-u~HQc*l6B?r_*?U+`gh($dQlNUv8egTldfN_-an>7B*grRQ8g z#-yy(;EU){O;x7RfZtq6nNACsA|X9rgH7F9pW-XDhGz$QW)mnU;}%k1-8E6FSX;8{ zhfO}MV9dC*FwmZ+rAmwIB|Vou6aLop(>rCdYecmn3RrEK?fkge2oi-YYW@b6#D0rm z_*L%SUFlzarrZt&&F37Zh!(p6Y2YHm~K+4QMpg=^(qT{@Lhu1iv)M;rD!uX!W zh;*UYdv|M+^?q5PGK{<|4ek&+QL^C=?S={{;4(IH_M$>9RIQ8mC`cb#v5sG|xMjs# zI|foKOeTGNtmkzQ%|9_VPe^*U!rNFVj9Sm+VI7hbf*f-W{%tZ#(b8sf2S2v=x#B8y% zilb{!U+3wkaJT~=1OSG-nGgD`z+T=vI22k4r4S9bka<>614fj1@Xe4In@Z~xOuM)S zpE{`K_yg1HM6)-xXlRz7);n#)#^ddHNaeyqqJrY-L=ipP9gYX96_Xxfew(XC%eb|u zjDMUFHLt9+tP9Nz9>gIT2If2jxeS*8%88<{${RF-BiI`cDo{moVw@%ey|OS4ETh6a zui}6@qgj7Otpd$A)e8qFoQ^!&|7 z zAe?aJ-l8cf4YUXblpC3vaqVfVr*wW!l-dEPbOzuoPQxz` zc$mJb4s*LF^S;-S#*9CLHfE+RBJQFX-#3PJJ=ZFmH`cs!@sO9zp=4~Ii&3ZdpMJu0 ze5^_EP}8756k3Z*Yr~s9aJ>8TU`P@euj^~_2T)&l(y26Tv3JgdX!h}K>(m1EK#x|Ulc0B6% zIh@8Xls;zmfdF$XO0^y#^X&BG1J%^~LI|oZzjZ=Kd#6ILz}$HEJc&hYF`n4EM}}+y zB%19z`~I6*hjTSyi9E@XU?v~m3>1a9rx(tROU!fsIB>&oa6TMwpzRQEy>&_6qCYi+ ztK@X&W4o{XAd{Npb?Lhn2k3QL*{#D4rn1S*xrW>AhU(IS5qIkk$GWn$7G7xayXU>o zGWcT!pqaQ=CR;GVZzs^mD^_3WIN4((#HO;5Ht!*Vy$zpRaL%LnD zk3@jIdY8ND zwu#Q~i@noe4niPD=f^_CIu0N~sFF5GAVlM|(T2z~-AmlfLbo5~pt+|W-Gs!A($nOC zVj(wQzpB?U;M=^5g5Z*n)a6@y&D@uhL`^FK(Y0v+*)w1_^-u?@PbU>7?4gk#MU#F2 zYw47rd4a#8hetZ-`Y50N-QunW3xIlLh8Se~SUd%=56H6{eI!mYA4uHX##3AH2a6Bz zJdbk2EdZQ$*KDZBuKgMI^D9tQEcuAf-@|QKkPZg9 z_~OM$S&=Bnitb!bpSs~(=`gpfm8;g_Jp8y(h-) zH@~H*)N9?Wu|&ZLaxl*I%ckPC)ZS(ubKGR;xTZ=Zq$QXI%!c$l_!hD z5NvGqcp{$Sq_~K!=F87EVb{ zdlps>til0eFP|(ZYuu^zR1kT%-cPVwFl8T>TRC9VoeEb)Myr&G@|5PTWbgCo;5r9$ z8SHeo(ca&~xGcs-%Xt4hk?b#HdCd-;cDV2#8ed@tdpk&yG*%YfPSPH0)gqtF`e*#7 zaTNs6Da6f=udCPDY0zM}A1)b66*rBy18S=C{Q#O!Itp@R*?B6@ac72Sl%@KGik&63 z`$RGz%@`k^{~QjzNcx#gryTnLgW%OzeC(mkk}VITD63|Fx-^MIUT51Y*Sck!04kk3 z>G|-dW%6H@ne()f+(%PqI6e;UOau%L0~u=&n6!mD+r}9Q_9XV9ZD*%S4@i5CXA2A zcAj3M)vKu-J}Q;l`oOAF;t{oVY|i8L)uzo-eQ{yLxr<^bveIrkUJ02?Ql7{3e`MCB zIx_oe^hbiULrag?OM!PUF>Yg?mb?^Uk|J$J-GGHQBCjHac-*A*A?Tg%5U_WK1>tdc%B=fdWDadGpW_Ls~k zJ)g2tFR%U#b;%0Wdmz%CB>^zSt_7a5n>`|pt!JJ0TBGON!^P-=Deh4On-5q&pw>Dz zduvi*2DE3?mb^`v08XuMg#kO48==Ou?&gfWuf0a5iF~n8k~=u?2kX<0NT%#dl)Yml z!wYVNhl!}HXD0isDea$9h|Z5Ex&GeoH_(D6A8TC>MvEyvPmOt=f)o35f>-tSJwr;g zQ{54Chme9D!gYInus>VYXGGz7s2F45~$crQ7Rgt>iFD1)g-Q>Zh^04N`{wb#7tssX(;fH)%Z@+e|c z3%;GFjt^@q3+MhI5(=59T|+aqNTSSo9Xct3tUj#DXq8#lIyj&lm3BDp+X%e$lOkL~ zMa#^}c5pHr6GFFYCYOIG(8+CF^?aDfa*xVPB|9Q2$T$IW8q#IDJk+XKD3}Mv%a;;_w}iECQ{=#wV*=@obNzj%n^f zmlBD2N=%|AFnkHt(4>wscLh(@7R5Lk3iI>Bn|0pkg2?M0UtIgxkCvSQ9fim7$J^jI zE_E-#16XaW%kN*=9XSxV8t$jB2%~5956-U53>S>0JrmW8$GfIg!_n^RA3BpUDt|d$`)2F$@`=i3Pb$E$%W=|&e)%Ad z(gAsq zpj{WI&wpN}|Fpa(nc%{xnftHl;v6s|NqgI>_Yp%K)3D##{STAa`fG!;JqbE{o8RsL z*HTS$Ww6Tb!S829f1Flk2KTvns(8Wi_)RJt)U5poWzW8~ZG_cmxmX~HXNMf|AUU4i z2|nR=JdUe`FUX+?!|)sbH9u*a?a&Z)%mdx?D1@0x&}7wy{ZWH>sUm1Yfaa)-U+}`c zkgZAJ!)Es0CD8EN7}_8_8_fgA*x+{G05|f$bvgD&_Xc}5ZBCG-XUIveMg$XVAVesI3tSL(rnu_Ea}5?7sT^a?ZDtBF6Jf4i?$9 zAgD*aIc_Y_+n6gBraW})0dODrS{xmN#f`MC>xRkBF#t^S)@3PV9koVmTnpLjisx0} zFp{znl!dNBfbgm`sxC^9nF+UEXhStW)pl=r7w&``8p<=xxPPDe;J7d2v~^d!ij0Fyy z3ePs9*#bssaVXDt4l7gt6I>nS6|yI<(*dU0$Z}M`LzZ|cta+4t&d6UZRMv_unk1SW zg52w4zi+C&6gC9WP`ups>@A^tB1w1}lt|C*k#--BmqegXg6#QENKh`oKxomNO|z~4 zd}(p{d-p(V+k2W?<~Tk~zCE5(&wR&S)z){m*ma=4Rh^YYyt^?M4GKSqu!~mp=JJN7 zQno?&!iWPJSMR?2fKu=h+VkJIa#c`XiR??ptt%(IriS~#r%6=ijI*Tq@|vJx2x8!2 z;nVyso?0^n4IGt)$CWPNP3%loy5%;3P!F0gwB1894IfM=NM~Q1kO5qQfRwGMUHpsJRnXPS>`7o(E-~r41I7U1bOpRG4!F=P zna+y2UF3rc2g?iwv|yeN{DzC{K3u>_`E3H8M`Y{e7*I2{#g&>Eq4Rffpvcntp2RmC zW_z7isF@Hq0RQQ!@N01@sFu+_jzYr56C#B&eyL4y>%0_je1}$yh;^8>p%yP4zCcql}HQENIa*E z;;s7fP~=WD<>cY*#`9jRHg$SZRQxaQ%a1v~Pa#6OWXCn6tj|*NalER=-K4!A$`N2T!6`U?AYKP~x?MY7>8f*) z%uUN&d%88#ZJQiLf8oYprecgjRxl-9uBw2=c8Y*^@j;PAg*uIkLW$8_%)BFO3_ z)8N3NV^kl#3c>UvKMcau<*hMwEX^Hi&XnA^v?giQgHy<~NmHxNyucz!Ae_#LQLDxaeJ_5HdN=KDH`I%=ceWog(K7@kjl@1 z8G3)F2{jIyRmzWG!;Rlb2o735-sF6i*Qv976D?LGa8gNkg$BHWs|`1hL?BDK)hE0< z3TPpj9U9H6<5fzbr(*cERHS1BlYG8!@X@34g;~-PATt6U-#7JmPNmkQsez-70ml2lK)6u5j{SgDosKQs0Js&$0900ve3 z3~%;7>C>i$nEd+ze)%UK(<>m2z;jgiCm~o7%AS*|3EVUG;b6Li-xB{x%=Z;<@(Dit z&jKM$1jJj4UY?Ut#6UIIiT|H;fuHz-V8oT`Aag>%!o9i+i!bm_C{A#v_ZAPhdQ;)~ z_a}G++^f4XxOVBkUfO@2-W5Xd?0ql08BVynxL*kji~RpX!zKy?Zs+#pfx^#IU~zsO^o zV>Wd(VtYFr13!_c5<$v;7rpaGKZ{<|s>=$2|9L3?Y4)$xfeqx_AFmyXUK{)g0G*4F zN}vO~=#{!Vy~}njb`L}Ab(ij#-vJQ+{$hCo2A#Z&rLbu_#TXuf=*qbhrsUvkpW_U} zvQoCs_8rh90X*xWz*$ojHNk2&y*9coo!v9*G>`9jiSbeREi4gz=gjYN}4FeqjMlBAL_h8pa z`@(?9?2+&JP#Z&*05cKHHX#f*6tLf2Ct3KvmBc6orTI0|l9SS@=at}uF4c={&(bO+ zN};(nqAQMfs__>bcR?jK(>dx;@?!L&R*_*QyIXnU8iL0w&ttb z7ZF^U7)y=mjy{%^)J>qSHwtMu2V64!#lQRkl+I|lu| zGYb<{Nn=Odae5G?ouRD4t~6(s+Dt&Cr)yg3FAeqBKMd`bKa&JkDu17^i<}^lxHfoB zrupIt9_cMD@DIgP65M$jvNbn{IW?-Ews8=LK#^Wz7iW5y*g)}=+-A}y|isJJ6^S+@-6C>N`d`3T;i=I@M7k%R=NGVTC*IW=CrD!_3Swg)ub58 zI(K85PCl}*VwG!Po=rClD4@kIfc8G1mFISD<~c1HeGF4J=0yO?^am1yU#oNel#Kd9q2tZdRWrfm!!La?< zBc13@4yy(!RWq0QZYYBmJP=0E`4Mb#S5r2j-fTYI(*b~pot8f#e%p*FcaSt>IG43& z{R_PWcltlcH|22ka)1l%M{baeXs^$ew>Tj^w16trT^v`ZsCl}yJ9TAdfm5Zlu7c^c zgEbVUO=~vRFvgrWR{7@E;YMs+NPemUQSx1PNME3^5UhkP{~gXho!Dq+7YC-7H6Cyq z4pb;xRB$xL<}wSE(cxU7QET_=EYNJR2iWvbcV6G>cL^13*@t*;<8a|44-TW{2c;_; zY<_J3p5Ezbi04GbcJDm_{-P*;%iKv`VjAaf##vksULkZkK6$#gExplm*4YJae$;*H zW&WXkx+Qw=o#{@LGvG)87Uy-)$G`$^J)o^d0lrzR5$_QuXH6A2q@t{Fs zpGPrF`z3h(C1jMg)KN4}y#0H)IB@);OdwCuF1}G-3mIn7nYt@|jXruZgeq!p!m5)5 zya-SdN_Fi`*dKrLZH3qUEr+33C@qVNHwW1k>XFeCgk6qn98t5w*fC@6o>Jfs;;4j- z{5q5CN92||Kn)Tjo$epI>m?@fIo|0eh*55@*cb0;zn?y-E%H~o`Qm<03_w9`u1qv9 zmzi}ujH?(Cy5~S;JbFMLAqeFiMIMI%<&9BXDP8@M=P0q(W|%q7Xz%sawCO=it-FTI z`+~0*HySu3px}}lp?`$Weg7%8gU+_Er3aoouwL~^w|?b)0O6CQ5^$T*CW{AkZm(%E z%L$2g(-V;V#JYThfC$rg^I9%UpQ?=h1W+|;%HNj-eAjP{JU*xS^SiD5TcG4vX!iCCDT};aPIh%{a z(%0@uO;u}STX6gq_%3FDTNcn}+rT~S;sCHsd#u}T>JxTpFpjlwpKn@p(w9D_If}B~ zUI&^&)vKV1H!~ZfS43nm;l4%9tZ%i4mSd}^UXY7}x>Iq|N%r5qU$tPa zHU=z~d8~YAr2|ubk>&Udx&85xCt$$lfa(%qJu#xTM#7{j4JbAi!xkeIMpzCU9zOVI z^3qoKwElV6+m8ji8rhB=0u~ zL+-4!=MI?6Ow_tl?GUYs7HrE#a0TFR0%-J{bLDG%;&w6E9VOUlvlCwL%a4(a!b&^T zwHqLBJMIhZXcfh!%D+pKpC^GVCLd`;gM13Gi#)|7Cm8wdD>wy^K3eLwc`z|Be0uq$ z4*G@Hs=&J^zGQdWxfehzyFo|TIcqgiBY*kG<8hWABkIjb*)4xK_(h5{R`X&fPXvEX zYEN~a_$0T#KLPC&f$)kXqIW0#*4tMwxbNqA{_)9U(vQRp;Dnz{I18RY*#fUf80@AR z6yKqoIymWl{c&0`;|~!GvFq4w@5!I*V*#!i8kw<8|L!?IMuNt}&b{$j(;vbAW0on=NYb>T z8bZ~tujjsHw7WmUkP9i4&fk3ilIuB$-G^TtX;~0x45eZe zKvcTldMro-078Uq)-)4zp!U2bWX;dB2GsVCr$pXv6BLTQRrvZW9pH8W#Df-y49;wl z3snJdn}0z=#eGmSg2J74sI*54xcC|LyPIFBigb zJPT2dnQ(Kyrqk0~OzhnO3b+RU#);p4{|g6_xJ0t=U1tn^43N_k)??cY98*6=xTMI% ze!UC2+jct19J2!@Zfm-wmLODpby=z5vR0C`pKqsGn{MXp=t-)-4QN&2@;c>JSc@M1 zNRCVpt28Ir*5DQ?{zTO6!&p9}!5<7N=`!bX^{QU!BAw-Nsv4_wEb&}nyxe(hSiXu( z!>T;^?63G_U^eHv9rxb&CgDQ4^)bZnUHt7BR()seeBy-y-&z}BtF!%4Omv@1V$SWX z)J(LO2}WoSG07gHx$n7_WWb?BM;@Ahz{I*wL}kyigjynY-N9DO93Aefz_lr>ybk>= zk{q5d)R0H8%2Vvlq9!w>VV6q`R~)5N9u_nOk)g^)!R_fn_~|-PaJ#Ue+(%Na9GAYyhOhwYo+n6=Zf?lGMm_7U^Xd{Ug2b#bY7{TR=lV#Vwa$De~@cQWEmb;K*$ z0?~c5)uZE57qVVusLqX-kF@jOmsg5~ebvqo*S^29vVtFW`x7P*X<?4rhY6DHA-+cpi*CrYGo9OLvYO6qOyCEr3rcz zs_zi;y=T!v}6jP*kez(_7#? zecYpg>Oko*MlnsBYSgZ@bR{fu_BGR8;q<1v@|KiA_cPsfuJcY9K9?{+@Z}K@I?XpZ z;XB(|-Hm5$6u+qS^7Qr8KhE73KJ{OJ6n;(m zREg{Zb?EGz(z!Rn^x`EM)hrp4X-4Z~bwV@LTlEcj6ol&PIdD;(2GV4~VMcm~`@Wns zw-NwL=oY`dTuP;G?zR3RYZl7E+i&wA^|>`K)>Lf7+*?IFksXipNd^j)S<0;kAS9hh zVVh#fNBFtKs5jp{c;*B7 zkN{x|ueAI6Iaz;48l`t8SXHy$#T2Eoh{|KlQOeKC+frJK1>>Ut^1Fb7Go)T(vMX1( zu{bV9?b}Pd{}f?9EEWH#MD0N`zmvq3KuTUWU6o8J*5<(L(e1M=rzS=n<}(W}HeI>* ze8iisx52S_vCRI-Id~|QP&l9(bb#I0TUB<1!4C7RpYyg7W~RQRe+_^5?mCN#RJ)g| zsEyc^pYYI)xzx)`UdPj^`QP=~fWZ(W>NhQihOriZXGdU?D5I&F;%+O zSV-QvX|3ACPj_pX6S=k6QjoUN+A#B4lb)0%R14W_X^E%P3Q9ZEJ$#wRVd1XpO!xfrGh%I9?Gj*5^_BZKwf_Ab2acoT6e|HAEQW{`mGutmRR5FR>se-`pW99 zM{f0xp(GijnF>(y8d$n{Ha&QZyYtqt4>?*tjU~r(zk^$Le&PGYXAsHBiHGx-EJLba zr+D4D3DHhwpZnY>FxnG2zl6~%%V#d^;W3)i)k0WC0i86uEA4xZt1SMZ$wgJ=y9cI< zqZv-_LwSScgl3Z~NtqsTHk)=>z8$rpaR03mo}5NkzP;^!^{AF}4+>L{`>WQK4}REB zeZRW4Xoyb(cBCr&_l5ZPHTl7Y{~#ymtfKo00{@lks8aLL2MacT7k=-#du{JOiB&i* z_m|dBwBBmJ9lJQ5uK&_tW4?_xvc&_2+9Bs3=hdLpW=t!)gNLSnPW5pAs+hW$6-3>@ zv~@v23DwX+FKqkPLhh!J3}7;3jY$n#pU>k zj8@L>|A9;w|Asd5dbN8{zB+!l7Vpx~{*=H}?bDI-V5^*A1dnRVl9g{ABWe2A z--nAa&r2rsLhBDmpHlO0fLM5uk!^?ian5{xqrzM&d^PpUs|Ukgn@gkO?NN-mu!GJG zGW2RI>UZu1cbYys(3c|6v)&CCbe%ox^(JS5_^8n$vyi{bc(x8b27NV3k;HruwI3@M zH@ZRAace8(P%4U}3jVawZ3A3D;jO){n+(czZZE6825-nw2*|C^cTp~1ZlG;HvOC2iND&o|TtAUaLqpEoH@Q&A+fCY4 zrXki^=95SLv5iFPfg~1OVZcU55+4?&!U5;9KdpF{JSI<ARWq7q9;Zd}4UJ|239ALflrMC`SiGYj1t4oa4#7ZX2$!C}~ z^13jGE&KH~9_bl#DlDGnBYt zvi_Ktj(A)Q$7{p`reSp;r9Ko5h3g&5nsZxToqBBWrZ0q}lEf*NmW+lt2UR}ZI&VLZ7kbi%ny9D zhxNo>I=p;lJkA5sEs^02+o{UG>bS5!|^V4kRqN@Vbn2X=2E}%&!YF+eo@r@GCIZ0@4FAgz5mHpd!B^xg|HSp#T1o)=! zJ3A%8M3UIgQ*~QhUR1d!n+ID|f|?-en@Zz3hx)fm#A1?5j#G`i9&HFzT^o$^mD?z8 zDM5-*qRrE4=>)|tc=~eQ7(6E#w6F5}Xo-Vd0#iOd>+xMgZr5(wJb;QNzEcMwXWR{) zTBr2Cmjlzwtoh+qfkK(1v(i(sS%+^)S@JA(%br~GxGpqOz~-w1*tqBS_b+!_fS1AU zQ&x9N==t002mFQd3DVQNEs5?D`?7@(Su&m_QP?jHTjge<#p*n77Rj&`rCuH~&5>!m zkiV6AwerJZM*46}cOJ9yskbu1!9cE}18gDLEMd~WF<6z>ZhU&D-WOk@eMi0*O z#rsy%q_?zXu?U?VVKVNFt@ixZ3KU{`klRu{M`Bjnxw>`1o6CzMBV5E^9|TGX10;VdUPOiK;E)vsUQG=D0EVBd%5aF}^35*G=^oR=d6 z&(segE7#+Mb>tDKrf=L&b1WyTB-s+`n*z6d)EG4+(j?y9*(ah52ch;`*QLcy8QrXZ zeaTsCe$#LKOR?KBJCUR75*D-hHwe5xJ2TE&i+a)*Nl06E6^FL9a$}78> z|HT-SWi``3%QOcq=xE`0)bw%v_JBHx{YsscW|dTZQ|(l;t<9W|xs;mtbI``tAZ5|X zjDhaT-L@S^xD}^D=K*snLwafZA*wZ?bG0hn#>R&M&zHCBBik>I;NPiW%voS5O`Fy( zGC*3SGoD{UL-HBC642$^>kiM)0Kz#)$z;rii{LYz$?}skIA}$A3T=}e?Rz`Y!7qku zUz>+e@(H|UVt>3A^ADwpNz*62xG@}4dCG;-c6rK6U?!n3@R@R=ddtE)XZ=nQ%7-+X zI#tHC@fs^{t5crv9&n0Q!%%Qp2SsYvgC7AHttTK)X3dl#t$+)Gdz)(hqHZ)g!F#2C+`kWuDuRDVj-1~R{rc)Pdgoi&E(f4C zklm^CbqW$+o{_mvtf}PhkScDVLCwan=_&|)_QvVPc>vP_Eo|8;j!CIQ?V(26oJJ>% z-A6l%m|gq{nBGLCxI}PLMvU*?^RrGwRDuzcJJbmLvCdXO_aixNH|J=A7}f+0ofra= z&-BxNMCEl<0JV~@@+GD;oXv$bj(@lx-aj(mKD4BQw3D6A+}z#@51f_J(H~dize3saHi9R@vnK@(>aJ)^pp%vV75>niaL~f|6Nt9 z{`m(zO3lnsdTM&5A?-F=w@p*~-FEdV_tiSVmJ1F_;*e??tEB}29qs{jt(+Xurv{e{ zyl?3j8=o;K>vBmixbrG2&nW?I*%&m%J9R_tr4vZ)sdD!bL@`B}(IPx>S~9b|?=nS_ z7IB41z|Hw%9|lG=oqP(5f5jggRKb7QDNIwI^TxV^kWL?*z}LAEK9s>&_y8#vxz4Yb)HNB z3H3}oN!^d&gj@PupBUr=_$iO)_+`@=F%PUU)!3q;=Tei9WzFKIyPmuq+}4xPIu)yr z`Dd3Irtg7?=6dUg#{N17MgRTRL+w+%O~K@<6M0vd9v6^yi9o9sw>EVGD7f?PDMqWQ zKWc#tnY(Q9TZ`06o^@Y>F!!FK*4A=f-8o*YP7M(!G1|P*H?zAzw!Sz7`vZAbN%n`C zD9Lbh4A1~+m*0xB9kl28=)($skV5@w9Lwhd<&Qur|2}pCySWnk2had_JZcNC>I3pBb@pQD`(c zF|J*I5el4Itt1gAVluG8gbAktB8Ua@g|j08LbHQ$rLWo%U_X!)$gVca&*!li$`&fv zV+(J7@FZA0@BsK)m7F{z5Jp^tWYX5N(wVA*X4tcZURn<(qDh`RHYa{J;Zy#nFD>3G zv86rRi|&Jg)sm2^#3upQnrYgr9LO>(Qbb<4u1~aHjYx%?XRg1Re&@rp<59g86%N&(Z1^XF6CG`ZJ>MNndNj5z4^k4*R`Mp3#b9;hb*& zxkZ6DC@+1oeHBn!u!3Sb642K1mP&910T5MbZ}Q}uc-S|62mV#1OE=B zFT6p9R$Jc_y&8PtV}fGp_Gto8GkqlTuaG#Yw89m)-;XXn$Z_{hVVNX9$pUHB}n zN#R3%+2-9pJ;2l<$y24BBSD=y&Xc@0?#uaHU%RNj^ zxUGL3;#Eytis<#YhWj5MU`GQiW82@i-0eQutif^J!CAnC1KSrC|M&o_h2Wz*JEQAK zC*MZ!xKEyfOz`TDFW-m%@c}0E!ADnDOK17g|7{t+Zc@Dc2yVii?~Pvy{_z27>cK}R zCQUkA{?T5p_~7b+i!3DVs#bi>dfAl)D>AOj2?Ll3NH ze(_)H;MI4X?32CsnHSeZIP=W&z3)#V*7-E*tzPHUE#co=rE@yS-wi#Pn+(?a)f->M zlFZ{$ZlauNpb?OE?zH_~iO*?1yt~5#4D`;&yVlW%p+N%e;L3$u-`CMY#L zIjV8XYB28l`2b8FUjdBYmCU$*w0XL*`wBbTD_Dh5+j6-4%degbf;``$Vv1sBu7MgwCrp${mp%$u>KZk- zJNjWeQDR=Se(aEpx>xhtD^L6t=0mYpQ^(`vOKd*0qJM%u+v^trPatWK4OtqL_)JIb zU2nXwl3MN?93NU-X)%7VgT6pP1W2xO=jiC9fm?rNqj08J0~1qLG*@@szVWBUtAr=1 zBVg#H*+naebOWFx@m>hJZmR00$_;*s9J2K>*ALo_w!?$(7*1Y_l5-b_4lh=nSL9VF!_$G&j) z#;+XynklFh(_ur5T@!eu-#lmD#anJR;C81FHcyA03juil;nkY>8x_PTiC1!hx*EBSHX}(V#i_IZvCb)Tr^Hi@%&WQOG$zCG)X&wF4}8 z<@|-@BhxhTp%g0ul zt~}LSDnx}U1+1)kH55ay8zL4za)`eXNKxQn(5TC4Xav%N?m{8grRo!WW0eil&mKzZ z5P$lyDMjW9^QM7ITUe1s=23maYXBim)tuljQg7oM@Zip%ed^7kws~E5io0NJ)D6t0 z5eGUhSC9A{jgpJ2JwBdB z?lRWC^+s{|)@>&{wM!&4m}w^To>0^-7ZUr3wyJiSV7WYNPxG!UW;P=svvT#-d{CVarm721NnG| zV;xbs$hVbQ>*Dq4`tcw6jp-zh7<<_iNj|A2wLiz}G1@amvR#6XjhYN-SIIxCtlbmJ z3F}ORo{xuI?;1Eeu0I$j*x6sDud{?9Cls+;OH& z=GCi2$|FyuQDxxuQ=t7TIrQz|?x@SeAgRxrdbfHMy^qEyWR!w2hKit0#K#P`X~2(z z?X{XW+&g(Wa);J$MHU6{=PbEoTXz-tW7eHvRwdLkgY`#-5pT}xN$}pSjpwkK57Z^f z5q}_HrWlWolA}bri=_i~h0sN_=zJM3 z(wjBHmX_sY zzmoqrX2J!03eM?ablKXEA|4!rdK`QxSyydoD3hp;O_BrJ0vYV^Zx(>&Xyyw6*-_I- z{$R@%)kPuv&G8ov$FP|51W5kG^UWF0Hx>&{zkA@`zXG6sR~#bRHRIR}hq89%`=0mW z`TDjyPM1L1N*C7})-(hIg=uEqK!z3^X1dg8DJ%4bj#Yb5i(&_{1G^LGSnr4IHBs}Z zVjm^ZK_zAgZ<6RCcEB>mVHuTdmHJLM`F^uxsqKwPE@^i;y8}Cm) z$CE6l`&LhemHI0VrS-P&?B(Sv87bcIqR;NR1RxLIG(jHQ)5!=?=UaLjt!LC7XXJtg z^8jj(&5==Omx&y}<{rnbmDEGlE4YRc!&?or8<{SVyDkD}szp<8%UIpwa+cL~DlWto zje~&LyEB!x1N-oekKduQTxubf-cUhU0nR%hge_f z5p$!fZ6nX|4Or@LF4AjNwU_{u?SyNRCe1e${fU|h6svHkRW(i5AM)%#Ag-H1kk899 zL*D`{XQOwLSXRRZZf(bTUZbek5BCtNl>)4~eah7$u=i`ShE^sfj!wG)(fJVM<&O_x zn`dpZr4~z?%~Tc$uY)8JEA4`hYq_u!+fEtJ`iYtT#^dSZy(H6G}_1O+laakNM2Sx8PUjBcm4lMEBJ zcTa~OX+ufk&`h1PiyX*`ymOrPfpFDEP^=rM-}C0&*Hq%$D=v$@f)1dD`)e~^OsT@! z4Cyxl4Ey!!o|=zaheOu5C#MNL#`_YUsTQqGmnECkyEeTO(7k_@#NW4DHeF)Q+DwJ1 zb{`yPyEt!YXkWGiTJMv+z*Afcn)Dl^ZWmz6Y|hQ6t?sA5aYP-2UxCRzZQ)T7;-^52 zRWaA|V;{{V@flvLx!6vfR^H&?``ujc<@6XVKM5P08466p^g)%^f2>>UgD5c$&mFt? z(HVh?Xjo*|+Q7U1S$E}BZHD-bcD$aKV=ZM7R!%1QoDJzODG^kyG)U^;#|lX@c?XG0 zKs7VgiyO*aSbEg~m#2Y6^BaYmy3>i%{M6v>w`fGc2?@eMjQE#Hic66So$QnG21`6s z#achY@WAK-iZ_Q=!n!~-?t5u1nB*YxjXDhg%(nH{t3F;ivz_6k@gCymVm{QT8F^4G z_Q7{Phc3mIaPM#*=54k!z3MW$zdz-zku0Uk~NF_|o`llppSpn;t>7!Cs_YLthbJZdWcFwl>DB z_lCe?-KoJ21s}1p$fe@&xOPv(BW>!Kd=ENL231sRu$Nw4T{9#I-{=n*KM*m*rS_b( zxW1g#7xx%gKS%s)PLFvCHELZ*R)1_>=o3z6rrC9o^(To$Z@ORWJpbq)3^{SN5jiX* zd#E_MGvk7u=x}={bfUq?V##v0^*IvHShnjwdNupVjj3o~E!=_fHO1P!+6AjA}7Pv!=i3w`LqG%~jt&u%H9p_Tgs3Dq$>Y zI4}R>@!xKKsjT4K?aL)5u?N5?#Mb!AdBly{hal#^#^(;YKl&3r(o33F1_JmsnhyUU zDyH~`(?J&&+6*?;`(zrq2>e!>$cV?Xuq)-P1@qLJB$eCyC8jw3T`3@lQ2Iv2)*6rX zH|s%;W6L=ju=DB7UpdYUI9U{66c}*4*+Bu(Mx79evVDTCp>eqVyN5bkq$GqLM}CV!(A$1t6^9I_k=ve zdcRaE`D4X$WJP15i~$ac;@kGOKD#_k*5}Rda~+x;5=|r$l#Pxq(4}o$N9*tjMT&K$ zSoJb;U;f~(ST$k|&yY);oTq6BHlOnJXAqMuUwz>!2gO$2lRyCrro>4YMnk{|xoN+> zt+XQ*FA;c`;gL}zLuwWIr~+<;Fhmpw<`dKf<)1b843%KvP6Os9mvYrJf^KjSU7Y>wHCiRSZ2N*MJ{?1?6J!O^|xFX|PZ z!MTjRCx=KzT-AZV5!o4{Ynpx((42`2{FH@l|Bb1o{a8E~J(aI56P}%dI*FeQANR-P zG2KoFM2s&UB7y?Kc)jJJihg8)>Nv%7_^pxohhSDHVTJ80CI&zkm(6~B-!W^bGDMPl zFuuei4U?yyL=F&cr6-265)QT|_Sfh6L9^u)A%5fzB#=nBT#)RwqlUxm-Z6*ak^WO} zx{C{cES)-`%q-ZYmn2Jss0s4|;nt%>zss2aRktq6)pD%v!)PI*|BM55O60X-h$6aL zYK(rBjFU<(;m;yu*&+)*8{C3wR|`%@wuH-XGM^YdFdeQ7IFMLTgDG2@KUuO;^dD!(L`KH>6q=p(kxnX>XP_+~U`XK%<3t!YMT_VQ8JKOT9{HOel_jf>1l zq?if6MF;wh8CU9etCDk@c{_7P{|;F5vbh76rjQ>9WGKIrUvzsXJLUk1~o(K_=@ar&upouu7#2@#aEq+T>ZwMo=6?_ zkLW{R3Fn@~%bD(I&(FroR^HBeJy@38HiFkS@jS`6B^03}e0WGUr%}Ji&-P(n#CZ;q zdTTUuwpQh53Ar#Vc1eD{$F&24+5LcBjV$~V;m?tU`K|aqFW-BT;cmy3ThY8B z%x#zvz?;-DDBqfXJ&<&#HIfgxACkq2JEENZDzzm@9gdx@wDBpWsy}7^GAxA{iP_@% zbgCZ_Xq9s&b~+AfJF8TgQu;?GR7&!Cl8l_0A(AhbFRW)HX3L1K-868iw8~;#Xmou2 zfv-*RrH|ReAS-vA&O)I^q!Ad5e|nsQolH@JaJ8s^PK}(>QW|vwl^Jy-{xd0azAzC| zS7l1EycNH5`Q9=?*T9i;YeUYacw{zuTPj-OZg1>6o#5o#XLV$TD<5=~)6{Q@q6*pd z(o1^JsQYuaep(l7JS?$1?~x8?_~;LttbdA%o2;Du=DIag5J5Oyx%I9wuzwO?~Yw&=YuDzP&*c zJt`)7z}E6+uj$P3XrfJoY-dC0`N8It^=!{?X{q~E04ejOt(*%A@OJhJNj!V4>FnV6 z-be*@U!}E)N;xO1h0XsC2$YQu)@m4E>(x_~D|d`dF1*o7)5%^H!yY6X$ zDK6>CTOQELrZzGkT9fFi4wLQaFeEILHf$KpJIUF8JLT9dXsSMMrFdwRdWFN~$0c`p zV@vv8QC!$1g)`IZ#NZIgs`y^_7P=bDT<5l5v(fmz!W7)NBLjK8fO@~Sd9I(X8ya?L zV?mobMz%mZH{8W3Jvifd)|Tb;=VgKPm!^pn5EPZ&DG^oqdC5#-idA#IbogLvDOK>XfvM-R4q^$Y^haYPP|BY5}lpr@~l3$S}naVn`)zP~*uHyMG|CkQzS z7Z3AI9{?55?#!f-%M>66N2&ayDhms*Iy9rtNEx&h2Pp1f6<8<%w;(R&JP>wmL%E8` z51OB|eflsk?ReX3mv=O7NRZ|cqK8VLbEtu&Lr$&06}nWcQugp|QkJIgJwZE_G?;2w z4Rkq-9)-j`AH00cLt*|fl09hP1ehZk6E;(p{hn1~AI#vwsj%I62_su#vWX1S;#hC* zaTtjIN@2<9*K8EU(F=--{^6tg%|v?Lw1)pj>16rdWVx z!?_Ei#+U~evwLjb8 zz&#=O`iV!quCN0l|5f7B@`~bWI!t4rWfPbpl~X0$>qGf+IB_Tuw||E2GTrSN%j?-2 z(f6$t)#;`u$nZTON_TB+Ce-4mhcMsXku(kZvY7pyVwC?@tCFHWx6c&!$=cmSrnB+R z>dp}KXA*{|wAVDe8K8>(d*^jV1%(IKpRTle9JJyp6gT9+a$M0T6-kSDpp}MfKG9>o zh1AKLzvrVr-#3FC#|)E*PtZpSapHOya(5`#l}2a6SbNrFk6b+`$erE#p>RAIu1K(% z?A0W&Mh>k}yNepB6kTr3hlKs;uz~-B?=tXg%W78gA+b0CT2Q{)i4(bKPz=ACI2n||BgVqAu8>*lrd z=jXtzsMF?e*6=eZkc;v=5IkBkA|(`J42DDccxe!`FX(6_Ot2kt#Km5Q=NW>STMmQi zxAnE@DJV%(aG6HgE2Ir8|1ka6jgW zPG;pSHAL3;#;;+LmyzZ?H;{L@r)I7rE#y;l@Bc7Stja3492B?aP*XC%ZjtecI>P^1 z_S52hr3GU!QfoG12i)TlYp;wu^xZpea9JSQ@EG5MIi8Kw0MMWbNfi1CYI*N=UpDtU zJXy7ngr+RYC@%Lc(?DL&5w0`iB73p)j}E6Q*8(|JxG88KCA%ijK6$aoj~fujQ&{BL zPqr4cWr72L-^QrJ=kIVJf@AtRJN!q9;i}A2H({z^jyX4GEEf&L%nNK*FvwPJwiTd1eIsi5a>|Ixda6E%ytSUIleoA%Gi}$0 z%K$QYgKGS30@Zh@?J88zg-ugl=$IEM-=af#!8aT+ZZfb;973 zKHg|sn)kumcn`?@vTwkDeu5P(80Af>G^~Pe;;2?2I?fVjk7s;kA;$GK?khuY?c~!7 z+KZK%TfL*gqQ0-%`=7rNrS=}Pg~3L0@LONr44hHh!i&@kO%|-Y)`WQeINzIJn+B4* zBonD9-v&7y+~QN%M0eurUZW^kVVUhO z+KOKDsp%aKIR}tIR)?lfI;Z$&s{Y0Z!;hL0bc=AKD6^NRGT(BP(vjv-tmt6EJX;!s z7h|9N%;}^GvOZK)M=H5u0-xCg2ep|cqLq_nHC2))=bP`W$MX7jda4Yi)5vghE z8H7CPS@fBgU+V@aom6xGUKfgzCsP9b?nDsx!ehExQ%$M&Z!KBMc%cO`CZ@5SwA`)a~X2mQoc<$>r6VUdyd6wW1>L3>>e-_IL5%Zd(w)zJvuyJU*M) zdw%gouj(Dw&VfZ{|JG=(KNYW=IIG$dHJOtm$DwYoUYsh7WGtm6`-NnPv_P^I_aXT- zDR|Go;}dZM7<$wIJw`)Ll zk)frW#+4}mK3PmpUaT*6v3YB*o2!f)kVCoXWerSYU6yBs%w=UQIEnVQf}3DJ0kM*% zl@Z0bQ(=~_DX*5aAb22>o_cd6)pxUR#5`kp9XciLu$iJs;TTsVu&Z)LF0iKYC(LM2nVqPP5XTKOs zSBr~{KoZj1Sup`Jb{JAQ=u_>wrZ_mg?|cU4g0#3VE6ZEABkuUDOv z&qI`qJ%|uSP_lPEQV))&7pFzZRdW?pm9t)@YRWczt-*`pwU`Sut2XlBygE`H0d%}$s&@K3@bFYgi1x(>7{Jc3{U2ra#FH4~-Vw%r%8uk%IEGZi8 zu-J$fqN%rFOuU8Ns!<)1>~uD5=wqx%I%FJt+6%C0jEH! zK=)cc<2UkDrq{)N!a1#QFIc_yYPg=hk{UC&`P5*RfvmNno+6(w-}RfD`s=C%eD1DV z-h6cuF>q6q!OX&)0`hpUp{4Bho(Tf6eAL_p@23|IwF-s}FZQP0ToxPkV35N5Gj2~U zxp4?7ndi_)5zb}0e(aiQ^fE`eNw@RGf=|Zy3bviq8*C~u6PdpoF1bPyzo8J$BxzrA zE^KuudvtBmX_LW|ir->pv+s(x?9~`D44Ly&{|q09i^;v7A+Yi_t8(M8wqjAL`^Ii> zXc$g>jW%1036YakmJgim5MiXOdYIH^tU4O#r~z2yjV_v7Z-w^@&6+6sA(DfYZqt9h zfcL7>80!DCq@jlfh0Ewe2QT0Be&A-cbIcVApqR(Nnlv66Ws(?}LgvNp(MYgjlnWO> zs(qW;c+6H`_ij~C8pe1)NX=Ks_>37kt^X0|gN3sJpq$w%a(4D}`MV&o4fA2VX<|2< z;9sj+sJ-dcjra4x#vcO50DloTmo#itw{?s0RU4-dUefK~j$eO2snZ2uO52iFS7}Ww ztL%Ln*JrBq`thPz6I2UWxvfmUe=jLrt-bI!m5|b(-UQiF_K{uZA0f^iATcK1`FoV%t~be3^nhw}AxbaH*sy^$PSj5)3D zDZP&-`D(=dlvOrfjKpZFX)L<0~`aD zC%?c+ef?Mp)GrpCyLzDId|$I>D4q){SE)Kszd|OCl1hr|T;YlyAF3I~o?}<62gZ6v zOJ^@Y-0o3giB_CU-8ASyd1Nmaa#s*K_E6aP|`DG}4o3o*D(d-8Gu` z_D0I!UyU>oF~!$*{d}Q}-feD`#30gqDU6%j(>J#beuf@Ws-=5#oY(8u_uW{`Zke286!a1)gb~WJQtB!8`hOtBO0EJa?kj=M6Q*h{nM4PCZccZ(BMGdA6c(&4GinKiR)Q$f-k+Dn_v>N3J04Yr>pDC%1 z26;Gm`=UnvCx&EbVVr3+ZXKjLExPDnZF-!sn>yZ8<)=_!R5{wU@A|o`GSI+Yt z$_x1!oY@c_@0U;0GqV~`UJ1T#6sMB_$Rxa|WZ1LMr0{;Xr&=GCOg!R5h3B zI@dfF<+a5DtO*dbi{qElxvw^kwca&raF`5N`Xs(U92Of`5iMi-O?!$(T?(1&Drs^` z%>j3yyYVEa^_og&svU#T?%M-@ocFF@)J`?w2K1kmCI69GnDIEvilb*~>fD})l< zBTL1685e-DLRTgitPR}Vn)0f5;5FA-eWTwTzQic5Nt^<^cJ4lM=CULkU49P*YzCN( zxbW&XnX6nTm(6IzG>LHAy=#~=ZGS}OnaoTmHaDx$t%aikHm*y#skl`*4bls^W17c9-R*BFmXRA$*P1}YP{1T!`<%OCw zSl0w@z8K!#$Z@%~IYGEB;Z*q3Qa$j#o{GCXe;o*BU-@F{Jnqz<*g* z_}Qyl7tT_!Ta~7arlFtv{yZVULz$f-@zaCvA=J!&bPWX#y4A5Okiuq(VG~4Wmm48v ze#)REU3y!|ZSCEet!Kxk-dn)>*@4`zHJ7LNOTvNf8tcso-y)qqbORd6LI8_IUda75zlof!iEU1IXaPCKGJO14Y_ogfja8(&FPZFx4j7yC$TO- z4^o(Pw&`!Vkj*H*Gb!jXxnA^*0 zy`R)9$kjg^@H*QbPkP;au7%5ea->upGGK6D&?gveW0c&qIhSZ`d3NE2uIF{FmqOo* z<1h?y;Dk8{l$$ezj%+bVUJy6IX-R)OjQ^h1fXP9@J)@99I>}3z7PVeIGA(!nhFx*<|l(e46y;QRs%`cQk;ajcmcYfub zEMDkUS#|M2MEz~Pk9r+OZx8#JZNiUEpf;y{I?;q}G{=S=0R>p}JvwARp09jWg(N&k zskYfkYb9=**ull(G~QLz*L#S%myEQzzQNXNmV)GT2{PF|JH`_wNfyA0^voTtGqG05 z90x%$FZP{nmro8lR+61idnd1s(V4=HeI8@I9lpPyTY(Q+w)$1#yFk0e_uhD?5okTx zn@!n0G_R(Fk*XsoUf0KT_ilpTVN0?c*|D z>#nmd+nLB&o1|wkR_D8Q;`rYEKmLOML!<0P4CKgo5AG9X|4vc$KS%O|0Qf!AN{j6O zRf>BD7q}$g#8-B0{@bs=e50DSDW#8^>)wn18@+TQ{3SE|XSXw2p)p1T%CvtXpf-*mqOWoy{2qMEc zHx&6u6~zAYLHhfvxUxX+s-JtBlu#=*@6BOm;)%8*yeG_F+7tt5qJ4*xg;4LqPuQ=kt*Q*xIL~maR8F z#HPwwUtNjrb(KQQTeez|GKilmP4l!1qq&mRx^ok4Sqfy#HFj@D<7u8m>m6P^0Do8n zX#C_CcqEojgw&8wv3A-qXb)nzEkOw4+{*+6+lGz%Gk|9lwCs}mPhn{VgcW)c=`lb` ztA}SQ|B={MhoHADCR8X!i!2)_=hucHX5EV&3RG5$GJpEG|8sq~;&i;C;!+XrkCrUd zt!1g8sK6f=cpl#ZI$ot=DhzKk&D@=jyGCv58`3|gikVMkjd~NW416&hYLF#z-a{0m z>(EZaQ<99t_X)2rq|D9~h*AhQ;>OX4I5W0=_IN-SNHUl$F)*1E8C~cDMQI-42MLzF#r6pI zBGWh)>^89imfi@s?OxW1^_YB8<9q$3y?>M>MIWas%K_Q~%HnX`*Fm1Zr)&kD8i&&m z)b!3m`Udu&6UOu#Md4ojHcnAP+{+IIQUiFVRIUC&;{7)!}m zORBwxQ){C5b&<$#0k<&W&A&QdPmOuzOv?b&`b51Rywg{%^I!x@e2YTTEtiVI%ejA3Sav$u`KM;G$8L#-LTIvZq?TD<)z7|Ezf<`L{>(Fny{Hrzb9u)H z-3Dbud=bj@U)-gaPWX&1DPNOUa-riw5f~J#8MG=2<-&~1%4R-mfb2_9k-e{}5}T&k z@9_vwC`YWQ;k~g$UT00s_s2ih7eKEd;Vz;_?`henC)FQcoNbIcA!*V|+kAAPCj6PL zL9@1YJDaAUt}^oz%4gPjYLBJ1zgTFSUZ()8&%=uxU3Xx28}K4`{1*b9<@qS-vO3)m z4D1Bb25l$Li(W`MoiEUVEYN~C@~nGDV4U4uY#+V#5^W8dc1r;O;{g3fVQIH@?w&hQ z>}$U@qI)CvMy7(W{2RWa8~Kjw=P&zjI$ktmt=Vp}jN~f452cR&V)(ebRWdYalzUDD+@4?|dFm_N|5zzad~k}G zH&NB{4tm_Gw8S2zaSaiSM|P-HpzKUNLeAr3Lp;Wb=ux|zYiVM%<<(VoSB^p|E9l;d z8!t{v=k?)te2I%hk*0?$ph19s}^tMgj|Go{Ug;zgIdnyNIsWnKLRYjvx*XwiQ&Ozw}TVNP^*U zgb;`S+xKc_7aRVtZ!i_t(2S?DN6o(r7M%A~l)5DjNOLB9G$j7FYR#A`(FuOT1;MIo zHFF2JFpf>j=n~@p(fY#)nzbP$WDmZdEDqdUOE4UxKG&&sL9C?K8g^);gGL))b;uGJp}p(zgOK>r`1N%I-TW{kC0A{Qqt ziSa%b3WIK5+eF=lSw@woi|gSh!dewu2Ap&8$9rD)57yFN=07Mv2Q*L%iH=#%nw3qO zCgs9ZpS@N;U z5c-C%oQxK2(8d4kZ~Et}K9OLyD-I{f+@lA{mIm#g9-v(vBG)y9hoLsk4x6d{AzjRd z@+?r|kHIEh)dna{KD)CFL6HFj4M`8BJ1VA_rFF)t4GTsudciWo90%%*ToT5KLh@c|7TJ}50j?&?$9Y9Ff zr`Rh&Oj0L{e~rIf%1hHjT6U`y-Bwv6$6|hFtZ-aBig)g zq^)A5DCgyT0bcdzTBD=LJwJ9O2$ET+roCDBAx&E->s*0OR#mS?vG}`FX1nTSv`mk? zKi~GiZkfys{Xu*|(cyXd1YA(Aei>W#>4RsJ238t|H7wrnKv-Jok7(b5$SkT zk|XY?I5AUwE@CWye#qSi54o%F=bcRy_u^tdl3jf&JmZRkOIqp?B`v7MGh7v183d*p z%e}jxIyB3>Le)j5s^Q~XU>`==fkJV4W{2V$227xW6;;JTNT zNl*$R2ik^pI0(XhhBBq;4k5f;_P==JZEhR}jeWwk?@JJP9IWL~JPSW|?~kieM6hU^ z&G`9Zyb#{85%ydY4@mqf_Ez7`+#4ygM+DyuuBHiUw3-eF;?Zj+ovR>K2d2hQbQqg9 z`ISYpQie5Nh#2_EH|b-_dIdpR@)IC*9?i4a6j8Wn#HNFhDfNB|9)o#rIl+^iu_leuEa@dcw9oD-4Nh-7 zieu6$4V}gQ^D-&^)$gB|HDPDOU3_^#Ah_N4$bOAUQiW25@J}<-a}&&VCfCa*sHQj{ z!uM&S#_CE z8AcrX^Qyz9%TIcC9KBvxr2Ub4xxJA&E}x#SjY)I>Tb{FkwLi2dwT0lc4g&3n{aBZh zl*zdTZqKfqRCGn6!l5wy%D}x_^9ymA9&nCZ5VsseD;qe-r4F0=xf0K4l0_6)VxP5_ zinMU}yhC^m;6Y*~NV1*d)0coQQcBI5wLUjf?J=Ln?$`90eK=sb?5mv@`hhKCxMS4= zL68jUX^Ou+j~SEmZNiuZH@%OsZr(BQ5H^g_vO$1KH2UCs?<~T%JkF$5Pl}?~%m@WS z?N@*08R)GThf*uX{(!q1bA>J%t(|NC`QlOmW3v=?>*`TT3pJFO({$28BW)6e%{5TT zo*FmB0wUXQv4)%|xNiZSFAbu~q^2iEK#x@bFQj-77YT+TW&pLZ99fB6JJ_Vpl=Ywk zePxk=?3=K5TywDT=2sIEKDwV}^&nShp*`Zg?IQBV3)&S1O;~uHYAPi{`vtZ-*cz@R zy7o>`;vqHo_pBz$Q_D@X^^z-9mNa+8ecy$&ujpg_>K4PsRI4ecH)MJbogK6J7b6y5 zXTB=Tqbcbd6m&qi>u8)K@(ehtlQZS=%H9m}5+QDX6XM6a8H`?UK-Y)y5HKHv7l-UQx|3R0%~+zn=D)b6K}h_`^z#7w_`6X{E5F;zGBc7<_0P4MXawYLXyk}BKswQYYBw#inu2TY;~VYaJMZR8{1o**!nn*E9^O2D$!3+oba)koH_nk7=p1W=oX#Kht`1xhn+wO zhkJ`jJ;8E27u!NxFm0}KmLeql;(IRVh4o%8Ph3O3Hm{a4jPDW=jZi8Ay=FGq^5=xP z?-)@^59@RYA>*_y-6!c-!Pp>5zHgeQKJkrC7hXxp1fv?@ad@{}?b}fi5E3wQ)olSc zZ)fk6(^Y7ckn^tifbJlfgra{`;9i!(NFEkmO3>nZBM#~*=bW8JwX+BW?t-brj%)xoSg^tgD zzj_@g-y0ZDGTj7;|6zv&muRooV)J>sL!OxRc6K3jcc8 ze#tarFCL4I=^*sVD+6gjjQB5V(+Kb647569#Xly79tV?+sC8EW$?ZAs{)IC_`zO8~ zDbz*-Bx(E=wsDPFZm}(Zmi6LXOU;#EKETy73`PD7{9Y=AG`UyROHeBrN|H_5?bfH2YT^#zXE&n z+9|uID5X;Q?Y8H#3grj(Mk*NX0c4_!Mj5{0z!2j*#5OmyWLoTWB$0Ul6z-z73H(67!uzDT; z=E|sj>$QWMKB8oxxUx^XlMA|eCAP{W)?=$Z8gygAe%kpIR=4s)6~{3-f2z4TPHncl zvx3T*G7t8QUkzOz{9@RVDF-y%h`$a6;rtX3cJDibxFOlN%8fU#Zw3(jYwAj709Dm# zMtLA1Dmk>to4>r|sZw1I;UFf05aVt>sS|b2RVfVG-$jkpZp@y>A06B?fl5g`^ns}s z>3}h(IttHNRJy*;h?t%z!{|!v<5l-0dRqO>`0!P@(%^$0py66p<_=Su+SJzT`<}Y7 zDVog&J%0}j}!fa9yQA@xE`kyNch z=*%iH6SV|Zz_-XA=iRj}&+q;_3oypwx}nOKw*$yIvqryBjWoNC{jv=Qa2K^^0az;> z*C+E@GET#J6bN%61*O2Lp-D4UKlf(lWRO?suM63KQ44I6y%b}k+5Eu6tWl<420W{; zlyi=8K9e4|Os3t8^suaRUs~mqjg0y0WrsJTUA|*dF~_O@)d~?J@vi(_0)C&}4C(zs zTrQA7lm)}rTa~G8n5kVc6R{|_b`4iJACo^(Tq8G1r5T-8f$*nkj~KU}&9QNg z&7a#(B)lC#FZ~FZqDfR{^tJ2Hqesk#G`F(Va##n`UP3xp2S)wXtIRg8q2?rNK*oKB za->VlRH59S#4Ro}6>768RedJy-2d#V0IKL-$hSv1cFT`&ot zxp+}$&pQUYZ#m+V%YFH^Vm}9nIs>XQQpWlO&`e<^EnC#b&HPB`*bO5Vf%eYFnJn@F z<&kkTQL%8kzyGUvHZkHLgA@XU2+|XGCy3qn+#t5#oHO*slFaqV*A%TvbPSBUAU5)8 z&Jh%(3V5b4p@^F%LVL(Lzk@j=U!S^?cAs;OvPC}G${i%dL>&14USf$!4Y)53@PDyy zqzyRfX}J=kfn$8bg@2pJhIqbUT%K)nLvZVF)t%lSz7I-)bgdiQZjX#B^Ka2g;MaEp zZ$>u&Dec!9E#pBsb)jl*)b?D;m%l9=fRtQs#i@xV=+;#F=U;ta&q( z=sFaV!lgOibq7Rb2aonK-S+DAQ3t)MPBfoYo^-g*I ziZe?N2zy-TSCjbGrYPWW4S8nLEX0HOaQbU8bZIP60CZKgzM&2=V^1eQ7?IqlInfr| zeL4tdpU=JyQ76??L_6(`SvsFDye!@n;1yV`sfQ#-gt@6I>O^x}$^_gL@|#xNczPk| zKK8CqT=Ebr-MF8bS&-V2XAGlscFVfb{11Wm>#XfF+$gI=C}-=vC$8@6Z244A`j9-E zzR_h6)>iXdrXDly{{&!oA}vWF9;eq=hVX6~F5}qRR*wcAr~cN(|Dmq_Gq=@L3&7CB z!sI5;^^;uX%rKHY;~I3K>j4d;$kycI!H!_q@3fKs>>1*BFp(Kc(r1#JSbIh8AStqH zZUdlhSO41(0aAFrW0WMNBBHY*zmqlpo7C|<0|QGk&`?_cF+}sPk7y|-hiF|P>`>va z%j*x18e#@au1r@)d;A}>12MDEr*-hbe|UQP7y7qy-+zCRxD0qjzU-FlWc?S?5=8sd z0vzf4`BmqOf4}*+bJrJTFmq+NS=5>SX<5d+$^V~wS?4YlTVJ~L7*|?cROMg3`G4N} z{|8^aE4ei7D?9JFQQV*iQiFbt z=BeqslP4wrmyZ-L$gx`fO21&S4QgFEjC)e7zvsOs;G6NbbS2*9@WwVy-7o4;RvW(lNN&)Y$_WEK69H4offrAi+9Cc@OTrs>-V1I;ABI0NktTCjKYs`&5=e;$1WKbOaJpRE%#+Vu&h~FhgP5Obxcjo_`izsCO54Kuj=wnU{Y%Z2oc*-4=T%ZxiyTzLt!dOQJe)5n1RD z4>qP?MrB!n0+iXB4)N8GzeldgGbf95ClL{a7C%sVGZn?C1M{)kJFG(C5K*fh`8+8= z|AIP+^oya)LK%6B3j#@)7Ye!E>E#krSsP9y^6vJRpwc@OhNiJ)r!BR8?Tln5&LNB< zzhI@wA{HRyU1|7jWt=^AqAsDzXL^DS(~)xWIAQa`wQzLLSB41spnF+?OWlmZ=iZtP zchZ3QsAlRb14LOeltwMT%+km#G$}PvWht3xa+{gA+_-dRveM#RGcd0U&>;A+rO6vwMo$wo>O1$OB`P8e`cc){rFHvv*D+*VihvI0(Pzrsr5~- z^^%<5n4j0Iw5yN|e%n&<#hNI*u~9G0Wjx?IB95!(nVy}f&W^!LF6U{fr5@+nJlV8< z@Kk5YffAuhpwR_9Oz7Eos?-*2ydPUbj5!gG8=HHjVqfhj#@qkeikqk4-Rv>9C4$Pm zb`yt=_u`)INtNa3bRlx8_Ts}80Y|8H^Kp~=5|_tF?e5;*FhKYKM^8f;7F)n$tPr1( zP_;auFy%4Yt)nNs&r)Nw_wI?_tl)u%uzH2&3qRl5tqqqO*jKJRb47|%+MJ)Q5mw+K zs2#=^rS*Q_{X#5N4-PZ3pl*zVOLS(UYzNe6N7D-%Yx5f=uU4!SyPmbC*zEssG(%t;;a~_sp6rGi6mF9-Z(dnpnZmFq3$BmOr$sA zofTBP@vwnjA>Onbq0o`yXf~6UE96wL?`r;BZ!||0f^aQg9ncVP+HkDm!QM;a+iTz} zODj}synNy^a~M#l*Bvl%&wgZ}8Fr>fHzkyz#cKJZ9Hr@(M)bSh8O#UQW)!r;sL44l z3S`jda5h6ig{`$6p^-FhP1mPqD^W!R9v$dH_+cXC?cp8PcOUDU^f_*ctAh2DQJJBjNqWM=KX^iE6hHig|E8)$iCKBR0) zNb7Y7=3YkvGAPqz*>fn}q(A|xd1%2s`j>>Zne#W#CL}3e>gbLf7*dwlWsY;LV9p= zwzqMawc!h;u0-FH^<)vR%20(Vg>E%Nfgxm;YqR9+60&M%%cUM!X;P`)aUz_Px_kJ@ zuCI)_re6%hHzJgcX6Tt6j=m3yM{99er^!?6mO3D2oO^ZGQ-1vT7%-X90aW-7BTVIG z)Gm@e);9Io>5JH{kEuo6%-Uu6pf=CTD^e#Q2NeF?2au$2P=ZtgqzVemFDow#yZmhwI<*HR5{&3Iq;E zxXlVC4i1GNON=T>+tWJlrc8lpbqR>tZclf0jJ2PVyEiFh z$zL8N8q4ik)^xa`0Kpt46)NG(&o(K}%fpNlHHGhm2D(%eaA<2_=PsuASt~E!w-_Z{ ztlyLZyzH|a$128YJXkUtzX8Q!lxIHEX|HM25_l|js!6-&@)XoXGF*Twc@eyE%=KEf zki&HI6Op5nSm?ZNee=Z*pWz-n>5ZG@K!`!N+al zNWi*x1ilIN&~0ZzO|^y=m=rC+5idz5qzR39A)oQ*M!ZJwoU9c5MB;51WPUmZC$l+9 z0ES_h!~35-TPM;byb4u9c*VUoQv8m7xa??@aKOf}A|c@epLCe($_`C3)!&?X8qw&H zo|jtJn=o_ytX#Q!6Pic#+ty4;xpd08jmiXWQ_gSOQh}8F{`gX=6KnA0lN4S-ZXIjV zwahT#p!iN)%K&akrgD)P#yIAFcVb365V!7yJ|w&#PK#ls;NbOMi%ZT|P1nFy%ZU3g z6x6#ES%(j;EFoA$&9ZV_*#Ka1O^qCt_SGxU3KbX;HBz>=x44^-3kG?E4-4 zq&!ffJo_(liAhCKd@i?ml0{n5*lVau@+wmoy52Zh>5kS>UQ2r_kH}X;>}fLdrrH!K zM5Gq%hsM_>)k<#`shcvH+Lv@vNzIlD1RY+Wv|UOeF@(RYqF8;Nx*QkZF;!+@B?5U_ z8-Pz88?SH*DILFc%>oWnJcOgE2TVCs(=)bZu`Hy)H(4WS^IWOKbg1gj8SCo>k7~V7?P)K`2{M|A&J>;J*1BxC5h<7 z^CVW`-3(RnH-?7H)=#Hf_q^+etPLZP-ly#L>+j*fJiNaDcX!BX#qaIcuTSjfdQUTV zJaK*G1BUB9|D^t3SgDJgx@7QqwBQ&vyzcqGFnDM9o89EUd?>$P0ujgbvCY4?o!_JQ zFOUAe{&SY(pSR+C83JslML4js^N@po=U~6}_KZv_ZC@hwX@?uE?5%jx`aDE6+ckzJ+IGm=OQw!_GGV|Gs4skGxYe>=oe17cuj1KJ2V1XdJL-#kKC7zSH1X zx%_{4tfGn^cTnSDnyuSPua0;Onv_5eaFURgmKJi-S8ENu(LedLYX{g{ckCiGViN^y zhWD|{E+~)gcc(2UC-J2B)0j3qSLNKV&Gc@3j87+9mGzK@)}~8`dA}yOacCxP#AUKL zV#;r(k8fjhGaugjC|8L}8+Ay-Rq*0*;QDx@0z-}Ckj?R-p;=(%M({LM^eO(sXU>iQ zUsbOXw;FE*>O4f+c`^swxvyp0UhXPl$6>~?RMJP<5`n~)03IH4YusdV8D66b7MUYD zxmQq_^w2Nx(@5Q^kA3eGIDKW0$e8ORW8R8a;;f=caoXQ(&5>T!O~AaihS-B7uW5hS zvbO)4rRAG1l4HZcP6JR%KX6KGcTiSACinqyC0N-|S30Yy8P(MmD33If@8)^^gNf2s%+j9Hid{Mnc& z^ngAM_qF+2VbujYDQ`phydY-Tr!OrFER9bpmTOXLqu#BC>#icy3Quq@n;IW=gK3fa{+L({_pjJ>n zDO49$%DcuvRz2m_|JPIf$Tb;aaDRAl@wUz(RLAj|O;Yk>`{Ot7k`Ug7l|%E?ejD`v zk(>OFxc$T*J(4v_DY;YcwUH5Wt9EASXRv>0T&cF@&Q90a`k1$H;ALft+ztYW27|QS zr|ERWGe}x#Zj)qv$IMKxWcB@@ZD!w=&rSR4IY=E&29!K6{37mqQ2R2~iA&3G=kj_E z=dpiZu*;83$>{arYAXSf3)NL4<6daqN=fz$r!3|6Y!QfJO$5tF8(c1Fll1G37~5*7 z2NMv4i}5i_!R&1(L(pShuQA#_ZZo-ymv~7aKvF?{J>R}|W^T!O2O7lIrDwO&Uj7lL zMUJkp>B@`LFTWoROf!D&pOppvGC`C5CxZmXX7iX(%;ex{N=@XjWu z<$l43kPw#*jW2m6Gz7pU_J*$c_a9F>hVOyqo?#!_Z3EB^$~}z0f>YOc(!j`6*d=&- z5oyuITx?jv($eg-?|Xdx;>EtT!fWdi=)faL$T$f$0*(>NJ_*OmuqahhxYn8wuEK z@+=8DX+!K+UNA@{J(Pvx27*KQNoQtHlwaF*eZSHxBD9|xo2<*j|=6i938` z8(ZWqS7*!|*8&%UhRjQ}yvFmk9&)E;C+8I4rW{_`w3OIg9k)rjQN|g|{9G`2Ov#vWk$hLbi^^caal-4qKN)DDCcqx4P%u_p5dU1$MTu zjESRJZ$?kCsKYe-Guq$td<-={(ZS^FH!U&10j7Wnap+n&nNohVt*DVO z*1y5+Gf!k>5{#~Ld7@(99okC%iBX_C4I$wUrP102%*xbb~IQghe!39 zjsveXLyBI}({kE(iff>dHb;#JYxLg<63lQ(SZ~;k?!_G)D6=Fk+lJbx>45$Z09iUL zQ@&%$X)>vWTmHu>MJ^|3s8#d5L_8{0!b?>s-D!;yTe`>u0dYomXRqILkBzw))u%CU ztW_ti@?CfSPn%==?i3X!HY#ei$@9PUuvn9pZ|)--T#$M3Q^R{S2=7w+`bS<`OH7Vf z>*u<2Z%G^rXs(JqO%K?w+7&HoCnsId3yB|JSv4GT3b|^*Zu{d4m7|!Qx(z2SkICxJ zp=Nn`ND6*RM-x~A>Eyg(nFw4M{RnbgB2TjP2sLW46OymXljPJU>Ur=!fNwgILD&wT z)+ml0F{=*zS8lEL7b@Byr@5%UFnYB!nWJXiL3g|L;3$NL1JAL9m#$)6s#)OGIJGs| zdk;>f+M{3u;$zZKQ6V&4FGkGW+Doo7Jl97d8MEg)&yMq%S4n;3)2Zu23hB}<9Uc@a z;&K?~E?xR46<AUrYXxuW|d*sqsL^Tp<-=&=5Bz|st z8KG_3qy&V1susBpSEsT==}{#Cxz-z)%4NRc1Tu{cck(RrN4_z^D}$WByGx)zivjyhQ{94Vh>NgSpr;c*wOKz z;hn%I=G(V7NcS?jGze)kmmGG-C8NrUcv;pV&1BbGOc@HC5RNrCJ;GqUpN&v~-m(&M za>S;`qyS_%yco%;Z|4XIzy9kVjlrsP6Ra899mgsiA}ezj%v@bNb^(3^@WJNlF3_OT zaH|73vGl>|03zh*VBeBx=8|i$9xtij$*__t>dN2$%Amrs|EbN>3Q>!dXZP4)> z?R4Z{M@^lWNd=u2v?e{kITx8?Ri2`_hRW^vsC()j)toe)Z0S8%YE-VkgBI4)3eA!G zph8c5-83!<0us6N%<%NI0yDIfN7@NHWVG0HYSOw4{x+V4S;CC|)Q0T)1o-mPfoHoT zPg~;cC>9VR`4=pfl~4V`7rl)@pE#lRdjFJp2uODPIiLUu_Fwb2J8kFB{Nr*7H2Xxd z2d5P?00s>Pcx+cxWGY|ysf(C(0;$YJ`k$r0yStwx;`S);Na(i9vAL%&qJalAvg;h* z4^G?fGiT`lM9M2C<=G^7TCjZm`eaJfaCkm}`PBWoEk}L@W!2u+6EA;S(Qsv}8pN!c z^fTDg_sjCcL;Ujo=>EXziMrb5zvaOG%!two)K%A}X(PgyJ*%Bi` z9Wd6}%>y`F4&wK3e++3I!`}~!|1)szLT>#k@!`2k$%jZa9RvpQZ0K%>U?&*sT6{J;-fLqTuaVYmQ%iZ4 zH-ytMQBhxBUd{)2vSw3*kH_|oUF)w~4d`VH!cuR%9&}?8GPc>_egNz*57u4Sb7>$X zDKo0V%OX1f(*|8^trVm0-w)iYP=MV{J)x=qct1I%V-YB1l{`lNHGlpF8vc)H_eHo? z*K%(Kq@{)Ry5CmR*@ z`%jh>@wWp2eotxzoPRb!+-Ez-Uc`P5od-+-hbj!TT2sTdK!-PpEAybxXz}d@Bl&Fm z0Z#SCdaskgDi_|Q&XM8Tz)6!ve^p9GA(F`*kL3o&21PF5fI@cmTp29u(4{-8K8SF` zhJqWtBAUsxN%xo6#U@Q^4!)^aaH#g@@fb}(Ty~*4YT5zXptx6`%Hx5cQFeHt-sWa} zKId&Sslx+|XVoUk{y3HPq3zrkUX4D%PDVmrk1(SdJ&+$( zH|Zp&$fWRa*t*TY%zHBA$$Xsso={tIi@aScEYfjoQqE|(Uf8YrfsjlFM)V3p5k+#f z{m!0Ze2^z-2#_`mMTem!+Vg)DXlDI6+;4_ZB-hx2rWwqaJ~%v+`g@4`k1#0GVZmow zT)-a5P?#d-qP82Ma)ugJ7jpDU_Xz;BOS#Qn-7hf0^&9Fyi(vpjLBms4u>U!nhh)LI z4JvFwu>(^teSR{XH>j)f!3cw{09o4XTQPlnR_xkF;+d7nI(OfLMAA}T;RJ`-^UBsV z<5Ud7h4NLf4TrQKKs8tm^86tVJ!-J2s-)gRGj*TIWO|2cP?SsT<65hFLqJb#QimrG zd?cer9wxJx7-r#v zMs=V+N*kFVX{Nl~WTRJYGCW%NAaeribcAn$H#N$hKnNW|RS?iZyb8Qlc9;C;Bj`2u zDXmXESBVAAIm$!o7(SPd5Fys943~P_QU?r@xxRif_n$&Y` z$#ijnt~25Db5UW}ZI6^NZ#14AV`{!4Nwt{GBXuXC_1tugYeH&}+B{h&~ z$wM!d^@=^;)}?!FPI+MzIZ_1vNyR*va4`k1JlaNgo5!fi5PDFj>_yABbl#pR-HRd@te&EQ(-IV0boiWuq6Ag*e$kd48_z4B|z&?oVw8 z``G)+OWo+1ntX88(E%flTd^P}^bLM{sGwdy>|2P-r3sq|9OJ$A$!WAf2dLO<0w{8& zPCWi>!$~JQO7`=4lx;)~f~+!VwIN9PTL+o3TFRqbNk2S#>vOiJqd_k# z1SS)c#T%2Ct1%lJhDo^$SFb+3@-#fADK`rx-H+diWGr@SJu_>aJ47J<(VHJ<^VoJex7kVKvHVYqyv6(yv!iFRanofu z#J+3*yjr>#5b2co-9O((X#A7y64`T4tD-iL2>iWbU@K0JvJ<*08a2VRX_9`yFRftu zBVOx$H*`4T1~;L5b`k_i#t3kg$e<=)HTJCXGV;mVXnDEC$mZ7O*bJPffzs`@XGwCV zD$d?}e>+y(T6%4~vCVff>PGj7-|^8oCy&)mon#YV0x=Uf*6qLxE0fY^>zt zjO7Xk*kFcZ)wuW8Y$h@gu$p9GG57zpr4#$65&6jKKdhv4g9kpYe+Gc^^h~$4QAG~( ziz)st$tE|UXJ&&Sm^c#lh}BQ4I&Um14%%1%1v20I{Y3BWh5HBa-Jfsd6r6U2n2&!U zjciA=cz|f0#bCbINW?uoc#i2vwT0I~-SKPFQnPyTaY2{j_{G}wL%$W9@1tTe2j}(c zyoINgQ*QcEF}_y|asI{LbSmfX$o*`8tWhiA=N;KNfGcP1pC!3=*QO#pQ~g9A^-Zo` zi{c682s}Kb@<31P;U9+ZQ$L5S4Ree(k!%OPCCd(8!8MXzZXI@-z`3v6n+V4QA-m$~-SsGq(Qj5orow^mucK&=8m`D+u9&nyls0Y=nf=12ip!`yN(~v$ zkWEz|9bEFo)l6Do1*7!oZgY%eCT5QuOlY3u z(&KPTA4Er)rMWjLE{x?{x7-kg&SkYswNWsC0P}Sj*m?s-xIf_TPs8dLHwN-lgHjRe z^2@gli;46!A)2}RKZ5=K27x zjQ=Q#$n8WPJb#|Re=RhwL=bLdW+Z6$`WMcA6`xy#`q}7*FPV@vdT;^arYcqw;4qfM zLJt58J=*&^SGU8;|7sX>!XG_4QFfZ%s!x-2xN-hD19M(c@vI50h|5&4SPY$*GqrB< z*p)TW`&v1DLoX_RFrrlGB#d>c7MokU^wb+o2VW5BxWeY{wHRu6fl-(wV~#5$)`9Ps z@}60BjEXw#)eG427P#Yi2>*MVKihGc0!&QV0hpx%lSbI|UAfnvLcZluV6qYkGl6?u zv7u*gxA=EH$kTMPnUN(&%TugI@{tFS)5TT1#QE;l8_slrz?z~ca8^Vw?c+na3$vAP z_ni((E>Kv3@1^+Nf%$Rgh6;K_9{VfqOdQ~-W=uZ+Uo_?aPSba(0^D$sgWbRwRtalW zdW*)+Y-s9N-eg+0zyyksw{Nu{dtKl+Hh%(yySby4#L0|PbR_9ARkbfbuDU*u2!f0a zW%MMRQ;Tq+MCT-_!q7SJo|{LS8$-n%aprsz5OjnjksDi|ScZ%R_s?8yr$_WDUDP>R z>^rxTwl6ELFvR`J;N>=4JB@A&Q~*gKE_>IudL&%`v=C^3wbzX$ZvD5bmCJSht)<#( zVnqc-x^;{P0TXCKHO$ns^-vv(&6rvKgm)238P2mG z9*%ysQ~qk|3Y1M+LYmU=k_8g1IN*3D%fWojx`CDHu@UiuMG#Owv+F2z8(seZF6E8y z2uWt7(Imdby(=F#J9TZf^Ws9kki8CWTnD{au>;=}dyfRHWIvXXX9HjB;jRx68N48|ex~N8;nRK6i`fMUajRGQSiej%hs0go zYjZk4(0+(guatCb?G8)Id)I-S-x{3ENFI&m^YCqT*xC3pQyU5q2O;~9?#p}$^@j1` zJ}Z_%-Eth*ema%r8c5fTl^Qo5Hx)OhCHA2xO`7{oKy6b0t7V<3=VD^ich{CrLB6#; z01?kH53Lqnjz5+=bMwZ`tDz}EE?2Ed^<^3LWa(^VQW?25vfdLK=s=pjczdo7ByjbG zuHG#F73I3uTjK3a=LjBhKwGu*PKwU2)o@Q~Ai?eU<%QE2tjgZB?j73q3udeL;wq4w z4P$pYcm?W@`s_0^yKA2`**+PJFiU!#RS7sK-dv{@ClbCFRj^$I6+t|uBA-bUxmd_I zpiHwu(BA2=gJz4<#0_I5(x8i*$RY4uHN?^f)||gkEB9r z9EL4=r-92&GQAmWAJf34*ViTiA-JGioayci1xhDQZ2gJmfT!<=T%Ne!;-$o;3CkMX zr$Q3{u9Xf>)V(cXz>s&3u1^A0LtYp|@cBR2L>qsbL66Uw_)+!AaVv4?$tFg<6&DM> z+&? zu`dw3FRAtTt+uoPVe@348NmF`G)RsRb>C?4se;Wv$DDwLT-g9Z>lk?y>b1$wG@*RY|hw+J#0RqMb;v9Uk7#o z-$6%Ow5b{DC7+Wbh3MWmT@!@yWYz84)}`Ht8mc;qI?SLtdg=a#KQi&MQ>}H2wZk(G zrZ0DWsFHPghXX>w6F&^W(49?eYH`;c;(JDlGU3b2 z+Wncc!i96>>#Zgg>@PT{GAHcr*M~{{X1isxCL{VzSo_OG_hhtU4Z|I)JCeVOw@YdM zGh7N0nA94vW9IGfv_aCNrs_hKgcyMFn0kvKK`9`pq#jnlQfo}a*pE|rOtKc?Wa z-u)IOB^^tWGI*`uX4>FUg$(DJMwm9J(%e@A0eB!A9*is@wnycMGoWOKK3U;h!ztVj z%sh{R?^m9^O-x7z2dm$#w9Y&=$^IgeTzp4pc&5o+K~FP6+dTUZlDR_c1`OLWI+QwHk?UKtya+9^Lf0Tms zsV(cqyJbwq?5l9j4=sK@0TN}}5DR~u63=V=kw&&EZySY_msek_1y`(%FCPy4ADDcdON~znVsvqj&`E))}}n3Rg`?0-X$Pb3tQ(fi=~HcLRmZwBCC< z)|yW2C02e=#z+2lABD_G{p-rkUp}Yd=}Fm?l}tCr+*+gJj@mATQ4wc<$T3P0Xd}`e zkrY1fisuliut8?kOlh>p3S(DaE9;fY@3J-Q&Og0dpj-so*k0P#r_wR}jme72a4X{oA|((w#jlm-IfpzP!FNm~|hf%NYu^3`C!Z1rRQa;|VwT z)uty#?@*(33iT-~5dD@tk_g^L*WCjW3mUW2@67E{fy;eFsu_PhY2S@Vx2zXOkJ@8c zB!P`U1V9_-eikBJe=pdrO;?I&F3Y*&lCp|sMxG*`fRj82^u!Y$+5{%38tq|a3(O`M zyf!7j&)D?bdDTik*>sKI?`bYhCUN@hzS(NJrf$148+hx-5aq4tKC zP7MlNbF=OW-dP>^{b#-{0bwbYCJl|?P84Xaw`WUv1fk~|cKi^d76Z_f?S;;dP!zOi z#HG0_zRXz4c}>4uy-t?yr~2`_g!e@NP`dlfcuju{1(CUKa)wFbS2zQ0Z(3tO`a|pP zgaXs5JN!A=$FrSPqFzUDC8pC}nYn}3eh2?>^1_GTOkDAN?||C!Jh(kC>bB;6J)LK7 z?i!oYheGkXhcme>w+cGx z(;`vFOS>wI^tI6Af6nHGE1c*YvZqr{eZ_y5aj$vBGg4;41T?6Ji8uK4D1elV>%Qp6 zYlu)}(K*O5;6bsz+PBXq=3$?mE9<1uxNUYTM>Up_>^Dc>GTfKvA^=pIw}&uW_%W<1 zKC+ZTtiq<1Hb|;91TAEALv6CokM^WbH{;yd+aNl5=e!+^G8CsNt#;IAW?nwJ*b&X9 zbI3gBLi2*x5KcW&y?NPAuVzdaM3A7^DYjYdXFLuQ| zS$a-)Roe8?WUY^~G;Ol5OKaqW*L&|#-ax4j3>?lM0xaiCC7~}d)$5tNmr7cCXG((K z{{)1y?>`GGWihu3C$#dF-TWS=^57h;r zeI&rD$j@Si3xYuufA3vaG~)EL;E&eU@5Qbw#2_n+PYWHhCUtM87m3W!=0ZfT_>>7@ zzuJkc@VW;o=jB)B-oRRaTv9gj-u6?L%NsLYt4GPu(cmLFdD#u8C&};S=^j0Lh3PTj zHfZ9^3b{0Rw3MOR{E{qus=V&yJrrk z?wdF+qA2=WtW111HgQCSNrXCmp{G!9N~3qlh0`CHD%Yr-p)*V`fFFGbL?F|n|EfIl z9di|2g!i317O-*BE@L+owkwb>bBRy0Z?6pyPM-q!luoSfKS1pLN2d^jQ*{ttMVk~t z-A%DJ!34Or)uz+^2-R6Hq3hGYQfMpi3tr>4%dLg|Jywk8em7G+o^tR?%5W+Zw|@$T z^*MvItjns1_xZcr?kM`mKAb`H${}F>o%G#e@b?c&7^GibkwT`^ z((;+e;|R#+Z!S+Hl=sjkxp#7WUnSBLwhw|ruSzaBj7ba1kvS4^=(p6ZpH?vSU@Q_i zR(DAOC6J;+p=PuY+N%SxC2v%LvH9&VTwim4W;F(Db>ATXW(X|PF;%a)^P%P57&s&3 zaM^m^KjU!opwguY=+=XAPxOs7zcr=wg4&bkE=OFO{A(I`5(#jQ71yKQG^-bz&iDR6 zG$!l4m=_!DFA!P1w7);GQr82GjK}(@s@ZOlURfV;B9k(Nj9dRUvpmH{$f&(3j~y^z z|8-V~&&*O#@2z-YlHoN`W<_alv)-EFIvXg{Yr5t5^=&cBJvlpI`t^O6sXh!z&hXxVX=My5&rfE z^A?nt#m_%dvw#2DFIUpiU%kB^b}l5su%=74hjHwI!+?HcDS(5nHf;)D@Y-hQe9Oy` zUty5S5+Ke^_Vu!>nDh4Kkl3`+osVmn$gs^C~*7Qz0eJl#V5gO9^<)Hka znqHTOTkfI~L=PQv|27t8Qb+$DsD#uV*jY+dq3ks81QRxa^0W8WgS{(WEKJYOCS6{Y zeDxIB#@_Nn%s~#Z9`rH@(dS+@=uvC{ zbFjRrSRTJ$mlGtYVA6b^>?^RyX)pQ)JZsHmX2~1ZRzlvtkUR*$<=OP6WhTK4qsiG7 zRHV}1+f%>pco4&q2poWE2!hPNC>aXWh8(`DCz}((u*!?5&ZqwnO0*>@7$kp;o==3j ztTrSP8nxrW7ZM-cN>u?ZMx{K?BfY%#k z)V)8ifI<||m1+LwwMT0baD=ppazI8sluUz>3zBsh@0W%w*2TLAS&LfyzPHesC}$R@ z&7*|N3W)v$fV^`%4G@LM)W=%P(#gEP9%KR;DA{uU*pxsjCr`KSrFZz~mCf1xOYykL z5LNhUrttc5K{P&*Kc_9XE57A`*fr*}HsS~4Y#|X~UmcPpQh46%tRHBL1%Me|JPVkO z_jcg_n&2?kK%Ajpa|b9M5536aA7_1>mPDhar!VlDg#&L5(t4Qcx>2@$>vk=KC=45N zem`y>_>B}|FU$EN%yVz$;qwG>Bjh=+pZYXwLLeRbiasgauzK#-m9};XYWp`zpelJx}iEA($7~V zL-4ruYfgL1>)POQcUy!Rv?WhRd4~XUFNSFDLCE{5w=z>18dz_I>0J@9O(^eJEkd{$ zX%`u*y3itM9E3-AXwrkxQo33#P$hMnZw@jtqtLC33-n=qrNGN-rGKpVmo|Z+^pKRI zjY`^SBqR!!uZCS5>H<{d0hzc!3j&MzAXqHMMty03LD)JAQgoAIV?+xPKSyPCQI2>6 zWZGhVK_jX+btl6gJsrO}yDr)udD!*)j#BY|5_?vo`lz>(5a)2o`xyY%Zzn1`Gu`{B z2b${Q{CIN-30U2}n`LjX_n+y03|kJ7xF*JJP)*N&A-S$&D-EdmX1>F8zzDAW6|uhV z-swfiu4$5c=sW(eh(*R(@)tpFA1q$&;MDMN0yC#z9oJ^#NcM zuHGdaW@yC3{ZsIQiS*IVrSU5J(qLy~o}|?bqBpG#UB&R#AL*Oi^?9ahkRxmuBksAG z9XvhdP-!y#Y)jH7Y_Wc_$(^d5F-WM96XTu$g({lO*D*@iB?X!;ip!!cv@?^+pubTD zZucB6VH)F@SP6%57VXla?MZ9`mV27>?j63ue~VkUeNSXn%0wzGdp_KsmmfdxxEucf zGHeVyF>EX04k6VAn&l~!PM#a%;oDZqV~!%z?Z%cW6CQmnO!SyAJ-RHFCB|rJl!QIi ztw&F=)l4UyA;y|4a+t5?JcQcW-z4X&(B4;1f|q%FyQ_Y^Yh@q@R$TGQLV+UAwD41$ zdZ|-UUV%}I@&(1#PHnQ`#?W*s(1J2MHkLOxQ9mCJxsFoYd*It%^W&)2nNjWSK+<#^ z<|`HYZta&d%1PNQ|Abp4m%p*3*cSTd-!o%RUhF5dc_JWQZ z1Hcxh+U2piC3XC(&|bSJY`5f?d8z$Xp{AJCHvooZJCwPU+syo9 z5gSN>0VW}t=arCHWwDS|#HuaoM*X0jF5rkT}={;((T)=z+GW2J=yw(h5puC*sPvLXYnKIkmhkkN zd}TtB?@wLflJ8b0wr^gu`-S5(hM(P)G11?wlFGOwElUVY4k?X=&h|GranMGz^ZqTI zKGp^mZ78`8N89s4Sg_@a*gk8a_5*IyCUV4K(*>`MX_=!2AN5B2rx@n83zW>^6f=h} zB)?qMyvcR{m>gD!?W2b z{LkwE^%~I^ocwueWkmr>x&^m>s|Wn5`cU{jj{kZ3AX`ZTEk(k`8+ zeNE>=W)mNt`*i*2vX#<}k%=%g2U+wNScV+zeORXyT_83ex*S&z6#A=0de+x;-e#4d zUgb2_Lk2Q2R{vt-)h$>R%JiZGAqi^F>M*w zESNK!hbdJyNs7z8rJ?(TQZR`Wq~k{=$RUp;ZqtMqRXeqOjJEMGBV+vOvzR3Y7uVQL z6?LjEeI7<9Kq|!-!)zMMCEI+bu$fbdP*{pCN8vR_X+P{pHin(aX zPoj9kT=V*V!)@_z4!Lp?`(R>oU`0FCjGe5v7xn8D)v-#Tk&zkEsMD33kNIKhby(XE zcm70Z>NVOqhKlxe)KE0&kQ8WZ92KWE-aymE&Dah6#Gz)O7V(5eVGGqQdp)cG;>qDr z^y8f-!iBSSZh-}nteJ`5JX7Hl@8jkB*d`X5l=|RCha1u6PeT3o=}tO`Mz$R;o$_E@ zJ>7JMYB1^1?7O?|Id6C8&Jo(}Afg<{&t%6-jJ$RnYy%dEtVqCZ$l!g1H)MYBp1IT? z!3B5*8>u`k+nt%5BaSZ)(|}a5bJqU?c>c>9k@fhsjLG#3afzHdU;E~m#Njzy*bzV9 z=-T~xNLA{4_FPWgkb^mcB(a>RPj?C}A5tlB1o*-@vj7nO`RQSZqq|PppEk&t@QYDf z$H{}^E9%2^En^+q#Xg}A1YW%1Mt^T9DDWff(2aYn0invyNz0p$#>|q8PrP*UKM!P*?S)y)Jc_8W~jcs&3cfO z6D(p3W;d>h1fkwGX7lEP%wZ*NV#WqhNEy=Z^=F$#yKDqyJrgzEohW{b*}5yMta3#p z)+2$%{IkE59rdh`W4|tigZ=(I!nJtXL_#*WK4ut@Bigre288uD<*(@$TjAbs3=sJ2X``=MkMV^ z+?I3Q)o|Y&yYP zQ9Wiv4Zm+RcFR*>@n< zP+YX=cV~t+n*u#@4m6X&+MD!PA^M5#GPg)ys+%tbihutn6C)osE*Uuq=}{8SXsLxJ0(7nte|V9MRZE=J>P@)Z3=zJ*(s7~!r*b`^ITWTxWNX@0i< zINW)dN+DoJDVsySwPF@`rr$ul#g}Dd;!AmI2*x( z!TFMr!FSvOq=XZdOB@TSea$RxDq^d;%GcgqSml`mr!6gjV4B$dhnKHSGw!AtoGOIp3 z!n>{YU6w|s>)}5)QD0ViY+Iq~ds`)}e-yvX(h6DJoRJlx(0*lF&CLjAz-F12 z6-++mwRPnsEb}&Yp(8xF%0c$1|Bc|jBpaeE%=-N>5aZUE^N^4f$tmZ_(PLe4yS~*C zsCl0oyQ9cZw$v5lLzmmwA!G7nv+C&e@zF&L-pDgLN;P;1#P9bw=JyGa9aev@>422; z(@25eKn~rKlADhFA%M-pQU#H7iB|gJWJ5U=H^s>r5HmpSmE|cinCEtjk+?mmYu|Ub zfQj-nBzc9m+@kFl-%Qz17k|wN;J!q7KIPLv-jN$sw9@k_6Ng8N6$o5lSUT6vycpk; zT&S10To_F=M}bZfDh|y$%A>z3Q83*{Y5>l{6=xHKCRKl( z$0B`L;>sw(cCPo~nvwDYD@yc2t+bP2Nl}0-IUy%KK%n`Wf!PxsRHOGF+1@{F?g5Gd z%@T*df|$YXTi$wv``?7ajOtcRDSU4MI(%OE%J%}4{w7pB%Y=9;5A?;oNC$G2i;8|*ItwID3`{O~wa2)!7PqW*`p57ymI}H*P1h!MIr_t~rY&cC zOWgmt-b!Mmg{kmc@%?~%2-@{z<7Gah;nkrfB7q%nN*YJ3-+`EcB)a|8E!(>hOh>Xh z%z_t^bC(pNg*{N-#baBkEdp(!c*?-ZubO%qiRai@bE5VWKgE|>3#6p%KVCNy3F-E` zt8(=C2=Mw$S~-UN&FyF!FeejGVHyZ)n@R;;M2~1%cOyrv|G*utf@r0?h0oloN=$36 zw)}dInqne>h`HZ8R?H+S0}jLw?f^z&hVx?9836RkhETF`de<2T-NDAN`S3lwo3NMX zMiJmxXh|8-C@4gTL_qDs8gQh{VgG=Qs7Ss_i=<}!% zYmvlC_v1{t(SoJLNdlHH%3L0ayom0WQ%I`m+U{W<#$>u7@i-Mq^c~-_b!o(YfbEQn z`zg-#WqP2P5Zq6GCr*6OF3O9B?OPmMEgF&vWpPB%J4v z7YP0!IL%Pz7OrXHjvZ!_{5Frdj1If4T#6jSbqd#6kMZh=Y3{S~d;!Zf`0@F70D;)xDrrtZv*t$VBiwlWF(`oG*P&qIEdhhd`d)Paf@*-OI7 z;XgHCO+d)@rPh9)!~xObahdZyU<|H8ljr!wzWws8TT7+FUB|P`l6qO%wDdgxu|0qg zsMseiuMfXP&Gf{l4^=0|vMT2<_ZB9vx#b8m*Q{>tXXR#qsR_ z481nb{<eEPjVpg@me`toya^291A5$MVo>H)#vyfzG&UinjZU1nX+W^b!jC&H zIgX9tCk&vae;xm2nVoD$V!ilIZueC-tf=Cp-oAK?5Q-<6YS_8$A%`v4pgyxgGlF@z ztgmGhc%hsJ4rYTGlYR4B1pY@fPv@8j6;{!~z8{)^mo~bSi|n3>Qv}dZ?~7-lkTe8L z746nYt6NgUj8d7@B-^QO%{RjKla}0O7KxR-IT%ho_+4MG^@93tvxess65VJrBA6g`-6RCXW4+-6kw&IL`R2vG702q$JFc6cgNh^UXWoI{z`v zmBkquz7Rp?$pgA;pPvS)0bZrN1A-S0^@hH`!Cyy>O5{2KETCU&B%!W=ErekcW4QB> z^PM=RV@NjZJz12r%PnsmUaCYs)o}m?-|qbmsI)s#G5ms7-e8Y(L5ysRwLV`pFj7z& zYn52^5Teu-RVd;-RY7TYf1(?C;K!Q7Sqp|3D=eDIG{=S%*@n7$X`QZXi0sdRe0Bvs z;kCwZmS-y5%Vt}86dj(HmiYC>ue(!a`SdVc+q%R~#eN7^03(RVfo)HBh)zv`e`i?z z=PN|$O_lm*titHmY#wvW2oqpvLFXWWBEX^Q$)%NXW_H4GsmNsq=lFhi;xEw@GFz%tp=U+y+Mr3`V2 zwXbFSXYlr1?!nRL898|YDt8Ixb!pJOly@vuJt@C)bF`-3RK&Mg`x)ewtqLbbw~)nS zv4KM^UH;wDdU3rdIlP$R*yNSqPOkrj#mZ;yH%hzkCQbN(EP;a1_Qr@6yb)CY=>Kup ze$tCgUj(!Hes2c2r(*~wO($9)BAx#nKq)K4{KO*#6C|w~O5r{`d*$@-3OJ5xRsI=^ z#IqpvY~A%&i}q2-qbUhu79a}xrfMS$quf&9?9$`ayB53+*HSoo8mzf8>_Du?~Z>h}1^{-wk=@xeKDj zDlIp-?XKnbXkuTL^mYA;RC8O_X6bog;&TtP_Dh^bjL800u+P6#&xLX`|nIBQl9ByU%RGQwfpraP@smSqF{km-mDgL$n=zLH5 zM}X#|qts-7ov^JUSz2g&QcGd0{5B{IVD3Z!RQszlRqxyL@zgJriu4;zA5hIpT+vjw zIX}S9`~qOKC`RvNsP&G(G=lb%zj-3@0qh;Tx+Lk&W?S8#h1F|2OrnoQmmli!RAW#~ zU;_OZgmTwQ$i9QAn-87u0Bfsz^<&>;4t+Dc`%z8X=-O1%)_FTbk^3Ty`SjV8ZOmFQ-G3n zLF~}{(2eP+1Fz7eu*7ce{o=a^#yGg24)t`wRAGn6L#j!Zz@evl7@949uoFv)*;{{Lh*t}5}Y zx|GKFn8>6Whg=r8-=d-v&G{4f>-~OB|MFqrfj6h){$(5n)dzhYf2K?cN$S1TN8Opw z^5OR)Yz_e3gqz|QQy)=&q-Og@*gRPGqEVInVMDT=6_+%jCRNtYNCHtr8JhxyfS?AY zdhdPm8@vXkJY_Qtx&AXFaty)+I!vqDEB94Oi=3l%FTw-m5F&vIWmr&#m%l{%N=hdv zjHC9pK_i7$vZL1S+=`Zuc6TwfON`v?net1he{jW5r!{rbi_AM$QNJQ^?Ci7H+;6~S zWG=)>dj4Bd$l4)3`nFdD)!bmkeJS;>fg1(A59|nzjgALV_EO-FIJdQq zR_w0rmm72~rk$>Ub-BXAVr39~&$!O{9I%vvNyirpG@S$dQH$Ez>{?kD^~_E)_-Jm|iyBr9eIa zmp0&N-HptHTNl;MkH#rxR{K-}BL$0%E@?tIRMOVRDU4PEeOnRIFdg0tP_r)V&Fdaa ztf&WHiIj{3Z#LRE*PQ!n{{b@!m|vIl#VF{_+bXh^xts^FKDXJvCkr|W2Ts>1Pt9}L ziz2TB$JRGO&zOY*KLuLjBG3va;K0nq8(?WDgoA^tK^`(_CZGr#6-g|{LxjyaUYuT`Z6{M@EC{?<25fu?CCZ+{EdKKWnQ|6reS z5R&(O%FI3Y+%uDfNl6y{O@Ingq%=)n6x!62?2D{K*{hjqp?ndBi?=euvCk5FW> zRKpQi7RV(@SDcqRXwKJ*T1`K1=-6Q7*u{5d*C+|auE$E4U0#KM#F-(g-}+AM zc7|8~bnnCI%r$FV3&V9qsuLrIRohL|9wn3p>Mr*=LAQLw!RWU-oIRCr)Ec$ZxBhKeqUSR!A@AT7%Gcaetb{x+A4p$u!L7quaNXEGvvJrZ-f%H#QsP8x(z< z-m0To!RO~->Kf5%N3<*O#rjKli93c{mM?}RGClV(OXNh)LhSDEHEt8`8S2$sA1e|4 zXq~;X{k32tK98mQyReN)NEMg-kDGPWk6o7`XfP$$FPoBN# zQ4xoZQwT>==ydPLt>XFa42A`C;F`S9L`+a@;jLFbc~ShmxSGea9jY2-?pR`QxKyGR)midwe&(wYQH#O&01c(W@=9tQ~zHjV}3UMVxepON#dToI9tTZ-RfJpa9O~?s$fQI``t{rNHFuq&mB!b&?0m?wT303Q=2`1 zH9m~cGfD4s<*KE;636Qs7ZK)dfG}tdv1)H<&br@~abD0K;pAd7${>m~M@c=)H>~RH z2_Ll`@c&KYDhC0x*c8MG`EfJitD|l3AYctFMar85rnTX$^yHIS{sWOp43q@4^{rc^ z=fN@NgxQseD1PX>B`fK7*3*G=g{m4q0HdO6vk=P(yAPB)L-=KQjj6>*=7gL~9<0tq z?~X;i_D)E{fl2jyf&BK-#7CVz`1*-glDr zt@oK`x=4J)W7-oHT(UGH&n~^_d#mxO+)*Mk=Ht(+5e#U;@PiM_s^pdZ$3KMPG%q=y zr!F6yT)Uwd^8{mn(3YkGX?JH!tt~dM-6JcIuh*UEe7mnZw`6d%Ur)O0w2@PHwqaoJ z{4q1^bY^Y!a#rEv9Czqn+m*-z6ZH z<3{1EWSG`ypIi&U-yI$g>%;6koGf=~P^~4<^xTQCR7ouNiy0jDXtOk>PG&? zkJxUaT8$TTUgwp+l*y^Izo%C7c06;`$k8kCs+GZjNG0rgs1hMe`3x)*?w5ggzIff2 z)PHW6_ZmsJojHMkl3<&5V`AH;FFSB($5|-w053#5xIONkoHuOsSx)&sauxqmtr|ud z9j$gbdG88fkVc}+4@B92{cFc<@OiNkwpTo0_{i6Zynp$DpJ%}M5Yn-ci*kr{AX*5U znb3EK7t%XTi_h0W{^fsPAF{g+q_jbHw7d}q`Mkd$_va!-M7A-c2tR)ik@}wj6(T?a zKJ!Q<0P*-BGy8YF%JK$9wdb*PL;A!&2z~$CBFMR%Uy(fsSd^OObq`G_K>o;6!h`&Tjb2n#q- z_SmXP_Rs(JTCdo^N9~-Eu9^RBVgBjg>?z7K)QsV3_}?r2KUCCze@9su(CCVwbt={W zZC~G@|Ce$X<)xMX35hE7GUmdp< zbB3|y@k6pMMgjB$a@>|x38|cY&)e!Pdr3=W%W3X%_54r}E^1ew&eG(1yUsEPNwrKuq@JiP*hc#MIqu`?yiy8;4OB~A% zsOx!Jr2RAwWerI0om&1FGY1y!-xh?2Vqwl5z8@Mu&?r zhg(H@#4Euh z)5eCfvBMO@K~1x=+`(210?MY~MCUTel!)`4#Kq|lP^%@nSo)Vn)sbcAPuBQZ9lWHD zG^(CQk$Bu4YK-{%ME%o|d$SBK`l*mX>wfdy_cEJ;UWWRW&h$Nak$_&#&=)7Gveh4; zoh=KWoPoLR)izj2)+C23`1JOk;kABVNv`@s&z=E`@v>tqX93@#H zsUcqScP{|lw}Ni)8y403Kd<^<+ByWXjlF)6NhNS6R)Z5W^W~HDvwhj8D3knL!m=uj zpi8x3HOg1A&2L`Z8h4WKNiDX;xqOkUkpWeQ$y$hD^m#(>qWE1$4+NV8EDkd;0sd0$l`~6!HetFh&=s=j5RzUYOHf#cyQvv z^YPiw-xGua4EtJ80sydC4fC7=3{(L26zx}#pSfeRek9h`Q}$Pf|GgDBL{GVy6q;!4 z%fcme)KcUVPS3O(eSPa!D!Z>Rr5U4sdqsKI^{&g(A;U`7a|&9g3}AHPW?cGZt|xd6 zs{@NC7^qg&FFiYD_N3F^V}p@tT;gS;)GEVAKN}SQR65;Kz7ZKk>ICg|y*F2S^xc}T zrkOYJzr!+(c--zYw{y$`{Sxw}yU2bt=TfFUPvM!Y9Ea&UJ%AMdioAy2OB7sk_bGa^ zZ@Yj@6;kgay=&p*?=q_NZfec^D#$3UEDQ*I%2aE;`5ifDLo#cufBHQ_z|W9VBTX&W zd=wz&%bavnvu^lc7V$S}QgC4dAh7R~8ObR>#rKSSF#4yQ-1o|0WjZpMgPpjI?lNYo zrMzxyFcma;-{fR}0)ul=jl(**S=Aqig1#+xTyP+bNSc&j@O}eDNfb5ILf7v5b8NmNH{W!f5DFY` z>0z|tGN?jab!$Blh|kpp`nCDMQy*Wc=A>g{vJa`@ezc6pa$sYGa{_F1B#A4Nm(ME) z$MVKUVh8H* z{`J#VoS)+fF8qLrddk3goXZ@*dE zgZI8_>~KiWN-_r>FYsxbE8}BLL6NWQRs%(&K+8i&>=7po_2<`RdJ}hObZ3~5&`p=I z@hMKRCvHIAK~B3=Xzsyt7IC*X>1BXuOOraYRC)k74l`9JDB!fZ6qw zKf417tL+W#-Mc6ID7bDgDArb!QC9u&mBCakuifn(R$&}-RhWN`?Ry-p2Xnc^^R1>)~N7Sruy%X=npx}`S;v)oxBVtRK8Y3@J;|@ zu3c^sOkMbL^h1}K$^JJstFp$+o0Y0?SB<=k?0^)8{3kuSWiEtjDHZu|Aa^krJl_Pm za1=tj%p`YB9$k95RciUBjlK(yxuEg9K_pt-wXUZXZ$9WJ{3@;kPrgkjLWw0e{{@d&?qkr+M0 zUG(k;Ki71cM&#OKRV^6}bz1VOleOt2j94|`@iPg%6!C4k6v+~L>hDedM<;%qqDcJB z(0Peru+nV$%A-THHF=V6eNKr=xA_WlGvHezU(kCERo6|kQK~Y%OQzio5F?}Gi1?bh zsZeh=Csk6N3a-QD=c`zbl{y!Py6G&>-@SFPTl3>SNl4EV2$5Y-VetS z#~|n#sC4&6AD1lK<0L20DoxO0q}_dP8Y^ki?g_fR_M??(`BPN<+`8Cjt%}GTr>z(J z8qku(9&>Gaz80VGVbCe7vkWLJRvUR`uhG&B&GNV<0fjTq(9fG4t86wxe-wd6J)xqw zwp_jRjST(jK*JkNd-(c&zobtbk21|Z`HSr*kPAR#x3xTKgfwRqtBEi551jit<2wKr z#1_~&QFhwDNAs$9j~E{I6Hc`WzU zJgz@^2awwQNm;hp+iF?Y3^RTxP3woBEa)#Z_PI-nLDJ9;Ryj`(=RB1Zv{jX3EmcpQ zcTKu4AZI)I6TZ2M^agch43+cR9Jer7KhbwWgv55Xpgi~|Nbq!~010ARKB@JPFDb+{ zO4Iz?7YC+j71g{Bo%a^&NUuLjyteiW5TKLFtKE9bm+f&KV(YViC~15`9c!-Ni8v{5 znfmx*9RSetQ=t36bKnNTw53E3+Z@pG>Xr-{&;EZ=~48nImai=B5L;GCat0=Hy%g*HV0C$ z9L-*@b|?4!wz?UWq$7bFr4gd~37TN^RC>iL>6OX<5@Sb!HG04G5H|vDZr%|-K-ZhJ zEx+k~%vQb$I(f`)4Wx+S_ulS=j$KM6gYqt?h#1c$z`ail5*b59Tfz9n-{=iHEFP({ z%W||wiy7uq-+s-%f%H1FXy{AZ?L+HYeOtz$(v|SD=?o|2wXpruD`{=c`azLW@l=Oq zbZg7UOxR!a=r&zNRwZv$oyNsTW1DV;5-wDx`=TYBrkN;y3bb#V$i8M|EWe+Ct~h;^ zL)P0jmAFol^(h*iHBWwU)Sk=`NghD_ibeVP1Vs7*(IPf5i?Lu%8G~4}Ak`Y>Gvwx! zEQ<~A2J~RdW(L3DPm16Q1qQxF(`!EU)%s)x z8WzzEg;>qD-gOv%J{1#mnXg?thBGuNj~Vy*u}_h^lY>xYcAH<*f%$0X?a4trl^ln>A^nvomgWMb*B0LlO z?maNZS9CgQoTsAHLlvB+w%+?E*$pkr+|s@RLNrgGV;I~|0&<2(jPm+^=L>&ah9G_C zGv5v8R1F@ZV=Pv)EdZ?lAuu4kX{#%{{+ywHy{&vLqpK`}_@gm2Cxk`%(L=&E1wcV! z-ClIWWrBtTRn#S>x1RnQn7^b@)?CfEq=NaRqvIN%MvXl_%eLmzT={}O$Ar?;!}~;L z8skt6-SyKSH;jOqD?%Trdg|hiDz2N0z&$^Tr=R5UoAVdfF{hpv+bVtIGIbK2y}-T` zs|Pp&K9|8G%x9S;JdbeWc7Vk0j|DkjovT-Rk9DS{=L+b<)1G!sP593)bW_fWf489< z09GOeXw?h3Kv!4lj=fDM);&-m3>*3Zr_?Wlf}KqQ}~_@*h$*&ehyZ*v@Hdu z+nN@(0*F9ZbK32;tkGj!u_SxODp$X;9M6TRcS``iJsWPoPpeGuw6MMh!<6R{T}{Wt;xuhrE6p zvWI?t-4dWQjT+Xtk10Qe$l$1(L3if4^eLkURfGp=JZ@{)s9|m@c`Fdym29%6U(Tx0 z>#hyETo`L;MR4dFdY3R(cfByq`qbP}V8<=r6JH#F$WMaS(V`O#Kf~+&FFjk7R?%W@ zL4!Pb=6>GJ1Yc(BA|1UjVlwYc#GGuJrwA`DmD0R3qBH^}r5sVz{TdQgo zb5dm|G&pTTqLX~AXY zm%aY(y`ykj?|I!_BK>dXb6m=CN;3fQt`LK8A6?k>W{>{jPJZW6;Bv429+n&lnoV7@ z*&Le)al8f?S#&F~X$3F0I3(9c0j=jO&!>pl5)$~z-!?8zsBb6@%0A2X==75~u~VQS zKmp5O1~sK-o5QuQBu|9bnXnM>ch zO`kSCrC&~q7q%64LGk!G^UAJ99+rRK4KkVPx!SY@_ARejjv2D)jC~Y8=WnYvpd%0^ zh1NjH-r8+wIPtfcSM*|Dsho+WMCnZ8@J`Q7RfN+^tiSRiPJ8By0JO}B#A22?W3v@Q zY~;XO1Fhd3$nLH0RU^y8w5J*PdeNB5pV7AuZxfgM>d-NLt;=z%`cD%0sLor7TRV<= zxZvMOluLWJt(X^6puzXTiKsiaHvzBpB4?WOSKRuQPReF6n65L+`|buXv(vIj!w;Rf zP}_AqRGtuajMs?#R?%wn$qBbF+0lOCr}3gwYiKcPUF{HVr?0T(y`AG|hr=#QLua~{ z)VR$~zjZV8xt}+Jct4~_kLJ_qe94iccsg^hg4UTCw5B-G1@TKo4xzN>ML&E;Uh9F- z3%FlVUbtJ9<%`?})pxPw=a~&cE=#)G(ARc#KurujlFm=aUOJwp5P!ZeZy5Bd!OmY5 z2wMDH)iM+QQwX+Qye;nVz{e?Xr0GX6=GPrzz*;q%vGZxU#$6+Wv}wW&W4!&DU6v+gnm9 zzpx*M58djkzO`;yCcOx{@myUS`*rI_5b?Rtfh5_IOK6|UzdYrwpOKVo(rW3-mw$O4 z(3-~pfU$~E8N&lJn1APiUh7d>^R(g`1JZuQ^-%E6D;I!wmf%!wx!h5l4qVRD zJ;AOL-{>#I_+`=Gq{-i>hoY>C+1(-SW3FUnGy^rGi*_<1NPgH!$J%)eHzFwFK@BGa;!()$gtK%-P9Gb z&5)j|lM7ky!iqa=FX&tcH5;oln70&>5pHRyiYi|$NJnR8((R|!ug~~3O8LU1d$op~ z2ctJyyU^HJ>8Iy)@=sWtxYzIT9ve*!iilj2LaEDQKlLRr;|!19pntt64%I<9z4@0b z`4_DV3u;n2D=o#JLi!qEEmP(+lc%Wlk!y}hK1_n%J8$%BP%LU)>cxrq^MG>wuU$Eo z!xU$N=9PV1W2sb42%fn~m?2VV1K zz@u*~x+2!^(L&i1&0XxbbiU!-eXlEw)NPxdBJKdnVJb(1&RNIZr-C``tXJ zGv8}T`t@yrL$4P5-%U=w`AuKRzI6+TQt3O>>)JjfhuwO5U#?=}+gm@2ky5tytgGy) z3Ri^fr?00d#Xt6nbjQG6jn&@3S8H%a$k9o&lHtB5Pnu(mY=)9!Dztl!i%<}Ezyaro4iL$p7K1zw7HjCs@Xe821I>sNsk za58J(+TExjIJL*QZtFOV9;WFbMGjuLa_{wTzaKhs{Otev2VC`@D(US5r#)}<5lAM& zD3JaF!q5#Ov9=qaldfl9^>CpOudH(x5&6}oVrK-1eMJV!QxUrS#|%B;ySp=|%*OhZ zP{SdN7w%pOwQLcw=IUi@8+rh!JF8X@!QKdu60U6S&^$QATs%s2e}`EJ-62Gy}xz=jOXMrX^h!sQnV zhFOuaJ4~?N3-0!gVZxltwn9@QZLA%W zC6fn4^45qOsj7u&IrH-{DPY*e3gP2l<(_ykL~=zvXbnPk+`LNFSft2%X$?DiSJS5a zzHlpV32c7Oe4^}Gds}TgdZZQd51akx_P^OaetdpDnZ#C-tEh_b&aMlVdXdGFi)zbc=su}gg&Nu7I<&sd##Q0eL3`SRl8hJvx;_rRm zTiT{cn9(HFoxe##1SHY*Z@8 z(Uzzja49l?SFzPHn2D%B9HSqsnf509JPM?JH-8xxV%d2Q4P^L&i-zURu<<*Nf9qfn>m z8DP9N2;F4u&(%3|>7@P=S!V*;9?DfEZjY#{X#5_QY^5(yQPb9y@zj}%IPtnYzDSO| zw!)t5zA?H0uiiP(TsY;wPFiAD-5H?oj;N~`yd0@(yi!Koelw5>e!WCPD;V7LTtT<3 z(R_`KY!}_!A~jD5$CtO07@6f*TvpY=81ETf|?8=^^am3-sUJ*dr&4XhNo zzTY+ZOwmk<9ZD~dh1?LbVMBB6AgeX4{JYGsO41TiEF;@+dvzM;+qgxxHrjRs^3%)a z@nTz5Eh3H-9$F*9iZ>3vRC6bf&!@G9hlGP? zQcOmVWht8YOhpC(V=Auz&;viV$4_q>L0U@GCZC zs7M994Y^zD2(M9QPIj8}8VtU>k>a|(pYVRIUE+qYu2)smofpQ=l9L6lTM;p>mcl$3 zf801J_9b#WVYg49>+}!@%@#o!Cv8gyCPpQ|#J2*S#(7Emwk?X+Fla?ZH=fejYbzL$ z(MIT^OGtiGaQwU&)qh^+fBb<|16PPs$h-^Gz^S6zIu#qg2JAF=p8`{crH6u0r*9uM z3qc&pS}7cJ$JghjlA5@SmhVTLQvx$_Mk?L(9XiSjXRn^c;wWr8c-hpqoFz8r5bO90O0*Vg);rG2i6PST za?D;<8zbfGQfL{3K`3|mR!^UaNuRR8co$YGzj)XLv7uuTNj>C@U+f@^b8^fqm079^ z+V^tpz?+smzF^(xG~3BP+UIjMgQOFO#7|vHcUcq?8Dc_Em!-8MiD@ppzj$=%>sK;% zu6|~UBlMak_B)~CjfXZ@3L8onIV7zH*AWibP(~yHwrzOPWysBCO5cs0d*<#!q%|_X z1oHq_R2(bxtn_da1%Z z2l%-N6HE3g4<3v%qkCVKjyxh*gV#+*&#Q~8BAaIsQMF^&nWE5?9BkFIujRW%tq)>)NYi@uri6xUEV=l`LB{fUTOhdjX5GbC z5B$X0E2=8L%NR)hF2w$e&)g9J2r2q$m+wDA$v*b`vPhM7Z1c3}d6REh=OxQb){=g`bOJYQLPnOm`rze_jea zvl%Brg*5H4RQk*rU!)@Zn!D7NZlW;+yCE`S@%HY{`UND}Ji+5Cn%TWOMCv=m3BxPC z*&9c6&OGMUtDohqey?TZ#kNNt#IGQBSON{8ScVL zvJTToqOWz@6h2I@qqZ#~kjRUlT_>dNHQF&*@y`1!REw-@f>!EyZn?@WDAT}B%I44H z5Nk=ol>^`F3NN^gmFm~b$x)iBh{)=Nf{Bg7HsF_kc6K5Nl{<#1GuC<4y86&>pp!s& z`(5#+s{L;*UFFmYTg^=BcVB^^DP7A9Y%p4 zHYx}vX2Uu6Txbq@&*!Blz-uxts_Zm&ot#e-$pXMo$g2B}?}(=@7x1nF9xK7KFvm*L z9#zCr%9)u`0eV)P< z`#$V_wDVSqLil)ch+M-@oL{37Y9tKCJDO(MWz@L*to zCv~Irl4af=b7+cpkxQ(mQ-TB?{>9<~8@#IaVQ$@|;~{PE8dgF`w^;kLV^95u3v5-q zd6kmeUMltHniACaVz|$V?)Emz4BN^Q{CmCnuc?J<;52ayNXw&;Q-XF(UKJkl(Aa?d zGLAfeoJxl#3#;6_q4hy%3j&WO)w~&jjbSI$Y!NnLz`zbo+~8u`SC=}KcUc~5s(*%+KrE)alt;WpuTDI>LRyyIqfdSWJCDz;fG%{~`Dt5yXh3$E$B#-#2>>VkPNmzhM6sP5nc9pN1uaFxjT zvOSuz?bTBzpxMZHE-2X>-jGUaJkzx^@6PIGk#gfUtLG+bm>D+Jwk2ul&p?May92sq ziumw5A}$eAyfYnZZ;~y%$f@|eU0zkIdM+kApB7>83c5i|5oiwvfkJ_2)~XvA>fNv; zUeapTO`M0RNo>?Vi*OPsa{7x%&|q+x&@P-h88P6kB1yJka%qWPX^7$za1`%5e_%iX zcLq^dh_ciKP33&&DdUKU#{>wYq?i~)^6n$p>Kx5TidcrneqD%hUlm&Ye%X9u#bUQG zwP=AN)FPyvs`0(ZX#0k_mMX$-#Mo!*8s<2YPRxJ^5+|gkf0?t?;%Tzm{7&c#m&SrI zQm`mfOvdr61I@_$S_+|J+4D%5;%wD}sJaY%%{KV~5kaW*Y}ypv3wQmQr-w9| zBfF4!s;}X&9;#XBAK^277nN9?TR!?x+UcxJoQQQu#sJk@y z*>-(acq`rmcu}zg_|g{oGur>ai?z&l>i9hT<+2XBOc1%W5qqrRP!MAip6yY+p#gO} z3pfE)`(tv2cteBnof8+*+&v)$B{T5hYgMD%wnT&N)nepMqXB7GsG=`t)2VsOykXEf zkA+aRFSDS}&s*AEbyd5}!N(wu!cxth-2J+S&~b0R zJJ-*K%w}<24l8@H9Ga;+1fS3-bX}WXSyAP~dS^}rU~B$hPd$uA|F0r!x3g!vr#_$T znv-=G8RqUYq*vrFbfvW-*4R9k*qt?5*`s1@JdcTe*asu|+m;SWRMeHz>7Pf9IGC48 zo2nwHsp;KaG8dEi94FaRNyEAE7zsW1%o|8Nwqm*Svgb~LjWjtrIw_ChOC@FP+LrjX z1NZ=hNPur_+0X)7W};{!J>iwJP02voz+PY*dS?qu7dZAdKVWM*me)GA(QW@NO%pIH z!9KKB4A!3_mlvwNX0*$S6HD=SXrXN*sXI85-+{*_R1SE2mTdlqiKRoHU3XVz>r6)6 zW^&^cTD98&Q#R${PKWDYkE1n$Z)ret#4;G6q^d$pWNg#!nhJF}N6=n{z;43M_&Smu z`;Id)Hadx?q^it5QQJIMs0Gz5r6NJjDI>h`DEnS9eJAz^a3Uw5nxmx+CtDj{_%U71)if0C zTn)2~z3X6XX*Mjkf~b)?`!=sebjJ{G2W*UT&E7!8pu01!W<3Gb(}JikTbVGixXp$4 z+R|7dlSZ|I)8heI5b~CKHqOT&)*dIU_n4nq<;Cb*mr)kVl@8!xKHE3ys3)dB&{-6o zxyZU-@Gylmle+k>Yp33b)%7lpP#_z7ck?UR_{nWm35v^)&@#dX_YqZ2&bdSJ4Awa# z9D4IbLw38H_TxQ$a`mAv>Nr0?--=T?@Cw~y0nXAbr^R{uQ)I2azkwFWRmpv z+R{OuME;BlK$s4gp4!V%;40iazq05u+DOF;zc>mb8Q5a*FfPo7UQ+WRog@*nHiXa; zA~HWtJLX)J+0kBeMMYa4BX{hGmQhHM$f!FffM42)I7`I?z0KxR@GR0Cq!3a8fI!lQ zG!h>U+@E{T-GOVGo7;VdJuwfjZRmm=^oq~(!0ozJ+~$q;rtK{_D5QN;3vk=XXDu;@ zb&?z=?mn+k9{5(Xw;1NSGNol@_>=L#aN+e=rc1yGJ%!W!BE*l<18?SJJrxxDix&z8 zq0RKI8oz_R&GEKe@Y3ZatBpzrF5;Cta+KftG+K8s>N_&62@uARuG_@T1HH}JsAP)o zZy}5wh;@HI0f1ZP4rA-jr(q)&`|HQueE7&H%p^yy|iH z7h5sJ0f-AdPWz!>J+nIaEx9epUoa`p?I>HC8zEx%i)R+4{8sWVi}EkF0!7)<-WKe% z0}7-$IzBHZjuS;5)dRpEgHdtXsXR_0tF=9dntYk-gy1n!{kszv);fjA2SLN~3&2t2 zU2mBE0n!ogBeZOy&!p{qmTLlmuu;Acl9{_uPAyeCqgS#IH;xwM|v*!3H9>57~V)FYwkVf{eKnI;_ z2DWo_+?-^FbGn^*|9P=*pYv*a2fFssot8# zp#`(ogj%_f>TO*GPb+suc2>ymPC%@*jQqqTQz8Qx1T9pHENE*s8?X~~A&(mAOd7i# zHOSN$dDXsx7j@b%$9#+nAJTo`t=SWM6wD-4M^vzlrh8dPnrIT|kdri_4LvTd> zOtPHTpa!8WL$-Xeg|jpeTeErXR8dP4d=`nWS%l)mp}2B`g_0ef!k^d}^_c3-RZfSo z)WZ{7bVgZB;*0er#>gNqx>2uvSn)uni6^nAFT$xu95wt(L(s^kaFb-6-vl3~3DV1F zy&NE7O&i1@l%p^FqPE^f+DD(6B$?zW(NoaHQV}VE!g!-sKNO9b9?s)An#lTz#ys)a z-c2=&UWb{DFz?RdcqnwV44+VAwv$N{|JcMW_ff*zJHQs8^tRHz| z892v^jl$6pk9yjgeFH(>pxd_1V*_-Cfl@ODmlHj=b+#f8;;6ss-v*(}hfgqY5DScwQ2dn4h3WC!;PtveUkDsEz@8&~Shm$~ht`JO)2)m!p z79uXXx3w8Av?QL(dt3eqSxJC~6}Ir9Kabd3Vz^E0FYGACeI5ubcK+6@w@w$Tqs z=gLr!QO6CFf>$PLn%h&Sm{mmgGWxBMN=O38dj6>BzVY$U-@O2qxQ{yVHswbeNtN>W zINeU-w71;C(4UxZS?qjL{em>aXkSIP3dR5uei#)idH>Ft}P zby8CA6VQvkn>yh)S7!Gm&&e@)sBO_kVBgXV@j^#44N~a+Z55Hk&cG%!3@yO>@gm9+ z8}GGYJsL$O!!+Vz*5UWD&Ps#m1*G{x#mppqV1DJcdy47;IPCtWk-GfC!>-AjU8UiN zD@7jdvQytWY79;Z?o-W&;&*f0sNr*1#GyVuBlsnP*RqV~_Q1?QRhK}guyK8?1HPbQ zJbK3PJ#8y5U93&zi(Q9o?jon#uN2={xn)z&cNT&`>&X!ROYO>y#`p5AMo>U7=af9k zURYJfshb=G$o@cD(r;Q=DJqd$+|p5{gJ$N7Kx8s8TSwE}PE$7RTjux!G5`mgdMMh? zkC~pgW>puOx659lxY$*S{oU_Vy%p-n7>@sn(!U~--o zA$+`$Jt1qz#a+AyG+Ix+!bwkwmW5*0mwE&Si}z%q3!R;g;eZZzD)nkRCt38Bi`y$Y z@@Tx{Rx8fFlH*jqS`W4W=n`d@wk!J8=gBYR6$cZ=*!a9)>o*ng@qesMfL3666 ztp@l%RxDL{O%)2@RjXzG)V?Ubi!@J-2vH#b#eg_aYM5+Fl9V8By4Ti&V~;&_PaJ(4 zBEis<;Oq`nVvuD}985c{t(S{dJ3Z?K|C6q=wCtR>b(a}#WVAhNo+wq`C>bKg!{W6% zH=i~DKPhHkB%#QAF zZL0UB#1J~+P4WV~iSFCc3-OS-FY`%Do6p(VD>u|?&BX!_C1m3t+vC)Gp zR|l|MqWP~*>hHlv3vv+o)q9WhJsXmAJv@iP{LB=^)1p;yC8LrRX=0zsSLg92_vZFL z;rJDKqcP7Fo3clrX;EiTSl7%aTys@O zptMc7PT=-r7ohUO5k@&7b)QIyVFXjZZZm|k0UNiy4z8Dw(`8I1_F~L%kl8YOsKUv@ zV@4uZ^opEYrg&Qk%ZkX0xMIR(kO|6nz|9?n>?~HvIgeO72BG%4l%HX`IY(#X1eE

C(=p$Y)A8VezH&CXJptq9j>xa}3_(9Y3t3czLhw>%ZkeccDrWSbTw zO?p1JQE(Ckjn7MAVuf1G-lkpvm-EIT_TyB*VF=@OnQhGR}xU{Y-WqQN(KEe47G}le@vJMO%d@! znI;Qb+tO332wA(!7cHZ)z&}dI+9C|}iRR#>m3v8vQW9g=xE0IE${y+^S>>@KR0wZm zal~O1diUmbf}531*{I~UAL=R-60%-bd@?EkUsY31r()Q zkd_`~s;tOs^f9l|9?3d_JReVC2g&<1~FwhTO+=daDyHAqV1TxKs;)Ur?ddZK@m~7^XJm@mo zGxkMP$92#{hz?OjqXMf{Ox>x%U3y>)qf~msu^JszBY*hR%%{yTzju||Rt!(9 zbtEIn=-qSOJrA3O4hT1&7f~XXWyP`$|9~&10Y(iIDpJhAnB=uf=BcP^N#gOTT82S~ zJy=A0Jm#sTC%?{uT%(Sc87UCG9vThF5YXnP)1-o=#}A7vp=a`+83>Jfu9>#_@pKnk zO01LQCZaB=nlwiP*gJk z!I_AgL^0Ouq{m0WlxqCeE210~3F{T)Mj47or|B@wzGSfY7IxqUWJ@WHw+7bpAZ%|K&YDODjKB?I9f*b11dd!7{8yesdc)1EzfnV z0g>ErlCvIUgqUpiiw#m4r5~w^AgMFMZ)*=yq)!Bh$Ep#w9ijs*v3PqRgZ;?I~=Q@Y)^B$x33dIOo`Oo(F-|zGlsim>NM|^_T^U zOcpdy?5sxCqQt3;5HKZ}0_-s?d!*CmyC5gO?f-VLh|vcpnE<}pmT!dsGIe&go0!Ca zRT0TzS-V>0F2}DFo5W+Xd=NF-tpFqx>}jGN9pjkTrb~43v6$e;1pkVS#&0Y2&s3V^ zSVR1$5PD)8115diPQ;!fW$HiS%jDT~p3iN?-e_m!QMz57jiD)oL8<2Ji`0^&TE)U< zf^gg-SV!u%99b)mzco@&6J3FcqVQ+CnE+d5Ud%aD4bz^ha>OFGk=nF-5wd7XM82`u zD^R_=ntgleyu)KcvN4|9%Sd!@l{5b#7>&v~nmz?%QAM;5NDDb^Dn6Y}wZ;aq^*2X3k?44AH-&wN&jGsZ#r0He8po|m>9XfO6O z9~2&N--+top~=SeA4Ix61Tq)$gDfnGz8YeYrRj+tQrm{Emc=7x+5NC|sPto1M1r^gb>=X$$QggZ z-v8C!wMQkD?cwU$Xj%3aGqswT?4@a?ftinP-LlklG6kP$rbZ~HhWIvX-JB$Cn$mov zWF|QIKnEX*&&HIST1|>tBI;ylqWCI&19NDtvOK~6cg^-M)>#M6+28qopWpuWkBxWa zq|wX1az(muhuMV$QnVUdiaY2MPtH_ z2m~`Xa|GwWrnR~3+_m3#%s-xs>kJ>h@+z1ntUsMWq@}&22sZA3V4ezk`@dJT88>~; zniekdr%EdV24id|O!Ayk5AJw63bkINmC*8Gml;b*>Qd^?8j9xf>=ME>oZO4-GLue) zLaS3bwi#FYjXbf~nsg$^aY=vEV#^fKo}u;r?twng!gj5CrajsQPtsqFjBfQ?45+Cn*DzlnW9#6C4 zvoF5G7(4aQ%X7{wO%CiJ468ybPwNS0K26K=CDV?&+tUUfk8VG=!ez@5GOB(y;s1`l z*pcZh>4+btYl;;uny(it>QwAW3m4U5Ihsu;?_*2r3v@nSZw|hD8aUhBq)xHX7|uITn0kySJ8DslIRjP=~S7{(Aw%h3|UV#j(DXQ^n9K zZ|Q_a*%Q%BV9d2OTkD2PUO&Fhh`BBW`9!uPsd*ejC8p`?JiBPlmb3*spD(Daae$KL zbEDboG)>%DStaE6&oCy1uNd5IYf3kdR?qM%$xAv3b?kf6r(=%TIa(w4x?9j2 zo4o0T{75rekf`>KXYaoDulrEG$Z;31h9df`M0&_JBL?A`vti*g{7eh_G?SzwHk9;^ zo9%6ejA|?{vJOQ=-mP6AgIzusFHbSt3m$2g*!_kYcPtQDF00!&;zvCkV&$@` zWLl13h_CW_FwWJk2%z=dWHKFx%N>p1N}CL=Oe9Hic)!ts{U7x0aO(!dA$*KmsYgce z``R-f5bke^kfJrT3ghq7f_VM*)5e92@qQ))|K2hZA)$1bK=A6(n};~BcLf`K3l9#K zIz~gpM~{+`T``h{Uh)kMqeBxHc7FllS0=>T30idX!{N?;b@c1B-vC-YV4?tc1B2vql>ux3HuK{#AfiA-VO0Ty0tN{XQDEBUYv*Uj3Pco$C`>Vch{7NN zA__zli0J&J2?zxciuqLm90hO`u&Mw;0fPiM3g9T_YbThN0iggwF~2H+qX3QqRuw=f zV2}Vu0UX7A?F5eEA0iapVs=?oTh0J#X*c<3cJAuPvz}Fv_YyYUU%OZ+CK9%sR9U~y z!HuGPcqplvYV@zoPZV{EQRE(6S>p34LAZ+-QJxIji!WsHGC~FCxQs@Ym0GS@io2ND z&(Z^bQL*SMqZ7a7htEuey--lrWi7tbqbH^14mv-|W#J)b-;!TpcQ~hka*8Uv%ME_2 z(mHocFPYLVrRSA6KAn5d{5VVQGBn`FTvV*oDl)x?uC{Jt=gR8;c?=D>+yAZ%)c)M* znl-?;+aqJZuF!xl7@UxS+PihSEJ5JT^)d#We<^*}BQ>fF)IKa#;f0jNUza}MO_*wH zgi~Cz4AcNkVDJH&!1)4b0%!u%1YQ^5pAM`p08Ic*6o5B@Svz21=UaC3k!^?t3l!at z9X@zU4p0WBq+r$qS5iQe|96^1_2IM1F7%TMFj{p;bfrdiOGfv3nKSMk`4}}-#IEql zGIVYrF`K5O*ZU@SF9Iz;t#hEK=0$3i-oAZEreHWPE_X(Jpr>oh1D<5e9T~TBea}VL zy|&sF$8Bw$6t%|-Lq}}V*6w9h2!^72-VRWisV4Z?F1+Z&ZJTiETR)m!s(!q5mYibS zXkAh;I)(}rz3FT?-8nfmJvq>sdc}79qV$Mh;Ue)WRK%ONK@(T#p*o?#!uFN|r%v$; z@{m}^{VIb{NbHEfn#HC));F`C&m9~)KVAS6AHcdv*G2*1Cr5s&X*W23} z`J&u`H2@mAq$)J&R5Up2|sSv25>4=q)T z6bsuPh0e4_i7gmgZ^Wtd(hjhOWnErxi3%^d{q}$174+$dtLnl-96eiu+n)}=Z{yxE zC`4jWv}8PtW(5@<<+u8D8K+o6ITK}{hm39V6OU9|BQ0%}zP%;DM|W{I>=WUdw*G&`_x=!;cuC#Sc27YK~_y7O^ literal 0 HcmV?d00001 diff --git a/docs/pytorch/assets/img3.png b/docs/pytorch/assets/img3.png new file mode 100644 index 0000000000000000000000000000000000000000..39c516bfb762c35048b779f6b1ba12e02496f195 GIT binary patch literal 17862 zcmeIZRahL&^Dqhof(2MSxP{;vba7wY-66Qc;_enSxVyW%2M8p%dvJHxZ}a}%zdYw$ zovU;6%`-jS(_J#%RozwHwHvM=CxL>5j|2q;g(3+ORf2+oo`RGs5Z*(c;{ps{prAeo zT8M}!NQ#J%DmdDiT3DMvL4m>()!{Xif8u0m$Hxkq=Sm}XB9gQFB>=SciG);yF-Q|W zz7rbI!@<^RFY!as#a29K<1sQ*v|hj!!%A?jHBevs1PxwQ@8VqNbbWmqPkqbacHLd$ zfhx(^3=`!pp@nMg^Ky`hCGqxBV$Ga+hagBm4a2k1^Jh0aMN!cZD(TPd+0H71A87f= zMXA#F_H90IaBI&2S}>1PZfnQEiH!dPl-^J5@GEFiDfelM2XdMaZ1XTfKLAtG<_GSo zgiSW?HKzLTNJF6&7{36FP>L}q!3Wyy1GtqBCAlkTwSloz0GJ%%&;=e&S0uDem9Wa3 zCn$KZK}OQPV}*EjZ@1Q9%nxS(l{ea#df*WNkK{z& z7joYK79u4uY7w3g7UJhYH6jYby}E)i3bk$uD<1gpAbd3SgMJs_>ravNkof39{WIDO z^`LufyFT=qWhd`fi)a`PARQY4gPc??WPzWFhXXups-yUs&S*iLK0I#F?!ChY{g2yJ z^Fv5eKm1ulZYf*c`>%d9eMMS87r8g^G1aNz70^IVridgNgKHnbW!(yOzIWg1583P6 zdV(L`i@rGzzNi%el88R|uw2%1i6vmNe~n2$cM2%zKpYrzhpQDaz6kPaA>Da&YoivR zl_RFoOZb5p9zPUV4Q1#D_Y6%0GLU_zEQkYWxS74{<#CrM-GE{lhVp8m+xc}KCaM_& z&@&c7zsDr!A11)tqdM9NgcaS4FHbfGmrDx2CjB)(h++++2Xh$V z^-tzII^4nZcjXOl>sS59t|5r2HDuzf$8lAx){-AcA29>N{Y9;G(C!BLE|}eJf@jgq zHctDm?rr7Wq|B*!Kd*cOW1Pz1{K9?1GU3_}dh{1*1wFCgw!qDRdtdCCN>CFW75`7(M`)*EKguupruU-B8xKbx3yS|-`l??yJ5G^klb|cEQqcO!B5L2 zC{Q=k<@|iQ`J(H)Nz0cphWmF=)!zdH10}kh$f%&XHr_Y;Zn=&{KnoB>K&BM=(oaDV69C--1QrQvbcrB; zHwtLbM~uKvWTl|@o2R(szBu5JJO(<3-uld=Rzsoa#g33Irn)c@RypPTEO5%u#JEG3M_&%t9e~CNFOaUIbdMvKBvj%rO=<9N2nEN3qh@3ub8<=y3N}grC9xHx zDk;?pMK#)gg8JBl&5*KxmVI@qgXfO_MIlecL}f?C8CMW6 zMkckYoE46e=BRAm*%Wc;dxpDI-m;(E0rSCL&i6n{;1k&P&}*vj=>5LwQPoW4ymwCM z(c-??k?izxfvZ}zUBV#sxZ;W;Wj<@uq^OWIn=Ecwbix#PsEpRCxa$W z^Mmut#a$O@7FkY^jxCRg7p)dU7ss2cn|-+ltz|A#5{<`V9(Ff2W4CHn|Ey`;)RGzR z#n|9KElm!_9clb=>kmJ~+GiUo?LA1Wul%y^{{6}ZH%+=_lswrqxw^`>%4l9|UXSxj zvr4m6Giu0tiip|-hu+MM(>?y7my{<7H1!y-m_TA*_a%2z&(qsuJTvZS0o$h*MkY+A z=y|njIlDI3vOAnJITB-%X!*o(V|``)tTWVgGZ`yW94EA^!tB88g|o1A&m?#&oTCJR zU6O76&2^j{VgQK(@j3IvCuWM8&ou(Wl;+|Sr3S+G=I0|Ds7=u6qgAGNp)J9`kSq{Y zk)lu-(7XvvF+ZbPAxZR$^r?rg$1ukL#AhS|KrY*d!|;kpipu%X;+XmQd31T%gWsZ3 z@tpXRaCo>~T#wtix?6S}?lvnoDKCB_(jw9z&LW;+zF?|Tx1gz4AoBb5=N%a!zorSR*=4SZu%*%A=?qf_NDkYK zG%8aqb#C0mVctRi+{@j{t<#I?mG-qBTz##2z=x-YSN_H0i#O{i>k}-!Q0s=On*H2v z#oc1uB2PWM6Nc064()c)E(g+V@M2#QO^7m5aYLlF*pIxiQex$Kxf9&b2-j^gcg!pN zOZJTzukrz@%gAj-e^()~-cSp~X;kboY$Rmu;$<0q))!4hgGswD=Xfi4zrRG8jio=B z<2cRDEe;x=HoO!t#VIrU%c|kK4bQseQrj^z-41#)8KM7oM#g1p24ES zjf~{Mac5lW_^3~>vC=eP@iT;SUCNCzS&B$%RH~bPhq3eeXhDDe4cJ2Ot-0(tzmu*8 zP)AT-(K@JioTqJ66)SI33$3ow7SUI(+dWzOX~mSpoou5gp-H7V-^y?8-T%HGg^t6E zW}LoT^N)IMwNkgEyKm0QkU|owaRW!cN8s((u39Sb$f?;Z=EQOE{)oE7AJJ8 zXt&b00s^rf8*{xAfxkmPhFYSflT`5v^C&5W&d63DRgYJkS%WOi?LJso+g@4&9cNzm z$BYMuXrrx&^?d>$!VmBLE=C0}7cO^`ImWd*%iH>}mU>}k+aTK9kcqMK=jI?mloGyGLA1MJyW#nn&x z0=58ySM!h1M5N`(aK+IUXAsO zt@bV?USqUKhWNYYf1G$+d^-D?d>SlYDnFWq$5(#paLheNu;6*~5VW_-B+A5phy7N1 zYqld@o*epi`BL8K>*ae#cTwIuFTK9swfHdiU~?rn)6?(TddA<)^pNvpI4?0cbd`-E z!1u&^f_yOgSUsno-WBZAE|9{*MZFouU8fKIL5+=%$ZwtpI_ERAVBp@D5!inZm5(VuQ04HM9q*bMTCilq^Ybd6fLBT00j$; z4+RG)K|>NhG{JwD#i6O8-u+V#0|gao0R{Unj2tBYd&NT1U!4Es@8UzC;301qkmQyF z^Iy==Q#tScs|-~EX@e3{7Lk;Mk|A^~f zV7RsKT`(oUWT{7dB@{Cj^tKq<+Fq|$$}6AV*1{0|pM`vyFW zaDk5>l_cDMeGY{2yZ_7h|DU05gJyES{F*?iEH0HmjUL<*Zsp7qZ@1Fzn=O~gEsc)e zT#+Z)@{fW92m;6Uv{jFVl}?H5nF^=exlQ4!RdFjEjrA9v66xUWdWi(PNF=u&aK+$e-Vso@zI zS45n@Do45i(J6Ks7MVRcBF>C>zRYiF%_lNungyck{5gWlK%vaxH(iD zu_JXcC4=zN=1M~Jb|nfHU{yP))@Z`wOC*IR0y-w35wBjWWMa25MZlRf@DvP_M>`t+ApO^V!AS_PeC z1{b=s?X;5EV%rw{(rv$dRo-alkY7(l=@zx!sm|fgN+7s+)$>-|iZKGq=X(g+VR_cY zQI_{iok+8}x1J2Od>lEqccW#k$4rW({=}w9xzT2A?Jk}+XH{MhBIeXH<)}qp0^VV# zkul#zaZeCPcEa;yHrZmcgba({3|cmuZ~arqnUL(^e6IM7rE+=nDk6$1X`yJXtA#=K zsT3u?pzC9{WLyA8l~%!K=(sLu+H?%%tBa^Q6d;A$gfKS{_M$*$m5b0h+v!O7=uXk5Ov64=vRubtEi=#{74e5xM4ky<)S=N% zE1*=e76&RWnpo;fil{f)6kDnCWRHBia6wH2dYYq&Nbe6+}!Gp>pZO{!FZp*&}sE`TNh9iO?w$haxuLo>!ecF z5}*5FL;s6GM;I!(bEq-%=GR2CFXYbZ@`ETOqIOtbvcDr#p9;bg4>d3uMJ<&QUI7+f zwqftRmI5O>pQ5L}oiLK9RoMDQ07{9FxZOV>3{b*MoFm0qe)8f;Loel#6)rdhM7+Cu zA)8VnNyyRDUB>)CNc!aN&}C7M>M|3M2+H>4pfm&?ZI{-A_fCnPo?3vCX`g6JhEwG5 z+%p7xvusyy=`-mv_YwQe=@jD!z?%a!k9X_7x?(YoOcwE<5*VyZfv$hZb@wc&eBmA> zzXRC|r4r+-^g4x-8TIqv(TE?*=Z>zklH_y3XK;BjDWyPoQ-xa$CWr^y2g)5ok9O7T z^Rz;TD&wUd9v4$4ZC*QN5xX>T9?H!fKPCxQ)y{Saqd7in-&TO%PWjffT(fF^k16-6 zb$vLP!l>bPeI;LQai3-_1(Z^<-4d{pH;P>B52%y>&R}^byU{ocwwR_iaXnotL|uKH zSbKp#83_yr8Gf57(p09sbRnDN`a^kc%;)&(I6Xa$vr0Z#kIBH- zF5~&EnUBqViN1X&yI+VgPKi!=y?UY@8If%5^ssRT_ zkRb48%cjO_aoWj{B)P5Yy+=Umr7^wORbILbRJbEbSCbYtekG)>3Ur%*I~j}I@RHxd371+ z_BWi{PpZ;u7f-Ze&(WHtQ|?@1cT*Quddj~g;T7E~4sz0V z?jbIc{}nbO{>L=t?`*wGXd|?=*2qI+yhK;#k#NZ zJV8g1+Re7g({n@zOiWFx2@f@}H~W|73DwScG0LXDTu6&m#`&bJk{83UK518&qw_!$ zO#gYlLN`7bz0v1}Z|^u=>cUnnQwYV0lhvLq zRW>`m%S8r~F+T=e;KB|l7kgkQ?sh7XlrukHGhQ(DIrKeyfFyvTh#3_gCzd1AW5KuKW1~zqmsT8{xG{uCUbfFG ziP&X#U$9>Bqq9|69K!7mhwb88eyJ*34;{|0Pi)(yIf%;r2hE-EDH9?k=jm{ZfZ`5v z>~9Ius%4U#cH$*ocmzJM1_fLukJf7vE&8iWFG3Dw+VyFcvCKcTOI_ZDUaG{=zs{7Y zNwS-^be{DHX*F3g5b-;HlW6BI1)e>4J^b*ZrEEen81+k1*B=}D$|~b5ZlH)VYO_sH z&|*J_YZ+vJK7qbwyz-Mjt&v>GZWJCxpVkMp$>rv3R@KB}a|W*=SRycXRK2R?uGy0G zr57{*Wc(3K!Nu)wFjMcbs*cp2u~-6WT`i^LX-Zc4T z#!i`H$$(&xnJ-J$xx*{gFdwn~T9)KcdCe+=+_>bmmfHgI(pvp0)Hj z-kQvQa!IH>*kC`-3M_3ASg3e*7|RIvSw@OOq&*m4Jdo2tcdXjB+pHvd@!@+E&^wF3{P=h z?`0Ou6i*P2MdUf-Tv3W&h>Hd@lK83s$31@PCQ_hP{E@)o)8_eP1Sokt`zK!u7zs}{ z2_B7Tw~~>s1*W^QkEJgqoG%sU6FR+U*&UN!yHDm}Xrm!T8lA0`=>2wWM@Xvn4R{%R zYJsnh*@GtVA`F>d_;Ax<#P9L%`i#mkn&^eTiMCzs>CV(X6)UnCRa!g`kE^7O?Qw}|yCY6H)C(JA6k@%cmM zZ0~_mtlx6f8PW>H&(gcsh4`LO>W0uEw%*X4oI(lHydtcDO?&&6O=FvQgXGNh*sn`$ z`hC!Q49ERD3f|Sl?=@=%pL>N1+MtJca&Vup?bg<7uc%BW3~p`R-fZ-jK^u4ZL*`Qr znx@tAo$j9^y_?jlb&Km%Ez<`bu)|98XL#TFu`hg;d=Mb<1UFT_{7!35DGFJ}$EAqF zN1Q9+k>35*@O2D~T_6!U_++}b@a`LH5cmn~cL28c7|S10{Q8bC8H@wE6loH}IC&4#@9p|CdoHI-meP|dWu(r?f$%!jC_ynkT zH*bRibXfOlPJO*Q(hDGqaax@WXMb&}QWW@QI4CmI>u_A-KOzXopDlC7U$jGvTgt8B zMJH$XAB+I~{t!WIzm-EE3Xn<8dPx+J$84mf)(FFjnyG>Ieh9ru>n}GTI&AiSGJhGg zvzVTk0Sp&6}Iq#3mTG@X0qu0Jj*k88m5;Bji7>EEFHd^f#a}a6c=Ha4V zB!K?#qfxw*H^Tf8&z-K2mTCMVkM58C7`kZ zrOj@AtDom)41;wbhAlIZTB4I};~JT`92ZPnQrD-*$w{bkDi%M2gH z6c*YF#qkiL52>$$tSD2^A3A)QJk#^Ha*ZEvihf%*92`q)VA32aT+}5pG@JE?As)Q} zK6)NFE0HNh)!itD&A<}Sk&CJ9F)#wT=VbS4giv|$G;cnjb83YrFoeM0p5)dAO-|jt z;l=Os0!a)@YQa@DqNYuzh{&t+$Q>hdp_GgE`J{%x5$Y#*ErMlFW-&x7nUDAuEOKUt z%!IWr;6IyUpC^uH8eM&xMUgrroaFH&7|hwKYW)FO1P*k4a@H(D1^J8dcp8EgYv_09 zSuHV&9ZfxAElEqWw94r?vNM$8mMH1X`Nl(U6U`?QkdKA68Jzda7pOo~EaIRbWCrMT(&ZL-^VT@bjf2`-Pbch-> z6i7(8_DsZ~5|{H*D$PjDNQVJR%Q3<{rVbw8-?FK>C_1Js6w(!r78|S zo0W9Rqbts_oo>6ef0=p~MyZ3P`n-r)XA9%wm^N>_kv0Vm*I+Q?lI});5p%7(0?Wyd@hH2-J*#* zyywzNL_5VpG}t(wY_RR;L}-!*18BtezPLpq!FHp2Js{*O=l57Zc|8k5#6B=PC_b?~ zup#u}uE79_NcjLj5%&mLY=(%UU-v_N^asq*Z8PFnF-kR4w=~6#^BI<16k@vkSvZ7= zs#T8AX`U|idSk^QPDR2BI!%0m=@kC2=@M?Iuj)^j$roMp@}Gd=SmQ%sSQN^`X(;*^ zOY2<9tUuo0+%oj5@Kz}M=mbhe6n`XR?mL*DZkh+^`8K!`IA3)O(BY01Tp#cLZZSh4 zcs0yLWLbWN!N6Oo#`VnpSy16uN$>gQ83Z(U3=#T0#7@9v&93t?uWTH3 z_%=^<;z*p~3t-e<>N@xKD#Z_@%s1t=nQY!k{aEdj8i-@`8#6{TvEwuR+A^cTjVJpx zvP0iM-V7w$iy%wWqh`p=`ejB~U@v9K*gtXud#O?z)TuuAb+P$<9vMS&yL$ZWxe} zkih_-$Y^EV=9AK|T{iPI@m9E*1N$HconY3cbw<A-Lg`l>qjah-2%|f^Q+K<0qVY}ccgcaLeze>hZb-@^c zzlX9XQ+BvSG*W&ur>esYs^oE*!sEd4_Z_Pdzd4SYA9nb@NakOO32l_gVOZeE4Ap7B z>8Hr3gJe3Ml!{*`^8R|8%+#vxFl3r!%N)jCXAGytw>C!CORK^qiZ+OWUJIg?7xXPB zfsyP8;stcwI`W2lWI&A=efb zLiZ{=?uaB)RYS{B%%jjO6iWJ|@Q)j8#{Ch&T!lxRwzPH%?Y_(9DW)Stwg6k)k zi8|J--(-!*@n5e$^Ggf42?0%(B4o3v9Y|zqw|s?jmGdz=KAY6GrdIzx|2$DT^`FHL z-1>L%16GeoY$<&Z-&lAJs1&_7;0D@dE;o`NI}IMA3?mbL35x?cL;*u=)Y=!8IKA80 zR5EPn*uwid4Jg*?f}_iE^uw^+d%<5|oACF!GPynZBc6m`z8MH0#ib>X4pV;=IIh&E zbTy}rBI57q&5!Id<2CX?d7}FLEq=qI$nH)Kbqe>zps` zLS9Ev0hY4!w_lY==tzEhnoD1$@qN?nAXD1!XCTlK%|99)KbTBa%4a(N1QyG@Qi6nJUL;WB9i-;z z1tvJ1Ml>1+ziIkC8rsZ0*6ZB`C_8F&;QyGv?DY)Pkn+}8u?>GY$jQC_T~x_or+TDb z7P82tiVxzQq!~$Ip*RcuR(;EM$e`eX6*w7tF&#MQ+5`-ZIWj$NAf`}ZnBZ|9ByJ_Q!nOBsWzCYw1eyNZ znV&2$#L~p2_XUk3#JSkaPz!H23#F4@)oQ(wmP^hPbLNO_mRmZ0B8!`laxP!*%KD5^ zDnCJe$$Xt*aOHZ;U#71Heh^LZPu4#@mxK1gnHZ^=02Mrz1IxzjwY+4YeUfSm>DyrI zl@YTds*{p3qJHHarLt72ht0rkl1_`?SY2otzGweYS}d>giKR0bDH;j9yTa{a*zCt) zvuKJh4+H1F5C%0TVVGlL)ljXJk8_gOlEH@Go%--ADyn5*h9?!>LWYm0idQ0RMpn`| zjT4!N5d?{0FdaO7{`hn4Zv^AQd~97Y)s8z>C7@?Z42lG&2mU>&eL?NphGAni){zg~ zWw(s`;ujoP{motu9JAuX!=mSlzoCk3gDcuNK&iUDl_aHo49r``>qXR;YkR~ zn8!JL=GZfXY(-%tEGjhFRF9!Wp=8($5*{KhEUdpD1(ZmGFx(a0(GIxd1}3RMBKk#0 zBAQrTyO3Ac7tL+ZsJ74OtSkS6k3nou%wQxe@m~_gwD|wV!!`ks_?SaU&5r876)-V= z0E-P4?5KZZWDW=r1TK|@%d&qf{3Qg#*v?ZT#Qzg-^XCeJAP~}8yQ}_N(L+Hhiti>P zmj7=chfo-TfQsGJVM!=Xiuc4jrWqtWwOuq^tX!)cB%yy1-d{3YEgZb3_E}!pa(NlaJYOn ztPb~c#J1hwX_kCku?-2H?UGkXAx3&4{K z@4~7`xL|OJY%f62T4*DY)-pmycJEY|SbI%sZ3|I|v@Kkv(-bgkNH#@PU?jx>>n}(S zP|D*`tZTq(HG!Rss`po6XoH20KqvS9OcC6%o+^=#OXD~lONH+YL1}aQVP&xj9-}gX9ao~I=RWag4oM`Ha{13)o1&0j3UDJiAbjI;=2lw2~x+ zy6d%SZ~-PPJ^Fbt==&$xA{T?zR_{@z>Z>S&(jmwRBPG>*fFQjfsRn+I29$G#7o1%< zn|nk;0;Q*I@N8*!w9>%uBjP_e^fww|Gx?hdpa4O8G5|e_f_*M+>nsA~K!qk-Ru->* zw*c@8Z^)wq^t?oC^Es(gGjsot^+CQb+UXMTz^YHJxEw% z&F2cmBP+(;F?i~RfO8*m>aow9ygFFTIZZSu|LK%$1F}U|xt1B(b6ZB@$-Wa5zBfkV ztkS3aNX9Llb68uyCa8}b=izT&HIboG?$@ z;d!42U8Yq_*l4x-4P$`wZF}iLKwbfIY_@;=u<^K^$aB2i~iDkX`|2J4iwl2#b(8L2v)&{`ri!-HEcf zReG4R`@w7Y_c1RI&r_y}FXst&_KJTYeb5GmKN?+^gfTzCc02>YY{mLF+m();I&UeK zm3kADLh0n_q-R%b+4KkJyw%%f6RGK$i~Q{ydK_dTZkPBm{SJ`6Os1so%T014@fWI? zVovGA*n@W0v&lPwH{qx5r#P46CAyf-l1FX2ec^%PIozp{x~6vIxu(wyX>2*DHd@2q zLSu+0Px;{Ye?44nKRK$=KB-xFbl#VGoX)bQzdWK5h_SGsWh@m8{KBOaWk~19xvez* zLDq2x^?0$TZ*yKOnVIHdtwS07IuU0)(<-6w@pzrudnz`&t`N?JaoXXhR4gZEMS&Bi ze`^gn-Jm?=Hu$L9g<;Z3zIS&(EY4o$LmqR3$D46``Zksp1G=PwB4cl237Q%1w~%5g zh}IjBLl!Lhbe_ zAs87ukH__F;lC48%b4WE zhYUJ3P`cp}kXR^D_EC)jE~~gNN9=305ggF-m7LvTwf7Xy-#^&mBIAJ7u4h8A!RgG0 zfXDMjJ*wr!@&4(1b~e*$m$&?fi}f11l|%O|sdkD2$_U(i*O3m&@;Ym=0>cIEa{a*% zc;-(biQ8LSB35&Dc`TU47Mk}m(6FQhgW@5v`0iY?trP`(ZQueRd%*r}CeKWT4K>Q? zeBhc#J(dY5JF7}ULir?wVW&~^S&Pkv+PYklY?k(Ve7d;7?5&yY=m-vcaCv3O!Jx12 z(~omvE|_hra(cp=Kw~U!(YNQtZ^-)MaZl}FmnS_0cszf(3)8 ze=CrG!w7Cf%Z#^UgecdgLO7wC46V55sE zl*(#CP8>fIz@bBci7BEgU?YkWVD-~u-)2FrKAp`Qr&6b0FRQA$8#qL_EdPsXu2MJ9 z%UgerQR41&y?EF;{on{LGJIJHWkpU*pGH_BCc8#Yxsm0&iv&ow74`18HFVr?c)0fZ zcl0W2v;a*YRM5=A7(j^vt(e9&s6oDYOhr44Vmvhq_yT{?hs&@Z+~8Ynf3)&Fsrs$M zAhV7z0jhUH_C&S(aN?(gU88d21&}u zZgHogAtZ|!ACdiK5}&$Vi?}JfgaRh2sKlSlWCa2wyr1@XTj5QZ?9ZB|qS|I!){3#_ zYAg9L-L0p-En<;%VcAa{+S%2roK@wj6r092)ZY!QF;m9?>Ghe@TcU^LG7?U#&UC&E zVMu`3*;V=I^3|t0nAr>@ZrJoqpiaZV(Vo@R*F+SH<)uARCZ|1@S4tflueJ}Zd z4gnH@IDIHLApjarJ+*qN;yO@#rmg++;bQs_ZI zOZV;pFOn1dv!jwaPwr>X_uQDEWkHyasL{CAq)h1RvwMiT0+n6}rQ&_T@}04lqi+Lt z-8{TUzZRX0KHgQa>obAdZ;5kyjnG4V!eTsKkJRatZq=*Bl*>_dt@RW-`*@~{8_Oiq z59;@(Hh1VwlEy{yFh7si>^gkCTtL6B`gpigV?54}|4Gk}zD&z}xsImMVol?7dT7w( z!56az`p|4-Q~5%pYSn^X0x{s)Yx2=r`-VZ1Pga<#QlPlc`EtCXOfUf2gF^dE^ z-o?k-Y$hw9)N%55?>jv_*ITo-Uo_WRwdw;#MeQ?rx+$ZcrtD-pd>Lg>S2vftV`6m4 zzY>$PE_Vnw;g|^H>teg~Uv=>XEK4fPLeI0n8Xv05{{$lKm>-8NaM(_lmj8+T7-^0^ zNx<)L=(>ohKF*$gTM#=}rI+~pI9CA{n9>-m7;)RP_`f{y;*Z~Iw)GbUad-Re1hOBg?CJi)NhY#!4Gju$j^1V z$u2XEM~)O7ruj^7TRCk@hDXId_ce0)YLLJ4rO}Xg7`YsDq+U+spbLXs2N??Jf6-46 zx}CZnjjb9{U&8}w35oVYGYkDsV?Gz8cP$F_OUO^`42Zjjxvw`Z1oK_tN=#I=);cvw zYJ!%V%!O?R1W-GwFMoa)Ft!uF<4gvS*&w(c7aSN}OkU}=js2oflt(JnBD2l@jB=z! z#Br{}?#nF#;{I#en*L+j4uTurCgQHYr%*UzWraQPzf4qq1|QRes)v^u_U-kT2)DX! zb3WnUq?Iksfs13+W-1i%>O<0|Qq{X)*TCgT?#xk@n(MMD=EtktG$ zxO6K#%FUOsm`*xz{HVFwl#f^n94g5i&xUWZi|sF1BQM}h>&Zu|3JF?cjgJ*BTg`vX zdPvdNe29;Op#*ZjDQ_~G zU!16#L$+sYI4T)R2kew zTz<{ddVwdG%e?FkidSj^Ds5D3I@8SgeZ|F;1C>Kd2 zs2wPg&BkN}gfL@4GXkW|y)=<@DsJQVzxT^IicWclID#oRpb<(DTM%gqbfR1;)0OG| z5XZh7&lf`q{Q%hy48FX9Z|Wfp>2Na9b`e~cO7d$?E53)5IsV+HEXnUMDZsj z&)fhV2^+cgS}zGh8Pv+(ahG`43zk;CwO`K|p{EGg}Vd$WV37cu9AL;Jf?<@ybos5WFkSGcrN zn%?#G)e6a{QxY1G&2A`Trhtv{*{PGYvH=W{Uu+sw`h@U^D&9mnooe-?U1;OxY?IB8 ziQK~={@UOKy5U!~Py}^{V+wU-UWwsliiVyp+b2|F!+UOS$lM_+lTT;XLW*}mdD-)+ z4U^F3OJ5KkaT+)lc@RjXJ1GAeR!>Fss>yn)Xhl|HiH*Ndo}Tncud%YJntl357?qwN zuT&r3zEWOsg)7ZZZBMyOehNZXYrhy>++~W^RBlYAu6f=EBt?#HD0JggFb+LpTM5*CLMv>J@u zic#G~8>;p|NL8-v7iz)9bAl zyHH^AY?ovrtky>_=fljeS{m=+^SF+!3eRf0m1fB5tiMkjJW1{s2-RrK5VL)0b>Um8 zsb0`4JzgDN93Nlg8Jc9VbBE?G6Nsj=fvG~ES@+NOWgJOt_6sXDqV*v=91&}CzDk=W zxJlakC=5A{h(m-~lkCyf6I_$TZFErur6$<9_>O$<4vU@AU}=mE&ST6hY;WFrHGFU9 z9!*woF8~emGuE%U!!Mrf5z9f^G$_IU>(4{!4utS`OtcZLZ_n_2+d}ZZ9Xs41u|RV{ z!uQa2pEnqoNbO8B;*V_AK&h&Ozchz0f06T=^4a5MHuDYvl#esC5i8X+Ci+a7-AshLb7ap<6!;JV$q{4PjP8h02tdp_RxS73Fc?8-}sPs zI4gXt$(`FDj?c8MD>$bV;Q$a8nKw7u!*e;+WT1K7@yATj(-j|f(t_L84Qd28PJhmT zpT*}-U%6fV_J?WDx^QRsf1*QhZt~1N3a4!oE2<#C@(PkV$z7Iy3ULlz7Jf8A*JKoM zmE8BAQWQm^ik%QX{9gS*aj|GhzuII^W0I~js~}ti^c{Sa<46kdh2bweLdW)!@AwuJ zIT$D%oI?D~*N_Vn77Pn9gN0#97W7@PMdWSgM4G6T6S~|M;$#Jq^|}gl0Q+pgHkoZ@ z&F2}NrRzF+?q76zGFX^VaG=v^*-1(_9ng;D$W;KaE2KR}S{-R_LWwa%yUzL48AveU!hXI!Cw+Hcxm$nIi6*29f-rY}_J|2? zz+nQMic|{7AGWEbl4N`wt$ra_p);bvsKIpn__6ngp>74xE$QLn8=sBYsP^oOj!-HE zYXN|Q{(CbEL0noG92p@fSV71wNC`!z8cvD=Lkjix{tWT?WP1W=5d5J2-X#!O)1nvr z3)=(x*K%ku!~H`D3OW%gNQE+h?O)gwQi!pJMlSjfA<`TSzt}R-*!Ta!VnQf=Ht5Cr zhba`S3dF)DB24`YYY+h04#U!?1pLF)&rb?UxC}!G|6f=c0A$hjgH!&u0}6hl5K5Re21x&QfEMzJ|F^UMSF-DqtpeSGk0V#@rbfotp2-2H$As{vM9$Kg(A_&q;C`#`^dM~2VL2Bqx zDFFh6n$QC0;(ngHy=R^O&$qreYhB6CT)WSn*?VSwJ5ozSiJXj(z%s!HGAFSLx+mJiWz~c#lZ#s~OeZm(4}N_pz%w9o7x9PXn+oX<~Y$6S-QuUBz|`M zT8T{6*0vx>{)NRX&vOSqpGAA?lm}tY5jo!%QEr5?IZPUh%WfVIq^}d0_1=x#BV;8%k3fX>U_6MY@ZQ zoez7SV&Y-UG*}D5Qk?=(QAKgv)cV^{RZsrm0J&)^xsTL z^GXPN_Sn4CX61Y}rN|W-_uYlW?Km4bshjeL=7BaZ zD#~U=d7wN=X0QT%AZ) zmg+{$!33^T!dH{&C&7~*f`A6j<$>+D3P!Ov%q-<@9^QT^-9tx%VnZ*7UFr#tCpjgWD!#~TJbNOuYdEI3J4m~BG%bUU*w{0tJFaG_yC?BF zvs=TG`m?2>)JIFU&m?7cC3wCum!cyby~zEe;=U!2dtE-?7CE)bPaE(ka$EH}e2D2s zQL7+Ff`y(5nsW8@3=|6dq7Kotz1E1$U5lZJ86tSz&by01!0e_WL?ib2A?`yW0(e4L zSeR0~#{)J((VrysL5q-~cZ4$Z?+9MnEvbAZcBe=&yRyyw=@KNJhwpMh2iZ{f&4x>w zKd)Vqz4G?58`D*_&=K1&UOXgY9cp}(cfxckFO?B5n+r^lc!#w9WGW)yifDGRHOd$+9i_fNM+u6uGA zzvfX$`Gg+f@T4@3$Wr9Z6&cakCl(JTRJ%F$CHjd(bjat*=Ug2#{GyM0KK{`7*8ER1wTCu0ZEvL961j!Dsd;lY()26g zt;jspDi+_khsyVLq>EE)LTVyB<2~Pxs~>;-SY)2}v*Dip38wYqIgOxv+`E!9O(jX0zMhQGG|v5)=O{P02{JI6otQuCPV>#S1}g zPlIUvJCBF-UcwtdJE6aszs0Jos|c%b<=Gx6Z(Zb1xC~*x)gO9i$sr{8aymfkla$4!aJ!u2`P?vwY2@GW$<`I?F{v z`sG?qFE+L4wQ`H!>qWij*E1=pGug~Bjuls)e<~%LS=gopg&orz@X#s>O#D;kuHQcnYxVy?@b$aC|8=#? zj5$57KCZ*={fKfd%2QoDAxj>l>GBCjho&Q?Q;n{tt)~eR{wx?NlIBu1ycELzEzu&~ zx#@e&bPaN#hilHU!07$7sYjJqm*iML=8^9njw+cdk}8U8o!gJgi)%XhS+YaczuxAcSp6|)FjKH*rS!7zdtNi&i`64Jox;;5*6!2donZfJq~U7 z%cm=H{m!ajcX8)hQgyii(l=qxi8@`iq5oluO$xlix#AVV7-1$NQ2(M{rJmvq3G=(p ziEf>lKetfQ-T2fKB}#+XfY>mGAm15Z8~-ir292#)jEwV10}taD!2c zVVm#ABR=Lz)=HTk7CXfs#pX|4?Y8@VQq&Q``YUX35e?x3WZ{s?v4$XUGrQ`l|H)bj1D&g%( zja3adWp<55p%M32zrIE#?6WSbiAx(<^V{xzdhyi$)%w;rZ^mvuaQHzTTP?jTud;fS&-Azn}l)GM8NAPd$Ct$(1tPblkK=HL1rf z59~6>Qo)Ka*+lsCmt^)gx@3hlQI5~P=ZvTG)VvuYrIypgu~h>O5B%^c03zR6&qmGk zpobcYD`QMb#BQs?H_>-`FEAU!7c_BNf9)2vAh)2QD8vH6E7v}Lhm$%gN`lIlXQt&I zh|6%U?kl+W4GU7mhb2XYUZr29ookt=bss$iLY#{?a6ye`-4V+${Tl{X4Caj2s@)MB zwR+D=oAe{#6(;f^-Kv$%nO+CpWU&+{GbJN7BSfRLBeaX8nw(QOfPI*&-RPIWXShzg zyYlkM`s@Pt18;K9Q({%IGBO|heol7& z2pf#J7hz8cW2}&TDxsqjF|H0r!-vZ-j?eAwT&{y1op&9@-N(;Xhb+H$bHq3>fC57S z=0|oWJYyr(h}1a991@+MkZe3!NZYY>u2HD3$t0KZ|Ml``qW~%mrD?X^@hFjpb?(yM)DT)G1PRVdq`5PkxZfrLR9cL(3XHtT=8 z%x^tkTWuL^p7&rw4V5+%Lu8OJ|7_RxrI7Wos)%FC(zD7lOHiQ$YDeiT)|jzdx()Gd z({JYyrZ;6PT(elSKZ{1Hbjxi+Y?5xu|KR8~YMxhtR~mQsyclb{tXi59alVT$tqlqY z!g21Db|O@ft8LRqlSfW_vf~|HkVcGjJMYoQ6AOgW_wK#yTQX87lAG7o`j6q0AXr;? zV6#lBgy`enZ^f!WgxB>2rRakZ5`-UF31!1j0)3Z{jx_ae9Hr^K=?MC=E09yxa7pXh zIWqU;CsLi1;H185k$T)fnULunnQVrHY-Wby`nHj}cSR!ALrGG{t7qxSFp@L%xNNbY zw117~gYeQulb#(#`Abo}4G9fJiF_0nz9%(|lztW0? zj|qtWpkE>&hyW8@{%;-);P>M50eCLT{O6Y_{tW>s@b4Dz_laG_5vxm5k)Wbh=hy&>hGVepCKeBi_NIf)E z*J6@)akpj?=HcVvdnirD#Ka`&Ze=5`qoDZT;=n(thjyNxuHwAB5D0_^BEaL~Zp-^b zOiYZIkDr&HpBu=*?cwX}Y2m}|?7{q>O8%@z!P>*p9qj4}c5!C9sMq3^i_L zKl1;--u&I-KS~<@T~h3c=s!#TtTrO70D|Kgc6*$~M~YJiRR!3vr$fL~yd{qd;;z8?e6#V_zkB)ud}0g@6H z$_jEXd?1v1w__x7KVk$ba zvQHjxye&lek|^BilqDg)S$!)S)HNxJ4`aFZJKD2I3z`e%2jLEolT4MPcS+J{ z-UknY2`*h>`uppHYDmE4e-TNelk4_*?-%9KEK42 zy)jqoA%l9|j|%U=m!~VgFVV};JwHanb@ErFcJY)l1xq@Q9XkQ5NvsV+M1!Q9_Er(?>x)ug2zc6S))Qu z2&U?+1=#H_QNUQ$VC=K?K~4sHO9wCZ)Xx@mzc->5D!~bJdhLzPS+MYG&cu|GB+kgT zEY~k??yCE9QOM|Ax4fjz~!UrLJm&w-BrbNjjE8I4X$4c*ab=dp?v{kEZBaOev zMN{moA;`*q?Hjz6hlrFi#k3i6g5@;IX&5gz8l10l>!(V4;!x3?6?5%qcR4}3iy?7u zSWH3}3o_eH-)GrUp_4{os(Nu&8HZ)^fq!k_V59oik?V`ZK) z-nQwE%zdL0?ruGAI_tU4gK4RsGexFcL%clDT$|0UzVEmC=@U=0H(n9^<5c=+vmQBz z=WW{#pn1~J-h38UJmN6Z6m~IOWB=J&dDv^C;iwKBIHJ+iVWeQ%VzeF!<<0byWMYJ$ z2@Y(1p0N!|K5s~x`29^Yp2W*u*-clXZF|{ZdCgW=*Q8iPl6SbZ{n`sNl4Lhd=HeRZ z4>BeknWEH}t}K-kgygeTjtBCY)I*owGD7!9+y_RKSjG{oIkj|1PMPyl)i1a)H%oES z9z@u{I29 z%~Kw?hrb|A{-!CdZKHOdnV9T!5W>D`a5O2=zmx*7wsDTVfaa$! zN}mrYj?64(x6r^#4{?Ar`jW&<$*85}0#6P^rfot;&eKVIoj{x9FRPp1_cEANY|sob z31KrB%U^EpkBy$DaC*Gy?b=x(JdiLt+OePh@T_{^#pUFg0r-A#{(!u@8@u*ztD|2L z*%@t?*|0Oq$YTeai97lZ-a}HQp&9n}Oq4P$!H)CCNiFyVet|2RE7BFm(`>N}&N5AV zCAEFrvtDuBpnx@JUj3TN>sv@A4T*z05ZL5^UTbs6$#&p^m~Aie%sX}O3=|Z}WpXB0 zKjmW2}xlod!X^`hcgIB%Y4LY_knN zH88DF9zXwKy~BMqjIw7r<)xJ-rbQ#`?6sN@0*}Wb=QnE|=GbwntFEnuJl*F zs`Bkm*&QjF$N_yI)-}tT_2+hix*dZH`?OciT%H^mecrW1;jDk%juEkDUhMzCJ4jsx z6AAhyCD?7fNg8Cl7QX^fcz`mL!igXQ*(`|qtzg;R<0Qhq?GKaW&c{P{czSu<=hdaRpZD%eX`Nl?3ys;c}nm~(E8q3L?wBc&? z@ir%A?aS{Grp(ajTy$yPQ0W+W8`jDky~kPjaMT zgxjJWE!vt-vtRXOqn9l%oCc9z+bwvJ2*Mmy8MkepdRQ-g2-%u7W<_!PEKmm*@>h;i zQ4SCLKlQY~0$cFKK*6((g{#A__-dU;47V!GCg#iJUQINkCD3xY{um6`=0H(yVUqO3 ze7o(rT-D(OBJ*JGjAtaw%eAm#(qdt*cO zyDsqRAj^>y(>sWSS@l16uCS1as-pr=*LU!Iu^Q(4J&VjL|*d&{#G!fWz)vaD86@g*a@%cIL!*OU+tC~+ zHj#$wB+0a=8&85fYtOZE@`NM@2fC(9Cj1=;ys~Xq)Tr^;IaYcvZ6(kE$HA&k`<(mU z!PczD3ipR!maL*^QXTW+TEay}=oCJq>0{Wa-OoF$%PSW7Gn@6wCnv^M{(kt-k4eSq zSgbanUIwu_E9#rJ$A?Q#wuVKUiE$NxL>2U#GauN@u8eWSS%6uRBPs=U@1ACu_dF3>1Apb6B~W zaxFcyUFOsuW4agkIexY(ezm1HdBTdz1O4epjrGu^?Kks?F|uq_J~ld@c$nK0In?ig z9_}mp6qd0?v_(vG?f6?}Jq>iKL#N$}M%pJ>x1T{Yzxg;T%}l}JmlIhXMc-d++>`Jf z*jAH)VWlwWeYTaJDP`8@xV*X3myb@SB~vVKUg(BKfO|b1I)&wiyI%r8PKdAFHa&?n z)fuo|ToR=jGNWX!561FTp~*}pK}BroEN!Bb|acXo_6XHQD{Irwe( z(*{gB%=FQu8Jwu`_*!H^`+X;ZrRqJh0Da<>IFftq?k)N>&GyfA$}s8Kwg&npToSzQ z1jaFg*TI+g8t$G-g3R`5#V7jEE@uYPe1q;XCe^IE35u{-bVZxW`b5RA{cq#6bg-JE zO8RB2j7vLO`kr3P3dfo)3EA%C2Z!zIAvLhhrvRFe9q<2qcD}N78!Zim7LO466)cd?nCw3rUR1 zP%sZ%^co)V(tOw>Q?(rT10Jg^#uJB@<(q(;V0kM#vh&o9lCR=6T;C3o_o(*!4s zH18PNm*)v{gfXfB8qrBd2F9u$X2N7K3slH`^|prEyEeLjp0sJ zM}`dteag33D0diRz1LjN#U3i_+NST~URRf3 zaG3cC1Bwo=CSx!N@3`N@)-$kl2E9&u8}3p#_$oQejz!=h9hn+ zPeD<Ix_!DvEj&|igqq>j&#M%4*6JSk{Bi{6 z=F-wya3YXyfSNqpRL#o9>^s#{BY4T051>ERNQ-4u>D7O(k$>=PuMDx?hLmAjF;4bv zwdX;~W46`uXsQC%n$Xsoy>)V~+|$;Pgm89d?TV3_Us7$-vork9O|DGm4My-bA6{za zpd_bb!N3oH96fx{htZO| zYJcgjt(g62mTPc+n(MLyABnW&(=7iTmPq%qESbZPHKW%Lf8?mMA!XS+*{MR2!6@O% z{lGSb{$qmO?cjwilZ6PhLdY_6?)Ux#O{v8#cy00wSN}<+1#Fij?2=T`Z*IsjgXjG1 zaKkIo`;W%DN3*00NgbL&`tTWpx);6iMy;EU=ZJPBfA*6-S;fw<{Rf{-BI?@s>E^mC z9Ax3kPYh@20PX&CnxEfopU_y;H~feHJBfcNyVd{?q+D%T&RE zNDwT8dczGEMfZsNwE#==WKS_;lgfgR?IJ9K~C?xp?1%nCHd0ZxqG! zhp7V^Xr%pGihFym40$rro9eYkVu$ik`Gu$;v5wSKIdomE+Ry zW`Tc*hygU_r}uF4BX|2j`G) z%UB(a9~J7g9toj}cv4DL(L<$iB#W?%xKy8!jlvHBO_@Q#ATF!GtZU*zX$v>KypZMz zM;Vv;i>$w`@Qyg7R+V&z*Y2A!i!k(FPBu;`2Q~TXZkq`=!*c`d6g4Ii0r@;B71|UA zdteoDb+x5ir9(ueApMy;td--uW(QG}uv<{Ve9Ri=7B`!)^<6{O6P)5ObzSt71DpSQ zRduH&W*hSy^HEfYUa9n5C;bX$7c{lQLgKsZC@UEl?wISs<68{)K-C^r2J93Y}6$c z4ZHuKhs$|~SXWX_FcgL2j6`b)a56Mxg}?PwWLY`h@t?g(Co_=$57nkmcZvEs{6iHWfc^kE|$^ ztEI@ZP*R&*voAq_SNDf&Pf*t8)1TEji;eT+TN8CvOa8-(_v(y#^m&}AIlwXaW`apN zShGaGaRT8Y?nB?4Z!ZPOIz)4WvTg6@< zV$F|oehIG=BW=##nJyA0+9-{@9(!*-l>#+xv1>!=O#Nea5~xH&U<6D!Y6SI`&Vq)pOM-iex^-HuOP^X$fDJDvrUZFJnx2W|5`>%?1c~d zCR62g8pHK~L~*@vk+prAnH24@R{~n^ASL9R5=VeF;sb%Ol_DY_>QQFC6Kk>emJOve zx8;g;hubt5pFxLVW~t||;gNB;5a#-j{K=l{tMlByWF;a=ta^9=VR(fw7?P}%-!}P4 z4iipWF&fOALF8Y{c0Va!x1BhH&BO|n=0Q#SQ+j<2PXacLA@=cnA=W>BoJ5$y({$gf z>mOCk>Y7@DhheLFh5BngL8`@vK?cVQZDRwQU?40Aa7u5J0_@@PohUbJAlVHQ>D4Bb z*|uDNK8Q4ggB=QE-2frNiF+F8zGkZlUFt-i4g ziIl#B?qC+afy**T@lpU`FrxFxf3SE}s9NP>E2Nv`FHsUFNuGgM8z7=5NspJq10!#$ zWnx^G2SmX25m&jw_H@@w40rt3_kx+$|p z-y_!^9=JXozPnSRnb8*0xuQ8uoSaUX>F{Jq?eQUb9pvn5C*Ds?UGl(CUHqPcserv> zPKez;p60gF(aIT2a?>r%>I_UqlFU8h?HQ&41u3r&e{g~!uj>Gv@<4d)d5fF@R1>xI(!9WNCuY5LFuJz!a{(VEC&ILp`HQz37IAJS z0+p4(_08QMn14|D;oUBsXnr*})RRy=s#-BIcWaQtzSd5;aEK z1Im^e#eN$x7MJ?T3c$6=jIhvh<_#<<<0_8<=t#49o$jvi1z#=x;H&fZ!B7hCyxO6= zeJMgj4yJ1`T2!51Lu-v1)owe-6 z>d6HYwJ1_?PB;a`)t*NAMc8rzE!7n zwf_m$-R=a{qwW}zpt7q`eQ3l_yOsqPd@Dk_*ibtScX$WGT0DDbW>oDQR?U4_nPaU2 z>szP3Exh(JNK*r5XOPKjVn6P*G49$(2h7qpP={J;?s8E5(NoKV!fXkb!kkk-xMhki zy`eohCY(Bh6T^G{qZnL^=-u+#idJqTbuItq;te`c8)OjbVBFc3wOs-v8RN+yms@tJ zA2`s43YB%5%fWQeDZC47p6+B^Vaqc1MxTWv&AJlxqTIHH&XHdCikpWPfPCn;bQr|z$$%sv&FtO6RF{mHTzh{8vFuA&&go|ikHBtO$ zw7NG>FJP}W0`_W?I#Jlsuq3a{>2}ylzn$>55UPE=`FXOrd9iNs>iuXVmdtBzd&#_3 zpTK75O-M;@leBfkN#Rw=iq>PYwUN)6a12-@B;U;Cmul4VVEw`qqBr-!$A0ti#o(-% zH^r!tyr8c_+v6d@Ey|322Lf&9oe?_Y(Pl-uS#v(~LJOu=n==RQn$?reV+!S7V=ggH zqXb6u3xZ+xtJIfpX)9T@FMV|RDz8&)=OKQqG>YREC*gI?h}|q^-ed>;X49DkG-H~c zsqLVN`PM9z?fUy_HO78y!6`L+#*?O8Vd9AnZHHb#;uEHIVe$qLbd#K|VH7U}R!^DS zp2~v;F#5Q@4cOa+Xb7w|mlzxzbdB#86P8^#y!=furO8*xDXLV(l?o}gEfXevc+Xw) z+1rEqIy$@Nq+#EtLMAb;yzM_i?MKfK%2bwHw$Xl;Ad!Z-$fZ03DB2B zsYTCXgTmz1qO^ta)?r!SgM%OmSg4{Aak6$`$_oKJ$87zyzvh09c!Ns6w`m4%QO&n5 zqIn4$+F-7GhHu!pJzZ+diQB?$LMXtH^dB2Y;p#&aGnM8 zwKjkqFLG3euDK!J2mW?Oe$-`ni;CBju+IPJ~ zn9!A-IFN@YzgOrDoUOoQdatt=$Sj&8uXHp)(RG_EQ4zUwVvoFF1!hDH?kmIN%K*2f zG@avP5=#e*o%-yX;^O2<`odA!4iEv#FQw||MbT|`TXa{cLI-PaZ^VNW5c~= zy{!>%nga?1mqYo$+_jTMeh%py(w!arYDcj;`Wt{9{f4{Lf;-nQ&%wM{$f1j2!`2>m znw#oB=;dkba^6`Pk{`J9q#+3Y+Pc?25K{%XicAvQMf?H)jlWFW$;-T-K12M=W6Y)b zYcHFG2QOL}Rx)0K@2=O1NzYkm&V4#S%}djHVfrMm#I)+i28QuZ)GY~Dju)tkzYgdO zRhk()F$<$)0`_oY`KrxQcy++X5vKgWy~(R5n(Hs9i2S?;?@S%?@3r4;)rerAY+&A< zh6>)Jllc8WY_Vq4I{~8?HZ!J@y?$*nG$bFZJ$mv9{~;6%0^BH0n|rhE2DT$@fnqG1 zG9u2qFOXIX*wn1dS>=2>cy;NP1K;6D)ppUd4N6n3)^H#Vq!>b1CZE@yu{ZA<^?>S1R0$bN~hH(4j&BE5f_hE`a{{iW`3>)>^ zE2?S>%UbOacovgvPV2t^<~zn>%yt&Z^@geOB3l%j-N-gLkzkH z&3H#j>-_GCxRpqr<+Znajb}$?NSoxeRFeM@dFYU%H)K8b9*HUy@|S2k`%d#f7goV- zcB~k4d(5GFnw5OL$0^C#v!H7`OOt4o=}vr-&gxpk+0WG0p<#dBXJzDazy~!cKPSAXD@bi;ok%n`h=4TEczfk*~|q zyPvZ|O+z7mQGn^MmcrxpZtRXmSPC^2ck)?S#8J%1ilMstQG3UAh9xM|1d}rA>lm#z z{qvrSCDMvgwGo^0-2Y~f{5+?T^&l!L#Ae?T`g2nMO6!SC26&-!qoR~5$+=0xUcWrU z`eVEA9yR~W^_5S1bHrmyBVEsw1nY|B_D+@(h9{>c)ZiC_edM^X%Fx&wO;JJ=JC(=m z6T>%%6|ZSE;1R{$Z=T*?cIM75?_It1(d9Mwc_TaLR(Q4HmH#ZMPr8rRUMLHL$?GRQ z9mo$#y&AKN&X0)4;hadYMG@WjOuTp=!!DwLkO%c=i$pIU4P zymh=hS>D#^xe*v?mLMfO64pr3@KO0hhQapu+o|0psdDy%$5ir}}PB zS*D){Y&uk=Z}`#^?I|672sp}=V-|c&2_s|heO>G&ss4^itn>0EVrxXj{O*B>#FG3N z#vN5*`bi@fDxxWZx1f~T=bLWu_4r~u%EvZ3Z1J${`I!FeMvYWx4Q8}BU*kzw@0}!5 z37jbOwTR=~2A27{2gSS+W)H-wHR&>6ts=gv^Eu~P#u~fldgdU=@hWpP%(kNq`C#j4kMk5sdu zf!YPT4EM$Ki1Lj*1R#{3QOf%z>dsNAJP(!b??43Bw-Hy{9o0QE=95d>MW&PDiV#1L zG{#Y&AJNp?%acwTGAETmVY)jWar3s-F)a@-JRElb4@dq=ptylI<;n@W>PxDSAD0r5 zKVEFSmCd@g`m#Vgv|4?J_@|pd$54vRBe(MRlfDeC%pV;-<`KF1o@~ro`d)0>H$)o% zpCx7R$za$Kq3dnR-?6esQg2gC2}E|7&aNaP!wy&WMl9JrLYYca#bQl_fK?Vg#1RIdXzY&_ViIi43==1K9F_iP zt>=%{=qi{uGOdnVhyaF9!~D(NFu=t98#|Ym1_X4{=lQCl{zd+(4%ooXkk_Yw=e$UPS!K=BY(%0r zE_m^GEpE2~?AxqmcB zczIM4P#pLz8nJ&Pc3-go(BRTpIh#Mb_D2&T`+(w5Yxh@-`Pb?|6L^i zKN88W%mNYj<3T*lhY#7kRIVEB_m%D*#JK#9d*UAQ&lACC;G7n{>@?k;*3_;iP^?}1 zE+G;Wgx4z>Z&7MH|D|M$ZwR{2$xSQbD$oG!rby$nZfYL7^w+KcRCPZ9&_=!i!*Bpi z+j#u0p9ORlptJTJy_AVd?)SI`iU%ONS=|Oh_%)EPcf}nppFIE22h587r?zIUlbS-c zsj-?gsJ42GG1kV?Ko3afMWp&KO(l8=Xu!S0tk|G^3$f;>zDT{vvRNiCIwX3Q>LvT1 zaNm|c;l9q)U$$&%-_I^-FLUwnZb4-jg3yk z$s1wxcT>RO5y}Rfnj$7IU~`4GQmg=SxZg8rh8))4L=NM3s;A@mFW}ZRDOTEyMcoAA zir9QQh2J={FpHv=QKlU)X8EQmu1(c;S|W+xSeQ|f66Oh6{;DmX|Fp4cs~bF4+^kEt z;cWf~sQk|{VlNJM3_6HnJ#}MYr_^mSUE86!9o+(!08NoMC7ccr5I`_msufL|s6m9uTcts+bMG9V4Tm!L6s$ zmm;Q{E?DFs(qAxWVl`FN3Z;XjY8wZguA#I}$^p-om{Mbv?ekBe#PfU58uwZNHm~{@ zn9_UoQ`Oh~les3R=0vGIPqFo)r(12DGG_{b(~V|gg@G1s|#Zw!)Mv` z$fV5njd*lLYv252k+q3Yt)B~@m56?OZdHv#Cf;0BHMxz4Q@?_&76dq%GIV8xx3t+k zzJsy+?ihS#ekKk6pk}nNY1R+R_$UelHD!&y|Ijvx7v=1-P!LvjXqQx-^|*3l#vyor zYjOk-V^j0A%M2Zu;%tlHbw!5LoLd@^L(|;e$V6EcKC-t zgvGmlFs)wpO>ElF3iOvYGA;w?ZdxLMUdGG-;gbt!J9cAXu~ce5YafRUO0i+(J0SUS z!e3eDed08F)<(6!Wo&tItt8KLdp_ydbhZd?<$Iom$u zEV3Z~ry$&r{TU1#rUr6nPnK#Toh$PPSvV0zoXzS2ebm`mnB-!hD$#eTeRTJ*v0ePum(rw-m058T4|)@T;71zj%PoX!6&WT4#6kO>WA z1IxBL<4KCO+M+Xba$ds>G7GDf`%j+19y`$TSH_<1jYiGmyteaL;H?kDnRLIE!V|x+ z-N&?vfY;U1B=J}Ot<)%lfpeN0m&~fHi$uCz2YLM3a>J~y>#+=ibPZqo1VdqIt3tViV zWBdCtef165&!`#hi7HTW2Tn{=u~gQu4FcCA=_4VXWyLxT+gGtSc1VJc1J4&smoHFS z$n5{%r$vuWens@F4iC5yAu^l2``#xxG(n#T70sK#8b#ht2A0hqUw0ku`ls?Ig`S82d9`m&73BNzbKwMu(%frk&F9@&DLL zWIK3e&DU^mTUN#s2eVcjIE?C*IgP5lGd;F$M^VKcX-ck`p#a4cZ?e@gTTWi>^7=yg zQeWpfp=4m?SGIgoAwTMk)oCSL3kS%kzbQ|^3JI@%Y zQT7iD-t`6!@ zKCS>8!~-tJ?4p<{S~WS+%{?Fg^5Y@rlZTZ9&J-i&X02%N{b>OWPHyIi>jU1Gjp=*! z9qbulVzd5a|FmjESAjiOH=tjl4$Pug`a)&B>>|_wB{>co`Lo5GVhzWF1Rzw?k%8tk zsE=rZrcBzZ+?H>x)pz7cDsNX;FzXvO2ckVISH`b#@>WU{fU z<7bfzFA7&ON2`pOAqhjRVAME(KL$eef_u*cH?~S+RH?aLPej-0dP$PSL3Zs7rgI)` zXPEjt4|udJ0?PdL%clqi`;}G6dBOKm^5ZA**LYoz<7VU!&gKmp6$@4duu$Lz&|kVt z^an98i9QiwwVrD1HeeatacpW&9G3yTw$>ZcGVijk0Rmo zyuhWRa9-ZHz_2$>)1w`JGq1JV0t*&dH50(G!*19#DX$g*)3;LQqcz>uRY$gCdIm39 zDGxTm2APPAORAY{o}C`o<}Kd=XA#dnYM5tRFRd3HtWg0nqdw#STxUqRL`)`1bhxq5 zI=d$C3tX0aJ83nu58OWzuTA%E^(>C(hyJ$f%?`p8RW`K(!22yvK5vddK+^x7(~n-9Z)Nwe}@r<@BD0N4rCT)$Ve$SmSn!+-fJS z^FZ;nuZtPGqxmxSJ=d6PUoCUsPgU#OJv@ZmS9Qg!IP;OSE<@>N9l zbd3Xor?zcL#c8&!YeBy)Kun$Hys28ok43za)tGm>lfNlw>tNbrWo>J#b+ghITigD- zDpeL$k!>(d&n1Bz(RSi(AI3Z&^cPj4hibBmTnct{N}82n#D>EYvm}owVq?q97a{ItIt0XYTAwZpL_JRZf%xL zqB52fnK?%~M;%r3%&J0{`}9g{u_<0pvKbVQ!GY;FAg0|CHC|}=&x9T1#;=Xs$TZvJSWrspkUn zyyd$0)+upQt4C}@ISw;xQdlect$1%O+Gu?eEm!FH)RvCZ(Co+Y{Ry~<5)BOvHYi~s zyCmXRW~+E%+cxXPq9S>wWd&wR8Od|h2}p(H$r1tmY*}P=ao474jqAv(W=9?(sMC^` zEpn96U=;-M)Q&*U%%*fuaq16Di+Et~O9@$}CYz-EKkZ!kKh$0Ozi&}dmMlq@lr0&Q zk~NWt$WDj|V-1CoeL~XWCdrI3mSh>mK6XMXRF=WmA|x5h7?XV&X1<>feeb89|KNGO z`eD4xcFuLK^S-wCx#nPMkym-7ro+=ldJA+jlMLxO`rAf^YG=)4*@LysPhIz6Q=#MX z$$FNlto=`F+E;M!lw!h-bI6VF{WdgrTHWl!SnGLvP_pA|BsZ!=*c8rqPq7aF6zWR4eF)MKAKkaKE40tM=5ThK%*#EAd3juUZGz2xAxg0s%Q4y*p=%HI*$aY^T*{(~3bKSp3S zzV}ux?f;LVopKJLAUkn`HZ6{naG*sH`*T7s~-7XXG#7hneZb9#x~(jWyjyC!w_J}n~!u&f0Im|1DH)C1=jNWtpw}9 zl9vx9_xZH1aK}0g1SVtlWOyA1P{?v$EVB2m(L6{Lsmp+8Hf{+18j3 zR}n7FbCKKhG9hk{;a~s+K`@F*+-?_uGE(FPZ$cMd~; z{G!aFDwabd1``7ZBcRX27F-YS8j1*qd!OwoboP%cd$OfH)OU`&bWFqda6;Jgi@L^Y ztrBuoB<TkYzbtNPCUZJqcZbtBcrhC|nc1i{Eg<5m=I>Z#2zoQ|ON z_mu=^-76?I&g#AdWFa44AQ7=apqKZ*QqH3KF@T@1K$F)M#)ZwH&>;8 zD*~F=10_r7lLs55$Cog(Fp+UKqG`N6iv1vZH!lCs6gKzf*pCQn7xDzZ24@LiMNEEj z!8)hz_1}|^fEU|UdC|&B6+QBTMjjEeANU`Fa5=o<+})xmE}cGp#t7&*@hNb5!C&E9 zjISBn+F26K>n$!s70^-5wfOx00-Kx;bpO=A>#_^x#ry{QSZXenKtu(icXO6!kJPcF z!WRa}FCM!oP%ri_7eMVs!az3#o=RH64 zC-=39@H>R%0J_ZKiaN;wIS@`tP3okFP@aUVpL>nF{YqO`wkYew{@ay)W zjZ!b9Z)jgp@XE?ODwJW8ebsF>B`|quG9roaK0jfW*6Q~HB)0Bw>=z}mz6DAwqo)am zKHBTEgH`3rtvm)O`x&E>2mq1mCpcs+lhMlp2&?WOeI3ON->6H+JwLxTCg!Nki&+)( z&o8apid$|3aW_v9RIt@arobnoM7bA1R)=Pn8SQLL2zC{b* z0jjdhu_Kr!JS)D;0C(OZKRNrjp(+*|eQZAE+doy}(~p}pQ++gGCZFM$gdL`6U%a~9 zsIWj&CW&|6P6rj}mvJ49m(8&V#PajTxn^CQ)2`*Qo zPKCzmwgB3f(0#i%A{(De)M_w{lTogRE`{6}t#^srYjw+W?!jYfuP*d-uveG5ps$}} zogrGmySqTiS3Z<@`x^BJ7bcylPZvs0HNb&75xC6oF(C4EE?pBWZymLDOJc@f0wCDG zE(0iQGZ5$W+H3uD!95d(Vl5GE>1Rg(KSDP7D+NdpX;QR`_Zl+fCVGxhsq>YdqytLW?|`U z!r*$}Xo!DZ<9~2|DlMB@2dliY0n|>)h0T(y%1w*H=zvJU(eRvOLlQMRXpJPh^wDnF=WS{0^!UDcQ{eok{MLlHZSQnh;9-gsNu<@Xf zzSLI%MCe3sn^Y3Y@Di!NC_BBspu3W+l2RL1)LU$Kz4%~oix+Nc4?8K+Fo!}2IRRUo zZLG_Pi8*MVXJeIk3hF-5B5hq2W~*QAKY#&^HLL7?dedUY&5^#@7y`7x7ihv7ooQH8SI-i`FMsRd};i~faHK}QO8 zwT_Zl?^SOqtDFQfEw!1B`{dnvjhdhElu_g=Zf{)u2kz3NHio|)Vx~#zXrAy_Ney1E zq!4G%ZMI%5%egj(UP^Mn6s@_9MilqX_dK2R<(7PY$n=5_-&_LzVB%+&%|peVgA0_Q z)+=jcp-aboCCL@ns|ZkfwK@tFtu!@^gXNEgOjVd=>J^9yVA2W@0h z#^l1j1qUrJV3vkE`~kUzrJ1(&BgFI&T}iyrpT3}in?IS?=DZ^hRe10=$w|XSrq2PJ zlMilA`|jrOZzCOjzh%SJ(=F5Hg0>3y==0% zbOYc>sHh}(<5wT@x+f*OG>R2Ll&R#Aa>f?H-eu52gVBUf4?gnskJxwM?oK#UT{K`P zwjV8z2||i*2bU_3^fY;qNZyCt=GGstW?nyfJ{Qv_+t3x}>*SwosMJvk0qrp3#Mdh& zugOIIUfPqkxq;_5DDycRcA<_-mmBBrNX}&}^1o9AcF3OR5o4Rv8U;N>o-=(QF;{PV z1BaiwPG!_<6s5aP&9=$*kp;bD++Y(q9h>gs3Y$UW4x!642MevJdhN97OQK1r=={-P zk_NR1*G;7dnyZZX5Jo93qd{x+n?6kgtMhO7w&@H%4uQ+XE63BW?9=ltdwg#!q&cY4 z@F7BG+gRaVZ7cJ8;uf*z>(suBUhufy5bqB*+P7((_#MB-!a(JRbfmV};TraMHyHf* zNk*|9XzIzZX95gfrxw@;wKISv8)mGg!AC#4kIkE)>T+v&xsLFLZ2tor=v$CO*3}|) zPTy$o$u4?blo?z_GbzNj#D;Z`(t69@EzhEZDWgHB_q83yq-2G&U$kGVnMk!I8{Qe& zqtX#{P>&wHIf(Xty&@yM>HoNn1-c87RRzoBx&|SD-T^pGtp9+2SASunG8>~_bOZ=~ z;TaIu?}3LJwW3NlQv~Lp-v~5aCtKqy3;2DP__vM+C zn-@1?U}w{HyX&mL6Y3rddw2wtRCXip`kKt@AeA-1glmlI9kZuN?qMVtWuKV=WJAbJ z;BjnhHJKs@80q8M@2}2Vbg2%xDQx;!l%3&(WXg)cPSH!{9A__6aXo&_i0*rBusE^e z#r1m{}{Odj}0!7fmPNMg)~TW8kQjud~n77J$9jT%Gsw zJ_~ooO_{o=rA!LFX3DW%z-VxQRdz~8 z+cp9!XLi7q@a28Wm-ZHjY;2JEJM9>sSViv0Nv^o%K1qpG`?xcsVnxJwNoRTtDt%an zjRg!u>PHW7ud+r2hAku=!Uqa%Y_jsh02Y{05AP!Y#>Mx%!j>&-$AO1#fcHsmlk6uv zbDP7J-uNXSypCh@Q{I7c-HEw2>x*=UwE5aK+6NgswbFA)beLRd4#C-}S=Esc66A{b zFrj^d%2{*95ODe|EkuJ#qA`TnqFOj)<32_{?{hN@?EZ`fAi8Ljeyb%KV5JTL^QOB2 zicf#AmTcrUAL7oCv%wa#A)_CrH+hw3rISB%u9hfMdSP?f7fa-6Pf3Lre1}OE)EIYp zh(r&`3-O=3>?on{cg%SVJNgAT3fU)TnKp{65eh9qhK{mT!TR4ej}4Kwz}{6xjh7`& zJt3Herb8>=I0a!&nkW}WG;qh5T^G_W)RVs8H4`Vb{$8#~Km|;MDIj8#1h zr%@hE%w2)njFl#|AE*mH)3g*DtDuB@%LaEVzga?i3IQFLv5=`mtT}MI7nw5XSBr7U z(xqYot5-=P>DLjk1c5Sv5B4bYY@GOO8ZLD77(&LhRi)028e5MaD+kb=qz9$ct~l2z zevgU|4EuI8ugws&om55^eh3#|X3dR)8jk|2fLQ1WhhDIhV37sV8H-M=^VptdJyK0g zjdl9=l3KLr63j6@VFOHNMTlcJw$0gBUk`ZQU7H^{y40cw91~mt+6PQZ9kgJVw`*&G zUw-s%WpR;}Rqhd|ajOa+LXL^!KnPDnvxezk<5$3;gF?SB)Z)`b&Mhs5;BV}&^_VblD)thP>nN zwCBpkZlA`No*S#bJ7(NJrvhZGPF@H?iAHE$>}O}SZT^MDBhs7mDpSw%hE>+OzHA(5 z_X-Ao_om%gy*3{?5_~Z$4g){@d2&lX%iuK)t#+@vp;Z<-vt6s6q5Yu2%I?G;S- z2awOEl6O+|=!o6=ialyfs0CR3z65oRrk-W_d}~(ok65q5NnV+E*2sG8&lih3@3{g+ z-iInp=6PXD@%`pW?qXNDuW#4F%<7!4QJq=z5Hb~MTB~I%%z+Na;(3WF@s8~^9(}oP zwk&nF9%W?}E{1bu_!BE83xo&cQ;GSOo;#?4` zz^#R@438Q098L0k%+0s;q&+$W0dc5=tDcsP=VffMHx<75p9)W9Y-4p7SP6{k5(wc*Dd50f`#ksr3?#Z zM3lpXFz^+?m^gnHt`19@(%>M*f6F%Ylv@>r+VS~qD0>xuy;#7XgRZ+~Srko~P4OLB(TKn7zd<#r3tcc7=R>AdAG$ND-Ob z4?O?cbr^J?c3|9E-EFKdfiv*38J#q{JbtfEx2A5bSUPrx6xTt$`I{NRr^QqIvT=p` z@r53hwXE9(QA%f;aHrh`c02pkBN#F)MzV2MEbwziLpbrK%-n~dh<8eu1)kXlTEe0L z+98M|wDK)MNNI5Yx7BESK4f$%umQlQ<}m7IdOXPd&K1puy*$SkrCX*Xra!$8&oCK5^uBk5!oa&iP1k5~G z#T7-GuSe4QF^I;jMByg6!knj_I}6RqRG%KKG$9lF(NQ*TqerA{I`vv_b-92ub}@WB zi15!%DPgzne?k~_YMW^x%+9f z&4J*<;dgXrfszdUlf~9&^v0VL2y$jexgww@VP{>r!T0_GZe=c@*kEt!MPbhwRqKmU zjYT(lopugp-W-S63rTVgHE4{(#`M~9FeCR)jhJed_&qiH{cMBdhbVAh@m>qez5vkt z`=<&x&yl|L`+<=9n*`uhF5bjlsQ&x;FTfd1)&Bn;!4P=W(8lb)rn_^112S^r#ea>U z%FF?|aM$?1r;}FyBk<0S{L%1FV7~bSiJwOLKL`mryRlyy_p7VbL%@CZf9Yx&TrRp~ GAMt-)?>u7w literal 0 HcmV?d00001 diff --git a/docs/pytorch/assets/img5.png b/docs/pytorch/assets/img5.png new file mode 100644 index 0000000000000000000000000000000000000000..4e7a44ca0db7e96ac6b6862a342d360c1716ffaa GIT binary patch literal 97295 zcmbSz1yq#L)+i!MNl1!-lt>MXbhmVOcQ?|Fw19+4H_|rgfN734Dkl< zz5l)MzqsC7Z`PXm&V1iK`yZTj{rzW5Bbm@Bkn}k zVQC{FJrS`H7gv@M7pGKqak8|rw?IOYj!e`-)mHmPl%@A6Uc@?A4!s?nn)6)(uI?{# zQFSpq%7kYRMSBg22=!Zw-(eXLs_by^n_8*Z&k;)yB)C@_Yc0Ke;I^pM!M)7wc>^Cy zz0KhD+*smAD$ZDa|Ax1i5vjS`@2z}1g}nXt;iy9BI_j5ZNnKzB3*bUZ^zuO_CKZ5ker%4 zC{r!u;gRICN@;{b)Wiz3(N~2`bl<$}-Np^X{cV1Vo0lLjZI!D)PBaT_uzYI6MdC!2GPKbs_O{p0^Cj{i@avQYNS9!%`IwuK; z{MhgG`0W#;XKQq`0~iy1L9F7Zw9Vc&y52t^+5u{+L*~S(G;VPT8D_) zenz;Td;jbS-|YSgM;+XZJ^3AWP%X|!@#Z3c^{|>pA_1S%JTCpWYjA!Wdhe+BqiS)p zgHXRF%JoaH7J6Yu#TRsj34Q31p9VszkWAh^x_Uq^ZLIK6O@s)y?qvF`i{D#`@&^*@ zAd+7b)B5o5_iuFKa1G5wpPu7W3k{NzY|_EjLy!jp$xYU^_~Th%%<(aUkCmuKALUY_ zF3Fkah0-kHeZ?O{yIIM6$VA+q{;;g>cKN7h$1@x~6+|V;w)3%)&0gjS4vu_Pc%$?OJKqCEA%o*yjdE~O5F5l z%B}0#8CZ;+_?B58XKrQmI}ZL?P?iBD_<59G8sVkVd|-MPj*{76?2d@!w|R4;n&~l` zM27?eN%j2Z8&=^%?McbQk>^_%5Mfxv&XF8Uzr!A4!ah={pEg6y${|bmR%ly$0@;K02mw`E@EFH z4pOqhY(CA~ip7o{MUw6W9?s6DTSGh_j@w?3GM_(0s`?xf5+c>szK5K61joiIs0-Hrk+xeZaKQpCQO@dCc?irk_W5kr-$<+ z)Sm}D#Mx0}{mHBA=PYg5PF+<$<9-KRkp{_rr<=nQK(p`m5_@d&JU2yIa!!;-j0f{f zm3xK!qx2NDF5cn~LwRb;r&hShc-(krPnDiRBMo{V;6>)k)zEr>q?RF56)H)o3#yB7 z`{WigrEr;(Q*507qZqe1zMN7$rAoOFq_+~<%^7Bek^QaI+_eUk_tP+q5*?7viH`eY zRebBWYzA8bxhP`V*iRCvQaVZ{1sMekMQtkT>KrO=S|2nC=tnj5tD1}sf>&w!;$*jF zxnuza1hkP8Yz3LJMG1TK?YXKYMCwMiY@FFGA9NK2#r>tPbL7<;v@Ds95;p0z=w}&> z)B;MxG+DJwO664O5$NlsXvOR^VKTkFpw&wI@4=r%r9=}`@-_*kG)TCJ6*kY}W3 zFsZ{XTB}?ucGP59L{w;z+cz^bu3PD@3`?4!b9m@b$Ytak=}~dYxqHT!=jP{r&PU4! zcXQnKn<#)i{$&ZPoT`}h&xwFReo4R-CZYMBnpI8-{q$oh3o5jE*s(2Taof;e1HZ<; zFBdMC3L6_+~AcnpKlQhSc{yIqA^6(&F!M;!@24dh^!`mY; z>6dxoeRM{YL=;IB4cKP(0k{JoNfJq%NoN(snnIdt6{Y2l+V~YDGmsh5imLe>E*7p- zEzvTqWq9T6-+c!OfiXmyz==LIf>@{8ZEzrTD<19}A#9;CIF{9a-#=4}0Y z=m&PggLH7ED~ak!FGQo+(5YukgU zDoHA8d9jlCd3j%$zGU}*h)E@J6-pxF=k@U1Y31o`T7P@CTCqxdFoMpA&VW9RzK?&6 zuSM$-OTiv6a}JjAkqOQZH&=BLJB(cmLVtiiqxehltqg-=Gv~OA=}K?(=i^uF@_a%% z7Hn3Bx$0uJrrUc{zzk_cLMzIcOwH7pF^jjeZ;gKYdE0rl`vGqlZ))ADjy1LfNeoHK z*nQaj*}!aY6o6>+4-HM{nT_%@$VUi&EvhS?>*+edGlw>hr^zf(v~!Api8wl%pU9hKzU`S2KzpH~*XCO|?Xs*FZL%!6ELgS^u+Gwc z44X5Wz2$2H`0GGjX4lg-akbF27Ie32U1k~UH6+SfG$X1i^~8~F^mB^byl>ht5iE(WY*y^Z85W47mlTi_Mm3Bqax;D=Elay z4i#lJ#f(tN1x?WI)@kVOW}w-XX1lnP)K+X2e;7Z%XWx!(iAP!GQbnh)HaIq z?WJw4ou1g(J09BexlG;s8a3-5V2rhUVH6OI5PoFWX9+q~#Yn}I%u$}jX@Ta8rPKo} z$GSI-b(vU#zAO4an%Or~Ha;78R+Ym`yh9cYyh0CZ>f86vABLl<520~uC-9f zq3_-~KP6Oo-OHJ6S5yTz67~%7|9Lp_K7F@w)oF20dh1u)Nb902-R5Xn>myI$<#gX{ z=gzgD?U0&?OPsPB(2bcc&#eh)9Y~QZW!OQ(`$$Mc+B}(8d62Y>)w>!Ku zq;tL}7onSrz&AjlGs4@FQ>%5kvgC-{!|Ss8K)=86HX$*ffWz)?1yupnGu7jp}ISv6yn-VqkiDxAX4L%;f-x5ntf6HN|5@^`cR z4{}~T5DD32A40jfP}0P`NYx1c8rXfv{-wMLSsC+oIS>A0SpgLZ-q`b#cuGs=0c8}1 zNCv-1W`^YUZyg1X$^;^60aSbRo3y0#$2STevv~vG!#9bfH8Q)#b~}+$zWTi%0FQg5!bs{ zJmP&f=O5RHpTdz)5#R6-Z?7EWe?dP2_#q$S8Iq`)xQqm*wt_sLnUe#HiMf-h1&f!1^Bo=}0WUtp z(80pZgwo5w-qDrMOOW~x1Rr92cN<7e`3JNd3kw(ui1cXY|ID;@VHxn;r zM^~DEAo&-bHx{mDE;i0?HcpO|cX&-qo!s37sj2T4`k&W7_G#f|^Y4`$UH?fIf&d@Y{EwO1|DMUp&c^Yd zQ~%@9|DLMhYT+X8C@c|AQ6(;Paom2u2HG2mt>_XhImD zN_JofIg;7DQBp@-5n6WldXS0up#R79Zd{77HCbzbgd~C_^F~zN>%mSYY6gMCe1zRM zN)pjvv@bb$ZzPmeP*~}Pi?Vn#mQqgyex}x1VV|W6PLhn0v6^BR=b)$re|l;4@g>OU z+O8oYYbiA|D{C~5$aiYwp(SzVe;IuBe{tl8 zNRGg?P(4O(fdc;E{Py+zsIX|?8S98MVt3Vqs}n#%@5dB{6l|e+Ub=6N0^T-LkiB05 z%{1?fQ~6Ix3O*R8K4rlUzZX?;E((SiXlKf9bK?0>w!QehJU}SSBgq_dxFEI^2mq2T z;JJT6+~N`xSr6eg#IDkGeb-3;OUwSjh)0r0T{T}B6ISoh!#jwaSNI~J@^AH0OMerb zF@oKgX1IfAXBTOP*IjMOX#*0z|-7pS+@ z+fK9D%~rr5lN|jTDn1PN4qem+ zaxVMd#NspA&6b$)xh*Y3M%R}oS^x@F?F@9lwlSyNFMRu;M5CD|0ht0qj)^)|0pgQR z$=3=Yk_xM=`NUK`NqN>#iboOuOH}_J0Y)iRyEtr;soX9k$3I2L`)Sr1*wjYz!aVE1sw}6`>8pAQNxsu z9+%y8zkTiGQlUr1yk@PwRaI*JI~{YZzw1899VKQ&NkgWViVid7I%eVRmnlqotuZZW zFZ>^?N5%6vsLF$;7LxQFJIgLEBA#wE_F-ncgB1GHHIBIMe74C75!>X0O_*yWq&u(| zDRNA{is9^J)-{fpuaZfPyu^B*I+HZ;O3&VGo6|bwkjEpG4&-w}VR=%TSV=xxHv4s| z)S>U~y<(-u`@;oqt6x)=F@&CojWyxpaW8nW*YHPqJK})KR?c<6UoG<+r2FDg& z{}$2&*;fbf*X}e*Se{E&4U{k2KR0NYn|Fiw!BVVK6Q$Ewiy8S%Mn8PpfCHDJ2|B~U zXQUi2Cz|`bJ^}2CH}DBzu5*^%rm&z4E6cPQWn#T0#k zzy=bN%qwZ*Ptq;T^))-7w~aNQB;~j*b8N;&LSC;B zu)MvDPQ98uJIG8EuhU4!K5!@cgs%)IIa!A%ogA;B=0oNS#jPgGmRTCG*z^Uk7(MRs zzREplch>A@QmQtCojewL@+3J{W}-2~K)jpDo&9Q=%$#<_mV4_s`;Bk$ zqp=S9QtP#%C!afXg2QpXdppO@fsxkn`{ff@f@N1m3hkGSFM}AhI$$o3z>P03KA37E zb>m9jY&Kh&CW~jPa;k2FO*WT!n(smD*m4ZTY}Y6)W87{kN~9y!?p1PHS@rjxe2NZE zVW`QEZ(>7beUGx>7GtVf|*qv1D?YOMS0`IPjZv$bVm zO|C<(=qZ57g&zI{O7H7sJy!O`-J?mtZ^$lkBCWj~DT$7a!gHasuGF5)k>R!Wh7rRf9pAaN-_ z`Jvy~AC<^xrQW5Q^lmxeu&@?QT>yd-=>)|R`szdGl%&An?Y*~lkT)DU-UD8*a2QZn z$VgcCIOqC6ah;gT7EtFTXRm_nJNc)*FP=Sf;EBN%CB*)846g?$ zEa&s9Etkq|HsUmx*ckiLIPHcpzzdiaPGeB3b?q9NG4sNKUD-sqKq2==5Vq8RZ1`_Bd?t$+9Sud#Ze8!2*Q@yK zW`|x@LA>WkOxi=;Y!5NVwVN$8(kQ498Vkjf&*bU9I=)V3d5#sGgj9YZiplWd;!?cU zc?kfUvrctjPs5+)iBLdnlE#5`UB@rQ{Wal}U9S15;~jqbrd0R)!VYDcyZDHt7DOOE z=A%Mw=<`4=t0e+qwnL0k6+QJssSeprp((};K@Q(ljBXFs1%z;jg3UjC34f&t7WE*6CYDOw5)of8}+T)lx*yT=qNmY3|{guPZ{BnbY-# z+6VWl_nSZJz0%h&1)V-NEeJQ%N}S9Db(f%kb!N<(HmX19XwOu8;{Y{v+4+5&dLdV6 zyo3O)3J!{n(>G+H;WFITQ#>7p!ob8#$SLOgzSShl|!Ibv~|{z%13eR&go_Gu<&erJY%&qmh)Wa4ff#&NGL ztjE2xg_`rn$hlTJB>Y0YMf_^zdCBN`5v{*2u@j6TE%xs{n%W40Co|vD2yspZUR3Ko z*H3tp)}Xy?&wc)tzG&u`D-kfotOI^!P;0w>n7{tLEitY0)4fWM5qTH1H@mdZVBSRl zE`}ZOZ{0Q1j~fDdA`|&43;7qvm7PaOn>|LJ&sN@faQmtHqUkWZ^}5WlR948<;ZM&4 z0mQOMlXYQ)pQB#_QuuqK68GnLb+zc2-_9Cd%WpdBy;>ZQyjRgb|55aalrCp`9X$k_ zt%gDodJSBLVlMzKO}5zZ9bbUc_S~$tRv&FdpBa8goEz!!&Ny*n84zv8$?iOAySQ$Y zV4)Gb+_9hc+)IMXYlvef0W$2`gE~!KzCsO|-`dbS;U?!=5@?FP|ES@j9Lj?dEX<~P z78&Xd+mZnpPCtR}r=JZOYm08}3vUHRdDFH!Mv!U^CpWlItJ{YZcIVy8X|j^4{b--6 z*&$rkdMA)I8{2<02}tyK&og1X?c)WmkoS>It?9)+3zMEB_nf_Pg)pYzAoOZ;|7r|y zd)??FQK8nD^%QlZ91szXbM=IiE0egdU2P>I-<+|0we#iZR?08Ixk|B~Y zBZ|H^39Bb9rFmG%z2F)G9ZR*4OMdxswnI&8(hM4e4%H62 zFJlRly-VGAe!M(-Q}{fV`QT|0|67-j#FmPg*8P6hx%{1?JtxEO{9`|mX<20cYUD_W zUvL2LGBItp#cm=36OOcwuM}Lc_I8N%WY&!W;GP%_DJb|Zi7hC9Cg{my>X?dRcoG1(N(xcb(E2ZSffwwW(nBo-%EyYD*=FCz@NT3dZ1X%w-8y+d~;t}B53uF zrgc6ko^N5_)T#5!$HR4CB4Hjbiqu^bQOPEcq;#}nDNYh&I;M_4hgp1?^Eh%Js#b5IxaM%OObyMH9JGNgIYIPdmHB{e2 zC=v=r;+=(k`;|mnN;7;ile27gj;g6T_q#i6hMTtjr3Yguz9OymXpJI5%MI)vQ#fao z7!)b~a>bu?j@;N$3jRqBWAOjFB((+rE(acDrLvpV$Qg}VuDKOzi`DP~VAD><2)pA} zO_`H%&uJ#$4HCcylr3*5ez8uuh(AW0**v?Pwx5}KF`+g3p-M|W{pH#XQ?v&5*jBgz z*YQvQ2$gxMMTlZMkl9 zw{+c+*zICPPiA4?inEl3BS%jlj19+fDf+jZE@uHTDAC6i#!*{=`MDsbQ0u*rZODEnvB(lO=M@6|zlp_Baa! z!lzX_ldpJz)4G)!t+5cF0YL@u%x;}7vk7FPZ?whbV!yNbn9qIJqQ#-vpgunn7+J1g zJ)EG6s(7QUT9#CTFw%ke;CtjLl4Fd%mTJt9tI`wLgBe>heDx!7V27cg(7UXmaBS2! zSwnL=I&ld0UTK-_$m({xEo7fI5rsm22{DJgkaEBP!X&zOe+DnO?KKo^&6gRm)QZgCM-mb;FXf$nmG7)DGnowx zg!X!C@?7m5c`m%d%HEx`z?^K-VWN3ZTc_S*C%5X6?(*Z)30L~aGSL_}qDsOP4d%(M zOAJ-rq9%CV!poJCepEh9Frk>vPQFlE3?Nggu6z&84+opVRdJR5Q3A^G|Du~*`-hR z%Mm8V9hQc0%?M9N_);|C{$;!s|M-t0H1Sfi&7>3(wf=M&vrbMI{V&SXrWSWOXiVc= zzuT`V&KhkSb{!ALa)PU{`y3JOI}uj=yC7M-gfrPJlxo_dJ3HJLXwdexT)Shq-+VJd z-OnSN6yt>+I3Rr_w|A(2M7L$ZM>DHBoInm(>rl;p@wXm|=^ZQ9TTI5s`-bd8NANP$qJ`?cM|5x1-?~Fr$uY6F8et^&cp7*zUvh=gS{W$&Hxk;Y5uGNjX;I7jaw7zh$_t2wO?2xGgWzAJa2O>b z)2iT;xSV%$7>8(!-AtqN-rIj8d8%FYR&BDu%xbcH`m#_o zM6xhH|7G40?=xf#(Humpr(C;w7?34AHk`%CB?u;6-D$~r70)jpEk-DY$JlEQ^Y?7i>%|F??uO{j@m>T z>ok`~Vj)XNGaZu01Oo)* zK^GogO&ex1L`{yLR7~`!@P6>o_v$idv5f~r7gaJapx9yrsh<_xwC-BT%BIAY6;9Dy z0F>^u#_whcw(jw(9lfiDjED;%wJkL3y>;AvWqS zWoH11@@DD*t){HL1R39uv75~U(Ze=dWWILEKE*|BHdvPB2lYe%W|IrUa}-Y9vl#UC)e|;D0hEjd6@O4tFG7Nbg;qn9}>eJU!4W{99iVh`u{#gZN zY|W^52yJ+(?(%^6I2t7_Xp#yeVW(8^_pE7~>T>m&vm ze$M<CGpV?)yiBoo>qwLF>pnzdxx6vh9jf(w`eAnB@hUtvrhR)kw)15y8 z2kLblZXy!`(zzY%Jr)Wh#MxFO&@DGI9+~`JJ7Gmwb^}3kY-C&!uUss3!l2k)Xqv&} zW6sYGMe9F-9TlbKrL;@N5uad%x*#dpe3hQZg>pq$3PrKI^4FIqBRIkeY{H7tZfOJz zriyHwTYPiga0mI_`TCKyE%srchPle8avAgVz3^S`*O~kc+@y7m7Mhj%7U9_N;c~^pMv#sp?q0&7?uZpk3Ki4ZkI=6W{*w&n~;H5~-i$ zGxc>kbxciFs13ATuWW8yXe}#vdKK)By;{6JBQp=*;eAa7v@-Jftkd8p(aoj#<>~wR zfRGZ0g_01$mIiiGr>U+byEMom?Z&K5ZRYEnqqVJ#vZr|?X|gE~0Vyo7M7bQ#xRGHJ zI`S22a$%dOi`n+uZ+t-r5y0dvNVwT`9hh!{h$SglM7jHR^*GKd2I}J4D%gM=&ykYVisiSzD?R~&}G_XAl zF^_ZwqrGwHeDRgf-8LORmgoC%t>zoTF!WA&_Ot6vo!Yg=WhOp=)2T*(JGZS#jW>&w z!X&>FcyDnym5yRdGcb(?{FUgAol0@reRO;BJ zO0>EQt#cVmg&Yy}gV&j-sN(boNfhDnf~LCB;^@_Alvmd(tz{VbVm#xTE@;ZveX>7BzP2BhYEh<{+LvTh z=pSmSFvC8w^Zk^!p+iFx08pFef>I%h;*_|OUMiARJh$prw0Y}^r;ojF2pb{k3$hiO z&wO;jL$yl0i~&!AEyyIgfPi`9hDpn`xK6T-ORB}4>MZhRo^{sJjWM*)F79kEX^Tmk1@BU}(xHrR# z_P6cJN$IH@3hBKcWk6Sbr&~tPE~_sDjW0UKzU~g^>^9b{LY}*pxG$_es?TN`6_}~$ zI6tLRJYVqt+ECc@7)GkVokPibtigY|3a5D0eDXT*%A$Ftqi8tSch{b4f8ra5VO1`_ zf##lB|E;NEjSY(e)q4;7+4&uZqs59H@y6u6-jdEVZsDt;rA{l~^x=jXv=t@z6F0SY zz1;JU#_~=Bjr^A*^Q|ZXLD1_dyZuC_vBDX?+XR|ZSGbYirW))c|AARc22rNF{>~Mh zk@wh#%eUk>)$`Lck=s?@d}3C0lrQrfcq0Oi6Xk?EdRR~(cFUA@ZB!~+D-iDR)GDcK z?Ofv$_?n3?PTl(QaOM%D(d@&9m;x~fBro;;8WFr%Bb$U0OKcDW>Ti~bmpFQa;JVR- zkFgrZaY=xb+CDGOD;$v_ZOG>%ZrKcx05dDqd|_qZ`|{o?!L<*5eeDwpTJhX4|mX5>d;+yML&+3KU&Y+Zc31`O;w2 z*Sg7aJ(3IG-}@AgI<2>h`Z2pmUP)T@Xfw-sEy%Jgt6C^dNMzCPj0SyR?Wb(R*^>QG z!iXzxx*IRI03zFo(y{QpMmQ`D25s3X=#r3CQkAw%;aHkoi^tMyLmnki0z1XX_*|~N zy1^CFa(CNB^zijqn7A#c}FJh%|nS>pRdrJ-g>4{zR`+6{tdcGyIO^z zk%O(8Z%TM;?}2Dw6vOcUhSdMX)*0+6% zaI(gm-Swx1RjbL$QV=0}QVVNCgOUHX&g4~U?WTo5Wcv$TJmw8%eR~cv4*BeYIC++QK)s(MLa*`^0r| zO)Nih{;i_X{z(OXe3Iq(>hezV?*c*%t8SrL!yPiGdV7PBI&3V&Z-3H3%bj?f`-WsL znl618f$n8zf~UeqyJx~)t&CR=CQv0;{)B*}_RV5^iYHh*Cj8+LCkEAZUNeT>d0Gnc2ZA5JvaZm@u`4Th3A z7cUU5t4~K~R_xUo%)C3-tFgLmwp?d-FUBN7#lj^{Hp!8%ay~FEQ^?fLuIuRrWV=T^scw>l27)hzlaT6O~+9--E z>S{IZ%60}p%?-k24V`J<+>>o|g0Di(3bt_p?E+W!6|_>iO0(>iW1i`SSA5_nzgi1; zjT^}qFO`Iq*s}xJ=c7C@6{Pt4)b^RVs)Nml8#>A)!{2g}j zyKH}<=B8Ky{HZ$80k$pNes+O&G?`ygSl62}Qc+(3Aer_c0$h$P*ht8&%V`!X?AD5q z#qt?*6DO}G;ucfpDqjel{tz5VO8OW+D@T74(V6YmWP?ayp!wrb$%{AEVz;}Y;-_4K zE$&?G_JJ1-5x2y`?qiwo)J2CZg2Isu7=XRc$sgLe*9_^mY-OWT+gybAf<0cYQS51V z8kb;gANkqBc9XYi4Fa|H!8K_LTrc%!kEndHosk&ti961o3~7INV9L~@By4|=Yt`qE?Fw=h(ByP(t_h1 zXK}v8>3GJ`0F-Vt^v;qyWU$*R$<=bv1gS(cC{ljMc5le?J=slgowZ0S)DmjXAm=mp ztX<@4Ulk{DJ9@!-DRr~}cG9C`f~FhnhFGNfH)YyYm)fm#=a%oW0k&eA7j*8{NfOD;t0sbT=0w zlMbI1C0&~V+I4gKUMJ)S0LL~JU)QgOL!QYf4}2et?D)Y)pD`TwlX6ZxYy3oz<`{`AZpV%Nwi!+2xf@xrsUBd3%Ch7I;@^LF|d)=+O8=&1W5 zQ*j>0h)1|^-R^jx!v1&9vhUt!hd*u;&GLG}cRtqajLn}?Mo4zS`c7Ny;XC``4;edd z1&*RF?7hmxNegxYDwCJJ;&^Y~Kg_VE>QXalAVjAK+|!`h#CE|xE_!&%p?9_*Fe(L% z$i}9yG4!@e;TJlWTHO?C#RiE#gSXUp!8K4R{BJ6}cQbK5V|2F^y=b_7F*DJg{_$&m zj_(Yzo%`>bBBK^x`#EfDL=3hi(N5%6DV6}QH{!WEKXNK}UwAQkIARy))9>dfLC3o$ zvp)4|NN_0I@tKvdi{&^-^g8quX3%)E`M%S?pw-A~h{?+VpjX|!(+C|c6o-)YUVi^Q zPQ08#Y#2CpWnwhwvD27H+QITxToh2G9bpo8b(WalV|$dl%b2YKt=iC;T1do5TUv|U zG;{@*+_*K2da(#@nm0m)H$7juKP%W}=#t+Sn)G#=@{#Xn*m32>w@ghi@c#7MbM}N7 z>I-`70MEqfbk@N##7RA7Eu&V9Gitb20%n74fG!kJXJ>;58;YT{|who4F2lw6?%RUB?)uDbtR@Zbws?PE9323;kcSah2-5?HK6kff2beA0m@mHXc5_AKbM336 zx4oO2_O|fTWN7ZeP+nGvZL;aX(G&>_`H4a$9~@<}*u3 z1m)#x@qi5KbU%6ozJZ={4ZL7|$#O#*y+g~?(0;K*cVJL+*|c8T+3Jo?;oq?Hf>`Az zY9h0Mqtj@%Um{PSX#xjfroiaX!)k%hSC}>NY3Ag#*4o*C`q7rP{?H!tYwrUH9V9{} zBy@Kv$}r8T4Q66xu3NZ}Ic9lqg4>Y+C^( zyqvWlgV^%5sTEnftpzBysKDNDsspoN%$o~9&s6Kgcm0&KWM+*NhrT7~e&EEgQ4{@2 z{He#Y@i42*l$uPKF|VM{D2Bv#({A13Ozu%uyfP%}&0F-OlHjx8^-e>{`Oy*-fzJ24 z=t(Nzy|;<)c*e0GorH&79?^nB_+NMpWtay97m;=9p>v>8)j9kq9`?rZI$1xPJKpcPB8su@fIVckn%P2C8)le1o4< zdARj;otnL=p&Y;NZ>4C+dyH2Rc4q}T5mq3hs052iKX4#qBe{lHzLBbrVv!&58+JrR zN}G_P0=EG>uc2KYc4q|=eB^@$Lj74HERt*>i9r91_Raoi10th3(Y{5sjC-F8E zwT!FkSv9+XjIrvX6yL{gz}fg&5jSS*gno@d&{l<|qbX=M!Q+!L#qWJceoK5JqseE_p2EMb6D>UlEaVPt{X8O zTZCEg!k+>H>nK_&d`@FrWNaM=I&XLp{~e%PaSPv)MXuABfoU)Yt@Mo||E0)eff>IQ zmCw<`vEE5R__=sRfw>)fS4ZvQt=l1v@@AG-F)5MoXn=XZc{BIV%|d*@^nT0EamvH? z0V6-C^fS$0t?L^bzx_Q~)hgKKPZoVWpmTo4%>2uB;k+0%Z3&MGgN+7v#_MZ&SH8C| zo}y;^FAi>VK70An$Y*|Bb3uR1&k4?<)OH-p-wV_p!aEiQKEcY`o(TzF?+9t|bT7}` z*X}wc&o)ly2!2WW6!2NZ1Rqffin%KVvHAuV0ODVw?RE}`SZN%@l{q$Q8m~tfoh_C| z@UG8^8x)#HdPiku%ZYnl2NxiMr#Y&h+hp5iP|O+Mb1%D3Myh4K$MdFYFi=4@zT`B7 z=d32MuT%Ac|FbOOj|vQbTQui`LJ0RxpSR_~{Ju@>b=&RN^@y5o9H>lAVcrjg=8R1HhGslcg2Syl5BBIRcjE9B zO0H+Ye6QvQbZdVFu{(7kx*p^>wAyGsZyyJSkkuJ|=^JDf<|~_I-jTaBhQ3ux!>D-= zAJl#B-R1lA_l!j*kKdX#`v^9natenvngSaBxrC!K;vk_g`WhW*+CXwk}! z)&fC#O-@*SWw~B!1MgOGhGQ5-YLwN!h7D2+p^8~K$XtM%nssuIF8!tKL&-#bY}!_ygIB5dVNxv{JE#%QBE)l zxeoo1S#>$i%R#3}JIu!Y_P9>Av5vONhxr~Z2RaSy+8Zs77T)mo`cdr$`>-vWsx5N3 zg9B8qTyW`j?r0-@f50-qGuiq_T)5-6pC-QiJFsK?IA`AzRZiO-ug3Ck3l=tHZHCA7 zIx}5(#I(pG^`j}~g3s%BL@OEL#72QuRq3i$SZznA(55Rdppwtio4EjqWcI=ri(GGs zl3P&ejjRk@#DnYC_8N}Pi>RtEQ#icSNKUtAEo;cJ>&C-LpS5Q=Of=_3>k;|m4YmE~ zG<=B%3)8olc6a_^*qTx~^F_C7xuebX^R;9%Hi6QV9o6==u8mK3ZW1Af#5)vj1#W6N z7k`3Z))jEV;8jzuGkV~naRy87%Rt?F&6IW)mbo)q!wt73Z21`5od!O8MhmEtvjeqbz2jzdO+xlK@ZqJ!SmSt$BI2uH z3xYipsD46IqLfb4&~x>zV&RIocKpCBQ>Zuo*+*5P*3}Yt(UL+N?s^NR9uY7`y|W9h z>W-FF!*#vs5ZBw+ukNiTSiW3SlDS#k!LDm<+>8yW=p?uVp6i0Vf%4Ycr_$m+~ysa4GS|#=WKKn3t^^Sp$off=*5?Khzt`y#?0w z>2%_oiaQDb3RP_|;REpr^d!FD6oI_mIwiKxPQd#C+oOX0QNP+-omNr4_Q@rs^_-HJ z2h?A0Ln*wMc9YQntUNsGeq#^(NA~#pgfxvjpgoeVcCRq$t`UYkY!_<%41RJ;3=>Cm zP-d5I7yQh1p+m_Wfm*9eM5;;GW_}>H>u8K3>c*K>$1SJ+mDc8wWCg0rFp5i4(Yv!e{$G?7e4HQ|sC`x|Sj+NRhgvBfSQx(nLT+r767^ zrB~@C6hQ$21r!J!r1#!yKty^dp?7HkLTCX(3FJ&%?|#3%*SGdKf6q8${mBSpOlIcu zJa@hB`@SX?!BgH>4cIq73loO3OvAE`=!|z!L=j3e6ENSO&8w-<2Sn*#$(94}oOq5s zKrgKfbxScy>UKB}or1pO z>iC5F78=L6OYf!&sy zrG8DlJyT#y>eP5(lpRg*suWQx|FG70jnnSD72QOX_BH!_FLyG(zDL)fS3Xhlv7K~Me-Juaiz1C4ooj#VmXnEIv8Bm<(_lJR%778_ ztV`KYrei>d5RX?^Y}ugVCvb84{B~GBYy5lv9}k%_2)i9C0zGS)rbTrtnhG(}*pC!p zHJ~kzd^dQ!Vz(A$@GnS4lruY&H=i(B$>nR>S$6D&S?;A(QB0xP>9Q14$`F*nP(ae> z9uBdo)Qn0ZgiysRW@Yoy9sQi4;9CnnPo;Q;FS;i5EJ7m{yE6(Ja(-w##zSnd~?cokyD8g-~__%?Y-@l8$iG zinzBwTa9ctCc7r*llJa$ecs+8Qune|em@fVMyNx`cwJ=V0%eI_Z#g?wTCc5_bo*%FYlq@cdiAH5oF(iD3=l?+oab=a!xf+u=rR%3aU#OhTdJG3YvKSD zyxYwBB^~G9XAC;xFpu}N>UYA4vb$9Uy<|=nbGlE&&m?;8tqVyxr?-jVzgrZNU#`T{ zy@88t*VbX)hrac7G4f2OlHT@ve-P^1nMMjup$K6AUR0gWT>L~|oF|9eU!h+2Ut9ou z*;RX9k7fGh6JmCwLuYsG5O-?*uM0b2hin!!51sI6lmNj zYu8yRxw|H#CpXbM4-`utdl`G_PBq<@RJ#RtA<^7j6C$5t<_+nPI&z!5C`6c2KrdUx zN=~=SnlCy|JaL=LS*KQ$Gj&@uBAu)AOzLkWC^`X5rvo6+c(!T1Vmmc=6Bhc|AtmG1I0!>!e(%GAw z^M$6&ihDb8Ag?gbT`0BC9X|LP|M-Og!slCN2^9>wEQWZ`_eX|_(Gj2KaDQ=05EY<* z?qvy1+Jun8oyq6WteA)doPHL!5o5)WO5kw+#Qdb`2HrE`FdaG~d{vfA`zcTqLUUF- zAiKs?mCgmnpU}8$CFCz36FqT(`Jm;Is5+|*$*bqrp0^Kd0y~QxZRBQbiO;)9+^*Jg z0ncj2%Y1A|{FOBT?swDW=`nabB)>7*_-vzmM5gx}P)l$+p38;KuF>$tG9VWr5zSH0 zCfBk1Y=&x7_0ZD1WD|CMziA_{UzNYUTC>gi4GLbLNt2dUuj&CckJ`B?oy~PLp9#f{ z{!fw)W-v)HG4f|?a59vIIja-{OuB3nQkJ2q`8H z%?I3rizpjbefz$Om6li%VH8RUn{RsF-UB|1w`OvtHMD+oz$ZYuVzP&)4Bgm5p>aAP zW`%wa59jEfg=L<@)#?BmfRBW;Ko`wZyl*!_5f8ZZ&P>bRffkkY2qbCqxbClEd5^Lh zc;d_oS>y*x$CVX$B}E;E+eNBy(X~;JDMj8JC=60!LAn7fa1`G;YkAwGiC>Q&b;oMg%0)V+{`FkNLm=^qtU13tQupf7;$7`&RI6gP=Oiv1pW_IG zE<-HB*c{MqPmjNBGHlmJ?SsXS`f_|F(O**f!j;L*b{qG}#i2GrNL5h4t;(%!ZfU#L z{Jzg2@_=U3QKwUIcKO3(oukz6d_59mnU8#_=z@1uNuq;3WwrlyVa3ba0R90&@jx)#9dcGM*6V{I6W7e&nd z62#$<4WSWOP|Y_JOj0ON;~L#FC7QkoG5^y&Sn&KHsM zY0j6&dkVf^TSG8gd+Y|BSPJsERWq<>B4YC{h7XxK-fX#qH8p~)htjMOH`*pqu>88> z+lr3R{kk~$65^_-wL4HHHt@RD>@jvTv=p2c`^yQPq2nAR0F_{+f!^MJhaWf zOmxT(KX99!RimgtMpbe<*=3m(wr$l0%5on&y=I^$xv=rBc+O))%Br_@v6<|q?w%da z=>L-+-a!}(p30nGoGFY*4-h>jX}BuEE?v$(0HIvB-8#4{N#V4xQuBF}J@8FnI{73# z4CUD5JR`9dvsXb4kp%QQWIc`*DfzNvqie~OpUbvw<58>mba#F^;(i-XQAhAqD{#fiCdXn=J93RU-d`Gw7 z>FwLUG=Y%-pgaT37;jr_m>?Db#P0}CSt7e>bvt&xY)KR$`*7Sfu_a$pcUJfgAbR30 zC&K*AFy-!Xke&&E)jJ88fn+Z7$oYmIY~GZ@Ojuni@EToC`ML!x2Rb*rK9n!|=`t^l z{PHFWfQc&5zR&zd_uPrWw<)rW2qMH&>{E0YIv;PaL6J$_46~(KnJiM{x&?t1m`; zo4}9j96`_Ld7+y-KuPPhqI3=DO0I=Lmt2;ltO9vWj2cG(P7HH6%V5l~fCe}pQyuM# z>>hd~q^@P%B!s+d;LUP(RO^2H$xsIpD0Qj6MjzJu$D`%7{A0%TPa+zUfFPUqWw~pF zEctUM1m`Yx^z-ieTRlAW)oOIe@Qm}YsD3F`-^xJ<>1(i_=OPeuwTOMTM+6x%0BxB@ zpWWZwXCI{BSf}(ho%kdu_T!lstr%)(^GhT%Ul`D z9NtqTmH}V@eXL?@6<&XVZQq%Tl2k@y3)U{`f%6yJwP_~lmxCa^vk-cQl)laaJb4L` z(cwriQ-CBZU>g&hK&J65dOB>6o>6{gw^FGvver)kjw&=Hw5y1fr<;r1U6^>&^}c3Yc8 z;3|4Ql;wT3OT)*zwbJXda+Cm};mdZ_O&_gobXeBGHsw1yGrT#TZOY%Y3Araj(E63s zlh!fk4gnz$L`cdS>$|HcvUr>J<(hF1jdwFuCG?l^kuFwKf4F4+j4BU&*si}|3s$A# z!_^Ei!^^z}d{%|aNre~VBnl4uiayJCGuGsL7|aX|25w^5$}*R&83I2@9V$zaub*Zz zf%Dn1zQK!rvtCZ-h$UURmQfhp8Cc&`88WClZN9X%GE@tf?%f~eoOm|GYpLej(zAMc zejxl>Gqu-jINT2_Ek6RQPx^-i}mx zbGye=8UZ5*M!$m_!Y&7gc*XZ{dwxJi2vr`R{YOO1}0Owf{e=hg0fu|6-5W3U>$Kj(}zu|iz>&$T{x(H2>ICtC{0AuRe&IaF1zxGlwI zm? zenmZ9_^6Fec!42hhw-!OY@`9EPY(!sEhk=+88jhWC9NVrcGJc3MkNsssy74ieazr$o>`ln#%}OSq30sx<<6c(Jms^mT0PG!wlC_@`Frfq7B|3HF`#GVU zk~kpDLvmq!JUEwelqX}0=#J6ukX4G415B3xSi2W=7~<3TT-1ouF8T83i0|)hrwd9e z>E5kaU)Y119iT&MXP?d<`eJ^+J$5F}W6!OiXESPXwn|oyV3V z_K{`lB~a|NOY=~js81g;KCwDe#r(vM@_Mu%fi$Ljf=1TcI1^R>Y&*v{*Gmy=<8xoe>I5I*y!1KE zV2|h4J3C!(LKQgyy<5-(E1B8yR#bq!W#fyN9K^GZ@cvZ4!w#nm&iD50^D^??j~&4; zktViz%@`eR86K4T(3;>t7NnKud)HM9@@4*me8O~iTExR``l>}ItMZP@%*IbNOkI>f`Q>g(ofjw#Y9+Psn%nm3f! zjPK3aDv`SQGnaA_k(1)k--caDRMn-nev{&B^Z&+u`Ey|*N?Bb>@}cAwDmpC1OV)4_ zF@AsccxHgUa?#AIA(hTJ;GC5^f8#Xv$a`VPS6ZEFm3gDA+eGMqV<*JnhH@9Hi>}G| zr2Sa?(I(T`V#<2{GtE{ujmvxg8t>4&YN_kmlo@!3);%pnT71e4uN1Yw$lr?boC=`< zq|+poHo`k74L-QLuV;$6^u_*saxGZ?PqTTnDv{5)M!&@+`}&8f2-7r6dF(b#<1tE1 z&>uBf8gx-VEbnF^zD}B=geP1Ac$wu1Cj0b!%)_q3oOUlpd?{@3GpTXshp#6 zkkFMxexX~rr!7RJyvEBD$>FK@o7njebA7=Ax7WlrG{7;S$##*vUZ3S?lSvSXV324XZC{i!s>&RiXOO0)X+) zbkC}5E$}E8fzN}pC$g8-XhvlcIt3#Qj*G}>uHxVG465;<_a3*l35N^`c$=J0-+>o0 zoH8(Vq$Nwg;uUGY1&lSU*_0V3z>a4OEgAimLtHPURZ%%C$AtBliz`5#6ktv+m`qbs z)1^*$bR!Ue7dL_}jonZ_oOh2%7wZ)o7oRVyJVCP^@4`FhW6PS5m2r)?ba&AjQ8C3qQ+m$eSZC;k!F{_$@6~mj9Q4aG;fc6HGQ2o%RuDY2PPKi(o>4~ zU9S>&`u!D-#9ZZs#=|a9$ORY$nuyY$# zqfR4gbE`FofjpqQ*7Iot)re*9=`wOR<-V+{JIWMhNHSxsi#Q!tw8EX-P_FHbEL};{ z@f2Y6u#!D-Z@6pA$!1#RUN}AA3!-n)gq|F&)H}T}0%{bwN!#^8c>NB2=~4Cosgb3O zcSeVmGdTK1OvqZ;v86?pBZ#(be0ITEq&CzfZte8^+Ii(u3{z{3kyme$CrKW4nShD+ zpxW`nbtP8&Z53Spd9kEZSGSZJ1%xR;%hnk25pQE zG{`tZs-V}KGp0yE@RA1yVVh>MMq8H+n5DF31r84!yml?b9dna`rWU1G3eLT|zCf4D zNafYE6qwEq76>z^{#WwyDp3_zohA7Kr^?Do37zbwbCeAgFg*=RLpMZD`wx>iJ$wox zftuZoZ(e>rxt{f-^<7%AK74~~L!o@#D+8#Mb64Vgo!Y`rt5F1EwXb4Jj)$NJbq!P0 zM@^cNn|)cYc?f}Gq*g~&mPpnPJZ6&vS!zwKuRw{5Gk&?!KZ&NDV%c4g-j6J~|L*LC zdGO=MpSG*!OI^{=LnUPU?voRXmRr8I-!HHpx@X`1Ib1lE%l3%`L5C2bC=6f$`9coh zH5=a}@RS1ywc+wSwK##c85}d6e_%z0VWX$l^=Y%+UNzJmSUHr2&dGDoc61 zws?yPo2!;q2r&_kC<;Whuc&Xl0Q8(#9n{?2cQn{jzrTb^bd*`VK!-NBj>kd&#BM;N zIUlF$J7qy@BtR3@RnufWhM(67dU6KdXBB0Fi_)b1{O(*^&ATlah&#%&FPh~@Tkf|1 z2~1;rR2O7gzp=M>9V67NUn!;kqT42wDqLo0JOEf0k~X%Y9MoJGTq2v{cd5#ma~l0D z!3$T}vDQb%M`b-$mA{hw$*d6kX{Pho{|hNxqs>yze@H={Q;!OH=`;G7pz8)DLwdd>w@`VemmU2D zsN=4ei93Uv!0)|`;_7H>cUu3)!O;X3E&fM52!EZRii1b8PCJwGuBKVe*1nIiki%5T z5FB|m0~K_w9TQrr+QtGGdsr)4T^44u;|bbmeT>q@QCXZ~8`2^tfT3>&nzbf0th9h{ z;eKHN09^V3`0H8{itMS^wL`T27C=9(qy)BiCk}JvMO3 zNquycZE?NN-paobfO6UTo*o6TSJgR%nuNu6vu&=e+^&*)V!OG&>|R0j?7Z;T038Dg!WN8Dz*|AT?4Zh^gJ*NRhb z^35Yq57ALIh*&hm3+XVsZ^rrH@`z~?LId7zU1n}J1<9L$Kfe%jJ2sls(U2&8n&1Uu z>J1R3L>CdMxiw!p?#eAMlbY|)E$qJp?09h?S2Aah&*rAry9s29J?P=QV-v0tF(|&s zNs=;}fW3Z9YvEa?DPm)C5A>n9q{y_I~)>yz^huL-PgeRU+)5+PVj zSoCvV@ZODe{Z<+EjQR@91O_|+5O+I{*b*~VfI)(tTBh{Vp6}rf`<(~P6^^S;H=4?1 zW)h}A(7TrD)oz`66RhZW{x9RXU2>=ExTaMO*O8t%d&AiC2xZhoeuA3`g7~_^P=q6RP8ZXZ=1;f$hxf zG$JiLO9W=xVhqPFtpyozO=pxQo;6z%0yhPNrX3oynV1{d_!1j5hgDzi=fBfU`hXa8?m8jLV{zcdzR>`7uCAz%fqk z69TYE0;XC^>CURT9z$-ey)sI0{>Ck|sgCwpQchv{I^7J5DIqW$r}jq^a%hp=^Fhh? z)(nozS5Bvxl}qDW{p8sO`u3_JHzsIB$BEp&JqwEeYF7Aji7*0u0pU;W8gIEl)Gt9m z_&9c?D0HCAIqZA_;IJY_k4wjp%YM1x{P0;-1x1$s1JEvD+C47|( z_WBkf#0U7s-Go2;X1B&SOZ5R{$gk0fho}5~K&|1e(COQ2pDhilIaD2*O<(0-(-Tkf z0`~X3uzV)v^s1(902APW%6Es-gJ`y3X^d% z`hKSsrB&w{g?%~JkKN8YG&@xTtKpY650A7in$75^->6TnSB1|W$!*tg@%E+1oA*8NC#*8o?BkIGk$o1oLT>LAW4U$`_U`DR(Q8zKIU zs(E}TC~QB3;TvycZ_#alcCbiAIJQA1jL|&I*qYqSgNbhYh3mYQ7jcZqLtu8jC(MAE z^yRJLfb1_TEk@)$-Ivw^K9mMC9p?a-Pv-a=7YIQ|)dOUjhQin9H2etphCD2q6bLEgt3ksVh|R&(V0cBwfk$ z!3@vKQj(2QR%LjAS?z+=2Oy@K!vW|_>K+BkYo`;qj~e)}XKKKhEI>g33ojLo1Q;a- zi$JbKK`k6__sH9PEsTA70-95TF3!Ir!W#sm#@; z!W~-XRzF}sKZdmS5n~ql*NZ3Y-9D%C%%*19{4D#4&%Bj;~>Jw0lhE)Bk$ ztHHm0Qx+(QwNhmzyE^@`8d^4Jyc|H^AjCzkR0bS^n_{{<&`_?07kouspp`Ra5)1H> zOytbmD<|u51NOnkM9u;Px(NUPM&dp%`7N@NZ@ppA5`OcgSnFEN;`6R&7QoOUJK4>J z1TsF}-+5lHrUHitD}H+$AjbpbhEmN~<4e(>zplk#{|aV$&4}RCP<)k726%MeC-lDq zqcxzQCI7zO{HMg%v>%ymsy4HK-)a?)ubIu!wf)AZb4BNo!?HC0Xq5hk(@jdz zKewVFMPY`!LfBsw}wa@DBI8Xkhq8wNFYJpKu`=RW8 zRKfAL6o6OPF%t)Ufytaf$_y$;<7NW!{`>tJ+1@7X8I5u}{VGY;7+*yn6-cJAgU%QE=AjdTHO z((7+KqeUaBL51HbKky{rki_bFD8d{;aD?>_pG3*g&tzufh& z+j2Z!@PE_Cnow?JzOL6_o>Xm>1Zuxr zGod0fF7cSxjGm*3_B|LYT<=-I(V9kARag!&t}n5i|8Y_0G~YK?XgmwhOic`=K->N9 zW9iUmDZ7dHR{}ngdwh~ad_%)TJnSdK;}Bp*?}omvPA}7o4BI*HR_{xvMzjg~8?W>C zN&SLpyt3v4a$#>o+Hy$4_7>eB&<#UxYW;ulvq!`N!ORC=+3l|^>n*~aw=8&d%Y=3V z55pVJaf~Id_c|YBIj!n|vdGA?7Xk2?VJM zT4o%^6=cZnr67&$$)h~%~2GCfy&B0XB*|g~rePMWuK0K$=rr_`;XNDC-;6i5e zGP$9Wg9ws6eSj>jL)o4Uhxto(gO%m9adnm% zbNJh*FlLE&?aUI-$jE+w*-IYB*3m+E4R|*jL3|Ed{MQ1*z`=#&qO7|`)?9RZt%z-% zCjaKM!X1h3Xu5m1&z&doVr>M~C2-eh`Y215%4=QLb3zVIiq~_NcHZl59gFb5d-;j3TEJ$$ zQ*?qpD$H{J>{At*uQPT?$t-Ch`MU7pCm(j_bfYg)m?PK24fQI=bCT&-7a$Em&pMW$ zO?qmDyI{uC8AG>^?$MbR6j^?<` z=+*j`&MU)P>a=4+vswvMM-<MinTj^&byRl_FCqA&XcRjZIbbP z+Ig{2*ca%YA2lEFrgQXcOb!)i<7wJiC1;?%W3{on0IL z$+|wgkk`CS*ocJ9uAbSu^=T&w_gB8|E`h2Ntip$&G1(IVIj(h3;nRb)cthv5X9CJ; z1`q?Z*3P`wBN&z5mMmi&m&p`bY_@LKJs>ijh@ScFZ`W@ApARFUYj}{~87*H0<({w6 zx_+XSY$tIX@F9N2=)ZMW!sj4P!qU0gx}W1>rRiyq->uAdg0Wmp zElMjn1$w;G87*LbxdTZ;BZTZAud<_Usi*58gI7$TR2jvxfwvF<1>n_Cwo83G`ri3YdJxWm|*sEQr%G(Yz)m9h_?MilX`z*0>KCTfV>SaPt+vc zcIQ)!;Qk=DP>rcGFQ1yXr-8o0rjyHsMQ7g0i>VqKTX5TqYTvHN24-ceSg60J;}*+7 z9Yb@D0V)*MJu>X^vxGZ+u{IDkl6kRQf^exuC$Bq7f#p?=(^>;iv^vo%ys45_N(xwR zVXOY0%9TNGYa~tzz7gU%I%UgrGGQ?is0Xk2HB&fQ3~dY+j}bS@F6o}^8hvTbyMFFxLx;-%fY2mh9tuM=IMs{ zbvCcE_lmlyk!5Ki%8+N#3HTBCAM)4`wU^B17eAbH^gheyZ3@>pt0b|o{%Bd3*d^7< z(s$4IFShbD+q4z@78LrN*s#V!UOCXLP=-}q|M!aKu&m}Jc)q%_Kkw8`#eJ64WZ@%^ zUWjO>cv6{2DX&^ask;+8IL?3dcf^4fZ|Yqk*N^@xX57o9M&eA3otvs=g+sQ% zR1hV?HhMFACB!Y%LNk=lUp7w_Wu$LAn^mcaagd5#NakQQO`A+VIq%`|bK7VqOYYH^+> zV)n7e$Hr5`#WatGi_c{ zqne@D)*U#b#j{QGyW#zKkkS-!NPd5UN6`iXYj=U)IF~Gi&Li)VCYb?ifL|t)tD4!G zWG{xt=Bqu~?wYk;5*!JMBj>$r9~~o}adHjFAMumL@)k6MGsGPAl!|ox`sSKi({KwK zo72``Tgw$%@}c)(jb$>1DK*<>OtRjK(A?&6@bo;=AfIdMWKf4Y28XZCRSFt5fy8pC zd(AxG-u+nUUe>Mw1)a6tSIj3Gme7P6cv(f;Xomgu5OP_s4nZF{1UolL-7MIORYbFR zhQL`?Bs4KgfnN0R{AahqF}MGGLB~aEyQTs;gPPw-&mC|_VosY5T{IY#pU%dhzn~eRIbhB6K#a-=>Yop=zN!-RYt15 z9&>~SFyD7sl{o9!*-%5TZW(@bX%smCN?m>ZPuqWG+YuD0t+i< zA6>kAp%h&xY~2qjm11iZ9V!f+Fj&Mj?~Z0iV-Nd>gets95lr_Eoz23WWY$)20$vNT z4F4AR03lG2vfmby58`EpY7M(54)!iElJ%>XCK8)ucCSiwu&)DhlM{<1WSWpxFWRs z*6_LF#2XjXV9AiIcHbCGR$lsLZr(h25+|PLxk7zRN!S%hUAZ_LV>5*05#5sfy*hpJ z)G%M&cl@qe8RBp^^rO6F;BUOmm z-BJlj12^VgB!qwD$X4Xz?zU5J9`AvYd013sIypFZD%U9D-3ZtxE1NmB70b zvM^iC@=pPdSt{PIi;M@E^p3a0p90i(%g)~(9uq(=pU378eKF7eai;F}@js$8<~QL) zWP14C?IZXQqJ{Kr{SyU5`Irx1tzU&%9ekF%-EdZ0Whp6j(oO-GDo4DB|JH4a4T^+0 zTI)EgsR5psp}EHYXG!E*!!B!O`{*JP-clAv6&yu7x=24G(_5o7eHB+?>la;N$f)Cm zF+oo5koJQCMX!gZmCsFV7TNFRm(?vaET9jxPP?Vu5}%Yfq^a1M*{@B0YN;qrww8@(S7i+ggU3pA^g;c@pI@V(;>32c)=c*5iWl9nUArn? z)N-RgXC!q?AzMRQaZfx}!agA@NjjZoCED_<8B>-s65M}mds!@1oMc{HLWMnOq0CL~ zx;d_Zji=#-EB15!TQGYS)&_!pzt;cTkW_NJkYQbkP76uQjs7oQ*51_D zM;f`+GcM1-UqCLCss~=RzPN3g83-9c_8H!0=HKlO8J@9 zlrh$>foO?DPK+casLcwoj|R(z-+;`ps_2RwCrCL%74b2fo2e7yX&Hsn?K}Kum)QC= zAGzA#GKUhhMSAImQC1frji-P!kYP;tQ9+lKV%kTY3p%$3rE_O&h9C7c{=NtcndlVK zD9EobY5mQVPE^bNCO9VxZIY)>BMZ%K45%c4^j@SDDGcw1m06VY&ZJ~TYLA!gmyCm} z68(#w%;)Kl_V-(Ce~>%gPnTJI)?6mDR=R%+?S0H7X|#|oyx3-v`z>~~<>j}QL|&Z$ z?!j44p+PA_e|3Ln%{dvCi$LqSKv@<4Y8hR#!Xx18Aad&7Us8pct5hM~dAME3V{1&P zCJ=Pmt;(LJ@j*#v4o8FAwCy3F8aOb|_ z30%#|_5M))nFr>1CXadVRETz|RpqyK=a*m5!GdKOX9NoQlEOohtMu2vtm!Y<0pkkTG_ezV3FMq;nXMn++y4Rm7*stwbtG*pyp*6=sQ1gRd}1dG&tI?q>T_ zxPwCrXz?1rm$mlOTJDO@nr#;W&xamfPn)!E6N*)#7oMwbs?*l0nKmcc3LW(V?&Mf+_ z-b8_cKJCP_n=Nw+VMplAYxik?vv0TR>tfWqa(*P2j|3}s!=#wU7Y{`B%j&pgv8&M0 zHhb)wlORwlm)D|8ivNPKHI#}LS#v9ILpIL_yfZpyFzyee)Ud*9rw6_E<+u0o4t5s9 zaJwoZL2HKaMTo61&}iBneaP2RZ4S38T&#(=4iZF!PRacTyh7HniU$BJ(i&GOjQ={! z)CQ{2*`>iAq0D06Q;hGnlckVmFKWXgnL0&@3uZLPHymm^7|G9=#@#QI(=$pqK9;|~ zE-DF4J$|YJv#;e3jQNVFb6VsUMzruMMKi_&)6 zhwui*?>udwJ~XK~p1Y|JGkd?t*7mpGxZ9pRmeZOzzcfEuYQZe#mYSFH%eaBlc`L>| zfn@kzMnK&+gBJEyQQ241!l4ZHJ5%!{4{OVg1I8a|((Jh;)S5b1IO>+4K6hR1;lMz+ z`AO$-OkPyeb&g?U1&d=QagRZV+j9#$;Z{7hdqpG}25ztHhUW%oHHvw;n}HDF5Hygp zn<=yC{yDbwob=?%p19Wka9bh}``raRj&#tkmXzVG4Tg2< zm3p#r-hK+RzmN+?;NPR)crnm45qx*nbKAA-?7A}Io4#igW(O1rX#usCkR7+-;`YZz zPl-xLieN9aFWFkKV0f#J~@(M}R=_^2(B5tNI+H^Vw^DuUPVdZeAc+f?WV zc!D#DFKDUpNhS2fhp}wk*#e#BO!Vv#>EI;Npy|g^JOFQfls&=W5d8_dPl&gWcOj_4 zCCQVcNz>f;qjSB}H3LKmpavS(lpP0Jzs4{ko%K7Nh}F3N;!6|iehadEi=cBfE0i-b zf_7x_&OPDb*37F3^{SU)ZAVXzzsNU%L#n(Me@AGznjlHZ-MN~|2>t4^(6U?7F*{#? zXcqtoj_n5T3gvi-Benx;om%7g7@;pdq^s~%jG6eJA2Y?xI=4>yw1Smd?Zj+oT>|=M zof`F*n>=q){@6ILsndBn5%PSFeV%I5Vr;lA-Na@GNekJ+Cg_^RPfMUk`OxdVj+n>F zvFon+QPYia*OV_*E?Gv`-L`bVh%{-B=Vkp#f=q~9GCdB2SCIgaZVKh7TN4*&tm_YN z^?c4g*nn#*BEF7iVXEIuP!3^C%H#dd^hZLVSjE8dPW(ep9deB6*f_k1aBcRFW1Sh+>m8^@qa+sU*80be+45GvL)jP~l-y(rmMIS||GbZ?=s9s!<3Hu zX^-o;_Gpcq@ra_4%E*hQ+DT5s&IOtzO_*oLY^;nza~hHL^yX-BG@m{-lkYkJn%bVr zQ*dh(e3f}@Xqx5bwq-X@C+__D^Sg7&Qa|kC+UNu!QSAwM(>7W?ZK%v?(C+xf8w@tA z>7-w<*cu6Y?8{~MKxf_{aW(V&awSO@-qLtXYj`}uDfDLJ>FH@g&(KRSfoHuu;!9VA zw+_?fLXN_dkC4gks5d&`Nl&KYy%Gjk5@xvc*tdA^`)iH$^kz2AypNuwLMTO@TAg=^ z0)opKUamjCSRTCE{e8zUp}A!9I{wk-&s6wuk!t=4Vl5Smiz=gB`07dQa}sne?e;OC z?N$7328kyI^)_tvaZSBG({4w}ee0$BaITL)6sx~)z&qwR`h3E1%4U+-m6Y}cDUu0M z(~6B8AI&nhMm!jWo!W^PLN(pg0TFPg+FMp6*QqtNyI|PDE-UA8gJ<)VtWR|}o73Ey zrV<3sJnA%BZ0?+kdm?3>s;;Yh$@t>~>};QL0=RGfGYd@OuRc%$=(q&V@10eZEm{XL z)w;6lGhYc#MKE2V(E_aaNBb?%OJiT#_7`5l+pK?yq+S7$)ct_3w05flN%IC=tdTO? z=jW|pnaCwJPw+^an1)%S`HIy!zk5J0-^441?vmeLf<2Sd^}|~OHOg(<6Om1+ItAc9 zgU$1=)>ED}jx+d^>oHo~8hss10hGkxchsm3ZNb2RVgg;A-WZm5sSjKr z5N)%O-Nrdf&n(*J4AJ%PhQYd%0f7EoJPSuwJ+#$PLge}KFOpAoQyIw1`KE~~=D%O- zC))FDWdF~^{a02Q1kL;{Xl-#LlS1$E6QdXt)qm!iS8llBDPXukqXY?YvmC&ie`w49 zV%UF`LQZ&ri*V0Te?WCnwAyQu_B&5Cf3zHj*3KLUxb;x~-**LogG3;s`hmUk=K5cZ z-v9h*2Kf9>c!q!T(7@e3Gy;Zkfa!Pf|2)_Kh1H+DZ6AGFq4=L+#Qzj+{`ukm-KKxG z`acVKf9lXb!u6kM`ES?$QKx^GlmB-EB9Po(AXEKcOpvnH+x7!;{|Z08zqM}y zPk^u`a=*}J=x=SKQ5N975;oqgy=M74`}gKPp%IW^b$#fU`HSECAH{#<4*dU!&r7<$ zv&+BZ$x{MlsXGaIcm93R|9dI3B=Bq-Ed`(cGe`c{gRlUpa_9$T_}@M_Gg%s7x7|&~ zp8UOKCIh^P!uMRDmHF>}`hyza(Ii23|7B4hfJLz^kBajEo$DBa1A&sW?zbxu8 zuqZMYTcCgb?|wQ9DAav~Mb7+}MP&ht`p_WqUv^~V7Mb1?grei$-kI#?OJGrtjgtS% zj%)y4FdLmE_V%o`C9q*^z&a`7dI|{LeA}bw~cu=6_kP|50wT|Bq|)EPD)( z_VY&M@hsaeaiitWWlPt+FeYQ&|A)P|j;eC&-awU*76bu7T2e|uL>dWcP;%2CCEeYf z(w%~IZaO#JTR>WJlOo*>oBQH9=lgx1$8-O^_m4Bi9t<{&G2gZ3nrp^0pS9kp--a3r zms@W=;M8@4to1=&`zfE&JpaWl4B-ZlO;&z9zkCH9SCQ!89^z3(@i==8Gm7ba;q#+e8E~xzuVaILZ{&Od zug(wDBrc)k0HWtI{Dlqihhch)1718z@x7JB5g0CC;q-in z$8xS&p>Wc8g=<1v)zT*0Q2;*@zp`;F%!t{;8I|?61i3A5VY%^XUa7O-7Z2R|rV@B8#x|Er6U`)7JqAdH~BvHx8d0a~yJ2xnAH{3iwsk*pc+bS>8> zDH;w_27{XJm)BYappqI}GY6pEB5Ls^MJxoLg&Kf6EM%cOe6apci~F`>aGjEA_pQ7P z#POLLy@a_p!&JyLdI6ZSuG(cY^gVK^k#6S){Uw|*>VzCwW~mZqj?*0;3Q=_YNa-Xt zZu`j+7^yKm+8w6IB|6MnIre?tuUDyybe@UM$_^O*jeH2Fd1NBm4YA&8XSf9!BLDat~hWP(!(6zk)yLRPIA= z@#96x(bMBaYIlFE?wFi3*GzS>sU40tu$SVq%7YplEf^Z4$9}5RvPf2-a(f2%}$kL{{)^Z0EnT6kkTZh}P zm7z0nnoTo_Vh|oRIm#nI5m7uN73k!gU3eNE^SNJCjnyK^IX=5oxfc(#gf-MSOn)@z zu%B>%%ttC9X451s;7H}OH9kkl-JLWMR}ii8eNuj^Ax<+Eps6HXOg#DbJj}ZV0wh{t zEeNBu;r2qjq%So}$|$^FSe#7Bz4wZ>iLR!lnP^a6i%80l844ksl>v` zDkEa>K=;XyqBWA9fBt~2e2N1gho{gXft&ZWum%O}DbEG3+0zWRkxE;hp)4`tF$-9^ zLI@!v6VUnDo-LYJpX+7~x<5Y2_Q}z)er<3jZL{IW@CY_Pfu{I+v*(RMg#o0y{$#_C zQ-5~TlB;Ly*Q)&1H>5HM>Nw~2X*;|L)G`(P(BExYBhFkzm>!>i(yTv3WL(N&JoQ?+ zMAh_un)%l*JD-Wrhaiu={X91N?`Aw#(i!||q-X0*@xz#ClaD8~V)-ubNB=>3vDKca z3eXWyEiFD&wOi|&N7M(vz?1qFr1;!n+Y;PT#>$~|-q#fdP!lbx9i4Y&ryCQmcbFBX z>-pU$G>DE47;QwSt13PWD$?Qbc`ViODwbBTPv!*V>_b?WJ5 z4Fcr_@8}9E&uI2*bLX0o(ZS1)qyiFJDKDn@ORwyljfd-+ZOsRp{6~y*gzAi0kg%wH zCjiP6z>;7n;c+-U+Ig`{YOcfOboL?XqVW>_n}1LdTgV31)a)m5(_lL+YcT%MJo zGTFoX%Aefh+ARwuQ1U2E2O4uk#gQkF`q4D9#A!T5*QSlE*P*ba#UsCQGBBbx8N(qV zb6m{Co+J8i0-)g0ZPApHmZ0*D?=n~V2$QH(t2Wqdu4c~SW}0Nm;Jf;A+9|ig79GQ- zol@RudOgmIAWXHP|8NZ6&kt4tBpElb8_jv2TJ@}ERiMEP!N)WO;>a2^*f>9&5dkVj z-XzyhWx3kavg201AvIJ^HtPT#7~~>t(Ei?Lb5iMK->Ji(oE>Q^<0zYUp;T47bs>|o zRr95PHC^&oV(CwF5&?7_){6`8lcx#o%cs2Nvpm}IIpyt%;5+!VRwt83xEeDQ?>dP5 zr;6>1&xt23ueuM@zf&Xw{r1H%{HE)!-A}fX`~a^-a~sfUkx~K0$IbBr*aTO^fXNEb zC5lNvIg+&#wb7i?aE%Z5)a&P($wBzL0{0vVfw2s8ev&z)1y~GXpIuHxrREcMAP`EU zuM}(__&jw~8?7;h`sa2Y-_mjXEy(CqhOcd0Zw6;9quShExYrza=9!1a%yh_6(3sW+ z+@wmIpH?2a;87>zttEFf^bq_8hkJQxh)q&bXB z%5rhk{P8Bxzi~|rlUU?l38Au10lDIu``9`8T#njmUXJxO@V1|vT~F#X*OT&yYj1-N z0(1QVmCdwKzfA2&#h1~rhscJJB=My&}!dA9yni@JGlMdDc zR{9P1o|4*chjz&c8;7p>8aeC%$0?g;zbj!;ne+}w_fDUVr6fLI)8x9Iu}r@NvY4D7 zOFTOxIb!6h2W?`544yaz!evmULKg0!tVW~~LPH&{8%WMb<&fZ7%?ohaE5kY?vLTgj znb=@U+3HQ{q-Sb&IpzvlX=k}%m2e};q!C967@6jmOb9?ym~z~+O1d6&TjQv=(WD!t zr9E=twL1$^EYuS7;PRL)_{?*gAG|Og`G&EZ%IiFm{+Z3a!OmewN@2gZT+e}3+BTKd zlFZqC3soYC%_Gi=PdmrZeX80uqM-eEcyTM8Ahr~FueNo5Xw#4Pthsfr_{p}0GtElu z4B98Uw)Ai^FPad1eA47?7UC`D%LP5x-UFcRz9sc~)1L^m@$rjxl?eZ}nSZui#yl~u z_QXb1BFugBBxEJSqq&_wkB__>C7VI4M9}Jcs`JEV0u)O*a_S3lzqiEoa-L_Qo8He6p6}oSki}TkgTjN7?VPv%a=+v`;EDeWCQiv-(!hzdl(L;)E{p>@l z6WcsFE@^KLGT2VVfjIYNJNQ0L**LiV!-rzgjtS15k2Wr<8`lCSN0molyUt(x-nSsg zAKsFBj6FfyqyCHMCG+sSbFN+JCfzRcbt{QWP0ntE@I{Zk?clZHal6}5fzisE_LA$J zjnv>!!=6)dyQkNlJ*0ksjRJJw7O~U)khr2%WK;h=0r*)5e_AZE^_8~)G#4v-DQ0!n za(OFdKK$IW>GhlYJ9I?shE}EPgY)hv)VANHZ~cAxq2}@h@UkWHY2jfbRYr(5aHwJJ z!q_w%`VnSUqk_(=+LZs}@Z~LQH{0YY+@3KQ$iBwPrcp5CDB=25pfz8c)iTx&QE3`?ghwD8)yZtp)O4z0F&j zuTl6Qqyz37${lUVSjqk6dIDT|qnc5&Z?Lu*8*m-7v+f$f-8g9*e#p-A){6?na9@O? zF&(>=Q~B#BR!=)NFqZDA9FoYnm?qB&kEUJ$y{8KIlb6>u6IcQDu}-a}Yl=zdYW0degKfn>W~#;lX0wcw`mM z@rB70IX*(*B60=l>dR-81&~ZF7jf6eE#E30cYl0DC0Zh?C++-`kLX;)bz~-nwa%I& zNnkrT{%2Q>eADVfn(s)gIgf+Hb#6)a&z|8Pl%?^DM)Z(!ajfpd#uU$!FWZT$8%5c! zc{TDCpa*i6qMFa$dxM5gNTM2iY8fJwoF>Tn&BN`BIv|X^`-!pjYb>t#mfLLwH$_0! zx^;fynpb!~rR>y=qki>!%2xf;0pv7nyN=v}tV7dM4M=yYLk(AjQG)USF^GVMTKK{* zz4C$^i#|aW1MOqdUciT4so#dqB_MPLUuwjvaA01IqOVk)8osCb0O_0-@8{5*<5{cb zqK>Q1j~u-Gp}jyWpVENf=v)r4s@%5rNB_dZ-_%Op3&2>~O7esM0loy9 zQURFKhyQ@|X#ikd9X`kJJTQ(Rg+5@}k>19?iz2{I_PJ#c)@ITEJv82CdVWj*l*jgL z;2)qoD?s#u^4RY(cA%9Od5fFg%XR+Ed;!x%WdTIbh9v*PoGO5%y0`U3#P1c-28i}m ze~0&*Edb0(hyZ|!i4wp6gF@;6(N>Hmzwp@pLZN$sm7qi%<^8=vkbran(?V3{ALgVA ztc1Q!ve<3S@;9*f-$nijEd1XOoPQVjf6W``-<|xwyXN1W{EHj;*IoawUl#oT-d(2> zdSgzBS}-v)R1ic8j2cBfWROowFf?9iCpbF+`V(>24Dq0{PEXYowm}DoA5;+cf&C9y*|-@wEKn{RPxB{wM5_x+>soeJ6S>E zjSd$rTFFJ ztxtg?*2YGZUn!1jC3NS#!74u$p}|D?vZFgy#hOCYXrL&|)iyOsckpxX$I$swso940 z!`|3b${6tzUMkU@*t++QbSvkRT*2CxY@*O!977grL4;pE43T$`p%1??6yu_K32G!= zP>Jq73~r$~IDU+K1LZ`DX-5;$09Q>vRspB>4#)TGWy4Xuv=gNjo=kew#DAVhRg~yBc zJVli0Ywu$IMo47$ty=U*`@d&nAy{*WZ3J|(?h?uSmKM&w%szut-848Pw+PRYdwD%> zW0RUNlT0Pxy1Y!f!$rrxa&je}iqR5v2QBiKk03DIHa3G34AZzlv^xB3dJyeyFkYcf z(sc!ieEtUp&2{(2TIjk09SKM4_W2^c?Hj6JEDZSStxpRGN#gP9it%Daus~)&k8l3a zZJ|x?V-U`0BjMfNMI(DH{C3j=3Wo?lgO^*7OTaUSPd;>q{mqnsc{6z3TGLmwVgxiN zJS#@=ciphCV)wTbI#4{H^F+Hf z@Ciigcar{Y2@q}#!aJ?~X_S}x>kxwYKGz*20;c6`!8R%z(LvtAXn3cj!i^J`#}Rnz z#-Mg8>c{Bzc@#aK$M3f0LrE_m1N4nVX(IN1|1+n0t3{!&YU9NxK^n0PF=m&>jc&Eu zJ)icUkW#AGNaY+IPxe)-B*ZeQR`e1+Zixq~Wm!e(Pp|qkZ$$8AytQZ1<=c>;Jf#d2 zt5V-jtDIH|XAE|u6w-GMeT)1a<7T?w!(}S38(ifojdePH?1;NGHnK=3M}o)Hy-Yfr zPCkFW$8&2PoguAVgxXA=@N=W$5UGS!pau7OW3rSIz+qy~rIdTqA(taGfkzWRq5ZDkUI?G*ms-8tIku)=FV)qf>peeg z_U{$)FO8;Cdl{1=38SdDU5%~uOpVKM+>WZpi0=)+7LZ6*edJ0p{i0AoA@n8C$cSmV zIj0Mol{Xr3-D%PcfXr&Ez*7cbl09T{d4mDq3Caf_PC)MK-)iDy70OLW&zEQGBS+ZT z{@je&inppNFsd-@dwQMWF24g=lWpN>)o~5Oy-Ucf9Y-x|gYFU2gPFjVQ#NVOZM~H3 zR*$a}^}9ireX z88V9@?3nb7@+XmWjw}T#l?^O=bH}^T@C?U5MW?!T;iq9y3RvDI5sL9t$Qb?4?Xf*< zhev`Y8}(A+M~bZx#m@N^E4@?s-DxFe(H-Yle6_Y16Zw`Hn<^cAo6h>JdX(3i55T9o zyd3(10uV+>$jcg?^W*Q#BLzL|FR3h0C~>x7N|8&NW1<6|O+v7PaWE@`uk!jnjRLh`WCfC-@59#WW1bCf_ z)gd5tM~i6yXc0JSeNt1hQ>x z6-Iz&dJm*A>gVj1vDgf@p3TJ)-owHRdXed8H5w>Su$)VVpce>Xs*Pu*Yq@IB-rzLF z+YdS2o>QQhC*koBa@e|>vV`wh?MvSztjyLQ1~0WvTVI?-+4Rv6n!dKFPtI+y9wq2Y z;HiCKtf*4j8ztP6!LcTj#C=#TVm#-Osl(78BH%k#q$I2})$mpZ4c0hxvt(|;mA7g) z4A&G5B}ImQh%#vY!vpon0B(ZqNN`)MNCJTW?E17ljz0o7>b&*N$s+AfV1DAO4VTP&EwNDs8S{~~(Y`K~S zeetXBr^;{Ynre2`iM}%F7Lo&cNk@Lj^aRSzyh2dA@W|q#sx{JFT#{nCy}!2&ab8rjZxR(BrX=ME5{cp8ixg;zTwY^j#M`Ivvb2!$edpS7@b$@2 zw~;nN6}faY=np=kLxzgu8F>6LH3omc)$9KVh7a-4L@1W#OIggPn>lli*NRp zsi$~?my6)@L~ZgEj-?vW>_+#w9JaDa&bP&>h9`JD)Go**+A54nW>$b3L83ibI;F~p zHff+VgniHf2GE;jw@e)(tis^|ym;}XSj%DemaC0#Yor=3E3A&`xSMO0iRbl zJzVFMTw;SjmK=7*Vr@L|`|!(Q@{0k#uej4Ro6$N3ogkcA%Q zKB?@%(yVrF)WQPmuHa=GmFGO~g(%$HH*j^OARFV}J;~h_P<{*J9yEonwubr*j6|gy zMV4?v*xg6FrGnmbzrK2PYlrVL`YK#Hm23B1OUK&{gM(GNKOGk}ClFZs zz9QDFzNQe6nqnDv%9+6U*%auT%-~@unzvbAUy@5CoS3f$Y?j7{vNVWeOM1*hRN_lO zX`MH#$CFyj3OygkoKM_NoFNUhoCv%Wdhba6O6BKjzETZ!&rvPMq`Ho+jlgFab6z#t?kwQY2GM>^EcT@&=jea zm^I@00%NADGnAy8#h3NDIiHZG?O6T-HuK>2y^z z(6d{=WMJz=Ab?rS(RMtflWwc=)uiKGQ_4SW6t(;k>*jnw&0Y4z{ZW=kOwY{BxGe-? zvq;hxcPMGDiN*+h+m3iTUt$<^G%S(sx@eFQy7_5{U?{C1FTnF^eQl&@C^YloBD+Nu z67=mQY8=LClOP$ka)aFTOUuGM$7LP_5ojN9-AQ1E8?9;lmr+)kHxU_IM4P(k@M)#c zV|cKFQU9zza0$;YjHk1Df;qW&JV(;WEsX4ZJ3lPx1#^^uP1+euz~U9fdX8#kAxy#g z{G@T0w8gIGeB8M>hj-#r_zTO~x6fE!>TaIS=+CYsRTykK8Ya|1$O0}J+d&PQMc+5H z-VQD|qs6sCKc0ui_qFFR^4haKc1ZEjY$=5_WLLR1)z4a+I?KVqZ{QO3MxY9_>Zap) z?wAsI6*5$Ed}AZwF8*$#dT;@n2h>{o+tIf2wQIN^hiz8-x&NQ(W|lbMq8~0^K&NX` zQ=b_Gd`W8grmfg=`Eel-Wh=#^X?_{IpQjD{eEAqLZ_0BS;P_Obq4@x9)02c7cX$rh z$~lwk=tnl=qqoJG=sZv}3WG0{5Yq zD2^+0X)|cM;O|0ujKW*C1SmeLS0}Wl(b|n$4zIWU63pZHT%vgM0?3^X@Jx zAD?1FZ6OUw9TNPPjBN*V_PcabmJY9Eu;1wkX86T5pTsd~es2-mv6a}Wbv|5zYFN}ZuP*aY|v;)S$sYpu;wIH35{OnR)?KIrD8_K^c zOj~+we1U_}bXDgbIBR38I;5)(wo@;=XKx}odH)7t2jp-*0Jq9N^?DiGxncLt)Y*Vx zr4$BiF;yjVem8!|Q$~Hp`KgZi)}=wqiw`?D{N|!qb!bvG*f7mZe?!oD#l;4N`_u#ZiU6`5Sfr?4u03@ z3RUKud>quwdg?j&MA_N4wXWQ_qrru?dHDy>}r8!9j`iHulgzWMMy4lo4Vr` zr7Ik=(*PLnLE}@P4<;=iDmT4U;J8X#l)zio{9ItzVl-E0lJ!e$GMhu4{!lveJC{og zf@xw-=YTcG4;b-K<XXdv2(kJu%utUoSQQ4a6m zD_3cOC@Vv*!_D9)u00Ab!xjRi_a^XtKeNVygVs&)cbbLeXnIl{colg;pS@e<@3oca z1RL9{Xe9}U6foEbYrANz`M+kn7meBzp7u4PZ7I;D#Te{mgO4%}Gu>Kt^Sebcpg+<$-hjij z(9pO%RkAbZgS6+_r$uv;t_C`?jK4Nuk@ttx&OeZ@WGp1ZX|y+6Q$-!Pyg(?w=L1tZ zKQxx=m@>(X9BMg}TpAZRJ2xG!iXw14A?KwAI3JS=jFcoRiUcO$PUmttOHC%Nw-DgE zAeYP9&tfr5itjf9w5p6O!Q43S`Wf zJMGk3KBVt@DDO?EAdpRmJ+nJPGFWV$78yrS&X<;6!pG23+2Oa@C}UJ2$0UB)O@e;5 zJ{Oo$<3_h@{*6Mw9F{Zs8pnE6MI1BSlG$CsR!rbNF}K=WOl=|m7Y6*DCK(qye^yLb&Cf!3jpKTf~I$RB4)y3D>SP~+R}NZ$p&>Ogo7w(wYpQu8Qr z;zRQ>6A=d6jf&+PzFI>rCBhTK8egNFlrfLi-i(fnStq{Uz zin=GXv9ey)&uOwR;`bC=IX3s>hAC7t$glcwt+buH4Rmq15F1)4cYV5)YuNEUeDIy6 z2TnENQ-ORZZ!JO17_xk;TCq;QnY$W}i|BpZ$6wcX(FsCFyCc3{=}z&=p#^5RH@}lj z<)vJO7ML1t6U*-vA|$W3W7_F;?vOMjX{JgWjWDEwjE2Wx1}>%S)C|SK+QPr!kPE3(J7?%yA>a z|18hFf0pEI_R=x;>~m}{CxRt=Oi~l4eF}_jFK}GQ?9+bcL+&=hJ7?*oWiT5aTEI>^ zO$~Zwx3yp8R(Y=O{;fpE_`qQ)V?=^P!P9lYuOKNg;NFcmkK<0XgQlyqpK@$O?Ucf} z;C;)CeJ|hjqj}}Gx#>6zqZ+EuXn(S%%5-DXT%;%rPD0^?&W$aEKCyO#l-ztn4 zaxyQK&fpWXT$Zcjr%%fcq`0GdXSBTtxO1ehYA@%|a6M3&x6@%e?wQi0Iykk(slK&3 zkTm3J(Fjq@8&fFsaP20xe|*zLB*!Z8(OrD(E67DtWUoM_X7g#yT;OB=E0J_hV{jfn zZRw1QQr)Hl5jVJHFc;?4CXu^2slxhYr^qVLo4$vavQejB1 z?~AB`G4mp3(+NK;Mc%zeGJm~C00EaN2II0B%syi-U3Sg)q49u{x}L=E)?WLqqMzt5s@*(zSb<4w=J5*U9l3OEjc|t6T(wuAdyVMl zl+DaO&TqRL>*<==%EwQ+FX|*l`4o0!T+S@hxQvU*%G#+e+lY_(PKg?2;HBCQsm7IB z2}xx`?5dk`poo^2_NlE#*R(V*9es3uSGTZZZ2Y z_GFPJkZVxxPs~=l00{u!^oAB>7;=wv?ktf~h*-c+c&gD)+06Hs+-Ffe8c%oPdemr- zRgsGxovplnROE&`pkAkFnWx`&u)|{!v*@e!_1Fxy&5#lQ_(YgyKHu|3c`XEWA|IaN5!`IlA?CMq{LH z>Te-h=P%Qr>sIl1~aPBL8JWi?yyFpQ-HdHxrl=QwVx1bAlgU*y|RdGk?~O` z2x;2=Td}#(RAw%%D@yHgd&op$R+v{oDvn?(Qlo5Us>o9O%xA zk6IyYU~M0(r6Ez7Xpy@P|7S|+N$FQz-DNrIyUqOSvsLf-*2i|N-I)~Ia4}xJrxe@0 zb5pYXrYXzuREZT)hdB)AK1y~V=-z{?OLEVHAjfay^xv+u$X==`Lyj$?f8cD#L%7r% zMSSj{dKREslm^ls>a;LcJ{q4e7Z9J3Z8mzfuu7nnO3?}lQpNmY5!14nP#>XVIJ`{S zaGq-Ke@JqgjIq%LdGNx#ZDbOIa15E>vxpZYabw7+a%y=VR`(Y$94UVb2H)koE9DpX zbgqm5yY3ya$ z%OxNYJgzy-Xok4{F!lk*mMPbkuYvK}hViC)0%DH#xazD1G5OqQT-9DNo$C%`n`Ug- zr#LYonzz|(Uts6JTHE*~RV+kGTV&3V?PRy}s{|%yMxk0z8be zd(X!1e4EzX+=(91eUx3cR1eN8oEF_s2Onctb9-VY;xW|+r*-)<2_LV`?=Bw>?jJR_ zXT|SfhwN9ghT6rTXjv?Fp&@jyJ<5BM`0~8bPZXV=wc!g#nmH%_S#w0E-C`%ZKArfjDL)!xGm^PEiq^;F2Hv@< zah?#hjik$)FC`DjO_Yv|7Ab`47?bR!T%cU~>FrZ~?nViXe;Uz<&m^U|O^?UTOP`?a z5=`<6-iVoc8m!@kC&d{1)GFtw*u7|;{dimEV7s*AATK%D`Dlzh9n?~q_I>JmfGxrs zFwiTqT?^Lev~%^SqklR;{Tw?KVA>mxHVeVD_^PyDsDnFACcuSgG>T=DBEU^Fr7^D_ zkRYyZzu?n45d`g}6Ey4ZnDNb#hVHjsj3B8$YQtcjrE^1`jhQIX%Es2s41A84w~pW3 zp}SN>LU-wNtXt=fELEYRwY98DIy;6&b=0`|@&hBQo~}taauMFrId@q*1cr>OEIl{t z(S9wN>7&A6TIa+(atSqB+#IcL;SXv|#Mkvn8VQ5l@xXu!^}J-xQC+@wvFFRNVNC7^ zU*eu3H*RA~<+pLwie*)Q(;XoVwsEumYUOQTRHk!Dgrx)~DOGOl5mKMO3n$Vo57NPi zU$pv~RDY&-*2ZeuWnzC-$`USGp@ST*lOdd`g)M`RcwM@nZr9z3WP058q`UuM+%iQ! zn7=%6_+nhDYG@JwwoN}HiaawvaKx@46stU^>z^GWR0sPtQZHAuhr^vJd$P@o{0OZd zGMTf@(*A6{i1z`3B6nfF9OeDI<@9Kl4wuQElueI0TD-S+u8ZE+pyiDGIH>`<#D}vV zOAEg%M>as-$pP;b%J(PZv6Y?v=njnu^T|OG6$cUv;dcDd-ZnCVcSPFl(bqV^ui&LJ zbu79$8=re*QI(s+t98&gDZmwe_EAX$76Lks&IeN>Md~v?Iomf_=2gC|ZEPB}4)9Df zl+6zDF$@jx9f{SDQwDACF1!-l`xz;$SVWY&#d8Y<4q$G|tg@fspF+1wp`PCI5xLJE zji!Xma}NHT@>Ue2hhK2&<(PBzPFz*ia+-(e2Twz4l`0&0^I%VyK>?#;7DE{7FOF6_ zzJkF+$3UgCX!YzE>v(hzgBC>WS=S3AU=oIqC0`(4XiiOz3i?nHz^A~51j$E(bxDkm8fjg@qUX;R zUW~T$@C~b7O7Od#1*sj^DpB27*XR&gN!Fmek zoabgC5jKEO=M@FUxfV?r7ptgthwIo2k!Y_e)txp9wxjoB(zV{`*A%O+HdR>oR+qQv zunN9cw^vdq3i&*M3U@nR{I)sTEhRyNJ`)4M-*=R3l+>Ro>Z7xeVHyOSrqMHZ41p=PtCs^Dl!(z?e zhti~8SXEz!4w~b`&GA^P*h>9#VxpJb=a^LJ@wq7H5$!8IF4Jm5O+ySpUYWvXV>X=9$ZstK(DTDc6-) zI#OmPK6;_)PdY@nrHOCupMZn<&v4_xFjU5Q)^IB(5E!|~yW>sYM(sRCJoWJY+Y!AS ztFtqX(RS@LZY}f`C}Y_`8f#20-P!Y(Ni#kMpF|yr$BUTfxNFAylB?J0c|7JzYCCk_ zZ{Td?#qftIL&C->Hq2VKY~|^GE)dU?ViI0EaT9@fP(E5*k)xY}_8DKvyRxJMPnQXv z5IDc%gg!vi2d8q|tC5w)Ej-3Xk%U=6q)8JNv>#y9>f9yVwOTW;?FCTzBa5?Mzp^h@ zz5`P&UsDv4)|L->|;JTQIe`ID3cCQiKY$zB?8p z^Oq=rEAb;cVfLe1c0I0PVRo4s*bm4lzwP!jh2ZrHn1V$e0SK6$TwzeRuikcz#TYJ< zAi|ntMRL~yQSu>cq4vh(n~H}_c;EI|f8xS|(@%hAFww;rX3#U4LZ!>nbS0JTLcy` zYG=gYk1KN^k;YB)F~Fq`cR<2rvR&=V_~23ygQ+`kJhO->k@d678yoJBh_WDv9r`A} z+#Q5448U9x0NiD&X4p{u@qXwtOqa}vhb(q+HR6>jxV3o?8ul9>OS*uNO4VMd=or@l zjgKM8LD0V2(7d}tTy@UP)9T(Zv~Gc%^KiMQg=8+{Sgln;1$N!@`xs7sR*4Jz3j59I z2Q$NZ7yNz&9kM<#{C4WBOtOkQxg$0^S6u4?R{5nVnshTJU(>aAvt^qHi>!7X-;4>7 znvPi}1DABq3C}fe$EP5NCQ+QF#A`tMg?$(nQ7s|0vaG$?E%^d2?{HUPxbL|xYV3P< zDz@@2#Uxb?)$;#IkSH2@hd9!1R@B5Vh8uy$%#`LVXISAOp` z(zZ}+-*>K8Dp{Csl0aktQM8~a0Whf5t54C1_6jH6o5+mLdKWD*I%kwDNc-{IjlDou z0gt8&N)!~03U&)bZXy+`Crh?#^H8Z#+W#gosz2YJLt6m%OXRg30ll8Wxgsxq2YbSu z{1UkVMc3XMH668?=>ns`^-GaL_xkgz_!3wjo~G-1-9sjhdw-VY;=Z?)k#OELqg6Yu z;f_z&L7&m%W5iWaLIZh)><|fGZVqGuRMfSh8;0X#{`4Q-od8O8mHUxAQ^lj}r82ih z#rx`1K3C<-&5dj~IbADbAtvNoa76~AZR0bllP|=si+HNZph&+jTJ`CyeW1fv?DAtr zC72pkO5k?3HeoEn%^%DNOCz9%j)BiildxJRKZe)zS+ctTL?=g<;NE!S`jr!HE}fj# z-Q~*e0Q^G=giz$>e7LbmTRczs4Z?4k=~ljP%H{Oq_R68RY8>X&U_X(>{b`LPe%J8% zZgS}|chf%J>+8-w1t0vlmia1Ck8}GLk59)UN0kpuF7CRg6U^#KpLxv4xgZ-J&bdt! z#2b?5QhMz5(b=5sS=xl+zInD?wV;H2q+1Na@HC_K>sZNIi`#9##M4SXt4wEG{gxqn z@zoqs$giP#!8fNscsf@@j_ko#>(L^!G$znQ?^>u%SAP&fa{H11W}Nm68lM>MbDpyH zdRQiZVqy55Nfs&P(s=Dt^0BqJd7|!&Fe3K+E)^}j)Lm4Z7D8tA92Jx9_q?Ynb?WI( zO-Te~y6#i5z@2WWm54|lK|QEAP?Y@f=*1fj*Augm5_fe-9e%i|3HPgmkSd*E-no-^ z0P@sdq67&MBsnB}CXABxT&N0IrNwweCM(_G&^v7p^i-RIFbFUO@UYi#N(CObOl6h! z)E{GDKT%#%yQstMlFQ)N%W~yU1JW)ZpyoPz)b)tlu{8BU>zQR6?)g#ZM}!9zZuM*~ zTla@?br-%yRa|UW)0&D+qH84NF>FpZ)PEqN27j>2dpdh2q01 zW(Whw<(aMT&)l2hJaUy-EfRZr!8oRExMt~|Clb!tHlhk?)EVF-=fa`TX*RmPwigv0B^0Y7;3l9& z^1kirrY|=wF#7Fh|Gykq)N5}a(bbSt=P`nnUO`H&aB@DTOV6oo_UM_z4kN>L z{XFM8_x0zNGw7lk!M|a zWj$9bQHxu5OsD?c`PPfOS^5E(k`;=;8~vJiNnW_wWqAM*&T~!a)hUlFhp__8y=5!m z-oQ*^nXdc$u44eB*b9p9#eB~P9II{(?bv}_8tYDOv1fcx*QU9n;+`Kpl|u;g&fxFB zYgU?ZaF)MMem;Olm-_JoYP`iIed=NRGp|?U@(@h#w-yMAE!>XYOiDX$^Xm2DyW##i z>+!zkNn!om)%Q;J6j+^`XU}A^5}pMh^HV0)u76W-*q$=oJu%|}5=A6g4;3(G`U}Il znyeS=O#*pe+>{K5k}^Kj=E+FT7R#@di}Y-b3C;wmQomKOvGDWufK7o)S@d>y(k)(?wKr8%|aFfT}Y?C zgz~RU!GA#FE*9He{jEjnw&QL3g|hrLGzDA)1ygmyE0E^QCb=ND`=)8;bO8v7 z+dxQUp!3PWd-;$l?X4s+U7}9#L+1m+*jZ;C??t()u!JXpr_e>j7HZ}N7$3k3X(7t> zMeMe@H#xd-oP1_hp7cIwyxEk)B#HXI+hMgryg{AA%v}$pwWfOU_%aW=U{J6VxZ8N- zQz`GkThaQf3P027Lssml(+PJSqh&{)*rU3HR=ERwE}IYD1uk>6>B#T55CGExTAT<) z?G~gNkrkXYpb#pS+|Mj3aAZ2^wAD(@pydFxT;BKgFaV-LXDpl<^^eMHS;)qgQR6&D zXe8)wzZo{cc12QJ33Oe?7JyTK?v|6a*|nC>6Z~mxpn{1KCC%fhj}23oC)ZE0)Q}u8 z-akUV>{MLv7~*9xkb+U*5X*S+JWgd@&XtxsU>omjqnn;6bk;N0XbEq{@*)L48~d@Z zu#y0r$ePnN7ZV1H_|G1_t6THGdw0h_HqLfumTNWNCKId@JhEV^t`#9qLdc|A8q-SZ zr<&<)=O5Sn6>J@$#6lZ@Yn)cR|F) z&5~)cHtBCRj#uTYAH|}9zmak}H`I)9Ts8>+E^ONlFi=nq1n6IyTzIHP+=<}T5k)^G z&K1~lOH0M0<=1*tWjQCrO0SRP5$1iGU%q=q!>GTizMGhT0i@4$)m|6@D1{RftSY#o zZ?yq3MSjmU4%e=0U2e00Q_rH~U!bG$Z7u0V)^?{-q&!PL`z__R$Yov{&v;cSqRYaA z?TyT>c4UkKhQ$`>>*Gj^+FP#MAKt+8*bJWda5_ z-o9!i`*HKG+WFEt!%naHyp}0>lPSksk{Z19;8*7>Te~gLyY{=*8%Cqq*vIUtmzony zsx+gb{jf#yH9Jr5l9@ZtzciNgVk1Z{wyX4&nOtl;nslQqabe-Cm(@4;t@Nd-d#Ld4 zw-3+c6^=F`bcM$2821D4vox73zpicqpZd#jY{H`#z{?v1$!b=00(T&YAr7+rm^9&! z@4pheW}aUuGE)b?mP99FS84wwRwz;F*ANaUNBY_vBh?__+& z8290{@ZBaHGAHYcW103bD4zD8Vg&~X?{NsQpE#5_g#$3U?r;t%s=GZ%04?t!6X}z1$Fp23$y?`xH9X zX`^|mC7(76Jl$X@2EsWLXkc3Vlg@gC^u~OIk{@9c z_kjJA^zEC9rki29(os62_9`k+yV2^1b7dE(e`mH@OjQm3$<3Wii6Fpv73jD+<$fE| zu99YLh)JFO{LbN(Pfp6F?u+SG-v6+I+v$MP#4X^9HxiX>YYByD8{3lR1NneV^!Q$0 z)0!<@Pf9KLs}wtb1yBD*K7p&%p6h}X!4hJnWAv(A{Jpl|uD1?FarW29=<)F0?44_? zLz~I%+6IeGAZxumO4;V_ctk7B=tC2!yPv=h;GN@H?v#Gy?GpW-=c(st{7>DxBnB?q zA27{nU@NdQPNe;*!4WnfiWt{BPSq$%{V^)%#@UZL>$%;4XXZ3`F4IqEHI!B>RoSyq z&}Bc^JJjd^z3PIlo&~o~G^nx}#h;j~{pg0&!i6&!`SPyfD+8$a$nP?psZ_e)uL{4_ zZ&C}RnTEf+VdUag-y1*M^Tj{*;Q*yRSI7<3A8K~5aPN_w%Jy4L<8c(tTX-0`c}w^p zjA{2#88xI~LRzU(17K{~Lqpy_t&zg}8!k{ZtIq>BE0R3;Nzk?P<1~o^Xf;^O?0;ZX z|4l;|7rV9I&x3{v3J<)+0t@2&*d?#}=cx$cvZDBMFr|+G8J9AqbNo?ZanRUCKch>I z<$@XCpB$tA<0}g$-!heD92g(RO`~-xxxArPCkyrjpr5|$0tnZ7F8uieCRSDo>r(+5 zo9{o#*cRU^GXDU0{`=>8AOQ9pjZT^wn^0LPXa+Mn)OPO57gbwGq{tpCC^)_&hLbOpN|H+0?{$PimvO@Gh=>ZLj# z&Z1Sl6m;ddAZ-CfRaG*{#|z)k|5D(8F{r@+_)(=}6@w&?>s?oIEE+Of&{=>%r9GsS zwK~aA;8GlljWGO>sT$;Lt4H(R2xscBpwm+A$LD*qqJN{S3nCO`0CO9I1)9B9qp{l0 z!Bwe`=oL+}$2dN+qEYNy@6ZUM^FML!M3$;<4c8y~>~C6!`gO6)7PsZZAWFbfF7qLX z`8Q)kjR2(XojvD36G^xu0^KZp+O`qyx4t;c{INbyAHjsUZtGlnskS5&loWj#Z2#oH zruT;(pr!x3;fgbbhCQc`6{Y6%K0EWI-Z}k@>#5(^ zJ48NeWMJcn3Z?s-tROUC0iL&g5&HYu{O2#JIDi}R!(IMAw-U|W5AL(b6IKNTbUweQKFn{jM&R4%k|L?EQDFM@_O;knw zo7Mkk;9htDQ#S4G`@dqsU()~U!QP3$yovC>F!}xEntwS80eo$}Ri7;V^ZWn&Bthw0 zKn~52Khl|NJDJ+j;Bx zB>DfpEaodfeIsZz-TyC7`qylJV=#X#!@p+pmpT4jMgN-3-*ximU;Z_lf6eAspZsr- z`cJ(6+b{nHsb8(-KPvjyZ2qH)zy0#B+5G>`YzEOZY$OQk*&Ma{;YpN4>ex6%`(F%y?wdr#Jdq>ep$a_Ny**~gbN;kF`cFKA zA`WNa71OHy!ya~qGC9x_+#nhtxi8NisJJauTCwk9MoZ1TRc15n&DSHj-i{;@Z~+Zw z@X+n=6JBL6?Tkq;bXU}FZdlG8Ig2DeAWV48(wC}Q+M6V1^S!_5@JcK=Zl(n$JliHN(IP8e$puuZX|@%{R0pd z4ji<#3k!L0J5>s9Bw%Esl3EICa)_{6Bb2WGA3Czu^>1vwBD#gDm=v?KE53eAAQfN?+lB8&+DM@FL7t)DWfRx((t10bmpNy2I_ zNly|x)n8(45SruyCcQ1rtaLZ_ zOv|2#nc6slhQqN@iQC49NM*QWg?oH|3cUm`k)=P#*g zIJZ*69olcDKDw2vax2wzsB-RBYJgXaw^kLS>wXs@G{Y0V-jKK=yW6nTm-x)8rAGqj z`KGk$i^?a%MhiB$qN{{|*8k#;NKP4;Wl+S!Ta`52s^k`Q zQJlY_2_=kksV0xx=5go;PT|B?wAR?lGbc52}jMUH|-QChTbPWUF8(**Y^L?JrdjAE_`mE&-t~HBu-}gED?7h!E z`?@Z*%NyUdaJ}9gX@uj2IDG1&dhr3?(>nPy>uE*D*N~vqfmro{8y79;LbdEV8;Blg z5N~%9bfc{uP4>x}7!*f^cX+T3x@5O^bqU!TrsxV@uZEfhc6c>NWw{odNZR*OJ|~V4)0@kd z*(5N(D@?^Am&BiDIGdUz$UY=KXd?um zyXgTX@<;$*efA>pjYm%3d%{b&WN^J>yafAMEWiP9CCCEw%F(jJIp<1^9E12 z7a1oT>e;NXSHu6#=jv#k46#k-&Fu1zq=%~~TU=*sjv?Y1(`KjHX0uv?G93jTs}XJ+ zlJENSeh|GIY?@c)&(8X_yuc__W5d)>&gVRqRprHs-yX3-CYy`-93YXnxU07iCRp#o z&(nk~et&>Ugk2!h{bQ_a-*+k}F(9GS2(Fu=ZnL$SLShUB9A~0GQOsEvs= zcGx%~GI%60W{k=`$zgFbA!;Y!w7J?W!~X5Ma72l}5%{`6=shH;TIjtwRE`8a0Lw@D zwL7X>yEhEtqtH^gv~$q3q*C^AiVJf6u68vlteUn~UuV{Su1e-;ZGcsYd_0!fb#*AQ zFX=c(G4*oBpX{bSc5W+L<5lcF4s0=%S4eA(zgXqPpXu{qvo4i)(GygwAM3!_csp9` zBsfUsMITwLhZMxGY`^fw-PvQHdvCvm#oU2}pfBi|({!B@7%|WMyi19o*FmOgJ6ZQg z34oLfbZWPBz8&6$om|a+V;HsGpxTF2I3d!mf;skOg}^tvu(|~9|G>qeD_NcQmyg_L z)D9DDHHE-?Q7?NZ6Xv^*5=XGD6UYrpwH~%`PXyb_Uo1dEN%Nlx z?ON1U`w3jGO`_DAbdt?YHgkpmT%ttISE`(7_#5klny;0|xD$>-Y_RAMasK;ngg@2* zxX3QG$Lh5-zs?=!iTnd!vV5a6fByBEkQ@oCUOwy)TfJ@3&!d0@yfj+j7~NGp4r2_Q zdAEN8Hc&eT^P{Nc>&-NkUwPp1l|X1@3~8X(`NF7c1+>a+V=^L@F9K5)Hd5Yy4oT`n z=Y7uKJF>#%I6M^kpUVBeCbKt2lsepUR^4s^utr$|YFf_)a9HzvYvlJ8HD;{IQ-b*P z(LgiJ@X@O`)PUbV0mA!N(Uli3rwDc7SStrISolHU2)<~F(t54j5a*$v2Ba1ik*+AV zoHI0C*9UpgDU@vB7aJLKG9HQT*a6O1#xzYZc|gZAqqx@)z%&Bw0?!rJ2PU#F?z(k`OCqGIoQ}M(19)Im|G{O~Hx#o(3pE-Hj=`yvn?gp;K(WN~sjc7a7G;$T*$F9F z3m1GQ{gjU6S~zi|p46HdH(6x?mtH*pvv{`ceAlKOhh(F4i>uVfcUXfA)e#{1215KqX6>kh;pl5DU*z zQFfm)Mo%9VnUUtVch+|Nf31zj+hjP;vRJ75CMcw@L^{3vF^h{5vsP6eKrJC0>cROM zL;FE6K1oz`uFBSq{ZDyaBfoj|?=_LG21hVmKdim>UPVSaySSpLCUL{+1-}$ZVK3Ez zYv_a=rwS#=(Ck4#$F`(W7*Z0T1ofyVq`6db5gC_Te||1)wk&`QIB`Ai^T(9K9&?u;&l9|A1jtV zkh?}~u-3IFB7w3qV`6L-W9Y>AYk3Uy18Oi@)3P( zgH{=6z_DWgoA!)Wlq>c98 z>SK)ZRoiKdZ|JoeYL-;gA(vKeyJN^o84iDZsVUV>IKc7-+Fb%eR9T{&J@Ox?<#!Wh zb-lVR+~M`Ju24MjR;cA1`Ju$jq*;-m?>;PZ^^64VLhF*5BIl@m?E2(!E7=DVo{^_^ z3y0TnLAY_OW0$jVk5>2I5IdeREk!tgvd!W@Z7x-((sKJJXz1}>tZ?<*Z_*p~!>1#U1DQg#3zTIdIJNERNhj!$i`6tUbCXEG`&vcEdh z+nPJp8H6IQ7V>0-wvOEiYf(V2Df>FnlK)lgBeN=hn`_>Bur)IP3eVM5Wm<*?$($V^ zQ+anhRMITl;JIvi)N78&aqgixgCMdv-3OhglvBVEMIVXxlk$DVx(%i zpkHjJz5_WE&LIUrEvuQIN>lRN#}q+#8l`QnApuVF;NqlS2UrYo!!G)fsDpJc9&Ct)?#zZDN`_D&qzzufVT)cSr>3=$`0RM8fXgc?m3{Rt8-Z|UsI3Uzre3Ug0!a5BB z_nUlH0-Aqf%9Vpm1`sluGzBjP&$jm;T`N)|-70*Xy-&Yg{)biI@c_P1`1F1$Mz7~& zV`=bvqdnfkNbI8{(ji6%A+f~YYB-WtcLV}2rN^*e&#gQHH6D9gTs%XGJ0hG^b9121 zeDvk#wcckDVyj#5`{tPyl!}COQTNM?11*}Y(w?N)c|9x9U_DeINap$Y?82`j=;;3T zj45@(UBK=F0(Li)u$^9O4WmFRD`NWmJx+|rxChzj=SRCcSq3FyEw2B<8x%5h9<0d1 z>DPMWzV|Oe+4t&2*19M37deo|VS-xA`$EE9eVs-<Wojo+oeg9g_l)=R z5yeRHo<;q)dc)IQ{bw6SP*xSubHB&mYXE{CAD3c)Z-M7MF+?)McDB}vUYqNznu@(> zzxFs>8vUnwONII2Puoww52V?JiJz9hz0RYzXb@f(1cd|Gb{9>CiQHw*cpkfEu<3pj z%a||UwrzZ^*QISf(3IyeY%^oxe?_kS%O;l<#HLsKHsXBOwU5^l;=VZ{G^}7w={9;7 zXXts@oCSF~_dK|;IBignq{V#-e3CF$kmMA#m}#UwblSr8&nnZ_L}A1=0G(!}0L=Xb z0T6-KDNi&6zuA9uOYd{Jv^bg=;p4%@i5nk3CN@+|B;|Q_YgRt!-J^;4Cor7t-A|K@uh=vd)TaufiFM8wR0KxojZf%&U2AIN2iP+(S=2qu)(jR-b?<3*j#ewF-~Sf&O6;SfXVVCCvA_0-exgc}MyT;?_PJ^6 zIaN;Xta{t^!y)pC!k2eof$5(&Wd&2kSnXx>MJM8zwMJ`UZ~PBk$wW-PEPUcw-R^L! zj{O2FD|ntKW*}Jgz4LTu6Bbt;EAy&|9v#y^(1MyrbI;UbdGfY4w`x#zbu{0q74HvG zpc4F!=s<=y=5Wt*u`pO(i>Y^js;8jr7k3^iF9yEsV<3!``z$MIso!HX4zb$!kYY7= zuipI$sMyf&u)~%d!Gaj0P0E>Qb&-_B zr$4_>e`MlXg;ZZ)v^vQ~Y-{46swrHY!%Kn)6 zp5D7(PTm5YYV{N@Qc1fh@T;_7hRerdGs};@Jv|L#!#J4vrstz2Exl-J9O7dlzmoAI zbNrrTp{;^)K7cD3$yD%VEy_eu)gf!ZBf(ie#J*F0z$9j&JCfR6thI~a)?{Wz;$Ju{ z^L-l1TO&>*ebSw}U<6TLfsP`|3y>2^>0JeRdGTh8vUH&R3-9>8MA7$6eu2Lh-ZpAf zT0PH@d`om}_)_?BV7ASheJ8J$vq7;#HJBDp#2RDCyq8xnZH@iftZjKCv8(T8a<*PB z`0C~O<*|Q(&SMV|cC5(s+T5guN&k!ThWaxI>zg?B^8*0>=%e51h5x*4zs2ckC0DcA zSqk6UF*`iU>y!{*%DD4>QLXdC&c?Z-vVDkyY$FMaA%h-#mLYdc>bw+rj_t7)7<@k$ z01eECHA}jtkq7ymUA}!elrp4MaB4Rh8MsXy^ajvP)eai%Q zN({~EuTke>X{1R$A?ad{ouUg41Z&Xs^@VQ*zVV?DA_lt0H1Exbs+!W z;z~f@tOfsWPWou}rmMFkd6+nK2?3ClgPnDU|*P*-XqB{DuJU(XY z=HJl&WHmY$^kY|k2IS5++~Sg`*m)c&pydVi$i zY33E8dudQfy`M3lEr!HAW7!{(u)Sd+C$@uv=UqBOsnrfbA8`zhEpcQW?f zbAQFAt^$GY{7t5slg4XPKrD(|w7<~`6aE!0^{l{AIS`ye*UuIl;&Iu|@b%jA^C}`! zIc%zG8cs;6=Bq|YSWMQ&t0&z;p)>~uzswgD9Z=YIWy&ItOK$U2enH5s{erJEIoNP` zdGV|sd=$jSTZh?U^gizR@~T(B~Lkxn|!tasVt7#+lBg*uTQ0$!*0Pn6;z@=qiS!iO~)Dd zP)`c$%7I3zfZunGj5=xIu9Y-ZDL8SzPfl%CFxBM_v}$}B8PZ&VcG*gXh*$tRnlIf- z?Bn5bLHvNk-lTugwy=x=bhd8a_zb(9k7dRr@cdr?F5#I?PMWE%b8ratsqn9u#x1Nw zZl46@eN?l@9USBXc);XMb{&}0mOZ}Y>jr;6;- zWwpF^vpRar+xO|NTTXt!;$JHAwQL80f`>jD2f6z1!GU@sCVZC2xEg;)8*xvRqrX!Lr%H3TgD+|n=+>N zNEFLb_SJD;bYyi!IG!CM$?nLzIOB*-YR(9f;%(WW7%2zeA`R#VyyL z<5Rk+bSNZ~pCgx9rn5*3wl_SBzxB5yJx>%R&He@ubz5{g=1G}YH&4V72 z2`K9o__#GE-2-{vqhk$+JQPEKWq0mes+K{*-9?1^ol9jiO0S&-Tq>r5Vnine$SM5` za15)YdHSJxRcL2X8_Fa$iJz2U)3^{@8O&ouXvhFBf7Ws@*D$)P-*NDS=lJckTk}kF z6^$a_CzWFRcuVzL_Hn`lubr=|%Pkn`-cz4q`&tFKPGVjmY?gB%WdnJDpwx3_VgFXD z9!VVT49858n3kWMI9?xu)bfd9$&@GL zm;KZ^m~lsqpP7X|-Oy&fjVF?NM0*2=L4$O+d=%al#%#CStVaCD-Y7XU($n@4sG~Lt zi+=(5K74*%Waor{snw_DU)FD(gR1EsZ)g{7lNV7UMQ!opyz)O`dx5xH$RA0z1KhX6 z(=zI1CmX~QXA%a;axJ+Wp0?Ni`$gS#P!!hdu;Wu2pCm_VLYA*9PVZ}_CrvG0;@ZjS z>xrr1i_;qGUjK)X!Zrs}>sAze{ZXSZ*?7%nW20AaM2HZ901oYBbO~gCdQE%VLlV9~ zCB1A8a2mZL1xUh;Z91`j_ijyfIlASYbE#V$0~9_E@u8x!i%2{mMNLgJj4(Uv)#2L% zplfrzE-L2)cNCU)=nK!}L(q#W?x733U>P%gB76HM1J8aZC!c#B&vr~b-H&(!mCc*Z z3%;ZF6RP_~W%hRaF2za{tYn{b~r^ ztc%)C%`$1>RsB{jX#Cq6aNQ>z2i*PqK5~yqMr8o7viAEOcVOxUK8NXo>#NhV7&ENm zg|L0`XOvfJ{*8jUj1@B<#F&a)>)u{|4eX%IAxkv=$g`?huABOT;95zz$n^{C2B#*{ z1j`zZp}-`6&JdKoN`TN*18~EjX`IS24PD_rGq41)MIzSW>!iT!rk#3L(1h)nTG>z% z6%ZysGL)05{%8~DWvfBAZB}VCuO?$&GnIYDe`&mqWoXJ@TZ7$0s-9(~sF;9ydzvk0ZB{Z@U2%K*D&1luF{L?Lk?P)^Tb-q@AZ2}<^W;rag zpm&vs`WqV)A(C^s6)pUg68Z6+ODg~Dw`t`|*lgvm8F|job`;TVVgVa5-_$`$^oAPS zsPKGhgEm<3wWJ$|t{lL;!gO`2wxwd%0D9ydZ1QM=^n{Y}l`SZBui*0{;26+v%J;hs z__L;tx8!qqgiJJ|ULSx`?Yq13M=J%{q)kQh&6}|QJT7!aAEz7X+C}EUj6*Au zc#D`*)7~X~X*`2iwB-27=6JM>C@y#Y)CDX;iea;~qe}KRe_FA3B zPttj|%+jV+5wBWx__qtLRt`VlDMC+vghT8P-;9wuJ0gHJUbtx<#v%qX3Vv!^q33j< zx;=H^>^t+M+a*A~Wu*TZj>p3%ez91hm#Zsxfu~H|n3+fQ!xHwH+?czYBZW>ejfr z+(Wq8u*CHk{#*&?1t^LC;^R_CuoHFB#fPzi_cH9RL8!AB*5^eg{uxZmmNJ^YU*3!) zpd~q>nXsF|Y4znIvExU-wFl;mwM9U2D*%mNLDYazeibwWen$l7xq-3V)?Co}r z+;EDL;g-@@*I_=`MfAe12lpB&3O}_nM&klOWb8Ss-`k4C`-h)31p>B-w#ZxvhaOP=H8{Z!`XuMH7R_T9$MVN1_JB&rpXBoeJn(RNLnM}c>Qv-0Nt|--$2J&8 z4!6_;{d(JSIATDpFi0i!GO3i|a&BXFW}j=hNhnpB=2L{jg^Bd%)tCeS!sSb6&NG)0 zOMjBMze|pmyJF~Bte716CagU;47;>QFaTKDMW~xIk$!zS%1gpHGu#n@6GQRqi*8 zeKBKA|LrjwhkM2}3VXB52l&~0z!r}YonHZ-DS~BoUDfD>KvEE72gWpNa9$;Iknzhw) zZ#8;V^l8NB^WSC9hx9Uu$zMD)(d8%kJOh+H2u*QBF22RG7-}GPfXely?WpD8A<#UL z|Big>Zg;mn`p@pRt6*<=ytdYxtZkSsDpC5@As)dBBG^6us^PO_DByAwLqfXyYpPQq zg4D?iEuQi(nTI_=S=9BWfBMcg1-=bS&ZnLF(WTWHY8G}kF@5kPr(^tH#1vWWzsr1sg6h>WrlZZ2h5m;*OHM= z0bgAH{?3U5dFR_Q?zdDzD|T^f~bTfA{-hw=e0DH@4}8!6lH>{QovdzJ-E6k zhwqluTTmNm1Ilh19%d{fC1kuzit`z#Z05u1C&0^F>Vak)PQxSIE#!?#KmMY-3Lsj9 z;Kq6N!fl839eD0o!Sl5Xv3|;D#;M%N2AtGHivh=;=!pxiR?iEvKqpz^qt$_zy&H_6 z{ARpd2y8)4%f2JVWz>i`ckm3y;gcP0%g6(M4kc>nK-q^NTrUvyiK$V`5_yYWSyk@u zSvZ%HkN@5PKvb+#>l_~b3HsJQb8+wP0H3d3S+KxkvaOhSY#GSTiZo#c$lNyUYm?=B zYmYawZkvCE@@LZe_PD%KzuEK2t=W4=&>V;xXRMyt({`j^>PSuumAXInlQe-hNyL|T zYXV-pf1mOsji7`$PwcOMsrJX(KG*j?VswpO$|^3Czqu0@cz-`O`i1N3X_G}gz|C9t zJdb6TzuicaAA9Z8GD6~-wmG9vV~=8ce|-gX_EEdKtGLF(nm_B?vT=SxX_YE z0Dn7MNNoL6jBEIzkjw#zY?;cUw&CXUV0?q@+&4+F?Wy{+-$hl+az(;Zxs}#g^^;x+ zcD~|b{5CGh$r43eF zar}mb3BOt2yX%SJIMsm`aR-&+uGU%=%f1AOOM8DMXJxu29gE=#fVgRq-G?I$$vjtF zWSzX_E7*CyHwLlX7%<3x8awEN{io~jtBUy?zyP!aXvZjoWYClKLx%!?!603Of=K?* z=w9~0l8^1ewoe!9t1x4jNa5FSvipUAi+B^dYH=OaWhFM2JO;%?CK|t^{Oh{g53AbV zFrZ<<>dWQl^5~OqPcO+$`eV@O%zhlPR=+P^08~O9^Sz8PBS4qErN}iGi$u(Tehj1g zRSK~x@vwMCMO-oO?HI)rK?PCd5p#D5NkR)n_gS$XP7$xt!AsDesSlzmy+N`2T*IqK z2Qj%FWn8D%B0@p-7sUID6}fdDBkECyR9X;#Aw#Q=0B`2Y5I`oomZr@~yz^beJfj73a<=9FDNwrpiV#WMN3vR#00&}JqtjSZXr_|MZqi}N%{ppDx% ziiudgp4j28gD!v%43Po@=(D>_=uWmNj@NdS^xPW{-#p8k=O+cYM6yOD%XAA!@Mo^~ zv})xqM;cU8gQ^R(hr8aC`A9x2>Bl?1i>-kc;~~rnO}W0?ejMYE;L$Yz^G7PmWk%)I z6&kZ`t0`tH$F)w*DUo#ssqJhkPMjCri1w+(c*tw-iV!Cq7PUY#9Ov4hn%-z?w07e6 z4nP)N&zA2kq}oLKT34Q}_Xjm}jAu?xyfjtVTmNkDW>9w`3tuBVGca}*0YFbQy> zuiNxUcD7@&txo_IWm}kB(Y6D6k-}Y}mL`MF^^RFZmlb7KEr0olNjED4zTbxa5RExZ zMVtBSb08Dn`HXfWJ|{Izr1t)-0aIahl%03G<84o&uMWT(Q@#0#1&e@+sc@YB1K61v zR7Zv6x2Y6s8QBA>38Phz?js)CqO;Jtvzwgji1^q~+u0s1g?O872Zy1D&jM$`pPqw0 z&E~drY7ajn#h{=F$e!gO8o|PYceZ_w2;MErplZFHttaGX?75Cu5&IHieBWl|2_`ei z?#3;P6#|n;wLS0)I>|1m%#>6HLq?|D6Zkg>o)GHzVkPq>ke*gXHRkphG7%bWAEm@Q zy=%U4eBsI`lz1eJu=?G1ee}e@jF95Z)Z)%2Vtc`iWM#1~yfkJ<08|d1ztY+CP$Q;& z*mTh#J)|ahbv+s{B{3p$f}5MVhwu)v@L2QY72CJkmS9c;8$P*cf7MKpzK!?BE2iIMwj zLB!OAH+@^4HO;ADqJ1#cu5-`W*2GTab5uIsNQzr$Hynse&}}D(9kfShV^-+aoBdF$ zm8X|w*;dYF{&TNi23xtwW-zseX0CibngZ)+O$*533b?`!WAo&4yk)j)R@=d>B-!?; z%aS7tcb{KsV^wY=)VsuDd71$Sw`bSDDUzAr;mJ>wA|&Jdv3j|EQ5|iiXP1N%`Mph* z^P6jWj{R@MmKVPKc>JXK-DImSa!kp+N$Lueo;D8&i#TxMHryT0bSlf=R|r?kuYnE5 zl)CB~YBs_g7Kf8~oYuZ*Jdz&JugT{1olr~`Jx#7E)bL2DqLA@3xe(OVY*w4+Ks0O# z(uk{%GC9c2<>GNa zZpPDNAL7d7mh-{FqjY}R%$DTBz;kZloE{g6QA*>#ty91GAUxXCJ>}o&qy&ycQd;rvF4p9hg+?^F5zp!w1`PKat0P-Pwu--{_SN2;{9yWNUog z$S#a~$gMN29#h#5aLRh;4sL_6rI#_BOaOh^0B_^2o1Y!bi`3N^7j6>*QZm z44WC@{w`OS6*fay!dyWe`GnhRdz$pRFLi5Tyuw(Y=9^14o9ObG&FT1V)(ZBFk6mdh z&bz$c4BdyKdzKVUDj;HlqP-Pe9O|+9db`uf(J^_>cecTN+gHigN?K(s7pOnc zD-dTzR)G=GFgIx<>P?V-OvK zC3iEJc0|xo+SixD%v+l~PQ2BQN=mlDqh?KwkIihA6FK{RsB}4?F%z1RIsQ%Xn!z-G zCH<_mp6I&WZ*IiYey2*Vw0zb&Z+3F0YbI~7ZBDD?7NZEMTmv088DxfO&*kyv@{_|Y zDJLJm1fjop6w97hn+xP=6V5usQ$4P1u?x)HF!U0z;hk__BS2S~pEFlHdKlGnvc2Op zlaTDhBk)oE*IKK^^S8-$KXVz@wuX_2gD~~32sH@xwr=5m{O zHwP$}?WSb=Z7D-<(c!>^VPP~9Ha$YZ0$Q3sCbRuf11ptFPFnC}J6$MH^0k|mFD~N5 zWR0I83+?n&A0v<&aDF&fQ>i_4(F_%toq> zkbQkMf^!;n%dw@^UB|NMo37uJvgf0fYUjysoX?JW()Ubw(^{;>Se1W%Qpq_w&0xnT z$NB+cEXGN|BLZk$hhHy1BOGsT=snUyPWMuO(abtdLQsuLUa8v?`DgFPQJP9~q~`T} zcs-h_z8S`|icM{|V0A=@rZNPr=`x1`+23X)sl7qX^;-&lI}zqWfYnuk-xTJZs&UVd zl}+2AI#tQ7u}T!&*m~lp9k0#?of{lm*g zBUfSh!`l8l;Ys0zgTbV0f6>)SkjFQ|dXMf3=-8v@-Qd?*uRTFi&ot6XRn3Htj1I`l1iW~Bp$es1r+*E~r-u3bPr(S;i${YvKZTYiQx2rqkP`q);=Qy@=a zMhxLeF??fyd&Q$-Ta(B<(7Jl z8&LNm67kK@;I(f`uUe{)Q^hr2&DcZI!`{|Qflw&wRxaqR(j`I_asL zSAU3_4K`kUft+;b4)?wgC>TXg3F;p2_28U-zStzcrd_bIst28ry%&%~48$R~nq4wL z1Nyhz2a2+kgzY)`?1FPOs@wrhB239Uap=#%_a?hr3u-l>*@DU@Gn8`jlyAnpfLOFupQR>JyiG~ zb#B#6^tq6yoxLbU6X@M|iI_Mb%bH~>K#4lz1-e~H<#!%e1B|ANT`9ej-qt9}=%6vU zIFsW+yu)0(U}<9jt6|k|(RA+eGkhh2e^h5bC)_(X3D(3p=L)_o=RwCY2W%yA`jaQ{ zYd{oEl?{-Xz^olAp(!SdN~oL{U8}U!?5bZV{053=O08V~>O2!Upq0c1j}!j)A-HYF zrUXkX0}v#l7DuGKo@Yf-l<`4hCE`kpOMDI!b2FtA)1KJ3rXwLWUWe?}ddA`5e+84p zF))7-G8d`c?VE^Vz#=MvCGX>H2m*eMQOqz1886m3)~Xpp@p&A@W3VbP82MrsbW>c% z`ju5gkGtLWr}2#DC|%Z_;q`p~MlXLUJoe) z4LYU8D+32Fx3H5rAb2f331b2se>K)$DSkkfwO-qr+U;A}O2$IyRYie;dUH#DGojvvo>AJpTXXK!!hj4TEJ(`aoqMdXqZ|bOt%w5y$RxA#>ceqy^|*o0O2{) zXw{DopcMD6+}tsKz7TKbl&_XB{Acz5ze>zRpKF0RPDsD^gyz3$o4>*(D*LMD5J~!9 zgwN41Oxb{;*BS41{8wdkT6y3rGBqexG5_n(3HZR!m$>4G|5eZZa}@Aiug0;wCH|Y} zI_)|zv>6m#)$hN)*Z+R<|E}`?8utI#bpijom;Z+c{QtfCYR2W(FUe<}{1L`FTa?OU zT@g55s7*tPQSby*cS4ASEDP&#`zEm_9F?=`yvglx0HOVBGf|l2Jht}CFnfny_NFLQ z@%!hVG+ON5m^TIQ1F{w3XG+6JXRj~a_Ht<~r~Y&_0eqNK0_Zr>+CX%5-}#h6_d&c5 zW1G+3oVmC*n8&8RrnY`1AvWy~iDvWsE_=#NVn6EI0cqC#=jVP>D&60VLX{MgoY&gA zcotli!wh@zj_f<0)`9DQirCcGEp_{DgaUmOb49>C^z6q#I`!Hn{4OUjf23MgaXNvm zi~7`iQN6B$Y9~=nHgC$0oug^8nvR0?Xd0tR^sb8hPj2)&m?TkHHDB#gXR`q6bwA|k zwdgJAsIcE_&oD5q*(A*1&xB#W3Mk{#Uja4u=2ad>_Q$-DNwF z4~pj|>Wuz2ZdQYMjlI40=sezHm1>pi6VPhq8|YiKRU38qK-|*>se1u}48ViKHD7f| z+zU7&23gixPHZDY{P+&0X&S8YtsWP#H0kzkEKEz&#;N6)$NbittF%KB6tTO-A*yT2%+(UQ$b z0dmnex4rM47({u*=*-2(gp0x2^UWK|K8?yTp^_S`s-t`tJ!l(Raq=^7VngzW7+d7}$lt7v#k+Byp`^)j&sl!az zN`f&X!P6TnG6k0)C&!}?U?IwV#s>*Et^FJ$*?E6I1ZS0D$Rd-~&+{OH5#EL&RQvs9 zvE~;f**v4?w6)tJ>-9>g6C+i+7?2h2;}Mk=)q5y(1OHdVnAsa!+;E>cHtT)S<;3F= z{~s;@^U7!Fj?!JgTMcN?kckTS$mAhaB2^m?@%=0(+mVp~k&fC5zxP@u}i!helgzb=q&MgM2q z$LO{C5yZ^LKcmFipdG-0bB#ZivkUm~l^rm$g#pBz8W=fHTnQs4PREiAxd&S;=umHh zLPl>D;#l%y_X<6RIOkp=zj=z-%|dzXCK_Uyb#ja?R5$;hx~{Rr2qKBUDT<((<{$fs zDHlK6ak0TWgEgW0p{Ucz5z3<9vfcaI4amgZE+*F>Q&fOQl>|KMi-I55oIi};4m$eI z+TPW{R%oib7nPZsBqLXT;_cRNIMyh(eLCB^6@^8Jp^Ea5B|AdQZ^iQ^g05Ov zw+Yz8Nrb6`F06t{J$Jf2LbN8{2-0Tgf4o=p^&tg!S)&0Jc-EIsuNs1_XPNlv4An=o zTMS#QPIhXVwM22(zl9Cf9SdGr)=)Spl~k&Y#yV_`0HloYv}8fQ{giaY=)~M|Kewd+SAuxyv3sT z_#ZLS`vPX91T4?^M`rWNfz*kz`@Z1H?50~2^&A!0?0y~l#ypSh37^pAMSxb5;eEHk zTyXcn_nOu7MYjbwh}p4mJPzC;vvD=w$ag43;r=JmbT0`Nli%E{B4&C8z9>P`R18lp z>gQzVrP`B{tE$=c;17z<*UbAAe#QLdxXTLe5+Tfj7@hJS9pM-6eA>x{__wqMgXg-f zrgGCY2|n2bNy1cohn}(Yfmh~#YEn%00B0~fU}ox3{Kxh3vrl}WnlmOJNnWYeca;d~ zPClG~c}#5EQwf!<>*lf44Bnh)D_t#;o;CP_uFXeo>0`_))C|x{IL2emgaCglPdj`1 ztH2@XJek|ko{@@g=xoj**Z8}E?+SnY@d7rne~6L&vA^C-#|9w}WH^pZ z`5!XXD)7mn9GQXV9*@IZ!guKOIhQ3U9eRH+UMB4E&I9VPMS`iOkipgufN!)=4m2WCymVP+{bpeEGswq%C&D%agft~bG-q~ z%}E_QrP-Nk!}s`#FAdB*ieJW--kVG~Di(4L7azmKtEHy#GgcAWK9G9M`f@zh7wK@j z9F_vio}sPn^$+(o9<$vRS?c4`Qz?TsMC0DuTZ_uhs$G|%Wt%1zWqYCk(%_4=XcRDS z>B8k~z`PaR&D*I`{rT93Y+V))p{1cLTB*8+lZKU*^FD1na!%t~&74fc*8v}h@1`hM zf(|WPRHS~^<$lBo_9E<@j`ui(hS|b=N+376Q)2{n;k)M_iQ@KEHcdSq5FQ85+xXs| zUy>5Sa?|}e4$};a%36=kmZa)Y}HD4So08{HMn|F(P_=~|pz}RQS-$rDd|}LAoiSF8-|aAZ zBr+m*4($d-9LZ(%Co@dq4J?dQ((G3d@NrThgXRh;01SalWskShwb2o@Pvt zVIIj7`SMn2bDK)2E>56w6zZ1mNS@?pzTc4UwqKFXn!XL6%5kvcTXYgZ-XIYUH-W*^ zTBRpxHAdA^dZS)}ix9rdk$$D@hd25e`_09A)hF}HPx_Mf9P?aLe@o4ljMQbPb6h2N zt5;BS&9`OgN)*Fq3V8d!jVIZ8^TZ9>mW+@6F(R3+Lcj+FN)vmG2zv2xU!`(hJexHg z{RSa&ZC+9zAvqrk@|pecoZu8e<=q!57fnC!ef(^v>dF?7lQo)ck)=wWKxP<<>`tM{ zUhIuas6XgK>u9SYw#@urx?92j&~ar?f}o)V5c`qUC~&j`(Ikj6j4vWU{nyV zj#~ebt&J%P$H)2Za*bFsB_lKBJcbhtJC%;zQSOCL9dv$72Dy{HCj$bGNq;h5bviU@ zrvxRo`ZPn+PD5!To1GDkgy!_4E;rmm@~afP#(4~j1J_wWOQrE)q#L}W4qmfci-UPj z+zDvD+9`s9CIL^X7$8~Fg$KIXXbc6nWVfM?wURY;EgpgjPS-j%00jg8b#Kz_RQ=q; ziryJ1&xqr}x227Taj8BNmmMsQ!{?fxjYJcf#$ArOiFfEfi1*)Rk2;H0zJ%B;9_ppd zQ}z3jxpJ(W*=zB3rV*mfxm)NtAJQ16RplRoUQfAMFW$FD%zJ_*3baD!^F2Z>@!{76 z!*Yalby>K!ZI`s+=2=I^*&+)L(jf|?37PPrZ{?e>JRAM~dAoe9)meEBXqI4E`# zNeDOCz>0w*0}gLcIZE0UT{ORXo2W&PbZ-wvN)Z8~v_FH%Rd&C3rJV$+7VajEU*xqB z){yjTpUrO4xkTZAdQg8-AV1$X4lylc<@IcdQ`y^GQ90eoy%}n!OLm+aU${Mx5<1Ij z66SgT9@cp7E|EG7ZvG)Vts|ve#mYC^{$xxuiPNLbz;*52D28O+FhA7TfA)+BTk?N%d(D&t;7)`J-pM_ZSCtx zGS1f@8TURVJM})39`h2syZ58=T#<&o+Y^^)MpFB=Q+r(ux8JB4Ss&qfI1RIeNW{x~ zC|oYa8%?_0CsOO`B!|rjW-3G&c zrHoBfGWY9h%!qyi|Frkz|4_E?-yso6Nfd?ZL)nuo z*`>{%u^VFzF&Nv}hoZPumh4MHSsME`h8eq1$v%v2j3r^lmTfSY=W^el@9TNpJ>Ngz z`5`}e;bqR5>%5NhIF9qZoL6GsO>s=faZS3;NPfgO_r~QOEqv6POa=9MJEM#b>k z_CIxkXyLKTB(i%kXZm}?<-|f4QUHHslNBakaLUvQ7 zDM`AW4I@t^3J(_Ja}EYe&n3MCiiu&w|58jmn%8@%e3ihXLwB|Uv1%6i6#_xNOgFfB+=iw4Vfh0yP66C*atL(3IXmh_A1kv`JaL>56CR|}i zxhqW+ekQZ_gcFLbcoSRr87@emjn?~YtxObXE%8MlqO20lE5GetVE2Aw}Y2wh~ zA0Z5fJZ&KHZ+sXkmwrHZYDIo;vX67#dDH3w{yKaUd}G;fTo*mLc+|;Z?Ax8qfldy( zzF%0f$AW%Wza5dGiysIcWqu@~U z>jCc$bZ*j}`2^!yVxhP4BQy=?K;kKrSWg3C$oD*Sjkr7TME~(^A8W6CZI}Mg&)Me? ztAF7ry-M(Ms@Ls0{6qiC1gA~a?H|?37b4#Iyjw=&SEh#&tVBHmNak(v7Cm0knpbDo zfi2(%HL0>rV@9!Fm4hdPTMwhzeJ8wWZ}R%MwfC-S;p2cylJpe+TB|PJXaGE}x&6kF zXXV`UBa*iIsGyUVW4TV7Z7bVl6BZn!4Dn!8pkYy%&!RiG$72CaajC4(Uk-`~KVD^P z$lHtt(GHegsGnzl3~Si1CWftKd?oHBUsH5%iazkpctw}J8uT;_f^b{^d{O=8<4zN8 z{mTy*Q$LMn>ge+ZHfG_}x`qa-3IRQqA+%9Sj^L7D8D}7Ft_No~QHQc1&fUQ? zs+L{!PJp%a4=|n_f|rpaAk|31%@tYfRu6R_dceGH_Ne*RNSZ~0^6vMIQtSkXTtR%F z4||xDcpY`ah_&@0U(lFiZ>Bxi9TUZ-^797magj+5kkYOdWSl_x)Gdyk9WLz_2{`~0 zbV6Yb2mD~t;ke7|?qF>*)MEoVc}AP?U-(wKE`g@NDIaN}b|Er?PCixL#BS zFM0Z&*-Oc9) z(8an>KImBEjMOye@qcwi2s)lg$+{H2NfDRbI=8;CszZnmgIoL0T%q0BYSk_q>9bAQ zYk%p^zob~&6wbSvEhz`C6qWsw4X!}$p4md??)Z0&rc5Jmhcz#`jn?QS&Re@M z$8^cpXG}8YmK&Hf_uLv81AY@IVr+HiG(9ut5#)KZ$;IvRX|ol-W?SD8^@d=wD!hFX zYie!ySnM4Rq#-Vw$Z2He`SSe02{C;>r7w&!iaSy)l9=EZ;uh8N6&Vq1ykqvI+5v+} zCY$11w||<-Bel07?qZ73ki1eff)H*NxxGvfE53%vmO#xpNC3)2KBeHksay$Lav8c* zI5j`lX3Vw}mBRNlELUO-=*O_EZ*EtZT89qmDPli}VkRX`n%7%S#*QalD`P#q7+NG6 z(B}YFudR}-z3nWf$`)KgSDsWEo$}LkXCsoN0bxkG&5Wkcoz4|-KI4BHZK2I(md|?A z&qrJi#^;S<7sxwd&?avBpw7ml527kx(;;(N?k5j%4$9x(<;Mo%4A#Fx%WO->q`Pbmq;DmZ2I*1 zY(0El@yiuty$~?l@`q`|#IR?A_zS%){}clcWr+s@#f8u23};t=wfWUA@<_e&-y6NC zT`{{oKK9ZnYlWz~`^I~j2y002B#ebzTN5=_d1auV_f51Dz~);4gq!Q9X-SD8LvmMH z`8&d$ZHuNd*0Kw>`bt}t10nE=f%~GVy1~5!U%lg)R&lWeS*?wSeJC~YiJDP|tb1`H zW-`IHMih*$WwsGJJWyaU=yP^1Q;sEla&Oblt4xILeeL3@3xVZojIz65Bc!(0t`!ux8;Dy0~AidN1EZQ~E3PdrPcJ z=97ciJ6|QW4|3EB`LdI6VfV$&6T|iwu29#WhbM&9gfLPx=F8UiBZH0&GX%wjMSjHv zvQC=5?qgcznWvrdQ=JSf64#yGyfHUEHwiOh3c=lLzBTbmbABqyz4a|F>fUYdTE{b{ z17<-kX_>;#pO`W;(yQ+!q}(`hvTmE+!cH@)WCOq zynuQT+XS<1lT_(#%DeLTHm8;gOX!tclX%RE$V-M~o)ZtOwep2fcM(4(!3S%6k`3z^ zTB{NHg=&>F!hJz|Aab>C2n`xadFJxAjI&3-79SD1(aXPo2W)G15~5?a8Qx;e$^o|XdOHtsc~ z^gLeLTnc#dpy?e2!k{I8`vbCADr z-nD>8k|-$cB()Yud_^v{diSo`TNmJpugTW$`~v=4Skv-tE0 z+!!BL&eGwi9cUJ`HTp`^?e@oYxIIi4yVp0Ux5?#VTj><55|ZiBd<)ViH)2qWA~B{| zE@CU7w}jwB_}%zY2gmXfp^!d?>Vb0Yvg+$uh!%9Z5g^9nUHNvw)o^Ha$`(W&P%%u{ zrjop4ciTy%G6|ZN%MkSiYs6O_O?Cnx>x$3t{Kb&5)I*mU4p%;}XoF1Fb(zjhEY)_L zLfZ1ITu>aN1&sdH-w1X(%1QLxv_O(AzZx?;#9(22+Wzw|_)$1{HQ$nl;TqgiF4Gn} zVl0Wn3$+-=*=Z625%J~%LSs0p1LsxwlJyG}>UhqN;Dhg(N4KGUi=@^jTk5&RGN0^=@EADZ%b^_1sYoo^8;s`X-=V`k^)IBk|s<&YdvSwLh< z_HL^#cr?jR%-YN&0@DKxbG2FWMLregs03~zpLQ31o!G03qD!jOm3`|TYH2@!EI&ne z{MD5+ma(tTG8c*11dK8|Q6*_IS4dXw?`CzJ``$*5wjcs`(SDObv|QUex7-ZDT?|d2 z%S{)yj0)?$E&+Y64nQ^7h764(7cN6ND-)syN$Zn2OO?!~xRhvbN_`>_nE`?u#kc^sW z2x_kdPtQg$B$M*X1ia+uc*{@q7G9dvufb!S`@6N}ZPFBCocx2}8KKirOb1tW!=wS2 zxbgl{H{Mt$-DfcgKLUt%Ps8H4oLs}WQ~!a`H=3{4$F1|YmG{7TPtM)m}r z>$;FwAxjzG@fI98q0#f)i{R7N-K`Jh8DEk^D)f zD(n`^kFCLKKqv@O*)jH~5?e{3&WcL+pAQL(7Q176AU~BbPxcV2g(~fa$l3m*tvpS^LC-VeskiQiDMyjy<9|Q?Co$O0l zsXrwBZ5r3(HyY9c5le(B7^Zu_QoUz;iXmtZukPXXIj>E}o_M%6D>hzW+Ag1b(JyZO z1U{AX%poA%{BV+UBhb>g`PPmrF2#Ag?yFB&jsl2P+I3;EX7Kd*o~?A)12!c2-rTC) zo`a|%GA2Qsy*?5k+W$v)?*mLyv;TLLk`e2d&i8>G5{-7b?D9%J`0jl35Shkd^LfY; zx|g&36gsf)73NrvM?&?};KJRF`3#H41O{W_$7U z;a7=;h!oN%2?|S0&z^G(GRV@U`IeHq8L0;71gjV?57ATdu8UfHXH;JVn31Ipv4#$Q zAutq+3qBsoy?zsk0H_mck78{`)v~KDeqEmqEg*dC=2E5T!P0t5C1w+AMwcfpNBj&w zt4u`44+Y5Bti@@Syfh@>=BnUDCfnbjupJW%k#EKLM`iS)R~s-at~63gE3! zm30=Qc?94X9w?iGI^VFDolC;EZ+4mF1Mmo#&z~KTH;Mw?arNZk)9FZ>2edJJu}P?_ z|A!((&P-LR##;VSoP-T>YDhYEa-QM5w9}ytfO@B8Ncn&UX ze*Op-?8af8uJ)Bym{Jxd3kH6io?ia81(%}N;<;*rTYHTt(nJOG$nO|sC>&r#G#^-n zyv^`%u_v~Y;ts=g>{s*hZ60Wgo4yuVR(*7|>AD`%qz#{iyx9=d+A=J&Ql>FRuHO!A z39E+Wgzvk^hueH&jqc|;&Jj*786LdJG`muNUFuwIvI9@+-Bn@dQ`*rE$lMB%`R@m# zY<^w^tFKDQt4Hu0aWM97DN|HtZopZ~!663wPUWDT(VoHLWM2ahU0lW}<^_{R#S1Jv z(uuiuSWt;sF9OZxXOExXUAp5v@Kcg-w^VA;$P8db+t2)SYv)cthO2lVvQb7urt?f) z7s|h}Y1E9_Nn=R^tosVF06_)u9r|R)S=F(9gfgUw{XZx}GEm)FC&K+=HpIJbPbOPv zBa19*86$mx`+Sk_%OMF0Tbt$1=W_c#lmf=H;VG{N8O7RmF?$$Zw=#lnMGw?xlkP+K zY5oN;jgeX${mkL!ZXDk!zf}{d6DD!|2g3~cVKpq1!@kX+-II+M*;M}n4KNnIRQ_Fd zQO}=iJe*LxVja8{O@!a{)PoBV4E(%M9sO^rA}=8 zr?!#AX%hvW0$p)BvW3X)>?7Nb>-Qnk)Cix)qEg+HrBXKDnnA0LMVSFE?K>r9bzEiz zn6!~L=g#FCDYn7v#1-)2T{JttsC(Jb4PMwij|%K}%5_AVOo0;GpAMwzXtrfMy}(gY zWZu>*kG5N{p7I9KRUrZ|gPiY*AbODPxgZQz@))s=GBE?b4s~@tz$z}kuy+MG+z_Ri z_Sd1h-;OpMnu?mc*Mhr;k3;vq_sRe*-=Yw8Fr+nM<;8LW@>id_wzDtl-V3Dqg&488VDt>XBr0Oe8<8{~Wvb*1*}5fu?zQGBvr zf@oQ@UgcoO&+tHt_dMlBrkmK#=wDUO zL-rS)d~u%F#{p}UgIq1_SW+ZT?Sb2IF&VDpFjK9E{Go-2wf@dS_}WJ&Gy*VDi8wk$ z-)#n|3n=>tvtgG+g4WaK!;ANb7~8s?`YP9<)64t*RxLU+)6eouPIVNVf)!u%?2NuR z9bUz9sSqA*F?xgT&Z7J{tc-9#_BqE7e@Yy73yRM83mKKMd%%tFE_1qi6PeZ~6J86# zBOSev{_`u4fD%5P%hS%%bM#v554R-=-{aLz{0;afvgH$MWIexPYLImLYRxP2rg@q7pR~xBTK)iA zLl@3PQ{TD20W+SD<@I=CcdEl?M&bMwW&xKkoRCPFE8w_&r;S~WgEzw#$v{?}Q)lf2 zERN)+KEt9en@8LY{CdD%;sxdH9>%zfOLn^P)i5Z?HguE?TH@?Ie>} z=wZP7%d%7Q)D`NFiVPX^*bYAv7NY45=Hh1+@iqN5V-Mw>2PC5xkv_}OvmEmdRr$Kh zC*=+cNDtH}HDVQN2Ao26YCE$6lN&a&DElF`9sVam{#K#`%8U7+T3}Z(X1&uj31~+u zSSOw&@nAHpmDu_Eh(xMOgO4>QGyn&ZZQ?2!+j06Dyk2Z&tlG0*Iv_L}W9aO_1&ot< z1}IakLl;g<mF9{k_`h!0 z?Fn^dltVUiWw_Zf#K_~&$;_`Zc*^TH!*Xf}!?gKutH{OaUR1dui>lAl2e9s?5+hzZ z?IaE9WD(@+Q2;cl(xg!*7|l&9GizuCTgo1^dup;QblTC%3cfz~1vFdkF~(1ZP@3Fz zTKJ1+U6v1Yki4bD_LS>No*KYLQ1sL5?XI#Wcc8*O&2SqS3Z#tS$FSy8Ng#$X;9#Q8 zA)O_K6=g~+T5d7~kGmXVNKqpcQ5*BK^FXzFTj&^N-%aMh?&K2;_?=|n^u>sv@^@|- zuJzA_Z%lX&8KVmMS8q;?Rbbc?f|f7|{Oo#EqjJkx-w?n}V$yq15V>r4g5N$JVJe=3 zyKFvdK8!MYq$YeRyQh8bJrkcSV`ZCjw_c{}_b**KS=Y2~S&<@Zwkh}7meRNnHGg$Yy3 zH{@Xc_;e{_To_iJrFXj|aw(GVLgk$5{+F@33U#>T*N*V3dc{`0K!VX>FJg%wB@+}HS17ZY$ z#)*q04Q>XNTwL`d93MlOx6g|aY6TbRlPz{%*vD)?FZQ`VP@B5iNC~myc<#~cMalH5 z_U@4%h2>|D0h?USrMo3-D|K5Bh=JPbgW)k379_J#XUh|#9aV?LzAVN|EUETp%rkw8 z0g`KgWs&!NfkyFZlf`BX^dB-ccyV=3_A9;ll_+N84f+3u<4)R z)oLcl<11hhAF3<0v}n}<`)hcfAl%7beXu>*cA(f5l28^Z%5nh$5Iwn}3D3bm(kzet zbTI7HX3MlCt1ElG$W>FBOHb7=6|ufZ<0xA6UcsDA*_G7bVAYW1{CuiZ2G~7XKxUbl zvLHOIADxKTZkXVc5MI{4v#{4NuBQkHtXPLwXq<95jXsb;S6DCG0X1ZvK+&O_ z^3fF6kGi3Kh>Km%MzP;9)Np$C#w54=L7kM!=K~6 zC|*9Xl!`BH<3q#b!u_$D)u-L*Xs^*C<_^c6c~FKjG+#GsPj}3?P(g1j+U&1m^bX=j z0aOTs;=|M+O-b8}@bcBumwF;B5TCXpL736m&1cz6jHqYS`4vL^i7~wE`vwZJ7iTQ? z$mJkgN=k10i3ahdu6jODwmQ)tKx*sLK`_d5ag@c<;ObK%hv0}wQ=9!r!~R&)@}{@M zCSA2n@*<#AbM>nm7S|$K9O8C@_Q^WZx=d9pq8AF%iVX+La|*C&AJALuj}UvtKEF;6 z_shi=Wct719ru2HPtLfZVEAGip$)^gHbgIlV!glSk?8C=;DMg?fmgajZu=75JFTOOMqfaG=D$|RI_OK{$f16{t@>M&sa)l-gj1pPaDc@P=Uv*pwp~tw$n2aMV8SY zd5*IUS$J1w#LYGSirsUMMe;W7{O~8P%gQWVwptyU=i4aRZmrrP9h_hzjpvjm^{E7{ zkUC$m))>SE4>&1=mgy^A)G4>Bqs4&KG)n{(eO+N)w=Fvw{pP>r(hzTPkQx#4U38fX z4Ze6_>0Te}TQbYOJSb}42Wt5SCsC!?F@`n8O~Bo)kZRRKR1)K!JL zd%C8J5_rZnWf{#ENTra;Dyn|ye9@9rGvlmLjAN{~y=%T+eiE}8CYeI5O-^CjT3NAp zx2;oMIjrZidh^JhzID4|u~7zPb`2 z&@UtT$VF52S6i%GE%mM#st3rFTK{CqA7085+fv~NCDk*pYPKyhC#t~O;3=W_!FiNL zLyFT^zlnj0P2APy0 zQ3lg< z2jA+SgLS65cYJ@hk?tHiS6(l{l=!Wssb)Qu9E}zlQRs=@O5f`pmMN7+P1aI!9#(Q) zIX$1^II~h6_z+y8!9)|Bq&4mjVP)9w!q z_2y)83rzMLi)`p206&a;f8zjjW`3(7*{W|W3Txn54S?v-x8$nRu9T4XoyM5)4*{&) z)t3FeBPwkW;%1(Ogm8UHsjdqfcu+V7pPDY~Kx0nCs+Hnry(FD<=TuFbeu|q^7>_wW zMdGsOK-7?QUiQ7t)hb6R{Ol9LNf@B`G5;T(wC5S17QfLLowewYKb|;afgb&q*&B`S zs8eV|72`)rwRr3|Iph?#6M7rtmd_k2_mqi5*`e=Zo;fU?xp5N^W3Lscso?GVL|A{! z;(g}0hHKh*G%3=91;Gy9A%%g(J;5=CcT&UvR>JGZq#A>I@Sa?KB>jdoII})f6BgIb zv`$?GX4l}N@Al&4+>&j|SP?Bm`ueq=vUjO=C=R+VGh?}zKv;+zUvJ6_G z^U1D5pql_x%1uYFH3u?m?{)&9qB~8mz_2B@Bl|(N`^iL7pd}i2D58tp*Mh%m(&`We zw7PBpI*)=dTmn3nc9MO*o!5%38unzD+dUmaar>v*E0|)L)imAf$#UgKP6NlT!?ye; z5ASumA;>pV87rM zb&Q@7@KuVX#$6TwYy&S(R!1$Hp{%m^BlQ;`$Ua@|5Ykrq)@Pb zsD4IG01HITl1lw+z^H($ZPp_1wO!hx$Lr{#RgZ2+i zm~pcNU-AfGdU(f9n+r>}#$~n|#8(53oN!_;+zEwAR5Xq`?qa*LtfZrJ;YIvzj*1#s*_`Hy7ORuaOT4vv-5!4;>e#|hZood z4Ce}09yi%ugEnjd^7ZLkjY=fGQnf*t%lXcGO7IUchO7pgyuorUJ-13xrSwD|JGI4F z!KSe{_!W2)cLCq~rvJKXr}Upkuok>G42D`pn2#ZRy-CUaUEeLQvNJa!OgcZ{7@Nu$DiN&Y-ssH2eB_ME%p2ecZeY_>TbYj4dJyxf~?%mmL7M1w|e%Fpo;p3wA!F-Q5cK|fw z4UAyu1z6@kJ?p5pEY;u!*O)6p`<^iR4O*&xxFZNQ;CRd$N969Qx?fc=8Yavy?dXsw z5?Ox~*35~~M=z>#fPzDIla^r7JZJ00JiCP-?UHBOfy8Y|U5vc=#@yU4^mL?JBEYyl zK+1k$J#wcUMc%)@NpS;57i^q+HuGQS)xZDYj3BUb4GP)T!~XsEe}+)|4g_e&{_*Uc z-v<5X*L#}43?{mS|MQXm{kA~-djmsDsnXq0`TZmP{b~ci=XNn~OyD11+VA6kwgiU$ zu7B)R?Em_?{#^2J6ZYpW|10Q$==&4c|6X=~*79#lhWStW`hCs($=JWe$e$whTUGy4 zmw)R={&ZjeE;GmI|Fj~%r`12L$We^ky?}jl>==EI<~?JZzbpd e Date: Fri, 6 Sep 2024 19:27:13 +0200 Subject: [PATCH 5/9] readme link fix - broken link fix --- docs/UseOverviewGuide.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/UseOverviewGuide.md b/docs/UseOverviewGuide.md index 6d619c7f65..778b5d2c0e 100644 --- a/docs/UseOverviewGuide.md +++ b/docs/UseOverviewGuide.md @@ -4,7 +4,7 @@ Below we will first outline what you need to get started, the different ways you can use DeepLabCut, and then the full workflow. Note, we highly recommend you also read and follow our [Nature Protocols paper](https://www.nature.com/articles/s41596-019-0176-0), which is (still) fully relevant to standard DeepLabCut. ```{Hint} -πŸ’‘πŸ“š If you are new to Python and DeepLabCut, you might consider checking our [beginner guide](https://deeplabcut.github.io/DeepLabCut/docs/beginners-guide.html) once you are ready to jump into using the DeepLabCut App! +πŸ’‘πŸ“š If you are new to Python and DeepLabCut, you might consider checking our [beginner guide](https://deeplabcut.github.io/DeepLabCut/docs/beginner-guides/beginners-guide.html) once you are ready to jump into using the DeepLabCut App! ``` From e499671fd13a68a71cb606453bc22989bc8d87e9 Mon Sep 17 00:00:00 2001 From: Mackenzie Mathis Date: Mon, 9 Sep 2024 18:38:27 +0200 Subject: [PATCH 6/9] adding docs for using data labeled elsewhere (formatting) (#2736) * Create OtherData.md - new doc, old wiki page! * Update _toc.yml - add to toc --- _toc.yml | 1 + docs/recipes/OtherData.md | 33 +++++++++++++++++++++++++++++++++ 2 files changed, 34 insertions(+) create mode 100644 docs/recipes/OtherData.md diff --git a/_toc.yml b/_toc.yml index 486846eb1c..ba781450c5 100644 --- a/_toc.yml +++ b/_toc.yml @@ -51,6 +51,7 @@ parts: chapters: - file: docs/tutorial - file: docs/convert_maDLC + - file: docs/recipes/OtherData - file: docs/recipes/io - file: docs/recipes/nn - file: docs/recipes/post diff --git a/docs/recipes/OtherData.md b/docs/recipes/OtherData.md new file mode 100644 index 0000000000..1d9e648d70 --- /dev/null +++ b/docs/recipes/OtherData.md @@ -0,0 +1,33 @@ +# How to use data labeled outside of DeepLabCut +- and/or if you merge projects across scorers (see below): + + + +## Using data labeled elsewhere: + +Some users may have annotation data in different formats, yet want to use the DLC pipeline. In this case, you need to convert the data to our format. Simply, you can format your data in an excel sheet (.csv file) or pandas array (.h5 file). + +Here is a guide to do this via the ".csv" route: (the pandas array route is identical, just format the pandas array in the same way). + +**Step 1**: create a project as describe in the user guide: https://github.com/AlexEMG/DeepLabCut/blob/master/docs/UseOverviewGuide.md#create-a-new-project + +**Step 2**: edit the ``config.yaml`` file to include the body part names, please take care that spelling, spacing, and capitalization are IDENTICAL to the "labeled data body part names". + +**Step 3**: Please inspect the excel formatted sheet (.csv) from our [demo project](https://github.com/AlexEMG/DeepLabCut/tree/master/examples/Reaching-Mackenzie-2018-08-30/labeled-data/reachingvideo1) +- i.e. this file: https://github.com/AlexEMG/DeepLabCut/blob/master/examples/Reaching-Mackenzie-2018-08-30/labeled-data/reachingvideo1/CollectedData_Mackenzie.csv + +**Step 4**: Edit the .csv file such that it contains the X, Y pixel coordinates, the body part names, the scorer name as well as the relative path to the image: e.g. /labeled-data/somefolder/img017.jpg +Then make sure the scorer name, and body parts are the same in the config.yaml file. + +Also add for each folder a video to the `video_set` in the config.yaml file. This can also be a dummy variable, but should be e.g. +C://somefolder.avi if the folder is called somefolder. See demo config.yaml file for proper formatting. + +**Step 5**: When you are done, run ``deeplabcut.convertcsv2h5('path_to_config.yaml', scorer= 'experimenter')`` + + - The scorer name must be identical to the input name for experimenter that you used when you created the project. This will automatically update "Mackenzie" to your name in the example demo notebook. + +## If you merge projects: + +**Step 1**: rename the CSV files to be the target name. + +**Step 2**: run and pass the target name ``deeplabcut.convertcsv2h5('path_to_config.yaml', scorer= 'experimenter')``. This will overwrite the H5 file so the data is all merged under the target name. From c0735c802c13add78ad134e6507f52bb8a102124 Mon Sep 17 00:00:00 2001 From: Ben Dichter Date: Fri, 18 Oct 2024 17:39:05 -0400 Subject: [PATCH 7/9] Update standardDeepLabCut_UserGuide.md (#2761) --- docs/standardDeepLabCut_UserGuide.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/standardDeepLabCut_UserGuide.md b/docs/standardDeepLabCut_UserGuide.md index 884b38a4f8..39188b3d48 100644 --- a/docs/standardDeepLabCut_UserGuide.md +++ b/docs/standardDeepLabCut_UserGuide.md @@ -401,7 +401,7 @@ dynamic: triple containing (state, detectiontreshold, margin) If the state is true, then dynamic cropping will be performed. That means that if an object is detected (i.e., any body part > detectiontreshold), then object boundaries are computed according to the smallest/largest x position and smallest/largest y position of all body parts. This window is expanded by the margin and from then on only the posture within this crop is analyzed (until the object is lost; i.e., Date: Sun, 27 Oct 2024 22:58:31 +0100 Subject: [PATCH 8/9] Create citation.md (#2767) * Create citation.md * Update _toc.yml * Update README.md --- README.md | 83 ++-------------------------- _toc.yml | 3 ++ docs/citation.md | 138 +++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 145 insertions(+), 79 deletions(-) create mode 100644 docs/citation.md diff --git a/README.md b/README.md index 4613fcb54d..28ef4e09a8 100644 --- a/README.md +++ b/README.md @@ -127,84 +127,9 @@ This is an actively developed package and we welcome community development and i | The DeepLabCut [AI Residency Program](https://www.deeplabcutairesidency.org/) | To come and work with us next summerπŸ‘ | Annually | DLC Team | -## References: - -If you use this code or data we kindly ask that you please [cite Mathis et al, 2018](https://www.nature.com/articles/s41593-018-0209-y) and, if you use the Python package (DeepLabCut2.x) please also cite [Nath, Mathis et al, 2019](https://doi.org/10.1038/s41596-019-0176-0). If you utilize the MobileNetV2s or EfficientNets please cite [Mathis, Biasi et al. 2021](https://openaccess.thecvf.com/content/WACV2021/papers/Mathis_Pretraining_Boosts_Out-of-Domain_Robustness_for_Pose_Estimation_WACV_2021_paper.pdf). If you use versions 2.2beta+ or 2.2rc1+, please cite [Lauer et al. 2022](https://www.nature.com/articles/s41592-022-01443-0). - -DOIs (#ProTip, for helping you find citations for software, check out [CiteAs.org](http://citeas.org/)!): - -- Mathis et al 2018: [10.1038/s41593-018-0209-y](https://doi.org/10.1038/s41593-018-0209-y) -- Nath, Mathis et al 2019: [10.1038/s41596-019-0176-0](https://doi.org/10.1038/s41596-019-0176-0) -- Lauer et al 2022: [10.1038/s41592-022-01443-0](https://doi.org/10.1038/s41592-022-01443-0) - - -Please check out the following references for more details: - - @article{Mathisetal2018, - title = {DeepLabCut: markerless pose estimation of user-defined body parts with deep learning}, - author = {Alexander Mathis and Pranav Mamidanna and Kevin M. Cury and Taiga Abe and Venkatesh N. Murthy and Mackenzie W. Mathis and Matthias Bethge}, - journal = {Nature Neuroscience}, - year = {2018}, - url = {https://www.nature.com/articles/s41593-018-0209-y}} - - @article{NathMathisetal2019, - title = {Using DeepLabCut for 3D markerless pose estimation across species and behaviors}, - author = {Nath*, Tanmay and Mathis*, Alexander and Chen, An Chi and Patel, Amir and Bethge, Matthias and Mathis, Mackenzie W}, - journal = {Nature Protocols}, - year = {2019}, - url = {https://doi.org/10.1038/s41596-019-0176-0}} - - @InProceedings{Mathis_2021_WACV, - author = {Mathis, Alexander and Biasi, Thomas and Schneider, Steffen and Yuksekgonul, Mert and Rogers, Byron and Bethge, Matthias and Mathis, Mackenzie W.}, - title = {Pretraining Boosts Out-of-Domain Robustness for Pose Estimation}, - booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)}, - month = {January}, - year = {2021}, - pages = {1859-1868}} - - @article{Lauer2022MultianimalPE, - title={Multi-animal pose estimation, identification and tracking with DeepLabCut}, - author={Jessy Lauer and Mu Zhou and Shaokai Ye and William Menegas and Steffen Schneider and Tanmay Nath and Mohammed Mostafizur Rahman and Valentina Di Santo and Daniel Soberanes and Guoping Feng and Venkatesh N. Murthy and George Lauder and Catherine Dulac and M. Mathis and Alexander Mathis}, - journal={Nature Methods}, - year={2022}, - volume={19}, - pages={496 - 504}} - - @article{insafutdinov2016eccv, - title = {DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model}, - author = {Eldar Insafutdinov and Leonid Pishchulin and Bjoern Andres and Mykhaylo Andriluka and Bernt Schiele}, - booktitle = {ECCV'16}, - url = {http://arxiv.org/abs/1605.03170}} - -Review & Educational articles: - - @article{Mathis2020DeepLT, - title={Deep learning tools for the measurement of animal behavior in neuroscience}, - author={Mackenzie W. Mathis and Alexander Mathis}, - journal={Current Opinion in Neurobiology}, - year={2020}, - volume={60}, - pages={1-11}} - - @article{Mathis2020Primer, - title={A Primer on Motion Capture with Deep Learning: Principles, Pitfalls, and Perspectives}, - author={Alexander Mathis and Steffen Schneider and Jessy Lauer and Mackenzie W. Mathis}, - journal={Neuron}, - year={2020}, - volume={108}, - pages={44-65}} - -Other open-access pre-prints related to our work on DeepLabCut: - - @article{MathisWarren2018speed, - author = {Mathis, Alexander and Warren, Richard A.}, - title = {On the inference speed and video-compression robustness of DeepLabCut}, - year = {2018}, - doi = {10.1101/457242}, - publisher = {Cold Spring Harbor Laboratory}, - URL = {https://www.biorxiv.org/content/early/2018/10/30/457242}, - eprint = {https://www.biorxiv.org/content/early/2018/10/30/457242.full.pdf}, - journal = {bioRxiv}} +## References \& Citations: + +Please see our [dedicated page](https://deeplabcut.github.io/DeepLabCut/docs/citation.html) on how to **cite DeepLabCut** πŸ™ and our sugestions for your Methods section! ## License: @@ -278,4 +203,4 @@ importing a project into the new data format for DLC 2.0 ## Funding - We are grateful for the follow support over the years! This software project was supported in part by the Essential Open Source Software for Science (EOSS) program at Chan Zuckerberg Initiative (cycles 1, 3, 3-DEI, 6). We also thank the Rowland Institute at Harvard for funding from 2017-2020, and EPFL from 2020-present. + We are grateful for the follow support over the years! This software project was supported in part by the Essential Open Source Software for Science (EOSS) program at Chan Zuckerberg Initiative (cycles 1, 3, 3-DEI, 4), and jointly with the Kavli Foundation for EOSS Cycle 6! We also thank the Rowland Institute at Harvard for funding from 2017-2020, and EPFL from 2020-present. diff --git a/_toc.yml b/_toc.yml index ba781450c5..471655454f 100644 --- a/_toc.yml +++ b/_toc.yml @@ -71,3 +71,6 @@ parts: - file: docs/MISSION_AND_VALUES - file: docs/roadmap - file: docs/Governance +- caption: Citations for DeepLabCut + chapters: + - file: docs/citation diff --git a/docs/citation.md b/docs/citation.md new file mode 100644 index 0000000000..c427b1e223 --- /dev/null +++ b/docs/citation.md @@ -0,0 +1,138 @@ +# How to Cite DeepLabCut + +Thank you for using DeepLabCut! Here are our recommendations for citing and documenting your use of DeepLabCut in your Methods section: + + +If you use this code or data we kindly ask that you please [cite Mathis et al, 2018](https://www.nature.com/articles/s41593-018-0209-y) +and, if you use the Python package (DeepLabCut2.x+) please also cite [Nath, Mathis et al, 2019](https://doi.org/10.1038/s41596-019-0176-0). +If you utilize the MobileNetV2s or EfficientNets please cite [Mathis, Biasi et al. 2021](https://openaccess.thecvf.com/content/WACV2021/papers/Mathis_Pretraining_Boosts_Out-of-Domain_Robustness_for_Pose_Estimation_WACV_2021_paper.pdf). +If you use multi-animal versions 2.2beta+ or 2.2rc1+, please cite [Lauer et al. 2022](https://www.nature.com/articles/s41592-022-01443-0). +If you use our SuperAnimal models, please cite [Ye et al. 2024](https://www.nature.com/articles/s41467-024-48792-2). + +DOIs (#ProTip, for helping you find citations for software, check out [CiteAs.org](http://citeas.org/)!): + +- Mathis et al 2018: [10.1038/s41593-018-0209-y](https://doi.org/10.1038/s41593-018-0209-y) +- Nath, Mathis et al 2019: [10.1038/s41596-019-0176-0](https://doi.org/10.1038/s41596-019-0176-0) +- Lauer et al 2022: [10.1038/s41592-022-01443-0](https://doi.org/10.1038/s41592-022-01443-0) +- Ye et al 2024: [10.1038/s41467-024-48792-2](https://www.nature.com/articles/s41467-024-48792-2) + +## Formatted citations: + + @article{Mathisetal2018, + title = {DeepLabCut: markerless pose estimation of user-defined body parts with deep learning}, + author = {Alexander Mathis and Pranav Mamidanna and Kevin M. Cury and Taiga Abe and Venkatesh N. Murthy and Mackenzie W. Mathis and Matthias Bethge}, + journal = {Nature Neuroscience}, + year = {2018}, + url = {https://www.nature.com/articles/s41593-018-0209-y}} + + @article{NathMathisetal2019, + title = {Using DeepLabCut for 3D markerless pose estimation across species and behaviors}, + author = {Nath*, Tanmay and Mathis*, Alexander and Chen, An Chi and Patel, Amir and Bethge, Matthias and Mathis, Mackenzie W}, + journal = {Nature Protocols}, + year = {2019}, + url = {https://doi.org/10.1038/s41596-019-0176-0}} + + @InProceedings{Mathis_2021_WACV, + author = {Mathis, Alexander and Biasi, Thomas and Schneider, Steffen and Yuksekgonul, Mert and Rogers, Byron and Bethge, Matthias and Mathis, Mackenzie W.}, + title = {Pretraining Boosts Out-of-Domain Robustness for Pose Estimation}, + booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)}, + month = {January}, + year = {2021}, + pages = {1859-1868}} + + @article{Lauer2022MultianimalPE, + title={Multi-animal pose estimation, identification and tracking with DeepLabCut}, + author={Jessy Lauer and Mu Zhou and Shaokai Ye and William Menegas and Steffen Schneider and Tanmay Nath and Mohammed Mostafizur Rahman and Valentina Di Santo and Daniel Soberanes and Guoping Feng and Venkatesh N. Murthy and George Lauder and Catherine Dulac and M. Mathis and Alexander Mathis}, + journal={Nature Methods}, + year={2022}, + volume={19}, + pages={496 - 504}} + + @article{Ye2024SuperAnimal, + title={SuperAnimal pretrained pose estimation models for behavioral analysis}, + author={Shaokai Ye and Anastasiia Filippova and Jessy Lauer and Steffen Schneider and Maxime Vidal and and Tian Qiu and Alexander Mathis and Mackenzie W. Mathis}, + journal={Nature Communications}, + year={2024}, + volume={15}} + + +### Review & Educational articles: + + @article{Mathis2020DeepLT, + title={Deep learning tools for the measurement of animal behavior in neuroscience}, + author={Mackenzie W. Mathis and Alexander Mathis}, + journal={Current Opinion in Neurobiology}, + year={2020}, + volume={60}, + pages={1-11}} + + @article{Mathis2020Primer, + title={A Primer on Motion Capture with Deep Learning: Principles, Pitfalls, and Perspectives}, + author={Alexander Mathis and Steffen Schneider and Jessy Lauer and Mackenzie W. Mathis}, + journal={Neuron}, + year={2020}, + volume={108}, + pages={44-65}} + +### Other open-access pre-prints related to our work on DeepLabCut: + + @article{MathisWarren2018speed, + author = {Mathis, Alexander and Warren, Richard A.}, + title = {On the inference speed and video-compression robustness of DeepLabCut}, + year = {2018}, + doi = {10.1101/457242}, + publisher = {Cold Spring Harbor Laboratory}, + URL = {https://www.biorxiv.org/content/early/2018/10/30/457242}, + eprint = {https://www.biorxiv.org/content/early/2018/10/30/457242.full.pdf}, + journal = {bioRxiv}} + + + +## Methods Suggestion: + +For body part tracking we used DeepLabCut (version 2.X.X)* [Mathis et al, 2018, Nath et al, 2019, Lauer et al. 2022]. Specifically, we labeled X number of frames taken from X videos/animals (then X% was used for training (default is 95%). We used a X-based neural network (i.e. X = ResNet-50, ResNet-101, MobileNetV2-0.35, MobileNetV2-0.5, MobileNetV2-0.75, MobileNetV2-1***) with default parameters* for X number of training iterations. We validated with X number of shuffles, and found the test error was: X pixels, train: X pixels (image size was X by X). We then used a p-cutoff of X (i.e. 0.9) to condition the X,Y coordinates for future analysis. This network was then used to analyze videos from similar experimental settings. + +> Mathis, A. et al. Deeplabcut: markerless pose estimation +> of user-defined body parts with deep learning. Nature +> Neuroscience 21, 1281–1289 (2018). + +> Nath, T. et al. Using deeplabcut for 3d markerless pose +> estimation across species and behaviors. Nature Protocols +> 14, 2152–2176 (2019). + +*If any defaults were changed in *`pose_config.yaml`*, mention them here. + +i.e. common things one might change: +* the loader (options are `default`, `imgaug`, `tensorpack`, `deterministic`). +* the `post_dist_threshold` (default is 17 and determines training resolution). +* optimizer: do you use the default `SGD` or `ADAM`? + +*** here, you could add additional citations. +If you use ResNets, consider citing Insafutdinov et al 2016 & He et al 2016. If you use the MobileNetV2s consider citing Mathis et al 2019, and Sandler et al, 2018. + + +> Mathis, A. et al. Pretraining boosts out-of-domain robustness for pose estimation +> arXiv 1909.11229 (2019) + +> Insafutdinov, E., Pishchulin, L., Andres, B., Andriluka, +> M. & Schiele, B. DeeperCut: A deeper, stronger, and +> faster multi-person pose estimation model. In European +> Conference on Computer Vision, 34–50 (Springer, 2016). + +> Sandler, M., Howard, A., Zhu, M., Zhmoginov, A. & +> Chen, L.-C. Mobilenetv2: Inverted residuals and linear +> bottlenecks. In Proceedings of the IEEE Conference +> on Computer Vision and Pattern Recognition, 4510–4520 +> (2018). + +> He, K., Zhang, X., Ren, S. & Sun, J. Deep residual +> learning for image recognition. In Proceedings of the +> IEEE conference on computer vision and pattern recognition, +> 770–778 (2016). URL https://arxiv.org/abs/ +> 1512.03385. + +## Graphics + +We also have the network graphic freely available on SciDraw.io if you'd like to use it! https://scidraw.io/drawing/290 + +You are welcome to use our logo in your works as well. From e98edcfe34ae13570c813a33aa410bea8369e58f Mon Sep 17 00:00:00 2001 From: n-poulsen <45132115+n-poulsen@users.noreply.github.com> Date: Mon, 28 Oct 2024 13:09:04 +0100 Subject: [PATCH 9/9] fix tmpdir file creation (#2768) --- tests/test_inferenceutils.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/tests/test_inferenceutils.py b/tests/test_inferenceutils.py index 2736939f6a..22877b1bfd 100644 --- a/tests/test_inferenceutils.py +++ b/tests/test_inferenceutils.py @@ -176,9 +176,9 @@ def test_assembler(tmpdir_factory, real_assemblies): 1 for a in real_assemblies.values() for _ in a ) - output_name = tmpdir_factory.mktemp("data").join("fake.h5") - ass.to_h5(output_name) - ass.to_pickle(str(output_name).replace("h5", "pickle")) + output_dir = tmpdir_factory.mktemp("data") + ass.to_h5(output_dir.join("fake.h5")) + ass.to_pickle(output_dir.join("fake.pickle")) def test_assembler_with_single_bodypart(real_assemblies): @@ -288,9 +288,9 @@ def test_assembler_with_identity(tmpdir_factory, real_assemblies): eq.append(np.all(ids == ids[0])) assert all(eq) - output_name = tmpdir_factory.mktemp("data").join("fake.h5") - ass.to_h5(output_name) - ass.to_pickle(str(output_name).replace("h5", "pickle")) + output_dir = tmpdir_factory.mktemp("data") + ass.to_h5(output_dir.join("fake.h5")) + ass.to_pickle(output_dir.join("fake.pickle")) def test_assembler_calibration(real_assemblies):