From 6cbefe4044e3fa92fd183e5d36f00ee55832d73c Mon Sep 17 00:00:00 2001 From: Belugaaaa <1794077040@qq.com> Date: Mon, 27 Jul 2026 16:15:30 +0800 Subject: [PATCH] =?UTF-8?q?=E3=80=90MIIT=20program=E3=80=91Add=20DeepH=20m?= =?UTF-8?q?odel=20integration?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- electronic_structure/configs/deeph/README.md | 198 +++++++ .../configs/deeph/deeph_graphene.yaml | 401 +++++++++++++ electronic_structure/docs/deeph_fig2.png | Bin 0 -> 660004 bytes ppmat/calculator/deeph.py | 385 ++++++++++++ ppmat/datasets/__init__.py | 4 +- ppmat/datasets/deeph_dataset.py | 527 ++++++++++++++++ ppmat/datasets/deeph_graph.py | 561 ++++++++++++++++++ ppmat/losses/__init__.py | 2 + ppmat/losses/mse_loss.py | 10 + ppmat/models/__init__.py | 4 + ppmat/models/deeph/__init__.py | 7 + ppmat/models/deeph/deeph.py | 286 +++++++++ ppmat/models/deeph/deeph_graph_converter.py | 84 +++ ppmat/predictor/__init__.py | 2 + ppmat/predictor/deeph.py | 261 ++++++++ ppmatSim/configs/Calculator/deeph_openmx.yaml | 10 + .../configs/Task/deeph_dft_inference.yaml | 9 + ppmatSim/configs/deeph_openmx.yaml | 22 + ppmatSim/main.py | 17 +- requirements.txt | 1 + test/test_ase_dft.py | 133 +++++ test/test_deeph.py | 176 ++++++ 22 files changed, 3095 insertions(+), 5 deletions(-) create mode 100644 electronic_structure/configs/deeph/README.md create mode 100644 electronic_structure/configs/deeph/deeph_graphene.yaml create mode 100644 electronic_structure/docs/deeph_fig2.png create mode 100644 ppmat/calculator/deeph.py create mode 100644 ppmat/datasets/deeph_dataset.py create mode 100644 ppmat/datasets/deeph_graph.py create mode 100644 ppmat/models/deeph/__init__.py create mode 100644 ppmat/models/deeph/deeph.py create mode 100644 ppmat/models/deeph/deeph_graph_converter.py create mode 100644 ppmat/predictor/deeph.py create mode 100644 ppmatSim/configs/Calculator/deeph_openmx.yaml create mode 100644 ppmatSim/configs/Task/deeph_dft_inference.yaml create mode 100644 ppmatSim/configs/deeph_openmx.yaml create mode 100644 test/test_ase_dft.py create mode 100644 test/test_deeph.py diff --git a/electronic_structure/configs/deeph/README.md b/electronic_structure/configs/deeph/README.md new file mode 100644 index 00000000..1b3435d6 --- /dev/null +++ b/electronic_structure/configs/deeph/README.md @@ -0,0 +1,198 @@ +# DeepH + +[Deep-learning density functional theory Hamiltonian for efficient ab initio electronic-structure calculation](https://www.nature.com/articles/s43588-022-00265-6) + +## Introduction + +DeepH learns density functional theory (DFT) Hamiltonian matrix elements from +crystal structures. By combining locality of electronic interactions with graph +neural network message passing, the model predicts Hamiltonian blocks on +periodic atom-pair edges and enables efficient downstream electronic-structure +calculation without repeatedly running expensive self-consistent DFT. + +![DeepH Fig. 2: Crystal graph and MPNN including L layers employed by DeepH](../../docs/deeph_fig2.png) + +Figure source: [Nature Computational Science, Fig. 2](https://www.nature.com/articles/s43588-022-00265-6/figures/2). + +## Model + +DeepH represents a crystal as a periodic graph. Nodes are atoms, edges are atom +pairs within a cutoff radius, and each edge corresponds to a Hamiltonian block +$H_{ij}$ between local atomic orbitals. The PaddleMaterials integration reuses +the suite graph converter to build the periodic crystal graph and keeps the +DeepH-specific LCMP subgraph features for angular message passing. + +For an edge $(i, j)$, the target is the selected orbital entry or block of +$H_{ij}$. Edge distances are expanded by Gaussian radial bases, angular +features are generated from spherical harmonics in local frames, and stacked +message-passing layers update atom/edge representations. A final edge decoder +predicts Hamiltonian entries with a masked mean-squared-error objective: + +$$ +\mathcal{L} = +\frac{\sum_{(i,j),k} M_{ij,k}(\hat{H}_{ij,k}-H_{ij,k})^2} +{\sum_{(i,j),k} M_{ij,k}}. +$$ + +The training config validates the non-spin graphene Hamiltonian path with +`interface=npz`, `target=hamiltonian`, and `if_lcmp_graph=True`. Both +radius-based graphs (`create_from_DFT=False`) and DFT matrix sparsity graphs +(`create_from_DFT=True`) are supported. Label-free inference uses +`interface=npz_rc_only` with local coordinates generated from OpenMX overlap +blocks. + +## Datasets + +The graphene example uses DeepH processed data. Each structure folder contains +the crystal geometry and Hamiltonian labels: + +```text +lat.dat +site_positions.dat +element.dat +orbital_types.dat +rh.npz +rc.npz +``` + +The PaddleMaterials dataset adapter: + +- reads DeepH processed folders from `raw_dir`; +- reconstructs canonical `pymatgen.Structure` objects with `BuildStructure`; +- builds periodic crystal graphs with `FindPointsInSpheres`; +- attaches DeepH Hamiltonian labels and LCMP subgraph metadata; +- caches parsed graph samples under the configured `graph_dir`. + +The dataset was released with the +[official DeepH-pack project](https://github.com/mzjb/DeepH-pack). Its processed +format stores crystal geometry, local-coordinate matrices, and DFT Hamiltonian +blocks for each structure. The train/validation/test split is generated with a +fixed random seed from the ratios below. + +The baseline graphene split follows the original DeepH config ratios: + +| Dataset | Train | Val | Test | Seed | +| --- | ---: | ---: | ---: | ---: | +| graphene | 60% | 20% | 20% | 42 | + +Download the graphene dataset, pretrained checkpoint, and logs from +[deeph_bce_handoff](https://pan.baidu.com/s/1dkXlzYV_3DLQugoQDKjsbA?pwd=vi6r) +(password: `vi6r`). + +## Results + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Model NameDatasetForward max diffTrain align diffTest lossCompiler speedupConfigCheckpoint | Log
deeph_graphenegraphene1.1444e-054.0531e-060.0107244188.9434%deeph_graphenedeeph_bce_handoff (pwd: vi6r)
deeph_tbg_subsetTBG_subset1.3351e-051.6809e-05---alignment evidence
+ +**Metric notes:** `Train align diff` reports the step-1 loss difference against +the original DeepH reference implementation. The graphene supervised metric +alignment has absolute `test_loss` difference `1.0801e-04`. Compiler speedup is +measured by comparing Paddle dynamic evaluation latency (`21.6952 ms`) with +`to_static`/CINN evaluation latency (`11.4824 ms`). + +## Command + +### Training + +```bash +python electronic_structure/train.py \ + -c electronic_structure/configs/deeph/deeph_graphene.yaml +``` + +### Validation + +```bash +python electronic_structure/train.py \ + -c electronic_structure/configs/deeph/deeph_graphene.yaml \ + Global.do_train=False Global.do_eval=True Global.do_test=False \ + Trainer.pretrained_model_path='data/deeph/graphene/best.pdparams' +``` + +### Testing + +```bash +python electronic_structure/train.py \ + -c electronic_structure/configs/deeph/deeph_graphene.yaml \ + Global.do_train=False Global.do_eval=False Global.do_test=True \ + Trainer.pretrained_model_path='data/deeph/graphene/best.pdparams' +``` + +### Dynamic-to-static / CINN evaluation + +```bash +FLAGS_use_cinn=1 python electronic_structure/train.py \ + -c electronic_structure/configs/deeph/deeph_graphene.yaml \ + Global.do_train=False Global.do_eval=True Global.do_test=False \ + Trainer.pretrained_model_path='data/deeph/graphene/best.pdparams' +``` + +### OpenMX DFT inference + +DeepH inference first runs the overlap-only OpenMX calculation through ASE, +parses its sparse overlap blocks, constructs the LCMP graph, runs the Paddle +checkpoint, and writes the predicted Hamiltonian. Configure the external DFT +software before launching ppmatSim: + +```bash +export OPENMX_DFT_DATA_PATH=/path/to/DFT_DATA19 + +python ppmatSim/main.py --config-name deeph_openmx \ + Model.config_path=electronic_structure/configs/deeph/deeph_graphene.yaml \ + Model.checkpoint_path=data/deeph/graphene/best.pdparams \ + Calculator.command='mpirun -np 4 /path/to/openmx_overlap' \ + System.file_path=/path/to/inference_cifs +``` + +For each input structure, the workflow saves the raw OpenMX calculation, +processed geometry, `overlaps.npz`, `rc.npz`, and the predicted `rh_pred.npz` +under `deeph_dft_results//`. The supplied graphene model supports +carbon structures with the OpenMX `C6.0-s2p2d1` basis. + +## Citation + +```bibtex +@article{li2022deeph, + title={Deep-learning density functional theory Hamiltonian for efficient ab initio electronic-structure calculation}, + author={Li, He and Wang, Zun and Zou, Nianlong and Ye, Meng and Xu, Runzhang and Gong, Xiaoxun and Duan, Wenhui and Xu, Yong}, + journal={Nature Computational Science}, + volume={2}, + number={6}, + pages={367--377}, + year={2022}, + publisher={Nature Publishing Group} +} +``` diff --git a/electronic_structure/configs/deeph/deeph_graphene.yaml b/electronic_structure/configs/deeph/deeph_graphene.yaml new file mode 100644 index 00000000..91710680 --- /dev/null +++ b/electronic_structure/configs/deeph/deeph_graphene.yaml @@ -0,0 +1,401 @@ +Global: + do_train: true + do_eval: true + do_test: true +Predict: + eval_with_no_grad: true +Trainer: + max_epochs: 5 + seed: 42 + output_dir: ./output/deeph_graphene + save_freq: 1 + log_freq: 1 + start_eval_epoch: 0 + eval_freq: 1 + pretrained_model_path: null + pretrained_weight_name: null + resume_from_checkpoint: null + use_amp: false + amp_level: O1 + eval_with_no_grad: true + gradient_accumulation_steps: 1 + best_metric_indicator: eval_loss + name_for_best_metric: loss + greater_is_better: false + compute_metric_during_train: false + metric_strategy_during_eval: epoch + use_visualdl: false + use_wandb: false + use_tensorboard: false +Model: + __class_name__: DeepHHamiltonian + __init_params__: + num_species: 1 + in_atom_fea_len: 64 + in_edge_fea_len: 128 + num_orbital: 169 + num_l: 5 + gauss_stop: 6.0 + if_exp: true + normalization: LayerNorm + target_name: label +Optimizer: + __class_name__: Adam + __init_params__: + lr: 0.001 + weight_decay: 0.0 + beta1: 0.9 + beta2: 0.999 + epsilon: 1.0e-08 + clip_norm_global: 4.2 +DeepH: + basic: + graph_dir: ./data/deeph/graphene/graph_data + save_dir: ./output/deeph_graphene + raw_dir: ./data/deeph/graphene/processed + dataset_name: graphene_local_gpu + only_get_graph: false + interface: npz + target: hamiltonian + disable_cuda: false + device: cpu + num_threads: 8 + save_to_time_folder: false + save_csv: false + tb_writer: false + seed: 42 + multiprocessing: 0 + orbital: + - 6 6: [0, 0] + - 6 6: [0, 1] + - 6 6: [0, 2] + - 6 6: [0, 3] + - 6 6: [0, 4] + - 6 6: [0, 5] + - 6 6: [0, 6] + - 6 6: [0, 7] + - 6 6: [0, 8] + - 6 6: [0, 9] + - 6 6: [0, 10] + - 6 6: [0, 11] + - 6 6: [0, 12] + - 6 6: [1, 0] + - 6 6: [1, 1] + - 6 6: [1, 2] + - 6 6: [1, 3] + - 6 6: [1, 4] + - 6 6: [1, 5] + - 6 6: [1, 6] + - 6 6: [1, 7] + - 6 6: [1, 8] + - 6 6: [1, 9] + - 6 6: [1, 10] + - 6 6: [1, 11] + - 6 6: [1, 12] + - 6 6: [2, 0] + - 6 6: [2, 1] + - 6 6: [2, 2] + - 6 6: [2, 3] + - 6 6: [2, 4] + - 6 6: [2, 5] + - 6 6: [2, 6] + - 6 6: [2, 7] + - 6 6: [2, 8] + - 6 6: [2, 9] + - 6 6: [2, 10] + - 6 6: [2, 11] + - 6 6: [2, 12] + - 6 6: [3, 0] + - 6 6: [3, 1] + - 6 6: [3, 2] + - 6 6: [3, 3] + - 6 6: [3, 4] + - 6 6: [3, 5] + - 6 6: [3, 6] + - 6 6: [3, 7] + - 6 6: [3, 8] + - 6 6: [3, 9] + - 6 6: [3, 10] + - 6 6: [3, 11] + - 6 6: [3, 12] + - 6 6: [4, 0] + - 6 6: [4, 1] + - 6 6: [4, 2] + - 6 6: [4, 3] + - 6 6: [4, 4] + - 6 6: [4, 5] + - 6 6: [4, 6] + - 6 6: [4, 7] + - 6 6: [4, 8] + - 6 6: [4, 9] + - 6 6: [4, 10] + - 6 6: [4, 11] + - 6 6: [4, 12] + - 6 6: [5, 0] + - 6 6: [5, 1] + - 6 6: [5, 2] + - 6 6: [5, 3] + - 6 6: [5, 4] + - 6 6: [5, 5] + - 6 6: [5, 6] + - 6 6: [5, 7] + - 6 6: [5, 8] + - 6 6: [5, 9] + - 6 6: [5, 10] + - 6 6: [5, 11] + - 6 6: [5, 12] + - 6 6: [6, 0] + - 6 6: [6, 1] + - 6 6: [6, 2] + - 6 6: [6, 3] + - 6 6: [6, 4] + - 6 6: [6, 5] + - 6 6: [6, 6] + - 6 6: [6, 7] + - 6 6: [6, 8] + - 6 6: [6, 9] + - 6 6: [6, 10] + - 6 6: [6, 11] + - 6 6: [6, 12] + - 6 6: [7, 0] + - 6 6: [7, 1] + - 6 6: [7, 2] + - 6 6: [7, 3] + - 6 6: [7, 4] + - 6 6: [7, 5] + - 6 6: [7, 6] + - 6 6: [7, 7] + - 6 6: [7, 8] + - 6 6: [7, 9] + - 6 6: [7, 10] + - 6 6: [7, 11] + - 6 6: [7, 12] + - 6 6: [8, 0] + - 6 6: [8, 1] + - 6 6: [8, 2] + - 6 6: [8, 3] + - 6 6: [8, 4] + - 6 6: [8, 5] + - 6 6: [8, 6] + - 6 6: [8, 7] + - 6 6: [8, 8] + - 6 6: [8, 9] + - 6 6: [8, 10] + - 6 6: [8, 11] + - 6 6: [8, 12] + - 6 6: [9, 0] + - 6 6: [9, 1] + - 6 6: [9, 2] + - 6 6: [9, 3] + - 6 6: [9, 4] + - 6 6: [9, 5] + - 6 6: [9, 6] + - 6 6: [9, 7] + - 6 6: [9, 8] + - 6 6: [9, 9] + - 6 6: [9, 10] + - 6 6: [9, 11] + - 6 6: [9, 12] + - 6 6: [10, 0] + - 6 6: [10, 1] + - 6 6: [10, 2] + - 6 6: [10, 3] + - 6 6: [10, 4] + - 6 6: [10, 5] + - 6 6: [10, 6] + - 6 6: [10, 7] + - 6 6: [10, 8] + - 6 6: [10, 9] + - 6 6: [10, 10] + - 6 6: [10, 11] + - 6 6: [10, 12] + - 6 6: [11, 0] + - 6 6: [11, 1] + - 6 6: [11, 2] + - 6 6: [11, 3] + - 6 6: [11, 4] + - 6 6: [11, 5] + - 6 6: [11, 6] + - 6 6: [11, 7] + - 6 6: [11, 8] + - 6 6: [11, 9] + - 6 6: [11, 10] + - 6 6: [11, 11] + - 6 6: [11, 12] + - 6 6: [12, 0] + - 6 6: [12, 1] + - 6 6: [12, 2] + - 6 6: [12, 3] + - 6 6: [12, 4] + - 6 6: [12, 5] + - 6 6: [12, 6] + - 6 6: [12, 7] + - 6 6: [12, 8] + - 6 6: [12, 9] + - 6 6: [12, 10] + - 6 6: [12, 11] + - 6 6: [12, 12] + o_component: H + energy_component: summation + max_element: -1 + statistics: false + normalizer: false + boxcox: false + graph: + radius: 6.0 + max_num_nbr: 0 + create_from_dft: false + if_lcmp_graph: true + separate_onsite: false + new_sp: false + train: + epochs: 5 + pretrained: '' + resume: '' + train_ratio: 0.6 + val_ratio: 0.2 + test_ratio: 0.2 + early_stopping_loss: 0.0 + early_stopping_loss_epoch: + - 0.0 + - 500 + revert_then_decay: true + revert_threshold: 30 + revert_decay_epoch: + - 800 + - 2000 + - 3000 + - 4000 + revert_decay_gamma: + - 0.4 + - 0.5 + - 0.5 + - 0.4 + clip_grad: true + clip_grad_value: 4.2 + switch_sgd: false + switch_sgd_lr: 0.0001 + switch_sgd_epoch: -1 + hyperparameter: + batch_size: 4 + dtype: float32 + optimizer: adam + learning_rate: 0.001 + lr_scheduler: '' + lr_milestones: [] + momentum: 0.9 + weight_decay: 0 + criterion: MaskMSELoss + retain_edge_fea: true + lambda_eij: 0.0 + lambda_ei: 0.1 + lambda_etot: 0.0 + network: + atom_fea_len: 64 + edge_fea_len: 128 + gauss_stop: 6.0 + num_l: 5 + aggr: add + distance_expansion: GaussianBasis + if_exp: true + if_multiplelinear: false + if_edge_update: true + if_lcmp: true + normalization: LayerNorm + atom_update_net: CGConv + trainable_gaussians: false + type_affine: false +Dataset: + train: + dataset: + __class_name__: DeepHDataset + __init_params__: + split: train + split_seed: 42 + build_structure_cfg: + format: array + primitive: false + niggli: false + canocial: true + build_graph_cfg: + __class_name__: FindPointsInSpheres + __init_params__: + cutoff: 6.0 + pbc: + - 1 + - 1 + - 1 + eps: 1.0e-08 + config: ${DeepH} + sampler: + __class_name__: BatchSampler + __init_params__: + shuffle: true + drop_last: false + batch_size: 1 + loader: + num_workers: 0 + use_shared_memory: false + collate_fn: DefaultCollator + val: + dataset: + __class_name__: DeepHDataset + __init_params__: + split: val + split_seed: 42 + build_structure_cfg: + format: array + primitive: false + niggli: false + canocial: true + build_graph_cfg: + __class_name__: FindPointsInSpheres + __init_params__: + cutoff: 6.0 + pbc: + - 1 + - 1 + - 1 + eps: 1.0e-08 + config: ${DeepH} + sampler: + __class_name__: BatchSampler + __init_params__: + shuffle: false + drop_last: false + batch_size: 1 + loader: + num_workers: 0 + use_shared_memory: false + collate_fn: DefaultCollator + test: + dataset: + __class_name__: DeepHDataset + __init_params__: + split: test + split_seed: 42 + build_structure_cfg: + format: array + primitive: false + niggli: false + canocial: true + build_graph_cfg: + __class_name__: FindPointsInSpheres + __init_params__: + cutoff: 6.0 + pbc: + - 1 + - 1 + - 1 + eps: 1.0e-08 + config: ${DeepH} + sampler: + __class_name__: BatchSampler + __init_params__: + shuffle: false + drop_last: false + batch_size: 1 + loader: + num_workers: 0 + use_shared_memory: false + collate_fn: DefaultCollator diff --git a/electronic_structure/docs/deeph_fig2.png b/electronic_structure/docs/deeph_fig2.png new file mode 100644 index 0000000000000000000000000000000000000000..3d41da9cf76b5be1f2d25fe8517bf9bd97553908 GIT binary patch literal 660004 zcmYg&cOcdK|NlX8Y$dZYv$L|5)Im71PDWOe>=_Q(DxnZ@L}s#&O~@wMD;#8}lB`r# z_V4L)yZ8G$e{`$cao+FO`}KN0AM1IZ=xC`@Q?ODX5D02@HDwF}aeNwqAfrbT!{5Ar zRCx_Sgg~e(U)8%mzC7jSr>8$o_H#bjef9cD6a_hEh+hc#;8+O<4>`xHL97#w|I?4! zrPo14wbIwGOrgt{7rCT@A{k3WqDgNWsC{QdJ~+1?ynexbRc?O&%enaOV|N|~;pTT| zA6dA~_oevqS@yZ4uASk^I)>mphR{Jroso-4N^)Q(wLH(o_1bBo5~GG9pEn)FUO{pO z)1m(NOZ+oZ#LJg2mqv@VH8rOyolei2`acrCCa|%#R=YLrYaY0d4Gatv$il^7p4w3V z_qOjb9N89?j>BcIUR@c*wum8uF!l@sNKXE&gM))wuT|%vY--M9+ARNk2z=6qEY#yu z0|Nty+lkreTY4fSh!NAA*RNj-+{n(wvs|+J|E}n1_L5J$h?%tWBog7jyIH?dIgu#s zWY64IX4U=s_ituP`=>)S*rm*9y_T`-|KIzl?$u76mUiS96=j$Au)T5xkr81>g?Jhs z&dtRIzZPz5+S%EOi;Lgy`g`y2UJ(Y((T#x&)rq8zTqBKufPfPxPSkp?JRHxK7*Xc? zcae~s9_qG&uAITlA-~3K(z0@LY^<%bb8<$VgdQmbo%rV_4HRqPd#M(wUr2<*(V>q=a<+s}hlhuoR636Rn5xaf38pm9z5ILkhU7#| zL29V`PCght<4TvAhSkQy*(;k5e*dP>v<$Jh(6+o4gRxKK&HD6id2;)k=L(nef}cic zi5U46qz;0k(w3AnxCrUA{d-Qxu;>&j_s+}Q++6*9g9?YyXLM!GQ}PV$xh{E5uEzBL ztj~8Q%hS)o#v7|#`mbyEcl0U{BT#5`0^K{w2jZmb$wi5JLsUcOf^8%G5BIlb0uT4w z*#l3WIdkUp>4~bX6wPEB1cHL&9*Q3Iy=&lwuu1j>CIlVo93Nk3NC;Y>x>LVt*;RJZ zStjps4%I)~bX}v=xKk~ttZVVjn>Xu)CK_n8WTg5HL{O1~bJfD!+;K$qr_I*u{8_AU zyWbOegKnVsEg!DM#C#skH_XY-Tn~H3Mn`{o@;qIK9Bpt0NAL%$xouucD@nu$*x@S^ zRrDy?`QT_A4wsO?eBI{XWlcTBq1KBGAzq$r4BS|(IBr8>CQ>yt(JgtrFeOaSYk#b! zibPJk@wVXAp^auQYBuS+bYvU|D*N#dVrO7UMNYRdXW-BRES4B_)x=pQrYhg9A2WO3 zWLQ{O?Ac;{n8Kr?XlZHNkCy-FBRw9g69p6VTtVQkyHB5X$;@#PC@!EwA$Txo1Q&U( z;+4JtO~**fWlNT;Srw7zq}Yu#h_8H)A`9r5tf)0>f2NrzNkkkXa5e&2ka87iCjGT? z!g+V*@W7@~U5cc#!Bsv*Bt9I2$6Noz{XP9f=i<6u$q~^h?q639_i_qepFvy~$!kM$ zo;g?1DsrmNT&g7q5u`J7j`-5(9ZVFDKt^`=ZJZXf;=!{CpS)F!X(lq@>fntM!OaZq_s>%h}6*e>6nv@6uXj;(q=51xI;jE$z@TZf{KH zZ_!Kd?pr*o)O_sEPT)j5FOOZKNYKN~>}Wh+_BHZh5|7X{cSWIHCZgHtDouc!f4YWYEn&3++cY{NZvNi=4TWgI z>Bn@FUkyK{PdQg@eAtY8#jy9BGuz@M8p@aF%6NrMf2vlB{FKj9VS0KxLPt;UP2gcb zU$tE#;zPNOHq_gH>tTAg;(*T%q97gWrWYlqF`;E%WTX>MwN4^A zW5TDarVhTp4LwfQb%lb1qj~28t72V45MP?#@7mRdd^~=<2Aj_sYTlc+4u$LTT8{+c zXMf;9xoQ;K=p2Lhx0g0>RZ;1b4`BKEQt(B@@c1D@?8Gd{U^h*b{&O83&_Z& z&!0y`>T|FTCD3u5KVRUKRLOlU0$~!&$jtmPN1NSG`|ndTvpc4@XW?4S?J&B_-cbCF z#q1f1!8iZ5FM;drCzR}&o%k6)%?Fo$cPJ%mq@37zuGp-XeQS4fMMFcQoPw+9cc~W? zYI}S9&S#%`E;wph>go#=DAY(_IP3QYsi7*9R{{(iAW=* zcGzPxmBkI55zKX!#}H(yOxaq-BolGBcv`Nb^H?d(E9T1&sudNzS*creM9uQ=s30wv zN#~{L6A8%~8hw(QecP{9!bxe_E_r;{*?2qhh)bnb=fv}(rIAPsdMWL1kMgK~3CD6c z#JBl%t0__)aV&2AcRaqM{E<7&6{)l5=+K&-qvwjLBau&Rr)sP@o$!ghpWbQC_alSp z6mxh{y?&*uA1<3pQ9TmR9ywJxFR)oHvFPA{>3A$%-r!Jp!}Rb*`HZe+kFJ;QS(Aje zOVZL*89!`y>V|6Hc0N8;Q&cwGua8O@1BWR2L{TW>`uKrW+0- zMVz4tl^2VmzqPgJdrGN#%6X{)ORGL4S)pC=Hd-Eq&hxJtxyKrkUfDPhVE@zq*xv$# zJ%PCLB>L{JK`TD(WWD;^$F_O8g|0_u&CPWi7P)Ffe>~XAk+iqfM3%}A;0Jsa)Su#F zk|xn2dYN~$DWFdsN@~U?C6APSd)(C8S5(%{C}?||wftGET~BIvuIdTY&FYBZ$D^sX zAFFIwZ=Ak(h9=6iP5yTNxJnAou6Mb0Q|=&zvl}*eBiXY;CTD0tcSdhWx^`2yKzLZ( zcaNDhq?tcIsrzPU_@{?SrvCBb)@Rq`qSPF;&hrpzrUE*Pd|4YDIR5GMMJQFbD8Iug zFFbt--tUjfPHpas7U!0qzc=MQm;bb<1zh+&?Th4mdwGZ_^JH*LObqpDY3M*{a_*!E zpN&QA)|8j82Z}Q|H;^NVqodnMB?aU2UeYUfbj1nDI8WYR|E@bEsf0q^v9xTD zVs{aZ))h9RIV+D#PTu>~&Ypj~_0F9;yxOUgl};uM&B<$MdM-u9K&UhMhQ%XTGxS)o zc_SIS-_I8&&ZTKQhy*Ez7cH~*e>Rg%R5-*ZC)c^ozAG!cFf61Rmv!E(#se_J@#DvF zgU(Ym3fo^}XJ==zX#)jD<&v6k`Pz*E`-C;0U#(0jS~h-ue)$H4N0l49G{V5dq#=-z zk&&aF#&+`LJN~r}tA@Sb-LOQ~>&mN2Uo!C%&3SnD6OBI*;yesPtQfXA`hqQlvvird=+6sbn zu1eB}ZIL^srlvkVK1wgH8BEw%StOv$H}Y^x#+eHuU} zB04p7x-sx@hZZ~2;O{l#?{(`|>c(3^Iu^x%y%-*iCIjM9S^H>;+6Eegvp49KS zp{pzI_vdFs1l7hBdqbHi4_K(A?CURMo}wM2MjUIPW$;JRYU6nUF}DRhcGc@ecOf(yh5$^*;Uw+w;ANQry9r+1WJA zVoiw`vb9>{%>%}2y>!@Ebn6kX!`+$9mg?ll5TSC{PqP_K7+lB%ugE7XDYN_Mt ztSzH7bL3rLOMJV~quuxibrzZPk>m5=M}U@14@jWQeqUWZ9Bn+nu6^t6?ChlHy$(o_ zhbNL%s*A!Pm~LTV0eU|)u;mZwEwFKcN&IO$?efN9R0}D7@ALb@iAuaMpur#2^Qmx% zfByX08qSoHnYp*scxd+4)#C2mbDVbvGt~_$i7TsBHmcsmVGQ*3H&!OLK9*WOc<|sx zj@JJ7jHm-Z7F5h)2n76$TmBpRxx&sj%kHYfp}2bW>fO6v2eUMW1_!6T=TojeA|>a{ zhTU)3Mm6lB;shrSRdH{$$V@-76B@_o&!3qswJ&df?RhCtNK$eq8}75nw0cmoxA_rS zds`d+)jS-T8&5uVJm+Q-G5ym_#(q6TULPrbyD4aS*-;>?>v92Ke#o{#$?MHaR$VwK zDsZu0@Q_c-IQzl&O_FkGlMCEg$m#CtDriwtQ@h#VCx?hQd(jgX5cVsyTezp=K|MV^ zGy6ZhvhC0U7d^iJ9Mlk<@|pKSjmdE@Z`9_a)~&6XWJqY84U? z5ZDmqRj?=Ie*JnkFz|4Feci;lTBY~)Nz|pykCsp$C~0Ue`|rHL0TurAEy+bhSoo}h z&-zmap=I}YD9UyBf8F7HpRN?j#l;m&$HT(|#6eV0kX6E`XP3RM*e-Dc69`oto~xRG zg4!9tTNxaN?M5d3M03l~VKS?@BpDIRY3=cEO&+Se{xTU*ndk=4=UnHu@#?Qr+a~V zAnm`io|BdeOSPVpqaA2HzHXBZ|M}-nK0E8aq0{u<8cbZx=?luHd#VIjDRcjgtVat8 z-KHmvjEsQ85(UXj-_P(~`)2So-OhL~_z&=|7O`92a}06m=Z)V0{ZvE#>JlnGcI;U0 z@|DpI>)u4ow997^uq85n1bpo{!Kr+Bu&<<~G+f6iRY{9Pejm)EiqK)0z6VqUYbLGb8&`=CGyYpTOBE$TcOs2> z{|rb;WC%sY#^>Cs<1U701KEAPbD|d>kdOiSL2|wQc9-aN+X*Sr!XaOs|sUNPgC=?1x z`&;idYyF8b&lO_?^JTyLIy!U&>6^Ox=bD?FTS95$G0xL?8m~&5(SMvi7W9~86TEc6db-V8Df`U;J}7*U>(ZL$}$qVHcZGjx_~qdvTrl0W zAfi22vH8$PWSOUEG~=^h;ojH}<293{AM_F@l964On|s2*?)PWd(0n0LBvbPK7h=YD zZ!A@#($4eSGMu485G(#V@CGP>5&$UZFy+D$G5`lzDn{}C&)c@P-{A=my)vuy%(esg zx!c{+->4cpcT zplmk=LZn=BLDyr`hya}~O#IvYe7mHzitb`9AWb|=WP6#;d={6k5E~}ywV*%2r~)5N zcvBD&5kb$VwLDq9w!Sa~@UXA5^MO0lp22+P56onBb#-tw+)8h<)DZqQChj7p>!|uS zLDjvq!(%D==r8+=4`&UsvazYfQ*TQ!c1aTj?EMPGz0r&BZVf^TXtvyCwZu&aw4cqm z_H2Famk$7Bt+dNf5`=>hgKw)(;xL?Z2m8AwX7>fy39j~&w`ACLOHo@trqU~gp5ie2 zy>IM>vJb+p4#%A1upe(bL9YRWVMqo4MT*2yBWCpuyk>9)Td(Zi#=I*x%mvVQS-unk~ z2xb{)(>r&#vT!nGD^xPo(Z2zSk%%W&pOT%&f6R0qd9}2Ys^CjNrn!r}J!--h7PEOb zau#WJ3$?`Yf9@<2@`@V|YH(#BLjz4R_wewzdGluRt$IIy|JAxRE&XDP#{!$hOLBUO zii(JizP`;cLA_VEXP(q#y?*`q5(@r?;C)-OxKe9BEHoX zAV^RaBc)=c`)+C~$(_~H-@gi6MO~fT((z-71#FGT$Ve#FKSl~o0I!&NO>M*~)`3*L zNN9cketl`QAD>8M63aRydC_yZL()L|{i6Y@e~)GtCp+ienXQ@qo_!reo1_lCzGN=G z$XYobhm1D;{e@54dDqi-#>Dsd@jr))hBARwfr=$<)ZuUGs5)pB_kwP`6nO##5AOS{ zoZHtr(I*cd66db?bW1X_u)Iu7En*$>p&A8l6ZmJAEH{NnGVs6;!7T0g5z4xLeFTF| zE{l@josz`#kG1`#YI=GEkiIYRj^5mNxN+kK*34z91`E;&kV7|jcWpq0UKePx^n|aj ztgiOUjbiKJpuuUm?77U0$dzu|Tmdl%!NJe3rV#y9SdYwnsbpAb{rdp7kdTJdPQ{Ds zW#vqnHy2k++*8B3&JBIs+g=+k@960GK2rF$k<9fLvHr{S%M_;lahJ`xnly_Vm}Ol#=J$Ti zwg48un-^e3Q5}GU&`5GBs^x(UGDL3P6@aloTn)Z*28&Ty0*i%vhXdl`>iQEJ$#7Mw z|E3Wt%;)^ZQ%wDXmFK~BiPUx^1!c4hbGg`8gf$G0B5*)fS=ZYD5~A1?C=fv7FkN7R z^pB@2tZxJ2M{+(QqcvD)N%5NQlmmr&Yvo?lcq0x|czn9pTyf*WNO_TO4-`X87wzRg zSLQAnY$_v-YCQ{UEcZ1{3bg9yy;nvt3bq#{B!~dI6V>}}RX)3Vwj}ZMT?P4MllaWH zQ_eX<-rd4gVr^w*Wd$M^z7XKb#R3xPy)gujZhB=0s z03-Zv7T{-;ZSxc2SPde&lP3qibEajQA~lEJ+ND-~AQ?Wpm?lG`(|uZ9KsAz;fsXD9 zQkU}5QcaP;Vmc1Y3HM*0TM=TwF|nc*_vtvlnjh}O*Qf~ZXDsa`xipX?GOk6IDeeG9 zL?{j`ZV?PxfgI~0-vsZk{bS||Y$eKCuBA|{M z0{i>>@WZGPz&vR${k)>3^~|{6c406J05TJ560o*l1yK+@Lr`IK&@U4bZ0ES;%axL`x*UaQCQ zl9Q98!l0rk9Q^rWWo3m50}5(*%i9WY1>$F@;@;JjyRg5YVd5|cbE1LXD;1*@6cn=a zpitc37&e5)Boh2~wP6=@BZ5O2JUPLxmvZjkfGav~E4~u`uIc@rqb=B#3B*nyZMzI2O@Uyg%Wz(&N6+n#!PL1gTgxGL+uqzlN zBq->!Rw%=M{}WN$N3eosVCOFdc=IAS;xmN*mKfyz*OIf#LfRUF$IkS~Ngno&Y7(8y zxSEUA zV?qsoQg;hg$}cKn^Xyk>S*>n&Pda^2gZ~`%_U+sCbq}d&0(L4f`!3Vz(@BYm#%5+K zb91o!qZ1Nx%SeVFs0^1JBPGqw%=B2Do=UuM!@z)%i7DqH^KL3RC+HF&2t3)b0XhXs zOZcr#LP{m;`sqqQKm*Qg@6WIQkp|bkvoxWLUt^#ZFiwNi{UkiR_QM(`?tIkco$p|I z5=Jp-&7tcdyWYET6DR<)7W%M}@`Ih;!%81AA*B}6AeYP78$X^mqZM%U26k^i90&`I4G_0IGhd|G{n(t&C?aq z)y2iDpdG13FweTmX5#u459`JQK;y8-x?C}t*?j#FiuWd5(Na<-!A1s<&(6SL71<+jI8j+>mxy1^f)fooj2S#Z>o=F6k;q9;)*AMOl?0px<+3JN+p= zD*tS67aEm+oAR1j87VwX(27}{uHSuloYHf3y6`i3Zpt-DXeaP6`%*4We4)ZV1tbWP z!O4>+2^2FZByh2IpiN(*6puhD85J`fBV)Gws?N2eb_WYpeZyvHV+Lvh`~-NaqmfxY zo6BRMUH<$DPY$g28d%g5+}G3u;I?56S;3TLXHScbb?=|r>PZkMK~S|Isi^cqnHU%< z9LLH&e9+Mxf^wl}Xoq(It=K?+G=+d`>}x{1#3n+Iyy#1W1zloEWhm}SMW_0eY3gw z*flmk$Ig5Sz3&dYlarHkgeZTgNV-y#+F3ZFFx7X8M2re>7gRg+V}lVb=VNd0OaFDs z?ZX{Ky6^W)OlTnO5<|3%LTOI$Ha&^uJ6_6mUDJx|K2gArjV}-FuDf29GNvc`ux4W~ zmBos}M2?fB@MFQ#QYA zugokuPyDn&3#<(1$76FhzZ8&%IFixR(Y-=Z54*LZ`7eDYueb+AM&wld%@duEZ*F0* z{P=ot&i6I(*~e)%8f1EX)WW_Z_3Hc`R(e!! z#55w2A%5LzD82jv@`mPCoPVRV;RQIh;+G4^5RSfnrAs9>N#51f-pjn%A_R)X7!bjW)Hm-FCG7Th51CB z!NlYgj-FTU-thcoB|#dRbaBeB`0Mr2$DPCH&vB)jRCRo)EDT1(Cl#A+9L#cul5-}n zk$P5?$amAB_${2qCo?7LY?0|2i2oEV{RebhS3DOz)Y`QBT(t+SyFSqCm|7RoaWSu}@%K0OXG0Wda z>Qdify;P4H#S(GY#~-V7W4YRt$$>-?lg^(Bwn+FqUwFBtdMsUu4AEmHGVRTTs3FcL z=Jde6`!7gRL8Yd*^#Xdx_I+Ppx#anX3Gxm~RZdYM|$BQ zi3O_#E26$BZOvWwOo$yZa!3+!yW>NxbI+Np=)6=}nd+S!x`#=1r8bY~?l52LRbl$P z=$E}HcWdA97<7zJyo#$Y>(2EW;P zz=@Y|s;?ttb@swp6BR2fO@(JTGj12V;W8ei?!=uxZ8g_WNK{z&%J{Eg8UZVyaH2c( zhtP!}`%_R*@a*ixXQySJ(Z#%YaSgffAzcY%_JF*3{;ZzfUXW;A0Bi%b)(=pDAcQ^! z!xj8}tUMV0c#9;MGll}y`zD-2FKD2{&?yIq1#3RscszN15bDq|@7o=A$w zwu4;6s|SyQkCD}%$l*Y868QZgFb2+rp5;dP>8&3i;eB{@6;$z>BCv!m|L)+%VWeIJ zfJX;1`LOx2oLedM-uLg{H~8;nXJwi7#%H{J`v;_In}}-DB2c1Nv;%iy+bif$YMfrn zAMZg%>=u9Ga}3aJr?WkoRHXtng|I|RkoF}k7tqc;0u0hD$-YN z!OUb9^%ESn`m(Z<2taBVv5U$A71?RuYYr$ctLl?;Wvv6MN-TbC!3+kDb5$)Kk4F9i zb9p%BgECTAyM4v8n-UQObPxzoYkRx-&l(8|MDWR~3F=C3C&SauZUX1B2x3%NX~O$9 zhfjQzGh6>A^JcGD-F7quuWNSlM+ut}nifA*oT-fWlvqDW)kz@MrfFlgyhStrwViFK z|AztLpjtQgM6py=IP`mx-7MV{+vS-GXJAS77R+D{?|zNd{??x+nw1&R@ViS0oYk-= zPju}bwomIhB-Qxdn7A*gbg$ZUlO%ulVd-jb#%tvY1H0Si3`+wFG{ax67E%+OhaLXR zODYXu_rcJiMSx#{Xab1>bQ-@@b_&jdTp@9BT?Gfw`T566E!)9bCLt!KY5~{I+s*C5 zp57L_zFezZD5a$PFIkt(8|k-bH!e9u(I{`|?KD;UdltBeM;eI^I4qr|{Wr2DLfq7@ z-lllr1+hhiu-SXjt*Z*0xD#%pO;>v#?zu#3+-{}V^m`zlOA?|0t)U*lH1p#fF)QhA-8x7K7J|0Utg|0Uq zlzt|TlB5UQEu+Y?i}J9@R($ba_1_HA2sJO2Cer!cAoNDygpN}pV_LU6G;TPAT$YV!2d|FO*=B^baMx0_` zSov7`2r~}aJs>HxfacITb96rQJ4sEc3o|uXAHX(ReMi6F}g@VPOwRrV(Lc+~{f3TvG-BDprUldrDr#{@Ml8=E!iW`03 z)^GCKc;^7;BT7vekYP#vAgs_`K<}cVi)!dEYfQ`IRA#q5sm_^>XXpqga*e zrzS|FK!^skknS&g`NR}Ml90(z2-v$1g4w8<*OA}-^Ha0a_?stDQKCYkkH#N{gFC2C zeN{kHP3;5L|7Ucwy;$)@4qaMAI*FAeAD<0WMDQ$t)Q3ezI?Xif zM{_C__)C}AXBQMKM+NR#hBFF-!V*Hoa*~Nj73sY`pbB_jKPbz9V&?6=jG+a+Uqj%& zCQ3O-!wrJm0DM)-W%`o1cxkDj4G3}(rQl!?H)X2FdYCCfjUDMLAgwQP;zS}qDa0NW zb{ed|Gb${WP0!3Jz%GhgH{TqscEq-|PWi_1-B!IW567R0%>?Yiqw;rmcLyWb($Z4@Uf1ur?ojH} z*_+m_M4(3ofbRoDS9ZQ?%F_f483c!n%oc=AHXusrkoG7xKHh70rRoqmSsaG+*s=B1 z8Fs{l3m0}aS4@nJjRVJ2GzUWH00h8NrYHsm0KK=hwOyUA2Z^}m3w{t$#Sv4#G|8c^W0(DtIievdL%ugH8kYrwH5az5fQ9X zXoU)|Y47%$TGgtvSbVcIN%#0Hw0&Uh-2apH2$w{oE*d}2m2zvn*EBEI1S2{19@3$_WSuD}cu%^m{f3bD zVkLEwfAX!-rI&{L=GJ|QdG8)W0O_Us!M05rs84=?erQ6!z)|}mHxSW=xD7W0D-SZX zhNh;1`?u@H#);i?i3+~bSs>5Vm)rDz;~m8+@bEl#FWTt<=|TzlJT=vs`I-Wy#Qv|S zKu6dZ_V$b5T!UT(@}#)qM=^mpKuDn2>$B4%Zo+o>+!{`Fd-Cl)_?#o)b#$WGFP}Mk zw$N_8y#KO^uC9d@5rBk?{yQF5t~5ay-vg|#$kQ@t0hp!OfLeN#VK|8MCqM`a1mK;6 z-BnPJM+=PH`FC|7ljiLF<6CdiqlXXO+}zrt*jESgZ$4H9)Oe&DLgvH3U<7J{ah0AXXa7O-@L7(b-!z(@sM8eZ_5qhSp(m+3mt4sY%TLI?sh=1iPu z z`Olv>t?|giGDBG(uXg9-1ev)MkGF??3G(n5)WmE%$U$YsrObXF`-g6Edf5Hh*@3td z&$&0$maGW1PL|R^79x(Yy=ryM6*j{3v7iqgjGtx*qoams8ji59?NMoe*2}eJ)kuRM zNw#iGdR}w=1p$YoY&nZ}!AF}1gJ#LXO=CyRAQAbXeyQ;HkJ{CvWJOI;AZ#c67#fR} z%2>|JNyX6P;7J&oVjNXY+kb`W0z!ZuMhQk?@QlJza>p(4BGyo&?dNz=Y5*;dB2mE* zCV-QK9}<(%%3jR^Hbx~f%)3C6k06|)s`MrC;*7_BT zMbav4agaToear;WD95>r0G@3}i&E%5Kcc-{qV?^6eq#XS@(8I}IOwZ?K0Tr>sAySi zK#Tw9(u8*-5r{aZZWDhe#;1* z>ivn8i>Ke7Ln z?NdYv`br{uz@K#a%24)zkBJnLAai4TG~z|{FP5TMgr>{1!j0{^Z|OoRR2)zg*kxF` zMFDAD!+97NavCXM;Z%0ze9I9mX*YQHeb|YJQkdh(%io6m$i&2S@yxTMRG?JsXiwsT zBk%)|1VKTx-%0X6gi@fbuz?$YWItlbd<`;Fh?@?IS(%xq7#T6>z}<-%<5mNEz|9{& z!u6Wk+VTC@3UW`7FgO&TjC!w>KB-!J!WVGye#aHg>ycuyrzc(M1+Thtd|pm#YZKSQ zkmB-0`MHCMC+|(H+(=8laOY#aR%lCmclc>%M03#h2>-p#c3;m`X<3<~W+|W3YNH#F zdx(orR#9oLF1Ji*`vLJMcgEq71VPloKt?FVS;A-45mIQE45;Pl`iYuWd;W}EmH5I> zO%zB%21I%oJ~@(bpkb7tRmtE(xzmJn#r*g0wnF-)JL6Prmu{k~ZTi`q-L4ryQfd5= z6iZj45ahZ(K*&1ed=roZYg9*qxFwRuAkk8xSlqG=_7t3;#CW3>&OBUmfTf-uuA+zD zYMoECcjjPIMquu{?vbcaK+gC1v~uhcF6kYE)Dj zq!^)8Nk~XQ$iMCKg-sOsbDwPcv4WZzY9vyp9YWd7nyE=i`48jPJp0KhDDZ&-xjwmT z-cE(h>-7D|8Rfr1@+exK1R>9D;bg41wOmf$7PYbF^qH`rlEwXcla>y@dEVn%=#;zH z=ZN^%wbQJKstJkc$2Jt{T2iW0fj-B?*;snLmCj(PMjjap-(FdW*s0CTRPOEHdCAw_g*-AE z(S34eP+@dx&%Y_ykPv-pKbFzZ2gxv~fAG@O?Ct1KQ&-p3J%Ko~`4{zt9btfD__|Gg ztUaH8p0wnmtm5`p`fTwiJWEupXx1_mFa>SZ6;m^$uc;LbG-kO8Nf{P#^0nI|GHXtl zxeMJLCHYTQAH6Q0(V(;M<-4^wT;Xun+WK2It~ZB*!inVV`1%}iAu9Kn?5^-t?2EXdU>t_qF6L-MZ{+O7V8Qw@pIE5?wv+tr)LxuK^vix_eg#t^ep` zRD2|Bn~8ur5bwZm+q$I>RhcamQz2hC(davkXYnncCC#RSaVv5J$bLrUMRoP{`noZ= z3sO>8cngq~?!G=6T3SPiAW6*|a~g|1H=}a<8ZDSXe#*=o>UH?lHKy zt!-^SrWN34VznUS__njYu1+uM^itgI87G(`@ae+WJ>Kx@fG{_9_69r#Ld9Ntw5Lh4Fh0>mJw=TXI{j9{t99wpr_`g zRVsRv9uqC6vVnntp57@=W$Hrxa3dkFl6Q{*I>9liDJbZv$+D(l&G=tHkAaa9CQUD& zKi`w8eE;hOsYory=b`=*4rwDZ250Fxm8EVy$GnJ(lX4m-EN;L40cg6^f7esM%G5M@ zVx?j3g$a@qMrluB5=3AwWZZBSQh?i?1HMJJZ?EdQ~vIzbC{i)qIk6*>HpirkeOmW6B^FbG12+Syty4k%y+aeD-c8}b+A_VM+3 zOgYAnF2Oe98-4koD-tZyd%KObA4z`Z3W@DhS?j9M zlPD^8&%ag)Nky_C*qo3e337V5xGY3ETib-=?@-T}vxq ztye}M3y>Se_u12@nAnn|G+cgYDX#48+xt7~3-5;Z}D%z3|@(>pTJ!ej5xy*PQzWZ3~r5?=~{^vnWQ zw{A^?NV=RP-bM&0kmts-ZY__k{rM6Fsjon?pbsBDkkj)@W=grZx%~zS4AGQ$SsFX8 zr|%?r6hYH~_#GrS&IR8G+6i$8BX?$2k|5B2zRk^@K!KG}u{NTe62Bjz3B;1F>~3ew zn>Uh6RB8fgFv~hPh>2oUF;qeLq;(mI%@Opsaj} zhu-*xk50eGNt8MeAqYw~ShSGty2iUV1nloX1%ui0TQc*p?pgvV0OUZZ1BpcfroMiC zX@^M?3dA&QUg$b1s;V$oYdo=(2syw;fZ+FmPQ$2}mWGD!*XODpW}+e@Flu7J4b^ma z22SAZB-}CVBJ1Mx&BI{cT~gctWKpQj$d zV#PB*@mUp6t!Ed1@Cyo3(9)(|@^*t~3d4jmFoXx;6=hY`)yeAeRD))Wn&uG9zZk%H zCp~>^T--1`4iK8Wy}jW}1%!>?sHqr20IbNTYm?(zZ-Z`eE2%ZvVke#{73a46u@q~b zh8y;XWC2$Q9#19?vb#HAL#&Lh&&8Xk%DG!lVVj57)55~SfGLdim$zq?di5+oD#Zmr zfB)s(^YZfJb8b#!pdh^v#&ki#&B);aC8t4==@?wcyLay4gd2tbBMA2 zN+QzszZ9QYORli@z=E8mn1xXOFMg8TTKtWDCE5H)mHt!(z=KDbnGwNC(tLP62aSij zjY-Zm}1da&vl@1=uuS7jQ3wB6AB@|Sc z<&<^%+5u{^uzAB7`|d!*?Vj)A8ZSh2wKZ2Vfsw$x*3nRjKSOjO6K719ZGkhDu zk*9Dr(}EfHIdDTlM7;IKw1)QKH;v~A55F%~=RWHWv2dKK*?=Flw;Fg@YdgS|Uws|y z*KpB>KOn?RFr9DQ2|QPvAJ_EPz?0!6`b^y1Yqc=@6Zk4XT(|50Gd7s@~~IR%gUH7LDt^%WeIs6AHM|+FaE^~=b46j z7=Q=C4EC9BE4L?9*WhRv287ttQX5dn{|(VVye;S1)!{o3gi}^l{-|M%;1CkZhjIfi zF0Oauj|87?!$mayGwHjtyDQ@~?m@`a#Tym0)0qKdm@2Vofi1teIx_>Y*8hnM@;mRJ z(1Q#MK>LWVd|DVUu}}iE3t}0R7{;?_R|Y6U=rHiL0Dv{jM!~`X3$A6hB+gRXc} zy&)NRp^*-i3?~=_(ctKdt99jdb$n0<`zmW~PnoFhE>y=U|sj}5Gq_=eR^()-wy0}%J zeH?x90t1ONAIM6A?lAgm!C=L57&VY>hvz~H%y~1NsFEj)G%7_|)G1K@%(cdpKJGHV zgy&?vd1m&P>*4|(ns8yzKr^ySlXVc=8sM1h?khMupqTZ8l+CM(bOF9 zw(^o2i^JijyKUgBns!T<=mLy{gOyMTcD{6n(Ioy)U3uqn=_2TgcC>9=y7T4T!*0L6m9>~f@AJFH%k%zRqgNgHn(%+;)#z$u zj|M3&+zm5cHu8^Hb(LkdgvmgFm6B8>tft=gGODklk1eWGiwrIHjhbrd9tzFY&D38m zW2XHh{ot>7kxDAd7AW#18iO2w@G7u8@wV$j9<@^=nW>POg@AM04j&3ReAxH+=nWnV zs^{;Yq(jNPt4(g1g-Hl6n0$oEjH)Uxm~OO7M1?^F9EP|*Rilvm=l;>R*30jEc)r&m z<@DgzNx4(li3YUh0=ZKCiy0#Yc|}D421G5CASB@=GySXjecSuuLuSRa)+1;L> zwZAw|?OhO37f=+HAMwu|ipUXVfC*w&84hQd*Pvt)(ffZ)eR({T`}_Aj_T6MB2_a+8 zo|3UiYRM??E6xYJt0MrQb^fljYtbBspp#0_nhA|f1Pt)<(T{a zEZ6nkE?u^fm+U9lbe7`^SASBo9~}gs$k-dI0mx#iT>S|p3Z)fqc&+3*%}*MnosmC5 zLDXCM;5dN_^Msw8E^e#9Ik1|t!8X*lzeehj^$Py!7Vy&+P@dRLXYTdpai7BE;p8U{+ zcV`g=v!RzS@4(pt<%9*E6z7K4;d6(g76czmjEt|8Szq$$l*`GKQ>1|wMF5ajG&g4j z)x!FHxD6*}zw+X%i*%4SnptRzZ?A@TzhEf9PJoPS-112}tK z|M6uMTnhkU4O|1G?Yp-l*Ddp?=W--SgGtYo2Y}xN;7*}OvLx{krUYFG$1czZmGns$ zBdgq4b(VWbe_yqLtfb^}9t7*4V}krxr9khp`23cYm5T1?Ay?8MYxG;}nzFdlC?JOK z=jOoKU8-7dPYdf0`f>V7R8s3JCXdsyN2?eny#iwYX)c`-g)}1omPpS?Qw4VU=+O%R z@j`9`&@MF>n`6#E8c)%^sh>2wt-3&ktAjhx!voADqai9C73Jkm6%wI|Fu~CB;*68k z_fBi=X`P+YP)MV=eFvW$V$mI0sk#)Hs+2VA4HCh-A*t`0{9OVA>+tRjNKO!D0V*QU zak#aIkM(-+4G0GpbupU#vkX;B7B+uweEIO`zst|+^0K_(LN)z z;5#VI66k$be5&dezki;C3b+CCl)SM3 z?tV~Y2dWFoWtuQ_@y+D`4AwtAy&vqqYoN4_L7WAj&+`X@-5>pZS(IZi zr!PT;9ud)cQKl3;OsmkVc4>EQPV5s2c6#*RT~S#eYa`DR@&NK6dC?~Z(YfXOG^+(G-Qy-_X^JDks5=G zpeS>4Y6ncCug~}a6T_s1^1o78kz&5Mdl4fm@B+Ad69o?|!XW?|APucs8oB09qpaO0 zTZ1W?NcPlig@vcU9stE7w5&c)?Z+zD7jGOFvU_;p#}!V9tV_d?Ko1*%!oipSD*y&rwQH^y-{eB_)9l3+GC;LbHq-)OF!1nHM5qfV z0Z|BqyRD-`3r-g>l(kK69qD=e7=mq-p|ys-e0$>JiEdjv!cge|>^SHzbsNr%xMty6 z!5sqC8oa!@Sl#8;c>KSD-@Q~Kq-@9ZatmYDZUpfQta_@?a1XRKE-uqx#Q_EsNb(KXC_QAb+aiyXRaiw_Yl;Ca)zt&nbRx=}t!7w6l_I8;~l~V(m107J)L?AN&XX}A2 zBy^k`5L3{rHG$4jUzMR?mD~JZH~OUHm#<$bNh9Db=Z_O9q1dirG4A6LpyMh|gVU`; zvIP8<)Cm5^BfbNq`vB=GDh2`-3d#Yu0yms-w*tlEh{X>=j3ET8JkM5>2gVbe%GH;4 zKYo23vio~y-DP7v2I`PDN4bX1#)y0nt@ZTw?tK3~v!J^ip?_C{?e9Suyl+loDaO{u zMgmOLzkjY)b|j9RD}{z94*)D^>06#$k<$$2K^q)K@?|Nb%{Eq-EzQUR@;| z2+sXKX;ZGWjEtb->8G$L5!WyC&)}(VZf@>EfDdFj=#=m1%6`YSy zD})@OfkqRwv-JSjfsq?JZ7|;pyC(+8l~^yxf_BW!4W3q)eo@4Lq|~+99H>1dFqmhQ zuq3~pEb_ZzZ+mFd;8v(qwUPDTs1psI?EFt`mAe_h0Oc0TJrd$6V8u?#eucrYDX9f0|8(X07=Zi2^|g;6A|fZ zom4ifN@o!%23?x%I9CCvi+Ff=pd_>2S2?~WL4sWf&*A!ht*OybUSwEL>Omia)AA_y z=6FJTNE$gh3lIx%e&KCwj4^Pn3;~LepD$d+u->;{YU>|Wghdeu)MMl0VXalVoT_%Y zC}Em)7h-2vAQI6w8Gu&EMnWMaOEPDR;|MuH4SZGv0^#i0v(%Bzj$SOAK~uXQckWNw zkMzBR^1X>2qhjVWQaJ+M>gR#2FG=&SLS~?t7E&P$!`g?oex&g1%KKWodI?$CH8{8` zQ=14Ir}+#3cYuXD27m^>CNwsg=Wms!0^-nB&{Q1TbRhk7I^c3T-3;xvz8Dk0MFVl3a za*TgS84xuf6)yWXWPtMKVh5zs3;$mgEsZ<87L%hF^A>2un z4ji8zD*o3;U0@Ii>YFnIWRG2;qGRDU)9-V}wX(sJ;F1v`9|4I;f4*dPz&!$$6KbSojwC%m&8 zP#)jF;|VDy02ewvywK9x4=vzt_;u32E?xC;X=%I4Wmif}jD!vZxNvRSZ~My@?hXlx z^^T24%mA0X@zb0-5%ooVKnr27trlZf0LC^^SAP+11YoDtEHu5g|pL zOT+bK^|=gd)f7xZAt4k#zvsmdC>kkT$wTRqi8lXF0H=}Apiuz|yeaN9DDSH7Jj6|( zs`gY77a^5WvUMruJa9(V9*gg|uT5b~;RU7U(5%#^qY`e9K~h}kvD-Ypkh7`h!ZHKXDiyi5bBhSKPI^&*j>Hy zj+(r6(29|88ldwFF$oFT1fRMc9xqOU$WpkR_8vVSK+#>*pbLwODH&(r?kx3&g{=J{9aNmKvj;!FO12`>@ zymR82Pkj(}29}oA-*BJ5^SAAv0)_p=Y``*`rl#hkLLy+c(|>+%!_939UixHcr(y4x zdMoxwnCDOwSkTT^eR#XF1fXL8h#BFazB}|`J_jg|sNKy`!r{hi=biTGKx*Bsl$5&w zS(eunRs6|C{qF#<2N4;3*)CPhY@7f$_a;bbx$i>XwM^jHyLa^;jYbso5gE2=oW{jz zANW6jqS6tZ4)E8Y_g@Wdt3jogdc&&YSN0mrdgTrc2b@E6johJlzI}p%6m2+=H9(pF zp1q<)5xT=Vz{tx}s1a@L=&|vVQv>%_K!*U=r$xgy(QxK2& zqUhnn{0Ldu8@AW4C#_DK_BMwm68V*enO6NWcfc;xpD7=vkqgTPTq|6+pG#K*?NMnj zD=tpEA``c}Qgw$(gpwu)zlb-v5yWwTkl?lFLff?d{0eGV=w{av2PLn`}3_c-(OJZ#_8p}vef%XHQ>43p?ga|JbO*p7wH-2&46^JTA%dEdw#8!2&$@)m$iPfUI=*fh>(M~3{@gCkBmBm!|iTSzCBzgkOu16xp8&$WosJz0q90_ z62MuFP?XkCIl|>ypvq>Ydyad&LLEC<>#UT9Ygkt7akDiA=S3wMV9xu~&W?`1;1~^j zaprl}9v&V#1XfZ)V&eT)+Wndl!)u{d#{O+o6jz(95@nu#(ZcSg+v6f9z<^6;p()Jmtz0hH!h!wy3_FH zd1F+67p)A`6lLIThdjVvKVDwq(fI|G4XlN&=!{K~qawvXJ3xH|Umb2PTpuU`AjfW< zLVLo|UQ6e`)zM{RR9>3E&+aA3(xk@-s!qRC)n1M=GbErU38=A2>5L1g}HG3R&By z1)_3)Z$jlE`^MQQ#yulae-zF=>#!1!)I86FK#K7 zMUP1C(+Hl)$u13_I?SxaIg}M43LF5QTa$3wE2N2%uLA;OJw4Kj>wi%EBH^#Zf{XFP?{VyW%vU@nC`3?lU^t+Kn@4ffVP&dyq(?18%Scf_9+YbW}+i zq^m&F4TjUkOE=jON=4CpZqB~ZE8M$nkIM-Xn#9qdIs`6+`h&Fts?gbou@Rcd%5WuiMYI+TF2lVa>E0_P0ycka+%`Ys-I<=2SspJ;X8)|?MQMf33e$V}YqJ9723nYs#5c5-h5)ywYo>`pnkTPX0!jrw$ z{E*UiLf?L?dv@c?7Xj#|XSyy!3qT0jR~yOu>)ihmBqx`PQ{cY0R8fQ<4wD7A(}Ds6 zLAMUyfecUAo_YK2p`=5ueoc{3HsSg}G|~L)N5fS{$_8-4xBqF|-HNZOuBIGJl!NDp z%0cHh%(?CJ^Yf6F>NE<~J}uzEFIrZne!}gLyzj`?M`m5)P1y!19+A_1`%5Xun#;b5vDC(xL4n*sq_T?gNPk06OJ1EBYbv+qgb(5~Upq-I&o< zIbf=?`s~FE&qUdicRQo5;B|TrH+i<9jUDAOBL>bZmuhFGbA189iGo=wIuN!$6pQ-T zcz*2cyv$ZR!SvFR?yQO*+|CKtt_4v>1*`(7d0g9ONo6S%h z@yDIpQ%^Ng^&V<8{$m%u!v#HB=^?F?fOlOul>X)831w&3f8cS_;O5o0!}af=k^zoc z2%>-j9fV0E zSv@N)JfsvT)j?|Wq173JgW>%jrIl z$tZhSKo~eI32KB~$|wRJII#LqQ&U6dKHTmQ=2-d57-u&QJtLSLyh{98?y_mX4@w_^1T^C-kN}T^77VMiVn|Ek5(=TTQxGeQ$GD&9h07hl z%#t*a$n-sbE+Z$`*tCNmg$}<6idw+$z)S`4yYg^&GdC<4CLV&J9b8<>fV*lzSTAT* zdh^KAATb2f_(OPlE3MEr`avck>q~4C2m*oVgOid`#Cl0Mqz#tY(v!7NxS=0H3lBfr zCM>J}#*335)&R&H0WSzxbQu3rO|bpYn;Z!(PK#k4!I5w)p&)mSzqq$bI5sup~#@%fsma>O|dvcZMRKVgbb`nOX~XS)0GS_1n$wP zX7=@!Af@P3{*cERW5mD#Q0UA(y3+q}%RV55<*CYNUGhJ+Ml6OB$_EG(HSd+CTF!-z9}r0io7IW9)n6-S8~ zqB_My=09FDZZDi~vD~*u*n2?s+bOx)2G0lfIzFIKg)u6*`-Fs|&WX#yLV`Yd3Fe}} zq4DIfKj7)0p!RE9YXrQnL3d}Qqj_})l&TU354KIN!^<(tQt0|!1HvDQF9_NR(CvXH z_Tq9u{O?~&T66zrp<}II#3k`7Ekaul0f}*LCu5c1)B||q{P$@3Y-L}m1TN&h=Qq2( zxx;J)jA)g*S~^K;1x7Uk}wWT+ab`8BI@VflQhZC`uYR_1OfvtgpGpb)+Kx) zow6qp;(x5K)7;$0u^$2;bpu}_n1hbvm5T)4&kG*@H9Ix}q4<2X?-%2A)8){X4wKlC zlWB-Gl{Ix5H5XM5-BXmh#rgMMmRCd)yp1v9=v1_kwgSpcZIWx^zV}}FX$xW_GJrf_ zR2L`G=*TJPW#*5U89TK;^@PeF9zK+`=YcF5uDJWqgD(!O;3fy=OlZYwlI$g|RLu28 zI-7}^F`iWN@mFyHnRs4a#Sf*fm3Cen`R_ec(p15yhU$=_%RExQ2{K`(bc73o;!3&NuI-OBYn%zw`}DO*N|Hhb~(XbpaU`j zpfG*{#tS-Av<^BF^|f^VYJxkdH}4PihQv+0bEV z_Ms(fo%GxM(b2yE#dF__XLb#qn+dOq_L;_$7v*UZtS>JSsL~N`1dqf=pV_CiwRz(} zxL;U-a;0E|N(e)xk}D$Ig>+#USQCn>^_KFpCtj`zjoq_qTGVzTfB$I}Ky@Ca&gk{# zsKk?FBMYxJ!&JQTj)c{wL7SPX8wc~AAhz0fE?5JS)Q=<33_l>TMC9 z1wUD2eLCpXnb8PeQvhV(D#!H!6qva8NNrtZ9q8|&Du4?LegZQC!=SP+Sl6X&pZt5J zk!s!ESXd04ZT(Q14d7cdu#A+rZ|oHetw-?7sdhMhK8@emkGLUJ2_mFaMMM%&XWOs~ z|2%s9`sqAL#ATYptu>c??XamaEk4(+nEXjk-2G;=cnuAbWGt^Pet~Cc$y-a%i+`}# zVKw7`j;IE5pKgQWwb2#f#(UpO*pwwpCgvlz*TC^eO@vMibdJe4>8m6PZ!5nTScYK_??r+|~`qM?A(e^_wiyw_nHP)&W&VER&T?J|d z${FjmD6^p)jgS?H92g#IX?8Sl^4VE2vDx<9h9lbFWZ2wdr9*RHdv~&jQKE@*zZ;{1{^?6ir1%+#w9Dj`nNC z#cx~8k_we<3yXeQDf>7DG#+%{d4yr43!w56zIF7Vek&=f2im{Fhw%G`LNx^z;#1`k zjOa%|2u!ZGN;_8-vXm=D>$ASnH2A&J(|@1*h1)gvLVP!>j_ba0)Y(fTx6Tg8xE5OT zj&PZtQ#C4TV9oa_>xjoqX9a2_u)gqVwOqB_;i+$>TVm=|Ioh2uC@+T9+E)#G$VqcIszr{U!d@)v%h)) z$ZGy6L2LI{@?e?X0Z#=07R5@Ci0)nh{Jd~@N!KEbYcc1^vb?WJTuEQx3S5v-?;#l=9`nFb2&L`C&D4b6o2_PBn_?_ zi0DC04iOHl-FH77R95~5rqyj2UbyHY?uoJ%3Rqfyk3S=5F_3Q@W1 zdXQ>9$}RmhS^``!W`-!d8DALp=`Zhhod-1THnvB9r#@ei$(|F2ze6WeY|a3-KNv(* zBKKx(^zp6r={uKzJ_G7CJiG<{9-d(GM}hDu1J(aj7K0(Nic%$lN6+6KUju;VNXh-W zIhG-5Sxhb*4CPr(a zJ)FaZf*VH!$AQ7j>R5Byl<3B$a%bH=yIq^A{g6Fu^-cQuY$S>%>*%wp`b2Mg!Uw-2dgGNEG**f`MCU`kLZ6kuG?E=j@!6_5wT8PmLA zyRAYAi5hYNmI;RM{St^cWQbuz3+o8r^+r2o6wNQ%-ulzfQACws5=fnZNl598I;BY+8IHy^Rjb=A$f;4;hrIgbaQPe6dk23mTNiARXGVo%&x&-g?|_64 z&s$To7-+I0VKdB9X~tn5`chWfGVUI43W#Ta>RT8a)j+ic(F+=a&Zc1m^Mgfc9Jr5) zix=+yOm^{i$VzpXU$r$VXO=uj7HdV!h;(U2I^q@HW76elYX;m-{B0-Scw;7Pi5Qkf zfGFBATYaN{OloBgvsut}UZI)ss~@AmU;|UO+*Y3K%9AW$Rt7J3 zk&Mej$022i4Ovr#?g}nIhR-lEZRnWPqQvxFH){84D8Qg1?nq!AZoG04NJRY_P%J+H za*31z(wY}!tq?O|j?Vd+T4C~D$N0pL^4}}uFW$#>RnZ)}VnF1`hZr0V1}_$6DNH)V zs7lgq#zz+m!#`KvNyyi$92urX42@|asSf)fzwc#8^Uq})$qCkg9*tSv>zkWNAVZK21NmwH(0UX$3Q#&<2y}wr z9^mZ(Rw_-CbAIqv>LgkxAk`Lc3#fq?P!MpU96P@;10BZjH}PZ|ZDVgfI^@3JNCa@~ z5M43|s`%P;{bo=kj!1mq5Tr|6O#66393LY5vUIf(kOf-K_CrZYPnYv-EdtIrtcL3 z3phIXXAyL4^N3)+;ME|hz}M~b=Th*3q_p>eTFQ6izA9dmPF_<<{uHxPg!nl`C*B=! zFKlQbH6Obv;1}35-hSc77r;Evy@2K76H?}U@6;2htY1XR|E=+Y4^06aO!0I~v{jQ{v;#l0Z^H*UNWtO}VDomrJQ`xT=VJ&jtIQ6dak^3(hz3e}JI-?$PxsA3Z z(SP(NQto>TMC(l!-Q3dF9x(8l8`*B6H!QI{%QYO z8UT*Tz1 zZ#jPZhtPQutO_xFGM*#t6-+C8+}le{iCnsU{yn44Q|Olqq#7w;K-K!&>oZIC6hMYh z4NXYM$G3Z|@7-Suy8;Il6iR-9I?q&E8zpr{l}8j)vwvBb53pl&bQn@!OA(W=FSa*G zOLtV9h|L@tkQ@&F?6I_OZ=RBI@zSUDS1Dv(%wa@aXNcxIZr0XX0c@IG&Snk>%}Ms^ zt*`YC3FoW(tY5w~1T`o0KG2xnqEI5F6gYt>duVfI1on_knCXcV`=KoYd}D3Zx2&W@ zUr!GbKaLw1I3M7hrYWb|epR>MDyN6h%-SM=y4=p2H_PV0%S(~&)JKhIIguDDi>_~h z8(*0}uy*C5$V?ShD~N(m@~rWnM%R%O&|a^C4~w1%OJe%cpIxn>yclMDU<34vNpy&D28}j5>=03=&Rtlrn=Q zgzYt=P=nHHdHT77KH28sQnC==f&@i@!HNK#senNEuGIaSAc0 z-Wk7=#$nuxfLPTaJZEU;~Ta<9~k_tMVDK-1I*nhn$-q00aKnzP*YA1wxP zP;f#X9}os7%*`7Ma{#2>UGu*L)2VF!$SbkTfkYHSvhM$3_XC;|baxb~;!%T1+mQyX zNGcDNoVV^g`!`;R8?qMf6{8)*#!6&*%Q>w1iK7al_NEM%SAQ!lTzP!#Q>R7#6!M5^ ze#Jp!XUt9Z10_VCQf9Z-o**kfo1UJ2NU@y`dxEZ^rj7pZVKVFmEJaR`dQ*fT0{2e7 zYHo`}Mw8yMM(T|lmQGHr4Q2*|Nr`AGtU6XigdTNsdrkh^ms1)=SRWH1@3|FgF{GNBM1br-W8=V$mQ6v(2dzQ`yL@!re1DG^(=H90IzTlGl)=Tc&)Y) zeo=(f{%`Nj0teNgQ5t^Xxhr1}#Q+Y0Lx5(vY+6P$&d^E9X*N#7utXJBEPWHB9+3ty zo-K=flslQP>T9{6%6jRQA(c+djBxDi>DLPy11CJ{Gt5vIicgbLq;EcPvIKIs=2=nk zx9?7p;N};53!lFHy`RNV!dUED=MGD!2r;Zq@tR~RnT=!=d5sTd(QaluAFjQ90E1@2R?tZK z*t{;l4M$xJ_4aij=%OTPb)xT)wMZzD#Eg}n@mhjoOutwV5$l1orx2ETZod3lP^%b+ zf8T)YjQ$0j?lMpz#vh<;9{DpioDZj(?=XkCt@pZJkR>f%9_7sV-g+c?Jh;60(ZFQ- zYrJ?#3Wr!0j*Me?)b;x~Q_3TI5hDg7`N{Bycm1q5B8^nVW|`-v?|2@0m!W|fh)>In z(B(9=nKgdjIHR~0)g4jNh-awZ&U~X!X4*|f!Y9>>1ux45*^W>8|0~3T5IdI+FoX&s zeC{h5v)%DvIbDUBJEY!U7hv?V03%wbI0dBpaLma|%W~=jbYTkQGMQh#WEC1jEYz?n zovK4`o$z)g-q>3Lm;Y41?Nuf5u<|**CQB~o_~Vt)c9?GCNOQ0`6CVb~ba9rhA8Feo~^FLU}UX>4Z z2fdaaUrAJ`7@C0itQG^~pye1;vGhR3~1s zCQ=b;T#*qZ&tqM3*ic2J@>3$$Yk_CfIcJ=T$^M)utTq#pAA{P1NT3lTT9lMFT7-e& zOX`5*%dfKLU6Xp#m%e-t+q34N{vaC}<|%aCx^)-gtDwRX@?h3Ucm~B8fE9q5o1Ocl^Bj(LKF3yNR3RDqgpU8z01r$PKUS2^QMt<+)BD&`P^>NouZ7{m~#G>}Ba zr?-~%daP1%q&SYrKBy+4d~apB`r@x!VC}WBN#7r4eVfkTKjj#9gEvm#Z>v=P%KC5< z@bci2C`kjwQK>}IsHq=}>^-S|d2rzX$)e@?==6n)F#mKUG8?7=kY{v46rR)vyB8ve zHNuB1Aa*0%^d{H(vT2!g@Y^tgcN2vr7Sj-^)J_;Nx;l#lR659CO0EM8Yo+xVICNi@nLGuV#}SyMNKxWY9?1yh zA;9O2DySO3Yyb~~@UCtFA2uuAusIT<>;2HqZW*R6S{kCI5_E|YC6_q|Xqb?+;bNbd z@{zl=MKMOHMr!F21;YB>`*kb=R)@=v{%${UQdmLWLG)bFng5v#md_mi^f>al2f9_} zvOEUQq>F)U;%Shlfk2sTUH-d~ZVG0lxH>4)Oe)CVAd6^-Td)RDxenbpYs=}9YGH&F z(;zyR-ivFW{c25V9$$|yJRF$aEE|v9L0MBB&E52{2@&7^vWHYYiR125R{l|d-IU6` zfDew)!U_}bASuFT=7JyV=#*hwJRJPf4+@y-ynM*f6sfJSQ$2Hnyf?qNS~$B;N|bdh zp&moyH8L}KU-yL9Yg93>*NggT<%#@5DT0;P@|Od`yF?~sLW#_J2Nun77!p^SO=hOx z=R-%RzS1}AbjSvPVF=X;9_p`9XG5NGqwf$!jUdG=0$dB_8i%pu&pre@KmMen^_Ah@ z@ULZo{5as&0Ad6P4ahLGjb90#_-Ma900Bz8H~4E%pF1eqE@F@LoE~*|3-4 zGq=Jo+ot>UUUUI;`3@FeyL-Pf(Khqf+!1*etB6nucj-SfGTUkWZkeK`JFrRUu%8C6XR`^(c&{v!VvB8* zYPF`%mPY)1+FC3#df%T-Fz5WLnMCxMt@NT|(xo6Ig^(+gZ_Olm3{`t7iOGmD!9c~% zQ&EQj_jtFHvMV*_0sti-UPH~91)Z4AwlS**uQUG)y?X&CB< zzuGg+qlq#lO25iCS9xT0s~;fd-|)Vx#9N0~K0pRrsW(W$cCL?q`d-4}`!BfMN>{#l z7ZND&{k~w)gY1+h5I8I)mc&}4%=A6{VWGl6#Ym#Q@ zn@IZbhrr3P3M(rFc^kSB(8e~q52X>Y!*i}4H!9a^k|2ysP5mfi?ngPE$^2lz8zeXK zp%@XK#6RiHR_K1FJXC%qT5DX2RO?hv@}gMa_}0i(CU?adG?&8$yKc;0C`)JHmr zEoNP}w!4_>nL3k3*Uu!bFd`^6SEPb#M4ucS)J=QyDzi$IMB(~=Do0)_h)~4hgeA~w zA|osl59*#9nI4o5YWpI6{UZGXrUw_>vsG;&$LPY*2s$<87q^UE z$)$Jh+!3$`Nx{sOR&5s{8dKsB;^EhHnk>vKl;?s(ljBs7eCBiYnf3J11Y%9^myXO| z^a#~py}pTjW*cJ(4NXasP#=d54GJ~vs@!zHn29)-zQaEk!IWl*D0Dd)m0V+LO5;rp zwZIUpIJC7b6r!`ZO!t?q=X0D^L0d6!2D37RWXFjmU2wv1K=D{flYru=4G0s#l+3&@ zh!?^!kKZcg7Zkhz6CW*qn)Dp_7vT#YNa~iP5N_^5A&36TAAF`B999bl$tfBpC7oHe zk2*K3Og?NAY(U^bisyM>d8ISu15n$m9I4iU;S=8PYBGCe&iu>Tl{pQpH1Wm2xQ3MJ zL0;FaZ&dR4zh+o7P{lCi;o zrlKe@3r4J%1*QafKiEzs7$r+o?~+k+6i-@Ka=X~~J=LQ2k)-%NWy7G(Vz)!CP)e!3Ck=n~0y6;yY!#}}8)P3ST#;V6+cj5GTdN?}@kazkH&;|-y>%55=3)L2 zh#Nj%bJ0Fao%j!IJ*X0w{R`B)Nd5;hc}NelAn|Fi;PO~L_&xy2P!Iie62wO^UwH4? zM79{L3iigVBKDEKtf>qmgK;_9{Br!yAC0JTs_*N=_X01;XJW3~WbAs`OcsV8KcdpH zQYl(C+}>V7Qx(uNMR@FN7UajwLB&-p7IU*u>4{0|sJ=BmGCd7+e@ExyB4+#Bw&uxt z0yyiYt)R(wLXsktGy1B29zIMrV}`L_$P{Xg9$+) zQslLVOx=NXf;& zQ`in?#DaCh-MsPLFg-%NnfoqYV``%0aA)qU+rgJPGP60ade~)sF7t-rH}A#h;H*Eo ztleyERN)&?7NphgES`~w^7FdHiCE~6(vorpX<|+WU6cGyAM=fl5z9}s`O5leSVpWg zQfZyF?)|CvS`7y=$nzf6l!x~r?t7yC%n3w+rAXxSReMq-RG^T81*6dV0Q5PI+5OSN z^4Dt({$rK0y1Fmml1Mx>qzq}wKTJ-Z%v$nFvfSL3uj7&VSz?H&VJl`ANqyHIek5s_ z&e=LUHxbMnk)7*{M@$(MqN%-gHgl{FPN;=>Qw^$BPoC*bK9WOD37G1|r7QBT=;?}k zaXiS9IIK3|Cr2Z4=BrrFwb1~HC4uxr4r5F@mLZ*^yz+$icjYqT zK7!~_4Rw8BWxEv6SUjL}@nWw2wC`utWJ}4m1nN?p#i`0}&JMjY?#&eeNKpr=u>jwl za+@v)=%yorqUN3L#h&{NNpI(6v?xiK zuu)-wF1RFDDizH!M(Q7Th@YUDK{iG`LSbob^l_ z4Nqspy?pv$(O&`^I9qb$!h?%~wS=acNjR*N^cjZAEnK40NEX7v`j=ghn@q+&5`rlC zqm9!Jw=He^xN@iq9%IV)Z~9N)zbH0H?A$27`jN`a@wBQ)2|3{4Gx?xef{;zSk*b25 z<=#tB;J_OMM9)@VIdlH}|9!K3fuEIbonWjO#y%P!Z)Xhrv37w(sSZ=d7^= zHl`U`^vp(SI$kB6Gs*N!0u8;_F^LbnJX2JisDNHG*+N7L;Ulh7J4bgNLmnc(ktPF@ z(7-d<&8_!K52@B#5|0}cMX;ojF=kvuh^Whs$<|TcTDU6zss3P$!ZWij@z^m(I)T*w z;RikzDO?Q5xkKe|3UZ8?go71m3vdEC+396fB2V{IiFO_|3{o!;K!}PG=c(cM?ibhI zS9H}Q>Ya(#r6n0@X~_IKf++M0T)d_ez9!h@`6`SeG&qxL&L8xLqu zKczd@+GBIl}H!HB3P?n`URF@1nNNZVI_nX}Yry`wnFLoNz4~)w*fJ?y7^gWTqEJ zic346ak+jW+jMa;w10Qi#}ytXdLuWf9a)q57)2oK3>GN}*&G^fc#|PzP)1f(oCJAV zFJWBeCb{MQ|1DeB&FhCRe7`#rLjDeWvS{UBE_ASQm(hNE@!@n`d{E;EEKY#k=u zL`i86Z{3a^>$;$+a)e49EsRs=3#s&trTJ;{(!WJ@kB&A&K9{n@6@(F+kV3lI!!5c8 zLu9}QcVFqIi7)0t%G30y5S1&ow+bSE(4himMqqqeNq*WMqi;L@{HfobIv2=oyY;;VFCV;pdO=1^1WQbz zp-Qbk#Fym?WQ)iw#LzO&tBa~WZ1*PBw2Pt zB6K_Q&dSvE{*lQcfh3YB`Nqlxa>3@$knPpV2>kZ#*6j(a{o(UB0L@x5h@V)F8%yK0v+X=IqdihFZr}SO3Jd3;fh@5P` z5)ya(#m2bXrVh3f2h*BI)TqUwD^1qj_Fi1@`I=QRF}Pu z_;rzS#+F-H)Lmk zX9pX<^5%RoIUWO)VcLq!JWs;mn3z|c+C@FGpT-3BS{{U$m z_L3RqaQ}r49l*|iX$dVauSaIC-n{mrs`*uEuKB~TrH5QHIaC-|>}-~Iy|8{lj3`l< ziA#4W#h;cYx2o=XiGa7h|H;txHX6u|K?w{J&{KNGsPAukkA;G@K=G^X!!PObQJ=4^ zmt`ACKFS+Oe^Di9@ED3 z>V$)v1<4iR6C%nAwb-F)&W1vx#AZAf*nD!niB&84_~SDv4ACoD)G@tE{P&H#lTdHtc0F(PuX?zEuF8W zpGfEVb0flr?&hho^Zf6R9nOx+&=#k5OqS_C_N{<@66U`mwJnQe`3tkmwN`gWV_Gi! zZnu^YfH6rLf;!bH)PDX$92$&PZy3KNJKaiI_aYdb}Ch~F%_8lpm6LkTdVDo8IQ?eIzQnSKkk0*bI`iQmmr7+_BC)&5tzwJk4p>?5A7LG7_hRjT=sh zR@AbKj_(-bo~{b#dB&TQQ&zz%%{ATo;uj3nwY%#YUF2;5QI+6S7G`MVtt((KMA&-F zKb&l8zH#d93u2>D8jIn;<7hKmP5*mYM(Isy^rGh!4+(aqoF?wsVEfc5nHeZ^wU5MZ(i`Tjw93bmi)VaKXqCyzNK?O-Qs!WDe86hhy(=#&;{XDsi&P zgSV7Zyo-_AfFlpY^NNJa&knr#su20QbZe_6{`jT)O-;5=3bevTH`T8*$Hw^cC)aph zdZBAZeO>5KoswB=*AeI2C-rbOV_#cP&SQ12Q_+3e7Hly;OY~Oc+#N!~vO1~y>fD~p z%eu4owa`9(`O~4WrRCk^q9qrMBb8w39<7pi!M)$5iDyj0ILt^->B<;CH=npc7fF&` zaI2O1-rYL=XkSqeyS^HQ&cd<_a!>bnzIwHzkRlAIl{@st7n({C2 zM4qR7K3DS zq##<*+RAO1%cg)uvC)K4=ajn`Atxd3id^;;`YwINpqpZ_Wnk25b-#Nnr6q+?86Wdm zzTPG#lmDJ_Z(nxe>$C6!RH5`Oo((|@C>yF29X=wJN#PEQH-6_RZ71JpkCR2*ojJ!g ztEc*|HWn9to*R4}li|6HSklBsH@ziwVPtIOGPv@wBlP8`UTq(Ae{emnH~RY4)|N4& zZ%yJMZ8S`X=u^9Pe1G|;D|GhJoZ0rrsrM>c6%UrH{gi5?9kAeGy%oMXtK>kO;91RF znw35sjjJpv@qkO#SenPr-+wxKM-xFf3&N|VSc*=upV3$G@{*U(=b$@hGWS-uleWCm zcT!<($N9w2w=^sBa2Vx~hEtme=;pR{oPF=%c-%TMvvTnH6!E{ktR%U;fA3{sDw@Z4 zd5T?SvfTJx87yR|sP3J7z!EQXeb)DJOw>*ZlPh(G$M)22YO;%Fp(D*n#`;5+XhMn1 zHva{xC&hIND^l~vc6L9#%AQVCuP!#)G#X&Q8nW=nKY3kZK~m@xi5GRjqD8NE#V8Ot zyoij^bk?FqdWZL~te+zmm6aVdx+&A26Q7^XbEC0Qby`vAVy%DfcR7?u3cXyGrq4j$ z?ZE*{dP5AizGaK!l-jCQde!J7%M3vk&*yG^vCol0t{pJ!d+-hJV}}^i8BffBc$0c}N~S)@8Y&W1te7e*GH8 z_9Z{hIm|h7p1;J}>~rRp=j+`69+cL2PS>qd+P$6%`P^J?L!}=}GRJLeKb{2Va$U)! z&zoB>uH!F-+lhOhD44DLv-|sd&{Xx8a|@i6qStR>VvVB}R9*P;#OAJv(^B6R_qh4R zrbOA0=E{qAf%0~A{@$lY^C}A05B|O|srAd<3Rh=jr=}WGfB3yw??G+#&4gQahVd_M zS7c{DDoUnfU~S3bis91uMx`u7uL#7w?K8i-sw_Gscr*N@lF}v8-JOCU-6 z-5}i|Al)g_E#2@f&UensAI_fHd&b%K&Arwyuge6-VJ3p@J~06E6TAbSZ1enb|Im5o zufYhg&jm(ib*#&rq^0{Y+LB}>9B3n$Y89$TSP*1UFi{uep!pV`2)Rg%YE(K6p-)aY zbI(D;&Dk~_fY9;o73NssR_~?8KPw$xF#j|>)(`!^rsx+?zPDLlHCXBqUTDk5?8$gQSexGpm35 z7V?sz67{8|4uf?=?InBMmJH8EmR_pL@51>m&VYA3Ec!Evrc9Q2X2DJFZ^hloZd+jt zZXYC2zDpUE|H!i!F8I5XNrl-j7N>B1zq+ zQkNoF|Bs{OEX6_fr#KudjO$|7SCNYzY<)@{Yt+yy{~QIl>$SO=c>RIv1LgG<;td_W z*PHxlZX%i1dcGmgA9>Ley~^_Pa(URLvw$xQZJ8nGDfVBiyxMK9xg)XD9LDTIH+r3X zajAs1L|e>Eo?&v6=XJk^-mzubPuh|Se498KV;i6ov9?zAWYW=^!>^isgj$@pSD{(xR*8L3%yJ!Q?HmdBPBw;nmH+3jHxz7 zL?%}x0r%EMoX(IG4PK%0dOs!^7kkoBl5Fp-ok7({ZE2N}%`*Zn*aZFgHfv4=VhAclvI}rme4QGF>)Jl&?_{{ zmXc}cEKy6i5<>K|gcjIjO);-ChWV`DCJrY3aP48ugb^lm@Hlu++<)WQrbb^?Nm&Qx z2y9h29&AulL}7l%eVGjW=t!qz+Do_65u{+t7eU~c$C|Y@^X{tzsxRKh9+;3~*l8=W z`ZJ(~&@ZQjNLlFyRi(_Ua*+P#=MEDgz@11EQoM7ft;|nusPwn)f2LS!GVc6knqR z9<>4?un6`lovE3AtPvEDSYhKWUErM4Qmv{j#$vl+YIjTaP^a60r0zv}mM5C3Kv08F z%rhMI2)NC5i`!c)nwx5(qIyS#CdnHI9MD2!44F#D1AicYlN?P!&$d-F!i{&Ya(F#c z)_*Pm6RHJ7#}6|yrP65EI{N!Z)i!d*Y~(O8G#JUyOuIpigoKYs+fv2h zte<6h7K zAKFiZqHY;Py)UT(mGEaejP;{UNXs;w;+96Js-b(?{jx`!x7w+T7`|JSPZVn^@!h!K zAFiTS5l-U8YN~`}U^ddl`XB-U4mu3+AmQ_--t*F>`dR`+3 zKrr`Waie#mPnm{9G_Z7NL^M=yYm*uo1C^o)M4az8-r27AHAInc7|+OXmX0%v9>TqC*ZD~SOHf_e}UE+x=2`fXMo_@wzpMuue#F_j} za9!|FY~o>$(g8v}|Hu4X&aRJ1WM0E;O7fyR9@|byiYj2J%mCQBe!a($0#ijSNkff# z7^3puojZ=OeKSS*0!{v+IC8gF@6Zij{jKMvTKw3)7N;6lUb z2*=Q*p_y5mwe3#@cl{(DvtmLct1g3P*Cac{&ADrGRSohmItIud^un%Oh} zdE5Dw2FK&9h)MWJkZftLtsqQ$k!^jusFt? zku7+0nc3!NH%|YTV;ZiR(sQGA=T;(GqDZRR8b=}dul==dUP!5Y?%&bCRrF!VGCQ>?8l4Dy((uX4|8+mMI3s%%RYYyZ1#xs z)4#b4(*3r}g>u?dkH?$1=oEq7z;(7wLrzW#w4x8w3MZEGqye$<_RKS28+1Qf*IGJ) zV9o7S^kFxG2J6`tI+3^cP#Kj?;_=SZuy!df*OxwJMFKUv*HYBD7pkxyw@pxj5R?Cr zh;MnC1t$${lX9*-#9>$?pw0yA++i$qF8TnPG*~Z334nG0Yu+<1hiaZjJ&qh62Q^N& zAp2}HJH+DrsCDiYp0Xq}OV~R$DLNgsGcl`!_hYQ}v3rXZC;$HUXoV$3&~;p>*|h4K z?mO%>g>U+AFrV6{#s9dStF%~-kdEf~IOGxs$~D=WWS`x7v6v7f_cBE~6Ni3Fnz zv3KZ1C4V7m4TIC2@Ka*}sh&r<&uOsS-};zkdXVUE~fv&CSjF>iNZFWngK3^ZDUQAn8aBZk|4mJ-^O_6bErE zFXw&m;v!hN+}k+OCk|}%7p+Qg|76O8q~Qf0NrUq3G(_d5bUa6xZMRZc6i(7j$Ly<} z4+PBK>DAl3qI;PLs>ZYnC%*XVWhBtO`;9~ighd>lh%1@ zR8oF*@!Db0Or?_9Td;1?juDVAi51~Fi2@*|RbTh>j|tTGMsfA-@vLEmztqGej;-5& zjP<4Jp#Rv`Ulr!rghC@#8j_p*Mvj#)f>C^cSSP0CYa#`UwDlfXZ4H zj~dA37(-xN!?xbXwPmbOZEW1ko5KqAg{>P}3xK09?oZTZN_7t-6Fj+Yz**>n{2uUp z+!-+j8HEwSOJ%bfm7=M(A};_u5va;WMd?%#>o?KKC)L#()YFqH)@P_eGRMRVUDsk@ z>cWdva-@`(H;L}3+(qt#D8J^M4sW)FOaEWSi9aQwKNrDDtJXi7cD58b+iOo;nE8=9 z(lISIibjEVr)NE%l*eT_^o_}|1w7kd2{w!N;op=PR1yGyLegb4XovK_Zf{wddRGw(KG@ePsu z*xiRt!*S7n7Ss|4d+~2h7;r$^z~&L6SO*%U6b+{PH1b&RsZ1y+-x`nUT3;Gpx)H}1 zjvX~2mu5aR^h3R;fk)0u&U~}`zTf5%uN>cHl_3mBKuk;iUU^R}i9K`sd3aoGjzY3& zoY$u8^pxAOlI4{k)(Z-Jdr=7urine>8ic1FKYleIqIpAZqAzSG8axE(Nw68d|M zO*qPr{*@$591TH|&A*W4HSK4%*R}d>5Yz+`dcvIqA&J%l#1E=$;}-ibRxOXG{TXR- zvOGx{DaCcV*)fDaE^QR8m;Xe~V>i&7I{DWk@^Gu!8^t{Q!w;F8V@4K7D#1(8LB4wc zE!n8J{#yxx0om8Xnhe1eEoU<@AI?8EGq=#0pP#=_(iSRMAM_PO#bD|Pp`)dD_{s08 zwIXj!4Zd91cm}Hj)BDblkIb2NH`J*(A*Og*X(e<`UH=p15MMV!H=oH{+@YKq+k@+& z5?)uG#Y&@k@sAz{=hUn~$yHv?T!7R9$o*hD;ZTjjJn0ompptw@c5qR@u}N}0%kOUn znWYKptkf;P#Y1orQfymfAvhAI!CGCkpHPTsI3qK{KXa<(gcL(1T;XsI1-aJ$e{#|u z&_Icy<^^-W-LYo&8&E~w+yZYd*N}wQU#r+oT zYaO{X>d*G3kwgm7%H{W7>Wah`SJH6sD${UYvqfWeld2c3NzP>nW24s^4?1QZEx|** z6L8uOizmoxzQxO043C+dl;p@15wsmu{q-Y4TT7z`Uga7gl$C|#J1%UfzI8jhx10En zjbq~;w{F{i4<^U7M46G`l?Y+0G9i_)ty10gQcZK+CZjpc%>weO`YyB4L_8xr;r*9Y zfXD4B{WV`XB#%6dELP>{mF?*4h_{9oFu>w*oae@$dwB8 zQf^6;Of-F7Z~pl?i!C_B-NPMpS%DtbSrSd_s<-54oI#|WxqEg@Y8=YH`JNn8QHGNXD*{t?p@Q{3-`WtP{RTn_xG>zy#PNMm^C zY_|O>ykpWq|NAJM{qmH(?8!doF(SiPipo@x)A_;oeLUL|x)}N(a`mS>61(q%_wh1v z?IO#|Z>SlnH;^nn!F5|Zs-kLc`r`SDI*#e66P${nxdRC}85q}xvbo!j=OhasR2Q!a zl%qr!$5*W=bdW9UH+V2PZ7e=G%%;s38og<~)0a;75jG=T;%@KjmSU5 zSJ9(nMb@9HfQtk6*!OwAla%X`k0m?I*OE&6KrJ*BQs&ei=kVf2l!(j=s(0 zkVutpW)e-rag=;w5^Zg33s=oZ7rsk}|1QYbwmgO%ZG-hoexVi=!9@VH>m7 zPVkM#vMrE*gvV>#+6rZ2!X9Hs#eqSOL8kZDSp0UkNnwiX`oE|priQbaSsF0cVX0pQ zo?K^;wm#--df#9A-f4lXDT{xZ=6AnY32<%7R=}%-TX_V_4oS zV{)U)Jo17ZJmd*kA`=`sO`%zE>Nsy#9@H;>8meZLpQH`5>Ibg!5#VlX7=#z=NOa1~ z@cjF(3@5@8CA+YMXY6vU=g5X4+JgcgC(0o$MB?`;QXVhQrlH>m~G=_ zLfq6BYd!U`RNqtkcsLayeQ-IxYa`ug{x#;Le8*L9zD-$>5SY}?C<>kg7MM9BfvOi4 zULG!oxpqCcB*4_iQ4|}M5?bECv_jZ8e`ygbDqpyYK$t#j@6m6fbzWA>s)7=#v24KD zfDvOJv6WXH6}&5K_z@Z0@*A;GO~3s_9s6=$HRojOce$~- z3(hO0MvL>j0`%~Yf+sM`YY@YIk2rcg{wEVqXG`RVt_*OB)`4UMa zu%R6tUEadNH$PP%-kMHx%<<7 zMh=@-ir@>zFr1v7>uYOSYsea!eL*ZxZ)E$O$5x?+Gin{gL5J*IIrQTU#X8KQnG!K? z1z{^ecas#t6A2HG#X4*&iKXeZQ(T9g<%|5%FTObFafV)e#wIVV4P_tS;eT1a>$%H$ z2_9UdA)c5b3PYms?cp)w(_uholM{OHUxFBQR-Fdx>DTO@3-RHrj+Sfs$6bYN7N2}W zP|p?2o3A@kc;L%F<1rNScI5^vJnk)T8+cLxfaz6@Kzid-gSCM!=>jA7OZ=fo8YYp} zU1=8Py@$TpD7V#3N8uAoPM#*_Qwk1J4`NUgW!4JD;VWn=D*EM7?_r-`QD2s$vm|oI z^-~44_?z3_+z-Og8pZNP8YGYHG#9Xx$}6v0Ru{s%RhX5vCUoqk_;3>?;|_Lu6Et8$ z7VV%BuXxP5dQN1jgGINwP-HkDF`~$Nv7rrxM@qCs{Off~21$RcZA~1{4zz31-7ZIE zZz)}XUvD1Z2KDJS=Tr2%!9L-_;$jY~iY&k(GC%j@Tq5z*oc0rV`2@yAX{V%D&l`kp z_uyD(8SZAcO|CY*JpS+3+PuZSC0#(@2V*u&NcXMT@xymTmgXn?^@-fPIiiJ9=yn(- zN$jUlDaX}|sPz>mwkSS4{@@Wm94*NgSQ7BLF6XjVEfEzwH^HLC!mk|oKKrJ8jTZh} zdG@$Q=HY!Z6m<1yyk_S;uR+f(iYnQp##zyJ+P`0s<~WTszO+$~<YFqNRAgjvN{eze{oQM+eW!$fH?KPd7;ItX4I%>0Jwg@-r~ZfSJHMw?WdIY zQSHG&i)FB4Z#54w!g{SNkz@7u|0P2DseQfmA;|T$m3IW+94dB?NHyLEqg?4Q2cP8g zjzklAoFEAkv_5!75QXXmvc3#ddu@!&SSeX6AzqapHIJX;tJh8|8iXfHK|=t)Xf8Tl$4051yx6 zks50EXD}}Wh#HFwf=M=}G3Oturs|VeH#K?w_mv;;(^2W(hqIf#MwYqSWXsC7>W6TS zO?(-DBjRv)OnM;WCa=04KdB&e45zsE4`*OCEb2d$fan$@Y_1=75jg3M?^o zGunyT*7{nqPM6g9t6Q%;HsDh zXV%0-^|B~a-Ez*fX?T6Jik&)RwXo=0^ndbJi*kn;jJrr1`SJe^uQ4nN`3-{i8RfAs zC}fcym;$Y?;jn4trkB?L=9m$)U;J^=^WvgW6lE4~gUM|e5a0XCf4pph)M0Z}ad2LNp1^6|RI_cHy>!ucjfuRMvX}*>Jw1uyBO)WYI8^k4=w;hregA%@7QX!- zD~?|KgPN4fBf(4@UvlJ6Ki3eYX+hH$or|)sb2{%aI)r5xYB4r_PRC`?xMr&tNCvuku*zx5jvWZY z!D7(j3hbO7Y+@14KWBw5YZ3nbCw;Ux6s5C8me?faSxY4L(?oIfQ=`5Tg;vAi5%GvfW|wYbHbTwSbf13M8YWi{Jtx|LL0cQ z1wGF_m6esv>N(1bqz9$c%{;^PhICgPo=p{B{=Nf%w+jhOq33TJcq^o@BmbBZKdCU{ zJ&QLv<)w0I9^@ne%j4&tt`}D4kuyz?-vHniM6cqKGdd;_0{y+Syt1Y)%Wjmj$Y8k_ z)4ziN8(s_wFL^%5P?0%^=XRj82$nO{krs5mo6ZBmMOtaK-K+n7(P;KEz1lOrhzvtA zs^{m%llckl_qgA164P*7rcdc8BWR=Z%|g#;hV7xRptJAZxF3+ssCbz-EuTs<24F#9 z5vrVWiezh$4GA{SQ%hES_8Ye^SDs#+1FS_X>k_mmo&=O}NCC``!7;Kj+&yGHIX>gV zB|q4R#KXGzgCz3&jLNmDx)R#me`Jx1cHzMGlkfpl-1Bs0~>)yGCgs4H{ zy1GOVlZYxa(7JDvzl3uw`_E`%G~C>-nT0&GFvbvl0lt0t;oml=%OphGLY~X(icunuJ&sQ&$5W-+N_bU>5EbG5-zK_RfctAov^SP2 z`&k1=>aLjk491^v=;-=}1e~SMk+jqX;Ls8S$mlZ@JxLT^6p25K(yR@TwVpk*&9#~7 z>FEGBUYD1*2~;s+b;FaS>0c%1swW079)a`r8KKuqO@q%KNBs^8kFWQ+6RZJSr^r8` zdI*&2)S;@wnDh_4Pi8e@kurD>)W@OF*}pEJMR}Re)A}pAcDWOTd>R!7=;UK!;HCvX z03~RL_uns$IC)3Y#vNJD_9CoA;Oo(ou`)dco2%2V#M5=J=Ht1mss{5%6l8=vJi(hO z%L?W`ENKYs2Blb6k2sc*Xcf{6e>_N-*!!`K9J65FkUK;H`?A2e*T{YlisIfD+74Je zR)1RZ!p}!Rc0NYSO<$IEmZyo5hNy<#o$hq=jCx%6$gMd2dm|FHiw`mfz?UiB6)~%Y3cq|{gXO# zzoNY@aeiYb8qiCx0RaCyAPTJ@|Dd3}s-k@MGK13X;yA;Mj`SFW7r1f?6f=%wQoL)U zax6=$Qhos)@a~Aq)O$zAvmND}E1;$(6KT`v88lU%4%hWKAjC-Z9DBjiqQr<7M@=Ec z0=6gZ`$@LHo62-6?mzd{k+_}dm(6@~2ncM(CjHWxOLea{z=mPuc3Q*Q+E*I0ci&hJHDd%|uBF_LQ2|qXZ^6ogyMk z%q2g9o37x8Ll{+beO!Eeeo-9yTXkQ6%VhIlL1Bnm*JFM|88vFW1x}COm^I6<;2>Wz z-^iy@Gujh_E81weTHv^iqWk*c^Z0F8=0&l~1%^Qn`5SaAwr6ahe6% zuUZ!s_`If>L`asWCx_|GTlFc^Ox~pZdwSf>{_sTql!Ym3t;T5zktD1t&dpS7u}6S^ z9@0P|3=_@$sxc6u25*C)_w=WXH-W!Pl%NvYZBx=cfLe++(69DYg^XyR#dc53cD*V( z;vWKS@E06lCKFtBsD_1qOw^Xo>{WYZi5>A-_z z;`ji(;~wv1f; z{)OVSHVqd_AKF5LGX>;zzZ^pz-|N3ehGfEj4%#k`!Zd;+DfwmEHPrj)VjcJMC_i{f zLIQ9sIdPybQi--bZ^9j!n?H^}-H*n#H&#Gp;(m=yN`xmZ-QJ91wjbl$-EFh173M$# z>tHrp6XEc>U=gq^0cZ6}g*oZ$utvARHsKo-D=%SE)Lxv4`NMllr{7$&oLpSXfO8Zj zKc)k2?K_ae2&~?WJUbM6@5(_3=G{vOGnyn_f@un6Zx?_N&}5gFmkWu|OaAzL3}VG5 z04;|EiDv<6ju9;-h?tu z9?6UD;D%goix4HKldWilqr#JNm%nd^sBqufSJIO-JJQGN4-dBP1Np!;jws@}P zb^zx6EQinIT|cQRc0mkf%utL!=4WBnwXoSK?(Vzb^z6RAw-qog1r`{PsM*haVwBl% ztw7ENs0ILDlu(fFUOc(vR56mww(hZdx6;sdQN~cw@=_E>s{AxI4kSCljY^?S08k7w zoF>2{KWVE>-R#*(c?zU8W`ME|DXo*GD|k!XfATs>@7w4mjLo*(vfY;qRhC#PN?_Yr zELk6n)vFuQki9rRzqbE*_Z(<}*oCY9ed=J|DbQQwzfbvF@V|KwG_jbWG{ZTZM5Bf^ z=cWZt80eJj1MJkOB^fHb{A(J?wzCvPo~N~wU%^9(HM~np1Pvs@>%~6TNI$+%>ZD?A zlo}W-3Fge2QNUh^+qfiKzDj#qZZS4Zm;Anw z+t_b-O*^6P9U(~PXgK;?62c8!g~x`>NhU*f?`^jp65_Q1IqR8Z-7oUUHdM`u7A<%> zpy>G*TNNXGAjp)^%}lMPqUa!7wrnplJbh?3v*NRFd-Poby#^Ksw?g)H@80 zcz3{U2QS7BvchfpWQ`l7kd7&#fYU<{F# za#wV_xYVRBmqhPKgLRCV?Y-0iVG?>3R&Oo=j3i2S{*3(;JK=AtEL|uXwqzibyl5(| z98ZWJYC#At1$4g&WZz(#rqjU}BSPlCqwSu4VR{eHdx9H5M0BxwysG$hXcgvnKHtva zzT{gf?L?rQ9vwQ+F`>_EYHE7C0Ut2cE5D2G4v z)%P>6S9W9Qf)S(CeAyzP>H;R>+>1ixH+q*VR3aDeHeMjJ#ly>*%B9kT>5jM!&BZCW-^5BQK9snS+<;SR zLdzmj4`vK*u#A|ziWDI6snvUwUKJv>?t9EK?yl6bSIDu2RmIDw_!_~`%A`?B%YbUZDIK7wV zq8~1%?R@TnH4_bQvye?l1j;C#zeH`DVtgd+OjzE%QW4I$I;?pyI zYj-PGZ6JlOD=Rw$BfZU+3)Y}N2^OM?&C}iTOG=*2ai1(K#$;#rgl0d3_cM~pHMIHY z33_V6>k%BpBsq1?f+K+_*w3fST%^!9StQV70!p&Osi!sSx4&d_gS9i#Tj2yOYtw9RTYtPMPij2>v}Y&NMrJd9dW1#eck zie$@(vAH7ujGA^A^=i~X3HV#nc2bv<$V}pPABrqND^9FVvL=j9I$fY$a`4zmcy3Zu z@A}R!vm+C2F5*&?f41$V8Hr!6ZI(LgAR%6f-cBsU$f~KS$p~K@8~YPP?Hoz?^N;@v@KQuT)lnCu<{?y3pCdgVbw@J*Zx3jP zZ=Urp03FX^Hp~lfF$)aqvXXy!oz*nuxB7NzJq{k{ zXtF^XFZg)9ev|=LpjPJE?7>`boBjV@$JE>_Ge+Ge%lT@oN^re3-X3g2HLt4K17!S= z^LjiVzF$54Lki+_J9_k3J#QQGwfKA&u7~x2Kn|PDWPw~z%4a$_V5yn~$ErTKr_{dn ziZ$({h{LzMa)WOWW1PGgO7|p}GCj2;y(OG{ndUlUe>^Pv^`O0%nR`XA=EdtZdc@IU z5U5dc9LB#SfdNPZo(Su7Pk7WEUqo`X5ZCaC;)j#~B{o1O@^HQYw7U=LylaT?1*4>&1-HSeg$+@|m)8yoNQx3PX6d~AIYcM46 z19*~LTwI{=UC#;^S1YptB9#A(FC$TlnEdjw6(U@BqECwQW2JJrflEs$74B8A)!&a7H z=2eQs&y=Ir&F+Tm(MjfhIgHG`6^8Q_*LZ7I>DeeKM7AuYRsXisMp;}Aav3-89jId= z(LMkxHTbLTmS#cQ6YyGaVn@9%Yx;>D-v`}He6q`CiFvk-!a?xfCXno3QC!%Ss(qR$ zP9#>_$G`e`<@V~zY4(H91K{k&s~8b%o!xNC*Uf;+Uy{Caii#|fJCa*U>YHO(uUWD$ zQl-l*3q+A*!A4n1pMQNQxBo#OMwZwdP57M~e1x)PSE9hf<__+aa-J)d4EF={>%#w3 zUKB_EHQkK9hLs+Td7y=4sMM(h%6(Pb2Ucp=!xEe zYMPc1zW)+u2p!w3DEPz|@sGH}C6NbW>QN-%H4eGb_~Kc_OGsun)Uy7>`bpJwFQt#uD@hEi{X@_j*Rdu9DbXGPN=S(#<*I;>Lo4}9AuBD0$227Dye{}JmC~jk& zY;&pyO{AYd@{$Cj=F@rXHtGTB{f!L!-dxs}0CWr3vgIT$Q^N*QMQRQrgPWXuk)$H* zS5uN}{4QYn^|?Jy#0sKM9Wc@S&!}4&UwfTxV9gHYKN;z~JU*>ouQf|c?tAXTF)C=F zAsp2PyQfUN+z;9UpzTBGbH-1_^qFnWqCD6a>a{{t<(leZt!9_qlox4vEU$Q+O|CU> zQJH;MUiJA`zsTlXJNuWQ^1&u?SEJmPFDwZjXTox|X zMpTMGRp;cr_j~_(i3E%er(u6{bE|wEmy>*=PstWGIlpM%%?e$Qm7QgH9nZGQ7i7F+ z;zNbC&@VGOM!I=)@L^}jtEWK@kwJ22QRiKWt^#^*%2d!l%u6!RF@d+rVyp9)1&y6$ ztiFxNwNF4){{;kod=%er*MWiK5mfI=tD3hQFbTNUPrvI`UA8Lo7SX`Hm+Unj-+g`2 zj2OL~YZkHt))AhYbM8$Z$pjr7qk@j0nBayw{NKF~2^elThL-yz2Nz8V=t!y)bv3+B zr%p@|O+0ppzt~NpF3|G1#Lw6@?N!*H?jmOkZ@ZEG979bQR8sE>@{6dl>0QsbJNULL z#7{4Wf|9+ol{duwxLbu~Cq!m{;L*I`%&hynl7IxUazBiLbd9 zKq-U-g&RQY_W^vbb|5qzUYeP?9C2wo1884cTia#2homyE1F+X~59+W;f52iPabO6s z%aXn0)^O48@&Wq<=d$}fbbN)uVtIbvvg~y>7@BZ#8#DxmK^;mb!btKIWDaOn!P5L2 zU_-Xf8Snn@OR*yliAm)eZHH>@441l{1pN_M9dWpcABc&>33_)qnDNwN{CFnjLPsWP zu5aJFGwOpOFP|Vtz^bYD;MFz4dzEHHkoH>eqNj}PNvpfb3A>irbm_bG4(&$8{cwTw z4@d4)&wC${Gcu^kM?Zxloo_bodD>USrSDZr7D_KOiy2V@Mb((LsZkF$e6&J;#iESO zH<}r}zwxY|1^x3eK>BJN3$jC@$t3I85p~W=q{Q=9>8Qu^=gc{JQcWK?%hdf?< zc)9=!n?)z=vPCLI=d(T!vpV|?py~OXTAul(q~NfffzBIq})8iG2?iC0U*c>eR7a!dg20a{rPowQ-4b<)5U3z~15N1qq7N>(i1r*WlF2OJ4Gy9=G z^R3yp7?ea!7Ek58#OewE<|Fz||7tPBkU7!aF$arbneo>H-z%D|Hnv5=#W4n(Hc;L` z@A_<}u1ZR55E7v%6h=5h){l2Y?RTA5sJ-a}pT`|EnK7bM&SIbLU5JH{f&@J|#Y7Ac zA=qDn(|gkx(ub8}sbRE`eY0iPnD7PQ-tg24l>0(C{J0=93J03St+Hs8@g9WY%Z=_v za&5Sgs8f)zWj?)M_Qe(Dkxczvj~EQlx6sTyr_-c1&YJ@cySwkB$xi!=1oH2`{q}j3 zPV)Kl_vz}YQEny3Gu@4| zXmXmyJD|;q+;@wBk^&WY?tIU2cWwlgh4=kB8JvZ!Z7WEblE4HTaNcM>&R>i?7uUdK z={X60`+CWTyFKvxFWEzI)=l>K4=8FM|9us?2f*1Q@rhTu+%ro6@NJnoqe?xq04$xY zn@o1|a13CA$qLA+bUj&WLJn-DUKUgwhzmxr8H~BJtUc@WfWowfaZ)x(Ht)G%86$yl z@|&IdPl40_uU`6LK*YgL%}r2lq1#5X<+GA4nTO;yf87jxxe=g#efpD!g#9X+Z4!eU zKIGvf+B;B0D2mq?5m}F}v$THg-m#V9XFrRgHy08K=tP z7?G_2&DQn$@Ad~(v>V0KKAtB7soig4;HSbTn#y|>aeq>&(fO4`k%qsp%ks-M3(;m{ z*wUX@H-(5Bs&$*=1Sm0IB2v)pqT5Ix2jd%Y`-l0$u-&)I{IAe9;i zn^n%fwSkYD1u|;=lX~M_%zHSohrOf<1+5M@Z0`@@sL#jLTs+CMYz>$znun@|GS`a zc(Km_4#35EQ1ypbld0KGlCBO25)aWDm;3joOVZjRChJa=IXo=;ps|4T9!VmQ7!tun zSq+>rtLzee>{s%CK!e=gm)}dW@>LI`&(<$2ohY}_W}^1<*Bg`;2vtx&N`j7D&)-}; zPyIfe3GSpVj|(--?hF!gc>`4r7!5`n34pI!-*45NjJA_=f%O9R9@*C2>l0$l!9MQ)9j6~Ys)q?f^mtEE>$hybP zGd;-8hb52~^xdBrS-jW>xsi5EVZ&+X{Q)v8-X23v-Y_KL8%$Hx-~y`^&ilOng!LfE z=Y(5jQD$aj-JCLU7q_!;+4=i;4qsxZOkL^ZOk0;~sF|W$Np2CNp+_jh#Rc zFsa9h+|7?Z2MUw&&y6to!Wo)3+294QJ{-9`vmRFmks+=i8hGyaKbHXU!9RdcZVfca z9ql-c4tqv__g^Z1iadcXYbe>2G#u|J!ThB z@Zb;qv5?YSa~?hbsvOUq>jkX^VE8mR^asTGKSIdhwm_D&%H2ubG?u>cZ{Rp>{4X> zIiGyzaJO+i>bUhxU!FmuKL1_ne0gx+ed)aB%2RlLL+kRE!$5Dy*Y}mR90mU5g^jx9 z%T{I@zdc=?Z$71L8B?@sU1g8V1WuF$CfH05=n5`n4T7$;vcPIA^?QF=+k?F~9OP;@ zl;R7}_z8Kr@dv`(7v;WJcyOZALKuS3OwKOo4M;?Teg1?+FWpSq?1@=g*T@fce{;CH zM|ip$arxwZscjyPskPc~LOZ{sqiuah!ia+!MabHBO|xK+2Ieh+qT=b4<%!*4L&n8A zWB}mHA3-bV1W-7@U3u|yE7dxJ4T$%4ff*a{NSEKQjW{+kl}A8g{M^ zIEMyl;2;KHYtZv%dcn?12pIf12gNPiU<#~PCe@6NVo-ejFR?HDKlh9ssd7NTU8(Po zxc<59IW&4(r!`I553)ueGlsD^ytID~EiZ9XF9*ey4_84p&yd%}%GuWf0I~{R!MzQQ z|E=UA=B-83cKz*@sg|@PcEb6QMyRvD!uT00$^ z3H0~Fxe)v(b|ot1*Iw^Xa2R_1{*u?qqQv`J`t~b)C+;Dq@xxO}<=iPXzj36kKuU&Y z(#umx6!5Gf!=s|R4W~SmdmP)k?dvvwCoDD2&4bN~8RBypihLDKacIofJAWIXkltoa-g$(0+vCqVgGp~q@{3KYeLCO%XWegNwJJdg8sr@1_>FK@k6XBca}w0#4BWRsX^3Qh;|s~ zq3555h9>~mN@QfHM9@Wz5!112eJIX&dQT+^6^$(p)Ms@bs?d0qB#}qnVtiBmLknG& zNJp-W>GGZQZ70iY^2V}B|(rKR+)7hc&`OUPXL6dd(U$RM7Awx9fzF)?>VzLFo4Z;l`pP)~DLPdu55(qrj9(($nMNoZu>U;W}>~((TL!=;(tS^+> z(JUlEnxOJqciA>~V4L&Mzh;lqqHboy+6jv`D#>2Zl}Udm-Q!prjCYy~pS`-8SX{Z} zF1r9#`HPDRFMT9;z$O~jqfbyu3a`DGJ-n7&9-p@dI83@cy@TAdj2g!8fZi7RCjI9{ z%-q8aG!}e3c7V-_42#bNX9$*|!2jhc(cu$tb|Q(zn5M*ihhcR){g|Owqlx4RCM&U| ziNS^rB_wPLOlJanGn@Ti$yMHfS9h-S3X_~e)hb0BGJhXR?X8J4K4Hjy%T=R4>~Gfk zRA1KzWZ2Z9chh$+mB!zwXSA;3mQfG;%le_!Hxzi5^)};Y#)lDc3ZkkojmTZh6A0Pl z@T^*upOuNfGMDxuI(fDhRIoWerCL+^YV6CycjC zD5_y9?6} z+5}fi9?@Kvxp4~ObvhbM{P|`lIwmgvjvNbKzk80FdJuRal{3#s9#F4-&P%N#RLb_R zWZJREfih5^K<+S3zi(#cx&N+*nx4}a!B&SbVsdN*9Ah`0q`p;ewbB9OkW=2P2F>iC zrtsBv6DW*wI1&WQ%gbNrT|D}wzDuJHWy{xN=5WN30txHgrXhWTY+o{`{PKo?=k-6G zi_V9Hu)%7^cQ37N?d&S<@;)J+ug{p!Mi_P=H+d{*mLtQZdf(e42ZXK5O=A~7?da7A zv&O>{zDW!8#PEms0$1gA``1s+5Ahs|BD*g>bOhR4SV44uIPZOrO6Gg&3V-}J&~1kw z?kkzgLj7Uv3b)xxWr23;rYmptdZAn7_Sf#yIYIfFym6IbKfiTsi+=% zVySV^s96M?PcEQ!+svwcp?ygoH)4v#A5RTmD7(P-qLmrHBNsPLRtlw`9!-uhtc0Tl z0UD?AwhAL|FX=SuBB1z-p1O#Zp9EdD2iIx07!xJo%E?mkcp$t|X(kti=K{4T^yDcjn{2yRK^yGxIy=-S6JdPGQsc0llV1?*B=8u6hq$-7O9r8vrtK zr4}r*03%>b=!YHvaovJ>5=DjmdABvE!%uF{iOD>ipkF(w#=?6Od&e$=+u%l2{afsm zl*)ZtEL7Z79vKf`!ixIJ8GM`c;(5BDXDKD9z~*yq_DY^!|6hURr0SbL_j_H1KP_1jZx5)xKoiW|Asg zgkrO)L1LOVS%!k>sPJ;kQS34z31Z%un5F&-4RQjWf-ll^KK4xepOQe9k*95u_l+R} zH4AifV9h?$aH(RDaQ@{%364C?nkcj8vN&Ci+dkJinMDMOj42r!B25kc2MlkXoCk{p zE2V^@+_O2banQFqTmGoDyf-O$hTV5QNa5s;>X@awva%uwc1OVXIyAp73?5H0oSqwQ zo~&r4DKwXbuO7nF+1vgVoGi&VI>L?FeD+ItlJTF~SJtAp{uM;Ax%yI}h_U8bO_>34 zA@(^zd{`J7{=vzKVY}l=&gDM@7Nd@qM=v}SX{wKNMz^XjAHtTw9SaPdj7KPI5 z;}dV?342647$}<|Ub3tBb?2za1Hs;Wh)tm6fAQU7oCGR>Z7zw3V0Zk;`g@16RPX63 zF^Iy)QGof~hZ_Bi#i`x92@F4vk%UXu2|N9aOe@M*1Era|1^h+95d@8MGwsC;@rHaF zznkh@n%MXkWH%4b{iw4HuRL=lZicb_55>_2*&zkW06+0@*;@o~`*0WJZU!EyTaHAy&`PoKPfA~ZWq{PU<3U#s3WCY`@ZGPJ4z29wAH`~beFm7>wpjz; zqt5^2I4*!date(yn8W5e`<_MbIYC851=a+v-5Y+uRCT-&e;GWg4BqETltT+TkZ11a zK<{X?RTQ?^?J2UlCH;k>!kpXy7WQrKqvC!~tB7S*wR%?OFkUi9YnLd_MC-118vm07>gFJ#&WF-yl#TX#7_*{c?BxHCIx6 zhTHEDk29v5PaXKvqGhp9b3-E6hnwC0mYldk*eXN=*jf+!i;O-)6MPSSGXus(_kZ$V z-QmfYyeQ7u^Sc&ZnG1HgdWTUc;A1F(I{ofjm}5XJK5=*%`S7NkW92h-^-nE#lD8Xz z3*-S=T;)wgnAFZh&e<>cw@(-l0L%jJLIDFJz@zH7ciU!QOo=?*11|Ov>z$m$izorb zNQWhTx_!m$qui-C$mS6Z5Z1ZUOZ|wv<&s7`(E=5|K#G7L7=uArqS%-;G>qsYukEF_ zXcgWI@&En2=A~kWtnIqu`<62im2>f>nztw!1P_sOSez_!7RmE>m^PD^0QFDK+x?!l z;E^?@qCDcHAS66V{6OaC5CoFgNehb?P!ofRKek;3>_r0Mdm)i%=P7d*C#UOLx_oij z#m{Y>xemc$biHIA*ZBYrOZyM~DeaE0{`H_IsR6|ool6iZy&u?L0$)b6Uf}a`|-|EwHbeD7GyDG?~zTUa;*z{`++V?S}Gl8<5VGdxMbT zkU$GBgL%XIfO`b-?%-Uq*5h)7l+gx<+}Y(bN=|Omts56c&CaEa*_7*yD(qIFLs%h$ zC9-CPGK69%(6S0lFKi#T?u2yIa0n6;q%y)J22~fbqkHvW6(o)z`g-(oVjOwBNRKAB zQiXx|1$nT@eW0K~Nv^LzFD0HRGhwzGIodS2IJLN?67*=yn)|W6Ngbn=IlTvMg>zw^oA$TBT?!@bm-H z?g|OLOnig%sw79<1#YXEWpWV8SITLGZC-YLf+bwk1#0?zj%Tho82avRuY;Pr4zsEy zvjgq5%tWgTW<3_avkrw3#C|Qxrf@Ytv!p&Lka&NKZ&f2wjLd3?I) zQN^l)!hi(pz~0NtApwjLgzLy~tj%-9h9Qa$Etkjpg)hsW9yXpHzCZW-)shT8-;Yzkr#Qlp%K{OYzVvf~krUy=jJqEf zyB`|`3mQEdWbjZx`P(00wOUO*EjCH_q4XKf*E{Np))s}rlX>7f@fRno-QQ16PD)0R z%xipHWfuU9YgnzEwp!19&nILK@0o3oGl5&Z0~$TR$N`_`Ifp2>5{;jW+DbWe79f~J z*%C$I_B|}UEwlW|b^9TM=6T=nTe}$h)g>AQC=p6)wB2sk(s-3_Cojfj+K<9y4`P&B z<8$@PHR%9U*$pvOiE}>JHQx%A;_13^y)aJRi7HFnygZ&V$mOr7qT`yJY@ckzal8N` z6be$dUq$a-@1fhSDwEb)#9E=KokA+)HwK~5c&fGpy%1Dv3GsVxzq<;$zNze*Ub>Ouaes>`(0KV`~C_# zH^OrVGIH6kw;qk0zoWuE`9Y{y3pK{ChJN=)5SA)s>s@#nq^NYFZ(AM5Q1HPyvo;w5 zy}eX%TmPoP)8b}3k*f1?@NeCWEtqzdg>Nh#zN5eN`URvGM@PqX-@|R-H}Y6byi?Up z0UkWyIdqoRyNSOa)cvFfswG^y!CE)9-+9UO%Y2jnXHRUY_IsRQ%duXl z##Yg_-J|@aW*%7rCi_FYWm9Q;d#5iK6eJsnb+C$&ihD7#L zi3zN`2f%}NXdHYt>TumBOw{z?pQ;V`71{gGwqC7f@f>_31jmE$fnOGG>IYQnt*ZJ- zIM5W%?$x@s(xjUy(z}rvU5g~dua^!J6W%229CZ(wAzY3f_UN~Av-r89-4TLdqNZA( zm(kIL)u&)jiMqOm%XZuDNSazEDuH0}&_GH`6}Wx=Tpz>?Q^ zPYrQ39ro>tYeZ;kZ~wnN`|uYAe<}SefNp}l;_QG#r>S3Ec$UXcn+Mzy8=vbnPp9mO zhWbKBP|-7%%I?{>#PkzL>bvRIbsFMd-jkk7#U3(7EAjt_!gm-%{cS-Q*mc1WA3i`DK!TjJ&v+qt+UweBP6}OG`DH|gKy`(3ppZC+0u-E+D zN4w`o2c4I>T_L2#p$AdNc#Mtyq2qZO+aM~|;e8SQ0Vv94yMf3ppur0KWhdcTHl8o6 z*b;Up;8lR9kLrQ!24?X#u*mfXmKlZgw*#^o&#>lgDEU{a+RcTQ2?CP~lkbE)UcR6p z!RH_ni>KqrPf9`zoN4nr3iY_XhzRHBlI8n~1cs7{I-xd$OPK!jVP0@46NRS50mF}Tt7(phY zuKB{_MZ&K~k~b#nj={jO`pr~A=%%32(ax^@&*+=$h#}xV0}GQKaj#WleBCzp19tzL zG4h8Hs%p{01r~f=fL#^3Ufpv24$PZw^57T(7ph?DbN3!$j)MlE0Sf&WLbz17^|_Go z_5y5;9oO1^;_WcM*XPk%?b_CkhF~=vMGL(NR`iw!oNL)$i#?KoR3V9PdgHA zny3lYQXIr1*Ymq0ajVW-(yt36wkZzc2=AqK&R5oBsyL7no$r;6{%<0a_eH&k&RnBq z8tcqlQ8`oUjO)8bsj7I|5g(t(VzVH<$45M-%M4vcac%AL_IB+w9htNco+5$^I&285 zg05Lx`=>?Nib)KOxYa|yFExx*gU&9A-0f<)SoGn_T0}A-zd2kjJyMcrOsDbiR{1H$ zs_P$DZuuJT5^OhI#nO$IZJI^@ti;O{cjFOLN`ksYHXsU}pu~?3+N)Ada&#H;2*_k@{}$9zKGA@e;i#y=lriVi+#!CRg4r z$j|=Ga+@qy)n32w-$HjLl7u_u1RQKB2Y3+kz|yWCm9O>jW80!|iA{I06(xGS<;?ne zYnShAm|`a1M|X$QLpD0ygpBAIQzgQ%0HU<(FYo!#unU`$9F~^myIS4ctUZ-$SC`lH znKRYiog5#mHMGvwVf1Ctkgyd6&~omm$zc?HrUB^GP{!Coj=4a3s=u;_8ct5AjFKA6 zr2}Rz!^*vC2dmtPv8OpWN1#Q;C$e*AeVssG=Z$Q_M-O*T50C4=NlUodlf&y@sjO{-3?|QdW&@5X;Hmt(|MaDIL-e~q_<94B0PhVdI(D5g-1+T%{GY#DMfaeAr z#(@CPgNXC+Q>ld03Y1g>FZ zFlmy$TG{ta9FFv~af+42*2zKm2zsskCD|TU_9-Q6)JNs%*)}a*`m|$j%Mb*h60_f* z9&1Q_FS=9JzeYS8YqEJL(P!_(Ru&GT~ zpctsf=qf)Ny$gS7_!(}_gB(6B1n?Y4q?k0>QsF8pFtoG>3l0}?Tx9UrRfG60fVrI& zzmDVo13cd=uQhYudwj_TSJ=tF5+z)2aLZ=ou(|)|aVC`Z4z8(;6NzKX7bbzG2Z#Fy ztR#p!eVU%x5eimsB?+XPh6kuWxSP`7iDl{qS68pEo7Hg4GY`~Ries2HRn!+Y8^~pX zD2%?VuPU*`f2G>uR%9-eJAYg#`$n+TO0eTC7vyxU;#q@&bZDo=l$Dk9RWLSb-rTSt zn7k$H+j0FluSq0E79xQCj;kOf4*;}PQY4hy`&v4r~L-@?J(At2gG%HNek6Z{ZpZL#jxP{?W=M(aCp~rsqr+Z;7y%}y? z4%6}TDc`ep{@=9yzmHJH=HwPR`^b}`23|e=yJGiqv2bFNZezfZE0p#>AI#*mCJ9Lo z4-`FV_A^&B_!ar48a~Lp^!sOOJ`T7K4AHqN>V;LFnQJ#-8=EK}@GK~=v-1JWiS`Z- zz+2$oF)#v(;V=~j>D3Y6EWe)9;;^4l08#H3Nl0A17%qsW6h+JKPR!MYR5EBfSgKG+ zl}C=6IeubF4h!R_y$)QiKZ{?fE(n z6hRYWOD3N!3W#TS`~l9sYjDSMwP~t}^1j%8c)adj)VrQtwsCaqIxoQTwXFT#Gsyv` zi@+M?N!Ss8xhKJeJb<A_V$iLu*LHt zU?(T6T-KdCIl$=g#b>|aG3E0!WJo{{xw}V7A}x+atf_7Y3@J~8#Y|EsL^f2`YGxv{ z{Zk+3Yw3Nw1q8g}vW$D4{YZ!QO3vsa`;TN5)YH!(-vaP-#L_}_43xOj4#Psi!@rGG zjl9JswzV32{5YZ$2+ks>)+BN}Od6uM@_3SZpn;wPDuXP;)!tfJ*=%4>v5+wq3f3S9 z`VRM9@tqwLHEgMhty#8IlB#5A`7`}mEL{2{d#}gRD^*N%BfhES6L=)+fjq~b(9cAu z=ls)oL>keUiR_(wT@%VvPh(tD38EPFaYFRMhZrHxT(-Bs;*y}nTiaZ5rnT1BbB)z8MuO01I{m|{VVp0&{Mo-7Xv625Kd&D4 zrIi93OAe8Kg%Bz^&t7(2icrzH1NY$z^ZzH8?c9D7nUZ;UdTxOH9eA_-gD?Jof{wf2 z#vuC#?gl#4?mj#?aET{%GY;H=NPH8B}cfkv2j3?Ja~S+7}UdZ zJ zMFO(K(lM=@{@qdLu~O=VSe>d%K^!pl8$T1hdnL-hf#@&!kE-fzcYnMFA+iHy|J&EE zZiYeX9DW3{iulIK@4MFd#qd%^aut(Jn$Kl0)r2YIWVk6RN}CaDwZzV5n4o-N(@9Uqt0cob$gKfUI?vf+2S*2?esL$IuoIKVR- zZ6xH^dvAP9cN5sW+;a-v@#gWb60HW0%Ts;}HA`ARJ*RZ(2PQv0uWEI>ho(W?Lu=XV1As<}7g*5GO(#BA^4bZ5-Nl%rvNO)6G2C~;+6D~Tg|N*26M`*33@ za@*dWo3w;v&Q%^;YcAqG!NY&W&%H}Gh8OZ+d*`*+VI_qw_RIctbA)>@CIfs=1`vJ6 z6MSo*0c#SMGN5&6A+>I~Lnc|2<9Q!OHa`D}G!sAT#BL>XndDnE z$+JoW%XU*$y;@7P?WT62Fg$=NfqUW1YRi%;*j>57at{s@2)2IOKo#S-&|m+PLX836 zx6;bmI<{hsH!QrpfIDFX1P-ERS5_15R}+hTT5qT(7dg_GxLq;5pA^q4+(_rKdQpHQ#-D$pM?RS zi_u!t4i+J!dFf*KCn4P3!$U8M<>*a32gXh+i#|g72m+a%qLn>bd*8>BGV(V(?z^zA z$9a@K8Bklo4-fQ5ZgEU%CdCB@B(1Oe&dtvc*eBY5#kI$0_yKCWgG%I>IIHKL)};yp zElH2|i+gb`j7mJ3i|8e?kTHs&no&p&^3x$b2oWFfX>HDw{XS1v3v+eoj7I$gr?T7R z7sn37p_ehAU!tJoZ**^vuy5rQ*&Lcp8g_$8UJ}adu-+ZeD&8r%eTqW{& z$bIq$jmEc|#-|;G!SlH9@b02@nJkwDjHGmKC5^nW{obGVAcN?Oi)F-79K3gZQSKT` zcB$E}jlv16y1;poYTzmhg58DYwkaKn=p^yLjPZdSeQ22fRr{kkcyssyXd74r|D0k7 z9vh%>1(7f8KCo-*1fg0g-p^^AQcy|>ZMM|hf3t+o!8Zf$@Mb^30I+K2Ug@Or#McFw z)Vr^*WBJYOtVfB>wB_JtiODT~pbR74gIifHhiUH%>#SPitH~T*PblKBn)}Bq40XJ) z(6GOe7E+fp|=t|2lijd2|U#lOGCpoQ<=Bn5m+$H0G>f|EW3JIMS?^+#$@}}tYRCh=#jeU z^y~}`5sP%phDjWH%ku2JViX8tvKnLtpnd`uoC_kMy=Lh#NN-9Ts2@s*6D@U}oH#Lp zzBj#XJ+w)IS)$=F5;KZ2C&#Y!S(4Z9AhH{Q=smCOTQ5qlBcDrl#PD7+l>jvE`Ipe- zKSs$Au{aiHRF+B8R6)ud)qjn0mi=#%Nri=k<%;88wL%N{Qk2*2s z6CT<$D%6{r`akMvWULAM4JjJ3K8|Xn=CP4Ks_N};H?%1oLK99HyU+eU4R23_b=viJ1{_a|O2iQVt=b%Phtly!FKU7rgj+S`s_*-R77u@c2^EoGcbf-=|20xx<>~>ze`sQNXcNds!vVPab`Pu_K&iU=z z;HeNd7X1?$b@f>wH@b~;4k0+lqd@z6!R8U{pkAE;#0lWGEz;r|IPr3GulhedfdBJ= z(M8p48ovJ>{S|EiXuG?f=lhG5fPjdAAPW`Kc)$r@*1Z6$$;j|6GdL~}n9kth)7??t z&)~N`zEr^7l>QDIOm5ONs5I0nVYfpH;XxQCp_oMtY6zn{t|^uh)+gm5QTkX-O#AQg~uE)I3BqH*0& z+pidTNU)Cxq|Vle_yd&T;S)_f4@{!TV>af6W#8M*DpC5!$LZCpda&(GVPtkF3%}p8 z=>J=QYLs3a^EEs-@F?M}G`0R~Opv)F)Az^MbNvUAqye+1Wb5GTIG>}&MU!6sewqfp zEhF>=J=i5so%eXn8yDbzH1L|h{q4ZE>JO|s7FK^V-I1vFP2xBy^urf5auX?V#P9~c zp^eI=;8CcdG=VzP`B?u@>Su1$?7nT*^mn#>NTN~%yKekelg5UgeG{)9Ra`E1<38`a z`Kx^n_V!R2U@F3~jvHFN_lgsbz8s@&_3*J^sz` z*SNy}egXNX$k)7mMlPO!L`{P&_0`>$`Hi?A0I`7DJRLy%seJd%@uUqMG%f&nl$^^7 z+an>sO>PPNDAD2Ix@_IkEXWM!?XkJ;fow+YATTOs1AVCj47#h6zq^=id5Ox>1qj!6 zULA_sNyz?Ss}^^Z(CM&~=qgmf6hQb8?oNNL)+ z8t^pDtnqVSfPzO%hlkA#Nid=U#Z`67Bp$Ys)i;~}Hl8i`Mk!5Xt z#VS`!P_Z0!yp0Z40{j@E9aP8cHgU{i{h0;>= zfG`i90R#MM@K_jfc@MmW_@<_ICqPNZ1G03cAgml+%?D#%>wUQbHSMO zIp)u7VAoM~yJN?1sq2}?p)nJ7%@3}=h2bn%`excH=AVk5NJ#WEN>s^kV7pelO?p)_ zA)%V{Hn4Zwt5f^#(p8O-NmyAC1!CD}eI%y)!>)F$63o5LkX|ilPx6Bbgm;tPa&P{* zZ)rBH(Vjc0b|FJ9)fH_^t)nU4zZ8LnAY6W7t&4U-7~yhxm8Ca@>n%i~Xi3i;#$%=5 z0l>{if`KcPAE}307-N1EvUQz?89y9#=U&Ih{rAg;F@$=DUYdYIGwq>E`2yR77;wkt z!7VDCHbQMwmLqZ)Ea-r4N;c#YT5~W|MIGeWKonS&;K#;y_W22oiH9o&58ykQ>5DWz zyzmWwDU8NQqnk_2C#RLdVUbuade%=GL4YBH>Oz>5D!f+sh8#ggR1TFB0Y&eX+c*ZX zC`u9L^gKWRJRk3ESYoN|ItQpeq%d!oDY{?fOZo;h6}T2{=VJ!ANx}IVSFtVo)u)Y+ zV&rUES>ap}+g()v2~d-BSZ%4*VOhxCn46mez@SexpYDED*>2VfH3tk|t^t1qy+YbK zT(JSHLPJAC;PxV7V0f26?F|T7!PMae!}B&kAxs6NSNLub_BXcl;NidL{?69GL{MLM zT>n?!B<%+LQC#v70RGRY)ph5aX`k(3_uUTJirXBv!;eOiUI>&nIz#4bQ}jU zdEa@anI&>f)b+#NY;2*_DfLN+8iG*_byI_ zU-frZ9S(Ad+P7k;A@1}fJ6Zr~1nt+)!y}IzyTAtpmS-HY6>naZT^TML^ZX*B{E*GQ z-QG4+mqhidqW_2OGX+{XS)t}(2#Xn5d{9$L#>cu3B0!n`*f64#&uO`BY7Hc5(3M55 zie$fRs_yTD($FjLpMBXtN1c9F;rdd{{o!6z-@n{v4Zq93PgiN>I2Cqft}7Fdt3Q~M z5Mv?89X&@LlQzPLsE(kz5|_=nAd1h87<#|dO6Hk#vH4C`1CN?i;>$F7q{$-PSk82b z{$2xq86!J~ZI9#6g$`2_O*}qqGj%AgTgJ_ zL&==%W$p8UdUP&I`5f92pyL@cCl@`la{z!c@anU*?HA;88Z(C4dYdCuvw;$_&%kk3 zbGMF|N)z{8d1B6h%kCH`lYny81-3z{#(v(H74v0i6&%1L3Kr3E>%@_|?H(r}O$V0A zL#=shwp#!g@X$u@8X;(5m1cWY+?*7Z3P?$2h~(j8}tWI_7-?y|-o{v28~K7U-q z`b1+Jh9C*)wXedgi?&4z;M4^oZKUNJgY<8=or2iC{ISVuE9Ln-82D0wxH39*EQIvo z1c;#=FY3n0`!wk^kB)z}sTL<`iIKHMD5DwAbsf<+WznWL5)9NH;>)YeVwaVV@Ta$p z;xPHL>)LJc#}PRFzAdx`z@O7>F>=mq77VG@7I+Plt zS_f?hT%gck)}zvbKbH7F#|x9Js+D_#{|y5=?cZ10J2toZAxTSMnu5>K*4}=6?=JG& zKi>r8#Jm^(h)H>LUp!Vdz1?hLnU&Y)kAL}TW)651UHje=i62(z+iLKX9(*LoSRE%p z#a_Xx#}5>vLDy(g=D}kQOhQY_H}`g#@11V4lO?8}yx1tuqE{^y z?%GTGnUMNB1pXkqLo&tq1#sy4t*(}=BXfG0V>=m{nLuX|-+;c9K!T`6{e30m1DF$q zv)sNw`T_>4nIAv?OUS%UzXgy|@4r8!rDMoH0yPYvC>JMw0w;Y=Wos9RR_(D}7FvZ5 zYdX^xY{iKPWA`<8?669RU08fmkH_`HIU{g`xH&Ny zSoH8)C#!zH{b-(VM3pF6r6!O%hBLXr05%x}szj)r#c$))1WfQv30!{QTwYrxr_!K> zUwdCikygJ*(%s?iuHd3~v%@bgn)3Q0+Iw>@=p%gPEWH=GG#As35 z?O-l!#M$hd_$!W0R!oqjWri%l)05WK973}M;rgXk`-!#G(A%NDhz}bz*;OPuTb0dJ zJdFCo2k|aq0x!B>zR=Awy&~-S9X`&yd&B#|)dt^WAzz~xzUO)_WwV}WT^BE?MJle}PD=F~A@6V?L`IY3Hoq9zLJIZ*{0_eXe= z4p@lZyKWDkOzFYT-xN!AaKLlhsQEU6MzSSvVuQst)-Mozls2SI1)z>PX=0RgOQe>r z?RQ*)Mpk2AUwDXDICeTYIx5Y&17@-qUPDt8ZiLkF@o}}B>(@ptd_qhFSyOC%EW~Rp ze1hsE-37T9c8RnHCkGJ)DPoP9$JOt~>db0&7`f?X6H3BZ5yC1P#2$FGR)xkP8O-?H zs+8Q^yNxr0C3@~DmeuPy3vD_qk>TdnX!YNJ%+K%ao8pgR6Iw#$LehVEr5}d#`fjya zbw2}X#evy-K1OIt^@cXYC<0sy#9A!LaxtL> zM3S*HS5n)ExTnf<8msS7tJVDcLOSp}fBjRlQ&)Ue!8wkTXhCN_)#>x2Cr{QiGH-G?*izPTf zv{qT|{Cp`)@p8B@4$M7y#__sVU0@q;s7m2P>Wv)}(M^t26V&B%2n8+)JQQ$?UZVLz z=?dtH$&tlB^^?>>2YUhL4Y&Xo=9d1pjnV?zxN~Up#zoHc{Yv+Pz7V>h@&r6>4mL_d z^(=zG)!n?Kdu)w(_x;o}#}1#gzJJ_CkC%61r+_7Kyy#N+CE+dLv|XVy)oK+ma_bVH z1X@<|L@?T&490-YTIU-@xpJ|so_1r~Xdaskz1Mo^(7EYpl|#kEy2kzm`fn@+~V5U7Jk1uJX6}zRf8q%?5|2m(1zJwcNVXoNPb>d6S5553=7rnaex5l!E3V~E~ z$w<(?f_Qb&n=VAj98#~X9uvuD>5_N5r2dbIFH()eO0vQi1paU@Q~bp5&2oX;de2s# z>#=@kO?gLR4u3_W<@nP|JMsjiL|Ne0A33C zzoJNd5p|FCl97t#jZHwa`WTKZ?E7c&jM;ss}}16IT6n zzDTEbonuFM?6)`1CZwpCky6i6PHv6F|3$Mxq^o!9n+#n?x{i*heauKSW<(?I;Y}+z zDzhZj)d}^hy(jOSJFMty2kB)C8fN5BT{Pt0+9_uI9JhehhJRd*Y1D9Ai)b}6D_LM! zSmFr5MJjG=EHQX%qZeCHRz6)M!vwQk_H^QqHLWVA8wJ~(_VX8_J6JcS4t)k60jne9 zBF3d$1Mm>XqAQ6B!c5D0n|4dW!ooi1yH17Vs2%>B%$E!up1}B7_WZYrlq%3hsOlF9p*K~ubxfiY}5w_0;0*7C0ohK0K7XqOYM7C zwsZP&a=*D1ey!G0(7Q2G*J8CF?cz5J8;{b3hFGRY!- z+SgYvpncqR7|dg%ffc{s)?5dMFh?LKG_*}S(S4;?(q2+!YF}Rr5*_Hnk3&nk!*7F@qbJk$!W^`{UP?_;Wg&Uvnd*g^ysnBTCz!; zf&xU1tynjuSXZ}SYqNADAUxeJEEBKAD7kQS3?r)c1^&(jYVn7o)7k})I&OhR@JC(~ zi)~?G*{PdX%|xw6Cz|#<|^ui#~~b zI-{!5)y$3)u{-gd^gd$c@(jx#$JP{WBjb>xcy;HyaW|RWi#^W4b)B>4*4lBgevtx> zQ@fhW~v(oS>x^E3UhPwg`avblA+)9?5Dgg z6MYNu zHcBN*y6%A=6s40Ea`v#jZSm{pvr>yD0T?xLgMRnjHpA03h%5AzP8M#(7Pm^MJSVbW zbL$^dxDd_5EckEqyxMQaRvemyEc_uKar*MuRyw*w{b8k3vxGZr8>tA3wj>{qG?_Zn)fPv{CD#=mSh9aVW5Qepu>T|0NII2KzgUT`=?b zlc)aya+lwUow51ubKiZ5g(ai^=DB*Lh5y9cL=FJB0U)Q3Yz{<~3cXTV(5Y99BFtsw zc?~)75S((`qlMN(#O-e_RX)K!7i}CsFz?O_4h|JK7V^By!YR^d?)+ zb;rT+0v|E<-_d^{pO89xFD`nNMJRTfjWOV2z@&Xa86!2e^Dc83-GPb`qk^YvoriBV~~YH`=6=o z8}e8?e@kx6oUr0=RPiILw!$NR)@)mwGeID3BKK-e(Bfd9c;og*_tQ{y#nWxqb=J+b zzsO#U)0}I%g4l$8jSNyA+3Tp;`Fvux4^3@*-wZc+(+M8p}oC8fbctqY~I#pa%sVA6KTP~)Oi%s^^Egi7s8|wI>W8JB0S}W zFRieEN1+bWu6daYgT%-%_XI^FW_m=>;hl1DMtxwl>0c>s0+`Ggk%L=abcSXo@6z2Gk!wID%f> z0Pv{)p!}4%M#1q`da%@4S6H3b6*qoJ3aWd1=J~ZkjyTUZ&N-(iP%sB1;5w;D+t!TJc zz|*VykEP6lepQLDE`E?UBZEUZ4%>SSz2YJ?9AB(PcHNS2 zj~qgh=OJq(EUo*SH66Pse%tv!|NRRZH}<>A?bvB^`Y$gy{;uR7ZGi%L-Ox4pN~cjT@OcG{B3@TUI-98BhU33e+K*M0oO@MRd=wDtTAY< z+dB^r=d=QM1pr&Rs@k*!fX$S+&)cuZ?*W|W8)*_M`(JQ_Z3RJP@s@S@M*%=j7XJ7B z`6hItDbv1x7c;ns5ncMnPyHSCjfXLz1n{!m3ismYZy3S<~`VO#t9sj0Z>Kb z(?4*L*#ZQvP5`}F|2N3jwMBIXVpzh?;CyjfBimbEf8Ob|m3=+=#mnCLgERQ@@@mn7 zfh2FUMr?%UJmDM8v?QGfjkzcvUNXvxv%0Y${#fJ};PyIiJ8%0D{QhE6@|wu+#0^7^ zgCim$Kn}sx-JKg{rjuO)T45qe472LmEa$1zijA$#{-Dsrz_1b%vHQ=<&E9?U_fW3S z=I_!$20bX1=Fi7LL){c`jcL?lJ?rEI!!x%cMa*D-KeT=s+qluF27pXO=6< z4*vCNuP^bzmG#I-W^lCj($9MK=|9l1p27Q=T{qk|dqtDqVbA7hd zJ$OuQA%XUpDjL`35;pci*dBJWd~GAkVQ0&#CBzmMvE_BT8vo8M%&swmQ=?|SBH6ZB zuQnd%jFODeT%moTux~i7|#_0aY5DJSI4QD`J)(X${}!Qzeyb% zBr{ha8~?^Z8nt{ZCXOlb)!NH>Ir+@{I>@SiJ6q3gH#Y0f0DI4p_&?82(x0?G(;0p1 z?hhu{zWaE~*Jrvk{wZCMiTH>+a5F|)=i$pTWkl4j`6FW9j8E<`D*HtiT6h1FWva-{ zDC#oXg}R+WyQO|Uz0`L}tw}0UXj@Iu97yzseoWSGQbpy|s3e!fTd+nvN z>U)50C-nIxJO@B06A=Uf1rp%G1)?2^y4O`+>3p60!Aws?$NdibM*nXS5Mc>=@%cxT zQAn3X7TkLY6rg(m!+@(vVDrKjvP}^kJk4No->`v$Kv4}2Y1VfKz=sviNndpJcMI4> z?uLY~Y6AliH4QtweuJ%G+q`)ej9%K7B~-=_JRws@kfQO#hWXpX2nqeiZDXre?d#z9hLv1HHlsO<)soY{grNohtaTG^5-Ko^iKrxIqa&|# z&2oESB1Q!Fw-3|ykmxuEqN|!tZIOXr7+jo$6u8@3XI^KY*-dH3>O|E5MZa<0w(-eU zSY0ZPZ*Ve%*FI2JewKT+VL@-t;8d+aQgST0uCentN9lQdo&-z4vs*{mMg{1Des_nM zLk35J5MB1svva*c;(zvxdK@p%`t0|9p?3G))Ssc3N}q8l_S~e`-A9U- zd}&7MTwY{~vzZDCNT*CtV+3P8r_z6v-+WJij`7Aks%o6e2$@$P3c*sf&>*vZ4=Z0H zuZ7)+nJj(JD+eKe5JtIG?0;U;{WO;yB2wjA4V}dy6&J94NB4Ft39l6anl#XVMBy&zOoQDeN`4X zC<4%-JpIyc!-~aR^D4vks|>s9cOa(lz+pZ=DfEolJ)C%$I*DV=1EAP;l9HcaT=S{ayB70S2Q^etIj3 z^^p&Dt9bLa#0WH*)Odtq!LU>-0`Up8av~%>{Pa!B-j6$vf1NbsToU@-zMyxC({k$} zsSbVr`^;RyADRA)%ZgBvH&UEdWcdJZj!zvCMTsVMORl(1OpG6KMk6z3ntud2yAvt3 zR5n4QVux0ixwxFPM3;P!ONIEqzkQisWLsIEsokn)iMML~L;CM?aDQh-ta5aTZlwX6 zzFprj5ErwJ zIxC}$K#iNJX;80E^pxjq_Gw*qLA7(T%^_6+E#^co^6SD1F};p?TORV5jtp()xF62?RNOZ80W~QynHWLkVHMxF2Kt2&+ z7o}>9Q9+8Swen&zkSrzM(tU=h=F|2Mil>8D9B_StLIj#7@Wubn>anIrK;^7WZ_;*3E6i&2)b8`?;*LnA_4-pU}FmICXeUv{}dJ$=HTcVHwl+vuVid#$!~ia2D^7)$8v)E35BO# z{%v`V0G!SDi0G7f(!UeQ`=$S9Zytfom$}e2~o<_n;sM>0Pt0^hw)k50$=}a&w zP9|p$rWLhp_3n?s79%I`X<2ibwwD)UQg|BCT9~Q}5f6nTv7(%6xL&r~q~+whfKL!= z@WbX?e{%AP&$n@_PBo*+uED_!Y&&=>fpK}8&4S!ZB=N(J^5rC``*E(b$*2}_xp<$O zmWB}`NjcQD$R@$r=21643GL4)Q;#^3{S{Hb;-<@MT1X!=Uc11*CkYN$qs1I*F#=bq zg;G`CLe7lF=25>E zn*pPZ*u}>AsGsRFZI65SE?-^ktPZUSB6A2;O`?rhE|OyM>O zduQ<_RH2ww7KxMAXkqI^%SN@sWLb#~xm7G@$-FIU_jfYFxA{$ysb56jUPYS&6lZ{g86kA;AAAkTG>!M5ui zy8s3SFHnf{&w5H;?K_OidtnIl(3}{b)YJk1)*XjX zEnhI-z`<`Y-?*5W(X*}x2RPoG0bIlN=vx@I7d$Bgcj*gE?%>CQtJXjkayD

n;gagL8xxVpSUPtguD;Wh)m5m@Ha)GRq*S+bm@|sg++_SZv@ea7P3I5m zZ`brJs8=zBPp?D`C4rZZFv=qYY2Bs6>S9s9EranHUzlcWr(Kw`(sP#oL{iW{>`3ul zD8|Ts=hz;CWW*GC;3arCHl8gLY9KQaBYa+7Elrf5wU9ZOOTwUGVC4xx;lfkj zpm81r^U(=PWJp!#Y}}SouoaTf(|-m}Cn}h=S%If6hq$ZPJK|4cx!?5n;(6uThhsmM zlEE1DcPvsp?;g4q(frsP9U|!Imi*S(T*4hbr=I-?>%@wXMd7Mld4>QnB|uD5GJCx( z^LPo4)X8}7m_JXFHPWA$r+a_@hn*nY{0Cg*vTNmU&Vd!-FNPr8)uc`fFq^U&3L2W6 z!#_1RTvMF-I-LkKuOjZK&hA58 z-HgO)4pw`@1JUv5a()-!d!houpkMs)8{_j@1mii!ZVDjs(lx2i+w>6LJKgWj|%^Z##0doVqth_s>$QF z30xZ-XzjUnx9Sd3ynRoCXtO{FTwPsU{51(o*J}*k4hm|F{LfhYYXE!%uJf)wGWup9 zvrD@HqCjd&%Cflw06QOh^uv#TEOl9)EsSheq)|GM6+Z!Ns>UY^W#^hGwe@O5{erOz z6dt(8>mkwg8M}(1tab19>th1kC6G_rGT1Wb6$?q^)JncC_eQ55jfkx%PSRFL9*QyN z2L=YZG>J(_teQj+Cdr1s4Vm;2t8vbGS1=Lz6~@EF%s|oW#0d2Xd|$l$CYy9n-vO*7 za)vg`<`vXrWauIcOZK)Oc0hOs&!JoG++fR9znduGF@m**?m|Br$fP+bS}w_8O?|Mjts3LJkLM9X;iw~ z-&-9f+ln=K<^J)BLCt6yI~oJ(WQJAl-}`&T0O{eq-RgC;#-MwM_VJjN_e6=`FO-P{5QJ; zREsgQu*hI-W?|}BG_JULA08M}#-@w^Rq6!J;1~3895TWN)HsL$g{Tu4yusKZM&x$E zt{n?ZEb%3)-W#Bu@Jh)4T@~ z+fwua=C{dp7Zo9+DuFi-Ra%jgy^-?zNAa-u!bo-zQC-JT-I^F?W9y;_ddq4e5$%-tMHZB%S~VjP zo>3X9T4G|c^2J3*L-Uz#1O<4&CCcKrtkE!fE(Vxnf6WSQQROuH_W};PBUZIDj-TZa zPy%9pYQ_!~*2I(xXv@}$VNVt4l*~9b{t^D6T?Pj3@4G}sUooIj3Nft@CQjbop4c~@Paj5XrEPM1K~S->y^$Oof-A1gD7NeRBH_ zG6*CwXTO^;6eo>n`63-!qmKQ(G>DBV% z5(|y4#-yEA80(+;>D~yP&oIH7P1)q)om#ub$BbwAVyrsFFX_Gh&Xv*LjubFNp_zRA z+co$S8A&(Xl{qr+`Vt%|23&E1RK}q8*UR@LARanbx+Sg~P9j(9} zL)yBI0?B861!TBK@HhwGy?5~Y+FK1P01$M*FL-tIOG9YQ=R8Je70wy0fu!(cMa!0- zn<#Gd!QPkfw1aT?5T1M8%YulB-<=MpQR6_p4{#ZQ?KMSZiS#h-!`4EKSRv z=IiQ`+^Ur9srL0Q9cS;>GHkWjd8lj0S=>G zhBCNIH~a2Q7AgLz=MIb7OAU*HI?g|TzQXp!@l)k|b*kRFs4U2~OehwxQc#tb+2wev zsV98=buI=t2JlE|vR_!KRX-BX!!ViGiPOE;oh08hu4xS|9x{3kyzvKiz4a3ryna)> z3oPfZQKYqEJ<^^k~Y#4RDZOVxFe9LC^PCo`!)^gQJL)-!>p<73C` zrH-6Gyi-{}H!?V4g|C7xJ@1Hhpa#Otn;}051A}Gv78HJ8k7pAyZlD5!UXa zg4LadKI#iE?)BcAR5!d-_Ue^wGX}jQtJH~=qQQb6R+MhC{RWpzX;eLSLV{aCqDXv&qeTzXS=R4kl4&U;2Bk zk@I_CSOo*asSK|8^iweaH~s;4_U#o|BjNT|_*{M_hP%i44d=A^;D-VDLZIm-FFLKe ze_{TfrO|vvy4cuY$@r0AFhP3=LMIGXn2-Nme)&mghx#i| zu@KQRz=255K751N_&Fk1d<+RC4+Q_hxK+MT{evK+)m?O*jnbYy`L~oW-BuHsz1&-$ z{&^-Q4R+@&y2uYNqCZ&SD9}UF!o3&8WJf)B&j4bv{X4d4m6A{gmi+D8hD%dEOg41k zjbH?!JwtB-k6;~At}*ij%N6RbIAK@|h=~BBiGIEI%T#x~?R!QA;GEMa)das{c5AeN zs$=64IPe1Y%>8}L(sxPmM5y&EqN!SMi9L6~`%+$Be(A6w+~Zi9`fE5A4$kE{FA4^f z(5`RLT=IJ3$@uZ2ciYrY(PGdfD@vyW!x^jRK;em`o?TRWePjiVgtaR+t?3T?=pvD1 z?6cLl^8%qc!(p9*sAQYaX1lxLSShZd=W!5Id6Qy-s=!QF!%AVp`p4-jWUUX18gdvY zZo>YUbe-Jng+{BFqev=VJ%oi`-l-`5r%hvKW8w*SX2A_=;rYBnn6KrEwXw|_1`yEd zs?L549)tY-xaA8AHp=ib#Vtj#ZMqHea?$c(yNcd~GR?DZ$sGoFhwuDqHdmclkJ|pU zFZnr#xi0#DW>?so{;HfKozc zd+@NF_p*zgIcU!D07$F&xqu0c6>kM8Ike!5$1~deBf(9G+zDdKK0`nVIBFFLu|uKX z*~xTz1XI8nFf);N&d=-Glv6EAUCCuIE1l73f|`e8!0>Q@$v9U0QWpaL%i;R^I*&Xp zVG_^dAIV1<*~h)yM_YqlZMRS(5&H#jp)))GXT540!)Pq0+kN(?CV{C+BZpWn0j8t1 z8Yp)tEe8}twmJ1ndM`y1BFrfP0UWx4(kCT`zd)z8wnT1v$lpT{@471L^cRP+@g3DK zsMMCh$TNC?|0P4I0?9@l*qxKYyYksrn+yvL6{KDBFCKCZ+s{zUcp~#7-b{HXtZ%Zn zi0R;~MKTm9cB>L|<=c(VnPFw;|0@b_6jawjY`yB~>2W5i-T0EqR^@=7DFUYa^>L)W zqgD=Qt1;52u5QUYjU=qdB2Lk%Gd&rH<1Qq-uW`!^hsFFxmgVNv*(6bQFB^F+J1ly5 z#BLj6kRl2u*a$QDR?Mp||6R_X16}j4pHVsiII29F{NI$RH2Ux0+RJe}kI)on_*`Qf$t=ho4JNUoru z03Le+r|ce2&?JeHStGw_9{|R~6TaEpPUYfEoT1{&O@Ory25X~eleRDFWOh<$0*hAo zf7!=AyLFP-I5=>dEWCOHjuC?shNN3>Hv>}cz%u0x%>QkVpDUl>CkLK(2I}+RI0J<0 z3HAqm6$vpp<-`5faQszfO;U*FAUVJCYwNf{bGp0`~`XdX*f9GL9I&u@h>*zf?2Wt;W#jav&Nb?%zD>l z917PYJg4Ul`H||eSlVrY>{r7hA}pLYkNpQ>2g7GC|?*S zD0axk;&WNJejl@lfMnVUm7ZYh`79{rf-OR%lnJ{{25#OOC#v zF<(!j{b1jITYS8{JD_kyQA0E)|ZkSP_I`0>G}aRhIQ@qbA5 zZ@b=%l7I6Cjz#(3H3Du6K>XYz(nERNVKPID;2V|b_>+G8JqV9mIu->ZpPU6)qk*m8 zsLo~r2#5fIe7}VzdEIpgD1}~pd1yg+V$P4X@zMTKvD0arlqO+za{K(?0$~y`RgOkn zE05XY<7;KGf5g~hXbPvKp;@(DUA9#Z5v}>9nO|KUF*xBymHK-|y@`O$y~gSc%QIAL zPRvPkw|5&NMW5*XtX@AKHsewQVB@2b#It-wMShV93Tmem#dzOgxApQKObopQcutv^$bbD5v)P%D^;pEmypF0n-qb3muiUCXE0k8QW_S#jUlB z4GYa;oVkzIxs1l9!nb7j{ri4$>Vzm&j>U@j!?KYbM+8moDhv-?tv~{Dt>dgXb|zXa zK0dTUarP(^WUNj`DY0_`4{Kr3f>%ss^1g0)owGE%LtGup`epglmV^^R?Rzn`oL@fM zS{3N_*7D$)5_Gigx6k0lQoPsYe8!h&0lCc9AIMYWGZOZA_a|HGA3EKO93xC~j@tfN z3zf8Hi$z25hgxuwY&o`pZjXLm+HPk?95>fZ;WW4e5jpph@3;i|gmL}l%igQaW&@D`UT#|niHEDq?~V~G(G z;h6SFF~U@l-B2M(T3R7Vd9cv;)!oD%NAu)}FRq@25Rv1GvgzU>@n}S6)L(dB+(g~~ z=@_Xda8#cmr0U_JdYxWpG8y${ldF^ByA8yOYbzL`he|<2|DfbmYZY$|*M8LV9w|1W zmlc%K#QHU&ufpFpU)U9`;SkBxY9(0ebu431HdJSaaJ0mjJd(WgP|AR?Ny;|Z(*?oG*WADrJl%sUj`U^?*QA~ z3R3()X%rj=dzzqqP|GNKJOI>FoPf7KV8&E$ z!L6z(!1(dVMyEbipw_J%f1#${nTY&ryhrZtW>#m^`Hy$aH%DcRSx&+u*-Z9*J(Oe+ zp!i~8$y7+3KDZD@#c!2Kc|MjcsxnUAsC#$85=z!*79)51CbS~eDQ*u&WB zx9TMcp_l$u9r~tQUH$i-%3ym%7&6*tQ(Vc2Swg?R)e-e7&6oRW6bTLH-?8wkJ_+PB z-34gAmb|x@$9Mf9`s&n z&uFNKT;xhzsDKo*+;Fjf<1*moun9jL=EETD0O;ieCzM$3OG$k$cz^cf-ZCuNW;;hx zc68RJH}_@OYSB&EZEIe@316_%=vB@Mxwgai6?l9|2&v&fsQ2Ho2GOYWWPt)2ZiQ|o z_Ses~MDsUc%|CkEY@R}CBRs~Si+fR?ty`#6bElw8 zie>Ls+i}Rx+0pJvNuHDhB$1a26o4wKVG*b_;j2@;otoBMC5=S1+CIVC&@#2H^9G&p4IVHIaQax-> zY)CYukcl3Vy-?kie(0P(b$JPy%Fb9%YsMR2?IQno01Ok!GAVmUsV{<-jO@P*wTYNd zy7R_a{&X=AMg@9DO==CZ?61r3F9h6;YWN%e_3JeYbo1qf_UJzyQFqXMgqDi^VwEJU4d}>=<;R-?^xk(s#;v>={}R& zC8^}~_Q9nvvpz(ZIeg)9^h{f7evF|=@=4NPLQv4{Z*~9U%G!fb$F7nrhz!8`3I=jo zF+d*(3O@Jlzd~HcBU3rJntp1L3at1w3SEyqVs83marT#Fxfnc9P=B*I*Kq|aFkN>E zAjc;uQ5mG}8bh|Gpq5;|p}Ghj_*x%&WP*a)Abz`F1Oy|aJv_7$3}5|fRAnN#FqVR` zQ}lYg?S2`|8s%jURWX)#H?<@YG<>O3Gc1zI=UVI-fh@IdDXY2BErQC<9vK~ewV6LK zAMPHxD6Vz5=KEjOH>X$r&dZc0SbPO9V_*^h3e++3CB_H5xJcXgv>d42iI|MPF7*4G@;rTv zzvDO~IFgc{MX?_B`s8F};q-r6buO}1wKZpgzMmsO^7j|=)Y-J`XK0#gUAuHaLko0V zArYU{PqU45j_HM0D;6aDsx444G1x|4(%xLPQU}}hNWYDch-*_uIbP@I50WZUt$4hI z^ClQjCk1O+SnF~(H!?=RypD~IrufHPQ$Kr>pBifs8;c?nhm%1x&_c$210D8S5ENAr zw&`?&=W3(!_nr_$ad#`u``+~yA-=4qt}azoHTuu>Dt9l8c)m#~sIzgxX5Cuyrtew5 zq|d5#yd^z-z{l59B;SX3R*t4!Lx1vB=wFYF(a@TFl~Gh(B4&uU&6(29H7g%(eq65& zFdF^JF%_2jBN*3yQ|Tu1HZnH)h+DAz}D<-v-N@4WJ}EjJY( zM7N@@tf`I=k;PEoFTZ25XFv)kE#Che8F3o;83{SQa|kkU*5HxLs8*=H@QhqY?PB!~ zD22twc#rQq(k~36OEK^-=F_|Di04TXNRjY5&P3P9@7A2mYXa-A6TW1p*DJ-uyklk$ zq^}fPP$GVzC_)#4HCUca*yO*y)^XkRRe4tQ=z3JrAGL99@Gx4AY}`y+j3Z3Ss^{P9 z4l`mYMb)46*B1^$zYW94m`J{Sy1zLTV1}|q_#Pe^9LrSdER2qc6C_+cf(h2ye<6W~ zl65Wo&rhHka<>dbL=mV(xs-#L1IIuEST0f(tE>O|yxeaSR>KW1(V6jTYX(njbaZrY zwNWL)`DmTJ&JS6ndN1`zX^e=@vR7JapN)LUOKftipT~r!0qB+{XR6FkHp z4y5R9=7O{s@JT*AaJYbrqq5V&s*#Er`%64>U#0))TWpz0X5s=EBG>rHwtsT5UjspJ zl<-8uM3Ir(!PfyqQ9iwIosx$s_iw)qx1;UKHluwVh3mhoGEwo5 z+j~xDBO*mofk5d!7;d&|*>w*@%E?2PJ%((l74?0K8ykTuZfl=GF3+}$nRPEWV?-%< za9z^t8LlY3%%j4unug9*SN<3=!+;bW{GGJRD9qhqu5}k)P5PWs!pB+Xqf!6r|2s$I zf{pIdt5@oPCRvVTUbh?zRSq_Epo}MZ{WLUSZq`A)jlf z{^v0L!L!TBLXP$m6n+iifVWv(Z}!Mv9rPx|01%Zgh`}ImAnDRkXW0%bZuLpHn97-; zT5T4)uv4->HUq+K7Q?l29<_#eAV{*{spFvq0kIK`_|z`{JqMaj#gs{Y?Ej@;t+@)<}AD=)Bb_bROJ~L&=J~)}y9v z#`Uu&qXH;zzcRw+IFjumuz5;1luIe9)rCw#)9vfe1_lN?rDD=;Sz6nx1(Fq|zi(lmRaUD(&fKTxw@bT|@9<}h>+dT6E=*TiC41hO#0*y;!^%b1C;sQE{ zTmYWr-YxIml4sFZ)JO&DNslO1^I>@$Bk0;^4;8RBq(F(Dt$(9wuI2g+TiJOR?ZTA7 z=MJR6#%#Z~dy^EMMPfI@>1CAkOBsWLE;cqqfENC&`Kb16)EV%tj1&~*xLDKqy^Hgo zgrF#RlTb8RH@v`DF>=6nYW>7O}u@tw!4&{Zpsulyf< zMxTehC*#nAacKM9_4r4geFyuGBG9H?vu^uFqRqnBx04kYyt6Ip2urQzB`Htn82GeHh5X^4^aOUj`|9P98m! z5a4j2T>wa>H)n9R>*^gmckAilN~q89tp43>oN9Lv;8rxXOn@(F8LmWHc9wUxCuOaA zJ)iDnHkHw&&n%O%>uE8+T`JJ`DG~P>#O&W?^|!))3^1ecOyer<6+!sX%hZPUZ)3FIm7wX0Q*%4T)h|5pM7Wno_$rBmx^QKqBWjyu3` zXz%9xyXnF_$@)(L-op!K+X*?+2f!u#N!BqE0YQwy!t-A#&~c@$MnD16BV6MEkIDrB zNw>h#l{b*erfSMZzlO-S)r?Wfjl9{m6_7?wREefHxT;dG&z>w3sQ|?yH`KD299^^$Pt0KW4n@(Tw32bggpnimbfdL4H;2I^# z(+Cxxe+9H{dqtT*{RgkffcKM#j~412eFAwvqaf&OFpY$xc3dJ<^=IUr zan%n_^`FBFWDW&yeLT}p-=Mnb@%tYwKmV-TX7;`|LE`>SzVNjKlet67O2aJlM)O!) z^MbdjC=d!6R33Z9TkHM^cUSS87eP0q^_WS^ZLNSTct5 zbC|B_!I}YHm{rTg!|}so5v5y@O=5ZMpQ+Is2x=LfRS41D8u-S#EOwSE+_Gdeui$C7 zlahC?nN|Y7aNB*lT1+nNTL0qW>*0+A?8of}WV|l1O;i>i1@BU*o>!6-_=vE}R_Jfo znb1XXH!{2jow>+f1xRVYrjl270;-;9kD70VT<%m-nw;-I>j$ zZv>&>rvsr5yut?;$1P{KP4kl$F;`!PvGXRVcfna7d;B}5`5Dw=!9UK)!gsWwXzf=N zDcUYoXYZCQof+u0MqUSEy(W-tRSEK(2~GSrq2tQzs_WziY3W!%p@##(M+xGs{rX>; zo~##(eRTQZ5tyd%3uGW&T>CJ2^F-9QC>V}mwsHmu$^ZG+D33uB> z#(Mn_uU~h+D0EB@$duOJr>m74em-3DcL|=6(e}u?4Rk%-WO$BT^PL;NX@Q**u{IM5B9v_ZmK)f-lz+TGjVy@lD`GOS?^|ILp z0OYTL0i*X_&hD}2m^Z}GZNc*SC`L>coSOmF-0d6KPA8*L0}+*y&Nepx!4>H8{co(j z0*wO^4WjAotwI^drgB0!tN1+GLZtKq4}<3^i1Cp18un|3?jLabJZBr!_B_#|TQ8J) z3#0MyiAOvz#3*IeimNQ4(7yn-Z#xa8oGUj%G6fhtXh~l40%!z@Ox<~iD;@%0fUtB9 zgL3SB)YI{Vf#dsJT?Je71unnpYnapFWuH*~D@{!vXbL6^hLon&9HTmf%)bT&?ILd^ zhXc0H78iQK#Bvx#0f~NTzvg*R$ud```Aq7iULghb>6whXNJ%V)@%33-`_+gEtPH9a zHCc7^eh)tiW?qi4GuC`_^8os$z*~ZboZJ)0>JQuE{&)b*+weVbms~hK?l_G*JUjw( zI(a8(_f3!DY8M{jwXeAH^YOXAJ*brYQ(;YJKqO1bI_`vkIcyUwAt7t=v&vVL?+cd{ z#ieaHG2;P|7?=@0TT>zZhzaxaKTK^`f9L8l8C@{glY`%qMI)ZKz@DCvEjc;#Pfn$^9Mt2CH$48q!&I4f93=saV4$khR ztlZc@0I779++12EC%%g%lW=Hay3{2Tb2Tt&|8xV)VOmy8;T{vTj~_0Ab z^3XBGdP;WS@E0i_3*oXg;dZ23R#`oC@q6Pw}FPtz5Ud&->$#%%*BqMjXeFuN|%! zLQNAS0&^eMFZJ!i`6!oI-?^%NVDD$PqFr-4U-3S4eGyvy@zfD_?QuGVva(a!ZA<3` zi&AZD2H-qFZ+pAz_-nL>lQ2n(op>A>S)l4&0fv!JAZgDZoT`galTQsw7q<&huVtxRV6LEC80A0reGxBYK)See9)`%2zK zzWtDdSpf!aixx1eJv{*10K8X_it2v0vHch}^)V-G1dA zYCdiyHRG|B5>(Th{cXRqmpmOL9uxhK+T?bhvi&l5-kb+A`(@IXqTIMGBhBlx|7cS> zCsM02GdIJ#Y^mhWuCXdpDT(hK%q>p2$xePgrN$*MeMV=~c!{GlJWEhU>Q+ zB(SpN!zak|M-2Ne(bZENxUR$jT`O|d4+Udb-Oh@nxqJ04N9lGrj;$r_R8y`xns`2i zo31Z#?CGTAK@`xtgfcQ{ZQGo}Timh=b2S0Cei%gaN~Drv;eW0{K*}{>pt0BC<}|kA ztjUAtWO5UjCfD6`{Cqq-YFLY-JL+fuI7Xv|7q^Kkugi{ox%@`T)L=GLWv|t~8m!x9 zgYrVpbKZ6bqGw{|f7^HOr4n8|9hz6G=;|qaTDjtuwbVQ^xgEc1znFS@m>tv0ab{&i zhs`n87VCW&ySa~hy2kxqPv%n^I4^ArQ1E#q>lix!0y447=D9Y!@hQE|!$rf7L$rtMW2*M3?W^mT{yFh0@n7tj9X1jZ)~S+3!=khdFJ6f{^tVCM)y zeUV~Ayd2%Wvq8-atn844xadR-{3Xtu$paq~1dEiqfxp7@qbf?uNs5I4GqnbUuHjP^ zIGhzA+2aX3MFL`CKHy#92Q>1A{?F#^E89jv7&;t~1{M(jVn7^w5w1uWVo2C!w}y+!}t?JbM^o3|pQwKvL|t4NC?r zA34N)Sn|F{@}E*V5A)kOIN>Y%ZxX08`WOHGeueSZXZTBX)4TL(GQtuHZ4&8(pGKw( ze5eCeLti{`_rE$*MY(2HLlufW)(~k%v^f+A7+Mi%Baj0=jJke^-DD-1uvS7SV}C1! z^Sw4O^H~tIoScH9c_U0n_*hW*Q>Di*4&&2E9ptHpKwKY)k#e!S)PKJ}!820m+tbca zF#d73&|jLqmfl<*7R)vlgY0JUSfzX#1#aIFD-Epz*0WVKH>)@L_uPTS6Ar%?wM`E^ ze<2gAS`(@&^|oazWoLZ+B}F`M7S^-4o&>M3{vg-B0eUupFPSFYu>xD

o1V%_3TF z?bcy@w&JN37MYsQdEoX>1`@1n2019oy$eN{Clh zSdbv$20=lI5y4{5hVV}{Rbo=0k0fx*X!qexDY$ypQ$==F6yL1Kx@*+K%A{-p+FXec zfZfmRr=LmtLmIukDCPtj{vJGgW-7LBqS$=2ZCfXLpDkrJhoQo2(#}Pl4Lnp>0nZR^ z`sX-RO%KZDA;3eCuwLm8HW+MQaW6f-Z|FkP8#yk&**2KkM!P5thHi6@E4&Q+Tk*A8>g{@WBO$sNa$lgLbMxVcyD*D;7&pdbfDaUKIaZOXoW##O@Y0|j)ojdcZBaPCYIV=jB*-xM^ zLs1s)(}TyJhw@)bfzlX2jaSmHLxi3!y6p?sf7-;;N>Y=^^!wYHa0e3F9T_D zI?gc-9AxpT(gdWd_GJ-nuhA$W#|U0ts*(v!f>0mUZL z)g5S{ts$qp3NFjvl$3gv2ddce1Hm*`1kx%{qwnUJ=dLdYs8;dIo`!;ATb4Opk|8{^0IKN4ctxx6fndL z9Z2)!M~coL$If*Bq5RR@+Ht^m?hGyRc0RBw5a#3ex4E!jICBePq`7hxk!5BVn6kPQ z-jpNLSG_z*o^M`eIN@DE5?wG5^k40|`|EnojVyV$C=;XQV9&67#!30Xk~L}|>!ycN zp9>SP3Z_F94}U+fdZD`aRX9vu@lmgOL-^Wd2m=_Er44YU!s}-2pk5YktMgXogn$v_ z6riHnd_L(O7k<9!gZ}k46%F_L5#5eZ62%JJ3+viS|M_XQ1DNgp6++-5b<3fY_XZiD z>iG;MD1u-(@X$6t~l@*~?B=5LMtbJzRuRkhPB*Oydu4iQ

z;yIR}V#UdOX=(J;!3zj@nUa!l8B-1abeD+C2emu?;MIoC*;om1Ik7Pzy!i-7)vPvq z^4FBCe+h9uy=1NcaU)^q2%0BHq0bEO23tYJ<)dwV6 zzm7FY6N3+8RYLmyQ8NJyKh}*pa3lnhy90eG0@~aIGW_)cv z0#rz?z~BhH>RBF}5fC_p&KfzZ6N|aWCrc!U&x4JNizc$M$?ISu%Ey@={AgkR=Y1yo(KbsfI?3D9rIwTgXnIu1 zbaK=4U1914-}oIOg#rL8u$H7(5G{}9y=z*H8|~Z5Q+A5QW_p9tXNRit7ZIgl*p5{< zD5^~Nbh_C1^f#@~e=^rA#|a{D<@K0*(Yg*_)L>&mIYC0c$qjf1PjgKHbKEj~CKyWL z6g?m2OK(~W_20lWft(ck-xdQWs4ocr@&+0bE~DmYZ`xN5Dz#5tG$1?;?!ZI(2$Z74 z1#Ju-EK?*Ez!nW+4>C!GSgz8@T5em<<1J561o%Q!V^$@rmkuwX=n6$ekqB6q^VX!+ zS=RW8Kgy;GtxAfyu_5^xqG)51H>+a_h$Lv#Ego^ZT%8{mqvv)8(>PRO4}R}E-ovJh zb#pM$Y1-NZPG!Gdqz^cPV)iNL8)kC7 zAQ;W8OLN=( zS^@6`5~-8X^pR7^nd|=yuy7~}CeF?z9+;DgsHwY|w+>GMF8GeTg6q-66 zVkZED0pfW$)B+U0uRgKA=*4L$F8%iTDLpNuQu4#eABKP9^N@3fxEKEWk!5aR$5(4$ z&(j-2Ae;b`{3pd$5+yO<^>+*-A0ATj&kq*I&A7^3qLqcUb1GqxO~wl&h3tKwz$;}Z z3=HSLv_CoL@Hlp4tt&wzFJ*r`kgSq#E z;AP%5{O!3r&-BvVYPq>5J(c%u>7PE<%t+S`u#1h`6eN(m)BB09SU6d?`$stE^FR8a zUDL`3(!xdU{Rwp{eFlf04qq1slHbreJ!~0V#c&Y{cjk*p8h`rF(KS~mVi$r@chX{z z(|owoav(+~(oz_xdUW<;C|}s^1zPL6C+qX`lV9w5c|h6`XjbdX@}_cx4j-jb9%b|{ z{vumGG{Y{rH;y8Y^Cc#X+FrVNn{9kHKnm?vr;0bPab0dgqs4e{~)A{>A zG7mfFkY5u2Jo99wQc;mgireb~@^k(Jh z6AEae*8-?huVS3$7jKR|bPg!js7xNi2Uq?Z^N*lii6%6z*thmfG5(1%$)A0B|6(9u zb-c~?<9Zayz1!aLACJy@rb%=ROU!{=bNrl0DB^te_DF8|^-LDZg%Qa}rlfyw-vDup zg4pRvWIwIXvVg!Deozd4M+iO7ww+e*?&fc#)6Lzn*NBPI)_@cStmU~<7EK-r z?lNPW26}AlP(qPj!2+~#kzS$!pRUP+c+mA2Bv;7uxgFXFoDU8T@{h?Xw3fia=fX1x z_vU*oJZm(|k~VvpL9X7fBEvvE`3~s7Au+nlhRgSbxR-7Gj>WN`@{?M3E-K|KmbFdj zk&5s%h;L9)8f;%ImI>!v7J~>t6Ob|lX$SMgrEYR(6}&qOF0VeW?@N1Zr8FN&0A2vl z)`AJL!U2W^&(ngG*t~w}xHe#L`vWf&E$-EMxrxsXAJWS>gT1j1m#%lQuO^eshBxzz zxEtHfLAjCMu4gi9#^?6|$lbkUeXD3(#(rZO5!IVr>y8o2p`fnCPEWbcc1~iM#`oXG z-8DinqWQNJqwji}g4LD`iLZ$BGPT>%*M5scCfK?@Azk)D^1_wAWtzZGVuR|au19fO zBn|ynYZ_CQ--0fPEZO0|dag>N4vAi;pv$iRygRNw{aZ@>wM?h@>(`USs!|cB+N@r3 zo8_$GTo1FEd7B=0UwTOm61>U*YVAtf3i9kUsPHl8G;e>OY+tW(o<%ZLbST%b$qrgK zVYj1-cPwjclG|(K&Py2^9$jCJ?!twrPS2D$+Kaaru|>=Zd8?yU#0Pp{s&%D4Dz~40 z7Q4UGHTe41^C{@JlLTfr)4ro2;W)m@kU%*mCbe&R;~Y3_kM*?eBXQ zmcf_eUXEPJb#K|g3rXtrh!}P>lOP`Mah`Oa?6A@>6boOD*<#P$3C~Ts9_KTA*<9>< z{){G;?EzUP!sIm0`FMpS8SY=JgT1nU66CclM6yi#zW2iNR@}ahXdfjzSmXx}a+3!P z>c&44$B_&FKoK+BD{I~sN+UYr`+GTkSZ~MhWuRxB;4@Dtu_>or#HBBF&obkLeE&$6 zRiH+V4Q%tTrbkGz_*cZu=V0AwtG)a3p;$68UnY{avtv?K-7uBbCMpyjyf4y5#XKOC4y za&wPAwYooYI(ZJkv2FVw?K?oAfk;OWzl`Cwo6@<}&sW$&t8h>dAWbpvS?ojK^HjT+ zXc?;gcksbgnj z*1TY$w<7tlOLcK6^XhN3^GjN4YRfkj#u541OtskvTR0U(f|-ZfWrgg0@#w8#A2PC_ zAk9y%nwp%PEqT*+`yK_u)Lb^(-G<-q-ej#rcvrJlaeKx(Cq^ABHVU7kieX*y>0B~~ z2Yy`?i#wIWXD@jB^3045C-5%-IMQkdjt2apee!tvP@LuS`)>8A9ZXuyjg$XJ)L8{Y z*|lwZ=oW@ffuXw*1j(VhyE~O`q#KlOq`Om^hwhT@5RmQ`_-@~S<7a1fh8eimTGzVr zIPr*&1QM9wY6G$H&%F8>K0n-s8WAazW!M8unWOFQkEy0(wGHmy0wd~~xdiu$)GIU~ zqt|P?0?);D6qfYw{FZm{Fsnx;Nf0?0gz1FV=FoAmrxI50&XCUP561TM)?D(?DpUb` z>~KT*x#sGah!76B?~$&C;mKmn$dj}J^zTO zy-~oQ&avuTrdp9)(NwC>QB)skh9d!VohcJh#!GT5{Hm)%Ir&|-4$Do#0`3Rk--`Le zP;ly~6RyO9D`{#DqUbOQYHX86)3UwfLg@+o!~om?=kmB_jcwdFh2~jwdwYFYk}v(d zl$;P*bN#a)-nM&x{`_?Disw`_ZjkTBI{Ug6c<$elv?sljEW_zMs0XCkLThx4rFu$) zZW#{N0L{%df4w65s1!CMRtPX!_yKg@Sw7nKu#mj@5op#F_fz9Y6QGZgu*ZDb{dHx# zUctnpyV?F=DlcE_?b*U=z!BX{n&sj|szhbi+j#EHqn07d_5S_QHXbqNcF2d$+OF^s z`98aSn?4~@2SnaGox<&K866u&Bid^R@;$G$a^?ubi#9(n4C-m*G>~=pXK*Vq@%rl! zrmY)StJLS%hr;A!^keg7Nt4rA5FF$z0wm`4{7v)gY;V&>C-Zp3*L2kD=LG1+Z0!d$~%(dTog{yb?$4)w*Ds>jLu8QBswEt{x5vjt~7(fJ_hcwica-(*ozI)9q>15xh< zDItv#R$pmqod2~=1(l=N$lhk>Z_Y;2VfQw0=>CU>;x8fTRZYLl1H`c>PDYZJl^c5l zf&xW5uByUmuIH0HGv7&1zu@&WJkZy$(s%!P=v2vcu4o-rX8qsJu|G0LpXD}cx9sJI z!5V5-&!-Nos~rq8cK^gH)fq8%-Be)rAu^Mf}u6{%G9pnSYM%uaPL)wTp98{yz3nDO7STX@MJ6p#Y(nwEXO1`tIOJ( z#}rL_j1#hx@G2)8PDz1zXq^qUs&tto$P-{Q11QbU>PSAP`R<^g{igkRVZk=E6Do~O z5r+yCoq$Wyhh81_FagSUi@Wj`K!*e<+g>Kd^3u}IRBbM68V=c`nRRRdHeILTCc|VphI6Wyg-VSr%mZmT1p-uTptBcFwp_VZtgufW3!Dq#Q~<`r z%=nwgYtPu_q*`+XI?zR70@TlgTI4D-eR1vIw9_ z0!Ww2H%*b|=bQnN{roN7t`i-tE?LMN>0%!Wd*;w_z(cabSD%gC9|N>CxFlyHYrHT( z>?WO9r5B%oyk@P#I5=~9U6MsM*>BT(5Xa+fAFsymb_?Ze$WpKKlw7)orZlwU9x`j> zW>~YR!Q+~r|71F>OUZg^cn)<5P{ z8?J>lNb_n>Q@>D)rb?!FwPCq-ey_>wqCEbphow!)Ey3zUuGPT5D)Q^ej=iFec?XdF z$p87wyOR~t+Zg-6nqLlU!V12u2@y@{pL2wD^+SMNj5{~JugsOO zr(<5eK-^~zE83NVLPJY`=uLUtP=2}m9!uj~Q1u{I(jMCH@rnc9q%>+{juBkvMGG#H zEAa$j!GO{ki#5)wB4!_(&aesI1tiDvsgfE>esVAVoV|9E%z6T#&w$cY$!wDH7`&+R z6#+Rkdyy^&)(A)S^HOcZ$*{bB3O}2wX{T0>c#F=DHOoR)>R^>drZ}PFT)GtAv!}yO$5`F!QZuakc%N}p`Vii> z<~qcZsLnB$QEo{=X*Rz{N|$@4K3J5GWS{15B62qHjwiPMJu)EScqrN)mC;XV)=7_s zBF-ydLos!IJLcIcNoH733>iUYG}M5^B^dDn)^% z85m8Nn7f1H@Cjt<_LigMO|*zm1ClMrRBPMbG zAaK0js9nCjII2eK^qg3K{ot`7{4~eM(7?%*$cc78df+CWzS9a8N$RijOvIQX|F|{% z0+<<5k=e4}ixZ_4y8u009k|MaGM1Nm-wz{!FUyav)`%-)cj8gY#1M7_#ySX8P-L0b z{pIIWnk@Fox`VVjtn9Xc4AB0751SAbt&-Y$Zs%%14hK%8m`3MVti`!+!A!*N60u$7 z?Vc;553}*FB zjJ;bI_Cv*7zwf_7dhhV9Wm#fSj|yKbUzUA*O^pSfVxeTtJ!^8^&3g02ef_uxoD_h) zMJdBZ6P6}#<>;6e&fshXd^J$WHozK&hjZAW|EJTyuq>S%QHk15<A?fTx8`5q$bP~4pnxeSe;s2@l3I!|xaEkhI=(hdgV z8|im;rZ{HvQB5s>%}+mdcbyLj8@y}fRXSgjeb+Wm^=D8j8a$iH{jpe>cmLuQvPIM6W zI?S&|WazioS?B$FBZUT@6XQ{56v6&9_9{*V>aBE&A*zZ8eG;;LOp_)QAU((CJ7=A2 zoyA4)(S@mpK>PXe0wcm^c_16wnn|&cF@5MF!jm-q+3yMthX79##*oN=i$lh&wum^w zY;L;H_vcS(9qkw=Y8i3AOoD5s3O=uQpNUAx;6?!6h~v`N?ds=}c2o3%Z+lgBcYls9 z2R*5-+bnO7xE18)RXa7=k`r~C@HI|{d*ip)14Sv|M%O(WkjZFK-F^T@Wn9`;vU$dq zB*G3;BaapAs7^D+dB@JY0sJ33PqCMrMa~RS@)^bBq{|T)pF6ev?0}?t_E^#SWUjqK z(zCp}%pyvoIaOOX2%U>#0KjN&$mQmD+ynXp>Wq2IL44+3&&@wl<9r$B1RooI7(8y= zPZ=~wcA_Wmc&8BAIqxM^X@pl|nE7^c#Iv#;1&%Xl#PpWM{p^2`zuL=}8M%E`_Iu24JgM2;-=1QHZx zY#x9uQ#YR&_pWvIxRIC2w>HQ-n{*_nnxk~bEr)KFn-s_0MHr zkK0X)=tuiko+23GJocGC{xpP&oL9i9hR7U-4;9BgWpqO}ZsUppt>S5-tHpv48AY)4 z)IC?WTv_l3|1AQRt)2!F>@xR+*TusY68v_!=E)_PX^`>da;$NquOQJDS{ff?!J{g zZFdXFT7Un(Zf3ufYdL2>Mh=-UkK!fC4Sy04S6~>>A*!BWRjIg0>8*j*FU2>Fvy-tvFNj@J z>|O9?qQieF7gQoUMV1Da zfh+SH;ZdlFqFS_SiHEiJ9XhTo#XE)iSa&PD+x_gr#@^{%V);%l=`@LkTEH0+VBq;h zzJ3b`8Vvd5RdC$C(`!Luzva=}VE%QG{TYz+*l1N(r^>9QJRmMF6q|&*2yFP%sFs59 zm4ifrw;oFT+p?Z{>{`%#`d<%@3h9t%m=0e3S?fJo#)bDe!wVc*Kxv|Ex`j?g@g)Cw zavF5omsQBDv~DL$ge56*1gpa(+k^&-h>#ODbn5CZE1sV=4)F0ts1A+{6)HlDJYIK3 zE6zIihSsc?1b=*XFs-{0*c3P!HsfG_=xFJ%5N&E({4X5+>_zb8UJ#0}DI&rEBQZ>N z#}9h`M1HC{a>@XD15VmbFuaEZPWib4Qi%1LzSK@fbd}S_fK!$QQ6f*j3~=nVW;9%V zYzG*fbhHH=aNTT(*;W)lv?g!?3DlIPyvle78WI>P1vA6-l>j+y)(T)O*0DK+!#u1- zOW~$l{;IggO|LvH)Qgx}hwx~eKGv2C&3S>(Bm}=mTkE!=50xbOx}h6EqL{D zms8YPa4SPQk)Of5XEh#XJ}w%WZX-yFLemEvfrB3AP*0E1*|e@5Fu25AKSQDjp3x7* zpKFtoCsTnI9}kWS;zT-?Ezpw2;Ys{f(9rL6@sy@+l5Z}~R=A-$M4}Q-*`ugOT=tcJ zJ)cbz_(a$#N*WD*~3sA)=|_8@uK$nZf7;GOh*>Ai^@%ai5OX+x1?gef^z6 zLADm2xG^tt)OTSpwG{7N4xm@Kx-FYPeTbT5T`+@8#4VFR2uKl5{d}Oo)pL+U$9uQ` zdcNPTOmn$2AD-K$S;1gpZ{KUxitJYUS~d=zzrghxBP2@a;^YHahBk)8czj#;UyUU& z;CpP)J7``NPmhuvo944Np7L}1f{dzeN9VhfNDgp6s?T_Qe%1f^jMn$!fp4LD04U|%9Y5ba^rZ$e`@5X4Y`$8W`~F>2 z`s4=CkucwTZjEjHEe@sYpykY>Dbkl#U#W6$(p5-s=CA&KNIe8!?qF^{`S9S`zJ50u z`O}ev81J$lDlgBzfc_3+z8uag=L7MsB2;4ei*{NA^H_bQW(AFt>4}Sh&f1S!97aGW z&9I}%oY|(@CWG-K@qB+_Ib@|Jkhc6isKL8t=L)?#OFmlyczpMA-*UZD)K#}b#*wA) zUq;^z>@foY**jQ`Df{pH@$|$B5xJ!Nm%OYKVZQ(lHwA65;`PZ^7GMgdOp8|A&egb0 z8G-l5DNOL4*J}cO7-DAK3MYL^r}J_Y=nF4YiBZJUgN7S;0rQp>hn*gi2>8WPlD}IU z7O*(t2}G59X!5aU%R#?OOy#hx+2rtdXtc;PtirESzKg1{rivpfq*!b#0eT86K{@?v zHTYKr-R|4}}WR>jN#Am@lPSl!N>>g`AwL>{|j$tM5dgvIxl8H*`*!nqhZ!&!SB zq;&LdyIz={Jw4h~QIaGTTF1Le)%p$Yw+|2WBOsX*vdCIY>H+Jb%Pjb>`u3S7ft}Vd)Z(SR-C#(6V3(VV1Ra~T4qiZA1TU1 zu=2@ksNcjGE_6FfF2THAz3$(L(X&2v1UcI368pgk)VbK%YTx=#uc3M=yeu4Xp-aV_)T{DTWS zCBp5e0v||$w#t!XBQv|?F7I)oXrMkRI3+HcNTBqOlQy;o1Pbw`tS18N$zW|Q*-D0>RJBEB~g2HPqUAL9SXFOd8` z{Of|`f-Z$tASy!O5=IE)+&u~G^jd45p)X(q!1nabsQjEjbqxL@FSLQ9Sf4e#`IjE2 zvULkEhy9$o^q+3kFKnmv9AC<)cj=1&&unu};o` z*9J*Sp*o`umv%F*lyy`5K8}`=&$d>V>yFQ6!_=`+DyiT2n%^CnL&-C#_k~;vvrL>9 zzwNC|ag&S%rZ{keno^Zb6LITUCs3XW z(Y`lqJf30W|3kwj>bdje6ydK>VMGQ z{c<>Ezfx@ujD`n}y}gp(d;1O?znz)Y#w>~W{u!DlVm-<#)aqXtCn6s1+;8>p%CR5{ z;ERiGQt2NgJjmLkAgGc_&^ELG4X_KRoIwk^AW<9o7~djQFV=JMbKf&(@MS`D>e}8$ znK!01Zk-GDM&fr)ufxo#-x`7xCbT|IfN8&u$_~~~9fcOl!5$J=^94Bfc zWiA2yIm)pu1XRMX*#C-G>&k!yM{p;MsBGK4W7@bEy6)+ln;arH^j|wR43@{5@MZL} zw`YzsOBG-<)TpWp4h|lO`Ip-M7hDE`#&wT7e`ICBV@arVYM#6CT`9)W;1!n1^Xl0M zOx61`eh5LK)>&|Dp5=3-li?QB#?%;q)S`n`W|+_I9|R7b^r%W~%ICoDJcH<%n1p?U zgy2d;o@GZ1S$_jB0)R511f>{hsMKcwjAgL6n^|li%HDe*d(2OO4dlUGzQY6cw|C1J z0KpP!Ud1yA=#SY132gtEl^T_o=dK@bYEYLzQC0!hlut+kBuU#Q{DHMGH|v%Lo6~&p z1$3}R#XMi!4&TvyXy_YJux*ukRWcxbcFe;lYZ?aEZ`Ki*>G(Qw@OFDI{JQ*wruDMn zt$qrnCR9f8A@kd5{TB~vL<=g`&)?nbJJYBECq*Wur9q!jC~{{>WalS0M4 z+k(^&LM1MhCJ{0buFNcZ0S%p2=Vb$rwc7$c|EC2mMd6$8pGwMq66!GOyzCzVOWQFBB!H`ktaci$U^ z`Q3%ZE*iL7QUCzK%wn61qH96AVvz~lRg%narj`Ff!|Pt(6Ekw3JA8KPv=CGZjcj}Q zu+s4_=FE{pzs-G|^OqG}G$7jh5fM!leyoP-1N=YQ1;+r@HopIw1i;gX~yEwj&U70)53E?H9#n_pVb=;YXE$ccV`0hSXo_# zfYKH({(CtNw`gxVV)394X6~|m7}7YYH&^&IYM{Nq1l=GYr?sNPIvL4`LuiZ_1R2Y^ zPbf-vnN%(eaH(E*48_Di(A*9NbX%`lx*r|X*)ov;oo8TywR!YuuvWjOy7KAeVO!ld(A%Y zy+XPd-1!3K$fCosQEF-I9-<6v6F$D6cuB;EQedU=NA4IFoNdUzyV1|>tE|iX)e-qr z%TKLHKXHs(=C;)z-3!ERf>U^^HH&~R+oTIrSLtOsJXn=rz!)(xrHDBy7&u&*7??o& zY=2$TxC(CQ2_fVN%>An?$Az^pPl9(PO`Hk@*5ib~%E1atiCA#?4!8?xxzo>FS(O|B zH^bm%ZaS%XzT@0TSokUNhmhCv?75+nghk6b0jU!oy0_|VD3{(A(H1Zg=Km)z+`Bk9 z;vdm`dwbi|9Ds~Pj4@2v-EVyG-u!HO@H1&#r^D(c0PcJL7Lnq_8qm~aa==zu2(SCo zdi(F=b+k_1uE~qP=>VfHu&J%0tulFV%F|a)-4m$)Nr`seQ#KXOSU2hcGEkoZflEmy zIRn*dF1;X_?`^!`Xk?TSLPllJgX=mO2td;X`Q{*^TCRkLDf6qF_ZM+Cm=sfZ%H<7* zZXq=3l1jjNon=gf5nN9CfI$mOK;;9xcyvq8=^m_lK2BK+$fkScAT<#j=v&pD^b+D= zlh1Oyu}1IE|3)T^ix@`JO}FF8oX|vVh7P)4J82~Kl*=DwB?^Atn|vInDT;^y0MG>W zm>_cGIg;vab znlbk8*MqFIB57vLnwNd6SEtLBo+1pIRc`4euqKu4T%=wOziw@s zgo86xWpV2XT!3R&Uvxmf4dsgXaDM_V2+G#?r62_F8C^ZbbVtK^jC^|8m{qd z#NX5@#?D(Whp5sypJ#r$KFqK&xmy0Saa2J>PQE=AZ-4IITD$i9%^#-#$&)#*4Oq5M zC2qyd9Pi1j_1e6ACHHrY}!dp3K_8yBY*qec^w$}f`-V#14WmhWW&7&L`35DD5V+Lj3}df zf-ZJLw7KZm0jpKKQn%dS&Rfq-*hX@q@7DZU3~c8EEmvb>m59w^intvD`ya=8KBy9n_&_Mji-JiN;`>f>T;oc#(8HNhE%x)h({c9V7)zWCcsPDJL#PhO8o=R zvciLaTIjHLuh;E9&Nsqx-n4mL>#3xi$Mmm*lnk5EbMG>7UbifLS@7#lwZP@?#3diL zo7;>u=SWNC`XHCdT8=@_^GKBUfL>Ul#L&Nlx^ga13dH)j!kvlZb+&R!8_(ecWv8uY z9Q4BL(WWkPPJoVMiRSodM1)60c#mOWB82X*FhVXS&NyTLFhP@;QL5>agk?jdAvuRlsrAv!QW9f+xMb@=>=XqJR z)>^0@xr@DuJbEOd!KGs1zEQ>)5!nL;sT&B$jWs6~JB-yXq>Sy^7L67!dUv?|eu_^M z!#yz=KAPX&b>vFSMh6)v@O9meGm(Lb^0E6xn$UA0(gTx=D>r7ATJ^ zMdh*sxDi#BXMXC8C8p#?Ja@x575^k2w*t`!*fI{_3kvx4Y@6v;%2<-kW@2I?1R6%H zi&q^M`41aLZ)XJEZPz^4-!ubL<3d~jxlVBx-lfU(;nE;})qtMHgB&`)m-->LuHWGY z*)>d>F`gc8Ew4TU06o$9wR@|G4MC-wn}Wej58th3m)7UwO?6XUu_;ra2b!z=cYM=* zig(%6GDWJ9`N+yJKzKQ8YjNtny4M==Ed-voP?rVZ>DXZGWsi089RR}O7L)bk0;e2o zPU--^rb)N^@0WvtU-gQ-|GBbbl}_1|$U}iSdIj?W<|#20Lu+jEkJ)*v11JHpfI@Zx zwMkqWhfoR+?Wz~+0u((YWw(4Ky;+mE%AHAWOh>myi%NVW@>++G8_bX_yYVRIXeki- z!DJt$W5a2lXW=o)rfP37`{ARA_x%4W$Lt0y!-mK{M$pLld(4EweG$hV!T50DXqBgb z^i#a^mW(SrTL&0}$=L(xZ|I}~o#KKcaRt9Lj0YSaAHRZPERH*`?>@I);f@TGUk7plAVhYk^+B4w;Fp)%#IY2Nvo0k3Q+`u<0p8DlcL-iMvc2x=q{o0w4^4xo?n=kVZ)bBhuUZ2l8ty|Vx)hSJn4Fvg@0oCNh z*hs<82VJMWlG%+|B}dxVjq7|j)4}->DD=q*|CAi&|A{qgNVl1e9)W3Y#WDF$ekW?J zyG&)!{h;^yQDf-0JHI%t*J1sT8w|o!!8^lcaBBni}Vbh*0a2^o^Qll#xd(@{^XX8)Z>!&vS z#f?$L0l>l%sE-Xds)SpDP2Cw7bnL{X7>}@W)rPOeqkpcI**2s%uclwy@LwiEvaZ6em&R#V0O0~*=N+|N)#vNFy`SQ0b7VLK?PI-N8>+p z13q#JCr|ump)Nv{trAW{$x4Mq5fI0W0}YmV(8Ibt)+3l(0br|pLJdsLKAcK=sT$qjv%URXn2O?B>Jn1TXofedKGK=#Hi~& z*!UMdWM19SeSxJVH!m<)gtB~00Lw7e@!LRANm2eL87K>2<| zUp-dhp>!19sbh)wD5F9yppg;pWFpd#5pMAjcJj@`BeczeDd?G$XcI?HU6}6Z^7d>9 z+-b2<7LS%}ytM6_q2 zlT~5twS2eocT{HsiQ*|5?Yi#Izxr>%beEr9cR$f6K256_y`~o2bWHTi)GTDf<+0@ zX(7($T8k{bj#i)APZA0hZL8MPh|RJtxN?`At*m&XdNgMbvyfqA8I+i!Ac!CnDK$xz zxs8;OLYLdyrj_e89o%}${9*0m_^93ppu<}OL3C^Ozq^SO4OvmjJnR8GW=$%56QD6M zp2HpjqYjC8=IF4frNIXyGdN#s`MlS&%cuV_C1o<15ix+J0vJQUfHjoe*gi-dR8m6ip{~T0}s3Y&cKBn*L z>M3g=N)o0+A%Sq!5Enr1c=aJ<0r0JVqCTZ%M1q0e42JRHAg}rEmiNg(Go_N5t)jAW zVTB5!Dh6GF1LOX8%RZYURVeM|;YKNeg`g7fOn`@nhk=2?>V66qK7T`wD4kZ+t1#!( zQ883eQ&ZE?DU*(rHjhE}S_!{vy7DF0b*Ql0Wp!D7o=S-v{%NU1T|+kg8L5m&hT29R*9kmmFqpT;stXq<-&o_x*$fByG$ z3HroIOHMCfP-ZkS5>*K)L?kUlMjH)>1n*&lLb^VAa+2BOKleAg>&FiAhxz&WWW3}v zs=M37nxq3Si?aHoqoY|CM=*o!8X*o0@?Q#M!Kp?6Erh^dt#{s}QPQC*ODljEu%D(A zU(!@vR_4U-c>Zye3vnv=oG9+IMhqc`H(5VV+%Hr- zo}nC9PHa)3ak|)%iLZDn?+e?!h^$VY`0P~1XB}*84ll3E%Naqvm&C-t0uv%3+?k3j zHT+(@M&14Zs!C$l?$c&(kQSA1By4LJ>0%-#5TO93;v1y|&~ki6$Xu=RKbtFeusP>B4(~{kbXZ=Wg|MOJw-ga zHx6kjwxFWV0;4HLteR&|z_J5Sxi38RR} zw4_XTWi7G#Ns0?N0!+XXQ7U^F>nSShu~8-3pdOC~Zd3%#v|PANVmOJEPy-FY|Da$S ziz?49Vr}7CPlikPO@C3sFi|XeM3Jw4SCQ&z*AX90Fx!8dQYTV)UVe%Kj^KGPtER3V zKM+|FO!#)dUL@-X+AYW&f z=cB(6t+pO0f+hj=rG*}1LaISxyO4Aif~S=TWP*Mz_e$5*@Dy!=S-T==e|;=E30faJ z;$RPPNv|n1=J>xxtCq&&u@OwBA*)cZW=+oJ)Z1*Gu_)({b9w4P1Lu+CZxbTo!nlRD zxVi9Ad4v?$0UmFxT>r6u6lkF3OxOSEWjEG_(b{y}=fUghxIQ~KH@CL2u`x3PmduNU zSh^F7LE^k{a3t*QS+m!j3a&h?x^P9%r(p4GR}P@C$$Qetd0Z|-sWlb$HmAOBuj5}| z3GA1n^b1v{K}WQi@aO#3{K!EW85vMWUenzt@_^Zo>GEDVKjdk#BPrrl}YR%r1k zGe?R9xR&KvqhjQkWogx3p5~L2lac%b3=>s$bZ4}HA5G1VN9^e0X8BOa_H);rJ`L&p z&o;7Im_b4b*?}g`X9Svt_4}9J<5;~9UAN6vm7e8}OUCFVh*cge-^l)*pl3{VV}qpL zaN#W08eAhe)|Q=Qt?v_}WNB9w3KI&SnmMwT$X&8F3IDy9gQsB;U)xBVs}C9hfr2xo z<&n)|*=4{;%5BA}qt|}8QQrN;X8FB)nGsZGX&BLX(3FWY@)R!_OzK32iM~%xbt&!3k!1}&-xU;8S;FVLm{q8I(YQQ@)YWD zG%S8-+VvCMyq8fS3~RL~%v^jK9K(W>ht|Rd4|aE1Ui0rAqo2gnkzy9*!Du`Q4n+Jr z7#!vXoZj!1H*3y-4tmw(-z}YwyoN?$)klYLS&qU8?Q$XX-mmdQ6{(#AL4zT0BbnW9PhWk>lkt>=2p8%=)i%);XYu!(cY)!e z;oKseWL2?xExe9v(?9(kc8hOW^jaFZKk&3P@p!m55+z!VF=MBf{?^xtxBm8Y|9OcC z?zq~(iM7G8+oC};JcKT&XT6gdQ1NvICdxc*OI-P9XD`4$v5xILFvCz}7j2CQo z4r<6g>?LTpHIa88OZ_*WN|g-HK#wsai<_GUO2A$=(fDZDE-^t*%HwUVD#0uNdHJW! zZHAkjX4my(*x*8O^ZwwVywr;1W3LvWS78-KY;1psX&U^?(=7>yGa* zg;v}_e;&HKdh8yxf7&vXmbd2ly}U8w7fUF7oUy=W*7ZSB!n>6HT-cJF?NJ!!o`_Gc zz}~*$#nti=v3c;m;XiP-6-HA+h$MKsB8Xr~q3=%ZLhStI$|ZndjPFiV79WX-PPnBD z->>@Q^QRGyZkU(EvLmtP-}(6S=^;0SVqGjjnp!X$uWsBp{_MR_Kda6l80V9ifXF{( zU)fvHJ+AzqJWOmuR+1?CX8TAQ?Bg_oF~yLg%p|a=XiCwvH$SrA;(~2B6Q4*9d5^9+ zSIwuJa7+VVj?vMn*Z=M(yY5h9gb};WA7GG^@vqoLJHKfr+B?l{Qz7258P(Zx#TV;y zmUN2Xs0k&WMaU1^_pw{qQ=6t!HOI%++fyZU(7Mcy(2+VzzvLhV*&@|=E1F;w9Rr+; zqhZCD!4F81trInD4^v+s|E7}r!-cyxiAObVU;o{m%mv;t3W*GG&Xu=@VSdQRR$F*dlwyV<>8>E-lR! zvX;g(MkxF)O?}lGQKcOz9f{RyIMX~$6Yo<^+Rw|mqSi%DjU7qG(uXQSxCbj75c&Pg z_oevr-_!VTt-p>dC0{Q$33;)1hXM%)VPTT6X_lz!HXR7+-e2$_-Yf#h$hq?Qsjy|s zltM_dM*b(1KGKG|h5Cs^?d{)((FZIN>)>4&pK3hZN_mA5$> z@-g?I;3?3I%$`{;L* z6BU3gy5;pg)Lx=zyxQt}?G1Hd1X_JI?3g6gh2To@?o>1KUyyygOpEZW|m49_dDtgNGO?~tdo2$N_NBuRb5 zTm5C&JN{+c3ok&@z;_12&5h~xY3FY@8;SeMp){g0sxm!s{?h8Vf46CL`Fc5vE{wSp zdXZRi3$}^tH7=5Lj-{PlMWRuRe3CrvwTgdF01Qo+Ys~!#<=IoqI6a^GLLZm@#wVL~84)sHkXZ9V5pHAw>rbeV2dI(9lp&s3JD) z6Z9yOyU~UZLFkvYY0iV7!qyZQ^ImYD|Cs;*X%EP#*=q-#V|$YznUjUi%P;nC~NCtB} zf|Pv&bt~7D;3Yuyb7q7=Orxp_>g>A1r>#3E7#H3>Yd6OD3(srs`vMRq?qayUyiykt zUNo!Kt*`%7hly{3ny2%lFZVX&oIjfIo^$5mZj~>Dq)Vumkrxf`V=xttj)Fu=zf1pW z-?mfN(BS#dgfJTI{J1mW9y#B;^B@e4kY?D$hZhz43}o%fnZbZ_gAmB1gY6mOKhOQR z8xCM`O$xE-tr46zN~65e36Ur(>l6#u90-y%qa$#2w|}lDVV)IuTqY8J$_)iQ7>)!% zyjPQs;3yk6emWIsW`z1peaoju4gw&$If`yE_oHLTmFyMRZ;9!V5z+${#{U)x)fN%N z5I`vcBpnzUo0@e=>RqiY-9L!ME!}?tJzKo+3)fQb|k~qrSua5>!&Mz1U+`?F6R0;iz z=&o4DwX2HbzxsaM<@)&Y>$TSP@ncGe1^59^{zAeSBS)) zU`7(B>{stBrSY+o4b;l0FuCN)rw(zcBFy}P0;(v;*uwn_JNkOo$zlz8o2sR$;r`17 zr(<^lZa}S1Gd(P!JVh=+i^V^ORes{c!CeyTL0w0O)|4~d9+wz@ChBKlwUqJoBd~r) z8RaXZE9SB|w+4_*n7t(;%Q?-GfT#W9lv6ke*rYB>8cZl%9JI2cn`+l%I`r&6~7vZ1T?1#k~BR zMLadOH1%KCkBerrjt6iqhfth&b50;{WxCpCl-qXQfESDhx{}SooL@9cBjnhKhM{w| zk0=mJYXwvvo0^)6if9r?eqVcmat`*KTcMDd8l&#lm*>T~xreT9f(Bh#JaJN@!lb8w zS(hh1cyf2yh1f8{7?|DmGhNBK~cpEHHoul-c{*|X64s0^5)eNG3n+@Cm$zfP3} zZZYM)Dmm_pKp=;&8s?&gfk}C3l(Ar{!T&@jK-2I{)4Gcb3$%%4cX#fK(rE>y)>@IJ z<;BHqZ6A}bB4<*)(jAtFjBo;0j+~W_tMpnNhsKaWV<%oosMx>}88J7mYGT(tH`h-q zu=?>j7Bhq>m8Fnk@MZUw&<8!JMM z)`!$iqA<#yY=Gr;dRibw?sQh@qDcIfM;Scow)H1c*+xNGva;oagqKGxs}$)|A)rr~ z3d9UKZF|M2%}lT7hic?rOYK*(o`!+UC)I_kFLHEMO$Q8Lem@m>6eaweSsVF8YZ(_| zzW5~C$(^Qh0jD%O6L-cRjjKW2dgHBD1_k^SPQ3nRx3_vOgOp(nmVy6_VuH!+z4`=5 zGy!NS5L5y4;*BjW0x*0U-vv`m{Spi0up|3RRSM$xb|O>?BsDZOyWVhW2U!j49{}LF zt*z~>?l)qdqaZZaB_=7M?^0C)HUv>UG%7701I)#EKW|hvUL~bY9RyR<4r&7N1XssS zQhK(0EZN6EbV7=dpIzyQ{k1x%*X)P%zlx11iIwdKuCZ~cx9L<25#U2_RIflaRw%xL zu>Z0i#-&6yu2>uli49H-F23Woko=rgP$L)b2(J3 ztlAnHa6nvKt4Bu}^-xY}&k^%khh+MyY^Z$dl!~@Ls*hdo{mb9?bt+bjg#M#t!ChAx z>Pi2p!7o&Qu5+#90=~zmtHAd8JS!@e07Nfm{MRXXko@_O?uV!4X`9=j>+}9Zc`MP6 z&a1@Tp>LORyp%~-l+4DRiwi9dN)tSi5YRLu2p(@lT*zZ0t$R}Ed7P{1ahyu{?|&te z!sNl>J(wGP47kFTMh=%DAB7 zJ!f#dv%V>X@w%PY+5|A`#l^)bDJc#)_?D@i^)KX6(yXa^05}KWFO7|k#sRA3YKr_t z)zyj&d$9ZYj1!JK^FXHU3BU#d(6D6LHXt1}nZaYX_S4CP5K+{gS8msM-J!CL%KVJe zv|M`O#-OH78UcGI?3M&nYf;r0L0=VyL4u#ixxP`kij*Mc$Q`VK!lULpU=N=s32*-0 zL9%Ve)qc`~*o4#Er8oX)MS^M;Itm+5Uw9=p67^J{A+EeZju)I;PJsdqp%5_-746!G z%N6(e7xLR$`g}$a!Gg~@XliT(Rg)*W>TJNx{Bb*+EX3}@@P*7bu~}8^MMYgj)#IMF zd10a<$E5}i3kzTLT(_(@n{VWgeZBZpm~es0u@uMScwgPnDBc?+lBAYI6%qxhf+&$x zH4_joA3NZ>cjT#P*ZN_WZ50Z1-S4k05)*$&FP>m~+lo^=>mXSPE-^3#Z~V&9v#{{; z@v-7fgaI`LKbfoU+*nlB#gC-Y;oRQ3;qBqc-Z$Y(!h>>ZNS^NPY#ezP>cJn%Q;2#; z74&C+2QO16mI3DvA+Tg;Zfj#_uDn_|0J!0chjWlccr*Q;4od)?(TuUZDB-V|6OOZo zH*2jf|8Sd$fV9y#*VK(4dHXu|5W+_H+xoe%%d!>d=6LbEl56VYRVmd!EdNyIhnlJ? zhpXQsfJ|X|Sy^QM@O1|tE}Ow-%RKx_v+beCC1GSKotbqy?)>87J(fgNUAC}J+j5VH zVHs94M*6<>aYn75OOl-;0<8>@Lw)~Da|{b!3p)a1SttFkmH2h*B3MyBiFM@~NBV^M z@6_rdxc0}rg9_O|^1w+%nQI`+q_07#N0CuvcoWIjZRsS$maK87*b9ed)B2& z4U1Ja6246B&iU!j^6n6GiUs?E+8eKq?EMM zND3&;14v4Xq;!{nlr##`2+~MMh)8#bAl-;`NOyOCd*07~;^55Od(YW>ueHuvMz0Lz zab-Dv6z0CGSD==no9B|hMLvdJH7dk&jwDK#&zdYQJSa$Vxl7&D^p(3*jfMcMq^j1* zOsC)jEcd5eMigwCB}Q$CoJTlOu4x^*8Kq|F!+{&Cnz|Zbcm}4nP3J4gX%{0ounb*z zx&oev?k^EW#Mj(hY(m!XcW>wG@|@l3#R$tk-}RjTzJlX1Dd2AnX~*lA-a>B$_tU4l zwR@+w6`eMAyaqAI3h3@tfq$6oO4wUHXFcx3Flq0)A&zcl|2qHp!t5t^%4zC;+2~D_ zI6M2ZB`U~GiA8DN;lxIk3~?FHRkz9NWH2CoE=ig4P-D0~z24=AYbWVr^#8_+k7F{T z6;9k#pc=lI%P~{72|&{D^bH1GaFG~N$vDB}UHNCxm>C}*-^p25v)`S?!VN(h3ptIF!q@1SeiVbV z2d7P{c22|Pqdz!%bG-CfX}YCSNBgf|xblZ?-?txsMEfK|GuM;*+oL~m_Ul_V_Jve$ ziFhf#UkS(%?A;$ny@g$i;_HaQkdD9qs=JE1GHG~5C+Xtl4RTzc&im(f;k@Uc9~nPd zj3a(oewd$FcqH4?X;LX7WZa|Xv$OX>Fx7osCsOER>kDz7^Z)}Iq<0)HN+WI8&|TD+q9@Vc%@+NswZ7hzOz z>BKu{DJi-rCRUC^;Udj3DJ-w3b zA^*wb*}l(nUM$U8-=oiIi%$4BT#VyiB_&+|LAffy?a){`73><)0a#C=KxdYcH8CQ|Zxh4uyGHbW#33KB$WmIq4 zevX)>qmT-5x#HWny#KIi(PLIWpk}_f>A)VyY!nq+>qSNp729ic5uFy$*LoADz(7Zs z$fP=W?)gRw)q8MoP^>&?nnG&2jWX-eXNH%>5SiNP2W+1XcW>qhZK& z$e&Z^`mQY5FWNdfU>bCG(8KY`@JEHqt+q9#+F>%d#ey~Yf2O9(ClmK}bm%5)oj1Xs zaP9I2O!W9x+n!H7dy{Hj;4F-MalDx${KQKk#74A0sAj9G|8~tVvEE-cjg>57iH9Gf&c+tpGq~ClY<-2#}NG=IgIBJ`(HyR&k zyfn)!#~5gB_LDI$HvBVvdy&?S{2}se@^zGQ`V5KFRLN7--+?g)UZw@8sU!jT*w#vf z;;2T*%~2#6?KX_`dZst|yp}VRx4+}cM97jpNO7kX< zAPuk9ple6w8G2Gyyn6}OOy}U3IW|3QQ*bO)^mOL|KD6`h!IBFjYD&W3ruQ>154+)h zU49(4@5~#2`DTY;&R$(TJzLiBIQ6PvnZ- z;ShS(pC3Q})++5_RO8P9_O^T3GIg{)nYp5mA;A2>XjR;03+FDL_Eg4U^04)rW5@7U zd`AV_!(?o0!<^zJuUl%WV-hK+HEDgT$FV}>r{pk+G#ye0lkAgLGiM$OQK`_Q#S*CT zAbR=cABi8l8s=R|{u@QXeDpN(cGZWTyXI>VgWe5U80md|aZN^)jyWO%k{|ZEBaPzm zZ=2A4C7;`r8}{E`uR80K#l|N6YK^Skk(as9%kT2IB`Od?Yx|wLNPO}Gd&W^{HT){8@xOX61)H`CBd`D|75RQHv^ZxRT9 zQ~vlK=Ij>EcN;u;uZ!M5%J_JRu`6k2a3?s*uS9sZlbJt@?o{C!)pqSKG_Zp9`I2{_ zTuFSX_z|wX_CcUk&qgJl6UoBWjm&yua!avcD>_{?!QGf|5})Eu{zi0A_=-^kpdj0j zzfoM}udvnpAvi{_j;b8fcX5{*l@`4@3#r&BNL8=5ztEGM#TI$AuLp^ynBauD&yb;x zms(QAXz*FFk~)Ln{ClIVb|;E~ZIBhv^Dd?;tP*HhE=bQbFKu~UM>Oaq4ojhZ?+fArq5aUG`BZ40a7g5e7_u zRpY!Eav`@ph+-Cew>GF3`ln7Zd7Jf{-0jDp7ZDWh5YT>gQq^Q@YwNu0x&^(lkki@x zrySMXRI_j`<_eQ80yC=Tj!WQLsVtN(cx#mS_ayieG{si7wv_O5xTB$6;=&Pgv$KtF z=l`?b{vAvhyk-y;_6n=36j_?8Lg=)PJffR9@y&_G`KJNoERGW%vz2=f`6N}A94pF4 z#qpLLYal}8afF_{Ff#u7!8wLX=`=p<6T0tfz+AS zwd0mt@17@Bo?y5uWk2aSyZK>3BW*R!$Ghd@-JLeDJ#XzTGwX9??ZMcuQBhwz(*8L@ zoLu(|W#frbTVb~t>JoB0-OTw_m~?b{=O0FeMmULzUXk*TBY1OQMt;lQ9u>L5nZ$F0 zI>U2vz**?LN1rB5oX9A-?K? zqDZ$Op^C9_X0nXkeI4t|)7@RURU;e1oS;Vv$V@ABOWbSJx=B{?I+CS?1ujrmp0 zTw|XqrAs+!tqigO?fEdU{QR8ONq|fQVdy0L`$KzO$O?cukeIk{lK1*x6{Za^x+(L_^m_TfU~8VKve8z`N~At@WJDa z7gSgw+rXhigjuOc7v!6&MAPnaD?lM`$zSGz}ttH;4`09 zT3VVAnIiL;{NY2eIeT@n0^$_Kt+T~QSJCqYk|xbsfvb63pJ$g_Wypy9%`XfuS$MNf z=Ujc7yszzQmI1nngIlC7S-ENo8D&Qh<2DQNlDxdUr?Vcrza;y7V_#@3`x>^Q$}m-U zc5PzHCm$U7J=gV|85xOD%n4{a6nd?hBXf^R=-G;?%RgK~q|hs~smkf^b3@7))ZX&@koF-=Ee9#;4-V>rK(oJ zLpjE$#sz;+dr5;nHr_;Nk81(-tAShAo2 zJz3SdqKUt$xt11eINvVH>#(e|56w+#`w%MQpu(gl>mhSxQJ|OEOsD(8bKh_BCL~0n z_*zQKcn0IaZkUIP(CV-#^Y;OwW&HOPmDPI>h%EcWN9-T-F*i7=7`@9Xc~7ZPh{EIl zIPf0fJQcfk*vzLB%+wak90qCXsKYx96`uW}#r0LXwW@@k=@C&CqoisUPxGEGq%_Q$ z_XUuRRyOXx$Zj^S{P+z*T3NYx2{Q-2kveD@r$P4x2X&t3s^=tb)S6<5zlFk)26dv2 zona<4ZUdf3#m58@IWD8#i|yf3GpAJcslpy7rtx|Vba@&D?-8%|*r|Dyrx6Yib>rpE zCG17nGRSY+*w$FoF2*}V_yC+jJlqGJkDy99$0+BzdO#*CHH4$U)04_=ip6saQBAMp zD2ce6kudj01~VhN@o~ye*X^tC8J= zY%a2oI!;gQF)UO%k#UUZFQpfy{Ai&sB1{od9$f=+5FN?PQ+OX+=TybOcT zoFHsw(6DQC-;eqJ0@iecV*Ti$Fx>^DXI;V8`XH@tK_B{gTPX7E_|ZWdo0||_mH`2e zLk?th9C8K)Pc$k~5_rt}W8}Z%ka9M|k~rH}P^2mdiy1`vQ#Z>XP}*r!|1&%`@|U3Trm}2Z<2@*d&MqPj+OdnObK=II2I* zGx(Gtp)LMs*z6FTCjHwj^|VXL+YttiHrv-#Zuk%|7s_7!&p()ukzKpIlhXa>>YR{K zQ3!r*I!716%6?+2u_qotvwh_Gv|PL4{V~ik9&jaUonXmAdyJ?nKvAoPJh_tq^%SZ( z9CGRGg@g6X-jevho*?3Df~f_DX6Um=5T6zX(FkLf6eJ9m6Q{$i4>{uLF-TLJDz10y zNhWbfUznsdUf0>*%%ufVdo8(F&AfrgkR|3m)qL%s#0p_b#m*Y z^%{fkivY9yPK9xz;L`9ogyC7LY6G4&X{z?^iH=BFkt}nQ(Hdt=e1}mV*9DW{oqxHa zBFB)}_Ykgb?^Z3hmi6Ywh6u!-)%lJddyQk{JT++c&9KP3>{{tdPNC~PIcch`y@oKtvk3voEC%WkPVm+RM-gVXm-`} z`yJG`2k}k1wWU`O^#hITHS9qOl8CH(FRun{(fdghFZ^WsI`N}O5;$|xM;j})*47>k zddUjBmIS;E&3121;fF0H*o8zr{TjdQHdG&yd%5bphN=UZSczf2MMtA~OQL}H5jN+JaJqVot2 ze`{#)YR}}M^4c1L3wo|IccHOPFgi5kFsfz#Hz15Y8)|7RH*fbB+6WmG-a1-li|W?9 z?Zae$40#TKzaVMWxomGul+CPGmX|*Z$#EkOCEKJiD4i&izB?{?r06~&xNQ2cr-v`D5s44^r5NjH^#7W7DlNC8M6LlPf^5&tbI;jB zp^p9~$LDm2k&LA2tWEp_I&*dgljF!+Xhq=k>iiE-0#Xh+_z_nj~eYU>| zX^${hb%Z~ZmIPXkeDl&fYShPRBKdH2;P#Wx8HV|5j)o&uBxvM(aw#71%(?D*Nxp+r za?Y}1M7pr8y}i%Xeg`hOH5*=NDb~ZsIGv1BrDpdse%SL`s>&7UH@(qJnCP3L!6XR& z7^<`I%0}?x=k}AAMIO;7n4s1(Tpf{(Ozztw^}8%3(!?T_l_4N_=Bgb_5g=8)SKT1* zSI01fNpG{f@>h%zuU(?53Wv=XQZl=u$n_y56WpsU!yu2huaAF@B5)oWBX@u+@l{GR zSDezWr-4jEo`#rum?@1`;P`>X)_4h$$nE(+-L!=DRynMgm&xB_E+E$N&+zcV+A(af z0xHE2b6HqZ8+3EobbATWmqhxFxuc{7_NUzS*vtbKyUMS-O0b zC7a?{t#y zR($`y;)g*6%f(h&x&vD6jxe%2|G*?iuf#~oVGY+{t16$YpuDHkv8+4xFXdyY$~JQ` z$seKd$l{m*{o@l9H&;0!Oe7P}2GtY!+N#Dgn@zf~j^LsB$NvseA$^DW z(Eu%xqCShWQ-VDnJGzUql&7vSuQXFbtKWng>C1#(5Ldf!vE7Eix4wqOtaddg4yAVi z5tU;%7u}f6SQqywaf~*Yr&6Iw@5%VKcRwlNgB~P08NSAf3kxprWQHioi+qb

;vvajdp+grgSC855W7f zrx%on3Bn$gtZrn0Z9u_>6jM&`E4TRA#Y)Xch|hwU;p*Ob zO0=jUA5^VN7Jn0KqTOR^mBVFbhK4LZikq*BPVlSL_emKib2bef5i-qw zRkq!~9~4qJ$b=}S$^1_WcKPvwxhwO9aJgoy{PbXnL6*zCe~>9~36RbD3U!!3vb2g%DOUtee^=D(_tTC zHG#6eKbe1ks|n5;!GJ6Tp7Ki1=21^msh&!gED+EO-s>_s0M~yV35gGRzv?eG^2Q2u zTsI4<3UzB7XY1V~rjq#WX91W;o_1eN0lf0NpgK&Fh(wo0*u8;fnS=1;CAvA-mhX{q zXCa9HSN{(%8`bUHo<-hjHoSL+YYiaUVn1g{1~znckc<6%yZjG$-rqpRYx6O^P_dJ_ zkzi>PiRDJd>!2T+gE4Xq`#wH$i9*)AJ7Is)i6oeRzsKMGf`a!Mh1taE(C4x#8H_Bp zMEAmcno@-BDRU=E%2teDx-a04a#+MhOaex`BTGKW=(9WrxZC ztu0;74@L&}48HwGlUI*tffDCZ{$#p-y|2B16%G*Pe~smP;kKuoT|OETl+k$w>3((V zDOht#E2W<_#v;f#_c{Xujn$T^KGVhAVQ!vt=lX95%9Fz))aB*1R1=w$u z-Lr{4$M+Y=n$Q-;y+Ic@MkHyQI1rlK~eF$FvM+94*c_kVd@+6mp;3f3_{yF z52fUYI=7d%V|JZ%eqs%FVho!-e7!*{;cFuF-UBTnJ~u!As>n8O3vov(-)8qzp6pd#AX*yI-#!8`f%_o{tY zaHv;c_C8vq?sI$h0vbIie~o7W99BwmkPWQ8iHMo{H4(znCcM?_R3t#8yUw3PJK*&q#+m^c# zJdRc6V3`Jk)_e@J8stCUtb*>vx#X^xLf>yUAMr1XTk=FdgJslzop_)G`C=spv&7$A zF4WxRE|{ctpS1KcA3Vp8V|>$M?!DJ4o_N*n?QHJ3$)Nr^IB0tzxa!e6m!2vS z(j{=|N4sZ0$!K__dV<53rd2Ua;&QiA;NU%rt^y@CoULlcKx2dC!k}tmAV=*^2hA zjWH-4p~J^OZuPYy5%W7%?A;nI(8*CsgJ{|^KD+ha)kDUwZ(Cq|T8mS+X3G^x`^rQY zDRN-}x9NCHfA`>TN>)UW=fRgWL`JS|I?6xjN!U0ze4vs3D(0)&P09mpF=B9paK&*1 zLh|85($HRgpvor~HvPVuujZ&v3Vsx9vl_pYgpu{YtLZ5@8!KyGL4h;!@UPm#Z&>o0 z>&k?_m<7q)DU{1?Qi_rdQ;(Fgr1I(LyR>nhll=(Plo{Jc!$adxritB^Tz%iLU%@%K zB(KPdh8;xb#$G$~&6rUcDIuX5IUsT6UhD_Q?!1VGqXra45l841V>W8=qIk{_38%Zz zRA`l%*W|22OFP{V%DYgpHZ_YgzBvW7%g^a7;+zr<&)=mgLfT z9R_6?ZV`_S#|+K7-EF^!|gVrjCOzoAoD?Qr{b|Z`Ks^;+uGh z<^_4(t5j}Wb*K9s_pMVY#yo>bEA=S@cRs$GWK5r#x|9@#WQ&YMfo9c7Y%Hsi73tfX zA47|358zakIvSph&;4Gg*PUi%g_>Q@|H$Qn9vaSo6)_F|5Kb9bP3frNkl1YSP@r>U zKX4w?<9A$=sR~^*3WHhm?PR$nAb5kYnjs5R$miyY6|8KaS8zOjxicUgM!Jtk;6^l? znm@=?_nwB6Rtl`=5OmqRN9fFw1iMooiq2B^|uVJG4Q+u(FijpzVLl8{&wPSvs_C(d`giZY)KmkMNw= z^Kg_yD$c=~!l|;+sNhu&9+&cI!p1uUC^FdMXl-azGdmW$GqmdwXiXJWUu%*lKh)9D zK?e2tcBeWK`Be##i7T=YfK`ZnuHOAnKu{1E`!$Q5)0Ohj&JEr?X);4;2DM9aCTuugAT<9#=69a+( zmZtnQFF^l1`-;v1YT4rK%5W6Ln7(@AI(|PKN8!W?)hh(ll)bJkpX_wEJ^UfH$5shU zLU0Zd5i{S=FtffKAN@?QE)n>Kou>d*py!w_jx2{rzpZTpX9C5@FJZZf4d~mJ1-5D=WGTXx%+U26|Ih?@>J4gQBJIm>~O}+9^GUS{Oy8 z&BVf$M6k0(8&c8yhe=~|W05FMYKcV*@g6Liz ze1}-w?AcrB#Njqn8T|5x_^AkT-k+c5Jdq}!MShn1dIB55Vl=aefXAw3O&R+SCq)M<;P-MHY^IgXXiV>~kH=; z8));Tt}l@0thQtnqY9u&H9$s)#-#pJ5<~U~Se_w2g^*81TjtAuZuHqPqm#VEIIV9# zbv!>FQPYQhdZ8+t<9+_ITpk43k1k_vA3bN0rD3V;aLE;D%X}~vq(_lc9viF1?=%+| zxWWFJF~f%MavR!b*aDbC#-3H&KmQI6U)ge z3-=i7>q4P_Y5r~;&OXWC2rLQbPJj8T_T1dKNaHO@QTq&cF%|vCwp~I(DTq?;x@4Kd ze%8~2Tx__%c_-&1lajlf)0pzs`u5E~y6iVxQnKH&F6&f7jOL?f1vD^Gatq0X3>Su* z8otWD|M3H9>Y3^HB6OB1vN)st6O5?FUt)^1*!jp*It>d$$9a4V(O^2fiPnq9fHW=P zBku4`ApLSRjQvUAaF9G^oO)K4TCQ0M98_i3x&AF0@z6)M^)q@p1=FVE3q%VD0FL0N zVeL)6YZew3cEDP4Fo~t2s?wJDQjm3=PKet{=|FOm`!|_ zB1(~rw@Si!+ijExpVj^xK0P-AbMd zgdNmAo-bd9v(}zZ!fZ*^|0U=}IC%wxPXSpQ)OoUw#%}#WGvsA}uGvfGfTaiofGJRb zWNkwlSXX?<<{VnzcN6SrZ;S;klyrNG*l;F z#$I+I(zjtAO%7sENO%kAQ8@G&2p+I%IYMwJ;klDpRKz-iDON8ItBT~&H(aky%5z3& zkOBFn4*b?L>LB=3dy^AKc;F$gRZQ{ch%z&yt>af6FCCP}Qu#iJWzqOX9;mcRdtP1r z?V0;YE=bJxk@|NRw+HhP($h!Za0Rbpnr1Co!}OZmy6*nh8K8wGD)YcC@stD26Y0qp z#lBy6`$&yXj6A-RdI*}SASs?L#P4Nq_TRln#BzfaDpI{s@A@b#G5JD9(G&D3jdjmWPaMHG-JCg69x2JOI<+{E+ z9ZMA{zSMX-)XPkxb)R+6?pGX&^`AQUg%bBev$2ZTlDcyeIZ?sUs%v*V@aEc<*AD7q z9_}e%J0uyn&UC-WxT1^^(;6o4-e+6dNXXhN&}@xnm(Ln%y!$Hi^ABG-{2@sk`hc3p zf>*lqNF~-2>=|MRpKreI?yNr=mM=3OC@d^Q%;)C42_?>(8c058t<(%(d4KJb6c!d26!c}A5p8}5 znf}Gz|0iV%hBp}cS3`bMoX(><#Hhjsg_w$j2QDGq`W-ax0!BvjEdl0fUM`UmTE?#n zb!8JZICb-V6IPutuAHr+LPYRw8g~19{L2R2A$M2)<_uTN3oJwK&uM zX!I$cyji+ljZGi?&+)uOjn^-dqX$0&Jq(wl*-FVcI^WwIZaUP?=Ii`Bknh`ty zsC%N&m!|ojxMk&wtt9%QM@GJ$bFT%d;y=W-8^yds=Gdqbq!RXa@yHb(!jh$Kd?AIh zjNEPX=6jJ*S2X>f93@vOo&8UUAr>(uiZAuNL(%cg5zzKNh$nf|vs$U4QSOVQD?y%tU+I^XE&E%Qss%`hgQp1E?o2|%8gN`KB?b(^<1k6Ib4i!NKNUshUbfeJ2g8k zJx*(+=hCB0=}7hmXw&v^0PE+gyy&j1DZO`=FM%}l7WJH{E?Gq2qT83OWX1{ZKxgHo zyq|>oGyp#YENXWT6Yw11_6081GI6P92{IH!J~G^?WS88*2E3(W(KJDewXdad7ne$i z6r)gb#zXUWWr@Q1{ct=^kM15ZqIB#cS!B6R=1w=7wxxiqCulgh!Q5}}8wQ3C)ur9A zb%O>kd9NWW0?%b@-o1UiBwQF`&4VG!_y$bh+B)?;w3)%R;RtAIvSuJNwz*mLaBgAq zvG@6!HhcXCK;>f&pL1-au`#k{px$EGv%FbVTeyJ{TwSY0{cL1qWqH$ivgf7G%ce;UL)XY17$oDClPRkj5}A&EExo>2ht;Z@RtStx_s3|c@Gx!kEu_(jiwgJj`Hpwe3`Ft`+jzt~>h z*-vz9;`7G-GA=%%k{xI2 z)FuPpSk)*~Y_682C??rBM*PkABS$b1>pM-5*i?JF(+R*7ug!QdmvOu2Nm<$x+uS;c zTm~*;9Zuw=0Np)%J&iYx(`#XWJ5gU#%VbBw zTHrF{Qhv7jY|q+Iy`;5n)!LWL#t`|)%;mf0w_=-#(wz!8Lm>=&s3cv<^>2}90PhCg zL6V+up^lntoqxbYD-|JVhN9ld*B4z9ZJ1obXH8$!lb!GLbKXLk7tdi+uv^<7gHGzd z?&wL&pZC>H&);i@l9rN{+iuVNdFxYX-9|E%%zRqgiH0}C-*o=6z?n!2ac%&&A-2fp zdJ}*Ml(&Gc3g)>%pTd-_QJ{Sc8jq(q5;@^(0{p@vhYoa(l-H#b`IqSx)?)(1fr+vz z(&ioE{IhFW?wL%b?Qy9mb!MTuz+3EOG@kd_6MvbJe4L_q3#5&pFN~do^j-+J`Z-dk_=mxU2e&GQfzaSy-^r_X{iLlP#mH!~PrTjKRx$ndXM_?w^{saR&b1grH|{-pxdk8jLdx(?r)PMW=G7LuDYbdb>-G z&yADS{j(!tPW9DHf{e`fJCmlJhg8SSjwCCVbEkxj@ygwVv}OrGq2luT=Hz6>aRE}A zwcHlJTYj_4*z*f<@g2+kQ?Ri?`Zkj_oS$6X44l0i=(VIn4ZEHRIp@zec zciauI_d5Egy`1!?)ZdIo<2a@|mUNta>D=eo^)j+sRAlzUs<3+bo|Ry>=*{(1(e1@T zoO-Dm^Kx!b>$^gps67PxXv6AR7a29M8d~3*+%r2}>zw!SewB5STy_M^;M*TQlY02@ zPO7}isvVnnQ#+|`oZ`O%P`jQ*){o-XIRAh+-YrR_$c!;EOwJTmkTTqe`@KQnbj18> zcZ_mljB#R-SC$`8Zdpcuw{GMk@SP^4fGX?z@`F#+H`w!iA>?xNh^Bx3l~WUx^V{jC`TW3fdIMjB9r?12iFP&%p=rRW_{2%jphS=Jch{a2CCI-t_f)JP&)}OA42-S zjXQGy^0b&f@Y(?t9&kq2@SO%yg)ifD>=3L4oLHT{3>9t)E$EI_jSygFxv}B6&J^CZ zpsbP-mn89AKtY0nbUQKN4cz|d@bCdNlPO*&6JvU=dZwn?6)tTd4?xB6ABacQrpN@| zG5ONV$AK1w5}~!t8i$KB3#T;z9|YRT9DP!$}PP*9w}8Q+%}QfeY)$`Z8~i_~s#Ub`1duOmfV`ALF7 z|EH>WFh_mUf+4!5ZC%b>jM$ujYSQrt+#BKNaphGx41)XJ+OrXVB7cxseuK$nrT|eg92(Y>$q5B@NUY z!%LJM@ej(VjJ6&@7?lGtVernIaF50&{xgbz;k((uv#-DBiK2@Xs?>d>(&$AyCEnjg zbe-L)t*=HJc$e8^ba(CAs^d$*M_KH1g+U`f5jmif;EKH(Z}g&2Xid-oRN6gv{w+IbQ$f<`mJH_{`B~Xw8Srl@O-O|K8aR^EXY|aj=OAlFl#?76WIfv(5ZVHFZ}+-S-G&lDM?q|ZH7>|L zfRFS6LWk&&W_M2yf;cA0OZ)T1Fd6`tX%T-0K*6d|B_-z(C!s0LF-icdTpUS^qv{FQ`sVNA>-e67F(H zJT+P9^t`D+LQ1#M(fQBd{Eu8e7H&DorH}Hp^s^_Y7aSB6-kSfI(9JB?{A(|%J~OKX zF)bQIFa_ZJ&m29`UIcFkjj*?z(Za2L2N zlj|4e*6?@_TXbQ>jJu^2y^ysHU<;t;I=uP#A6h{7%NeYCi-Xg8PHQ!(SJK?`BPJ)u zwf}{bZx}p8Z=@PmPU$-9jm5u5#`$(@e9=_LVcP3C@y?u4OFx2T`2L+C-g4I+f@nsy z87DNa^4!RGL)(IIdN<1++O{y+m0vYt{h-Z8aEK1Rgm=fw=iRxe5=6Yb+H5_Zi zFQ^F2hyD&!@08;DpS~c6ET2WBc1{g zuL~f>0cDz1opu_4(shVn@j(`N?s*gRDB=tN&V8lZBPDPs zK)eB>j#O4w0@K`TmsS|8+7pfiLaLeTr_tjPN~4_KHd z-MlDF9IS|vPz3cNS1pHKzp*|$I~$lig#HW)8feqL3WS}!Ll`syv_1ohmDjosZE#Yd z3ceE@kcSr_cy1_oVE&;W)k~KFP223dKQ9}1BPpJP9ph%*lJ+y+r%!uR1Q7}?FHpCT zJkeIy(GdiG2TuH)07ZTd@*cv#`MvqpnV}bvRM)Uzp2W)CqZAmqHh~Rc4*or;)3iF~ zji9fNT@6|@;JDMc0QlBGhYb5n9bol7P&g3v9S*tlu-9$Db)(Nfh>)BysJS3l*dvwS zv^!?*7Pg|x?OjbbP#F~tRR>W3gX#nFGipEqKpp|ef@#?VV671k`FB8}=$cbPt!8mL z^Rt9HC7AQ+dVjg`Kd|Nb$@WTLf9wGs%G#G9>JJap1*lzIR=86P>7uZNloDiugCwKy z4SU$wdToCFXER}8IG_fKfzkDdc0s%3WBpq+De9X8=Zf3ixzG751mu@qk2?Q*+KJTu zub^sjrC;ZyyC+m|sw`y!CzOjJEW;DdA^sCT{?bq3I-1Bh%D-0lg@iFnto)Yhr`?;N zs2&4(9uBR1qHm4F9h9~o#PYbeW^K(vnW9f3-Vr&F2DIqWN1?h%z0|X3%aa-T`wBgk z52pyXe|1o^z?nUMdut3bxYxOL~KwRoZ7y~yp ztXA7=9!!%ie(jtw;rfsC4hIS`%9!YBj`M?8S{#@alW|ECm+10c_jAdLG5spuHtFsR zj-K4?+K`WoU(IlM=GOlFdB%7doz5JHwI-*V2BR1}=hUcvTth7#W_RK9t18^@x*6=^ptfiGGy7ZLQT3P8Z_!&)bnjsqZTy1XGm;J#pA! z)vBpEbsriU>*7d8bj}>V? zF^o}B7c{~97#h}+x}Lt}#ox)atVK)vZUq`q?3<&G*Hw0X^#0w0aasrB6tcu3{H}rF z@)}Qc4p#J6u9i0jyf+ezG49|M6Aa!^zGiV)k7uWNfqJlo>crlsgSI~uE(n$vV_Y!aQ@chJunU$48{)CHNf)o(&Rtl+6ay~w= zVoQxrul~yXA`G|J+Tq?KMZxW-(v3tu52S{mHAmDrIu5no6m~O?-IJCgo@VlYjcrA? z%&gY9D9o5ow?1tf(c`K7*Ns<&@oObXE?G9sWop;w2yZ+g>2Z-Fs? z>&1`cmP!)%ZM1g$A5VLut85If!5s@Gv}I&px{V|*JF3&bnOCd!`PvoTwniiy$(r}5 zxu)-WwvPw!9>vhnx+~@KDCkjEBZ(LrW9m+r{v+t@5$yBuJ0bJp}h%o z8!(P;_|h$_SGOFcx*4RR^U7oRQ<9%Rx{bZhC{;Kb4+kKhB^^|ULXnB!1Dp~mJOH-o zhd_8N%GN1a-siu<;gn#L{M_S@+2z>GS`ZxnA4$q}lg9Hm3~2+{ByMC#S)IHm|J8r0 z52s~v&-LxJD6pOVDO|~j<;!EOO_WZ=O3;Q%_j*}U`_j~?^{p}caC5F$qW;jFot!4e zEpFr z@gR7FwiTC5ibYv_`EUX;(u|r}hvm@H1u+q%sZac@2){i)#Ms!h7uwpBAX>j(^NJBT z9t}G2B-LS%k)rq*RzI{X@~_s5wRlo1@}XgtU|FI@Ox$$7pZ_BzuY7Kt)YH?=!Wvz2yyfMG-J0b8O$Dow zn%`=}*zaysPZBaG$j0fq7D8eHjp23OnMO33YgT1X*pxM!yc?`-h9)OBf|B(_7vny^ ze$Tr%9^Gae``|f4Agk&70eJ=2?}oHAvwsEy60lakD{xQztiRPOHrQG>&-N`XoGP_X z%koF*gh>(3liY=Kvyunr^`qL>!tkDetyLVQaGg*JE)p$h6x{S}SB*)kXe)bMBvRij z#N!3i4*B64%_J+#0mvJpT5l_-t%8PdLNzRqxeUbracUEV#5b<-JLVe=4KYeNX$e^| z^6LD#EXQ3FEW76;5fz`RE@=Wuv&9^AVi8WBXjb1xikX|S4xX1+xvrFc-$Wgk43yz< z5Gg$$Roqr#A$$C#t2-oX>hZdS041GFj??6!ze$VIPa0q8V*k$Oke;#!Oa#Q=GwO?m zd$HK$K5zCWg}E`T<9D{8-Lji~zn<7)3=2DHc&$Id?J@c=Sn@V1GlE>erg)XPM`dx8 z_-+4-+>b?n*53st@;;6=ux=g9*Zy;Ms4wJpX?r{AaY9ldU5pxJ$iQHVDPTyetsa#M z;@O?vtV4za0&y*tSOs)CPIMc?HXeeYzPko@^(b2bRI!Xp^njHT;SfkwgDi%#WSNFCZLO?oSCXv1E2Zt6k(2Z=De9N>9&=)@s?va2LbGHso4lFgElk zzUeAkng_pQ2!~4O45l8<5-m$1=hNKKWvo{pOUznF&C~c3`!zaC7(Fo!sdBj^o9VD< zjEDs8?xZ2J5U?jId)jo)b8N0!RF8lAbdQ=Z z!)k3WB+z^L*m>ER_Z9D}2Us-B`Jr(JvRVghXxJoAbU1y2Iq6t09WwH$ted#=6<({o z(5Nr)?^d*POW_}&z5P?P z<5HB{oSoZ<{Tb1IGMB4=4WjcqJHsx$flVpPpq^3fZZwy83*SQwE^I~&#Ao^aVJpG# za)$&T>rAtmcv6PWJFn!Oz|8jZU!5k|(Xrp;)Kc|ls&%)kyDZ$1yqIbwjiJ%PGyJNa zo~p!{9jh7jm|34@@VW&RlYXb#ky;9%J6AWR`{lfR$c{)QHbHW?is>-6{iJhn4a@KR z^Nl$OH$(a|M1wn$Ae`XGf|4v8@^0(|TC*8`m{HvfRV(Ala#@ux4uR<(Y?AVW z7Tjax-bR0;(dyAEEKmFriXV>KRbbT}WoCM_;QeVD3rn;#-Y48DK4AtOxgt50&2SoN zD10_IYm=TmG3ivdk(hL}1`au^EFxZDhKqMV(D(QCBNm=6CgApvZH9GLAyxYVInEw= z>EI`{iO^)7JZXPWP=}R!?&3tjqOkVecqsojny3toog|n!VK*EIg9nt_m7d?C6E>45 z`88_lfRcr>C46(s16v_#3X0mXqdW_MszJ?^K@3{RQu<*3SWSgd(~>w5>)-o>{oj%v z3k|(9Q^$F9+KBSRaHykDK|o7)Ix z0dk7k`gPdGpKNI2`leP!+8f;N5sWEK$Ed_?tPHa3G%ZFWUL}VmH{#nUXLe$aGAWfh zC0`NB)RVf5)iKZ3iAk3ehh`QAn+Z971bpjO8 zR)xYqi{TGF%LXYgr97q*AC<_x51_dDRoFvAS@(|eNG?;Xz9g;Fn9_suu0%OEM-wq3 zve)3>z`fN|aft=$eg;qaYQvC~)mxFIawL?)=Gn*2TwKmol>-A@TKWl1`dbqzwh2Y$ z&b?N|R3B&8c|A4hwM-}pHINhuRy63Ar+shqUN+gNW>GW73$A z4!$1C<66=I0m%ZIeG9Rr`W<5HVpF%Lt_*A=**mIZ#%)|BsO}lHUB3m~6x7rXCJ4Er z?q5L{Z)VCE_h0;Af;-n;5HZ)yfcDex;@1xB6Q{89n=MSj^fQtA%;@65=Ram`NpUBC zdnU`y#P5mitlz!Ono@7+_gS`*7pFdtigWJFayP5s{lLXVi|rG2dj4j7B_9$&#wGNx z$V~8Kz+#6xSAz`Xdc6}P7XVlcg2{Z0U)I&gAo7e+ggNs)C7q+SC8n)-#-R5;X+`pj zvncM*)u{{bEWt0*dpO1=n%GZ~4_Xrp! z-rkE(LT5s!*zlSlV&}#Cf~jj@T3_4~ge5og-NSEiOqK<`(DW9ION|vbA9JPB>eJBy zcC1cn*3id>26=;#^J>(8zSszEdQ3%2tI%Os?-7b|XPl1?F)-}3X5(Rr`U~g_Exi#? zA-Y?|mNJ@nBRC76oEpD}pz#7bcAf^*Bq;YKtUzD*MSbMGYO1UIiE?DZ3`-#3&r`b& zkgcJRWN?7E0B;W=3-_A&P>z*dvF;6i`yVs!r@JJ{QxmKDr_iMZeD1vbc(Y4ktKp%n zXMYdTE6n50Wx9L++(6MP~cILqJ0)Ip}vl=oZB7W!!w@5{Ku4p-ifayxbti0 z>?7Vg*54qCt#13kT-bQ9`tb$G5AR1xFwE4Js&f(@k?8tuUX`{x-hOre@bC8qof!pQ z;}7U!$k`CW2z?^VXTgs0&Z<+boXZ_w6giF_vJWi>YWue8^~c`qd5KI!FCE|_3^8bD z%vpi%2I}Qgd`q_TfK;WD&`wP@QW@z544UBR_$HC18R;sWhD;56m{)r<;+|!$JKho0 zmy55HEeWTH5!iz!YsN#l@g{=!rUgL`X8A;Y<5Kb$Cj3Hax%$QbOlgn2g}omJ_o}7rkH(UfhYqjLy)8X=SpUMl zYabNuuUe($V&u9=geuk%(~k4i(U4-$p~ltgRS(`=-_x3 zIwqDJ?qZ%#NPgcP1#Z8y6*V?uq&#k+oYpiWJ(Io{48|4A3+ylpK4%6tjOA#ws>!y>2=Tsq)o&BGa$X@(q4X3OizdyR5RAmvh7k^1)qF9^M zh|@hrTN=R6V?ts#_%$-kEJe?frFSShT7FPNBIOqzkzoEPH$~#9a+pviGbYF9k#9me zn31+4TPL;3DGQvIPYVjSbq*DYa@uyYbhTN#@tQ<#IzM}yHy^7|I4Ngp>tg}9Sujds zG+!RH!9oy?#mdgv7548isP_OZf|9}6dmV}_@6IZdS-Zg>1-*#~CT-bw2bQa3FR4lA z0y5)^?nV(-$XY(UD6u&zd9yfgLxO`Q*At;R-)qdIyD(lcrpx}8(@a~$cX@YjtiFF0p7H!*^@&R2=T@dDRQb5F0wDe6c}ogjibte2wdW#rUc@MdL}B{`A$Zcw;0J zQ?QU44yOFgm@7qP6Kmyhpc|y=n@*e;wzm5JdABZbr{Q^C3_DA~(A)idlehkRPk-|9 zrg1Ay;Kzs$BDefMCL!5lanadTNN|m+M5ow@?YQbcF8@2%;K8Bto>cDCs;GA=aSCBt z!Gx5BzQ@tcXILhmUXRLS=F8u7w&b^9p=RZ%*S7KX5#%X)Fq(>#CIi%p?iQuv|lU5gAHM!Pf5w9tn?$^iv^$9ySjX$S~I9s{?`T%>sH)$NLa+gas zXGiJ7$A&t;{e`kd=ca0t2EW1Yec#KZ*6pi!Kp8jAJK_TbJ2H zg8Ic*<+_|_Op)Bnte}XEM2YlZIRNUgh{p>mu-{fjU36j`IUeFrgq+H!?-DM?0jE9B6c8Rc z36x`$OpT*FFUIw}HKaI&@T+mBE1OKM-BOk(>Ka*a32f?H)WlOpN=__iJRHQHxQ?8p zK7Gt~hcv`Bb69Ws&G(VO8knq&F^7eAb~jD`yHqH!p`+r=bq)Npo^k7+`RUJ?7w1&M zKTS2*mPGI={vDD#vc(n!WWHjtt|sBQg9E=Q@BJF}ytwKt)l_#nPB(3;I{cfIq}s6v zKF!k9=v`Y*{JuhvsKEBD?q%Jg!F9n_!|n>%!NN9~wCKBdq>jE)%JJXi^q=luhtR&( zq>og=(u=ASyiO<<7gepjX9C+BN@ zcWh{E{ro(CWL{*m6)@a6ar4DqY-;m4my5{z$^vvkly4B0cwPMDBnHhJ2?ePhheCby zzI*Oe8XaR_LVL~y+rQHw!;0LPfm6f z&DIg@9lxhC)ztDVKKZ-5m26F_Do<(`iO(JTF){a!UEw2wvJ15QL$a zEGiW!$i#!uZcrRTKkx_z?*R7~%HM)OIp|?Dg(3(6`{K&`<^$g6W zo%_3t!l3u80=qG_C+J^bsaW4{2>3X^yvxELIJg$zTLK5zS0FsYcnfC@$iZ}hbK7xu zTK@dch)E&;sNtbnuDCZiMNl2&>4Nj~{i_yG00C3V8|9w|X+`_0ZqV9Pyy7iHO;~_U zV}x)7o|g&Eb$qlTt4l;yO(50Jn#az0OB^{mT(R*2NgNJ1sdi+zZ5yEn0a;epE|fP# z5M;QV%4}rG${Dl2$u!wBR}J~kyao&F1}1gmYfh)*Js!KnRE0pckI`RtvZhFM>qpv@ zc&`T|&jTdmJuFi#30YI@MY{az3g>WKGP`XCB=*LVe#}&ZjN*la)m$QQci;^vtkA8@ zIh(&d`bDJIqwDbR@6EoCe}(bioraSssNH|lb{>V`Nq4n@uY7f*9~nisO=jxpeN7`e z!84?j0Z+o1mDln;Kr(S^)5hK>i-0M#?dF%qrR)`H9GWKlMj}Z$qtPsM@`a81nGtO^ zUahr*j@zj`W>#23O+uLB?;a#0V^L)L>&wY&(B@p0104!jQgKzq6Hbh#{|H&+E!nGk zZP&ehZ^uN~5mKj)aN7l~h1>uY5m?J7!ZMoyuL_@$C}=iNV!H=rEEpyeEm~NSt-3s` zlgVG53Iaq3A~kWJA5FUq;pMoUf-E@wBeAGbbsVk3>)`13dr~0aXu!h{rLF}x%m^&U{6=-oj`^sq=JBl&Z=hGnCjKqP=*fZCU#Ncu7F?b zB@VNEj`3G#{QPoC+yd1yBJsq3i0u?)Dibji1{WE(x3`~N9zHQ?lJ8g{`U`*#2w-Th z7q@AcM|s)b4yp?SNHb;Ier0&JTs=;|y*`o4GZ-;U0Fxp{xCxs`F9`1RWg&bPJ7=N-d# z3+cQ+KxTI@3ZLc}tR34R71S)%={P)0;@omgCG)u*u%95gbWnrkJnFpoD}hnLsF0-p z1x{oV0^=PqnK9X>X(MSH@^ca?CQ=<;-GxWa`*1EA$!vu!z2ReF%AOHzTk~Zy?^H>y zzUBR9^gL#e$7;_}oAnq#s^W#M=H6MAVjdKdlTecSj^e7|5%h-3lTgfOK_mvr&%pgw zYd|g{I21`cm0t~9Qpcg^a0@kAcu<9R_K4W6krdw#x| zVJ+eG9NOJ`%U+XUjDHI!Twa{OJHH>4^ZL!MXESEgVg1af$$j*C+G5mm_ccDSrKn;KaLTm_wyg|i;FH`ef~QyZZ znG$dGa~>|TgcwR`Y16&;?W1)bn<_dbh3g_x*eAo0Ow>LYC6 zDc1I6bx3tBmbZH`Bb=NR;vEC4NGS8T_UgxdV(u<0o=b<}diV>ATkWU)E^cL(CM7Qq z8#QbedRUq|`0?qg)u^vY);SO?Sc~8r3sU(Yu%OFd?s?6hz5PgqiH7if*`CGG24ITV z;v;wxuD2DXtU&J^t22-!*m1b(yBcWzr;DlxNt(3Y9R(a0#<$?fI(7n6tRW;fKy?m= zbt1^EVnsOvYrn~Do#eO*D?F!LVuB>cl0hOkt5_#31NsM{O1rP%!aCSTC)D&F2QFa{ak#9<@C zBqAbcso+TZCG4f`!`D=V5e;jm*O3>o9(Rs(MKUI1-xGoj@)+FxK*3-HyAB)^rVk%> zKc@?q{qTb!&xbi-yY3zjf;b}j_{kkp-HN|`pP94?NAC@h&?Qt4M~TGZH)s{=RHV*X zI;ZI`JaSQ2uB}c!NLmlImeHV?`;$6$>%4=AzphEd>B%cn)X5~5IQI%uU4ZB3eLU8| zWGYpw2h3bEo-sHL!A$iSStaN##d>@hs&5`j;S8j3+Mf}*_;>XNfoaC*^t)h{D>z~D0!NmBY{Nce#W-MZ)5=vW?Q5}b&D76EpS+uX`1wXo9^@aUSLzXsWA>Wq+4 zaL7!8&yK;_O3A$Hbu^}O_ZEY%7tK3D!=?H8RGbp`ACwk2M}@ns_V0}cMeHjQk&6$v zeeW@lui87$Hn|1*fBD*QNkom{w7V{MFkDJs}VNDJVeKx>hm9e07?CBJn9Mrk0_bT=Ok7j@I2Dic3-o5#;L^~`tR{3 zM3!@@Tn@3}z0aSBko$DPQgvKeR)0-0<{giz#PGVRt)aG$x~7qv0qHifpY%`|WuHf_ z@M}J-7~|KYJlG^O0EYh8E={%h+vECWG)!c*Ykq?&Y9;7$ALzO~kNhnXE(uqj{v&=7WT{t=lBS6bx}IVo>x%Dm=pcGCN&LDBE%Sb3b%A~Rj{CR)~ zzNa=z8qh&C4ub^r+@fLbAUR-UEyIS{)Wg!HE35iD-1hW6bf7S-Itd^d&$E9CWUm`* zb2PUn*Zfu_MIyjP4ifOn#jk&ulG{H>ahS}g+%fM60Pz|8Cjq+lxW~^b+UThid*)0u z55PVF&Wn3{dju%7O_K-%lU(93sZj(Diz)3!$7MZ>*%ZFAWsL#7UbI+UQ9Whm>cUj{ zmp{06c^|z41G^KGI>&8oU(Ph?P%)q6eMPczgnAj@{jr&$FZ^L<^I<>U{=eGhyOQ!} z3!5%&FSYs?kfjNL@Bu=~-7Gc#1u3n-&v`6uFzeu+aYu?te3m#>*L3U3$Nbr02c_w4zVfjz45@YXW=0YA~G_1^n49 zFBbB0Jgd8P=VD6h$q8@wqoBav@|49DJazxlJ4uVuU$1&b_`5IkQpL%y60no;Vu?Z* z){DerRL4C`v_`7jcc@DfY+ucdiJi_hExiAXMef}Jw@~a*f==c8gbFX(w%r`7k%Sa2 zckPEimrR}GzA84K@GO7XUVoK_Em@jx_}6##i$v+058bW*%0!dwR#P9 zU&zNI>_kCPVQ%or7zH7d1iYWb{VqV(P0r2XtN}jd_m<>Y%f#jc!x7|f=mYy1xEw;l z!s_{wSKNS78_`&y%^BQO!KJ0rCqHy`JUR&4wBcUfaBnC=zIc?{HNURTJ<@qgk&j_u zza_K_^Ia3s1Lx;2vn>ZL$;IFFCkgTeYfFYi%=6zgrFe%#*e%9??dq1MWS2PMh*he9 zY_aF*lxG30HZ&Qc-^xpov8f8gm=M~&aI!S=5+_wb&$hDYK1HNRe3uIcU1Z^wBOLfT z6--C(-$btke5*gMSIbm??hjU-B57hTxtTZbmWA|mry(y-{`MtCduP$!BaR%%BT*%n zho|v5e4>wY+bjlWytw!`WisP3n@ookoRGPpjD-k_zNo z6`(iB$vVEnLbI(9oGPrVo2Ox=qj__G`x#9QNhAs9&-Z+9l>kcU@Cx!~8k3^=?^5R- zw%`ZYPraYH$g!lU><@0;%OCyF*hrz^xmxxO#HhAU_)MULgUx_x`(yV{OhsYd z=DZ3|3cX}4$1eg;@3GVb*hytbSpGQ@4-U5FHi*@5h$PtOe(~ZmHIiAcv!|Qzh2Ixa z225=B^SHxLHYD*}(_BG!)-}iby|b$kf)E$(cMfgHA1JNMLC))N>)T$_ieyY1jy!SW z^B_g}(v9K(Bhnbe(u1*q#)hS>x_V(BAV5BtDUOYeg>w|{)5Dqyy*Ygn4(8Pp&-tYs zz^pVnO{1J}5JA#X-bh{d>-YH(7Dp4kzw~r4>)jtFmb6Ag2bHG>uGGi)I$|b95*wn= zyf5XbiVS)rdtJ8S3P#aUjekJU-HQ!YMu4%|yt=BK;8c_YruH5HUmW6p-hTqDRusci zAYEUD_wV&yyKewPZ;Rx=k)ia-SFJg*n=2B8pPD5KTOY|b)G@c*qmT{y((ai0{!kr_ zGo#B({ops?Ahxf)tag* zlNOInc=c!n@7|&QMoUWz;{|5L6Yc1D*=V5Y{AbmRr$;3S(H8I{+oY2(Qb1h}9^NP& zagcGS?7;nK{%jpf&+RTC>YxyAQ<@YT%Nm+?g5M-s6vjRw7}!uxG@=G4$D4ziA3bD0 zLvskci&5$vaob%OrkJcT>>#vazszdh0#;=@uL&?^|I~m>$5d37Y_%n|zOK$4?oSE| ziq|Lb6EuPLlk)2&anVFjg#wBDW*j%L)bJ7T{y-f9#h^RQ>Qp6=RUYf>QxZnqAfWFN zIt2j;)M06!dGPANm@zS-?KD&tk5?%XT-zO{o_xPK@-tC*R(Ht z7cc4&SI)m+nxjkHN%DVeh^a^2IQ)2O){?&zS%MHuCG(a_849Y2m|m5e-zg2fg?lPP z`Y?6%788bc=GzwP$k+$nR3h!SCyCJV271C)*7|>U$30~prg~siP&)tfT z+I$#R8a>U`)y;S)t>ZVoN5$cJDiZEU6le-ehNzB}FZRU>zpI#jblODl)-hN~dAu`d zO_XyukuTG(hG zrHFsoE3%l1B8YJ=kQj?i5l^)$O$GJHiGDsao%Lo8uieQ%OK zO=ToAlTwPIjOxPuv~w(ktct9X5UntNm?xdyya{$rS&mWPoc%tnU>`YuN$lS{0d#p0 z6oc}c-+ul995vW-!XW1c{%GWiw=DEMw%MGwr<+FD@E0s5KgtbBm6lq#KdH+un}lF@ zz*(WOP*e6rh+576hKY={^lg^vtbV5-R)|tWSp7-Gx2K;%0z>PW&=Cd7Dr}|YJ%y4Z z{mnUcP9EFSRkMlA4?za?Cfz%O@e_uvaf`6?1PPv9FeSxiLdTL9{TL1T_t1(rTZZUV zRnk_}}KLi>ks4Z+b)R&;6MwN#sHx{V)DTsod5+ z1-H@@m@F{1irb*$!Ef9GO*#43g7iGVMA@6QdKq;Dw3s|*D-D2B2Lcqz`F=xNk0J;! zYhD6}SsZR^AW|@MbF1=xf39lc65iO zP%AlLJZ@GSH2}0}+NZHK5;TxJCQUrFFIycSp`e6dRTBgkLaAy7DklR9N;koN)P5K~ z(?gUoI?nm>{7z7<)7PcIc?bkT(IeAsOG$)MYoypu(WUQJ=yG{->S!B%PY5X!P@fc9 ze)?L@KlFhuk^1j+ml->jol4?GcQ5t3>SXLd=eWGGLz1^f>#9}g4%9IEoX4Rt(Gy06 zGM5R+SxSgZ3aKC+yIkc{>R*OBYJ?OMBhf{Y7MWT2t?ag@{=5FOYSVZl~d*!baHVS8v5x;uR(*w7oJLv zWWtiwT;A5F@RNN|s6Q|;61%arrNSwC51yetHeY&Wv>eeAYU_L>5v@3Hd9mv3TC*dz zJ`UPLFW=_cCh@NtflaP=`v`A|QorgKRv#Q4Ju8wNm3(fBt(kisj!+T)lUZToWSodT zmiS*zA2u2>LW1O@Q)fX+*%!5ZWoa#>GLJ z3nM=E=;y$hGJkOfj0Hk!|0ex0sl4b%>snq&nb>2VjZgW+_)d5l^Q2;!c^ZOx== zg2Ob13b8+>)&InDRZOiqPStDQ2&w>^N6WzA4Q7oZfPkLQ9!$Tj&Xe#xfDyCCbrp(5 zo-fIO@bL7!t(G|kTt(0(!2x#)qz|ZkP<_D%w`FQ;j2nb(;izK_N88kN3BVyC7&mrX z5A41+OO~|a%e@9GCd|fjb8?`1nf3WG;|dmII2$1|rww8yrT(m8WRRMC`3WFoy}&`B zf?3ziEi^iFb8(^Mj88`x{WeHGd=qh*COR2_3gW8dS| zF%e)+qm~K^027|R{tQfL+q{4HKw=`ys|<8?tz`K@XLsa{<|9Eo1R`Hpo&g zlN%&pDj%41&mT&<4<0?J>|T@;z5TZV0dg?X>;R`UKM+R27+nKz8!V@hckbkac@SQn z-b$jlCzvT=LrKK~Z^}No*7C)sDd~4$8wfimz_%cDXDn$O#{zn2b=n z!icq_sK^R(9=*N20cW`#jD`U`Y@ahclqC+fa5xC4^E)8^1{*yDJ~AL@8DF987OoH96a)G+;it3jiHV#oCy1P;>oP}d44J-(7Kg0a7oY4Eey{5&MM-eYJ&M8RatG

)W?Iz4aO=Kkxm!`gr}f+=0bi?e=w}PtE563CBMqrKuD6nPrZVvV}x9*K%}H zK4)cAH;D1TD}v8LK>aQ~;gi*lz#lU;@YSf$#f$KS0sM>gN@tJylc~t6UYV!QF85vG z69*FO1D|T0*~YG}uF%lXK`E)C=N}Tb{_t_au6PrUQuy8+TwGkJh58DgSI+Puk#NkvxO)B<&hsJoZtKv6xez6CcGHC(lI+#C+%rSs?h$N z(CTNSS&Q&T`~?la2w4`ImdA(RcVODeG7^B1om{Txk%J!Tg=d!J8BR zt{?*e|IfG9J{#J{=Sq%u!Y$acc4sm_OPH=)*{His=nL0k_KFqQ!^z(~Fg(l)2F$_1 zA5f0@_%tnK{>E0w`CunzL+BLw1{3G1yv2fQW~n4|H+xt3ZMEaA6dnG7sjkAhoA2l< zo6x3wTMnluShXvE9v;x((}b)qbA7D4Rr& zz{DL3x|yyg?F$ta7_9i|31M9KcR<@f@Fl0c2Y9?=d+w!}w70gl!jA`?3kYt3@~tjP zUKX#y{K0iq1R6jHCxPV=&`$CkeDpZwdv4qUdcuucpYP+K@&K+Om1ko&h|9|k$|(R5 zL@N{zd_=L7Q~M_CZ3kg5TlDWQ*wT|!KKKEs7FI=@q?-Yo+~$7AUv8sWfOrhtz`Hw0 zC?>#~3^g;#%YU{#{&0Elbbk^2wsT`+onrZrA%=4Jdv=q_%cELC)bt<9zpA@>1_t*4 z?f^_U8+-f1g+^{EDMpfeZcF95uL-)FVF~{N3e)n?JF=f4stpQWRn7-~$2LBvey)8) z5NLXNx)1z+$lR`IO@=5BONfU+XqlMMy;Qh+;;$<^00AwieVPnYFD@BJHB8t@8tUuy z-#&f-2mEhuR2ePgr~^|`W#uoQ!fxpGGu(gn4$i=6QLs&+&gOVQEcz$&_41bX1`wW+ zZ7_rUyn{mX0*3spLKkd{^eEHTy4E#N5ZNC;P!QA+iNkX7cu@Xjq^Gld1v$k(z>{dz0@?!UfJ@9 zRF+fycA?T25^a?+Z(eE~%quh?l{CqXcrl=rr2gzvP^hq^Zgm^e^b^z(6O_fFaOHBd zj!>tK1aZ~s;m2T}H|m@($V1nQLeY!=>mph5zw*AStV+yQqGmVdO8fd+B7qDClYGrP z_TyK(Te(=z3+>%G$>jp!$%1evIN@};8e!Q2kJa?djBz>zVbqgM0nfEyw4t%(=hL`a z9DOfogiZ%!2)EL01u8GEu$hM~*XFydR2(5Ut`;6Upodt&*B{hFO?WWwswKGo;^OU{G)C3%E;H6o{AkNfN`mv5^WSGWo$h$?vO?s)cd%_!`O`_1 zQYOEyHT2JI1U#P?Qh!O4?mFL8Q@^*QM?eCfRiI@4>ftE0K}oN*Z@M$no0i(0ySU6w zzshttBOX?fa{Yc8YR#5SfrpJ&Fdp5%tCw6zEUVIk4B0b9g6!h zFhFW**t99C0mHIV9lVae@xITftq1O13E^cUb$nG71=w$Ln&JuNug=2#@VMPy_{X8$ zQ2NTh|Lm#k$*>WKu58Q2rdxQP8;l_t2AgB0H>9+bWf2+PT!IKf#A~H_$Hy&Y=L4z# z6>HwBkbF&RhS`Uy8DNTagEM?2bL4aCkGG@qFOXU$RIh|NQgCx~{X)2Tc&5DDq121C zOifL-i2U;{%1z3D=Cn^}+*lJU2JbI$@}5DV{@uAmt~eWAoezhvIGCClYr1^llZQLa zW_FQWU*_uJA(R-iwPt~m<~f?%og7=~!I&>u(2^PU#JD;%Ri_!JE)Er^0jF7#k`3rJl9bqTm22vNr3b=G3osj@x-o!V zY)?c4utAsW562QYABOsWfAF&Xpf80Z3*0%v!XO|qN0y>M9#CNF;zfQ{h5)SFD8UgN zHYlVIFh%5g0M7Fh`rzn40NMGqH$Q16h)s0sFK{{hVZfNET^A%``W?dODghuG3~?Y8 z*xKr;X=#lR&dg`ls%v0y4V~)6I#E#O4$Wim)S{NhrKwKnGCfZMzR}T%xJb+CF?zX) z8qWTP{)a)rhgcTIXk`gFeBi(9fbdK?(~f|1h^>**+nU^*zk;v@eh5`Qi;Dy?0}$oT zQJ@`YtU$D3H}YB;2l!V(=!o9l-j5JEFk!M59i9jRln0=)L2(`;3FuY=ehh=2&^8nw zb+}U)n67J7rcOW*0xInQFeiKnBny!Qoh2Dk3WpX{X^w z9-*aK!SYYHN1`-(X9v`PI{-8d5(xi;J-r%Rr!`h_zzjW}{7lhQ$L>Q2B#%hS))e)EV#pGQE@qAwwcBxDfB!c(R7 z;w8oZgAr7=qt2Tub33Ro%>RsGvUBt=UYi<63g3K4tNUO*-1_?Z>5kdz^18#zl}cr$ zE(hvqG{rgzBbhAgq6z4>A-uYFKH(EtW1Swj0rGO1B zZdAj=^>=+j?G?cScg@w-8^TFThsj?mkj3=aA6A5SuY&@yEt`jGMO#h?zq@H4j`QU< zALmwVLShvmb*OX~p^jf-pD8B)y~jfPpb=jO0|&z)mFeLhrFk1UkG5m0oLH>v+7m1H z=1uV}CI?In&CKB=0h==Xs2?FXeDv$@W7OR8v?~sd@ z|7a!Gne|?5!d3kyh*vO95C~)Qh=_=N#fx^w9JT%L=-`lM!V4`m;2^q`uO3<#P%j}5 z2=Gzh`apc8+hvT2D1C>C&=nbf`Dh|Qj+B@<-lWBOWp07#FQp)h);+I&cX$UL`=6IW zx%%O-hDv1z2wg>X%V1J(@FP}H#@U&x`v#a5n3nCWNKVehQg9 zFmFPy6*M@1pN$Ox1l?539!nv-+fwhr#>ijz-*B&Cmi~ef)}tGGWp|l-n)acUvxY$t zgvsdLhRylo&Hv)*?(sdk8R6&xJ1Lmay;XTF_5+6<69H(ZiXRu9(8?0fr{d0{OK*+j z>XGr9cbJxjH1Ejcoyo+IPFU%IJTda*5tUy4H5^dc#H55#hoEK@!WAzDpjK{|6AD+< z+%LucD9hi^&kvRQ#^FoEZ1X)ntMXNo>tb1K3m97}9Tz}vp-aRiWyHILGU>ti&cNLK zBOGaPaI`2JrcR(zY+7)_iPa~u3F*s^c&5!ObX9B*po3tgCv0Oe+U4-6LDmuhFw$?g!NHY;1T@vIX5GpvB1o?N~G}X>H zP4HT0W51Rlq^ciZ*U%UBSTCe0ohhDpmaWEH*IIicOy)x#PR<@W>0#CN^H&Vl-@n?T zEiOP0-ad3gR?Ycc%cdc1A>L3uk7}+w~K;P`8!4N^oM9z$k0n_1`TJ5NPS^pTdp7Ao^6g&;r!zDatDNF(Iw~Z^{yU4kn82uP6Q^#PSKf{Y}>T zrOtu~(VRw?4=F-g*i5N5M`qoy?jq&w$8-JFpye)RMjTvHWYMa7y5wIa4W_xky`HXd zYgRN2Ju3q;<}v$s&8-CGa%G&QKc6k-M(c%tJ2|(i%N*UhtDY-3@cuh~g`AGZfgxwV zk4yi0?IKA`q}t@K^IvLtjtB=A7cb8a@{3}G;^a|O_qz1hn}2!2XnsK{S$0g+_)qx+ z({DIti>t}d{` zJ`JVeW`E}S&tjk<4ri=6?g0i4wRl>>-|~P~N3TdHoyg=F+psq6V1?k9X^LkT0S>!a zZRAG!yVI2e&i+L4a5T)E94Zdr1kryb3N5&+UP3D&*G(Htly&E6r0 z$%<_0VHUgC4f0Djo_SFe_xKJY%Kr{ z&JChlUVd~RT;_{30NX0%wXJ1W)^Oa4wgy_C0rTbm{2CUbMof*SJj0{mIbCjcx90e8 zMzat0$q(N|XU$(cDBSR3*oM;pY78&vZ}|FaF8I9f9QZ0T!$2xXB;s&#*!?xg2US$y zW>+gEsg;EJmNU??R5SRNK?)4LOk8ZNZjbxF^)G&>5p=A`5vH?(R;;o*2%7r~ZfO*g z9O1IsVU~ociAn(MpS1E!rj7)|-4W~+{)0(b78M2pUP`6%vh>5o938b8A@$i`P&pCH zE@ARTe4>d&BPSR8Rf;}b?uHW~YyU6`;ssmn@GT0l;#PW;MJU#3Rz6J>mu4D6@COxG1I3y zhUGV&Xz2uXqEj<(z#beZ$x3>912-?;J;>f}qnVjrO!F`ds_itqg@>(r#pzAQz*EXRQNYWE37F!PB z6n2Zsxn+x7O%Ln&FCSdpB>0E! z+_^I=#C!X;J>0zv;$EUA)z93`jPV|mL`4mjtX`st+bc>rI3&`h*k{j;gv^$kXUU#U zVPs^<++6#8LFUfMmLx45{B-?asscBCz|HC(ojjNe0>qUZ+e+`X19U}*na8B}(o=G7 zu1S2XnB!e{5n%A+xtkY=ot}^SWB%w7hWhKDDus?p%5SW{=)8tJHfT)l?5+xN{) z&a2$hY_2LG}-<-fSxW6{FOO9-*Fx#_odd!3h-R09LE2Bp%6}Dl4k-tRm-(mv(eU zlEzQU5cm4+HHE2GXSKuyM?2jfb$>0?`N<*9kM*Q|%?j4>czc=mo;n4h1|C$Pn4#-xsTy~jLj>g}>gx?8eh`19*l6#le#%|i{Jz=x(a zH@Jcop1pZS#CMGs=qL_W}%rS;3sg}74?|w9F)3Ot$FzM zDMBmM)+maQAz6o#f`U^BlD3*^YXJ?CKrg0ai{JV?E8lhx?vz7lwizDy!x_p8-@2#u zGco6@#^u`YI}m#3v)PF^ApPw(GKISDw9fb{8lm9(y0{nELSp zXBD5F%8KP2|L4&#qHbHs;w`O7*}}xt!zV5-x}3ZR9pT*!2&d9rj6$V{5ASEa7gE2C z$@cmE9||QoOf}7Y0s{BNrfw3c;PM(GMMDwkhhS9x>axpPRiS7NqHl3+{w+)st?Bgcmo6V&!5UZUaejN4y#EE6&n{$l+Ut|ZMuoxLJPerzsh-+Om-WOS;- z4K~jp>=0I;ELY$iL`Q?IHQZKv3ynXpOv7}4afc&$c<2SJ^YNlj>(KADTO#nI zvC)=~lR895?+%MGLeWPq$o1Pgo#Th%#fVu#2hiqGK#;93NFzZ9{QOv zzoARS@nDMo&3OO6R*rwLAMWNY(;Du8Iuo_Kmk`<~%60#6X1XLJK)u__mz$nxt*4iU zHz^L+rKxGPW445-S!%fF%3E`(=7Iu0jwT&Fy;8nsAnM_=G*zhx<;akh7MNAxgh38o z#mIf7Y$e{2pVJ2xPmQdN4b99Lww7FxdQt2Da7*9It7YTL=KfZ;_yr2rM+BLEew9<> z5B@;n^~#IuE4P`UX#?~2XFtC}xd?MEJ9~S3SqeNlmBAwCy(Gn3=g{I;QuB|Ff5*$^ z+%Zm`zge5CESTk`ssEdJ7Z3Cv>Wm>uIF8Z6%^5Y=i++81Zu+U>iZ9jfMKldRcvaK4 z$b3L1KN9(xuJuc~LhyXkGTXR%fMl*`o*IYP7N`;mZ--j5SXMQsN|-8r@U>MBR7Y+Q zMasH4#FCcC#W)t3e@IX+^V70rBgKvCKKS*s!bw)xS9NOkuvPiF!GlBViyXSyz`VcI zUb*NBvW3*aaU)tP?1-(u&-B_Y<$U)gTU~lv2gtrG_^SqE^Vr-Z)f5+UBYCg?&-&ZP zf9*j_&7-S6CsV=Z=?n`QxjElN1C}p@pRcawsLaEmcYb~j^+nZ`eK2sBW&>B`WtKe)CRwD2%YtsSf^_lle-~7o?VY^O#=RfVzBEp^HByF; zLb_O*zF%fcV`gfx>D$>2&eG^`tr#VjMZ0W{mI8zlF1s2FNAefB`cF@GBM&AkBAF(v zCbB8(%0lJ zKSw|9VP%J*``GhWiX}{T zOiv)Zd2f%QEm$9@!Sr=9>;FhP?|7=;_m98NL5>lJPBOC&IecuDksO<2A7o@^XKzXz zoMdMl8QCjTDn({CAtN)h?97soGJd!3FMoMFs>6HS_jO;_>-Bs|=%gV;&J{>skhCiV zTCC@4AjEW^jQ)m~TCii_iwc3i5!OFJ?;eP_x|r_+52LY7*@uaj)jgXNQ?RQ z?RTQqBPAzMXMBd6016Ds!6-~&QOy#V4r$PB?&nF-zyGWvI zY-z6Ee}hEiiwZ4U}sGUTy76HzoK+!i@6)+<*yr`YH_}cK@{hMQ* z(QxkI3;ftuA3*z>)o;QCLh8ejrLODTn&wP~s`v2JntTqRgsyYk+Xs9LXU#OYol2){TqtdQ*8dP0V>hX8f+fp{LLfR(?6#43X^b->kR~XBIdPF<-Mjg0R z)C42{$9ejfju!u1XB^pO4R33kN#+%`KK!N2&7$95rNT47%I^H)QPerPG@MMLuOMCs zjlgm%emC+(XG?oaq-h);q1?{T&85i(wIsDslT$y_f$2ovY9ULRY$W0H2D_!ee1TtB zg}fMxSse}#Luzc?EkZ{iNYsYUh&T*}kZ+XQ#=w3Rr_YEfQ7M0-YB_Nn8Ya!YU+W?o zZ5c4>P@wNR#lBMej(yeTV&2cCHW$1`^Kx_Rt{@gWutR8l zv|51TW1C{+ktKmh5Y#rs*&0;9G+Jdw`Zu0w%iJ;_Ti>6IQaqFOMMXBR(ho;sOkwf6? zQ{QFsgJTHmfcCL&8Rm8sH{9Ajfk!&zd8Il& z>s(qsF*as=E4S?BV=X1BF~kV1H8Mu21H(0TRRNbHS6q25xJs5O?%99prim}{j-bwT zFcUl#L{VQvp=v)#)K@w=rYGyAi85iJ$fLFf015wo5EfCO3`4on!MOd^cqfx15)VHO zVM?-euUfuJ;0xH4?=UOQ*ZNV}^cTf+$$vZJY5K*F)D$|iHZ9EJwe}WSdsO!d$9shZ zCL15DHd~t+0;a%Ds&V4C3s(~JB%J~P4&TqxHRYdTDTC6_O~Ehynt{Tbi`=NSI|dUy zScuToMFc?fdv-JBuU6C4^D7tyAD8GFb=`FZyvFMDZ)E#$g-JE;G+3BYgmSU)(88_W zyKc@eUhy)vR2|6gkwhK%$gKj#t|sMBu*yA*i_R{!^cT-XDn%EtfyoH-ucxJ&h{Z%K z8l;E(UaKGA;TC4Lxj8!|z|2}Cz=Bjm8pzHlk)jF=D@yPI5@{$4XxLdwPE>TTq*q}u zQU9KvQ%G#S`46bI$^i|K=w_(fYpaj&RuhlRm8{Pv$}-ooOL7a;@`Cx?8lM zrT=wYF)iGWj2StesR2h&@ksU~lNf`aToNc?jNX{?y&pI*-L&}i5&hVj>@y?A$ps1s z#zJ&Rv;->>!ppT(ErIy65&o| zdG(2x5b^ASbAjg9{KNN`+=&8rqinP-fI>z<2K~c)^xgWMh@$ zpxc~-Re1m<0~z0VtyAzEhCJ7Vl(nX6dbNA-bX_#3EU=N?C+f?|2dbB7MY$`c>U*)a zR`?AxoKIpVb%~bdiEb~egyj7%{X@&thy%FrB~#{Tk+BbyyD(b>X^kJ^`o{6r3GA$` zC0xmP)+ldKi~`8St-UI^#FS3jB$zOOst68&w+bP(<5^*AaqAZF;#C>uQzz&ElP$yl zxYj23dp{O0olS_BHUhC3USUvp=Lz>HpKYs>d{T(3LGKmQ1n;j^fV6gxM-{3#ZM zDUmSi?Vj~({Fr6H2KQR}nEXkmSB!S-PxkH^Q=j?@Uk;B75$C>(}NY*$%j2mJm%u~jAHQt@DKBfLg z58;v^4GbLi^N?04`dfx}&r7*J-SJ;X0}ngp>zUF(PxorGmaU?$)bwablq3EQ;}9P! zBdyYdZoN@a%aa8*Pxp%QxT_tDtu{8mn+qyq%YXn~p-oqymA1TKF*??jXfn?6GMe+b zbJ=zY}JMZ+^M<&H)t3nzou#XHB5&9CbB;*BzH}dYrY2EkW90nnwVb68cPjNPO zs+WQDv=qwW*cLHboIljdJd&Z7xl#1dFlWN>L{&wJ8P_Jol%Pg-LePRXCn>@Q&2v_% z$$fkxOcJTJnLXp#sVp1dyEyC(KYorvJfu`cl|=Tlu8=W@2CIpX3CrO(UU8N*UzDtX zt3?)+Nc9dbC~BxYy1SjpR1_3&n$qIpEro~fA~Mr(iU0ja`!3$AF?bVyc^E~AAlK-K zaaWdr#YlHtu<=F0DbinZy^6(~8yVSWm3~vAiuP&+`jZ@7$*>~Lp~{CqFls*zHS4FG`%tFMGK_TcJ_m35gGuS zcnn%haKfTAF$r{8X8;4AG<;^h82ZFwnt<_6{-C`*&%`3+!3)%h{yDUS+le zeExL&H7ThV79dHp>@0#g^4xhJ_Eq4?WC70Q-ZY_Ewihp7{x9w7B+p29lKn? z9yfm4QEmG*2Y)xKloW0+$oEi%3J>RF{mjfbyLz1<79&uCE+Zo>e#y_EpyGlUzhyte zYl>tbv*CgtrZ+d;EGIApm&}F~g=?>c{X5OIIPE*#DbV;dr?Aj`!q&!+PvjCKm8zKu z*z@&#c%c6EtGC3`k1x*y4+e7N#1haK0(AJQ|LeY_SB$UeN>TDU7g1PhC~akS{MXgf zNfpB#plCI|H(@33{Ii9?;{0p*_UC#n=qR*btbjXLgD<7}itFbZ0gb*YF!hb;QuLUWTo-9^XeGp(|9mP4LS)b3_Z8IyQ(M+d9nGOM^G$0e0>=> zhl|w^b_5t#df@lD`JX$BaQzY3(_b{vXwEjd5%im#7)OSCOf##feiR(ic#wUt`{)sD zhYWj9hQH!N%f_@;k8__H9YiD=f$W$+gH`^oP?yrHJeoX%j!wBYd0BbA1cPT(&42&h z-)aau4UNIC39r{DGJ;6 zM394)7;qI>DrtZ?Wsu{A5==Hr3>10Df6siZ4fFiAW7TzTqJF|nu0%d#@&>mC+B;|AP!8|&+nVfUws~e@ySpJE`z6 z{b!nwvh-}+>GBQvCVwz*9EIViOSRk^)_kxcH z-c1e}pAHAQvx~U$DRZ}g9T6|i-2oDN!BFDr|7TSE$4omuHio(SKbsrKiV19}Ev~f( zDIb841BOVx;Ajt&)O*L9SkRGPl$5q zE9s2fxMkM-t7Na*Uw6VoUMqH2&YveoPT8uGA)dUw;I-`^zkZufTq?Xo7+y)Lo8jVe z8hC=<;urR(w;MOB1}Q!foMRK)|YlJq^UpVlnW^Q_2^oeHtC{O|L^y(R z&~Mz#J5$fQr`_;RH%mlb-<#R{YOr^PXbvi9x7Ja_@?El2g1Y*jL=&d#{MGdPoFV?a z2w3*@WT`XmjO*{1t}ab62{f6u)fGp~~`)<9lyC>vL?+tk@qQ3?ShU5EE=nyaIg3HqFGUr>Dn&$~m^{JMVvVBw7{;djN_6Y9vYm(9u^~ zH=ls31Ui2}{Nam1Om!@2PMt5h@2&&p1H-ASY%_P;OsEh9)SU#;#LLQb+i|cwzaR343P<99$hau<&q3$+?(FnV zn7o>vE3yCfx-V*P{SqxjIKHehyq$8Bcez^qF}u8(v9Y0L8t$5Dz)X!H-lvrtjQ3u9%_g1;H`+``f6%i=t=RNdEj)4Xo(D(s z!Xzb)dBl~NHYSPA9CRUe&TFieq4{X-z=Z$>a=B~;?R3IMo<-`0;}yf9e?R3K5fQ37 zY@-?}RL?6)ttOOP^@mo;x>{<&eZM6lm0bL(RJco23Zl2s5CIhpXHYKC@74{@eHDOF zo45M2p74-%Sy^$|zM&g7cka&*lamMkp%T|ae5T|#{C`;=&)rQ=AKD68bB zR{NV~Gx;5pg-kuFg?y9{gfhv!O79k@?7sJdl3uXFQ^V(Srr1jTYF;E3>l`nxEWGk- zAz1jXU1MP(NaL^~gGgmn8xN7`)}g^b?I@a`x3*Plp${o#&lUfA=RLZx3U2C|V>ffE z39`vr2?Gwd>;~rIgga8iB+wiMb>986e+!ml8ft1?brB15zUdlJ5Ci;S6L=iJa?ixX zl*@+uBlRCsToW*i0U=6)S`pYCfWg(ILugyIUM@X?=8+soiX8{?Krk&V?YOIO&L>NQ zA3VWE0458pF3(L~ZEkM*667lF$2#vl0Y7O2Nc~ndwK6xC1-1{+s2zFrGo({Y+wbXuOZlqlcL)K@H20qi?c;&lz|V#Mby;2v)9w^ zpiU!q-QW`!Ov&81UOGL0LoCGf>udwv=B&wc*Z*R4?UZmx3u(M;w9>o;T!xD>DZ(oT zZeSX4L*a#`@3MxuiGR@X{mwSakV)WH&ASQ-O)B*mG>1o$FM0bj&W0rA7cz-Vbl2JC z?#>gfnyR1>=o8zg+-l|of$-a`muQ)7@nS|HT*NYFY;0WYK$!+`UW+l)b}jC#EE2(# zAs?8GDo#2#dh~pwLx}#b>ne_m0;zctS>*XIKlYq@r)f}9w)n*17`S{+05y+^I%>)g zmeuP3DvTMRQXgR6air#k5p0=3WzRz_gQv#%^aBAb7=?R$r+aqmqC?j{k+JJbT2ZAN zthd%A^yXvX0yHzNmCSnY?&y194j*!I0V|M6CV!?*@}$aYu>1NupaiK{@j1LR5D*Fk z?iAf?qv@by4*tBKefFZ?Q-zxcmju^Op@p%a82JiO_;=dTcTWriznn98Cp+vY7*3s^ z0y(qJgrtr)sK*wSRRkYjY9`uK|Hl@Nqo$%sS3HY8N7d1FbrAw4B5l|e7RO_oQ~QfMmfm`P|fm{gRym>+D* zBo_I`L6kgHaNoTQBm(ZT!wXmZOJ(i!I3BG?rNJOjf=u~x=}SBv$Fa`M*mQ}-NsQuk zAFuzglo;47l9fyiV&?u&K9^waml&q936vml8Cw7b1XLwI>vs&T5X$p6cqYJyf(G{Wiv->ymVPg z2hW+~O;UO|QezsOvr6-&j3bK#>vR=%EfzI-aQ3XeuIc8!!8pfP4otTnG-_Yi23?J$;TreqoXnNWjxRc?wkd>G`XB4a;8^-UrQThJ z@2~#??$Yql5L#WP=^Du&zm*l9shLWNZ-zA*{BZr>=PwsivB?OCRsnyBk zU`xPg#GMQ&T}816kEJ$b)uzcP-IT5_cMdoViXl7 z<=W%5|Hhsk zr+kH+!{hc75N;#fx4^VoBV3226No_ynnfY7nq~E(>WF+5!jLw?8Yq)DZg7WzpPjjuxN)Np z%KQ6bB$S)uYb&y-2qrk1C`L_!xLcTC$1T?jG#gR4ST+P0`=5^&Cw-IwuYDLutZh)& zxtSTvyRf-!o;ni6>2s3;H=FrOD(r`HlWiw_WA_l8fVU3*fk{JY-SK@OsRH1|T3Faq zYeQX~QZLPrL2>CZ8Ercco*vaYw{|f<%RuARi|M{^Ul?{hj(vISI8ErzgA+ZA+aZEF zBW}qvzr_I}D^f46z$bC=kR)JZasC%m(P$({)$7D`NW(Hfl>@Lx5mOTIS>Ee&NReN*in z_;PuLbVy<0QO8bisWRrvD{te7P3L{zxuG&O$cZmzy}`r&h*=lJond_a1T| zvm-$$ro$ig|4MfjMQ9E`ztP3V^FB6+ca_onX{*zhtS(AUY|GYpu?EQ=n&1&PrpGL`Kkvps7C-`=l<4aN|_C1ifisVnVE+ z{b!dqK77Akj8`4DY36ycWxhGs*YNlBm`BP{Dj!OK6+y*EUSr|M7s<5;!lwgzao0N5 zQ_m;t1lb8@zH{%JzZO_qv{b^U-pWwhzL+?hk;?I5`AKGQuz}Jj4t?9nlDq=#pcKJf z)x5v&8sN>(Wu+P*NOxc!jVb>NShdYJeQz8TT;G?N>Yke(%NU7k$JgBk*pGu zI$1-Soz4&^VM#YQm3ejRCqoiE#XE_S5yOSD&mzCj^e%YNyi%0JFa#As*;Q5Tj}~M# z_0N}`%fFh=fw3qJCSj=fe3)7u+W%+1J}B->W4iE)?&WQ97u{Q)IR?aOe&@SHhvetYVw=9o|JY?s1Ac!I zPm6Mz-Uqb@Px8=mQB>fXMZP4_baRX|L{HAFlTS<4*YnThAQ$7^lqNi9k9jjT_1Cnv z;q?diZe%jz?NItS6&^mye4;)@uax(9jf?t|x`OOUk6+||uz#(2*zxk^ zKRU~QFFpVM+pnvoh{>%UR!xP-hLDL9S2r!|3+>PZ?TK;&J*fuF?xpg^Z!AI?=kDkR z52A?=Y5DMGdwV(ScN)@P{b`G5E3edq(^3^ab6A{o`A(}e*6=igoEnP|-Wp+(intZ~ zCsJn)URRr~;-PZ^`n@%M0HmJ~mSs8HHS3868uYHLOijNlN^bQC6hI(!hyV(zCIGzc z7kY~%CXGEe0VZoO{QvAK0Gf?29wOjElHX-b0MX zch6(Ru3x|XIk37i;$10;B_g^7JW(uMUw>{`H~s5Y$Rh3c^oeBdRx8R=-}n2`=o?t_ zEugnRHwB)|NRbX#)PNzf;j14psfVdbrg<16ecf*sqt-jW}FLsrYt~%PRyl+0=$=7R5MuinX zVh~&|)wV+YZe+NauRqiQm_i9g!nYwDX!&}E9P#7DqQN zlmb7=?u z^H_3+jaz@6R}^@dW5}zjcyH$E;U38)B5P2w(lO6uoRAbg-Sc>#k6?35|Dv%fS@LRjhC!UU&hqM6qMnS}4>245sAvO zi|lZm%hbD4!00|5bA>F$(X7hO{lTLPS7bX`f4Nsq56F3bXmZ=}IoBekG>TSh`UD@; zeZ%{R&Je=_OJoc=rw`$7a}(7OwyYat&oA*5YR7@B9MIIearvMuWID5)PPOCts}J?X z#U0-4CR7?6XZE6X>BL8UAhgbDi!BQV4fz4rn)XOBkt=$HCLK{g9Af%ZUSIl9sTIrh zr6SuA%y=lj^;3e;stp39x9f2t{DqZJ;k|ZR&3pdRX4h7#tVSviL&OBwudGNXJmCmb zNulXZW=emOgoy!P>K!tA1=`%jfA@Y|bsFGEF2hU>W8Hg_MK#}ke8gx)5vM!@gC*ri z&WD`_{^C3dYCn~y3%ww~ctbV%B6hf@$VM3kzbTw`5v*U@MNrE_;gU$Ol*YK|y7qFR zXjhi(0Xj!#1cnW=J>*-uh)38@+c4h6QD*XSIfPegt_9uE$-Vkg6d$3DX3Gt|H@{PX zQ~#n76V8(o@9$hD^s*9D5$C|`OyVifa8CU)@v!C2M~tYAIf2ENEtaBRSZ=hMdqvNb zUz}FwnFb)o?hp5!GO~*X*v2}&bcdd$cdTD9HUcaeL^$lYWeDc*{NYbv>73s^v|utd z?mpwgjq}RSPd=n@rfsj?8$ZjvE<;6F3JD3FP2pCqCW8^l_(=f^B&NeiM@ccIgSn#f zs`L*>GMR=-LE?sNoC*)<@0dS#J2$y-B_aYYM&|R&^QgalM?>nx+CVtj^AEf3uh|^6 z8{K}5nGlcI-!KGO{6gR1{iya$oQEw&Ti*>W(VD~DI{J|zvf1b0#btR}iIu9;n(>R3 zhdOHKG*WTT{hC5}sBm2}Qv4O^DU~66Yq8bJ(cvIjZxN zCa2{y{eC#~Et_WhYJyW{jq~S)$VYTBr5WK|>#QOBTNR2Do}$o(v79w{YjsEpj6xEaTITT%bwzK-lJWW+EBgB8JZn2(}O;7%sm+`1(NZrtiB zc_gf>Ov_U{97&Et!1TT>F^aV+j!Y=*H{2knN?Ec$$QD0;6k2-NG;r|3#fnd~GQ@jg zTb?9Q%5+HyfhT!wqo7A48X96d1>8Sw{D>sy#w#@PR zV3>z<-p!Jmk%(O8>j9$)*LCy6ANZsXFtkC~+Ll|Ti*wZX5BwCg6eVjG5o=-?WxQia z$`vb%>Yc#H4t#jxn?l?6IFGuRjL;tLxngUG{W5#Dz4n{WRBfKaM)iXZKfG zZw%KGt!uMWy2gu*fcGew0EvuL9ofL`--iYqU3$>Vy;$=y<1b?IXU6aVW(OjY3rj@- z2WRy?zpN>7*;F7C%gF&vc#+P77k{U!UOf1>@4xv)TvSxgYyLC*9@yUcchwro{Zv&t zv-%JSauraSYnsu$_tRO8n6447wTZe6K(8=PsW->ZnVS;&R_!~ma<=U;wU^!{FwnMSQh~=Rs_VxWYVeY)b z+%o#-Sr@2m&FV?5Sy_vsH%=Es!_u7kP%v4yj|qCBM2`~2Xx`8HD)3>+n0RE{)Pnxw z?!_K^Jg%n%B5Y=76W00~wt90dSXYWZvwGVWoz0! ztq0pU56>ObkNCvMh=PrO2W-U~GEgW)Mu6YdaUD83+y&GH_U_M8{Y{t8Edl)9w$T@g zECHjjS5r$TmpO~ zqkMyeUtZGWW)N%U`UQ#;Nx&H9s>%xX?ylvzf^t&#^$bl@@MbinDyuA& z8l1~!Yah^z18?JxrIIz83{MM0nnhMSM=uB!m7?$FC zn~Bd%IZ8Wt+YIPk@VEq;bl{~bkD<_Wide5=JD#9;F* zv3W-=WI{waI-_O&`d9M9LzU}|4D*vkG_ST{Ur)%Lo$H6y@^P`o&|M;>3>Xy674na8}+*3o582Y z3x$OmQWZ~pfVAJC-vSraf0G85Z-nf^6oqq%$6w?Ari!2o;0?LDs zP+#1q>G>qprED5*1UGoQURG9CK7URIb!EtAX!C;sE`ZG=aAg1s4HQY$*PXi(G%%W? zBP0lRNA6mYb|Feh1LLne;isdz;eMUOM~g_tvZxduJ84Ji=Csti^{)5K75x7t8YAD9jQhQoIB{Pc9~;&?>PEb~f0{D)x0pP<>BY-OyKs6V7*2pSg5q4{+mNy|v>opw6;Z;-6 zVM>jB5Ph>;`PuZngVVv`VT??jJj@3c0?C4t^wnMgL;LM`gDxq{2}(NlKdqFU!04kg ziZI4pPjolAtT6Y=)4Ei=%k;0>4d;~<@l3}U*L{5iH?=)_jktELMXq?GK6dbYyS~?j z5mPXd2mY=`5s$E1T1X$qVt03ZYx3XIh(KfnmK;-;7qy ze(<)#_KufZE=)RIxNLO!l?9mLuXwkM0loNHjPROdmL5MAO)*R|j=>^B$h9GLn?$u( z1c?}#4#IoM^v`)QZ(c|^?|s`V;)?5Ce0i~Mbz<-#Kc8*bYXPJPJQ{9K2EJg<5Tia+ zQ80y0x^jCIZGd~G^K>6ry=wF;F`^1bzen`?b0xc_bY3}$YWl6vcDj;JXZV=_EOX*z zc^tw(!d~DF_jr;98XgWo(uqYI^%E0YpGMX4U9#TK229&MmIpKe6c`%gdqGX`pLNZV z*831muU09~lKoF_wPvSokAGULEMNRWV!(j54ykSRz_mW$o`=S?k}wi=k=Ho&rUpj$ zR_M>J=Z>lliOZY!_Kb_FB*K;)@;BIJDD%N@tEk;@Jt!+)ilT+q^N8nNm-@&Qma6TX zhbtW=QPCuE>b3j*mn)}#If105fgM5C4;2ddWz}aT#n0r|Oz*CF38mr6UwU4JB3kp` zk1S+H{71I8cRTO&{?I}q+A@lkN;``@%4EoIEs7irq91@g(1tf%dFyi_u>5loLN$qvQ?Wv zw144o)4tb^NFF3u=S73HcpvN=gV@xFP`}&=bBy zl%bDHB^FA}%|Cua@(Y*Nf-)G4^!tCf_r|+1m+Yt%f`uBO4KGXi_9#i}O#c_XHm^BF z-Cu``D|_|I)7cp`boI1%{sQU3wBdRkDxbx20%+a9w|z3J*^*tOOCi8blbxLn?%h2f zOHliQ4jfAsH__{?W-j<%3lD9sbop&`C-K^K8o|N;toIyW6e_fuU<3qiDtM$Q8GK+ub#)+0-qAEGmR|R0@K?@yJ z0K}_fNZt}J-Yy38x>j38Z{~j!H2?<;UQ)53;hlmx_r8=|C9s0Kzh2_*xo5>|d5%T# zjA~g>*l>JbvD49$U9Sr?%s?2Yk3MSs@Zeft5>&9J^c)Q0uY;s-z>_kpt|OIRyNW9w z4xxl_0u)g#grOPAOpR48`SNrIkwF4vN{ZAu@V6=Y)+T$u zCH3aS<*Fa37k`#OPuAF7!e@=Xt93+Q-6B12CTI3e%UhN4&4o$*zyxk9Ks`+pty z$}-U!eG0a_sg=*6U0?-q*b_yU5~DkpW==+I#sh}UihV6HpNYH@B6 zThs5)pvq7D>=cB3L)AKfYK5Ld)(BU= zQO`ql4(j>>060-|GBNt=TJM1hl>&l>dM;?Xy{M9zqgDCWXI`W!$Gp<(Xz z{bvJ6(@+Tgx%fTVP7$~9VCCZ1+SR|O2OG89ya@7eOPo=&h_8zIMyurDXxR|$cvJUI z<58^ht-0tvd;hd{j#myM1*$oC$P@%KfDXMtNqwb|JU=(F)CC|WFaiS3%8S7OmI#Ic z4snZ#i$Jjx3Tj|0*hfCG@@lSb*R{5qItH#P&f0+pKe*tw$!*A4;7F9 z!E%A!a&;{DoD1IT`&{#Bbe*qy=;Fq)M~0>>lURT1QSCc7z`+HI8Gm;55h-r+l2I^W z&%Wkv4z>vy{@C$rkIFVMB7z>y&SfuNe6kp4vHQ_{8j5CI8!b--4^5ILRU*YTN^V6S z{i!G)yD^EE2z5GkX$V4;MF3@FTwI*wTHX!USFY~_RVVzIlH(MA$-$}qzu^Z%Y!Ejh=0m0219@^Q@Xyta= z-Z#5%&NaDDR*l~Ofjancz7_f|i_E&!lf+`tvi@*MlFT`4lu3f+1d*InO2){(i83uu z2hfP9>((@|aTdq9@1G5CH6ohs!$uaAcobvcpT&=&Y~O`hj@e6;``k%Oy%eKj?qs?= z*(pw)#PQG>5pnY;OAB)l*MUa9O%CvIL08>vKVNUvECRh&h>Di5-`D zq>lrD3`1*cV6z=yE+W;VXwR-0aHq}6{EWEncwzbGP7tSv)qhV7L>?h({Ff%3cpV<) z|3%xYVn_0~R9=g0X#mr|*H41O?R9QrT^C@$>Fe8-ZM^za$#_8eB0|J`sJE={eP_sX zx(Yop+9I&6fQZgST(*I#c4%{RP0h8-j{);i(64JcXctsM{c#5`9=u>Cr%J=3gmQ~q zFwJ^@9$*Yb6)bLDd~Ww~x6VJPe_bJLhvvuWCbzU7@{a$vV#4#^nd9P&NGxOuuO--1 z_X^FOwErlmrw&=s`C2z9@Slgk$2{*-vWbB_`ef+OgD0g_SzXCXCGUJ3*1z3bF^j`8 z`H_X3`$H=x^;7Vs$oUHvTnpQ?4HGZSlrbfwb8y%|UF`YFx|J+oLVo8W5eHyk=_Jzk z`nd>eu#)7;gdWv?yF^G=eDDiElbr@KGV}60vr0={ferHHi~_Lnm*S9m@aE^XZg;Mq z>unG9LbslWeVC8pq-RBZoEBKt1}~>Tf#4%0FK!~BFCWyVn!f}{(X*uBFYjDZd)<5d zx<+pS;pp8Q@akfj5(>SuuA>jn)B3|h)KBex$O-U95PARYMS%~*VvHb15W7^Tdc z?p4cn^A&*-XHbN~^^`sYY&rjkZ%pHTbDut)9$0d-zZVQa`qWHB0LH-UmnH`(SBob9 zoVeb26qm<&?~t>urc-~4T*G57qs~|EYw#5miogQlU}$8mbM>?bUtK%*#Yc-*D)RnK z_vwjhkL9q3{o9%iJCU@RdK30xxIBwHY=U3QZ4K%2^wMW>`>U|c; z8SH`uo#IBWGJAKXLRcukKQLMumF{N(PT}^^(UIQoA+FpT!M~mZf6YQ?+!#YwMqkHa zKd`-lAfMf+$>{7zwkex$ufQK!NF6g5`zzy zFf7$RB;i|b{QJ|ci|h9GXxOR&atzXwCjj7d|`Hoe&K zx83K|zM944*h0MH_mXS5O$n&Mft%G@T#V80Desq)(}Of}Ye3bku*AFktgm#<0{Jb? z<%XpdzEgj58!I;gXS~&Qb#>z+f%gZj$6ywhs$Bq}*udC!3@$jR1i=z=0?zy34gx#| z5Me_t0BimaV4#9{w+cmqAVN&wTo3%Ctz*(qXwzRp>6-adbepJvfPVEpV+m_)ePy1s zciYD5E$13{QL`%YGy4JfzxO^_yJVf^L;L`bzX6&t698^>bQ0XBPXRpmnQmr1@Js?K zbJ+J6Lbcz&HlG3mMG3*iIIbc#_YATLsw*M%6p(c8eu{LQ(j3KMjLjmp7m3>H{{~*1#a(?5P{L#NDk=ZR9rX32$fvocy-#&ic`+DpdF?7v;7GlrRtzZ7v0jBW3aEL6Nyl{sM9TJJTNVw>76VzmI+u zr$_F>?Q?#h*$3|D4OcBimI#$3T7eRhgvN!-hWzDp^@$LYF3R)6+IG50!fDs_sM+6q zrw-|niyad$@2}Rao`kGgidy*hpM1S}?nf9DL*9}4%_~Pg0s#-lf5ZC}+@dLm%P%t| zJ9b3D?S~I57KvPn#R58AEt=v_BXfq?br&(S-Yq@^JaYe4=pSpgyazRr?f#fW;#7{@ zgZbNE>;IL6?Vt39!TH)WVFfJ7C50Jv#k=rgQm#*p(<;FkTB`eYiN4?U(yiOK|IPRg z@}+93Vk-VPxJ_>lm-KOVk87OHdEqiC?R)yu)n#HUtd*9QvNr`7R!Y@fR$W zq+6MP2$A8oKm4@}{$_@4IMxOzw4<5hIvZO9k_%WwDh@cs!l{y~Yewd)lDUu%-HLbt zsc`_xUkJeo;DG|E#JLxq#MGV4=%@+0iK=6>s>t)DYd%#&}9bF7bk#Rzr1 zU_E^pd7yxJ_2S{WEEY~As0<;-%1DWA1hfY18zc?E%gEQQV$fU&gubW>lBl7CB$6c( z?BRFze*Sf>2Fr5Q^H(P$e}oDOSP@qDH{5F&Dy~H&G~Ks4{w~`5?yq&-=`n}E7Omoi zvM#^3EDsf-h;2(l5(=%V`7I^V1tqmu@+l}_szVo62IcA9F$EVru0 zF_}FnK?Q@;EH@Dl6}rJuTzdqi6Ljysl9R0ex*s6pVxt0LB3ytZsM+~54}^_b^_>vW zngBc_S11G6IDyrJqq~RbNOGg*E^cg`Ve`2(J;Fd)<8~F{#f7A6Zwbd@Y~6<+t9C3b z+|d~kC{l{`GfP!@U)rPWWFB*72Y7nj^8=8w_*>@5_&Vz7^aB}L5rk5)Xz*|c*%F|3 z2&!kh1~Rz-XW=ZrcJK}X<8SLh;D^^sFVkrSXhDtt4aGhma@N=EsABwcqr)&KXuR@osL;e(5^ zvuByt$S6eF+4I^VTS&-=?7d~rWMpJ!XJkepWGC6;ckcJ+&(GtNao?}^>zwmE&tVwg zw_>oXe!8UNd_di9EyHIaX=r^jN844FR(0)j12Pqk*$izFPCi2W)15Mc7cM!EA_!ym zG*U#Is&&=YuXD6_xX=%an-8w-Lsiz}AJ$M@6gv6pL3ZH2{>>6(s}OqR>NLbhJbVIr zKyBu@rr!M*!UA#YGyzEc(7O=gqemjZe>TTmz|Lw8M3uDKA zQdDk+s_Oo0RS8OJd#M2D-%P*8=^~nCI5TIDo33$$-C88(-SB98i0?*7_{ZuyVc*Z( z%6Yf*uTlPUq|B@LSwmRKm)g;S&dyT{W3gGmygBz{F7GfQ%-e-={!>2+9BVQ`Z0GOdi80`u6dV+wYxANYvu;y=>3hzQoGCGWh#s5wY& z`ubmUDpm-YipUuhDrg&=nUlx8CTCA0nO|Dmq?35YjsV58)>k183SPO-kS9PyM5IK_ zC`%Kom1*#iiu@@UnI%xWLF@`_y58F`eprv!c+EAOE2XCrPGJxq*~mt)^Mr_(J#WK& zgi-L%)`W3Vm1$lZf5rViHI{&OncpWbszub_Ki1N6{rg$dXng)=N<;)9wcX#-^QD_e z73M7e({-p)P(hVBpaM?A7yy3Z{8X=DfOME|IzS6XN^(n&9kYf&FwjVf;9B49tY_EV zCL*h0RoeDF;H%CPuYXG^))kwx1kpX& zSWla5uh^U>$cMIl+!2aIN8{JGH@VhX-C@^VA#V_NLEy;K>Nqda z{Zkl79DpoI{rfwP>01(f=VoXo$KBq)VNBRA&CbTy%&T1I+&{+1he5=c(CVp3?)d)= zivD=+JUXe%TM<8&0v~~0824CRPE15;LcMbYzaSEyOqo?nmQ{tBm2epEk0PQ(Q++B- zRdmtW)P|UVEJHSt)auRrSBH@0Nc?0OF)>o$o&I;y2%l;%H#zG~g<)1)_j|WcFtuY5 zAYN|X1G3EQ8c_>Zi;#kg~6RjY0^RcKf1SpC8z(E_|o<)$E+ zPFs*4UlO#a&VOu^AbD5aHy%Ciz`6 zMJm&;OGiU1JJ5B+XEzj=jQ3@D_rI$MvqCW$gF0t1`fwEZ=?GqX3_Z{G+|=gjYezM6 zz$4#iVV-cr)1I#nw7x`+na?)5-A+$rkjF1BFV6t$TnH0C8~{N#i{G6!UkH+{cc?UM z{1d-vy7iLU82?o#hDh*(2A+F%O8xtI>$1rR57|DI4|n8Ih@iOXdgWW(^4IvH2st>u z=D(34kmrp>xW)%!t99-=b5Yr|;x{%f3jM@t51b|4kf-Og{cv z*^%MKywbjN1nZ{RmR?7jcYuOyY`QijU~BLVR%D$S_BNE)SmEN`KiE3|2wu$_CS)`? zAxj31DQ^4aGPHcyO(@s}$Pf_TXU9WYUT3%xm|yfNN_{{h^-DaW<)@q7UBjN*M8(uR zd1bbn3*YCfb42j|e%`E%I*z$S7#%&EoU2<;jSd4e_K9+cDNTv|jjO-m5o7Ef60TI% z*v{@v6n&vhh!C*sr&L)_b80Qdm((UDM?m^kPJVvA{43HmV@0VONJCITaU+~$G2U=mV2T*M~^BSExecViU$ z2yYno+~hxR57VpH3ioJL!mqTPkp*Z>Ju{oT{h^iU0X@C+9_{+=zE0~|6R}T1^)N2L z)KdJX;2F14SiCC?F@UAMBJQg9Gk4w)(b0*e!~_!o^6&(yQtwdewzPK)f^UcnJA@LE z&f~q7evM8F-8aStm+?Y_%QAG`^Md4ikQM{xESoSdVNw+bwF>{=-un6PAK+4eiQxGv z%wAeqnFUywK#K42;wy;yFg`klb`P9&B_Rn9u5-maO(*SuUw3b%<*y>}l(Ak7lyH%H z%03e+zg$VeQ89_+OWe8Rc^~~KZ^0!U1ha60i~FgCnPM0uS51Fq#l5%rIv650SAS!= z{HHoe=W`fu)yLDpDiMB7fy;9c`TPhch6+v;zOUx#d;?+Q#Pj z?@w15dK(u*>7)+7K1dTO2ZLTXi+seL8NVUI6k-M9&EkFbpx@Oyb8(v8^ef1Fg8ON- zhQ60V3tI)*5KmE{;rYOZ?wSVoYlB1_84jGn7Zt&USmW`%a>Mm?s@U}o1|F|-0*ij; zyovm-K|+kHLks~ASGf_VEYZqdo z6e5(si^9%Zb9}xbVWFNXpnivKwA>hX{4;rhwz;--WTP)Sge-pg@YM&OTJ0&dm$u{` z-&UDzPZ(qfw4UpyWm-zL-L%m!@^5Ltl~=CK!8+W+N|n{vSoCnLjW5Qgf&11mTbvR9Qgl=T*+W7Q0u!Z_O>iHcfJT7p^#^w8h z3>Jq&_&^G0bAmGyjhD8T4$`wN~ z?6-+;m1hita5>3vDefcKvT;$rMP}~iIclYzej4$PYD&Lureddmckk35@q>&P5h$dd z^d^A7POUsa*eE7`8 z+IHYt0f3{m{WLt|yBEi>4C^wh2J8>~voFA+5ONBeVYBlEz+=ogf!HuxDk}ji8Pb?{Qc8bD0MZ%hXD-<@PYoqD3^Fu`0T>-(be<5)ELzkf{LV-J_N zmCMVx(?(3g7FmC=mMTzUt8Z+axhz&FIc;KNkv*1)ODR;x05BJL%xHn>! zbl{~1wib;b_=o$g(qb25Hwhka5F#?(J#1K=4+arHjKnxjZ_mCDdi|1!dckev9{6P> zOSqSG41qUVA>>zn1Jhyf`ahChw7iOqmB5rI)@}H#5Msaq`H7$#*fbouYyadeJo0}d z#?3D@jLg}ti%@s)5%;=~fvoQ(i&~!Cbm7C1{{F+OYKg1KYz{v&(}+^FI3%f5rxX94 z`M#)nD9XXoj)zYg&EjC-+`DL~!a@G>jh0HUgJ`cxXvgA%48muLymDIJ%0(eZ>R-uu z^v}x{zVu2m>R)^nKb?NR@zz~VWk)R0QnM$YES|q7`IAuF_uc&y;$X|)IQ{iO1L^*4 z-#%$`-gwBGPqtxenR@Fb8Q9^Glf0xgZ`$dXe2%A{^s%^?knOYf7UQL^%l;N=c!POp z#I2{Izc2l7*VJM?!E6pO4sY_cU%Hj zp&0-#5!C{%F!lm%gQ3*Im9@3+;IRpYU}$|#umU;5^q26)K&uAk9!y}Y4Mt&Y+mmzJ z$l#KJvlT?OF~P9 znIVEglPn?xyFiGH&&{>={+#K_NQf2vt0`?!giWDss=vCdVAu~alesv_I5$T(#Aum#gbcpr&E@F4 zb#GP>$Kb>ZOGi1_s5SFY*;n1Xd9#6xV!WLeNr8SalrYxUKOBwfh-@Uh_tV#ee`J=2 z_pLvgEsRn~WRPons$#bCQ>?S$(;qwBg4 z3{~Q_$V{~G<%k`FmE{HFB-7nELNw$x>R%7)a%AUxQn~duFx57hLX%lQ<|QSCCQ^9^ zAHgX$IVDPVUyfONe3pXY7PbHrg$(|?N_%Je@Hjp*jYLIFa!mxtBHvTh(KRm zwYvK67W02?rPk}mxWXAs+nzIFZ|x^f1HVpv?aXZ9dnbL2J>;IgU}9TdNRKb4jEp@7 z4Gd830F?z2DR5=zZ_^MDrwS9LPCtbChQu7=z>3sT{+#cRsB(y}l{AX2!L48bVcuX= zw^+9kx_@o^ak;+E)29KQB%<%yGVXf0f=80-otBB|X$bV7G`PKXj?Nks>S-s+9lqz; zS0{&aKaW=?A(0iYlQDzO16PYl$gj#s*WX_Xp&`eSS3>nr8RIbwE@(cTi`c0Zn;~y1 z{SQh3frWn356q4P-J|iDF`4KvUA*nH*i6yXi6%z;U7xpxS^@RLG?IYXSBi1XaOxn* z*t@u@stR6iW5rDC%#0xn3u#=);Ab_c5iTGC7%Y@tks-R#=CmZe&;lv#mRF5AG!LRJASA2JB6bU&@ znLSAzd~x1zBF?*Zh$zx3JI( zQbM)*0oZ$_0xdZ$4lBwRY^V}`H(E1F#aN1AQM}Vo5-#w}#wp+#x0^$gX2%QMk&e+o zrk&qF!QlD#N(WvRBh-_p&lmAHR=@xY;0O9%@p(%MxsNB4Y2|i`Z1H?iQEDlZQQ!uG7bPLz+{%!|mBXQ>!cO(48nh7=v zf=<4Ar|%d4b_1T?5cls1vo;t>?bA&ok0Y3w24AWZU#TH~vgW|2jzOtEJC$~wP`2?L~;KbTK zUXWBzpc^5R_|*;}gfl%VpFP$l1W}to`9UMxGeoYn{%dXh(A)6%oHO56#MflXh?{Se zcbu716P)!X+z6V6vCzz!a-SeVt{S3ALG^@X1$$;Wm0+3kNt%s&r>dbu021r#h4Y=z+Sy^?Z0lSS78_zHn0)R z$9Ozo+{nzj!ho-0kf@`nxd)Iq1mX_t9^HQ1*UK1imkghnPGqYVWj*UF`$&+0{zd+Z zayG~sh)dQ3@wHUqL-;9)*>RAvNLd1WiZ|H!ybZG{Xf!&~>Lng^{OII4lO-uho2gB_ zgq-UR6Qq>o7P?Z(v7`yP!Bct%JEp&Z6qhdRq{&_pF1Z_>7VfUCE&o*BPVQm+Yl|#}5YceUZxoVKIL*QZa zZp)hXzYDQ>Pj5x6A@-rLiV@A~O1y2kucTDJmoKdFr-47a#Ry zeLnFDQ7=v}7Fv%Kx|dSO3>f?V$BLcz=|IJ^nh*v&!jPTtxmtKaW^`fj+c%Q>)6k^xBqL=yh^J1jzB58%~w3`>m z5Ie1BjtGpb^G?H$prtj)268rVGtCZe>RS>5Cg1}N?rl!x|ZP?5w_iJ zP-7G#Zb&ILefiS>m*~W}hD_y4W(ZYAf27Dg@4xJsn%p13{wpmisiwIF-wnp&?<&E7 zu19r$(RImUv5F3UM?=d$%al`vW;C3^GP5$Bdnc=>M|gJrpNe)DL5^Qw7~F_pJk*%hB2|Lt>#gwwoSd~b|{@A1QKP2 z-34R5$I`>8U*BSeGzf++i1!BYquG7)5I&{LA6KQJPpzpeE-v9OKk_Vl|+CwhTn5wD0GIPb!TW*j1|BOrSMe?un|6Tl6UD za?Bsv8~KD73JXJU;$AVqF{R{mHSATwebr9bNhn7%Tj9nXw>HSPmNp+a-G6I%#g+Df z`P4h(;UhYMP=;4^n`PcP}5U*R3^v+#LBuPZfHLSXew$>nA&B z*cmoC2U}j6 zQ|^z7;|m6-fA2u!BE6by?txDqk3LKDn$)w#YNvDhxF}Z7jF@{=11Pn&jt&WAT~Eon zm7-Hl05LBuEBpAngJ|yA)26MO0g&bi0RF{z0Y1Kv4-0orG=^W^3t&1&QM%dO4$~qy zElRs@OhCS41^@~LqqYyzsXKW?@OcbVf^C+#lytPUfiwTUeyCPYENMVkNJ!WJao=GC z`6%4M2oq>_Zf87;8_Ej*ygGKcYF`eE90Q8miO)+}b4BK?_-$juX!LQtm#4Pe!wD5O z%4&yG0i}EN=XuTu#1vb^bLgs+qUmX+cfA$>`Ge};bb5LU z{;h?eWZ-&SHVth%OpME<;n32TR8~&uCnY5OgO;07z~b}aZUDfB5bP*@*>-t!DIzK= zDk1`vXaD=f_IHVM2k@u_q&waX0=D5#m}T%SvX>VOV#eB#NJ3Vvc=uM_T}FQF=BbdwZH;lAsqG&Gz$%RXI$lT z3chIhie)@34a`5C)Z<#AO61kgNpHSmiwfh zDNQRlKtcuaFg%~~r^8Xhxqk|CRmu$H7uhEG_YIF3@o{2dBkg+ugy;E1&G}}-_S1x|z*KbtZr**k*;#T| z9`vS7K$WyUc%)L~+-zR4*<*=^F-#YQS_2iV+?_Y+I{B14cvBWW$T+RMJgtN^`+_?; zIOt!3YzydW`_LgxESYuR5rfoj0N&c{zLu;EBweEw_?c`T?S)z1fKh@J1YAQceY@EN z`-nEEG#FoI3jw{7hchJ9kBRHI`tNU-A)C4M;S``#KXrtllwn;|z)>x_%w@%OHM3HP z1OMT4)n#{*ak_wI#H9CRnI7!<73tV*zDy6R`#ITBMJ~! z&4Gk;t!vWfzj;1<8>@6`dp?V3SD-ff3%8`9^97#hch`N4^^{OE)K-5W+kpYjMTX}B zM@HTjQSAo_;!Xe}DW%)Ihc@UO8?X@m5O#ixf*>y{49o^UIqp?#Vhl?Ys68Ed~a$LTa*3Pm?kB^y+d8tw7-rA5f%B$ zo6(zZ#x0AD=SyR=Ri9Cn&5XqpAxBh?i$g3s6v=6ZOlfYiJXWA5k6P(_ePtq%Sb<$) zY`*!)6P+aXFIjV9xxbxS^$2j3-V8~dzjvBwJCbFPvzqu^x^@@qe&vt`7H}8Dt6$V@P{4|!(yNF_e@JjsHQ!DeI**l z2$c?Q#!ydRPhCJ{{V5zJOpi91g=ohVR>+%&=sj4ruiS<JeaIz6titLalKBWyc zb$35tgI&O!ZPFFL5eLZb09YPQbt~LZn8xB9`nj+GVR&b`DjGUOgzrqolgGk2fut%- zN0P>8Dpy>5V*H_}r$_CUJPMNQM*x+fkPeu!OuF~G9S7$MaaF-<2XY*Ti^DJ9GkyQu zHy?!au3bh;ZO-lzo9ed;Nqf~x&k}DJ%z2GvDYMqhlxcD9I53(wV8GH3tq0{WX#4s! zrUctnOdHtN@u%joUyR01N<>6XatBSj_G$aFypa%Bu{=pMrLoN;p`&XMv^SSCmm_Bg z7T}k8bS&R#hD*#O8Lh&4PkONj^sy5YlUFqH5rkxtE?DBUmr9pSV)e3-w51dX$UAjtkBX<@v8AsL>~ZP<$*K508o z;BoTWC@wmjf3G`JcKv~vDbP|UJ@s@ysrqRZ?nCPn z;q4l<2;D=(>*4A4PM37xNglzZ0tonS3)ka{Sozb~$22XL81vj)H!Rm|82Cm3Lw(e+X%6kH=X_tiE<`lKreR@{YXoUC$IX|&tJEDp| z*7fuL$B)sDpMsb`L^*;dKHq3c)I03pwB;{JYO(q{sd$dkqpDL+&}wdv zcq5Re{5{V$?xVARXNVJbGKB>(5#l&R_7UmMwW^iV<<{zY*=wrMil8M1KJv_54BIVf z-5Nae#Kune<+pO<>yw8ed7;5s*ef#U0~8YDwq>waz7uew`smT4v^AfD4R>hJW(CqI z*uR*v#?8gT3NqPq@+Ycn zB_KI?;}9C`ZNteq+s|-CwhAm6#`33MlTE|f0Hh@+{uDYnbW9CHFN7^EK@S!!z6wH; zHLHFBl(yju0rQ?n5Sc$n6)Fa_9Y~QcM6AsblUdVEH>|7{U*KGweU8qO5JLR+y96i1 zUz6o<>x-o@ChcJI$aUi*rsA@Tv!rP6OG34f*7$pF8wkcxz9qY+#}HnyT8=V7K1n zQxG6_0J-#s{x}IDc1Ui7pM()AK%}R^tj6I>4y7o1@v$Wigo)+^pu6#5WuHCMrsi7y zBR4d#QK3 zk4h~l@$DTfQRw36d74O(=v~%F_rI%BG)6@=_JoEi)9L)xBTi4cxWS=X#KkF?xklUR ze(=8gks;lqCr^@;SvmV9?Rkg=USnP1v#HDOU>Cq!$!565`&w5ZHgM{TF6cgY&sujq ztsHYq5hhqHNPQ)b?DwPfa#4*sYBKHEhK9@S9fRM#eED(PuwcU2iA1A@H#Gqp!8$He z@?|H47GI@Z&AR3lqd!b}dQTbdY=GG+?6WNd!owb`WIxN3sJSXQSMgyUtixfa1p$#{ zxLD-2r?nr(e+BQ4b+QMeS1$Hg7(x{N{iAKkv`Kq2??q zy(Lv~7}t%;h2F?sorr4LYXRUh00tg&hD{rY0LBFk@ct8EcEeoyRP5Ih@N*y@YaQIs z?_6=&3Wi6{W7zP!NctZK!tnXxOUUzBtFs;FZ9D&C#%980`Y62~;${%!pm(daCojFH zl)BZG41UqTvuMD?8B_)BApvGfgg}t45;T)(UyS=8CWj7w3yhj_0d@4L-+>N! zBe1qT$?&MB!!TVFz>4OPdSGUdw$zmuEz$qSELviNT~$VK7IJ*P)>sV#5DlWGG={@Y zjD-NKCrJ^ly8#D(E5X+*B}J_#NO-QTLA4)2y_QR;fl{-e4|+D{WH)%z!LV19K0H~h z$ARO}R6bC|;Wlbg4R`(7tV_b^6~qf?1BVt@ZO)WGepwQ~v>Sh6;gIdJ66B5$vPbcI z6-M%Vcqzr!*A@XM{m5@*pDcmTLMz;&V_?-)lg7@xgHK4`C&F;#{hfWkr{tVUFNg@a z($doQDVeG8@DURDn|AgCf-7DlH6P@#wmu*CD7THqIp1UW^_dSR7z_0>^yM5oTkJ~o z&)xJe{wuMDQ=_wDA)1s5ny^&?OOOPu%r)@`SDPNWjOr|A4lar~=)JdMSpR}xN9Hnp z=2TKpq?Qm}WfrGm#=<63y>5nOyZ&UcF|!I+_RWxRV}-LK&S3HsSHZ~Xx3l{y$Hgi-WKAEDX9k}23%U`oImowBi zZ1NysReMx7{vZv~Nbj}P7|2j6z%mst5IFX=>UuUDB~oOaE3%YwG!-e*Z8gQrJPjAY zF{j8ErqkkLGwvCwQ4Oekh;HrvLM#ZugbB_mE%sp0o(hF^!l%f}Z3aMQ;3tqpAOI(< zptmH_#Wd^K?VwmX0OS~>!NG`p>B4@(a9C4jMXm=Si?A8GXEm6N;XUf!@p$Sb5(w-x zK!Gm78ou@)w|OK_g;vdK2TYqScSye^zG3&OoFXtx4TxJ}Rb!`cg_DFov>=(oBeqJ;Ix=quA=YM1KVOl_30^vU@zxvY_u_)^Rwp=e!;NciHsYv!f>q%CO$*_ zXv^O*UBomY1tW1;ipZ1+o5_1C^AJ52LUMfF7qL_tR%eoI+|f!sOdKfGfQ-4RSsujvHvT?zb$W2bwWNd^s6LAE4#)GC6jyeAH88Mru zIMd#WdXbEXNPhnL2dG^3lKIDJ%B;TMU*Tvo>-lB{Gu0f&ZkBuw5jm|%xQBG;s`F}g zzN!#N+2mO2l{sV;&W;~MlWqIZns=6q*{AF?37(xFjZNp3&*Xd|W`u3;X9r!Tc+Q@p zh11aq!Suag=bCdP!*sQ<@D}pV-H}4Cz1U%Ef61#12tF;=`ynC{ls;$MWt%jlIyE@q zvp-+q;;SmyUtK_l@d27ELc(-!M3t2S96>-J>{GV*R3GKTl|sw!8?t*ABXw%SeZ1Dh zD|pAKX~KOTj-KG*Si!r~z!ZETAs(+k#dc(-%aY-;zn&fXrD75iVgdYG0Drk*-!9yB0ps;gZ9-+>NpTG}7t z&lfN>6IgmY7#OV@LZW_R5?7#6XoaM*#5eyuhDZi9{kE!mQ9og{Y}{$u+@iV*c7zFB zPoz$N9h&g=rmoIsQb-qzcxxsX>cPaJfGs~TizvaBVFpN!zt{Rx3 z_c;6L+7(8={;a8@Vwh(Ccjq;OSgQg`I>iov#G9Uf!u*^1un`$moamn~Puz@6k zReLyk8&5NzpwHciLu-!@oti2)7d*b&QZM5E;reslyEdZjrsM8&;T%+ZHE(Qgp*KP0TV z`&CUtasi6gTqaC&8WAjuZABs%`SG7Hm9(Oq6_&}=euBA+n4&g+V$zURClCYqp7P!2 z?1}MoiIOF=td%9hRannmZu;q+x!IsH8{{V$Os%I<^zSNZP&HAZ%3+IP=^o#-o~F4rA)dVmWSTTR}sDRZfcJnjbo-Tw1_=JJV_zEzVD%b>RmH0 znDYYqf0T_L71VI0YlzO?=YFCmzqdk;?Zdl!A@|n) zlk`Bp@{^>1CE*@~a?TG2{#X|*1WAWAT(SKAQ#wcDT(9j-@fcsdN|NC-nOz&3lF!(&QB})3-H=aV$^wfzo`5iMJ}iuL=wR?^K~jX8!en6n zzc06X@kHH)a{m7Hp3tqyR0ldy^en_v4^W-ezAxsd!;OtKs;1c58nUW|JBKQ@`t4gi zK_%psK!v(Ms%m7LPgtZD8g+AUW_5*xeGy zQ=Xa>K`$6SdODTtKuRPHQq)3+xm3FklV2w$LN))Uv7S|ViBQ@OGO2<-XPf%j41Im}`e2nT`2whB322e9|3xfuX#lY4;gNK#QulkI%mA0Ds} zs8)GK$9;?eD0dpyA~Mc1|F|!o4$}B66y@am1rSBslq;~}*9@Ly3Zb(KjE1p&AG==tw}=qNCw*>L+zoT4ZL(# zBC|9|lSyPQeOXCa**k8}8;bO<79H%wuCbG|LD`2a* z;7Y`WhOVM%ez8Y9v-o;$Fex3e=4HA5Od!D-f5}q=Uy;tC&a!5D;KQ6XaSO-D!MBh# zugp!S=>|Qe9-3Py&i-$8lObUtVfn#iZy1ua`cS~g(-RVWr8z9(ULz=-_`t@kvz#Jo z_iXR2B2yC4&6}yuEONuhZ^W@6L*L_X8ESYxjjXKK95yW?q2fK_%HY{h1saa@_f61^FOn_LxM9E@P$df8IgFV}#m-arllOza z8Q2i^s;q>B1g?Ov-_flyfsDk*m$2x0m?0g|O7c8HRUd$CFIZ?^Y&>ae0tM^QKHDJd zk09E(K0>fteBj0t!%;wx$H+ePu{)6cmxMo^!ZdKIav6LWjwg936ff{^VklvFNg1bj^P7&{`tjF_@SE_ zRXW}LyA<;S=*9nF22v8yZ(riR?wphZ7=#~$LgvKV#aJmdONWuriSP@VljD+)DzfD6 zp7o(-Z@p;U&2vpnb){NG>uG;RPrERTfY7`A-RI|-)I|T{f>2{_MxwExta-=6gPbvZ z%OH;Al$u7{*%8ivu`BBl_f7jGs9)2_lr)4VOPP`@!BKAX{XW~<%(eJ}xG*N-SsM|0 zMN>*VFVdG`EsCW-?60r;33VGy@j%n(*Vfo5{$Q2I_|1@2FjLjf)E3DahXtO=$#9nx zxkbm2cfQ|Mi?mP=c#~j28iVw1ZX~*nSGl?>s_HF=G;q=cY@aX(l5tFV`hCBnnir<4 zs70yJee-Njs8%!pG!BRLXT}r^k)u~x-VC_9xz$%!-zN);-xUvg_dYuOuHq(H_Jhq; zbiL0J=h+A3n<2~hlZRvRT8GvDZid;s@6uWq7;$6hWeYUE*X&ekZ)1mcbo(9;_*W<% zlI+m$LoV{I8e2jzp&`PJ+pg~jTb`1bO zrEulL3iCx!bl&_IQ0jUBR0#(!Av@*YP7O^E*}`*%4LaXIZjDQpm=I$>8FF9J_y7<( zZPb5Valb}DP@I#KgFCb(IzV(pq2E7<(e)3?SNp}oNj<^9@6nPw2n5$ph!~MrC^SIA zZ*z`^fdAO=FAD&H)fBLM0lO^uz5St~A$Y?f4RfGuXMJsQN!ttL4;Uj8Ol~7!7D!HD z3}2q_JAs)A26V?*FF<*4|8zoKr}^?~ARzTi@O_ivn?PitIJ{QHfbyn`?NxP>HUq8? zz1-b`3Cx)JBlsFv>TLrAUtCsJHzr-sbkX9dNl601hCq2o3HhHN!;Y7KwcGbrs8%9x z8kn*GFn9>iE|v@#E-aE<=>F7bZNP}yvYKiyQFXw>=_(Dffl%hdhn6)21Fi zq1fn&w0M{e@!h z>vyfhC4Cq&!lkFQ?sA)%J)y3xPY`R}O-d+uR2<20Q{>BZvOT)~J(?VW((et-&T{tq zK4c-#x+_sm=~MpAT$SPN*C+Ki49cH<3^&{QHq0)a;%qqOb`NDYe7|1Yy7a}}sq1pA zl!=DCuUL_xU5_cN!(_Xj>FIH%;98WEIG1klN%nipH&vvm6x^MXFJhwA{+y9^vlE(b zCVb*r%U?5{LMYbwkTq+8l$sh!4oR&@WdyrfGD&XUd+^B$+f0k76!I^N*8(0(NRFc; zY1}$-4)QO8eU6^Siri{4)O|3O`3vhHHYhU4`4b(f0yd9*3CJH6PgEovs?-Ny$4%pf zo1%ia5r|_Wedn^$SwMMVBRku3n`H@_{Sk@%G9xZyBbV+Q^@xl3M-Rl8BLy)l1-N~` zK~r^bZ~%KR%n`hZ6%i8~v@yT80ko!O2w6F&dc+jfR3YiI)CKKR{FfBJjU@e4S$&G9 z`8m}mD_Q^0Lr)8n)`BGNxb%!%l%8K6nIE={bjp0Zyf_1}Mz}}UL{T@CnBfnoii?Gw z9M)pkFhC!H7iD8KPib!-5M2yp2^bs{1~7epk-o2j@|#t(Yy|{I!g3jU4S`0F4Hwlc?9iV*ERp&II5qj zJYZt~=00Tv)oi$kf}4%@hlmv8p`!4=hyH)w&N(&%e&h)ItyrDag`soN;lJO#H_Jf_ z=>ZAEE*sX{&~Zuu;#&6CY0qaz%6=6(KPY>Nliola!(>kGtzniR_5YfH<8gTuaCsCd zIGhX&=g7+)4k2@vWcCPHm6VCZX>q2g6>1eT6yo}r9fo|d8tBGT4-c{SQC5<0Wsn{w zrj6%hf7&C4W40-8hPF+Z(hAZh_OuNSG5xgUbHh5*#fom+I)0NQgfFhC2}lyR3g|~v z#Z-i?YaK$PqR9EtL4W=TjO-KBb)Dn&yg_j${PAmRv9a&XPC0hUW4E)j>$j?^w4#?KGMA5IWf^D@zYRxzwn?q! z(4t=473!p?wX$;XG4jd`4!cDdv1rVx3oO&~M*f(h=l_1OkEjpe2q6iqSNeFDFKpCbI(6~Y6vsDm8cTf|D_N{4jJd^L~p zH7N_minRqyr}+fwc*k(C4J2WWCzzsUE4jhVK?apCv}si*=H3CU%)cKGS^UmusZ&iv ze<&*~TzwdD`u0G)yGRJ|n&uxtL=hZ&b91oK8NhJ2;7tNX;O@y<7US6(G>5axGtw7( zF&H#QRn+T+b6*z!(z&K0D0Ex&>T*kI-Zee|1*>kM7$x&saRaN z{_t0;OBAVF8dsCwZeNjUSG8|oD#ezy0kCOcQDQN!u*nF#DUVs(qJ+eai#o6jpA-22 z8VGjY`&BU`kZTR|)*y&5q3r}Z9wtF}7FQeL3}q3RY(pUWl|;ObpheU>&U-_7?RiMC z@}2?64vuVS&ujGLbNXEf8U#r;k$y~f_ZQr31ZCi(Cql_N#l33QY*)3|tx7eAI)In( zJ>mPk!I^`4f2Ko}lg~at2)Si2--%bM#AAAu9SPK@D7=d6jd^?8|xo-o$ z)F+i}4L5F|&7eJiX$ZJx+@v@Bjljvbg~-)CB9FI`*YC)f>NVP}!0mu%wF6dE5i49v z1ixW56hkLk(b{?eFK8xwJU{_;yx&~@Dg53JiLIVscXVGa0p#y(jPT(j!r#c@v*61Q zuhfLP-_&C%~{k(z8s}cVH?*sr%Yj=h+b~0AX*CJdu!Dh8yzVU@;Q{J5^MSmw)CQR<|Ab% z7Q|-@fyYl*1G|ukPs{{QlC{nD?vCt(mlWCP(ruK=YmU0LLZbz1j$dahLmTu48xcIe z!}t8>wq}rz7@Y6DEVaSwe)gC@9B~6P0XRY=4@1iBi#^^S>`ooR3X^NT|g>ZM%BNcy0Lj9j~#P9(MeIT__>kcyZRK)S~6yZC=Dv{qqaKPC!(8^ z(0mC2sHN*Cec=FDed~V4u2^)fe2(Zsxtz zaC#G*D0RNgy*9(M&OfWO=nmD4KL>(4X;;=mn6>*Qe_4Y^-aJ$y9`4v^-|ruIj4;do zgvs@bIvwz?(XBQE_kmaRuFC0gU2R6dP{I(t!SV+NK5hVwLv_MvM0dpCg_skXlVGX` z7;JsKNIo_fNq}e<9X_4~f>n%4xO4i)y7{A*Sfd+UtB6#rR51HbMIe1FbpPs8Ghw~K z{*1`S8begz({u%W7ciNKzBheAD(naq5rfwuegp3>6OiTZHVGK=)puD(?%@W>5s zF2%R9w%s01G~C;VSC-ICH?Xilj7`xah-vJm9!n4`1CAI_Ut%L@Udlscng%OK~NCN&O>JnXx{lGaS{SGH6r29fV{p z-~O*0UsgO2ADK-*5&B_73KgjF0+DOhiKanp>C&42F)z|4h+hx!5#;wYFSdENYZa-w z(|qk)z~7NeBKq!*5L{Qp!&-^^sSldZ1khKP%v)^Ub;73e-LV&!!~%E-zP{7?oO<&K z%5bU$1dfOw0Hrmty;VfQu$1S6s#j+A$aNuP#lL6gLeD+ z_l=ZL&ejc)l+igZK7Q|l-^bp(VR9S$hw{}{rFQZ_?#u%lfi(Ao*{QhuZ6+3FJ6 zQQ#aHQ;fjM8c3N6n%Zjrd`{Pk##d5UTAfj&BAt72tOyb^X4?NF>Ab_K?Eg4^AH*T! zkeR*rE@WjK*+TZ-l$9OA$vkHE-Xkh|Z;~BZ*|Q{BDMToK-}C&gr@!jDx;%IH{r!H% z`~7;O9C}SqxF`yppI7ZZyxl!9dWC-3#~t9iUyR8yAWPR5gH&1VaheJIWhY z&XOO06?zGeE5Q-k_xw##VNQ|l<82S;gH1Z>1fIF=3OA9X-E1E`jG<%65>DGz;uQ zf!ztzeOi(`r69VT0bm|6s%O`C{im&C`3j=GCZ>h`uNK9aTV|KU&b)$1bZ)e95o$hq zq=jSqnc{Q$QIyapP|mlRJ@T=S*bd-x8M#TB5Dmk6yA2RM4o&7uH%1%XM}K^k;dirP z@35^%(u9~q8 zsNCABsKbjREib)E1lEE!e`%J_0P#iWH=!{a?C=LhtdiAxKrBevdlTDN_7+Npf6*

mmL+5ysCJiPzztv}M`XoQZxxXrgv;!_qWl1ZQ3 ze=A-BP6iprdzZD)h}{HS)zKUx`2cAE39>L2icGP)`v8DOH^-zC${@>W*wW;EaX>_2 zoHEe99)C_h)h3I0b4|!Tq@KBTo1j^$cQx-i^uAb6yZF69Flgc3(Ao$(pfM0i;sEl* zDOx_uTdZ`%?3UO(S^~t>KQPH+CTB^ryAA>x$s&;Eiph0+*!flD&sq9Vf+ovlQ1J}DrDm??pPTn3XtKiy6!Ul(Y3BBlu6-38K~w8` z&^eZitpGUxVcB1Z8=hSagT4RpZg;ex4+R~10PBEPpTt0kPQ6nze)*QIp3AA@u&oW^SRd9wlo72Of{%1^D}4KKaq6F*JZw#H*6_uE!1yvT|gHw3r$LOBn;4Tgb{)TV+*q0SkCtMI39 zPwpHw1h{~Q_=4XY7ZHZ@0p`m5$)IkFiOf)DGI?fhmi-R>YNDn=y-8>Iz3_rr5G4&d z9DX_+M5y=i%6w9*pb8b7PC_paWb`Zey?v@~9P(8>HOvIUkoh^&6?B!%t#S3{7t;8h`UD&L2TScAm{TdeY5n z(f^k>ue)I)R%{*qe9z1HaIra}kvCO%q2GZqt!Gf$7m>kWGyV+?NaI-s;Lw~$!p731 zdTSWSVZ9mu)BhAX4&cqBao0f1pje#PrctD^0WxZLrpxmnopyi5VvJVtR{K{+sUUE$ zr}4~d`PU%$5?Gkf97yHw*5ZJq3)?%mD2^3o(M(p`YLfnw$Lu#o^xWrQTSN=L@d=_M zFiwghk`X;uJMN1?sd-$PCr8tY3bjnosg$c-CCh$(d9&ww>>SC4sD51jCY6s+{8RBIQ_;+7^F9qCBGcGxg?MIKpMO#titp#cW%GTPF2u@^O$2q#*lle(%51-V zeAd=luWcqlGl%<2Q{}q2Il$?z+7~TbF8Wzlbim_gi*x0@{9OC#jS!~Q_D+ed*TzP5 z$KideO$54h{ry&#$KR4^ECd$u1?QnsY!g>s-fnL%={fzv1U1(fXgIecdEIt1HD?8? zdBb=)9Cj6k%p!_Cr$n^rPYx-5IW4j%?d`qfSF_sbMMDe>Kc0lXqmGw-xp|no?V*x* zVtF+t-q?;s+H(}*CV2#Vh7=LwBMSTQOVgZveUVcy%_4M*1>T#Ant%!b%WR2vY30M2 zxIGiEfLd<2sE5gHw8qJ|%R5~ z^y~li1rIKU`yrs#N&f(gC0Xy@A>+TKA=^|4cVypdv zt0ch@f}DRQ5VBiK_O)gPyURsl;iqykV?P%mUbBarYO69^+6;K4!;H{dKyI`FjW8CY zK`H}(-pE##zd^Old#twG@1|-wj~x_!Jk9oX)R~pQwDJ9UPggXeH!sGzU|u(!}Y(zCYCDf#=XwM#40w zv42l6a}_D1pHebvvp@S$cz)P%ZD|*dMikRtZYn2v)Is9C6w(3`eGGk$WQwZPfMrh{ z0^hP`hZl_j{IX`_=dqoLEbb?QCxLJ?-xP18r=<&#vA}P5TLM=x?>)gYX%+ts^+`RCE<%?5$zcxSk@pi>L zLFa$_`G@pCBBC0p4SvoH5v(Iq%9^etq;hLv)*twZS>BZr85s%I?@ek2iZ_f!fv&?G znx+4l&Um)tvdq!}Z7H;kn>)4^Lzx3{=*EPfaLn!g8_0k2rrCB?9}volR_EDXa#hojm%j=F6qLEcL?h48!Z)_nzqTG9 zQ_^8z{TyD4bI?3(;1nDRRg3lI`7UoM(C@Pv#uDc_eeZb0eew8-8JAq1YHh$14ZcN3 zRl5ekRCoU3#~RWrDS9Do{dgOhjR$%Hj*pRAl0edb^X9VAd&MPFudB+iv)xP92U@;F zY;b5e`3&p`a)9zeV?dS^gPGu|r8Fr+6c-4~|2KEe+4T9Q;c$KuINH)h6fOwT&9^Q^ zt?KeX@Tjw5u8#Zij@PZ{E$gbb3N9Ah9bGuZ#6SF1#wV|MB-iODG8SQ7`$=YAQJ`wH zKN2U+=q!9ATKtp_Ac;kZosFwgQBifuWuoNQWK%B)n&wn_P%nHgUHL5s0RW~(`pNYZ zD*+~*59a^=4`JYdI`LqE@kneovWahlR_x?v^@E zRFEN2KebN&=0(TgHS!`>22lUVz{T_5FQyMK(??;OR6(F6+Lac6UPT8mB#GFZp6aI|1zD{m4U*vxp5hW*zerV~ChoV8ow%DWw`{782~N1@!lKdEtRP z)O4z`uk3K!5;96YGaT4K{CKM<8Vt4q`X_1?xV%@E1FX6z4By<};#)AwwEA)pjt{~w0&db)Q zzkf|XH=Q^9h&n@~L}dD$9;vA+bCSUDkn3-HHCAK5z^%y9**Ucr|G%`Lxmq@1*!eo& z5_DR8I_DglFlAK&D2^QJuPiwIni5c#E!;44ECP_LO-u*;%K9-C`BYq%!BdfqY$uh; z7c1_yU%~(bJdnQAe&)_Ghi*9mt-a{m_* z5`c5sg^V3U5sP1pz5marQTTn48YVPgJd(}O@2WHZjsu&g6ZflK8nZSw9qG0V{?nGg z|KF|%)M^mjzwRiSLfEVYm9f=K&Bk_NhC>H2Id?TBlpz)eNZ`_S`xDdceX+O3c@CaR z_24Q~jOP{F8z44gMhCj0crQd868B@)rrpo^`AMMs7rRr@GnC`DwKrHi7R4}g$SZkc zi!ZB$yVz;tF)W}!4WQ5d{8Tgv#1UUC@xzihG!J%ulsyyk;6Y*{L9g0s^Yoe=5FH9+ z$Zz@Yl>5Jh8t|6c*>;NZroEDTI>q^+X*_7SXzj5j45&W@wz#(QVO)gFsx9f4Mx037&OjK&> zTCd7C;>0@MN?|BQz@rQPSHUlg%n0ZxHfN;o>?o%3EMYpfZX1{1D9Zb(s|%ai;#nLQ z>M#MKqkIx&o4M~LYv!y4WZaF!v8gu~t++%;OkfctpI2FtYPm7xcAPZj%RK%3#n+y) z!?G5?iaxj2kk;RL>!ji1zT0G~CFnt#E7P|L%8}55+h$k!r~X`x(6Otb{v_ezs;lUA zB7EAmdg*j4I&4Q%52Ga?=rHr?cz!+qUY)5y!u)2s%9_L#4hMA=#h@kRFMF6gBO5nN zUEcbAqsBfMHwOUhkZf*=yZ(r-vTkJWT}CKmj|kaY_Q)u^tS5w0{7&!j`{y~1_j#Y> zzOU&aLUPrDmUMJ}*ka`(2+Tz6PEf{@ciNdH%=s&+*d8$x-I_r2z4jEx?^3 zFxp)o?4GEO234+Z^m(4CstCL6HVbZ;RM?NF*iC#e6>T)7jo7e~UvK~#Zk zit;K$)Hk)o3GXCrXV(T{IKFkK|IwIX=X^Y~?Qeb4?;Jihw`%X!@7T~SDqXv=Uyx!0 z8;b6GDw96xF?6imK#ldV_~TN)fAaKOC|wG*f`2FKj+Kqg2d4AZ>A#g`pZsQP`z4)b z)6D+;Azf(lS|U&N=D#7vcOy0qOFo1q;S$~@;}~1bK-@~h!5eQwxYgQ&tK_KnQkkL~ zCgeW1bX*p*9g_ULO7;Bj&pTLrX4L~DJ4pAO5SPZit4X_lyN!6$k=ehiL7e+37$2xe z&fotUTvwRAzhZG$q^gar{e{p!Po`isjX%r8pu>NNBQKS8U~$>-E&|B*7C3AAxAzU{ zR?H^<)e2i+g<8iyn0ak1zG;-GnvNcplbg8@9c9;aP)%R&{LF$d* z-l%PF9GldG+QhLhdc16%(AqoARa~a0s075?8c1`ZKP?yu7svxaU9aNz+wbc%Y3An1 z5V5p@NC2Q%|AQU@g?hO7$dinKG1+iz@Cvo&D}`S6!ttsBI$|7z9gUOr8Fs?lxvxqQ z_^|$plGUZ9<0g--qto}TbSX0@Z|7Hk;Feh6@o93 zI?OjzY6Co>59sdio%*GtH(QYyzmsp_J9D*;GZkzos0}|#igMt))!CHQ@e5PiKY)C_ zXUDrH(3Ap*T<17luAVCB`&q+j#m#KGx|@TF4K)e`-V!_`_87@Luv-DFzdIn*x_ufD z@33?6LL1?QUq)gimoe*QMiP$GRj$=kqDEH0u(xVYMk22;L|-L`8Yjh7E5sV#Inicl zBz)nIpJyPk1VP_Y`l{#Sa{a)S#84*{c{csGn%~+V)5#uvX1Dd)u5tTKRR4&G-{OWa z)>SY4PcvaU=jMiEiz`uVBKTCra)is>LZ_E!`lFQ3%Qy@qQ>_FJDn^Qw|rrGDa% z(H#qlODl5E_S(Sf@Ne>^J&`ijZD~#JQG(9gtDp1-bEW83;$3HUYw8528^_eJu6|)& zopB@NG=3XiV5Oth$Yvt{AT^`#WTLJN3z;$F_@5k6J_K`hL!>}6B)Wo)+A7K^T;|tc z9~ZOS^CNQmwf-8%>97c`U}f_;jT<_}TXgG&>N*jWy+t;j<}WW(qp=1}r_$S4=@lqe zU(}UR?8bW-KDF%*UE{CvwqJ0eK(GZKRV_0mT`8iCWy+$I@0h`gz(tTaiZwEtdU}O_=4mKz zO3ZeQ_IR|b`KEwcT!s1Qq5(fYJB2HS{`%v22;aQW{2v)$C^%75MoQZ-BOUK9)T?bT zX`FX^`wpHIW1;@B{)cA9$0K)KdUtyB#x=GG$3s^mOazb6!D^ojW>=*^u7fWba{ie`$>s6*tcI7|NkV zndRISafj8GLw`BS2vVmKJ6&CKIiW|#xLNL$eH z-P~)0@@-L`KPF1xV7}l++7p)D6q;&yX@30SoMki23Vy-!7AtXnI$m0xE0wXWu83++${0*9*pw=aO2I@Is5jqg-Z_jc>Urn zTK-#<6M_*;bkz3n1#tbQ*KV^_U&0+&4iPFYVDjM*2%hX~_Sz6^(~&cm>iEQh_Fs&40fj~ahgL~T)_1E99$LOZqG6@^d6*x++uq^0{notOt*I}lt61a?n5TsCj!LK1~`K_?Sdq6&vRj4EhHV6-&JuXX(76DnTflq zrl+TfA&4X7Wl`B)>&OFRoVm|w;Kt(mx=HCh@6ELbt6SY?R^nO`C4|9|u;dnGT_+a(h z8`8{r=cr_X_t^`0ii|T=h5eltm1${{eEJJ+17(i_L@(zdSjeaIxop8pND%HTTwBpu z7RE7m26gJC*_6Lz#6C5Om$>er2!*Q>mYF9xR0VVif?PIz{|Q`Qz#T*gUdd+u_sy2- z>b%F^$5hj~EeKn^jg_#SbXz^Z2$xkJ_a$(`UN;?HABZZ4!X&4r5eMg5*=vc{z>hOE4$D~~IjYW`!h zR;T;yNraO@gr!q-Z)c&YUPlcy?ZR;J{9Ne)y!IpHq})?q4E`sG0(bD_MZ#Hbz;&Rt zw*W36CY1AZbONx2Gu2r1`PpCdj<80{7p$-<0K$^5v=7gvs;5Fi38Ul_NDPlrlR7(D zfp=sB{xc7F)#1|gMYB?RGytzA0p;m@q6{LMZ@MlkDINMReP6ps;A;)|2N3%#EZgvU z3mF@p@N>MM@q|MoFaVzhjScU#srQB`=iOo%=Y(t+L$ro{bMqCZNH|Jy_ffK4MG+0R+afoc-AC|fk&uQs z^Os7ytzKUvxN?NO|NAQNP{Iu@BTVEpS3`&dhSqG<#i{H2%rewEJnRv-8=+sZ-#NYQ zDDCgMkbcQirvnv&@-))Q|BV=MS2|wBp zVRhs%r_{v3NuFu;aW^-grBdc95nx-^xW1s<;`e)1b$u{h?CIubNZ%EujJW2q_;=BF zuS}=gai5f0@TV*EEpDu;WSM>87UAJoKTU5d{U`!~YHq*pA}Z zZ`X9o0-_Q}aMSyHVJd+8@y6jtuO7|czX;TUCmw`@e|6+PXwPC8#2w(JffvVqspVhv z^+iMQ@gT)|@1{_97)9Xad*-oK7`Xt-i;E>#fDC6rN|cBV{1MQ-solR%9lFoy9q+ zn;qp$xqrj8=lW)X$!~I)e!YZ{1h!>bE}d)!$Cfwm_g`^ot^~W38oPaVa;*$QGy^Py zuX;d&)H+TGt{U74!Q8WcDaJFU$d>#gO2}$(Z6L+HTbkFX)l}R*ejM8~Tkh9m?{J_Z#K5zwd6j`@kd0iv4fjdFsTdYdPS~5kb{3RUz@z$4 z)1!Gi$4Wh~1I-adH0fYM@j^?_I|s0>d>>1$>N@-s&e9-Le4!HwyYiS7&8qpz^ZBzL zsve{bRD%Z)68zq<65TfdeNqetOz+gV@CO1;KrSO>Sn~K@WtSu0lA?akYJ4z!5YW1?_HHsPA5*Q2F$_p0iG_=ZJoD^B(bWr!W?x z%ON5Dj75b{!t=|z^L<&7Ltv<2*Y&`~nP^d*#T=Ec!H^|odI^b<-dEwifyMqfHWCvf zb7VMjP+B|q_jy!mfrsq$@jsB6%E5{{c2hssmDVi&6}T2 zbJL^BVDWlN=^w$L#hiafM%h)zKb*+1tjE7p6%iQJ4`G4Uu7}yT8D<3o6OXmS%R1SI zD);XT#Sgqw0S$-&|0B*R$bN(QdFlDN<@SsSfS7;Zcs$P^D-gFW8og&C#B}G31-I{B zs5%?Vh!3;##+{v?b0f2sp$k5SNT-$*#x0x~%^PzBo2C#J31h@V@E#vho*+_S^e zr96JDdS6D;#2xi#tbrkTT5$Vn|C#mSZCz?qJOQCG4z4_|5^M6p{Pm_U+9MTw8>)<9 z^e)3?h*m^0wVW$9TQoC5>0{=7@PRZ|?yq54hohsrr#%;*bb za9w{148-3@1@b?Wd~ZIEVaGZUH!v|dpRr_aIX~0bI%7juf;@xwyJXW^j)#<8(%37N zhxc~Awerc+Y$~Q{EQnC|Ke!yI)v#GmX6DH^*2rQJOIzNVweK%?Ia<5YLfK%eB`}AF zN;abcY9jQwqSa#;tvisRKgNqj;KJMVEQGf73yioB#9`kNMp}SLznI1Wn1C+&hKtif zAZSZ#r;H5fZq&Xs#(ex>7}3B`INb9V=6pP%ub~*A#@O zYefoN7cXfm`a)Uz8s^j{^;? zITgZ#C~C6)2UY62+KBYKjt4L!Js}KCf8eP1Vxq?Cv2U4&o4*e<#$pT-evs(9HC2wM zC{KZ^B>DZFtz}Ql{a!U0+wGAH0hd$9^6tm3-_C|yR5xfI zlChuO%99n@IJWvdH_S;~k`k|tLX#rH$1q_~#H%)>B=NI%VfxCu6n@kiJmTDG{GF@2 z??r!>%4a+BT&u9@s(j?16UED<|FIOdsPh&ZW-YfVjV+mvztQNsF$=74Q9QL$Rb1Zj zqAxj;aouINd>@po!tORUZz?!A4PZUzLT=W1#lZe4MBA=A zDexRq7zF^G6G-~+ELQeUF&wSOQIrU+pm8swkbH5i&AM7L@8tVO&v)k=AD>GTyntf{ zsFd~Z{k0Oy$pu5WpXdLJ;j$ryN7Bb>&8pg*(pxLb#h&s{o>*5W^O}qA zCm5eY!AR%}gSmi!zd$c52GxsNOzv^I)oJ`&SzULaXNqzqEU@6j6POIu_D^rq`bY=G zPa_=#+y~2NU#eu89aHBSZt)aS2KN`P2?p$^Yujs#;Re2vp7Cf6TegbTX2w>u$3Nv*=K0IPq3ncAqvF5b!qsK{sx2v}msxoDBz z!9gV@y8Kn29KOsyuzpmMw%h0R1_Lhu(}bsdN|=9^*%thtM(;{ByKA?RtSUybK6>ZP zrQccpkfABSPjMxto&(`-+Am(!bXgI%z|&P?GF_=q2;TKwOV%o{OW8Y}J5c+4uTgwT zfD@8JhPQfXuAOWq-ak8TJ;!=Iws`Nh{bI6RE1sgrk|1rr{V>f)lXZ|&@)eXk&)SbX zUhS5>R8|u@6b^A9QE4aBwkLW#@=?Uqt1s&(KD0}i(^dk|jb>6P6#DV3ZzHkg1XhJf zdC8_?7_6?jq0QD`URKrmdN(s+%op~$UZKDyV7*u-X4&&`u2fI`_^SecZ*2f~w2Hjz zV&wicNlk`sp39L!uho+9kwDX+jMS?y?lSKMGnKSATBKcSK%%hSTQZasNL-ZWE6h7U zu}Sq_rY|ccWnDW_35`N&sWl!nJ&(kwv$nT~GkMNbtqpi8N^lLRH0FlPoL)-MCPJB% zMJnFdfW8`yzUXHtaQoDDRK1>|iJV@^H>yDB<9dKz{%umUQKMVol@8FXGYkz|-Ba2n zBQDHx0KV_2th@DGCJ9epK7};y-N*-DM?o$sowE&*#=-9n{+uf996>hU@&p zVLex_pWEMe?{T`1Roy?1H5|w(688Hw``(m4%2$+dOg#|l%4fgvDFO_@ud zr42#?(>e_giiZbBRVk_a*MkQ+*b=ir%vrf>JzbT2l%_6iMAlP>=|#1U_#tLm{J~Rg z=qclwveUL89P;<3Ch<1%$RhIquTD$pySMCv_wY0_BseW)s?Oj7p-`1Ks&gpJkH5D8 zYcm@+K*GBZqp8&Is1c;?Bp@&UlMz-BKFhPsxvf(|Y=WOb2HDCKy|<$KyQ_GU1W$)U zMlvK^>^~(Ok?j43yb09p0)EBWC`a3GH`k!PF{AAXr5151$%OE{FllnnWl=ZYqObw8(>%AtF0V?fVLs&la>-gqom@mk9IP$oVC3kyOx z&_Ct>QSS*{S2J0r@7ZEohPmb2UyFHR%*DdUPW23x^v>>evmPm z;%pR5Y8-*DU{EJI8PX>k&@-uIU;nhU`R3Dr9vy91Y3u-Vc_+clywd$@T7k!nzt(l` z-FOg>9SCxR+Q$nS&eFY4zqN;2AnKSmDHD8Wd*^3DEpJ#M`J=KRnZ=69eOn8-x|K(k#={ZmV*mFx`-?}~`tiIprPzq$&?3)(zYTX5VIeWCIT*zqT zR1Xj>p6y#Vd)OuFBc7$}h3cuY+n+n+=~b})YxX%16%|!W*>AKT zx2by^V`f%XO%$#2Zp!&ft+Ny;>ZM#-E&oiE%)Tsw%`#x}y1w`{%Ec*R+U?p9R({$O zvycb{YRwSUD~0@V1Q>1K!J#IjoghN#T9-u*noDfda~r+{JrRrk>w6w*G@ifj z(|3AW8`DaQP|QTJ)-CN@nXhx#r61`?Hru58GJf)4P2IdgHlE|cYhEo_ejj(9EhqXp)0L88M;8l;bp1jx| zlqQll`*}YqMeuy+dRY8%(NzvwrXA=D*l!#Dco2*Y|Fy0f=ld#~jDwAI)6>$L zTPdK-?pqbgb1c6eDZ! zk+9e1`P~pnbeK5OYB&3a2?-i2Pg%+kZ-vZmaw8u0Qkn-H!~W}tJ!^sTYpiGnTxEIs z(9y!94MvYr&wRp4iY?6C9gC7DNqKP@JT*};Bh7u_&Nl?Wf6qyZ}$I`Lr!m1d1=79ExRlqn+&4F!1OUXEm z5+z{VK!J+A`GZ?!`zw|_bg?E~+^MW>Y>hiUNa(+Cg39M;@jFC2as&R&cX@V8ZS;CqOG)Q=ee>=;yW8%Bc>g^ySdn>!(36$;&kW>0@_F9w ztC4X%dWj92-Fr@~+o23HX-X3(iD~({6=W=iz;B<8(1PYa=61KwyoXJOIybog5MpWSrQkw_$G)B$HXQXLmItYq&yaJ6{ys3%NyhLuuy2;5Ai;H@MD>_cCQk zBLXj%LN`%~;g;{erJJEbWzXU7mT0r*FKK?FE@V(_NI2iYaL}LT8unT@;}TLR&atn@ z!b*DZIyk7ZSS=`(e^Nl{o7j@?(JeX;Z7>+9aESWsD=oBy> z{Sxg$Xe5WTJXJxK_Sjfyd2p>np;P$2Mx`RG!!4_Yo>l!rTb5ft4+48USvY#WjTNeI z3}sFis?*)+rx*pu870Eb&Q2M@isn)KFjny4PN=N-1-W(h<^h`Nl9=eN0H=ZS=jl#K zMLY91&~o~{_OG@i$}8J~FZJjSndv99HIh-?}4f`RT?25=+ zmK3aJaiyg*QhTlV{pv0g-rZhHOKxA7lHW4o7OVKuhA7Z;OuL9N*uFSI+KeuM?uI6> zzS&DTQeNeTm&)Wh*x5T6ZV}<&@Y}I12I_XIH+{{E+7L3FIT|FR7a+YUdiLulKjp!! zp@hO9st*6IIt6#{&swRL-kT^TJQrU*A~tG^_E&JC1i_{Nol8&PMA<{Hu1FfEl?T29 z$$Va2GzOqcaR3FedV`D!H=$01kwoXHR00l>YIVg^zpGT9DS5Q(Taup1ABNCW*Rp+T}^P z+e?f@xr{UOl6L=jSm$!OoFDt)>CT^@T)EfmK5J57I|^V3@A7_0ph!ay(y=R`wgDz# z2k=wa-{BD5g^mBJ(4k`29re9tyhsBFw}J!>z)q|Z+NrDS4PlgHq1tz6kz6cLiSI8q z?M1W5$(HGs3|*PJpCvi!jByzG@~OYNwXS)LlZQ)PSo~8b-Uc<0$@13L4l0g;`6i?!Ue`sSjl5)M8Y#0GqGu3yl9bN4cuLDZ`Efo-<9-Dg%I*>rOtxOc;S zMpB+#Jc<`d#{Nwn1`q^Ge(LX)p1O+938IKU zdYYu7qh>Q@<;BKZs0U-W-Zdimss5VF)kM2FxfwoUldG<4xd~EBcs=l~wc2;wra+W; zq&(b`zb|*(ulg5U<@Xbf(#^4CxhMDUuuGlxy7TP*N3SIs8{N(qZf0F#YjblvjUv+| zZG*HZy^s*)LXviw>dbZ`4ZJ*?Bz@R4aS0hY029kz1 zU^w;-oN|y_bO3^%DrmxshO@gp-{}7K&}XZx9)R}oO3R++XWAfOkREZbja%|N(6EgQ zcUARuj^mgPhI#TT6+Ram0Me7GfcDUo+scEQr*Y@2&t|f{+JwCC>rCnvVsE7V+b3}_VxI* zKFM8~?tW34W>sh_p~7cigs7$RTK}W0dtY768tPY^XHkRu7u-Amd1gy{sCB#ygIH|R zQ8Kzm_kHhWI*v9gr&n3mJ)Voi?6sWk0`~Y$x1=g@KdK8~=@3+-@`!XC3>|3H9Zy34(mFz!eK0?Yh_W&WsL2fdLRK5afC%T;#QzNz*O)<;-^s~Z6WB!j^_O4nb zUSYhmWQ-awq&yhb1x0vgU5T^A8UX!Nx3l00%1o zgo&I(dlbs=##iqW%b2yn`}9%-?KY`rKrqAiRG2A*648XhP|VPWJn|)1y&ov8icKhL6rq5@MIra@(FtJBCox_;BS%PUV16c{5^zS zLJ1wmtr`DiOqEnexm`@ECS1wqZDszW%lk9=7X!XI$(O$?X++AAyoDE+9&n$CumXbE zX1U%r{U>+6^o+T>)6e}t<2p}XTNU3`TCxJlNP$d=^A?BbDHW&b+qyjWQ+f4%KtSO_ zb#*9~hOg|mo|jB3%|@lQYXhl!U+P`VAM7Ll!4q?Vb!kAqsTPGbxA^p}$0eo%KrV0EcfB|P~r~ed8uHI**pJEk6FYWlHOq^s;t#hTN}ULt9z{b z5@1*OHU?6KylmCUXdIo!sB+>MhmOAnlatX4f34^sQ)jlPGL}J4mFs<(MUacln+GFu zOL$eutg(M6*vOt#;vhfoMk=&B8X|`1xoU;LtMi#(eEs9o(;tAKW5>Qs98I*Rxh}Q!^r#-4s0X2p;r{3w8cY3v0Ev?AMghfPr01 zZ&NuUQ(-i0$H|4+y$DM@R{va<$UUv?ULh}TZoUe>C-?Cd`X<@!m-JdHA@Qq@R5U5x=U{gPwM|rH zV5RCn${l9^8ob~42Qt#rISH_LU_+lpI%+gbR*aLDqr%~LBuc1R_^^*FT<&20b5WS= z(TpYRclokH6=o{dROHEBreA6ZALr!-77miG-BW-y0)Qt6!s74!%kf?V1OLWxR*kyZrIl znCt1blGl>l%CY%l;zgXaLp>MC2J{E61t32V#%6S{YCA$!I8@ax(^%kD)i;XfXl} zEmj%x0ht?}BT)kDXi3aAZ$U*byx4Sec_48W0sgh94o0c8p<=$s??TWVX=c z!B3Zs!C=6G!g9bGZ!%!1S5o`?!1azo1KKQIl?SsyLy2fo+oW@sK&R~;8Cb^E+dX|V zPsKQ`ojFI$udIozP!B$$!*n?;xr>Fzg#-EBdT^kALD#*@t;C(KIN3+wST-P=Od_pX zY;jYF^y%-l)C&#fd0#TUC8$YeLBHTdNoSD0l?GekMwRI_(nSkFaiP>X2tQI5$X+0W zq=85EqxqxB$4kIYm208|TM54}wVs1rKbZA`V+RgD+3M&1&g_JB2SXE(FaS}yfhafXv>iM(fiMM)N5boh_PwZ*Mh3UNrJO@gd#kCWKu7a!b^{sI5 zEYImJkS*9kHP_nbF2AYb*ClkQEJsbyWPg3PeU2At5!ra;CyUO*Mn8iXuvfxI_sC>c zKLh7mD2N5Wy#{T_9FBL+hFcbD6#T|u5jDU_nN2y&z7cm&R3fX5NDxqLV>QH%q6kwA z<31d<4wV^koGP7V3!lbiHCqH70t_lh8!9j~!RyUuk;n55P&q_!swZTBY!VCpAmWYx z&gf-HNKjTr+4_d-gc?^cDV_nA8(=v)y$!URd^-uDQ2*f2O#yV8PIfiCI|HNmZ1?vD zq%=(c+W@G$h`nzU;)ebJIUbU+)8%9Rl1-$)kUWU^!4B8i(dd`be+(;vm-6_F@NLYT8GQ_Xlt4rNzyJa zuG4;7AzB;?avGOnl8Cv%mu8Bj6&!89=+H+W%Z2dKwCMO=aF|O#sle_x-AMjU;E($0 zpNk=~qi+yvNZt(!XOSnh2voiZ-ya!QqAsW9q%LW!7pUYE#=Yb|Wzim&L8_$*6C^tc za&Za}Y!q@~paHsmLF+!|WhEX;JLNJ$Sb?Rb{5HEwt~?_J3xxMe~aMZ}G?X`xI*PUt=SXo96|0 zD1b;C7E2fB12oZp;W&YX-U{3k?T-b1UVVfnHKot=M7YU#NC}W_S%?%SQD3avdiiqu zfeN16nKKL40XFpuY~4U21wuBe$G^;d@h= zqWPDgv;xsvBZo>AZSa@_RQbW}ANvK&?rX^g*zz!~crlw*MLk+qh80ARnobTAT#vsy zjB*!WJBZeYy*hp>nTOLZJT22M?1!Tx0{|8D@-zNoAfbV+idTm$Z9I7bP(MM)lPl%* z7@k$Y=}tWic^r+&Tjd`w)I8`5Jz+LU*o&q&IP%b?!?9ZJzYz_s=W1_!U))EE(~h(P zZ`qRN%dJd#6a?w>F)6qR=kqvzU^y`8ALl_C2)J1itb9y2XM0~E*9Eh z*^R!{2*0-xh^~Bzf#K!%ACD_heHy$Y>}9YD`g8ttp^{Y@Uf{a(mn_fj??@a?_3Kws z6~6=p`8_ywhmI+xW`J6S6WY}0V(R@Zbbeg&(=+~ubxu%oE{u554C4DaZ-FF-FHZpd zuW#*Az-laT?~-M%(w~6-8&m3%R2G zc+m|yV#^mGqoV3E3C3$vY%onSTa9>_w=Czcn8Yt^IKO+Oki^{&rR_b=T@izSWd|A3Y#Lej&rOsA5GdTxW-{Id3Q!b>KfD~ zKne`}C>t&s-$h?&0(p@aeD9l=YsT;WlKz*whJEY8=~kY?F>~3{`L|lKshEq$FJOh_+Mso`ARC-=95HS{#(FH|`|q z-^*CV_>2fq%KH4$9G?>?XwgHzh5O4l95&ObYLKtS_&{@!{pl_tYu?c{6i*?vGfGOp zRnv30jkl4Fg>EabG&-V2ryo5RKvx>xRhpk6o80=RvB`DY#9aAyh$QQ@KiPl{9Z!w^ z;5H=%NV~peIF@TO#3O_`zGvwomZm?0`MKr0i;bhs1UondEl|XW`^Heq*B8Wb2z^rC zCDL)1mNi;SCr`z9Pj=u7>x{XaZY9X<=}@JQb^|HR@y;|kJr*@VH1jXDJyTatn?0^C z8oX^Xf;%@rx#c-)T4p@4lK_&V?ty0nY}|35-;lw|->xg@%Y`)1eEKw8Sd4;UJ)GIU;K92T1hGJ@ zCivKWk3Za{f3lZRHoUPw(@8Jo$&Vl?ib9s$-}49T*pANJYl_qokWFRhL03p4c9DD! zv=)%ff*bEJ1jJ&1zzy}0h!2(~S**ifS`T+3pjErR8;g_{=geFM(8uZx)4_~zqnyHb zOt0TMpmNH_+Paa5>2a+}+52z3EfeHGoqyq#k-rEQ}pcky9|Kn{>zF& z=xW=M$6gLiP}gw+t5d;L^c!r%se*cQMiLV9+H*_Z3eR#86G8(cALa1?k(#5W`aiw@o$9?VR%-E-Au)6u_BXI%-9b|NPYLH^$c86 z410v=(v;xpm0JUuVm{O-9|uGt|xT3lo>y`BOve<5zSGBr1# z_y|45J#m(6b`=o8!0cJ3hZ{HdJRw>%+iZqkAMo!x{TC;_>=GOKYVu zi`&@^-Eg(Jyu4oAONjLSi_jd%#(STdL#Bo$jI^BZekq%)IRh-v%H=nqASCWUqc8Xc z!6niEAu;@Sb0u~lNnik7O!JU1`~fCUvrKVYBH{Iflnyrv>lO5(Y9+8BZzNl4+P@mS z9&k%1^XRO@gX$Z-3~&<^a}moP4sn69UyJj!>Q|HcLMwWRfBsrOkQvar!&I1r9SHcK z5=C`ux$Yx45H3&Yym8F_yFQyGH|otS)tlSg=lX}(&+Cz_xl%{8{x#=~HoC;chHt)9 zvit_M*c2Env&)iC%ufjbs#@5#JXRV_oK zEu#sjcnZbyj{JjP#Ze?2KRi4d-tDia*e!e=Xd%yLfyPoU(0oW7l>Aojt^dil5ZJ9Q zuPkrRDt;QyB9-HDB-W7=O-D{8+=A6>qEgDr`$4^q0D&U%_;$x2d}mm!+PFxphRc7D zysj&CqKT!bJ9xLi^I^-U#ixG=p)TQ*B!pIaDcN$+<`oHiev$1dJ!NYus!!RbB}yYpYukCc)IDHze6kFih#Nj%lZiTWWkeCz7- zD%{O9*6(@A@f$){7}rg-cEZx5Wiw7xONgvjvR{4wc)aNBrk2>J^X7MV6_EA8+7uiyk0@?8i5>s*$ulp!>g)7=8>53irP6&pwJgjta59*U3>n^{jB;Y(k4a{VPGe?Xo_>*3|o^v+gT%H4dj8 z^>P(7h1XayJe$r9?X?I+^zBrEhf{SsC3MhOtqWuZF4L^u-<$b9eqRo1e8S%8Y_s+z z8+~5I>kb1=iY`2qm-e6}0d`?h?a|L3mevc=??~>*Aar1$9eq*#eExFPq|g9}on;X4 z>xRAeIu91<)|1v)Abe^muOuoac3*0z28Nlx(9^pBD05L>qPiemLfUP$7j(u3#hMpc z2;3%M9IdFh{SlCo3!u7_>OQ~Dn?cw$1kMQ^0CY0M9iQdUwfvy)z51C!!ioM;C)lF~ z(mrim`3m5@f=}?*x)D@OWgE~=e0Us6gxO`l^D2+OG3fA<|lXjEn;BT zX4ZFiK7A=Y?`wE&fSs>>=B~+y3maZUgmv~`JFRdG5fkn0&Ojm(W{K5My4$-8r}sNe z6jW6Be=Vnt8hAFS1+${ikw-hTJoA5|gb@NtL|8PhFN=+H`w53FspVuw;@e^G9NXJy zWA`EP*PjE(?WSdy?pVEw)Z>+kSvfTda-KFU{u{TsZ(**4-$!>oA$ITi_q9|$y|Vqo z{0=NlC1bY@p){{gp>*@!D;mMf0S!h&4m~Hn>9eZ^F7pjPp?NFP@YM;y!~Kk<-Ik7X zNfxG%U`(&&dnMt`Q*1;YBeBqxuw*Fom%iL;2+^#v>a#OTTp=vqqKqd@rlO>TFMkR~ z&5)3g8O7w84Zb@9h7||`t)O}9BD%pW&3*GKe$~5cQN0i~zfkA=5Dlu>#arYu*MK&S zXTNiS5WwIIG*5KGmGttlb&ZP{F#vr)xUKXT;1z8h9pJxrQk`x%+!d$ld}&i}$d4!Z z6!r1>`5E;1gBjvmV|-`iFNm%Mj=cJ{8j%P+oQz-Re;0DQs(rrLAq5T_8T+x$IooMw z3GbQm>?RMx%+})6d9(Gb*;Lbj^!K&tE^+DU_9OR3Cma#Rt6fSD!~^l$wQwbURB^Pz zFGdMK;*M_EX6v1n&e`Vp*g(6F6BMXgTv_z~KZk21%fw=VBm5!cvWK6uMr7q`-8gmo zEy)pjtND;=$7$KE46^CLv|o!NQ*y(Z*Y_Zo41yVtCi)U*$P-r(3RVzTujLD^llq;Y zruDu(nb9g2enF9^_m95^FH_uoVmF@qPP+g4W-y>TQA`<$;{$zjF|v2-W0Ls{z|D1o zjqO{T#?Let0g!MhDD}AdEyc#h)^F@uq3GzQ3se)2m!2>2hY38ayI4&)cJ=^;boTT- zzi>~}@~268?ZPpFp_Gb+WeLXJOTVt9adk#M`~Lkq6v%gQijRK515W!5K7j-2z0C|N z`$w5f!Qde1XnyYJ*X-dKNz<~IDYh$l)M9o+sra$+`lhK*!5#?h%vt7HKPIl49|7>f9U^GJW>F@ZafD?mX*_DSHvGI7Vhn zyvtxVx9HyeYPSg}=Uf*?%KcSn)o(}QLE^V@!_L%0d=fw5O1}pq#KfXV1!iSVzOdL% zq#b{5E0VkIJ)OXVqe-`}dzyIaA2=EFt~4E&8s{@0n9c3-cGU_*$x6TIsP+=BV$Cc` zs6PtL(DA~?7=mQ4IgajU77pBzliLrq%{hQP;<20KbTXDxgEv_GG{Gy&_r+uu!bKr) zI39aS{@f-pgw6TW3s`+O;^(s7t+5qEjY(JPzPXLF%=GaT+>u0m8p-&_k32>*% zO&kM$fmqC?@N!gP@qA^~pJYb5$+mtGE`<^iV<@C_CQnCU$_1A;&Jzm1pZ@22t!Dx5 zu+jORZ?(}c2ZKi*9z8Kknc|K%Z*JXox&9{gGI3M+mXB#om+!M@&y0-b;PnEw1q+w; ziJ1#MTZwAN>y9v3kzh>Vf24()3HYe2lO0jeQ6YTVu$^fwB=e6*Q(uGXR@9pz-sxhj zHipii#P7U+-{o8Ux%Pl4H~m&1f3(0@Cy@wS-Y)5%Z4lR`DHDgc_IPNZDn+ z#&x2Y?$NXFG*chUJN~Hlse=7l{ocKpg+xKEvvIQ)h3VMjC~^BSjyXvi_u=Ht znUWyTa(FWKa6bc>Bw5u{(m|%nV*z+wyYu|9LbWdk)|J#H-ptOi8)#Iym2v@DP~2Os z>OUuhD|AcEAa2TqG$kPgTt%BDI)L@}FIo`D!Tx0SbsPTj`q4(fHQqu72{=0Lil}f? z&w(im;1Fm?-e2GwKte*FgD(Mb@$!C1NWVBQDZTJ3K!8qfu|3h7A;xFKM`{RQ!S<$# zC<(&R89)A>ng>liu0^LnKREK(__JgR*$ply`f>BJhbcsfA3OVx3Iz*}c7$Vbv4a?F zrx;HA2X2LtGKsFn*T2!gxz3tH9-biuzCf&_mC8EZ9w(BASmieP8oaIoP-* zZZ+_u+e`i3u(O+z8GO`xE*y#QR;+C1ad_*k=<#OZigL_X#hPa)_Lz98v!) zU0*_94cFhZpw>Dls9!tp;C~7N`rDkp!u{;WC-Wh+j3C&1s?< z0Y;7ZfmF&$Pwd{pJFo2s;e=?AfoqVdKfTdaj*og!=X4n@;WQH`{@$d1$~CK?pulp} zdax%=+Na9iSVO5y`{CNk%^E{~E-qsQ#41r-r}&@86^pe)ab@WxFOz8niy^3^cQrJ! zp>FnWZ8}Sh2CMyY|S*W(=d%Cn# z_K?o~4goGU$=8PRjd1@*nTtm$dH7faf!gKX0R?$G@*%`I8#uyRSVU;au~)dIU$jFM zlsNWl$Wk!xjLUuuyl(+L{RrU2nN(c&j1uFAOWAAh7YC};upCwY8n&D&W<+60GzJia zf}clAjQ7X5ri0uL}tXu5tX{(-OwEINR1S z{3OIOs05@yo|Y^8({D-c!=kT^v<_T4v7F2?Z~lX7ZPEl&exe7IfBqRBZu`xN<-(Zm_sZTF5jc@EQ^ zsFOj)68B#ZYt_}q-Tzu6K>6eD-q2z%|2yH$o^{ovSA!!{oPr&^N-cj21|aKKNraJ zO?_$yqOa?}H6Zes7SW!PN0%~kO``_y zgbZc$;fIkifv>w01_P`%n6SZ6cL?ed*!w)Bo4@+ebr5D65SGyIJaSjcRXEL{PA6DW zn$Cro7jPmqTMy74guE;N&~G&)uOAt*rgVh>H6;x{4oU}5nLwTF%r_puJPX{x-NmJz zgJu|ai{8A+7zpS~;KX|OcJk|gE|6k`I$38|Pdq!mMO~=TlVb9D&QAqYE$BaluBqEg^3YjS~LS*k< zNJd81@ACP4KRuzjkzQkk04@p=;c7; zwgC=LDvGle(7_pgH(|5A`X2N{hpUg28~Z{KQkBJRF``$=LON*3Y+m3u@ViYVn_nM3)Y-9Uhv=IKlAU|&O|1vLf z>dx>$&#}lKTPJ4KgIksOAJtIJ(W@cH@6{HMj%&*UtGyhTrQl5AZ6dVfRMV!$&td=C z2l3YCL?>7$b*Ds{MM#QMznCrEW@(kZ;r&Hhd~cQ*T3?$ZZYAR%Jad<8V15SPXdk#> zT2#37zA|_Y-{buH76@*{PoKXc(|M5p$+n-K+6?{>L_JE-hlf6fM*cAt1Uj}b7}y)N z8uEI1FY643@Vv>J17Lei-04K(V`*LPx=KR&7@3pstdv$T=r-C+qE*2XTtg-z$ zO!p>!yh;5~`LF5WLyDv%rer=dV`@f{N2*s;T)QH)BAT0<_kQ=AlS&e`zDoY|#r9f0 z|CWHBm$a|!H7>a&w>ZA_^>zLW7B%tmPW?-!uBQl^pz4=)>wSz5SpRypIfqU(e4y~k z%Q~*dl6Ta3)Slv5*ikC^g`a7w6FujGTU|JB3@B|5FFwCxsb1LeM37phYX185zX!LY zQsH+05m-VQ9yOQT+&8X)!2uMP??8i^^f2M+&PibeM59ORp90oDp8-wYM7d*3+8QkE zG-xXYLbr^Bgk)rJ+aVK&4h<>W1r1%_!QN&U1Mi?WOY0>a9e?QdZr%%nN~+`JRx9Rq z3uL?SA9AGQdN{bFNP$ul`dp(QufnlB0Wtx2X-rRd+w&L3V{-V@2(d(SHQM}J9~0L6 zvKCz@or}!e%Dgw#O>(0I%)}VT?@x>5Byh6R5q8zUs{p@FUgpv}kHh{hl`# z@>Z1rhmGhVypS$?Cpf>?tx)K4EZ$-NjP^yl%G4Q`e}n-xXwhY&0SZnfjOg0*)QBg)ciK}0XJ@(7k>|b z44Vb;2&}elxwBkuGP^**B=HQ6W4KV{8$8d-$~uAte*{ZXR=?*3{Y5^yvkLc0`3)e( zoFF7OD+;g~e^1emPmEN6B%xx<)|298}N$K}0RA747%n-H}K5&sC@$jJ&adRtNbS4I2+J~^GC z*?9?8KY6XoC4JRz>uKo!;rQrAXjl-4LW%+hJ-;@kuIuuesRc}mf95?)NTj0jBD@$0 zDaDK=-cj%25<8`e!%6UqoE?LcPn)MjeBsl}3#T>$j8G-mScWza$0N< z%=uU!2wl&|srxfUwe|j#r;o{-qGc+`b~iGu$W7()BIlv$0@fgDikizXfMo*@EOV-wqDm8MMax4WCim z|3npU-k9goPL2!0c0LbK6zF1(+{axL#gq6NnEp~-!RXExaQ#xbDf=Sm9X{zti+sA# zlbzSrg^VQBo={W5r06_6dU$B@>s*W%3}oBih||Y>Hr5jL;AGjtFjqzLTyo$vh|fqU zA}yo4Y11xvd0*X>vOJ=Q9qYpP@ z()cLP$wEOAKW z7H(4D=X+xERV+Bac{~yP%v_X~7T$!+@mbmy8|Bu}J5*)$DP4rOUOQb ztKs0r_m-%4uj)u}*%+1ZwI_U@?Ve`-tv4T>{2OsU5@?@S&>Y6`PE^(CqRyp@-NEU6 zR@j4aRfdS28c4sPXurF{Hv3Z01lIR6F8X#OoO}Aj>)b8op`jQ8ri+jBzA- zgw3qF-D2eEDe95f&yZBCv$Us#|4NNs8oPLQV~YVVczWf$W zdvrah>U>bIw;rkH9mZ9E9O-G%JB63HP+e!WWQ%FHhi}xX#}3hNcdmTkMi+ke7Nwg} z2}$Mh{+G7D9XcDbraBPfK7T5W(U60ade8jbz{_M&_nX^FdyV$dMTeC|n`Ajf==$Qr zCp46jH-njUR4|_(lcLJeIBqe0upS#R5Qj$!%FUV=WU%Y&t z6Srl0(ZjwXZ)!GDyszP(*Uy{>vo?N=70LKVw^GM;f&PBze0(H5`HX&~`piL{mM3ER zN_G5rYsvFRaPcEylL_zf+cM7@zJ~Cr?Ae_!lDJ+*SH7RXA8y}OwcBP7c2XlwqW)+E zF_XG!YEx&fN5_uKqhlwHnw6Q$-WBB#q9x(LV_x7X-O$dTsF=WjyH^XBUKpmn2X#WpkdU9AJtsI-a!ZCP_S zPH-ec1P)xrW}6~e#iAlo)Ok*Er6g_rC?ql%aw_Ef9>wiCXBf0~$yveeE zHw215tQK24|9G1l_FFmYRoifbaFW*iQ@^&!yz3{;gVJg)rwUh}vcc`s<)(twaze4} z1M`CVyXFF%gn*R1C2u+W0-iSvG6Ml4j5CDpL?O}j=p@5N-B_N`wT68=ctcO%h95{~ zSEXH12qKiqqu<*y4F|;i*7()4nKnBso2X>cXZ}ZiAT%P2{Dku%e#$Jk@Ra=4?Hm3%w^q6z8dx#vOlJRjA_ z{{Hm0Io@X*s=TxB3(E{jFn5hFIYgVsd(OhUN*L($ctKZ3NhP&~Yr_m->E2ZAraDDd z;8}XILU(08*p&QmgvH6h^)_H56zP-*6SR@0DP0d$XcH5Wd0|w96zrk2LXkwep<(~I}KwJ`2nak+u z4>GL^d(Lw4WNH}XtV3^(y7IwpriSw)VkIQ!a_;@Oaz~o$iz&@fXIt%LRXs!ym21^B z1mYjXw(~Z>?Qf5M)~UBj@R?K$l%M?bTwGs14kE!x5DAz5r9{nB4f3;f7nF+#$V1wg z);=aZOI{h(5PLw)aq2eOQ_xVZtl6*2!m3A*=+Y3?an0&e=d61N0P@7ay4`X23+ zy~^UhS{zG@c{oH&k6=!P%LZm#--+M&I$jRn&dK6dSMF*5W&X55iEs1;AJI1($qN_M zF;iu&tU3k;$98{xCrgfsyEAO@;pKo3twP7*CeY zzxL)D1q)hm$zN+A7nU)cUiSP4iFXHd1-_-{Ud_Qpl?gYHld5Pws~?y5srDo;7o@gZ zUg$CkE;arey)*9r9PcoBrGidC=2mwU>$ycPZI6c0Z8H91ffV(ZV6Fh&p~we9WJ=sH zRw$etVZelJhX%6C7HQ8Dvz;xl%v({2Yrd1xWyec^6-m?VA&!0KN=@=WL3QJ6_21tU zC3TznmTGB#Cl7mgc^vmlV!rNNqP*g=Fc}egP!ZuHYkuNf)YhC6<2->+w&0-gk|GVh3hid zn}#oa3REt5wej?F_{>|>8pYDT{YvZL)OGl~p#;X6jR@-Q7;_$n;Is%5&e?OYAy9Iq zz;I%)aQK?|>2`5S2pSnB>DW}1o|0=f@(8)K+V_3oyUt|BrfSsg_kG{hU-ukqf8IJY z@N6+`i5Alm?poZ)zq4UY z+4!yBcYNp5uQpbYJk}~6E+m-WPjzc?z@U;JQbCd9Joej$33bV%N?PHZ)Z_-5=;my6>&rQ49GZ@Q-$J2 z8Y--6`}?ohWT>R7U?T8QsmNYq;_8m6{`YDPdWT1Ws)i^{tOBK5k6N2bSac`@KJl5# zvsda`d-d$+HHq3t`fm-{{@loOmexXF*ct16J82atvcgsBM1jP<{Hc=lGjac%pqY;t zb}=EwPWf@etY6j>r~fQEpeXF-5D})S#610(h_G`dmK-)Oqzotd&2hL5q-1Xg;&l0v zL|_C)(4_8R;|d8m8suztboBd~7Kp5y6u4n$?Toh#;#FwBk|lj2)=!zCu48(uPHH46 zw{xH`eV2%PK*eKQeaa2tvnp;*GEj7Fs8G8e-T6eH6oH`|slSQ{w2aj&rj^ zRJ8?7rpFn@<-C8M!uL(4`dnI;dQo@W!hhyb_0L%L>=3+&|Fj`*sSh*{Q}+s5-R>h|qoG@0E(UXtKls@lIH zIsFS$A<=g@-9tpb&^j>4{COdMJ`2?=)GSqap?D4}$?$H*I)cDYLN**@L1QmFygb0& zfaQEc%z6*OhCZlc{+@}v2CujJ+-ObBHK9B=)V;)=!y9M z=0n_M{%(nD)XUT?>%B+(m5a@O6sUgpeLIj^`|_>ox>40@u@Wx~I$j68vW$e_vAsrv zL>B+|p*X`Bu>zdUAsE~36a_p&xsMaK4M~oT1F?+ zuD~>J2ByJu-gkZ-lWFOa>LZ@UBMWh!}OlowS zt$hD(C`<-fJy^D`x}pB1a#cPnqrae)!Yasghb1j~?9(<$b7B21$K)nsqo=0A(NL0b z98uyS1TCxu2XDFNqhMG1xE8!Souw4GR=YE?|NE!!>;(u;A9V-(z%$P;@e35I{4gnl z`vhMo9*;Sj8>kTYi2BJ}^qz#&<5eZU7b^QBM)7#|8QI1D`WO2YP^K7>@N*MiRZ;xY zND$p`H2B3L`m7qSp(?jwPwnLRa@D~HpALiI-^0`I=%XGeLi*zcu*Y z%ZkKDa1)~nLnYf$!Vl1@R3hZ$O;f=&K6|!7>9jWHY;8AW?~^&LybLEa&+Vp6oRy28 zWv&z=xRws<4?dgALzA+rBr36l_N@{0HWdpn=%!*u&V&#lreywJAYS$PeZYp;Uaq>u z|C@n}+Q^wfh1SJhZ{_j|Z>5z$3i|#mZ8MmaCjBStrd+Q?5VEr?C2MOz%e-N`l10sg zPX(ujO_Y3lZLij6XVrI2Sl;L8quZd_;xoPYSvQ+SyBIvj_xZs&3VEI|Zzi6ud%-^A zFCT`P1$&bhy%u@9AGFmSP}XpA(3F`*C;O9PLh_9WMIO`lv)^3X|NQywe1XjkUQ3r% zsOR2oQXEHZr5hn=h8E3-d?jL8wQl1g z=ZB2qKXr2Vd{mF=yV3sv1ScjhU)8pg$V3nMs%Y)!C?W$>xnT)wBpiGw#4eUOEHP29 z5mTs=h;=2TXbeLW>NaZrGRJ8$YIp={X)IAwJH_9vJGnspXZsbL~C` zsV3ja)a}FQSfrGUMuolTl1`LL0wFF#ewaf(ITuT+UYVLZu_3D;WfHGA{GX*yNBsV3 z1hspwHnmbKAwoDTmQfycK}-8JG>Wn=AFr$p1Wvv(V9RUkyk&n1;hs)y8+&u%GwnkL zt1k<$%}D9)EqQ20V-vAoH@#(;h0Mg3_NSpCqn{y{w;Ajq14b+c66ztsADn2fKO0p9 z^`y@f)i^`vzAS#*o5~fpr+d$mo z$JT*+r&$$$z5T3n&9Tt*-(P6~lOpqv4(l^SWTAAsmM`xAt>2j(%+oY5@Gm}JND~Ql zhTpq~cxW`Ug3KSz=hgRivaFD)jKxHLYV9HWWM9VITENC$KAP%%y)7L@H||F#fMjy- zzm~<`t}OXvEwj`j8&4Xk*y??EXtL662P6RW!sY;uEWTBLNKXwa|MwS|-lNsD-zC56 zmTfiC53v6UHmVry-cJT|wEC(bq|5QiCtsa9za)TB zPwYQ!!(IwQrFIu(m>;gBh4S`I1j*8Oh{{*BzRsCgn5Bzll1N{kRsg7XvCK7 z2~AO#4wl*!$AD?tL9ti(?>ze{zVLDXclbSv{yh3-*ssK5~BWE~ZMD0Umk5XdVOx?VQNRyAp7r{pJE^=B%-EiG%UrntM*u`hqH zwSId&lFehd;zw-jwU;U?Zh=z|DRWdfa=K#+xMx0zxgZZ3-2d%mUbt1a+3^0~cwqNm zE05jo;9|GF{0rr$P&P6veu*-R+1*YSl4r(UhEgd7n$7i%$?a1(5E8z}4M)4H^G|I6 zd$*CI$Anr^;e54=U~r9RPe-|UVN3~A&3Y7!aIzSrle4oxOQOWGzVNvH>P1$@{@-u5 zLE?0!NaI4$UiMbw(yP*EhFTcpzVb#}`&MiTy|8tb6k9TxAW!=fd6>Jyw{*kz$5rRS zA}+10ZJj6lttxiH;!{ImygH(d+>)k(t*75f`wJ#5!eMlC%98L3Nrnb%%qgP~QDe-L z^M37TphpWz(|Sq2^t1pyp>j4OtDKrxV{JD*T$j)dR`OF%^MyytuGcOTDo%FXcSD(k zy8J;fM>}6Cj_YKLti%7kANR2UlBVRctw>wvwK;+9L@{~^S`M>djaD$)1?#F#t)%DD z&2;TH>uu>ONzL?vLn~-7z9AIb6Z=}jjyG>;@Del|fZ_h`S`mGh1!345*yx`KTq8X- zdo*&i4`~lr$~}<#Ku(RGfx&a-U=$7B$;*hrED~G}4YH2y8GREUUo7f@q2-=^n%H*L zWm`eYasOk4#*h!DFP86aIBMMg=fCz%Yk#+|;*pYBxl5D$JLhm(_H&5J{?3E2rVq3| zr(`s#ejfZv^~ht?nHXTpc`c&ZGSnpDJLx>)lY1~1Qpex*S;Mq7TfC+_KM&^`QD`v5^c zd4SmF;pNr1dJE^^#0l`eukZ+}L8%Kygd4q&KO@nq1e*1~Bs)xY_SVKrK5n(o8Yqn9 z_>pmL1q#DR#(YshuWHzE`k_}k89q%2im$7;l?2lzfuC7Vuld4Q`}HA*0p=3tn`pD= zvDxv{Xu46F{fOC^NBA6X5r#jX>Stx{C_f*3WwNHX9E_vG;Z*3UyO7)9+J{5=XrtqJ z4J?LTMOf?hrvf%dIU5MrJKqXgoB#m#R$%|QcYMNjV8fye^W*&8x3_#xxY2KYZ`qL$ zS`IW~Ai2Ev^l5p8;j{I#fy8%vNc`+fjPia-zPVO1TzvS0fS96wGk&z*{KLJT#z?DH zikOfD4IfLBcO{gbpF23da5RRyj)sxl^r|sv>M3jud?oWtrQqFDj`g@^D_Ey76A%r8iJF)w6=1Q=Ae;I zi(8Vo8<2p$zs;giC*uUtQ4n5RmfE5aIBTXRGJ~mBl&8XF-$A;Q@0Xvad%dw-tgl(D zd}laNlVr7&{5iK}3N58q{BgS*Z%e9b=gQ&p=z83z&L&XfZoKlLPp+ub`RhBI=RfwS zE~Fgr+CReEANNVYJ*80Ya-o5#F3%Yfyi@OrhzxoB6pU|$s#m^iYARF*?h7HR%T`I)TBa1ZMb}9go7AY~!!M5bB!rcGK?nb#Q10gSBfgu;KR$P1b1P40iMI zkZ)Tk+kf(FAY+<)%VTrio82(VJNv?eFlGTk zbAm7E&3|7T<2;>O)L;$vf#JdIQYc!RpQseXHE&03WPLhaY^g4xvX=>AW-sNlA^^&& z1_;Igg)^5R{#R*U%H19s4MgmP9?XY8`FlM3NEs5_A2U1N|1N`aUT>~|H#KN$y)^>U zhGD*XuBb@9%vbF=^Y!Hcp~C??<${n3A4?*ne&B-n%g$7#abY#HZJ)~{kEPwB_&B8} z?p+6{&&rgpPW|;O%1LQNW@hGak*=6LseThuzc99YTCr>+Q%R4MY9M)WXLX#Iuo1Gi zrydGPle36z#YQ``=Ww1Lzckzs9BgUH%$Yv%3$lcZnF8-@J|7uuH$rTW?pp1DqBD*` z?%--xHOsgln}&V?SW6?61|{YHTDX2^FQu8#2wqkVwd$VHbOWE8ii* zgsL=tpn#Tl9iEbGb!g2Gjn~Eobib#tAlo^=CCM2Cvwi@|(~i6&zVuqMA)X^t2C|9^In=gY*tFH{uo}AsyH{q-^mz0$J5yX@da4tQ;v4J!uFM;ru6!9Wxi(2aGr$ey0=~9k2){eK) z$jdfAts6sAKb^BYM)QlbxZkoh>IR)g@G&vsP6I3Da|Nd*#o~+{ybi2S$<#G7USwk& zcxTZKmu}wye{rtqVybS%&4ViU2J+yQUgPz3B)i<&o$xHvd%AWeQK$W3ZVbEqmHS*M zl-&SMKlJQKgchk0**nHhT*Cn-3J*2JQ)sw!cx9UkMsMwoF zsQleWEl>LUe8%wL@Rg4>-L0>ukXGFozA;|2_VCfYyF*hPNbC}3_mT4Y(!(w$>p=Hs zvyT_|3NRsjPrdZrcH=u(43UXvo72)Z!IgJ^zMm|z%B-L3xFp;_NW)*CSZVH!U>>NU zq$v>$bvAZqx#}m?e{b%BM0D!hiAwku^U0u&qPn#u$D?+mXgYEhse8ladG6-#*DDR~ zT2_t0Mt%ft+lKuK`E`;!RfM6UWb&C@(e?eeJ~t;>?=la@y%Tcm4M}8VL3fs#SeyYnRAtk}|8V;J1E&$(K_kV^y70EaC!Nlf=XyD$) zm$)RZP?Aq?o(LS@v3ivmyoR0BEVKCXfQc}kSD3lYp9alw8zE#TA0Y;vtG~HG#q?_) zn+vRu2h36W8Df8{EIiN;Xegt$X=ytGj=r9&`~5o(r_J#K4=p|Yq)Qb8q|-SuLjSf$ z^S*wKJGhNeQCXILr3?9X$4*X8VMUV)(>tnNot^rP-ZR?I%*%e|triE}?;q+;3HZBN z(%`o0HW``oyMaE@WBlwO!+o|>xPEu$3zL6#Vk9E=-Q@1-$PY4S))id~(z?^C zXe5#ugCe9fr5W^oVtlr7hs@rWxb`0@zc&Aa3ZK8}^0%r_ON0*~38|?v@ahk^k2qXt zZ^QE1?6jj3GIe8H{Q!MPpG9Sk1idxN;}r_XiP<89gQ|j`(y`?|w9P5Ah~!Y@eVm*h&IuN5}mNYb9OftqVbSDQ4S8z zgWV|U?G+MahQP)2%Z@X_~EBT|k3T}%8PH9zx{lj$@jDuZ_>I)f$F0R+c#n;>gV z{GD;@1np+T?`68pwqMCAV;gxL52+YQty?Bb08tNU4(pBN$MIf>Ox52tl8q;6t#KJs zZowNbUxy%PC;XPjp{5-VYGvV^sfq8duOlbpA~tx=p*BotGf-ew|tT#76-~ zT%2LsWvxv4$x`PgQpI06F84!?L4e&27z|!Z zea~KWzbn1Tw&#Y(xrb?e6X~+_UxCZ{E3u5?P0q%1rH@n1LeG_- zu3Pk15=Z3YHx#-#=n}`|mKRC>*EYF}O@xgQ8Wb!@(ByvWw_u+#E~WiWbJ;7+7pS-0 zhb&WfH@h34TTnS$VugedI<|9vgvQu>N9K(jdvV{N5gKb|e$q+2`jFLTqjY#zhz8Tx zxX*TDqR`KHRwHY1xLEvwym|ah`FB$s?~gAbA{(zhd-W5Be>)0%@j<1Bi20yxs)SyM zaKLE~lv?LyWzF{GXy((O_~cY1nD&`hsSQ&p@0Qvbe+oQaA@fg@hc4#!sK@?NpTX=5 znxk7gsrA?raUU!5U7t~RGb#D!)!Quj){zsq{*C{yHQC#AFNrmh#Veq@Z$wjbFXuGB(?Gp2gDZy}f7>}xbEOk1 z0?4%~S+Hza4)>suH0P|ZE3~p^O`oEaGC0F9o&SoYCq4RQTt};(>&0XMoXc$@Orj{z zYXvQU?g@=$$Y8RSRdTUm9&|LgHSuA+x|Nlnl}>+Sd}nKQxJX`{&3jw5oO-M%wG{$cG}=sRIUe?NyJApT5wtNF(?c>KQ8Y-Jfc8!S3jD3%c0&g`vwdNG)0o(5Uq$5;+6q zzc<5AUE*{(pNhR&FYlG_8n!J7kjd@JML*epT^yVUjcioZ{6wJh!|hNyr1?$kk4JI$ zEcsgprNrNs8Z*etd8YU{q<553JRv(Bjlp@;&P&bL@F{Uhfx>d`T{q)TSrj)dQNq+O^-OUGupAMYXaWI(M@wKZ|N^S5>$@oZZFK zaqQ1oI*WZL98uWM?V$ApTI%h5CPohz|L)yJ)m@|}uu|IT}%$-}f! z)Qg`Q{&SSl>rj8L_@dxZ7X9RUJXyLd^EQ470vr0Xq$Yx3k_jD^bDX&3HFe!DC5}#; z-(I#IaL)4$dQ<&f#@z)t9c$oS8MoVLN|$?nD?{!X?>|?22B@?^4-H==k0W$c6B{M@ zU>k-HlKFVAsag2Uh40o{6~Z}y&JM6__UFtMW-Hu9LY8YZVx^QX>Tc)IlH;{xPC_~& zL8Ay;`h^nlDKtG6N)2LK&h~BY6M&jH@HN zhUKS8%7+f;n!}f6AOvsMY5J+tv81Tz^j{Mj@$XT1-2327Q57+B@|G1H%~NVD_hq

;PQJzgK^4{j5iyG<7l-~i%pz`gV{#ZQaYiOR1^JKeT$!m@&W0c>`1>K{ju`1}`UN});JdW}tZ}h3 z?GDhPSbV1B2omr?2T`pk6!le=I*8i^*CPRfAJ`@pl%tz+ORzugB(2FQ&z`%yz&=ul zpY{BWZP;Du8a-I7kvc<}+DwNl9;TXXR&q)sh0} zLe0NlZ%qnKr~O#5PV+S9SN)*H>(N`0R$Z$tbI{%)9HS+|AYoqBTjq||oA#vIHEpSQ z#^TP+M#%QR-MN2kJe-T44qpMEOecBOWsxG>u*i#Z2f@)Mv7kAt4R=$a%Xf%{6 zI{%VDVlw2DCOMIXbIi2CZWLqC9SaO2ZZ{L1HV*VfvdK5 zG#V}Z5jrUVW8SSl#TFr2WmPl3OMN-)bs7FBs=z3M0W*l5Ow1-t%qWJ(*iQ znVC4wkSZNa5%iMhpgvga{GM-5x$e}dOr*O%l6+Qif92iD!jNt|?u^Xo@HVj>-`B$FCWMFHNO+1vI1+W?R;x=p9gu7yrKZ7i9f6(2qZTbY{l_ zgG>N=)>BP|X5xp2rf#Fyci2`XqR||V^WW=1y50fj#o(=>59_b~G6kDMnBPALyiDbH zl5&09NOQFdRPE@9eA}gkj9a{%=h)<3QGA+=vnMnTKvkUIu8UgAxYd9Pfm)JrHosCT zDs0Jcu@)LEFG7M zySBG|h2E4 zzJrh1bd!(MCh+f*fg12MEqFHHYzAGvd%)y#FnLIj2n=Lb)|Rudhs+`~fP^FT+wV-d z-dfRQ9FkZsnsb^oT4OboO=DG-T{UD<%EP?gW!>b?qT^8=SAlGS*&aupHx{WpXD*;Z zhtSIn2o@cz6weRQ-u%ykTJO2s=<$_qtdDDkZ~j4DX2W5<&yTZzP#AsX*{yfoO8a=` zKw4R5X4X`t`rZbbL@-UOYbTWdQ4m&Cw88;~mBh?d42YwYoF^wd#FZY|1(kSR;iJ3Z z>sWg!i8l=6vOD#Os%ET*s3rd9d*M5VMEwUb#Q&aK=#@6k$V8jrHlaB}VQq>D z72(PIOdYvo#`|saqYAt2%GC-}5_{fZ_lb{YZkeg641rO599&!k2xN+}N!pjK0q2-v z&>J4*;(k#4edE<-pVi`L5_ag_vnutLALqVgNxRj~#4B^!Z(m>t!BBH+vFDr-vflbJ z^I71U15Ez@J)&R&(&Z%)YWA>!y!PbRmrJa}ft!|e_L=W*B1yOBB$&pPcRtUuO>Fi5 zC#2%nn2tRpC0&YwIR|#VL-;A5y16*U5_TKS8WdBUM$TD13A%NKZf~p2Hn35WBj9J~ zWEGPI%d9s4ySSTKeh?@g-3Inzs^d$kX?QSGD!YEi-KGvOtGGQ)k$FpHRHl-TG4AF% zS<DC-{njdg{M%^rW(Z2_@MWkdLSk zLq0kTq3*>rpjRL&;OH&>QUtBO>D#+75sKM96+a?3Uyz)fyu?%HGR=u2tlidcJpCx- zB`!j}k*a%t4w})gy3;o6-#ZIqLey+gY9gfZsdR!W>i)h*)mv}XCxxt$cGUDcCT=U= zz{Ta-aYNoR1(Cic3yd0q+{>}z{okRVEILigh4E?`ZF}S!x3?){9Pn?p)QSFfGK@!} zD8)q*V!*P&{MiBwEWW_Dc>8)6uapWuaG5=A3H0N0NCCiGs*<#mfvEt6%FsWUvuJb7 zfR!P~Q~x(v7zQymHb*cKsPNsx9p%LGi;-mSezwsU(2aGwk}~Vp=sSGndSTe+ZKYn} z)OGeYGaY@G-ZytI38$nzD2HLWvH?ho5Yc`OUVAIx902>_7T5+$F&cub;!OSwtAn-v z-M`^Q%*)STc+-K$xW(5?ZObk!wzQPTb-R}bn8~qwj8^I42sn}9ERWV5dtzjrx$(H} zut76Ysr>q=lkKTUPIS325`xkU5VkL8MnC_YyncfXQHeB?oh-4Iv|ml9zQ|g={ZQ!e zH=AMgjnlCOwVEQR!+T>BaHIQ5+uQZNz{HvV?5iJHdNFxg)`MtZL`MhmdJzVw_B11f zJ+kK~6XOi-+a5(YycTbDem)|jI2?JI{tsropgYa=_jJaNm2biD{fK zvVuy=R>{mkUbBrm1fP>e0$x>udSL`M;J4SRwI?X7Dx@yEDc+t^amtc#rQy8x=E_fK zWdh>%vYu+v*KF!UkV!Fd(eIz61Jfo#g|WEQ?I@V#8Y{#JUSzqUEpRx==)>`yB5ZZ4 zAfyg@nU%WkdR0N<$A1(I_`R41cOYC?n=njp3Tu#|@N>^O>%e;xsOu^i!p5DZv5wTM zmX^Ru#~SfF&Ro0jEG@12hWe?9PY8Z4dH{iTp>ZF~nZ~~+l~ljD)3Cp9QtZk5czK^0 zV<^)ZitIh!Ka`t^!+n!nh6y1lwPd*eO`l$E@f3y0a(A1zIlc}3H&5Le5_c=31E#bg`0)>~CH=Uz=;p@mCl%41hz{Py2{|atbRO4*}&A2miKrld|${^*o( zqZ~g!zj@47$@kbYwS~R>{v{wc0X5(^ycz(bVHYU-y!*az5B%Z2R=%Jdhu;}5SGT#? zO&kKH*n*1+ZD2FxN29V~>nGm-s?CoSSS{<$*O>bw-|Fl9jZ}K9Dfb>iYIJU;&uMBR zquoeJH&*7J;Nb&dgn=1NjTL-idIU;~OWN9UuRJmVZJEG1P*`a|m*`|UXh%J{iT$~( z9uquV<=&UywHEy6Xvb|Z$BR3eM62(W{{izIup52#oKhQY#~d3B=z{% z3$5l$*ItAn)vdoshG=hn<>C|z*!^So>EUomj#l-RPKX-~1VrtMiCq~T#l<-Mt@^!% z2$ETer9f+~a3`Mdhspsyhj%JU3`o92>Dln54wyz@D;L-Ho!KDdRa=|%HP`k=oW?ts z-W)i;(>|!VUEpjt${&m!UQ?Wn6-R7;e$Oi_IbqErQverxexx|!$E$d<}lK4 zifd!TYYkMCA;gfb{7UiN0~S4U!kcqOQ8=zPLY$ea1Q92*I#NDt_5j7*qaje35RutBMyMg6+$|1Wj8jaJqe%nf#nKDCZ38XgCa|2Pl=c%Ax#+wmP;|tBJe;pU! zyk+1KG){$T^n9`%$Vt;%>$7tIZ=Pr_t3NYZ)zCA$&Nd)TN4TMI)$!^3v$aL>LJ`f?6=62i*JMjVFZ*7-fVt*|&hF&-waMWQ2N@#YauzI%oP_M$#^3Q(!fkO6It=o zGSzoS9|v$si4!aRJEy$7ysO2Q)!^*_zdd0Hu(GZe7{0Kq_JVD*0dR^yrdW`nbn~&2 zhHEky26}x}T7b-!fi74w-%wbC%vzO}{{DXEzz26?Aa_W+Y0zi9fyd?-yaz3a-KE?|H;Qh3T>o-(xGxPe)&YxK zng1zbPjsUVa32R&lHJDKS9mE6%zW0R@?KhOy7E9!ZWP^na_b`LIn;N#Q^X=_G@p?n(_dM~y?^LLbacGTA3(2*2d^z?gy*pUs&U zsE5<6EYn32Bon^xzA|H4=oO;0C&;_rZ1n5t^WalxZY-O9EBAc#*D%xxfs2Asj9XL` zU>-&w4UnBrzI*}}$jZ{k0m?TPn)(v1-+@a4EXwW}Sq5zZ zMAAQ_!C!pN#3PMXL+GwlF^_n?EX7bqIU$7Tq=Bc>dYY4dgPCA$mw`%J33BM*(WJG4 ztGhV)r1x@?qj2_z+Zbe`E@t{#YiMYk5cPy@tm|NSc!GTeTqp!*d@rcZfHiXE#(Lmn z1useDCqN_muw!i(;I>i=bDCF>#s00E&0-`9LpZZ2w817+#X5L+XclPhRJcD#87Y*P6Cl0JX-%?rS1db>**!F>*rVXo<@Ki4C198 z;K6_+MEw(Dg~8l(W1vtLLML!5-}5>kOGKpdqZlMG?a6fg8^tw!PFl+pEdO0E4*Q+4Cvgmyz6t&OOpD8)dDh2EU9v!g-Upm;U+l{7g-&-us6u4H1guwPP)N(rF?ulX_ zay&T2f)4H_9UDUf0pPv5Sqgr~M~C?t`5eFK1vK@t6c`ZzgKvKf$g(`R#w2@2N~U(= zMWt{A$M&Z}MLUWx{Fhj|3T{+coD-?Z6osb9iX{%-k)38TVWd%UXADg5jMw9J?X&&# z0jhwg$dXczR=PQ}p75awLJ?}}-V-!AJTs`W{j#2Z8e_TXO-#ia0P7rdB0sWTCp{QY zddD02FrGnbHp!sdJ&}fHt3o7!x2GlDRKUreHzl0%%NUjH5@I`0nA}0fmuOhO79L)2 zU0vg0OmLU-4%u~tHwvT3m&m1jAoYJkgYTP9Qomr;$hl2-;WilLKkIk*&q+H7I#<*` zdvi6Rvc$J-ezX<&01$B}AFKBe#;}m4QU2QEy%2J9;^T0H+{hrb(WK|~6Rr}USxs~e zVt~#pC|*y7F=|iC=uj^nYCSkizz?jT#8B+?g+rlKv89!CH2Xeti#j;C`Ms(<6$1C1 zZ)im6X!km<5R6>&+E3IY($pP*8)&rpWm5s^sn^%ja|b{jJW2c3TbgqWav~3|;l9I9 zUtbrVeD&C(?&`|J$nk?VW#(3O?yfO*{!3&JQ!Cl|rO$}-#5VI4%6Mg$8W~V3dG)!4 zJTRgra7CRue_2YjETB4Rqoj(g?XgMhvGaMg3lE-ZvifoRP}XEdSz8{sDV5(-sCwU@ zSU+GKVxLm@;(YQC;dfY9W?})cFm>5e*9oaT!%%nLbOy1oZF6RdUVoT&`Z4soB2Kq@ zrtU%imHlpS9~xfg8P zwX113iQ7b-zqklRHf??cDK9wCLRD_uc++c%cUhaL0|Dy=1bW6C=S$dU0Jj-S4bUbj zCkhhO2?688HOh_+SuwxUZ_IeL26kM?*nnd^vQXmL&EuRxej}U%xisRs%+EsHdYbw) z9~~zLQT$u<3K_`@EGdd$Zwc?!Zk?epvHG zQ~XY1BabUnlhc6M5F6d*Sy94rx|EUX+;`4UENbaC-#zWIe{9mR0o!Sx$-W0omQy1F zKMK4@7+(#7H(D^yZ+XCdMmwd4)GAcBE24#%L?~88Gw?Tej*&QaUQ<}P_Th=u?J-67 zrb4%PmgbeGW!2*J9VAmAek3{*qN;X(vDhkd{X2F&`Le#K*&*!aaVcDfaGQaSIfC@j z^}Xyw8e#v|P1tOk(xg0nvqgi;C~(`5h0*K&`yhr89OT^9Hnpr$g0giotB;eO_Vic? zo4e!X=|)c$<14eBXW8wp=lZM+p&~22ad%fM2hoUlce-T9k{BZ5{EazDsSn6S*U8oA zPNF9!kB>BQ&|U$Vt zQ3?LinKh=ta1oc|MYcg9oATQmsb@UaMyjV}oyXx9dRR1AD{PBjq{NW4vPOP;)8S^# zPH=lJZO@kV#3>H`*=JDUjssH|o>A<=KUT{&`anWzz3nyFwE=OK=T=<*W$qi0Ihr4J z{SqGHDB7U@@2_eQwU8^z`9R8!oh6Fq^C<)?CK%c}X z1P5M)tuJo%KG09%l5+zUeScdzdHg@3zA`Gxt^NC^QyDs>K^j3qx`*zNZV*KfkVYCr z29Oj<32CHTI;6V}U6Rru4Fd1x|9p5qowd$co;A+g_ukj_OQ3__*2;}cgV6B=!Kk^1ss6P*gc}Vc25;`KH<}BzQ!+f-S1_oLK$_vQUQDxSRi+p6 zc@9v;E01mdC@KX~#PNq#Gq8OFNL4ePySGoYsy+yDg zf=OoTK`>Ef3Q(Y7a3di-cqn*Z5BdE09y$zCEP*E%EEix85#Ip^#_8f`R$lEbm1pHw zMQ^k$ik~si=ltQ$ea0kbiL8ZN2%3;of4vRLUw4<+!gP11XxANs#O-!t+)Ybba% zpM#T{kr+3Zx5yuy;c27zL9WJS=aJV3>-`UBv@Z8QHAhUw8_pVDlCOp`M82(TIK-#V zg5&)UNZh#O0hyh^wF9c>PryWI2j+JmVKDXD_-gQi!mfXufawm5V4yZMI2k}& zCY9ETJ?{r6QEvDRIeNzEWL&AHPntmxIx;e7bO3rz%AKptI559GWJLo#xzGLWMaKJX za=>hSlkjiR`T=5QqQ&m?0qXS7y9kozs~wjCrP2DZ|5r;1bD^k*RwNpPx2=$06xKy1T>(?46@@j6!MJHv3%73k~=^~$Ir6uX}H z6XWA6Fsqd;Japthfa;V29vVFGQERw9Z!#;?zy-Dsej}v>j;l5lyobI=FuN(Js=id} zBC*;evom*otwK{e!@S<7OGsz=;lnj}F9KmPT3Xuswqgd137l1q_kKF-IChLoPooIs zPQ&^${JJCSmTE5t%9fLPZyKJ7`OP+*RlXo?6}Vl@T>Dc_+I&XBq289R2__}h$6y7j z0Bc2_OD8xS@>P=K*08`inZ$3GV9UTp50dwPfX_<{T>unB)b4>o*f zFn&KYUV#y`);YI->=T$G4Z9J&532`&+4J)9qA2*W@nfC9dJQh$YXFw|!5dUg`{b07 zr&dBnT33SfzxFr>aS%FjOP&pvo*lK_F&59F9LGuuF=mllw9=3e526Z7ITOMJkGt;-W@uI#K4`m6Pf2-8L}GK` z>v0Gc6p;Rv1)%@UH~}8J(;6k#32~RZe^(FC!6Z{Wm)V0V{pAlGAs!R-fEx6V(c;%E ziI(%3@65tH5%`S(?a8U8O{ zXUW-uLjWj8c)H&K*T`6<-3H74Zh?fAVK=QM7^YMBY%869cT5)JCW6;S7swkxrki}u zfTXV1WM>#5QtxLLJAk_f)Vj4WUlU*)Rk!>L2dj$yQnt6=sV~t8(mo6WISP|Spa6>x zVWjm6G-bPX7vn9_{9PvmIkWdsi;bVnj7G1A^{Za}-xXKDJ^>I>!1f|ZM#=G3e27%M zpb~KS_WnIcvO?4(6=WdBFalzuw{I=Yo*C?Xwx+t;%~Vj!z{*9i^J@~ z$AK;tT%Za8DejtXOw-Ga;A;k3D_DS2@nAGG_duf!Tq)GsThlH7{+*POlNSws)fBGq z0ah@2bV8tv*Q5q@@aD#&3=~(Zf4Xo;)3h7Adzmw48gJ_YFg1H$zhpedas&xwh- z1XnxZP2K;nO4SNzv_~yF*4(mK#?i@8A0|`4HJ7D(E zEA-J5@UWCTGiiVV$b)^$^G-m32Z|(^Z}G=mdlta;2&T#CXA2;vY_qi4TP6G3hsa&M zA6lAr=ps3V1<7BKkyz;=bd7+=v2w`hoI&B3nl}w_V@mJZ&B7IWT+GQ9-%tT2Rr-x` znun@B@Y;Wven}f@{1!0-C|M9^C#mbbLfI%kH!YNtTyT~OM4#Z}(6^eP;`?83=Y#8n za+_K2am)FR9ZWGJ5TJK~+EjcqKlr&8l_(d9ByH{m)@4v_7#ri%+gD6)S-MM!mjX}f#WUQR z8@d43P}##*{q{coM_^1U|H`ha`%raAc4!Q z0qE-{r#SKamsA|e`mp()DHWgEe`1$4NqjRw4uNWxhln>z&UJ8^fQV4PoD45e_f^(% z&ITdgNL~Ph^JUcE4vWUQsC?`%1HlL~#zcOc_rY>~5#ZYJZ}k?>5V!gVERFtGUwMD% z*u>T`eRiB;J3Cc+4Z(yCSRG)ZOSSLUKv9({KOxQP(ErBWgtfyDybr1uP?NU=^jxP) zO!Q1)pOR^Oj@p5=p##4*xtu6Gb3jWUK)ljb@tYB(9OxfG(6kkh?Sf_LNOa^>Rd7Zu za@dDI(nf{FlBp|YYu(dA#|zB7svws+OPyNO(+O0mf(6ozC}Z{%UqFbb|NUUR!}9bC zySyWr_?OC_l1smW{RGKLRFS}Cs8>y6Gm~7%8}b$V(sIb;I}-k3!)__QOehjhAn)oJ zeqo6bHIKMN=b+&71xlb~sUn{y@TW#U_-dzGm}KD(y@>!-0kLWO{3k%Pa1Wpqc<1Lw z6fZj+V#h!LRxgXaxMm^#m6G4X&yCHCm6ArB0y~ z-rZhwk!R}RlH7PjqlY1(p`;n^r*bZkI3@+DV|ekIYHk&~si~{C0$>k3$M3=3R0~|c06L(L zyYOz<)>!je%4VP*amHCsu`ADWgb=}zD97$HVw6)E?7t}@p zwV$Y`9C~C*e1u@arN1zhgn%bx&dLZogm0qWMGrT2tGmyn7%gD;w=ejuu78xL%x<22xvk~1;Dm@+sS0*+2DMAYgjv;xl?;#Ou zNir?=hs3r|f{3n?7U!nrO(aL&I61zQLSaBYS}%T&ZOZtEO%RS%>7*EK>dQVQiqpi+ zf*NyH#FOA(v!2?8(`r_C9tTPy+;&{eV~H5;EUIic%ulV>&Se)HMZ0Y(%4(K#y0ng- zi|l~gnhK2MfM>IO`UKzWbWHx&@A6}3j)W!-mc||zN_uOXfZfu@gE5O}huJ0rxF1-g z9t0T=Eg@wAydM$|L3=O%v@w9ZfrB~nkLx@7{u?nWtYohTUWi#$hb_~M%=m0HGc;LN za&L#lCy@`?T9xxyv<#lv`PpO1_ol>ycJR1e>pkpLlv>PYPv~rCTxwRIdF^djvy&wE z>-aAH@*l(;Lcs3*^2f{lxs%O8LT2R5sioVC#f$y%Tnx3{=cKx+iOkH*Pa-@(4kqX` z@c=|6IFmvboSmGXrc_^cuBq=YHmXZ96ujks>(+EmflsS-^GiJLQBidCGZYp>4G5oV zqY^PCjuhnl)Up!Rb(&7E$|3C*7bnNa9PPQ4BLexgC?GEq!aN@>c-xeYRuRD+|sT_}4e6ZfUz0LO62RAOb{lXBlVo^+s>&GRZ zf6O;}IO0F&+L_$G29`P$?ub9-`D!0d9s1T5k@R6?LmlQ%t!=J=xbf9S7Otcu`gkT9 zu*HVTxQUf~)nXpH`qCQ;L>=p+uQ1V&_g9rA=NdqamZREo#5bnNJy~cS_0wzm9-AC zW4QI$b!vfK&pHV#qJM#;hy88h5eN>O0mwW^txR?trqQhaYO@#Ia>(mqT3cu}kkJDY zRh^FMng6^whRjDZ1L@~3#H4lHtrh8T!&%tp6sivZv?3U zt_8LHp6MYee1X1=pm*74D!vT{@QcOw;SZFm;xj?WVQ=N#7aubNy zAG^l|epcauHMe+~Ir_>me%_F166r2?Z!1FqKSw&tB3Z zq3WE1zY#$6$sq_yUvfoX?)#Ro^1Rz(a4J9L>K-@rW;C_d;lrCzNvE~}TqMO-jO&-B zTKF-2&qc&)H{|KC(G=Wel$#ErM=OAE5cj0~M4wj}E|W_3h5Ez( zJbj;YJ_NEPW6-TXw#$T0znkejktra8OhKPI;GIH>9dxh$Tv7h`I!Gt+J@z~Qvh&0c zsCb585V~x%#0iH`cx(qnJRwMkvmw_&N`0lvau__zMK1-5^$@@Nc@c0|@~qwyP?96! zFHX;&-Paei&%V|x^7OuV0$eJO&{}BDU1wZk6>yM{tpqs`{iNr7cCbgtP$?m9Lwmp) zDkTPzhTRyb2Fd7q-;ok6y-sXFPhe9r>lz}mvt#u{$B34dwGc>9xtflo!4d<$v!;h8 z8X$ZSn&AeVuR7djFlh`tsXVXx7hESm22T@kZ{UweNT}p@SqjBI7$I%wx$qx)xbs?x z@zwQmz;OU{6r6^9j&rL)F51KIzRfYhNcl=XWl86?5dRW$Vv<9HW8u+HR#YY)bMJI+8DWf9YS3ZsORtu@x zhhCTM!dsJ9r_C36&Bve09|n!W!b0tQwWmU~@8J>BNmn;DyOhXBzX;ApUmx*R(#FXs zA<=!uL=Bc-u-CN9NcLTp$s%~VDmoI8fKG$%uMv#+AI6=E?%xCK)ra%@*&|4!@x;u$Gla%u($+|D3o=kA@MvdhKDFMcst(8^ zo-H=!4yEbUN_z<@7AYsM;=@pz8XYsfZnHD|ZomPP<1@YQ->9OraaVl)c)Awb9k%~*o9Mi9ww3(@8};$$=lGx4q2y1Ue_db9fQtGB|54`x zuHpkU9>g8PXa8ZWev4n|5JYUeP$)Ib%`4KW>HkXhpvh@juT0b^AWP(ip6>eh zgi<2h#zJVv2kqgjWn^Ro*}&rb{KST9_^fw$lyLHn^;qkHFbLLqC0zxYGoHZxNX zr?4Oi>I*AjWYMzcS|sRul-rRb zPIp%Nm+E-W^A5y=P4g}t`2@ZDXnam zohjSc@tvT}A%lQ#k}O0#CH{k~T2WTR=Jy!XZAcdw#P4oxe*vek*SpC-5(18QJ`>#| zuX~f^x?w(dI%9i3m9na)!wkef=kv&l}s!TxE zR8msP5cdV0u3vx6^U8kMYzKp1-xuZxgdMY`A$AGhuN2?S5F8Sq1b(`e;jskTz$={m zDA+8`vgviKuLa>mkKnZMtlp6^41A<9(fcF$y%UB*pUXAF)pfU<#-MRVC2MTC3xe=0)BBnaPvx^a-YBI=L>Ag870afO^`D#BVTO zmWJN4r;2L}8uN%|PF{9wsFiSo-k}Cyd;0$5GfE6N<{z?V!MOmpb{Og@YtOB4V_Nb8 z`gez>W4SL**g5?PoEO_$8UNXhwqb#*2WKWZfw?zTY7{k+OYksn-tl2;$wI@~d7<)* zTyORKerZ;a)eGb_jE#tU-11NBlsUZxoCmm;gana9*_#6bC`n!lw+!a=Y1>WP9f9=R zgnfVCW}Bhj3a&Jd-&e~eDj6UlrXZFJp7L&^-7GH2y-SE91|%uQ;q45@(8+*Hq-ILU zSd6eJ$vF6d*ruav&+F62=1SkXJ-=}*EYSwUpO~X5MLC25h1)pCbK|(=R6J2Wg>CkZ zV2It7{r?|E0xv^oo+_f35^g>DO@<1CFRjD>jRkKvCR9BIMjI*#KOX=NgC*-K>%X_5 z_%k0_Y)TmeIp479NJSue<}Q47P8WK&${Je;At(p}w3~pUq9R~j#ABW3fknlz_T6oF zwE%5ECX8sx!D$#Qif<^wjX0Q(<`9gW`md|Y(W#tiEBTpJSSnea=WO$Rfd^hOlETY$ z=Ce-9$=x0pG(eWrT+{jG8TyO%VK7#f0na87jiCh07O@-rn7pBB0w8^G!K+%a8nwL= z4Gd-Bz<})8X+tyLp_&`_`;%!ikskHi<%=hNrVR)A(@g4(g&rB5l^b=pO{x(w+*q$O z61t$`8ZLSuj>9>ez5nxNN*F*8!HT6%?J{2Fd{#K1dpYn&rgbTUJ+}hq_u}x9i=* z{VcSvVfsh`1VD%nudXaT?vgNV8w4Ycq zPw(rGHT=V93q+1QGx$qX;+y;JP49z|Lf%JPD)+Wry62?XypP}^1g0y|xXFEk4PSNL z+S(fAp_v0>2cUPtO?vL1L3>;g_>7?T5*^}%3=`SDT=wN>OqQ4}lXB7%;oI0>x^$S^ z;C0S|f(Ed7r(a(GY<=N~&MbJFw(a)B%=O0qu-F&~p|sTN)`W+}?$Bxs} zEn|Ga%|%cykYbBODHk*@x~>5p-V6Z#e-gV9nV1aee~>JIV$#|S7Ud$d_2d&C&BIqk z8OEEJXA77S&DUe$JPFdF=*fZ>9h?G-xH<98XtBO!u9jCtBBt};ENIx8L_z4xz0PRq z3yoCc3>ifmWE=mto*liM#AACL7ZT8dKo3afeO+rivH3+^JS;legOd4$^fPNsF$kL* z&di&<&mcV4S83mZK$-poRO?<7dw(!x+)w_^_@T1M3jdAXMk2Z?(+yA(vfv_w_|_t_ zz?7VDljwt|q-E_cMws3(LH|8BwrNM-ll3Iy!| zE)3wu=c@&=hB$(GrC11&O48f7rm{C-`D!R>9#-R*9gcD_NxX1^vfNd8b2=hG^s z7NHMP*sXo{t&@kw=X4Bhh>Pe`fDDDG6mkhW$fw+?VD5>cDDoY(=w3l8WSn|5_%|4V zuOPU4d-A9(36g65ZGeBCVtc45)6w87BsLYVP&QCDs;lG?>*#~kJAnUSCEB%ydIBb)i0gEQ>E(8n|Y<$I>p zIj98c0tCkkQV@fjrtr^C0uVso2wZc=U@Bvwr-j6!cDHFW0iXwHxr?^3KAwe@xdXTAd3I?>hjY9;!1XE?0cbALaFN4Y=KJ{~OEC_~vnUH9M6ub94n? zLr2CDzoAr0AFnzTi_k4g{ySx)YE<2{Q9EC{yL1b%>mmJmp0aZlRD7|iU({63y-p)W zM33VKU@*;&$5Nwi=ZCi#3dw%wY)4$I9745GED|K2OpFrtl$YI*GJ*IU5Zc0*jv#c) z^IyLRXTn;^03fFu-=)52LoV(MQ&v#$vE5_;6)KSu6I0+@;w!QG$uJx#W%ina(9Bl5F`!&#RZZ>VbD6*w>R)elvJ%>TGsrd?DFrOK^`wnJ zrEAFeNVM1QuIJgkn(HjI*7#<2-tHXC@k!gYV=+rVctdUuKF0n^qLq)$_uXjlIBl>y z$U=LR!iO$Pi^-AYb+=F*!PQ)BvtO0&bDjLI^^RomMO65J5MK)AO~1u5NzYUl)IUm_^rBk*O=>tviS6cXcQ_phsL zxUN=Dm_bYL@{=#>Mb5%;=Yo4by+EV&bCHpTHwk+-&x>4L0BAN#g8eZ40d3hk?^mqF zcBvb{{Cl@nw~Pd}g>jkK0JAh8L(sBNB;jh@`t(KHxQN9|&KReE~ zVsBzZboxqSQ8vaG{UhKKpL23Pf;xUXO-hq!)iG6`y>m;Jj&jC?_;?vWl5PlKoVWeG z7qJYhx58{BXKJjr5WgAT{wG>Bah8^+miCZl_L@Jre`1{9MIA5%%V3`d3Y3MJlWx@~ zFYs9TorwbzQBQEaR~urW!)uV%@pQq#7^*bC?SXyGB{NeBt)~dx{k}5 zoV}+V(nL&eJ0{fk2XG(x?!5;A#B+82{-)LG|4LG-n{7B|_1+~Ee2a_I0?+|)t;&~T zZvqZIaG%SH)m7kuTWiPUWHb}OSf zR?HF^Hrmn+=@xs+-QV1p`Tz2#?1?;29bjXGbo$TlIi07y1095aLC9Iq!)Th}cezBk zuxmwzuemt3TMEcPEFAsB8dwo8DyHxYn!rgDkBjE-Mi_z zjX@m~4@BQ1v{sD`!bu;>*}$Zx6wmV8EB){$earW3sBXUQ9?a%S!zs-r#-x%cn1ZO{ zD7*Krtyk@VcvC+NBBWfc4;~}4R-+$S_vBMp&NU~|U?%6neYSfte57Hp$9kH|1VX_n z9{ ztw0RwpTNugd3g#*!vWtfrP9Lzs*ECdU<^!Z>7oYUp(BYM;JRT@{P!DQ2`U0?{txW9-J>247{_n%mrtF=Xe@z|NuGDqFQZk8PV z0klHn@0pHazAfce^mbo*rJ;iKc&atG(n%CCKTzKI^ zjWjANv7TXCXsLgb$J+CItnDKzJx9}J z1DojY_fpT}Z3OGQqo0yK#1DbKIQxa4_>i#2fxW0u(SSa7WcDXa1K-QK``ax*E!0dw zD-D66)D%S6UI8Bw23I9hkBMRwpeWEmZ)z+F(b5eW7bp3R3O`P5THg`Vc- zn$RQ!kv70fiBREMoQ5^_b6Hne)o6z*Y3Jug6H;v_c%A?COKBHZdkp|}kU;k*_OW$R zNptl8NxlG-RjDdn)ke2ncayDMND>|tWk`ri3Rvo-?EEGU7L<6NO*$!NOK&B;a5!fl4bGZeT}M;W+C?jx4>wwjYva zuAyIjXfk)#AEoE-lrdm}+%eT6-Hg1MIk9GM9Jqq@VJi!nQt8H?H5^>_`)# z_q-(7{EjEaV>{^rW5F`r+<9t-bP}xO)>yISizlkzU~hmYFbnANc(T zXw-ly1&H1N=@b2@Kxp856Y7&?Qn_x!{TB#1%E)Xs=UBuI7w;VWVk$yC!8W~l{2 z{5AXF%p<{mRccygqdC_Bq@k@KrL?2kYejJ7X4dpGYDa%$kx|_NIbiRAFEtmyd#tQ2 zTdX}}v{6qM>Lds?kgSX;KT4n9JkuD)?fLL*?1QomW=IkeWlx}tM-mTOlg-Z$f_t}> zUMD&4*WU8KIqj~t1*GIsl}pcRH5v_gUE=jjP5y1fjcn!zu0brF{;c7m)H@~>F*cv` zR=m=88=ziVmLMhzQjO~9@Ti5CoY&{#l#hWKbO;!Uc7gWKG_Ete=CwVE_LTqI(YX_3 z2ji(_{jN>Mj0~V6e{!f=DA~v^a*Z3*Y0s0c+Ll6U%MiWwyvR07Qg=e|E-{^7{`@Yc z1Sg=dTUy*<2Y17OVD;aPEJkAAH`@I$Onj7=Y|}rc%llG3JIY!gmM%Vd@eb6y%6-@0 z&D+$0V}?OgjQd^=iULG)hd-5&J~eX(Jy|OzS@521xA;2KkSycH$O5(Pp&-K;zZurL zj66&8c0cibK-j}S6F&huo1aeKWp)OxB2;>o6eJ^@+<&?Bzhv;tA<#a$r`}kC`u;If+C)pJ>J~;h)_|`jv8olF?Cz(zx7<)f4C$YSa8J za9fk_-1w1Mrl11Ri4Slgi${M@cLY>Qm$_#>;n-+!=IN3~i#2r&l8D}$4BxRP0~b1C zPPb{~KP>3bN0sP4tRxT2(BC;+j>_(&F^}C2WpofuNhT=TODtLVnqinn;Fm-Ce#=1Z zzgNwx#w`C;Nu_D;M--`<->ZpD&V%~h))DdB$y>a~lbK(!5tK0hs)R>!FQG6$bP_ox zS&qyaCRzE#)Ea#SUO8qLN{q@mVgdrle);YKSR(Q9XCx*Ck{VY{MTMydVh?YC@fN7+ z(*zt%_Xwiv8N-`r2`oRN_dOZ_LBBFDZT5vr5ps-nv+8-QubHHgn%x(7df(09WOyH- zS%Q@D1pKWV)phe@WFh6^zUk#4S$?z4b-w4%`5ov-Ylph*coM?iKr_`|E*7yi@!5k8 zs8u7qhA7x!c>V7|gr9NG8P0!k`18KU3T594-02N9-liMu4pzNoumq^46QcCGmA%#Y zXKyv^Ia1%6y4ZWost5!oK2;C!eMut>yhA9(a1vGLU_9ZCdK{LeTk z8d;)BW;I&R#Ybt0J~tac7=bRz9fNPcdzZ=(4q?Nn7?JivU};wNx0)O|G=J7^KU&qzO=IlKoIiu6+ zG%mhSly-%stjo!(R&E3D2^s5um&Y=naHTNdD6jyWvL@bxe-XnNvfl@9`yUyuX)N$j z&|(XgCX(waAxY)%G9g1Be_6oc())JsQ{QC=QX@;1@Jk|ACUaI6(~QU;oU@Bfdl9-- zTrtVX+pw$I9$terUA}`i&Wz1vLG2I@Y&F2NIl!k5UM`i^!2e@9>8?8-wEDO&2cyJ4 z(NWW|D-q*zS@z3UA(z;z4J>GSf+mRZ)}8SAsAEmF`G!n~{kcd64u8|?NQQBH2Sp*c z)>+g;p*JVpXVbS?MKBTda~D`sMrTMXrSvfXp2Ol9hqQby1~5{bNdEE(@6KeGk{wD zbdZpmOsc3U)X9uo08<~K6G~(%U&~Pt&dI&Ia!_UxaK@DI+O%wV-<_p3r1^b#)l=c; znXX42dtNhJjZf3Y_wq!QLZHG%p!DOqjD&h^htF>(3!x%3jI6DjeoY$37 zX7=oG7h;dU=8pTMrmh@{Q!})N@t;gseZ|LkfX!`blcuEDQBcFu+3!(1MWWXb80aut@Tyz2XSLvLUgc|GKdw zucc$@AcJvWm4Xl6wzR)XpSeg!jK0Jk|JNZq06+n@_qkx{csd>wgpBJJx108It2q26Tf`eQM5q&AE?HfwQ2Di`@w0G)6yqk7 z=eY{{ez*J6{}oN$mG6kqLKf!cROteT5pVx1%E`?I$(HlKb(uLiq=^g0?|EJL`a!YV@jP#ak6Bpfk>*Dy!Ox6V zrk>Oah;KMt_DV`2Jk8l}r+qKeJB9AuPfyg5G|IfMO+cYe=!@X^t>vT=>2L(mSj+8i zGyfa6$=+CKw8?8%iMWVL7iIX6ec%)&F3WPA95Z07dcRt?m%wDbYdWK1-DC~YGW=;! zL;{|zA)Zs`cuE1cpURR|8ptDfT%YL&jL>e~KTbaroB5s$Jt54O zoIxRmCi8VmHX9zp*@8^QeDw7a6zM4*VH0AuRXB8$8vJ^z7L9CNZ}X~XGTubw0^TAQ z6!%JP+s|rbxAah_@WX#9T-vZ+I$4U4lOF>_5*UeA*8>`Zk0o4=zuF|Z85;COOf*DXM#R8%l_q}s;ruGS7 z&XM;VXhL_ZpqU%XWsRvXeT#vfl?WXfe^@Nc7!HwPUA+3FjIPYRJMlxOkMoI|Gk}rfTPp$9HBn? zDxz)8%-d}_JuP#Ra3r$n$1Q&#D8H+D01N^h+FlwR3)pMc!^-@Y!xK4mR0i9m}n`c7fW9M;kUMRbmJPP^_Q@0G@o) zaGC0apxP04`g}BBUHwP=G3h|CI9B;dMh%i-ZkV%)j_`s=<>d?;RZ-J>2seJG5D! zKd+FyL;l@0sF8)`yX-hyxzTw{SXyShT@{uA8dx1)0Yc5RiV0$YiyH)%ARw8}NK&L_ zXj>r;&1p5s08-W~(7#Iwud8WN4dh0Sv5LG^cShlj+a@>Oh-Hv};kYCUyf;9G_9$IN zYL1jWvct(cf&}B7O66GT`VrMpr;EBxKk;Ggq2eThc?E?V87G1}-7`R}tKC_XiY4ZQ zWQxqQC7Cbu@E0UV8gy(#i9B2V=bp>V*Lc3q>WBCk_m=&4ONN5gvMhxXD42i02|SU` zK*B_4;0vZf(>xX$PN9PcE-gD=L(ZzX{dEF%REIV;11W7|__b{<3yby2zdor3ydVGg z9-9aoiePf$iz`3#4MAQdBtu>khE@r=u_E|W0zR%WM8UJ$tVQwAinq{OpIYq7Q-wrH zBQu#3k=O;4=v&J#L!V-_e|g3wnX_u#EV-ii zuy8bO&jcTx_Q^dx$%a+((e@>f8xZ1SBVJ9rg<-~Oi5Vin%F`VqrF7tiWETgjWVgpj zUM{4)t#Ho`E?6D&yEs-lMrI3qdQ|QICUk4^Q9cREYM9Tw+O*8JLB-Vk{NTcu#UXAg z8(2Kq8VX*AIRnqV75PtES`z)oRO05h1-ruZJeHk3@8+vH!Qh?Ic#m6V{VCgqO}BUk zDD7XA7>b|tTAk#n(VVVp@29>nsD1POI1WludzP$#8mmdBDHJ%w{u!HyI~?H{63@;S zM1)UE=SGR)+ca!dO{)vT59EWTf34^uXR?!nKc*310NEelL^ibhs?~Dnoqiz@CdY+G z-DI=zV}=nq$WP{G`GdTR@*o*gX^5Zz972XMm`}{7hMnDr{|l0aMF5V15*Yb^HG5;c zjQt&Q&Bdtj_kKjVV1({$-cba~k&FBx_2DUfCBKyS%8Ji}UDLOFn)cw+S*lVzheZjc z7{y|>Eg>&Rk$%|;;v>2pThc(a@zZ*jWsSo;>5y>Das*vC#7zJZ#K7tC@lWO*{e5nR z1hBBMl!TrtCxEz?)N0)%d&{1#uB(Im@<)w%u5QgEdzH%~Yel@_QoXELUf1)Qnsg~0T z#6WuW&cl>K3W{(2wN%nEqmW1gEFKSRr*O9sDElh8n+J(j@=gYCowso_7=K%tX%&3)+VS-0Y`G@HJ)L zRuELu^Min%F{>WcG@gy4mRnfg>2Kx?Q2t8S6i1HJeObD83NUPnX+5vaSow>8wS+Us zL9dF8LzAV(BqIE^!z1xyP+pTYim{^z@!;}T0U;-F(E%YeC4}g`@C6Z%(_$|(H%GrS z1e;M)YEw}(h>h<@z3{j+f4crk`Wr6;lM^*TH1!Z=M&YZ}DgXVso9-14=;P=6zsg*T zv)`>sl~44SNzGgtizmdns7=E6ljPJ!>-##@+^AwX4JR?fr+iwaMeIxRiSUI6*<{Ie z%1pf%X4HL`*SRzxXm$0>gFV6h&nVK2!_4U~APEw_D&m6B-~si^E+Y%xX49p3qVYm5 zkL|<;KIuzlnQ!!t$$%(>t8Barr5E4G6}AR4{5uhNN(n5)k#Y>No;G1}*)4|>CwmiL zTE1aYswzs59WA(|9W)#!zrM~N`b2ir;R1gB?ekF?fhAXM@W208d#eW(8th(6hn&>B zo0gk7T*{Uop^m0y!~0iY51kc+d&PJ)u9{(&eD zAMRB#*Z51ticdXrL&?1J6Y3JaMkgfDFze0_>3>gNpdWWS2b+hBLYT_>_0ASDACW+J z!^T&==G$SBw7FWEtMlI2!_Q5{k}Wqho-1vEC_OC{x@D%kZr7*JGonQPO@lU^f!OUL z)-Ty(ET8tro;iHkB>IReseea8?+g0IYl1#1Tv}&{DYsE-({w z6~4K<)F>aPidrK5MWSlVusOY!>E}K4}j{DGhDE1`9 zu9Q`~cJJ@2ffl0*pXo!9gOJ4z-T#(a{SQHs zl*jE|51?TzIZqESM69QM2(S5#aw z^LDR$yZG0s!z|!BW%mcjan<*(+dlcOv@iO5YDt z72xuZ@My%FfQLgd6c0o*QmY8Us>ZC|v!f!>LM7134}zz_x(7#e8|FAI=zo%e`4He+ zeV#IuT~$itGRl*#AO0vGM=)!+AsiR`dNOCXhK%e_%OM`{d4c#~__|=!;SKPKQ-Z`7 zMU-Gx&$F-XgDQ_JgBUchvIhX}Gasgx6axktf~{@C4LHFDv7 zG<*{@a68sR6*J9{`LtD>xz>yP0 zF7h`@1YD$wjNAf8p=Z0LMaI6J7&JhdoXSaN1>yz9?yvkB{g%Z~b_)fj9do{-pMGjS z@6V%|3Vx1a=2!D-Ko`pVYWbp>X8Ww`^_slzsTvUdh7&!*&QidSfKK$xRE5et{G&r@ zY^Q5w(nS*u2l`4_eWW#0;^LyZySf&=4}F2xurHqf;_^7d#OoE-v|ILAXUV)DFbi+A z``(z6^Q?bums#cQ0;r4Q`u!4GNrTvAw%*86%kkRks?QpgnCm5YZ(qbl zG=R9gZ>;4olybZ4-2$xb{tFf1!8z={MoXGq((s1FwUbk;_);7E={;?AB%GYIhWL(Q z1cZW#(re_{s;We8@h`uNi*B4;D%%A8s02+CRz4UNrEdsb;xs40SN>qEhrh4G}6C_$VwHwuM8| zPB2;IKk-Ty2j#mKcxGRU)H&!y5f+cbNXskC(Vi@h+xHeZ+6>2|K~a=Smz%rfD5jpJ zZu1FxUw<~K&XbhkdfDzb9EM>key$kokfKqo$lR_(4l(ny#SF?;AY`*z2RWzpKdf!J zmkKnqji+VdFzipb)_n=PV4up5$C1X2TKidIR71RsaSra;*YrJ=l!8txK)QuaxW81S z2aFm-wy+^wB@rM~;WS-kgKoQ@lo{CM26vJp>tLMUoejF&dY^k<#w{co;5g%c?~0N^ z0K50UN4rx&PRlK~r42vgv)80tjTr}syUKRPnlS=^wektR?=rZ1h9F4yp!vd&zJw); z6HEJiPsq`63^@RgN|@5y?r}+u%MXJQhtM^Rlw9o-R?ip^Tg$FD465Gck)FwTv%=?mqXv7W=A;m?ZTt7g3~*l=ipH}&&1~I$Yw=CSEPOaOfmfz{ zG+@}f&XGBcu8=@Awu{|4@Lv^*N)!PO zwxf)%qndy#^`zvi%JBxf3CaqsAZo12dm)l%#(pfnF#{Z?itD*42q*Mf9FyvS z{wwng#EyJLuKkQKWI%Mj>YDs91jYbO)Di7?6-!lBSQJ zXEKZwA7r{LPd0ux-F;DFIf@p0YSWZErRs3h?T?jy8^WXJB(>cFDX zmj1egYAq#{zp@IK`R{%x!gi$|A?MR?#%SoP6?+m`Xze6jiwUuR5r2m2zL_%+9vhaU zlU#(<#@(o}TxK+VdOpvA!1n%QGNT*>XYImGG>*&n4ITDyJLs?%xIbMRe-+_BQ*FC* zx(%*KG%M1eX2`ETOE8R$Uhjb|@-AFgQ=luhIaO~`y=eh6edX<|f?f2Vl z23@$#{BSw1W@nL9o)bRsNlc87J&eakF21HGqAU?F3x%@T*c{sgj~8(YS-|`3H3--j zm}Wx`N`uf29B=yCueUZ!qIkorM-#%TlOMIy&>^RJnGBBBz>lgeIUAHSZs4~CCoqXk zZ^x3ku)-J)ueFUNYi?Qy`OT>VtYJOogBfe7a%7OU5Y~e4&IJ@ z5yJ}P#41h}c}Icg#55w0d5`Alj!CB*rBs8>W*iiRj^z)80@v;b7*N%=-t{h_nD35y z-8%MGsEA^0)-`GpcjyDBH1xC#th{tQES=yH5$7SkuMC-w4qikm=C6Q6)k1?`fs=_e zSi8$y_T;zp$)oKx@mne<56vMM51!Nu$+eWoqH##JU7zhQG+ly=6kk%AGE^KA76f@R z8`|rtILza+)Z!O{6$WV8ACOWJFkOYV5t>haaUJp3(>>VeSh%EYtJb{(-Ewr;7)Gk3 zhC9LoP@b$lX^h~%jcvh!L<}XL{iL|qXi?oNL~)9fktpOejJuo#8^Q=fbbJe~awdal z@($r=;jmr`()4wiKHbPh*s#>|SROs>!-K(Ad3A^+)W4dGWiDTn<}V1Jo`kBPu)B{n zMIYe7w-O!?=sB5L^*UiTn{IG_z8;t7wwo{i`$6#wlmCkfyDu?AOlNg1pTPK~Btp1gXZRsto1g`9q&yLpqa+_p z#;$RX?>cUhWkhSK=s_!&1P{rX_7JS$48D!Nzd0aR0uh(97)jXrClL}RD~o`HhPAW8 zkw!mT(z#^E|N5quQgR77Ei*;udA%n-$<%!gfzwxTph2`MEq0to^CY4LyEd{BshDpl;eZ0j|%!mx7=xR_l9)d$JreUwrQH&NQIDEmf zeGdv8Zr^`9ODAdpV9bv#fEMmLdA?U6ufg?$@pXad0gQgc@PSX5y5>@Bq|3*IY)Dp( z1`4OqKig%5_dtl0BnXTu(6Wucvs-g$_PXJh2V(vx^kaV3Z`@Tb zvn~~^NIgUM!j(lPh6W4~Or;@c^eESA8&39YDgo~FzfZY^+cC}m=y)+$p&c(wV2 zc(7&KzC0WS3yg;q6aGQqKyuwGL#_f~rsa^QQge(8v`qo``jE%A?0PXSYx^X|ln4%& z>KZcS%&J)>9KX6YOX>5jSD?CdA$35f|j4BU*R6@B5qG8|6Q>RErja=y4krWvJaqQFRe zIN{evucyZMKLG-S~8{YfW_^D*SRVx(x=Dg*;J*VULjR6)2h zsZ6u9zhwA`tj~dr7Y$Kh{R9?>SDVYH8$*wXt~%Z>DjP~aR&2Ss1U{bvH&`eI6c#?_ zwyc@`V5?Y*?@h~H0|=7PiljN>hkTpNR}|Crurpgar=`t2$^d{Ob|R<@cWcuot8STE zX{Ynr;Lx2pRbVR5U%osV8xB_D_`u`xWFj(p%%0MUj0*BuZJX$dKvLU(D~oBe=+1d^ zGn@tuj-wg35Y#GM}a;X3Au}?u(~0Fvz3QDPNA%oSCxa z3?r-PZ;p!>PF5qKSo(V>68Xs66Nl@GG?Q0UmUuEp3Z36BXrcSBUex-K1Gw%>ZPvUf zUe;8R6J0K)Ek|8}Yo|%exQ`i+W{(OF8SEL8=U;{fE3iP4=bUKZDk8fE?(lIwSX=21 zSmxYD3w~gx75;qoY075CYPK+56&I&ddV@0Y6BHuVg)|l(iKbY=X}8FH?Q8xgtMTB+ zC%FH@?FJaCwWL3D8=34M6}#+uy))Cwzv~7?p_T?J!l}|8JpbX!S(~qrfkaMgBdvdC zNo;pt&on7mMxo)@>0WoHzFT5{$T?V7Wxh1M?T)JKA;gV0emf9BoOXS>J9YdPD_uJF zDttQPA|prFRJYM|m{)r~UuzV1-H-47RKmfvzN~X)^aU-&I|K|HlBTNd#%mL`I>++0 zz$+-nc23o$HNC=Sqs-@Q_s4D}8m}7p+>^@8)dq^wXL*xfUt+a+A0Bc+9G%N7%iU*6 zmsVC*q63EfwOV|I5$oK#C;wy7$wROqp|WB4Vc4Mv6pZ2@M-;Ez+V~(B-r{PkUgPlw zHzQg{1Sekt@(PI1*GJNKuKfX2Pp^dI%b(#8kJS}3t09i_XPGo^T6Z^cz4td0KerHg@ivgQ59P_9WdDA8~6IyM&v^W!VtC01dqJwS&9Le=D4ex0!gUM<4jCqGZN zCfet}>V~s)vEA4(S(R@m|X;u+j=vMey5qTzq)6y>E#HNpgP00dG0G z`lH2HpsSa!8=FC>S(__BgoY$~v_y%c_KmWH#zZlCTcGvoW+D{E=f50UYbSE?Lg#51 z(zrK@mb1m6)Hp9q*ad-Wi2+HeG^H<*NZd$~P3yGvUpl=$N?Hn<&Lx8o(Z?&P1|q;mZEsnUgA@_7Ow zmPFF!8VudPp2NzOvmC!ZihcI$wnCrqWcy6K%wCUf|4g~eJ~N7%&tj{Ic&+q3b`&kI z_h{*F!xE*B%2bPyL=SNW64`V%dN9RLhKI_47pBo_LOPknh1i9-%EER$6eknlBl@MA zIp&-vziTmXHqcTxpiYk0=`uZ!UYVmC7N3$3pVeAVJ)w#=A4tvdIFKo!uZ{Z^{kRZ{ z+fW_Gc+Z&dt5OPu!hOi$ykN%}bUX8*<%#zRb4DiM!c#0UzPR31t7^%>Md>vz(otUz zC#OiXY5y^as1_cECTqbQ8cWQ!j%LtiCAgdG*RPXMHJRGfBmQmDtFtdg|30I zJ#YCl|C@Th>vPFZFZaH84gy!{88A%|Y^k8yUK|_TvD?`E1Z^$sZ1_8)M z1Ic_oCx!F`Al1-q_g3G_tZy(>b_WeZKdxNUlXpJOc%OfacJfMUM)IQ@7yELW49)NZTIbq6dJu%z&FI<>f8^D_- zlTXI?Tu(V)@-7;1n>hox%hBH0(+70w#$8nKBHe_OiRrV!>l$OL1`=0UBboM8tW);IwYZ~K_;R($fl>t$g9L7*z#i#4ML-5BX$> zmElmr^K(AGD{?mV-PvL5s*Mpo|Di(GkIV)>zXgDjZL!|zcI@Q`@sqZPA58nxLO6M! zh{p+p^kYkx(mNiF#vQR&+g_g^00!pLeWjOPt3{^ob@~jr<>5m9XQz7q0}-;;X1g4n zRNfpUXTOw+92`EUM#P}a&Mt}IZsos-(Ws-Ht!va;p)OJ{;zTagI^2TUMO-;5+!;)k zWKfVF$0H-7=YHFIRx+6eDvF!#;1_-+tEt%7(o{(2h`*WC@-Ex3fBiLRc}qS>eQN!_x{iGtzG#vOd=EOdqV#vTlYtg zB9(!MU6Qxp;wny^?Uem)=qMrWY$n57cOi*6UTkE3ChEJZ3=NoqVi306-(4p%JJkPu z?i86Ue=`WaJHy9Oiv5w{c_~#jLx3P!!+~s%g%B~$goPoQiNoo{{Ea6T=CfArE_?UQ zfXq*)dULZqR6)z-#qqDew;%9dszXeRrPQ$>z&?J7nRu9MEWr#hGBQ_noqF@Q^~zdq z?fVoo%`9>Q+&)i6#qMAx2fLo<^%a@CIW;uV(xUG5!0g@&naT{<^}i1|@H_d7MLkni zrujGZ+l2Ya&be{2?T_vOkHKVsMCluQfJ74kNp#$hON%BN=%%hLQbbGx_1WGl|NNEe zhc4?pKNC=2AXCqo{H|BkAwUM_rNO6JCgtLa9KC~cPd|PQfyqLxF+$rClsr?aVFV^Z zn^(weL!~3eKnvf|V~&O8?y_S2s;Al8b5#XNre?u3EYkQoV&)2;l6A3Ya>E9anLQds zMO*Hs7xo$!#r)0$NAamNze&46E}S}h=+QB2?8lCdklph&R>xbPD*)krvD#ihJLhu^ zBXwm!W8B>waqi0fbCcYOr)@+3M=bsv0?fZYA|PnuSCN%8HgGX@FDNBIk@47`kO=KM zJHe}f9CC#(=hqIcdI{WuER0|b4f!xt$JdG(gsEtMx%xXkPMfqHjm1zLLVD41Kq;?X zQ4@p5GvZ$-I5s1j)M?q$wW*lr5YpQ-qC>YnS?$tZ$#$$;PeHXge^; zGBNCq6`hCt_9@n^@CB!CkZELOWRY@czwoQbJmLxTMU zr^}HW5zBc!Q5hEtrDC;qzZ)(KGE3{1BgXT}M$$!J|HL(bC6YKL0&ua%r^d!oAh!ab zND$?2<}heMzKdjf{J6WjdpNzy6AZU|Ex)m;rMHkl)&zO=fENCK&E=j-lf`A$8mgF1R*p=n73K$`vGw8_Y!n#zb z-~tH)i9gJWM46%<1pp@{PbBo|G!hEu<%7es9emI17>SL{lb%HjbzyKlSKV8iJWOTD z)eONX=cPozB;-Vi?mjT6ZJBPo#wJ(8kRAGm|L_1~cm#nY&LUIYq|Ql_UK1K1gJ*uV zC|itN=eC{sniEFRSy~iCsUpru;ZrMFEET4~ZPA8tbL;+zLpABm~}p zNdBgzhQxk8GCHAvI-iR5T-m6qrN?LyF2p#Ohcn)u+DWK_YK9`tvpFkt3f zy2X}3#_#+WDooZVQ#^hz&5>}sucererlnV(v#hz=+s`7h%!8pv_!@C0@}DHw1()kF zL;rksDb0D&f9u1X-BWip1I>xF5=sIy-Z)tj=iEowRl>9;Jwf^tNj zlfBxm!gx=ZDrkItTGVYtFizw!UoBQdM=ONV9M@vNP2Arp|B)%!=B0=9B@4VArgB4t za^e~NTQ4Q)9s0(aF4->oEpauC^o{8n>O;zGoJKs_C7zzQRf~4b4yN}AmAu54e}=k= z7&6_WS}QhF#czwupXVhVP@6C=_vo+#s9wW*>aQNu#Kp}+suUl6MGAAszbGj*Wr*)| zc;B%cZ^7_2_TjyL5#ZcejHIzrMJGVeo+M1;M*Y6&Bm_GbKm%*tpS!i_xPu{PD@=M9 z9GbKmjJ-xLrfk&7%q7QBkT_Oi2U>YF@l{F^CHsciX_a}E`3M{#bjNH)!;fxiEWBJ1 zX5V@0$FQ?V(I8f4bER6%SDWz+#}7FWP(|fJ%L>5ul|@0YvB5Iz6L`W=+t<^Z>uO;l z@_te^{{@3aurXhBmj4JHZ7p}%C>u=X%D7p3 z82ONE{&XjXaLMPO^L!Djq_jx?IRDGe+cKR-g&&oSj_+@tz`y2WOY`&@)UDS)x}nTS zHChM3{(Op00Omw6v!oTYBa+pwxzccz|6b7VVzKWP0PB{jQIpBAe)k0FX2{PhquZ5d zNNGcbVPWDy|LigbE_sFb7{5(h(gkcL!(!>-%iK=ZOPZs>EO~aRf;jMHWR-n81xZ+? zETeHW!6Or*wfK*>IKs%_P$ws+9?yR69==HJf`&I48*n6&tpwj?H^@OrjqjCVZd44hEz7pz)@yh3qtIRHE-?Mo{)|V%IGO=ZLG2o< zVIa|SSyu?njgQKe)ev#|@lI9-4FU~};_aJlQT*UtV|{lvG5zB8Gs;h#Uz}?mA90eh zYTQ)bVCdA@-S6u-=-9;4Jma^!I-#2`zO^4)J|O2RRL;4orkt34VwIHo^z^_e)Njdy zR5*s5S0ZD}s+Vs(ofiCnGsO1+28kMW0mxBcvRYWUA4`g>suFwt5h-;T9*(94V2r-Z znY)u2hsI+)eT3!`;^cH@DG(i;&ymBCe-Q-wp5%l)m?$(qQ3JVr zEgh;iV>W0@36HKZY^M|g&6_S4m^8ZiZSMOVgqsf1gvUN)pLe1#9XzuGNxyH(rM?Hu z8NV7G4zjx=!Kl$@^diGSHlFva+9inct7$m#O9LN*pcT@!0aD?YBBH-l_~K<@5b(E7 zN~AQTTVdQiv0=6y%`tLUkjN0Xr0BB ze9fUKK^fl=OoAxh0GBs}yRS5V7z)=zUiI$7-^*qwjGhJ5Y8{(L*%Gj;S}8FVUl4>u zKTQAV`)fr!6&Qn_%1fcDU&c&>ZuV!bHj$W+Fp1>hS6(TmgkNIR)P1vYKCYi;9EKR= z;rA$gNpLBixx2?()Qoh>3vQj!E@+x^vJ#3S!q<_K!ZsE9fr-ahcyd;Pp^8tz{x!k$ z+o1*6c2i)fFZw~_a@|CdAB}|0G+YDd7qH2_dK!DJ?1sWKZQ)1RhL!q~e2f3;B z+qgc6@jQ?A7%)()SV>Rc-*shX08d#<{((Mi5aC1(rkUp)TSfK~QA%W{TMjuMiQvJP zX`FdW(Z>oAIDAzOm1fcM3P&=rw8xV78yJ%s_nhpe^I^^G0 z!Lp{g^FyhLcUrqrf4RCp^Yxb-v)GK^jqZL~;Mkh0varA_m2YtXhQCA$wUY13&Uv5K z=>K4A$Etk$USr*I((|v^$2DN<-G+g8g+Vi>;M*dV9Q7YhV%&iT`l0uuAxz z>F~!!i7F<7Q~@IxULdk}&GE*?K)}&9nui!StM_c^rNLHAs*(B9c>pLfwV@z^G{Vkl zDO@<5-77mx6!ctGJ}bk5F#$Uhqs+dGKX%f^iKD$;EJiW0{ulo`n##e6Eg4lKWUY{j zq=kRv@z$G56e9}{^^{pTQz*Wwr;N|MEhEnqh27t8#+`;~~^qJ%4 z|N7r102l-SA@;oBR8$`A&UN6wTL3Kw!U+JX%J8~Msok4r%>y@m-%%G`!6rDpWT?>0 zKVR%$7BgcnzQBRvayb$mpXSSt9Qf>1*nS#%$ zgsp}NCG2M^UZ#w{^=Q1m;}pB$@c~hTi2^7@h^l)3u+N0ND+}^SO(CScDT}YZF8JF< zyG19XoCjEw{U~h&vG6~=;JCm0u(!kw=~~yK@wkoSoRwCjjt;n=$eeMw15$vdOKyxn z@Ir-1hG3rJ05)d7HWB6^$26`coQOff-F0!0%P(u;WmbIjtFMM>^|F)aD0TyUqBt0X ze#aLgWY?0d3T9v~Vam)hmMv1Pfsc#M~XYWt1t#0TGL4Njvq65#M6mIM&V%5%v z_zWMvFA1nhN_PCuHe4CB+B6*E3Dq#v-XmSww?mUffT;C_T=wZyPjj~KUOV~ z=Iqj3ZgJQHv0&!c8P5O^5nNf&5D7@t>DarL+d3>d&&?X6PRy1Q<5TS^m3a5GI9Y=D zeMUV`GA@oCmgx~{ACCiY02@QX6;~sM+2YKH9ZIx{rtO9u*fnyovAz*i z_|x@PvY~-KmijytFyunP-$%gd)Z70BfTmGlQjF@>OPP(B&(3%M3F-%!T<8pcS+bU* z>4kSX9@(xD-KU7L_XQ`6{Rqh z!5xcVDn>|=ez9>f-(X^8UA0*GlHZ#V3A`DxzcIUZ=c+yo9@=tRDkzF$bk>3=^6~2E z`An&p`B2(a>C1&Vg8-WcKC7y?n1Vi=GQT{fV6eh!1(vx4ezKJDkv{`6p zzv9F4-=31{+$N;XX^mlqLZR2K!4=ce!$2$jzKNeG>Qi$3kL3Y&ooY)bfH)!L(nXPI zg3s?#{+M7rS)!9;Z->Gs&M(gDmHvo^ z1``=U$_YgOqd41G+C5+ONT@@K z^R(^bXpi5%>`mRox;QD-uW_C+M&95JA0##!(ikI%2wQDm%GNeSlRm*vs0fWgIuXHB z`34ah%$SWzMBro_7EVj1-E%tPruZ*De||;nMa_SO0qJ!@74KN9GLJ;ByZXQyMZIG0 zZzEqfQCVefsQtrqjbP|nqT=nZl~;h@%%BMwYAQXu6J}s|NI4j=`wj^~lS)p(INzO{ zxozM7{b<+8(LwU(uNm(I?gO*Y7ssyryjH9C(z*YhK(c6JEtYk3t!0k{= zgRu^b>leo-1_8TN!pmF4s>=>CfApZo(^Le z3Sv?nGfJXMKqy06%)2VyzYk#88?DQJgT^*DCMk^PD>oGJ;Nj_|vUZwtmN?>*@2IHr zKk;U5fe%gpp27Thw8TLg^lcQ)ts$;-iJ?9KS1dw{EqUIl~EM*>r%jNv)9D>N>2>g60zYQ*=m~^ zbI|q!)k?M8xPQeIO3DAbUg~Zt^Im7Z(5f_zN2o@Z8=YQ(gb)Aa;HzEg!CjWM_kI>! zw)xUe#^*9Psn$@=xR0wHMoDas_!H=!+BGzw!rh8y5XeA8_KJ|-^@}Rk{_zoyMMYHU zN`{2R3z&Ew8AK=su-XMjGM--#a<_7*=7y~Z4MlZ;V5!w&@z(5EPK~Na%K8JRjK4zj zm3z~t?dOZ$E^Eu(rD5hI5^!!deRbazmNn+f2pYWQu5LUwOk)H+NUhn6-m=y48#$#5v!aj7^(^lx8 zlzSkFOsF^;D3Ukj_UsR`^Ley0cf8r&mF877Rj8HzibKU7&Y8B4mMe?7%DNFcL zJN;sz7O#}12uip$=%pWwVu>z#Go{6s1cKM*(b|Apo9#WUt>v=n`l}w~n+Du;kDiw! zLK7RP;_nX|o{P%HlBA-sCt&Yvctu3HDUE&RRc1%WbvjdBz-KAvKB4kDO#EkajPWY>H`Y0N$|7> zoh#sTEtG{U`R@#a9b2o|GCHwQm*d6mW$4D7XGtx{QhQ$>x!GtG8??HE?<<&aUR(q) zKpEm`=0q30-ezuO%w5m4TnwdDnh#SINBwaCm5cas?cetoE61%V6#)E`#UOTTYT{KYO~gixQpnKB-&EWdudZXKZz2GZmTx zdL<+2Ammr&DXqyORX09SkjUwd*K&xoq4Z?Np#*x|#WdEtG~yWw2 zFc@q3G+Gt1n?j+optT={|Lf}{!40=vYLt@}k93QUjmalu@#27|ji_tKC<&_x6b{#X zYCrEPf2)&?729)l_z}=VGlA{+=`1RdDeN&KI8ZLV#VNek^@BXUWd=aif zZ1vFXeSOmS{3iitt^LIOxm{d0Lq{&_p6I)}CngT=3I$(&^Von_@56&jm%0zzS?~~; z#&`7}FE-4)d~G___o9LgmBV*b`M25gqAGS~O1Hc{EW{P8eu0u)7!Yp3Zv7@$5bd*g zBkChWV@~anplHCM-&7A4hrr_pA^LawTEh4({lH^HMBeY&lOpVDTvO<<-a77oICgZy))d#LLk6aG0Hwuo+b( z)A=nQ_CE6In)2=))maQU_zibxZg!X%5uR`#xwIbF;l_uIzfEHGbNf*l{Y9Yphsw(k zgskD=v)=0Q92-AiN9}d;T_P+#Q~s6-<$j5eBFagSPi)W@w(nPcEM%^Umq5y?U8uB@ zigivWsV*qcGWU`$5DtCCrqRO0rFN5)R~FSJta3(_L{_SNOhtV(M|Y4z@S!gh z`><{uGg9_TZHWfQ{r(l(8|i3DI{k#UH;uPv>qW_&MXr7|uf=Zpn-KJpH^2Sih`^U0 z2n7oRT%ta~Awi&c3dmnCK7aT;tt$6bWn}DfvdE+J*PM&>^tYt)djurVfzJC+5XdbG zSkI$iHL79r!32%4_d+vG_{6+z!0zM!tGYc<_i7I|mlzeclH0!oy`{&2qt?yF8%Z$vza1;j)&tIE^=9TMd zH$6fQ26P^TX8G$Aue3g+80lzk7W`~oi&bViQGD&4!oyA>k1(PFaqAzMHIE<+TI3}B zI4>1+zNScf-Q@H!=H0y+C_rR37k{ii2q;A$dr{4jD$WmPjKc5<;lgo_S+73!gv%H= zMeWoBXQa~g*`8X|$gwmr6r$6r@WUBzeWXmKaXl#XWm{kju5u**`0P13u0(fWrniXP@5<1jz&mEeHD}W`l2wmA}$_#Z{{sA@m)@{@3Ss zj;`bAnm3SSJz1(!sh$!sqt2yS4jP+Zduw+Ek|I8Fm4pf95g%((n2>G(YTLz!m?j}d z#~@^Pw+coXOG;TE+3-T`wdLvu1~Cd@(@mbGO5_LO&FkR+2Q>_weT$;hC(qAPE2f|D zAu)B3t7aps&P?2L=Jb#qRJB8Pj5~*q1Ot`i$ylI#vQXha6pl4lTQC`fIa{JH7z52* zK8BoKp#Vx=}F@S z>veukQ`qCYHt@uyJ7VqiA2X$<7c|ZU7FpJ*%@w4JFTmE(A zPkk{K!vk7RQGhmmV4Hi-Ql$x|6we*b(i#L8%LA66hkJi-KkNtmx%)Ozur`p6p3>RE zM@db=ZY;Ou5}NRpWk= zYQe(}xM;@$j=!Ulw0mAh)^P!lVg)y3R@L0T_D&fhj7001{Hb3*TwK;iLi*K`V{3*b z)67svF6u`DmqpPwt@lnV@1wr}apV!AoZNM_a-Cu*~{j0l1 zLiGPw9@~Y8S5?jmW;d(WuR<&FLhr?6*|CnvXvY5CA+Z(c{T^ze`Z#=iod01)zOWK` zJS1BZQW1rkC{VoK?2I*TmD~n4MqF-mX89Ch9n;}gi_D+Nq_`ki*+*pTia_NJ%mYxe zWAIsq=+j(uWCexdhC;)5`B$GXal2FwQ;?3+&X`5qiRLq{@f(Mq5v%Q_Caws{Sv?3( zi3(KUV)Q2d{21x}tH8uuF%vo@4jU?aK(|=!lvBO)M9U|=RY(zmQ)S-Y;(0j!|D*|k zpdjUbJIU7v%@(@_D^j8@yiQJVlidowrcT*$t#@e9?;3UbNmK$zs&;R|$vW0!i z-*+>6t(-cQmiv?6+VGLxgKz7PGa47%w-MjW1FRWw;FNib(SqA)!sbI)4cdEDl7<{u z>2@kvj(>w49{6fC--0*_)QM+UPS)m#Uxf+33Vjpo4ulkfbTTSM`x`uLSNfBF>DGEJv?ZD zE8>Pe2F{b{FbqT0wjnT`D^_i@u9a_P(D z$Rrwz=g>Yj_FEB+F)2QMM)xX=w3kJX91b5uwj9P4i>q6yP;p)(pKd?K+$GM&<;-Z6 zU?j#75{1$uZ01k|e3AdOn(bXP1mSw78iA*`f7(GY*Zg(c^pZ~?rs$y?3KE- zcu^H@g7Sr&-7xM6^~@j4_%D5T8+50g_trnDTdG^~S<-t;&OKY9rUN;?e3)5VpEH;B z>H1?OU&~#kM5l-p?)s0WO~6Re6}A7xQZgnOUbUfMGk)^kxSOka`+Kl}wf_Cp&dW4x ztGwV0p&(-PKW;l3&ks!xisTJcavd|+xkqPmw}t^kz!$W7V^+F)&7cTID1XVquj$&~ zdt&zbK8#NHB(Kl73@X&WB7evyv-~Wy`ps)1W*VM=lmS{IjqP_2F{`a6K*stZOa1^w z+Xa);PAy%AXQj+3RT5WgrTE{DPt%23H9%>6O>$OcHhSJs`tQE%k{I;_g$g2uL@T8^ zSF@Ot8nrw6yZ4Ce>iQ}(3IUffy3d0^G{(Mk(G5@^22FvPlfUk4d34_Y+Ed-EC4a7U zwt?sD#-^k93I-Y@8YB_{BX7%XWvd}IU>W*46o-coheXwAvr6s)WY=A@PY`DoDTl_% z>EF(YQ9Xi5n``$yY5{9fMw#-%NBeU-pmUCNUbW;eJ`?(|10$u+4kVwgS=%r|$I@Wa zGH;t0J%%3~zwT){oc}`g&G9diz}^aEQ@H&EOtww@GMIal@@XvuE9xq(b+0`?_ zWFOlp;~!Ab|1Uh4X2L+%aNqxRx#)8+l+G70pE$=$jFloAeeHUp_WBv7E#mX**SOdk zoCg0FnZbjk6+F9TJ9gP6mpqp^^{^43Y`Q=oIC-3q04Y9@iQkR=B3P<_Oq+EM%mvLq zTg9@_41bQ4F4c+MX>v32_V{ccet=RyB)%LB-++N;sH;BkbaY^u5pKP}H zW%BwHhhe;fRC=vk4O0hzx5wXdBZp)Tr8|KpY&VKw-MfWJ|G(`W`X7yV86kfToqO1{9&UF>O?-A?+0RwrPw!fkN0 z)fR|rT}O7cIv$_gr~U}Kya4ly^SyK3AsZ)X_P;X=hqvD}-n<)be}bJo#-e$BebBf_ zbBAeVNGH4EbMM0q=JPEF=;Bvaodt=#q_?&qN6M3g8^ZG> z!5k)Ts9+FnE~!hQjFKqb-+sg1<97muBxu;~{@+_?mpKE6Rm(wRX=Er^x3Z}h_64C| zL;szpFD!bU?=fd=lZ2z5jZV&e&f-G@fx_HnJP>>Ed|wi~i=hZvXh& zlD|b)@}8*Jr-g^H8ZCEMuhh)#m(F^>3w$x~y`16@cD^~8cTg?nD=ZtS(Um2M z@Vcq^a6fyx6Y{%(Q@g?WdZcyH|9mAOZy<~0{I3k%P0Nm8i3+Q#b|iMC6Dd6o{F3SF zc77^WY9@5OJ{e()YcS`WHk1kr<{DaIo>$ z5g*8<)9*RwgphNp7lUqkXhmrece4-?gafOjGDgBPfG=x@gH5R$7AVPx2Je`iO(;LK z3gbf|Sj0h}{5eLhI0N;<$+UTm%_R1;hKQDt1c@3%)=2ef^Ny zfd0ls>jQoNNHsE-S#LZ z;PVBquwWD#zbAWSL&)15MzPquQzxiT_w?wu$D*g-Y~0%q4}j(!_}AzKNRTK{rG|GH zM@i+)&MT$w`|gx@eAhD|X>UG?Pz}LsPAD_vg?tv+*=cJ%edaKdCX68c^myaXCxhnQ zN=XP6%D`Omr3$~Uu={RlR5ufQfBeg9 ztkxsB(MQc(!#Y1B2ciX^dY`4-857X^^Vw+p{KB+8%B+Ud5-t)0CQEe6%2~=^aY&e^ zi+t3kIfMb-!h7^N;j{A__O|sZCzBYO7ulV~u>o}#34}3l_WpG5k?d{4trU8=PkySc0oz~BMcs~+!>z7(2AIirhJ4`+#BWSFayT@|X-pOFwQURi}wQ&F?Vw zzlFOaqR&h|bvc-b*>b8`XLMKC83OVIPe}U=ur-77xIC6JnH}tr)X_{&@#U&zETvNB7GWGAW0u_|gaWM`>@(DrP-JEtZfa{Ejdr@-Gy z6`RS(q&{sXlSSVGE4m^cor@(EKGGF4SQx7(lWXo1*z)qSzVBbDe?v=O!VgRxM*oEVILM644cY+o@7i0?dFiK%}oz3AqDp4{b{U?s&J!|>}1)hHF>Un0thmBjztya3OH|KU;b?Y z5E2_wn;{EoDi~a45m04)ifdRqjf)qFO+k)lEMc3|6Af4=dp#O5hyE{aTz@=yTV3iIK2LJWw&!`tUR=Kwo_CmTqFdgOC5=DMGb`*K6{fCFp+A;G*p9($=G zcG~<@QkTpIDfgue;j^TYf1X*U;pfuSOye6%DO-^n*8YzffGDq`kiyPu+Y5CEVz1nI zZ9hH>xX$e7X`TNOg+jg3d=%PXoLB3_wx|w6t2U9ko4XC~0Q`nuGW-#l=eqQFtsmQaVHy zzrVr_N<ISJqV`adrpJW_xdqF@L^a%ni&b0&ws64z`)YRaQ}Ji{m&FC-zRoR)bW`@e9s zLp~SJJ;74M*9^plazcW_a#q4!`KjDo8Hb|@)_yH51mZ*5U7eX8M64^@N{0`m)xR=% zsmUc|Ar?msDx-NdD^fWmVz<8c`_Bt$4SgmQ1(WKtyS5CZ*GYC(U;7fk(_dx1wp!Ei z0m@RbnR6{h!$95~>9=M2itrRi$5%Z99F$OTlI)93OZE&x>5vZb$K4kxCrq!6D<8mO z+)6tvT}6yd6Anl%Rn?gMybKQ>8DeIe*VQ$BM}ae2YzLT;ti+-b>ce^)7brc4J z{8O$g1zt5wa>EQ>JGtZhVG0NaY_pyaH}oIK!UtS>xuDeU&@gbxxVD8J;1zt1MlM@d zzi5m(?u-@NzccYjaEQ?Jm->suxF3F;WwQBowJL6MC&YNpiG}C>Gd$k7Ra$6m?bU+p zzPjC=(v5yBddU5hs`u9PxPLS|kl= zjg}31I)y6V!@AE5D0D{DDjIq)0^7LogJkGMY&iY1yYNJ#_N@Mu9z#;2jdP$61&A%^wAuFcPph(k$K7%BX+ zM`%9fKZ?#OEUGSy!b7J@OGpjfNb>_yLnGbYC@J02FqEXy4bojA9RiYqGBijdDc$gI zpT`?6WQLh@&i-Ppck%sEqQSF-lo=Qq&dm&$f9w$sz)f9AJheDrz&=M zlbKY}1%m6lip~3e`sIRAvEytl?Qh9{NtMlXTu{5JfR!5U3IwR2#@)?d;wS;>F>q&F zqTRn)1H`1sM_E+%v#5|1_zR2+CVD<+1a3i8oU@~V?|#W3wyK1bWjbcnQHRj)Yfu9r zPcf~(x(Cv)Aet;bA31!Qyz?|7pBxOx@T348F+D+1I-ID`6cs}6anr+cl-dNZj+tb} zP?8csmG|KsvzL@elTRkJEl@aWzg)h^URVKMO@V{|AUOBQAx6S&_n?N@l9J>jkMp9l z@cC0v3{R{1ZH*R9g5O+XW4ohw;IVk>|3N@I?VfyXtwChxCEWwV+tguRR>JWn1iF6-T{QE3fgZ7k{Y(@`z;v zXd;QQ(~9URqWTTR&0=tA99BA?%wk|H!O=GeSGG|t7%%?B4$4y>yn(QSRRTMRV~Q82 z`|kspF;nsr6HdnBr59hXnW}@cJ zT(0-ci$w~_Aome!5l7B{b9qFqyrj|te(t=#SWqvNC1%lpy(Jc+D52cJQTy_4)xM^z z7HnxDLf(Ie0H>#7rrf+Q<6m!>HH`0(RnztGpZ?Re4lj>p*E^!Mz_lw-w^xERKg9fh z9=iaC!o*<6J(N8MCZ@gNIR7#U!TSM{LtK0$$-~9gOun}~=4-Y=@2ym)R;yw*R#6nnRF3*)oCA+nL4H}|_iwV&TFc~l$5a2Q!x)P!35 zQ+EUMuTr8EnuN%VPI(INiZxIXb~K-OgoP<$A%)PH0ha~;-Nzn$Db*h?T1kPO_XzHa zHDpO6qbzvBkEN=%MUTOyWTw~n!f}=9@5I1hrP%{LM?(L_%2BBQirpr;Jy0!QdaZEC z^gAv2J)yiYh$HvFCT3@>d@+8n^Ld@wunz$y zRtyv{_ukTM0~QNj@Emt$BUVM5*AX%VZ#?rdiFXZ$olyPZ?m8GV;VG3UCZy-fu~jk} z2pbdt1v$u}u^Ytl0lcHnd3bdQbfZyl*F9z2e^#0Ch@^fAK3)WX5Q`ZAaDrxt2R^{@>5yGezk4uzizfcpY=U*& zztHFAN=*E>Q$<*{5GXTHim20ctDbelqE$&Gg2@|(xKoxq&mDFvsBcK;nZH{~*7iS%~Y=7g>!;DOC(>&n49Qb!hTK5ha$xxP& z2pI)J(@FEwg@ZRy&3;oTV~%IRtlfzmOQxibJ|ST)32GA)Rs`4j+sZU?WYJu`mr&4H ztqaH7R&pgo8y&jFuStr?mQ2v}^3_!a5ZR=O~KSow76IMgMb=h{JmtuL!qe6?gO z6A2G9z&^P^{mRyOF~rIBk=|0uqPQVQk&Q{C(ASaMpYM36@on-NuM89)BZ$l&Vpa!` zm}mt`oUM&&`OvyyOl(#tQHZP-JQ^=C0W(-lLZgQ{1S)C65-ksKC_zsWM(=DQtf_;V zWUD4UvO!*0$E$rXnOwn+rt8(tQgK&FL-s-7Q%BJu#hoqHTlW+Z2sGO?8H|$=p+2D! z6?y~x30}{NBg=QavJSLB9J{I~x17Nf*c#Rzm%|JXkiVVTuHgzL_0#0E9I10J{sU*MJPUH~A7y;>r?->8gU;W+p z;c!q@mC*eBapDEkss1lm&LxY+QYCcW?UDoNXQ-UX#-_ zE7+`9#Jcd;ITPjSJ=J59BZQ)_8FyprL9nFWIEb2~SP(06vq%NMK^8FKJ7x|-LXu-4 zdPfwjCpC$h0SP9KW>jOYqp{$w81lx}*xf|K>gTD2Es{1B5uDYKinSltCZUSH-at?FFW?u41eM@1yQ{RWyP1&Vqy;stYZz6c{}#$ zqpKvGqZSRi?cAIUwrK<8gv<4Kv=%0u_0FO*9+XT34&B*Z_lnrD3aH%j2*Jsc8&UjN z$>ve$i|5pX>@d_MMc<<1^q*9Lm#rl~a8M;cJDE^pCdoY+9BOj4SF@zfrQSwkQ3Vsv z6>_;w`qsU5Ja|L%#dd0Ij5M^ARr~890QO1j*Up&Cbp_UJQ(Ire#*rtV8FkqrIe;Em z@e}(WA#;2uI1b6cRS`T6K-($3k&z*K)&8x#J`?rU!=8JHC-^fprjGzFA?X^~3sI~9 z4zGORdrVlwx*F}0nd7l`+ZtBEhMR$yPv(3kYB1N)^v*{XcbZ2f*fY>-^Q_`^nE`uS zGWpg}jAs{zOB5trLx(?uv zaJHQ=Zm@YR!HY(g3i)lv@rj?s%2QtEg%)$y{nvn=UNq1-q*hQ`A!$Jz3UU~suqw5F zf{4}>~ zKn$Py>R&; zV>uEQRk*jLW{D6qwf+7H4I=3LaNM@J!Xjf(k(at4&Jd*HG@iBLV?Sqrm=AcoPs}@x zUupv?bpi9{YDH*2_@H9Hy5NR5kIFB%*hnVAtLsTpnZ} zIX#|NzGc(pdc0U5t6FH*>$F0GxF5`G+rK8daL0A&fno}yhl*Mx)5~j@X>7(?#T0;A zf|y+o5C302JMa~}srvaJE~u<=;KtDZ`poM21>Sjsfq6Gc+UnocLc9t794kxAFMn8*$ zk_&n|L?tndd}Q~rPi7n=7pQbIF4kaBQpx4frq!RoAhC1|t5xsIbh8vrc8w|N5xwayb+WgD4Sdu?6Bu*;KdKh1YnO0xrcqNDmbxN;v#d%6Mrhd&r*N zAbbes9Er;aJ-nf_N~GRWv`w4VuXjyVB1`vod9;L#uWx;3a_V?H-=BQcrD$=^ERkRB z=sNJ!=HK#A0v~c;bI4h1jzzRUUgy=$O}awP)=;o^l+Ij`=iAW>4fDttCb-5 zSQsU@g0k@;W?Go+(JZav;+O+BQPAXd=9O(A=R6H4{P^{xoUOrXL^dp~a)?D>hyyYF zGsIJY!=zaVC@G7TQlB2_!*Q01if3chCu#mWsJ2Q>xg&yYQiyXBa6!4cL^pbFj}#P7 zsJ?7JkmgFUx_zn)MeqFQZCQ1Gn#&(>Q~AfO+2NL$Mp*iFQ2N}wW$3bd`Pbe+oeufQ zQr!Yr*~>zvMYp4+u7kzvS+TWE_X9<8G}Ri2_j>u=9WcLCqFAE`+?>Hue&9eow)R;mU~1 zT0{|tvb}2ZTPE3U^>)C6QvADVi;W|m^gmYI5-)`_JrsyE|2Zv=zN~+^zr7T{n6=Ce zxX>RSN=gw@#M>6_t4vQJ=>;E04zC}T9v%+Zk`>C=S*$u?9j|;Z#ryL-w$^4^5rUdH zMa;@$Slmcli`WgEOA=+!Uk93m8gNeGpYPAPfqNwIagA55Dx--6*fl>PO@HDr9|Frw?ACm98NXl3#5hn|L1!K@JFB-{KTL{viSwX zr(_DdA=aEbDaC!=LA|&)UG^GvvQ$CT_iVYX4YD>3uBEHBm_Lr`!cT8rwJMUaC0+@w z$kUGtlQ-cOypWU0Vx6`(GHk`Jjnmxy5qvN1c)cl}LIs>&iIzO4(szFMp^&73PsFYX z0?v!G+uutB*%wd~L>1Jet3~H-I{&V{Zuuo{kt{zc$opCR{Uu%ZkH@C%%%-ozlm`sH zd2r0R7PpeIKhsSjq@;ZQW_??6_}`HhulJm5I{tGX-u`J}O^8nO)X8b`%SzC;k*3Q4->H3oI8 z9^m?eVGDTF83QZ}_?l9f^-lng%k$ylpWUj#>U(c&DQ#e|l(C;E5(Mq!xvVnVMA_~+ ze{rM~EcUw(cC%q8ayZrgF*k&WT}_BXI}F~^@nb>7w9Uh4?+l zrPM58WMs4f%3ig6sg@;A!=`e6NO#C<&%d>REDllY@b!SE=!qj+*htyU)oYJscz`#> z9{T~>_gOkpg})pzl*$#z{md}&q|jfkLc|`?c^#TaH&eY-3oaobw=gxS)B}q5nvP~{ z2r0T&KV}(Sx3rAQdoR^mH4Q^UB_0tsCoNBjosy-JV7oRoXTRUkFaC2U8)$qH=X^KS;Qh(Rh-{$7#|ogm?WZ^i_UxR|WvL zQU|R!zggP-s2gcDmhlnZ>^L{otiAVoPf+xDwh*YY$J0ex>U2A0Z0(Zj(fy{c6CisW8eyi_3rThGxb8a9;Mqj`$$pL8xOV& z&gZ=QvALOephZj4889gRD^&5@3h}-?;7}i=WJn@g0+a~?Rc&} zwZ=Q!wUM7a)_a-F6+HTIB7{17ld16$e(m=il<~Tc`Nbi!Vp{ zGji?f2cPF5?=(X*bBB(@Uhu4pUwyS+Ac<0crcT7Va)VEtE@;oGH~NVU%tjaC@~E}% z&%b_foM)io$)hnG9|ch~`t4?9dTG~xQm6&0sl{DHAzzMNVlgX2gujlEa2`xHVd&vt z_iB6wI4q+XN3a=$Sd0v|>OnQybPjF=r!Pe<{Z*W-K7+DY>}oUrlQ2P)o@GcEPmWR2 zZM|+}I~6H4dkFj+C)dSJp=!OgO<|+rLeRktD|jeZ^f-V_2;pyBplVU8G3ofgYaO!E z48VM0_@x!zdZi9*3?3Rw*B4~?)6$!je*GM%fk);+{MkZrEiS*r~x1} z2VQ{4VSsO61)VN(AtbO!w0z+>dCkRk2QUE?D@7X=7&9F1yHhQMUgJ#*GE+7EXq%Abx1#+^Y=8njz3Soz_Gk4JEh#Scqg%6&Eiqjfyi>q|gA` zT*Cnn^6a@Yi=-w4b>iDqy|J4L77GkUj5#|V3Z;-*YxFx*I#VCc;n2DKi%W>4es7j^ zI|ASV4uIQGtY{Lj@plyj6J7$SEP?q}T3rhm>>$A2c)d!{m}y+kzCfX;By`B-IL^g# zu*$HD3Sv8&X3{Bzwqk%ksp#QXyVoi1)pfQObh+$TV?Pt=YMS&M>-721)HLX(X3;}5s6P;Pd2lACBtBjAu%qtrb|ozlM~8#iRfe|q zN7sZ~`p{$$to(gwX0ZA4D4O3T;~R}?&$IxH7iQO<2zE5J3KL@{rFI(T;+%k!vi?v; zPTR%E^;ahCHrKa>;)}H&_v;g4*qjb4wFm3?bn4x{oyf|H%E%B2Z*T}LDIa!pP~Di_ zm6qJT%C_T=VBw|ZG(xo&8YC9QXox~?hLXoc!!=lcG$Hh)a1~KPba-;MX$!1XzB8Z2 zQ8zgIulsev@!s0QP&JFb!mm1!qKC0omU ziQx@uR!qjsIH6h6A+m!ao7q$~LBkcJbP7Jgy>qsGUWF@hc1R^oJtZ?uz)V3g2>uA3 z$e1Ho2MT){`~3K%4aTb(jIml!`-G^@|Y{%z(c=a%&7rQ;qt7 zc@)~r^8wL$MA0W{xQXI-!ERLhLoWt1`d8Ih=JHe}8F!bU|5a*k;AEkpphTrcgYQiB zC0kWe()dH#bAlhx--cFC=dJR%v68bsbM|eRyGa)Mj@1ofD)(ZC#g(MUVn*6V3N2g; zW^8a}x8gy*UhewnuZFxb`1mbYsGZ(92i#<&{<961@ln3?X0d^`+vAc{)9rH&Rol0n zH43yN1;VFK55%m*-g+)n<)uv7-Ca!xR6U|$%EnXr88_{5AhB76do8H7Tz+C$n=O?^*MK{#0}R(|rHGJ%thZ9epVkS7GP4&A z=@E)b!#?aKL01F;QU!ojSbx;Ri-rU{>jZWp*r18>^t0BJZ_b3ULuFpbVT6slR2%FU z#s|E*GPHSB-Sp1vil+fix`Ha*IgKUr8)4Awzqr^B5XoBRVLM-|HCRa*@*1ZUd%ka- zLkm3J|FR8wXn2=`i_ig9s9r0OmP_t1)nC+amaJ69tpB0$QA`;J=ibd;F& zxZ;Bk9s>!!jg4tYNOB`ezLb?v2%}g7FG+t0o_a7c+CMzhny!iZ{xBP7*GV*6^;aIh zi+yMrwjk^)Z!}*NgeCTMdLu3>%zYln)`UI~4&_c-%8H*1(E-sZ2sd|8^xs+RxeS=X zjzz*R=3}XKSYKPztTwb^`|(9z(<}!hNp*_(@ei;DF$Nqn;PE^9vKcnxp*Eu8Kj$*R zh2&-LRd)y!ctrPm5?yyzX;(1T-d)`rg!g|cROfm_ty!i~4C(}f=FYlL>BupAsNoi| zUEYTd653zg-{K3qo-t!z4J2q75c1A+=2LOk7`672TgD|wH3Js%-z$eXq$0;X#O)=M z)o{x7z1PZXTxoh3+=(n=6Z3gjU#daSh(gzXzx?Kkg4TZ%c({E2 z?h-@^=P7`_3v%S%S7YCmmEsvO0NKGaw~y6OgoXXUL_xWdfLo-)t2qNaa_)S3dW*O^ zHS*Nhv67urISgMgf&0h6K`b?R%6gQ<5yCN=!Nk zEgoZw;%X4Kq!hkOW3rSTEMS5g#r)T0(2o`pOm!BVHA5u>6k1kfDZCTWzR}VBuS~N@ zWr0dPa?~?_c)b&hWWs~yu?-}rGUBrb@s+2a;1$(nl`b_Qg7aUrM{#2h*1Mw8Uaduh zvc#fF^uCb{!c#|5dzTv``0T_wMMtq>qehm=KJ?wwqry5_rWR9%s#xkN>F+jb^9H}t zAhz8bbp2$}IQWr#%x0D{^viL1MNU(JY2E}IJ7|yCBXZOMzkq_}awV_}v;vQ{*(-mF zrxTDh66W7XKuEb;O?cW{$y_Dtp8&oZ8H6ZN)?71056eQ6`PC7dqI5Lto)DHFsZ?FEY0tGgR>Qato zSHyqwR%T^Rk;=;E=~MwwmUK>3@4+D&8SA9XI8$YoauC$yvv1E$A+E5W&k30r8TV1> zfR>1UDtMMYe6-zb<(0e9-vVI}TSgSM@gb&*UUN&ybz?M)HIt%sb09MWdeX$E+a}Lk zS3{zFj!+!rA&Uy}Kd?gK_7nh^@Tb_r=v`+T&GL&3`VH1`FxPLk!|7svj8(jHi#{v< zF-{wi)Pe3sy08NE2^ShL3|t?KmlJ#n>-Glq3bS6V*$+;Rk2m6;(6RIbPpbd&OhN5E z7;uMl{fb$QF(X}LAXhA85c8pRi55t7$6EVXGB=Kj@7e2`OUVM4jB`|$2G$k9K z<7uG+R4PIrhq#x%difR2^rag6mf@&`EgBmJns)we!?F~oe6`Q722nA4%0tI30Ycp{ zo{VgBin#yghLYPSfM+0?#E&9b*n5p9O(=#00}33ohMYSb(a`o z{`2MuA}!7K8w8bq7hz!~Nn$1Y6zqYv`@B&gL0|z7D)6QL{(hXTwrttFTOo`;xmQZI zhnm^TBA80UE;#{~D}n}pz%78r_z_OTWg@z$RI)`SokfXCR8@!0o>!1U)DU?4N>an{ z?@?Nvr7y_i^f}o8VM@7LK@Lk_Kc?d+CMz+buwI;1Rs*b!-TG`W{;U=FuX2t zp7Ho5h^+<->3w38X@D0@gSgXmW%3AC+mVB6_}>%b zqarf1)P#h0Gr(nI+VvjPci;sl0W^muK?+3P0rSz385FqyOJM`K3-?skxP~u=v zuizhxK01F^N|ddt)tWo8X4OUxs<9m->KmBX=lvXt0IQ=??LwPcUjT@bBuJ$|IRTXvUJhEqYN)vM5A@W)Srf z>y{9>W20e4L~z+c@Q&7e^7!6d&a8Oa4VsUT|9L??8luq_cw2QDYRvYD<8Ca<1#jdNg;BQ6?T5)m@@2xua_EK0hwmvC7Ic!@$?2Lcab}(ofj6{S9p-bRKS^-{D zGYB5Y^ZNj2?j94r`(nSH3;D5nr~*@@^NA$r!Fb8-KWkWwZLHndt-Xn3WZe0C+WN%A zW7;}3wXOYZKHMH+cKVrGFAU#*B?uW$f?kQ1g>X&Oz}X>`Rx)*?6BPn9Nl~Cl7df){ z^x(7|!BO|PQsGXu>SyvB7sP)O!{G91F%drlrL+9>Y*wx$Fi|bi(_8Lu_TDStQ ziw?I34L*W)QioZm8n#N{<7)KT9TjVP%n+c{0O}+EcGD>7TJw4;0h^y7(WFc1MQzqZZuuzPrlnTm1?zOJddmjA^a%@!} zrxZ&LUngmPVgSBx%5KOhUHmKGzdMtmz>$slK{^s7cz>X0qyp!#yu}(=tRqPv=}qY2 z0LKbYG5ATcaKC~d%+#!0I4(${;`2=j&;Dt2@B3_T_X}Am(CPNP?w0yXfyBdmRq^_R zRB9p!J{bsDm8-UnO*L0gR7AExUhJ|xdcH2+QD!rZh$C0NdP7f>lbz$GXw0yFiCm_e#ii98u0hqgrcG6DwK9Wm86NhpPDbehFvKxjAnLU# z8L2sfra5cG)esZ_72YhzguKqUVjyKUX`U@cJE5qXEGhzlRIe!yh%2Na+>oA1VhW18 zkMB0{ST$hK7eB;uj*%qbp>*xmwBxNobQ~5@rFKo_kZuRa`Djf^Wc~vllPNbcfOaB7 zNN&d}(^cqu5v&IQO3h~JYw-OU9x5`rxHRj1O#iwDC>jx9l%Jp)QtPpR_{ohE>Ypxh z)b0j0Q4Ka@tiUK3HI|R(0vIYFK+6Siz%+7hUP zVKq#IJ1jI;fdvF$w0Q$I%SRpfj*rRj;1a9H^CJ*Gi>Lz08(|w^Jz#6GY+(2gVYVZe z+{}I!DX~~rDqrLZQ$!H#>a*X0VX>j1^K^Qc~5iRjq;4%XRrlt zJe!WG7E*9T0a1%qldva_`toXlP9aJul`E6it6E1>*%Vh44H!Q65IocexZ8xE728K6EM(b7Z|& zUjrWlE*IAmERyGI{<0s!WQTN1{}#RFy?yeYLGvPuW}jN|>hJk#(@083zD-_B(VM1W>Fyk5iH53RG2^kYLSwDeg10;2d|9qm&mjT56>%i`=j4E;G+;zRx z`W_`Ga5Y6jv4bD;=_t3J^{}WaBhfUkn&(fbyw&n~^dI1|ML? z;&im!K{==p#Q|z|0tg_|`Xw!EKSDkfR@TX1&6u`nHaj3*%t;00n(O2h4Vjam!p^EZ z+`}r7#f9%kgr3P;kVPdtP>6@nFsG=BF(A_*q1UF}cpygwn~VH*M~6abnu8!~KBa2x zk3ftq{_-2FpLAVFMNOyypuhkL<4biLP+^0A44GJUI$k}YVDUyc`MW1n^S{GuFlsq8 z`e!WHp+S+cnEt6)k-u^JcY)umOEn5CH2OqZ%tss*1jDW`dZ@&P%-bBI(D zLt>}(0cF|mbW90{WU=vD4glDYFcT8^En6mgJn@KgN+xc3NUs_IqzFwXEduTeCvWKtwJ0lT}}x?gOva z^RY}`hgth)qO<&-$LinEwWMPy{*%5!hP|6XdB*27Z`JJ<&_(*lqDLLnQhopaD&oA) zbO!^`_Sxn@Djdv{H8xI0Vu(5Qu4Wk`JC7ba?YA#D761mk4t$av6oMfdFL@Ul@}N$L zeE_aIGR;TG6+m>4}M-aWLD)ul&!$vEI($HV8_pZgKqOW6AAgc zhWTn>!8uX-)9g0=NP+euf@2{l#Nj!z6&^Awr3;8GIVLON($l-V{|Y7}cMrFwd8;6( z0ONbXd>pU3Qu_KVBg2dT;MnXh@d>4V`4Ua4i~qT8vM-do12V7YY&x^PI`*h>G*T*G zmZk16-n}T%tAm2N@)77^V82^dyx!mZ+4;mV4@uBaaXkr4lk&!=d;MCUehpR_B^~*M zn=Q&pus&L)_ro|Ua=nZgRhdoXtPAohHa66#8dWH~R7p475U?D`)Wi`M1LZI~5Qb#tX*O%`syN z)*i#5#4A zR-@Jv?Fwzvdb9W7<{wGr((Sa6fz%?Re}FkMxcp!LxXJN5GPgHAz{96ShO+!;W5?vS zKc$b-3&Y0h3DNi`($Oq=y>Nb8&1w9#9q{7^3}&XEmM^tE?*6Ebi(|AN{&WvQQkzNA ze89=Y)y@sk8`dcW=h`!&5AXNuzw~Bm|)u=B-O0p)l;msU33TaR~ z+DX^N7RAATp8lKPo~LrAVf30k!3)u;AQ?3-ChE^v`u&pXC6tu|5roG*c=LypTH+zT zWAAA~f!?yI_QXDwa5_VDI<71a94XOk9QvD=&1^hqHJy9Agg`qM6Fa&T70ZSvVns9I zx8FpNJf4%+=Zg1%qle4OE|Eo{IQPO-etsPdykbk!+NQdYOl*Gpv$l=$7_N>=o46%c zNBMmPR*JDtrPL0}?6m?m7W4>Gs0MyrKL2tvJ)PHQS26>6;;d?2)jzp=GnHuO@k^de z>S#&di+o4R z=*N2DFz8U!w|G0ZjeUimCCb--pDtp*Nx-ct-@dMF_nh8+#gy}`m-6!2yluQDuAd!R zff_vQ&sz{!5t(iGw}1V3!Kv+fErv^pF;)(k$Lo)Xj&r~@d4s_?ZHe#}(zSPC5UZ%fSqeiwfxJnUzf5NNU&&c1oiPtkgF zwg-H^!=RY{6ZBP%YF!UmbEds`WW1+8^$!-B=X$q0ExtvAuJ7@BI~RnSnt!==j|HQF ze`im*Y&*y;17$E^^y z5z~)cOYy44Q53vbwmpK!)(YJ1j&O;1y|Ou_pe4)gBxck3w?*JEXp}H#c*>K*m9x!| z{2f&1zkm|$XLp1rFntZaa8pk4*eff^0VHhuf2}D{LNZ_Kc;;k`St4Tf&5-l$&cSK) zOMd(r{p^=ID8KOcQRiGCQ4e|0_j6MXO}lf=44F9QbH6KK&&swOFWC)KpZ5dft-SB@JpXFfHeI=+tvDZM+n(4bJDMYkBH*gTUtXZDm;8JoAyag7RMXaJR!H1QWN6 zxFy#}DiZ3(EcJVRsfTFxs(sdv<-B5lE0%EVnK{Jq8AU~DEHD^het6{}3CBfUH z2E-b3A9YQ>kAmV#Y(172EVg+9Zq7cx&UDI;BH%Zyeb*UAe!bD`v}DjvzAj*yb!c?= zbFhxDm=Nf4qj29^f`C+8>Yv3pK?O!O^{K6(QS?8Xl*@c30xh7yOcQdY#R}=Z44{}_ zdH)Dv1w0%VnvJ{O-v=R~L;!g&a5gie_~N0e--N%Gc@xZwas^CeLq)rDl+!mmu!OS! zQ@DTw?tK>y5ni6%`R>20qRo#l)r9j6XT&b&dCAbp4GP*9R2h>$vTnWrgdD<^Om9TG z?Ze&AdO;JaC_Nb%i>sEZP~E?L_3XqAb&fyE9f$kp-wgbIsmoE$7JYvVI2~JSHRZ}_ z`CXK(Qm)%#0?mKCndvImsk*syo2b^S-*{*{3N{ZTNr>hz2WgO}OdcW%u*#3yIkz*m zytYshP%>u%g)-6f3EdhAhry!v&$!FS(_EbG(bnzdz-8Z&gW2QYFcw1%%vOOjv1AH# z3;{=;vp*$N-gkA+mUH>u_WI?H=NxzCK8A9m683MULsvt;?7J|Ea}G^>?F3KQ>8gEZFs$T&Cya`1cN799q_49GKYl7U+s{ zjlw5aKYjiG&WjM5WC|TM2s2&mucps_J>Rn#%WBqXSWp>kcK8)z$r96p6UIxuq zjSDKz@9*bgI-D9wPH#mXeCu!Hn(1a@kCl1Iya#Fr&3nn?V<*F7NY2_yTkHrRF9BiC zWy08NK|`j}=9#hO9bP$=)RVZupfH`ZXm*x1{`J={wmbV)eInq=-)n(9Q4MDD?~~|Q z{c0ck(y)44hC|TNRHD+_zpC)kb}T~%2HK?kp+vfxj*EF9^8tXXe@BO*b~y`Xh}S^e z1U6KYPGr7em0~Kx>PiX|&We&(w~t=}w>$-;a5d-S+CuBcZRCt$YUy!5JhT7q3c+*US?J;^ET7?73JH3xhdvYk;y1Qr;_Ea!{CIb1sw$d#LQSYu zt-jeaNcCo^uIh^14sS$(0VM+ZtJa7CVpD>hLa&#(|Euh$_WiB+`LE;xo&NX#xyc^k zOa%V!jC>~6_)fH1oY*I;g77(1#83|=lQfLg)KH_TLuqXR^Ee!2cY>{8?|H^9tQ+2F0AwH zx@97&;>;_YXx(SYP?IQZi}Aq`P&ShX*x78b{ScqiPn?E`JQJ}Pi@Bk(ADrMoX+m6p zSr7o6f{`>>NVLKo29QeBrkKF(vJ#Nmkrt-V4O+mLuEvR7A_^PPjHpfZpf;!W?ncrn zQZu0$&Pa)_R!94BP?Y>N+g*dzv92lSNX{>MPDvq|@%3qd@lDO-=C}1@fHe_p6gctu z?xbJy{vPbYwY0@7Vbc+`6n(Iqqo~rObZ}egC30il>9MjGJ2ySgq}Ik- zc0$&eA677y!kZ;@j9=9=YFeU<6KOQKPu$LGh00|tXIarESSp>zy36ihjHI@vGaz>AykuA|AW# z6R-TR_w3h!J*(-ZL+|*YCu6e!t}=Tyt-$=EO16lyw@=owg_!U8A}M147Xf2!fuz|J zvJuxlN5P!HRUc}V8?&)paeycp1m`9K>}y9{26d{mIr5{_*nJrBQ6rljPS!H%IL;EJ zpSmtoK5fGuMb8_g4sajKXyWQPtJgzY%|vrk`LAxI%r-0F8?i1ZHYW@iEhYrp!~NPD z1Kd1QHF;&ycN#Jz8zJB=Oji21 zK|cTTy>ZzcmYM$C^u&d%M(GfmiSPTwl|H>6{=8$3l912Af&*Nc-Wc+#hoU! z>mG3E@FoW}UsW5n940X+*^FgO14&=inl;P{c$k3S+%~u0E)-?A#bJ&I|N4`N(EinV zMZ&b4(Vh3((3guq+JjFQfkLx&ygqo|wQDC^_hnYjnmX1NC@FCuB{{x!c&Nba@qRV@ zd3EbnM%CED4Zz&7>(xr2npCct-0m;6`?#Tnv#Nhid_9=IL0wu&)AyZQ>m&1<|1_tV z>0I<1u+<5!sSG8diGKsAu~*^^?HM?(=_FqdjWp1qxnav4ra_elE@5G54LHG}5~IpQ z1{DSGRg{Ub=|g^aGg`PIQw+GSsn0r`Nh;(DKJ&|w zRkV);4{G1zAP|wieVt$4l>dA}q0SjwXSmH3pSx~LJ8U$zgJb)R#y+m+sDbY1vhF<76~ur zn-nedV$T11?m5i2JNU^nC-+ivG>w;j%D8k01N5l;j=e*-o^Jv4xU|DCDYFSBC@y{M zxAsLV4eg5Q(&dv6jZg?xiH2R%rrZgeSnNAA4uPVQ92> zX{qw`Y&viz0`nBnS6!Woh;sR~D4H0A6UQf}?{mNwOAN*S$^LQMhlT*B!UDI%#5=2v zR`Bo}uLChYl58SlK(m}515r`W3x3Ts6>PlTTBCPJ;0cGWgcPj$ly1fjyHE zP#6z+vX-Yf4A84hPutIk-rjX-G>69n7)8bB6OPhdPm`j)@fY#M4)}$=#gS^X169&d zD4LNf*`UvEyDKS%eB!u&3tYdHBA)D2*+zvt3(%gPZ!b8@d&N<*Zf_9`h<3vOapz{i)a?(pD*&BM$0aSg#+=PsMc zE=P>sFt|^wM}A@)8j`O4+wXeU%zFR=zaEGPavhzB!hR&bKne>czX*kln(R7cm5>pr zyEiK*WmC!xzq46QJ!|1fI8Oa8y6CVekxxazOrJ6uqsRUktpkp|@Su*CH~V5KiHd1% zt9k!R8%OeIy++D$Eufk?Y56?-x$AjGgSvcJe>o^3dB`4`-uEqXZQWgWX$zXV8DFLL zv-vLhdEhuYO`-{DGJO~)q?}ukCZGQPX{u%Rs5FvRBVS5}TgJrc`VO7alcl=L^LIPi z>Acr2jQ|#NVv@OVb7$|oFG%k$moDi;ty}`=eu4!nQX?=z z8RT=e|CNIDMLbdZvnR8?JiJ^UuwOU$V9>@%P7ao2j=xG1x5+Y%(GmHL*aXkf{;0JV z?g6-Gj0wd$Ame?xDq_PQOXnTDyqA6|Oh4Q)1&B2eRncQu%C0>QOAb?xHx%UgRTo;O zt^lffPV1^pG+cVh-zvk&11yvs{c{pu(w56>gGA?s%vwkuo zsK%~+$Fr6LZnVmc^s9m}H{WWeilKCqa>a`^Zd#WU@bWdWOjY`vMpF5{xd!Swr!G3| z+~uwENQONsNfuc~4TRCf$`sf#gIYj?`IiACSNYxwG=AS&R5(o9NhM&4$fQE=^5CKm zSL@|=(rsiQCaZw?54dB*fauqX6xUnmw30VH3Lg9N@a=y@6=`nFoAsPqKFh_rMkXCL zPb4Z|tK_~4*!@-Z?J^D|ihxIKZQoNA8l7>_GlMymGMH5ZgKr|=t>Hfoa1>LH{Kgit z#oDnFR|jsOF6VHMIgYvjN=5;nnU#F<%^p|R7Css)%xR0L02y5}uK?V<;TX)UGnMWS z;oI2(J;I;xqxtuR<9|42ndMx9t#&VTGyHkD_kZz+#!qn0;20BOEBDs z#3j=JcGWi-GZnf=`H@rxVA27WJqAs7O+I9AMCqVjOCB>B(}A-1x*p`eL=Iwq(ls!p z{2394#aA}<3@u53NM>y5;tOE69(HXXzVQGATAWl4Lmg$MM_@t*D!m+^ z$aK(tUG9gtU$y-h=?TTCF>K+CjwsWuS&m}zw6rNU-mY6y`@}xT^CbfA{$^$Mkon5^ zB?zHO9^WA;C!J7=K(JtDLUB3pd4K%vz9+eF6lx%1liBPir6H~lO8(C<#)?PSZ-CvK z<`^Q}tn?fjQd*%`XOGW-_q_-|%7o8;st8<`o8{CtV`+7+*U=8Wo9zt~f507h{et)f z%dL}>Q)eV!1u}MVs5bA1l<}9gw~oZfEJ@$H={oN}EG(1X4%|!!O1=c1_(*E1|K9y> zQg2-PP<#b=;@OU0Az#4IvswO=FM7A&ivKCFH_-7RWb8vfr_id@dWo5||823^0xMFRmOp3kxvA$h@5HOq znfdeb)sv5G=-?sq_qRxNRQC6w3HcD~NFK*!g@p9&iQLCC&4~y^l6lh!*mZy)E)%E1 z`rs;ki{TOkefalLN;Ae(77kV(?zC%AYcsCUXmK-k-a0`Ox%(qpcd}TXzQzAeKsoFa zWvSJ;;gp&3ZaTsT%tdR}*vjX3en{unZZ;`@3=NeQ{-N^1GvV0mi|h0-%FVN&-u_tZ z!?vSNuunw6WBYDZA7-=*Jc$L1d^Dv)_;OTp=V62eA#}Um;~LeyDH}1oIao4~f6)Q) zq9;Rz@nSa{>#CyX{mB!er=#_oBU=1SOoL**Q|6ucy%LwpUPlzpU%!=q{2_H#-F9g3 z#mptD{$=_#=m8IYmc$cBF`pnD7btx;5~XT0hV_2ue3sTHXQT3YX%}MNisuiqf?>oY0j2Mu7ALV$4kJMDwUxk#5v2#Ic+i_}ISLPS)Uy@+@XexaQ7h`h z14?xU@1=dTKRevS|5%2U5jq$01rnL$L{DV?7TY}a)G4@WfE1~+Nrzp*t{p$|=r&)T z^efRX2Fh~90Z8o+Sg(oCrgo%&9qLMu*=!aFgak)6oAA6kPkKAJvcRyP3CJ&`zC{CN zT$rl>*1>H0$s5U|A6fm@KQ3pzKTEMMKMq$gyS82YT_l|7ABs<;4vn$B$*c>nw6jH< zF)l$kkF{G^)7_2IsX|flE5cGu-wWfn?YzOjh|IPY#+k}5Q#oRJt*Y`%N}C_ID*V;? z=+CnEc%#`OkL4BBtin$>`s8r^{uHNbX`KH&YTq88_t;~W{Joz%^<*lg#yzTP!YbBW zBER#<{!JCJhW98Hh4y*C1ljjuvosmM-Es?tUqJz<`&|#=YLKVB{UPBvoL_ee2ndeN zq;GdCYW{iia-zzj;T@Y>3m5Y(&96uP+osoh`nqEcFTq-X{cht>%uc6F78ms@;Jfp) zrE9!x*Qc)X{g?mKbe3^Zb?w_8N@;09YUpk$3F&U>lx{>&x zKw3b$-o^d=-}&Gd`N8bH*V^lf^E@s+TrcA;L4srgWy-9NdEaOrXs&LC-hB6T`(E3) zW>9*b$@JM#k5!sVNqtI#9fqj+-dL5%b`mkcBZl&d$TLTsP}e!{0;}s{p34wZ)%L<_FHnA;S&b!9Qfiic8oxD_nl+(i@VPwyj! zNmOu-J{i|RUQ)_U9j&cm>2HcAN)nlu};C(7STM?4r0r^u+VkYEmG~am7OWN;6(?Yl~T8;Z$>?P-28{1FN ztM?kumkjk%pOyLgwQbv_2-+uhiTWXC+PE2%M!$s{ec53@3 zwVo7Jx$EwDx+>U?KilA43_>zP+QT$Ma{ZoI=({I4-I(g*#i8(Nu zC`jad$raG)Mw8~0v!9rpKQTv3!uH&`m7nnr-~H30VY4Umz|3^Ksbl?_8#nultGz(gqqSajZ{3vToRyx6+Oyuhft&8Kudj z@uLqJ6J@=OOwZ*RSBO3ARy}=J9OqY`gy`y$HrdW>QTpBp8V~0G?xPD~^( zQ@$Uyyb&Tcn9lZP3`zvWrA^vA9-?%duH%C6q0X)XBNC`ZMP3Q6XLrYr6v|-kegCon zwq7A&rOWuJ`Cx}er9NRi=PN^2d0W}0=zL_gE;Ag@<0H+$?HGe`1yaxz4fE;;qM^0? z@eCNccNd-vfS~*g_I2;ltW`q*@0?@+?UwGqo`nH#edgEyy|YX z4=N<{4JRU+fmVW@PR~aj4hgvj`L_<5*PLohK7%2$FbINE$MxU^L%09Kw;Rw*B#5w_ zO#F9JPm;Q;jO0lyor+4wbgQZ#m5JS$yu^XuKasL2QmYPqV(&cl$**EyVYgwLL6 zRvT|rHm|x!z(Kal0M#%Cg?`bq#2tmY-AS#Kf$Kk>`e1VWejodqK9dydR%m{uX5)#$ z#_Il5-$TVBn67U%G?argp38JOZWm^rRELLEoph}k2Sx}?r}}s*l#<+grMCP*7yoRv!M&vMu4vrWI&1ax z-r`58UL;^d_v16K@;dP7{fo9Y5k45u-|#eJtDg*% zK7Fq2;eBgR-QDOn`=kh|-hOt;5d^kEu2k>AS$5QhI0aVxAsIJqBM|y+l+MY{Iert% zD{zx#mH9=j?S`$%Ys*%az%^?(mvwtAn=Rya{d1YJpgV@*ZhGa))x_uh{vU^ZiH^rdcU`|HB;+h4Ac><{>euOb2mE>=+Pc zX0u?(=a)i>3Z*}}FraF00uQ=<+Ol}wDDDOl-XRg&S8~yt5!xMe-7MqNe-QfFe?-Ja z&k_z51a($m!WIQ1cSFhD7O*K!so`XI@Y^;ZzY)E=j-ljd_mb6weXkI`|AD5Q!KA$d4#f1D-;{bczZS8pqiS;6OIr=-!&(*j$kl%QIdD+mAd7W7+- zEA(VN1PDI2AocXm!sfl)e+3=>P`P%xM+`&%4Kf^2P~rdyh6|7*$hy6gDt4$w7|6OR zgE3$K9HKP-FeN>v!y4P4M`-Xx=IqfSVSAdgf2Gd7{{3UhWf;|*qu#OB!I=5rEoeuB z&a3cV*6B(Ot6c;4-)+ir(X4-;mY_~8b?;uv0r31+Ajey6;z?1qqmMk%!CkJfttXig zCE;9$sdIEw6a5xvi|c0 z>U!wN0lhey>pTdo4sGXu_{{o;caveI%-$;QU^6XTxe>~GeMZ&QOU@$E8l`}4jvanQ z*Q(U5oz8sM30|i!m0?dS%QsxlcjJ1S-vis)&fsKlO{1Uw!hG>2I(1WYO>S*$e=_;WaP^a z*ep!FHexd5W#8E=fqf5Vaa5ugu*zD4O0*-@j-8CXq3%1kwDze0B{=4bmw!OVp5)aB zo1qwT1lq)rgQ9$`nMl-F9Mw{aWd{uya6GoLhza`)(TyP1b zZ!2?@X*z;W{QEOiU!vr=yqQ)2s=6$PbSK#ekmE(1{tF*0{NE%So~FbhrY(-; z&Wi*vOxgrAdD0mv%}SZ^=O$$LKZ~A$uTVmj_7z#TrB=dT3Suv5jv4T$q|oX_jfzOMEP7wMdBnKFHFcv{`Nm?k z!&AqEH*YFm8FJZ08M3UcAQma0aHp_87sN)6pba7BQ!n9tx3oWck0g5cYb>@zb#I~d zGnI#7P```szM90~U;0gkY-C1zR;8r_iFD0M*rua@FQQymn9*j`i|ki?)y_6QhqjiV ztC5XyzA4Ov6sR*0$AR%%iQHugJ$+~Vs{)owNmi8^y-$hhtrGaMPL3PS50?2IR~;6@ zes))0lLuhELGvzr&euTl4izI>Ax=tGGmw_#3DNbS!Mk(e)_Fgy7g5BbS!sn)(ooIi z&Lv4z5n;1`VG3I1HM033>MkL2l0Sai68%PScll`$dQkg}h5->5t+J6%ttl@quRm$T z&cdy7RS|`5u&M~ZNux{f_j7+t%fRrMBr`S`kr~1lpe*xQ+FuNPX^$O-_csk;8d zGud%`zD!uI^W2${OqY&Z&FW`Cj!P3SBP�OC^^NcBp_8SVU*~A$L@Y7G_GEJ#(>0 z!v}}$;`T+rWQw1LGqcv>A=~BiZG9%Nql3j;WAgBXi6zyYON&rzVSR?WPC)s;M*Ja_ z*OZdW=WF02ITc0<Sy||UMA~%zF_ITiqdC8! zb4m%2(Krv4<@bzk#q@77rFrRWGn#Df2XtHyK|Lff_VxMvQe#=ZT${~QZzM-o|B~Oq zQu7fojDRon%KcB;FSEdaJK;B}SS&9w16wFFh5T1R(dRM1bXsX?^ska{&f`3Qc$~Lx zuU+)qftkRV(!-}(sH4mDn}Z!Eqoues(OjU8lVfMxWVFUZBNGFHL*#%9`mUqx{?9!C zyP&-0dvUO6o$Gp?ZoT3=DFRw~#%Ig#YMS29Sm_vk+yr7NmLNu587*^BhD5iow^!}} z6eNq!AVK&9=uSLAfvwqYm0F*f(ea_T237@>qgCxkIlQi04=HS+rjSrRr|Ej@NpNW% z7b5P@Ds}Ba1>{V}*v}Ji!BG1E3MkjP7ft(j-$KA(rdus zL%u9ZRBgRI83T)eaq^T}a+(cwImAVFyws*BRSMxPfDKfF?(*-39T}v$b9jkzruO$hl(y3WG zZaEB0NPgIeoz3;TF2ln6OPmiN4`0%3a08Z_j+}v(q{(SsrGlBnT)hblehah# z<2maem;G9CC-#b9Q{7KT{`EFL`A@fEC|~=nv>$0GsV8nUS5tt7nB6mXC;&7JW_q2{y1}o$aReQ2v77 zwxXb4N}?Y}9fOoManR#XJxPx{WM#0quj(nTCmd$yqe9Pyt5vGGxwxGJ{@P8h_g4B) zuEz(X(QRoe?KgZFi2sNum61lH==N@^ESp2zJg}v6!^*{6^y}vDV8GiwG z>>nWe)9bW517Xby$aEvS?+y!AI}IA`w7P%#IjuO|EE$V3w0i%Qrut>ccTk|Y>*8jl zbE)exr3CisrkLq)t{OezD`P&I5yjvG2h(KakRU0!^Qz7ZEdI5BGoxQPC;5B4SA*ymn-@rzHFl~3$3a6me*fAjyL`7=t+Aax)C3a}VPI%y z#?-iXDCtoc?2H&g+woIhGBABi?;T@&$q}i?h*MwziIcZHRI4)X+){2{JsErO^WL1D zpA_kKAAs@3jYdxFU~SrPq;rQZ;NXOn;w{MHK%T50mSmm(i|q5iKWjFnk>PWk!m~)o z*Zop7YcqVa%)BSSD@upy@|6>m{Ve6M0-yn0Wl=n|aX3Xl3og3z{f&wD-C5x>+2&QT z-n2RJB>3O!{Bm z_wrz5&fcm>gWF)kjtN+tpz?PIT2B+X^#R0opKe!i=tCW=_Kn=Dfh(fXX}JlU_OcY7 z7SS2A4#a~S?^${s`W4Posr{Q?JO!2CUvzdwdH>9%i5GDG%yn8fAO6VoJ71K>Ao4jG zi2@6b)u`=XX7DL5-F}@IGRKqhkGr#LKnDes)vgPsl}k^N(&c9G1Uj zb+7W3*kpX~j4$O<7uq60e{J-ryu+5W@(REhU@Kv-HC-i zraw1>i>I#4xW(Ad8;_dnbHWw&D9HpArV($(QSbexn{Q7kK+5Q9464@KIsQ`@o{~;= zX2H5RZOLYP>!l>%`X4``8j?d6EaP?Z@fm88glEym!n+{(0N^uW?wli(k+bphj6d0*43r|KWPm@y9@cmo{;oVW2 zlQs9^>462_5yZbu3)2VP{1)3&MF7VNH1;mye})Xv1XhpP3R?__c6fSa z;~+mZGYoR|o~A9FbZ%msXjtgqH%X8j`?C}!q>k;(7>8yc`H~Z#(4^3s}?nFnu?0;|U*SUTIwB zaT9b3nU@Vgrt4RJ+)1sj-Np|?M}IraV~_B3_gszXpGvOeOFj*f_gDo~ilqkoJx^n9 zoaeB*M(6KQpa1(vhHugI+qxUrG;?~wNf@4U!^`SkDdd#t=Jyt-IL^>3Bi0t|deWmN z5bfy8E5>W70x&o3Y~rV#433uEsRr&kA8y;6fbukTxaccS4J ztLENs!)Ae1=?7)G_7}PI+Zg$sib5D{aO2Or))8c3q*?LLPXPqPoDY>}UpVo_S}5h` z(TL5lAAeV@1nmAhF28=w?>Bw(ioQ|AIOeYKG!s4eSPPwyPJ!V*KdIPBOEPTxJwj@_ z9LmLF94x|PU;JxGpITaH(JZ4mr=@@DsVYZ#VR;WSJm&))e#SdI9K+T0li)N;BpmdG zQ^fKL2nhrk7dIvZ)pkyRD@0HeAs$fz)Wv&bW<#6U94*x4=lISTizH}UxzsDvlD^Yt zca3iVlNnb%Go!C8a-bbCy(!WfjwC)Qe@_T!&bx&R;({FOxY5gU|GP$Yx}%BDP=1P7 zFt+;dmH!>aNPrm^7UIdB@7~()l^LI5_>OmsAv=1fPw^y_~C1+ z31XK2H9&T}O~knddSEGJhnEKp8>qgr;{yNtBzcvx;Me;Oa~cNrX2%jEQ)`9WaavY< z$eeD@?n{tliYHVtOftub*N8X?E43*2LRI|?& z_oQsU z5GdQ%7@j2VrqhbUigj6Px0lgdYa)EylTwXMg}=X06Du?L-Yw^M7AbI{1#n_2 z!<$WsV|7qb5ILm}m-+0H|@R01-sLy$CUqvO5(b4Kz6t}dVnYAx-9L_IX-z)Qxv0h&wT zQBo!tnNz83B1BIsT#hIIK~Iei)f0}#SdSJcHXukU01+ct9}E$((z2vy z76@>wCI8y<5vkhq5ComTPm&)ia`J5>R`g`S{3)5Un4QpTj7QOk$i&0_!XOU|x>Nx1Tz$ZwWao%Kl72F(ERQ` z5kT&?T96!QevFP(-Kx^-JlH^T6y-fn!$A=noX?zz5=j(GA*djZ{;7`n%6R4U7o^hg ziZZa42$_a@@G|!G@%LY?r{Wa#&uQ7}8HgY}-T`8ZX=$i|V!w{jx3k<4#Hu?%?`7@b z?XdZ|6l;?IjpM9i^JuXv9B(@&}|`B^MFf5wr!+|L?qe8p@4mKjXC3Kc}A; z);7;Hj>kummPUz8#bZE<*Q(s^63ytt#LeVL?A4`OfJr>bK>b8kSXTFB*VX_Lbx=ei zbo`UMXs*XFRj6jErmZ>mBH%d70?{tWfwg8IgJ_VMg5uh2?>nM$3fzxdoBJceXkOlWWQLxT>Klt~#@vX!8_TBY)yV>fBd5p+; z^-6TT)r8Mhx;3+QW!ulm*?{ng5m8F_-s7WA{`YXjYT)Ai4X>X(_wffQW)48AO_nG{ zYgHu}K5T<_{v)UKGqzxhOC!vo1F&@o^B9P6!=U+;4Ob zk8Wdz; zcQvMcZQ0)r@;*NcVQi7BMwmPmBbXiGgM&J&CujtNx`4`$>oY^^6plqP6qD`Wzrm(H z1{?ThP`7dTrw2+n$uR}-wR5>P8$>trC4G}(mG+6j0y^p^)PxC?F)8->C`oxSFo}-B zMp$O*s*W4 z(G3iEej59#?js{#O*s0oz|AU4b?4G)kuk=W|6R}B#cSuI&af*vhk)?Tlcl}wY`58NR+ z%8meDzJs$V4hFpNP)d(=Ftg9N(Ww$PXWz2c|BOBxR44!eqVwjkT?`W~4}BJWwp;|v zt^z_tOb5?250pBW1J3_{nC4>|?Al5yk_b(g<<|QVZEp%~*sj|K&erKR?gY8#uaYl{52tGne4s)E z@ED+H_-ZoV|7bxvd!I(1wUQc;%_&HW=B~e5S->{Dg82JY@UeFrT&R)*GkCB)^M=Ru`A^hw~|*m-^sOQ@AQXCxvzz-l)7fNP=fj z1|dRm%8bjmfEUJOw%cDEk6Dv0*d^zwntHh#^G1zCa#(m+VUXGv%cd=n3r*x&E>?L< zzGWuo|9@zy$-I@ce^gf^1fan<1D;}#Y8fz6)R!*szS9}-Ty_RBIsfxT>&Pt*i{1)b z9&3MY{EUGyh??R1V@t?7(vxI6Z7*0Tt^F;5PevB;(eF-#m@%Pi@#X99 zDRBux5n_w~md6;v7%8gb+J9CT=}&Ix!r#o=;g#`#Zu7-Z?oae-_BKw)3JNMlW8Cw&I-Lu~c`Qoava{O-4M( zsi7|S{*J5#@>SpK9c$qY1f1ZHIa=73Js*}3_6rhiv6nH}%m_AVj2226#g08th$-K$ z@yOdp{*z%cYn-L_U%VxB8Y>y)Ar5SC-=*+A@EqCHf&41l*ApBnl?idRP!kH@sF`g6 z)B^xmS^|<904rJb+N%V-YLvH;-^T8N)bs~<1Ku2U`vX=ufL?(aZBG7$Q93kXy@&*luOF37+~q0|?fG29ZD z5Rr?vQyu_Z>cSbrnCcivpwf(HVGGW&6e2NpuK%ogM8_!*;_+-9)tbe#LHlm?qC*UE zJ{tRrOb>z()siGC`*DI~EvD(Hb>t#6Y`}b^2nNH6+Lk^_#V-(kqfv=0$wxy6DJK6Z zu>X(eX&As)z#i3w>Fyvhy#Rhk%P|aUfc+l?z`tHjt&eA*^1I;J{Da%EVvJ?yzqQft z-Nm-1;q&}g??JOd^Nc3rQ_?4KsDUdMzuHLOLEd&qwADTId@>d$3X-4yh)u%7^l-$; z#>62PSuUJdj<547)MckdiB#W=NPPN9d>;*dcvx5=isGvzjUnt$k9QDAOF>Qj8JWP} zcv%VrD0QtaE9!~cBsGVSmZg;zFp9hd^~=N&3s$1Y7Y?p%H2+mVe(_Abk=@Fkc0JCV z<}xt0Xb^t=e&nJ&KnywJiu_gM>y1Dj6aO7v2pkoqA7UQsd$HrIzNXg8i7C9MLtSby z=NsxG5ESP^xEK_b2VWr&3q}rDYz!aZ-GfcfQ_}U1qQ(L6P2!O;Z?%udbO@o#uZpaV zp#`o1Iy{+E?PyL^mVPr-NimH*>D>}!aR@gMUC?NT)$g-D!3nav)ur`H7Mp_%C-z@; zI4E44;!$b;`qy9)%!cCL&?+w3TVdGay!r$jWC&(-)Y`yi{u1a$l38?Mc6=O2Vp=qz zuW)U@<$VQ;B^4=>{}s3MEvOqq4ee$HK5lw9&o)f(W6Gg?m|^4ZzCW>t5^n_K$uwBb#s@bWX08*dF z?H#r%GxA@npA`K}@+m-M((>UWMLI;BYT&= zp;ypJY>7Z{&dh5qY!*KUCo#^we$k4E0e!0Of4eGlm*%zqx3EL#K8h7KW3 z5a&|@sM2#b@ckQ}OseNKuzkt2xs0ib{0Z@0*ZEQ=NB6!2t74IOmX`a(6SYt87I+ej zz66cS4^ceD5g6UlC~*1&5krQ1{^B1+Ff4t^jzkd?pNmrqL;WO$l{)d!I#gy*&~7ll zM`@m3IU@^XrRIZCwS1~s(*2J&IrF8{FRzjR01d7Ft9D;`A6nl3`|;hU zPuC%H98$`sqJ&qQz>#Ko6D>cx0+rvV6W^bPr1l?=q$6a&m9Ob@Na>T!)fCkjnQ;3Np}-)T z!s$x?%R~y)?~NDZj9 zfcnz4|NTvFMxz~FAnhmg3u=z1S<#BIM*S6u!`3j`?JYQQ?I1D4Vd1&PBnHahDTsC= zmx~u<`o&+3kFe~iK8Y-P{1aa-B zOA+gD;c3~j=zl@!&#QRZ6GY8@pJH~bM2k!u;gT+)r&#j2SWOf~-gZdJ?-kew-5<vgoSv5D7I0nMbRD$~f6d?5-G`y@85`1<)zQGemi@w};1Oo|%Ey>b()hVB z%^8yPCCVlvnU;ki`CJ%Sfv1yv+p}hlN{ptjq~HvP3lcK?HK73$U1-~ zJbCMUM&_sw_yVob=);0R0{Z;Qx5mg$sy{=e0pLOC8S%e3CPM=;oSf529FNuOB zL*5B%^%}V_Y0D&R7y_kyarGx|Jc}i=aAfpD0{c@bNLVBst`*j|v{gOTIA363M-)4$ zrlp9QPsGG4n~!eZ(?FH3HaU+s1ZReDF8sDfBrbcmU>PYTO>wbH0viE>qA^nH` z>lzw9QS|=L-oSg*BD$VkHd|ZCnU$Wk8Z^T+RaxVIn?!#Js(ioxR0wcNfXZVu;hI?w z3he7%;Y$y=%zaq1@@_R$mGRm1eAxP>j$B^XTZRLK<;86$IJT-t>;*$uq$5X12t$HDbf-!kgC zTDLT~^Q=oqm-@^ZHe`+#ubfzx*h{pI$&Co(JpV)}o#N$oFhkEJyTgTmCzlpAg!S@u zwVe9v_B*uDgXb|M{v@^HH5NN~5J8Ij(GhWCO+dQ=PT^&@UoPU~7W3XQ->ZiUa)81C z2N|56&jO(ee-G6H6o6v#H3Xjf+W%XgILbArK|EWoLglunI1Z;PXl+Rs0l9}1!Epet z5I*uJ#jJgh7AanZ5yVRjNN30~aXa%X^Mm8OhGcVzUs<^kM#eE(w;5pNI{AT&}^eFjx*a^M}A- zFfe=Duu)-_QM}_n`BFRHl|-IiK6Fw2{-LgQdWo(@amDUv{jdAAtAYiw_7qKw={WavBWBhO%gDr-!(nZdp?1`xu94gl)3EaPp z^WdKlFwE~{l;v?~m51=*0!Yn5jT+Idx~)){lH3AlE+$kts2Vy2MGMJi5$S-=l(_O_FqzVL zq4@|1s@@!?V&Z6`yhz?GI*3S_)nGrdas8}9!%T0GoP4XOmTrO!Pu z7cx>zLK767RDC{n?dCHona3cfeHKE`Rd-5hK8b>)0Y{4jnNBhMa_T$VsfU<19Gy6Z(jz|fb$muhv(C?RRmj7QEN-v?WVSj z3nC!X1}uIrw+ubyTs&bm>NLQijUQH?S_sw*aMculPdqA?lotZY)TjS0UGs|IIY%Ev zH@M&>)1WR($nb@4Jg2+RO5-R!ucQ?H9eTtgHn|}3;TR;!B}p71c);Pg@GGqEne9rc zdg35(eZHBM@ZILyxa!#Ka?8A+;6OXT=p0vy)9JFIm;SU~JnhjfROH{wNjq5qlGv+f zid+67)~l%|)h6xgh!_DP_0B(g!H}d*V4xK7KL0@d=!i&Vu7C(IyRpzNlf9#Kv~VC7 zth+m>I;g3BQxoumz58?DTq1e=slNPgf+USEo^FCj)H^R3(?6gGRnqs9H|ce4cRJe+ zkhxK~Ib#=clYXmUtAbZuVzyZ zE63JQKbQ4ol213C8Qn@q%8Ji+km2_h*4)wXOYGsWU@=wz0?lbs?>ch#*J4B4f zp?|A@_5q3_MxY_jo(`fYNs@+z(tlTGVfcgC*p^Q;VO2E&Xw6Ksjh>{jWMglT>u%U~ z>6FhpH>}ANo{xG27lUPmO}6kFRTAYbq_^>N)sFl7*X4LNZ(V$-YVFt@2>9&ze>OF% zg+`Vxj`Oc3b+Mrx@Xr)8+R4as=SDMDYJBJxg83(jNr}hVBk>Jha^VM^{{scTjf#3> z62YxQgQKX3Gp=I*35^x_6(;#iI7J&h`){b@Y8OEn8&ji# zhmJSOio-K0rz=xVgbk`48Hd)^+HKXmm{5NJKhLx;Bnj6Md#%{ofX^o@n+m`Ap?-&t zMVxC6Ri7=w8o7|rGJAD;Tc5%IZgD%XYtQdWQgg0C?{O+Dz>$FF%hah4R^@S)Wand$ zI`>)8+-iW_b`~d|s~Ch5z<$j%J2%ac>oX0^Tz}4h-4BpT6xrbwKRs5Eq=f&MoPps&#O7&&sDWVgCcAD8)N)rK zl_XTz7U`oCsed6VwdF?(aY%gqgy1#+Gu8D=lo_*nML0SJz6;&=!`Bw8)F-7`s+ZA{ zZ=C^&9(IzR-PYu+Jt*gg!>jpM{fr9fqw(=j#b>w#^rE8vrl56GV^DruQ&cXlOso?s zxoeWYp7wrRI45}DitJNss1*_!XeG{j2G2NJcMD_>{WOtK{=#`C4c#}ecwySE5RoDU^HoyUnN4@@%J#-;w{6I-9iDJ@dm*^yo0~ z=r9@;g2|*iyRTj+-_X!v#d}dfxx0wXeV)z5>tV-aEN;GtVh(sp*AuKXhkn`RGgN;m^$N)a6Emgpy|ID`R>W! ztX!U_alT2g`$Y$EiAC6^35*^BM-XoXGMJ&~4=uGcGF43(Ov)UJg1K;tP`vzMJi-NH zcbQblsW@c~c+p}yyw;pBDKKPiZTNINtEAMmSX<;r;H>@4hXhOqoBD1=$uUToosBdt zYGCgiQ*@P@q#_J6ju8o_|3?;mMeZMNrjvG_FDLid_8QGZI_~$;(qnx@qG!; zbXMDRzkEPtIhvq#5R*yg+fGR7jLz^^oHeaiH6iZprLBNb)DnJjy>oT`4zHrKlnM$1 zb0p6J_5~rJV2+}_QMiIIO(Gepl;pibmr02wZQF@L@Jk|FwhlG&q$S8?(HJ&6b^!1ce493I_asf}N#PDPpoMk-%+_`*Ew$U;a5x+g z26le5U-&;o9 z@B;BV&eY}c29RfW35rlV9`u`WK>(1c<$TE=Of@<3q`*A@-D7JY83rBRf|RK*OW$Hh zc(xWcVmfzW<-MH102qrcw9mPAan!cQPQAOcKi8S(HGFf3cCOb z9CdHVyY_>o>$AO~jrZnCz{&-@`^s8afj!bjf@Ap&HcN;yu)~s;ey)M96Bg%bM(FCH z(~)&4_VoHiKw>lo7h=f%J{~)Oh*ha;Rk-JN`8@(=@xIKlU252gBH@v;0Qu`4FrI7)^EC|e zfFmO3)koOT4G_}#{JRGfnV8r2m(|_(OT_rW(C}eEC~yVtGS%!?XMiBfP*4h82i*W5 zgsS?F7YRbKT7bCveikW1EBB!hu)BXe%E`ey4FI;?f!{<6rn%^Y=1979g|S5mN<5%n z5HVn;J_h*tKr#3Md^u2Y*aHguf5oMb<}Gkv@#8_8^a7{=hFjnZ-zGq20+h>uQ7Zt7 zi9@lJlkh=et!y4^6>u{cRI)BtTqmQ6xu|#fsjmU#c;eMwMLdmcj`v}!6IseOT3Uu# zK^Vb2<4+TLn!Th#X63_pVA#Ix+|(WPAfc|yH|p?sKdNp5T#K?0oZ5bZgTG1h(yT55 z7kR5ze8P?y?W3#a4KFGK6O8|IPZaDtzf%1(m+LUzsGK>s({RiUfavoKk1C%{gm9@* zb$7sR0*?T2W<~*rr;oE?E=2rtko4W78XH{sBkfj-HeG2BrnMJ@uc9{lI1hOFKI%_0 zxXt)tV8S49V&dPGxgV|K{&*ZvF_|qiuP+3~s8EP_l>*yp-{azhlk{>%MJ+_Kx7mzm z@E$BTQ*v9#0X)fqbBMVDePY*9>WqXYq-rR2@>Q8&3OoC|yp zU@Bb&J1-E56AwT%jbNdGNtl8FCROOA3fsN$>!+*)7?T7=_S(7gof&J;*#c1jrXz9e zP-SB*fWUemb%N0x%^Y2q)Tn{DG%`3-fWG=300g5bMA~#FjX}z&H484O9ykMF0DsX_ zQ1vZ83(8>^2I=8;2zM(mD}f3L2slt!)<`5CD-j4NOF=aOwlRbVnNXP)Z&Q_ZOY5Yb zFDktSR`(NdR!h|)22U}WDjJdTd7DiCT-8G5UJ&DASS7OO$w}?h&?COZ+;)OnB3V7J zM}lZO03tgSg3upNu|H?^sM>7JU=$1LAZtLBTD{qE|Bluy4BStZ3HS^uQ9c@v{Xz?F zlE{H5YZak`2C$FLz{&-I51h=A{0<0p(gfcB0#uZtXi~sEsfL$<*H|}Tx0x$}RuOf= zCh!V)0n3Nx8K?{FgS`5m6=<5Zeb|`>JL|FC|9AcCc9yG3gYp18K5`UzYadYfPJ@k$J-q|3~UEoUM7~1e_k)<=T#q`>9+z zdct{^spS06R3Uh9U>lJDWjY{*$0ci90hb3Mi?(5lGmsZVV>pX|$GS69G6{Zl0smup z!*-@PnoQ6I_$WZW;A8I)Q3bAS9=y|l3#}9M7r+k#^}tAUgV}G<{uh(=ro;VR$3AQP zoX~M)T2~h{iiS*$X7F|F_`5sW7+;}MiwY>eFtXr{k6ag|8mTZ*Jd%LGtPWr^K!6fO zTH+l8Xdp-Kbioq1>p$FHB$cpGkKyBmK8he)o)7692=c%);3 z!^U#$!vFGTD7Yegf5cttt3NnO-Zxr5t@p(WHXJ1%vdGeIUwcYJt z<#dO%dmm9gw&W*0<;c_{nn&W^+4h#9oU(&8vru}XHvcsH>*@Y)8dQM&!IM~2 zp&LvC=_^%sM{#NSV<+n|y8;?9P%i5LC#Je+Dxxt@Jd#TPR2ItdPzqQ#)#uXQJ@?`9KleGwCwjx6DhPPm z2pp*RgQ_FkPr_QvDti0h;}iMb`*Q{aA8+6uBn)Hu;2T_S&db?lB#b=F^hL?fI7?Ac^QN} zxI1gz4}X95%~$C0_}yOShwkB@TBc}Rf4Hhz={*ZW&&Kq_u?83;_jdJjk(3pXJ2FTbYYpL`j3+seDo9r>Q z2PCvmBBp=Y)i9+eperqmew5P9Ba=5Vr6T^erBc@?{qK>(hfUT3PC&R2SXuxcbqWIJ zi(#5ri#<*F3aDCwI0`%iA5hf7<;6$g=e7Bkr@Y4(-#r5UuizX+Vc;mZCoVHZ(d1pb zNM+U25aUqLvOE#s(d6Es?W>f+0`#B(pjKub)wl&gkaUn@5;y%x1}^U8X~M|=Bk3%| zs?6Fbd`Ll1x&;p1QqqlwkZ$P?X#tULq`OO`JEfHFZfWTdrMu(X%*UUZah$pE@V0adX(*p-GBftaVKy0zmO`67Tw zfO5mNcbI5?O3plY7a+3Qwlh6)ptO|k$2|m*>`%8y0*L|)C}#29$}+%!k3jE}GHoV( zZVi!1Ssn1Cd93Mazxf(_Ts#k6ncK@lAMl^N1Se!C8f!${6?}-GRyR;{)17w6Q{}aS ztwXu1uuhvMe`V^rxy9rs1kInmzetn&TgO7eJ~2OzCTq;Izl=(l|MFIB6@LEJ=jAdB zF|~(Yd{(abk!Hd%)0vaM^48^tx5g4s3EO}KL_Sg)2o7U5+Q2C61B)*L2Ct!(=XJ?e z8#r$x>zpNG5CQ2~2!o=sS8 z9J@|^2cG2#0Ryjd^#nB9TS2Dx6}2JLT`<~t|H#g)Z?My$BD}gZl@?Pcq ztYQ?!d~r+;dH*Qg2brzqkEYdsE=gF}TXvLcYZFM1eZvGLYTt5zLLQ(sO;suZu^|U^ zte{6-2K^2@5RJfBym?6@&u`9J3d5~tqRaRQPl!V&C+hx;86kRjbAVjTwrTWhgb`aO zn_*W8!xxO_>uMz;kY3+ZqZD+HenDs4hBjfcmnoV7M+%&NZywFG*NAJdbOro00g-wU2*hGvW|u5AI^O~wEfvoK2ph_D zp3zbkle#pNi7r8*weMB_0_EXRF;RbG;j_MG&`_l?flxV;tLxXb8ZOIsRoz$6#J81Yjeu?%@Gbj+!;BVjVy^L}W7`P63j1 zz`6%zAd*;&qpA6c*W-6tR)i|o<8^Q|Qsf3nG>?J(N|V(zqscHRBs1iFimZCK^V=h# zUjuoa+?1nIz@HnPkPXrfZ1fPAgNkwhsHuTl9lS8z&HK)S-H!LvxO7ERtjzX#`A71TM_0Lo?n#GZJXAPoQd!6!18Na2z z&QYjcuw%Ffht8Zswytm2>r5)lAQZTmo7?@z@!V*1Km&b7?shg0j0Xolx50>}kyLcV zwDKeD(+JmW1ToihQP2YB@I1|LK+F?e{6M?{za>a4UTSh_n0dNWK-b`~{$n#LqZuJ~ z49&MdK5b9gLox6vy+SaWb8AcU_;@qg>2c1`YV+0a{U6f&ABF$5L%KUJ0fF2co%43M zcj(pTSSC9O*=jC8MnSr@FA1M&$j@KG=wz_JYi`rmbb)v-*psIcRJxxB#rv3HWrH9N zhB#4f2ed+pBKI&Dm;~&CZwdURRJ|0Rs1^sruL0-KclF{B^=mMT*d9rL4@O3y0KIMf zHgJr-T2?b=1)MopdX57$fP|IK0Wz5wRC^=IT|m18y4GCSr`_@f$y(`NbAaL#!-S2F z#;VE%5y8czr>AFIa=@ZP7J3VP5Tk(fLUMS$8+9xOD0xDbFY z--GD``1Z#@v#}3&pZyslr-GEDGLUeL?}j8ge8RmkYZ zo!#f9S4!JY8&joaXFqzE=bCVE_9BOW@m9?^)Kev+$yg|#@C%O*_qjA5*SkYY7C;~h zK!GFt1>jylI|EuvVNm1&m210DMjVE^U+}m#ljEX;o<8yYNvVmxP{SCX)*hOafJvXT zkeD<_ex=rF;V()}YbPfszCUk64Mh==&=jv%H)6Y_DEt_k-v9NK+lHdMCab-EsyaXV zqJ(}&37izXeJvZKRgW19Z#`S_mBUPi`)lk7?kg}oXgxG=o>r%lipl^uY7hx}aWce; zqpUVp1QrQkHzyAG0FR(>;T+}NsQ+z8^5%ompPHxgXS!y#31|65SJnGUeZb2f`$I*k zzX1vy;p1+cHekL0E1(zT!h!-Ms~|ju!=ffTa#1m7lQs259s>B-w2D5P8F7*H1BReY zcmity9R}Zx^a3LRf+~2J!TIq6e4~$G_(XBWDDCsKo=;c)Kq?h97qF&!M=?bPFkA?^*Iz)!9 z^CpPKII6ccx}FeiCEl#x)yOUSvcjdQQ`jq0>mkYIvm_^CNs1|)wVvkLH#q47RLY3JkPt2&CH=(5Og{v%7Jum3Re z-QfL0y~WohK2p2WiD&U^Yk(M2qOJZVuYL-a_)d)v8xwTm>%!E6CUyO!MS0ns3!+4QCW9S6ZxSZ0fR ztI)wdeNr=o73UbREvBx((JmGB3e++7Pj509P>iJWi2Th80DG5=J#^MyPO!ix15W{A z5RhB;x2|e3Yk(Omc$Gr?K|f-X%Ht8oKPE=t+nQ9hWv+<^KadXy-ZwU~t66A;Y-^STifa}#yft>k=D zwYI-MgVB4c=i#^(6$_W;@x|-LF8?G$4eyF)V(ndQDTX) zKTVgND!=hpZ1)CFG=EFZnBwEgs8iks4sE07$EC4jYn?r>HC1?KXB~9WCHo`;BZk zC|Y062WdK?5#7cd=ocbqzCt7i_d^(uU*8uf)0CVTLc&`qZc!Fj&T%tg=0)L zUa&D#K^~5W8buy55Rg0Xd}@oDb+!b879A#wm)_!ksruMGoS>NGACgL#5cjjB#4fxq zn;LZ(ehp%$%&N2cVN4!Qf$8IKF-2*2(tLja9!E^HDH)U^sMPVv9Db+SAt3HU%wgKE zQFjPN;hO=vhK*m{cfhgiZWYu9&FMdem4Q9<;OUb=>YL*r15#X#>DVuDFac4g$LY#4 zcz6U3e&i~d7=mUIeB?*w!X(9>Pu;~$5|Qo|m#Ny|U#liC8UtlEI!%Jt3j%+A8XB$RWdPHQUdmN?>JHsLFiZ$`aRaq!kKcN+3HXE5`gA{f=0CC zcvsE(xKe~_veNSRq_re&SYGbdmC^GPUu!t#di4)>WaQ!DpckU1n!IuIw^P4cZuttI z`*nG~W{(8#6eyS!dY)4hnhDi7kv$dK^r~||A9k9T_@-QTg7)iEone%e8gpz|e#cX) zib!G~!O>#3F!@3>ST9?M-v&WS^?Rin&voK+OQoVKfZ8JItD49Mc4KeKeV9aSn z;Z$Lp?(nf_SLNw2LgeDQXhFeRg_fJbuMSCZu9wABmx(t6f z1dgi9a)a3bo_{Tu9lWi(sD>jWONQlNB=VTGHEE?cUyVHlegV~}oul9Y8_eyK!7v(O8m^)}T<$d>q}c zC-Dy^OwtP7r*yOb!#9fiIf*S*X|5ySkT-i5b^Z{{-!H4B$o@^$?G9Lc-2fg{w#@h7 z!g2N~Z#(q6J#2k^NZ2+0ceyv0kZd%9Mn>D8#9G^p$o3ZYruWaEbi0G)T$0JxmNP-8 z+dk)0UD34y2UovFdC`39xRW-3BG2rqgsa2v{cNNAqhbo8pOuaSyd>hP+ zKq3#EXkdBslxB>KPIxpBp(q(ah?W1a53W$!zb>2ov0%AH)?k8{9p3kVPuW#H4P@gI1`}U@}7_&z?uMHRBh0n&2qk^acVzUKcw?L=`7|I38=FC zQPEW(2ye|O&gF#rQF++AragA!Hd^?uAFSMNE_RcbCc+6=C1V8F`>8y~#zrHZ_nl{3 z&+bki^{#8)7yNspLHLd|4+$d#-xEh1v*?R<9X5gp$63c?nJ!SABtzs(69z7yl6#Ru zyTLMAtT%=oB#uxLAvY|!_c1-*%mUFeW@!1?n2wnJ0pw{gU|j=u3CLgs>m&f3D&Fmj8ymvi?0LrwHZ(4hzC8L~TylZrUPoBI z8;#EL?Tk-zbfO3QUv38;-n0>djQgXQb=eeLdDJpx-Nh%*VL|o|47 zTG0;yu+n$SYgP9bv=iV)EiVC0Uej(xQ%cJB)tf#eI%1UOFI1o3M~=x!u&JX;2pNZj zh2YVJhpC9sC zVhJswk?tY94f1><3||h#H^A@OB_3PFuw~OIcR2o9?de&sZP1_vTLNEhuKb_9Oa@ zjEtDQeZ1UvVblNhX9NKiF3>1Nj#g;J{#X5o-T98tNxKsHU^gImT2IO8cY6K-6Tucx zV}Q$EN!|P@14qZcr4C%@;r(FF2r`1L%|Y~}*{1wP%0CqZq*4%b%9y?VkFKjv5$*lm z_mkvkkvq)5iX{&i&Tmdhwd^XT#3IRf^*SX{EIeE6I;~xoi?t&jr;#T$g&ck1DB?ow zhn3cQuvRIMOFaQc0?=2s$RsjWD87;@Nv&*Jw5P?Dg*{=DfLCuNo%i_uas{N)O@e9- z4B68M=QovV7ioLCQE}Xz50B3Y4D=l4LH}5)ZXYcaCAb%Yde}^*fu4d#eY23l4s7z3 z@2xMrN`N=2KnI^y_tR*q1xt#6{iMg?zo1Ak2JmN>EIW5v*MLncJeo3gu7U-#0&PHZ zhd7G*&HY9WDyWxtAH5mUk@5XfJWXg@IM?zjmIy`-KAtDOpPBc%Y~->6KSZ0!yvr1> zbvuaL`E)XdK$%&~j{5FYiCfo;S(X%@28-zUKV#SK>sJmPH+6cAuc!>^`|dJa1<4RE zHW*Y5_rcPS^wdNQv)fo0LMwxOu`bK%VKF=;a{nVRq^uF|=M)v|EQt7F9fV`n0HJ2{ z_jv~-+;+gf{I~=hgd3?vHlM+Q$o}V65>*s$4j_(9NOj8;*u=jr)>KaIm#KQBcs5m} zYI`2X#q;uq`F-O#-euW*ftLWA&I`V_AASX0bPS5$3x~cJEU5gkubmgw_|G|{M}0>s zuj|j{@w_Vw^a_4;t?b+!ox53dk6yi}5Kmw~4R6yz zIhm#IA!aqStMch0Rxd4PoSUabG7X|f%_l#&#i3(PIUaa{P-!_?_79H-U`a~UD_aEr z3^K8bp8S?5e<`x}{oy@uG(TzCoVT`|wueEcT29FsIos+!78Qm-!O#~1-J@9pl85t3 z3lI{temLY~_ru^`irh6ze2Wp3&5HDp3&H2`c&JHUmrHQ+=^$sx50AS_Oo`$kyd?D6 z_IIrW<<*DDX9T*RkvddS_-d@T!>JaGX6(qgaH@xt|K$TK)02;VcoFPSK#BI0Fm=lb z{>S!!J;W&`_d?}g_$!&KEG!y0DpO^6_Pz*mneWyOI0kO+!^sAtNFRsU_n9;XQDdmZ zFliGJ5ovr8pG${)K=X&XZK7G67%I=??ANQ1K3%XG#uYvmj)`jd76Rv2f;xGoRDZ7B zZV2f&l0;w6TRISziVxd0{6wjVSNjk@I>0-`^oii50>bxk7-h$Evx|_ql*pf`*z$Ps zOEk&q>!)Ra zetc<>pf2q?_+P>CbOxSVi9KB`X!JghQUi{)bA_SU(njT9j7O6V{QfOEjkcVH4TVaV zt5u|&UIkz@Up@qacGl?xjBxG;{~i#WJ>hl(+O^XcD~-PHzHTY&6?T6519aRTlFm1l zbHuiXX|3%50vNYPVBw%lXAm0zF3LJ-L&~Hri~6KyJws zW);-kpnh%zN2O=^3k#1KQ$e#F15%mMw<7{7s4bePV!D`8()hh>H6d)bPoI(%Zuj`s z4+UIWFDwK=q8_Ir3?zofPVCoEzVdx`?rOpz2J?jtaTkLOC+K8JgF(apJz~$ju;e{$ob7Fb(a~}3yHvls612;3w0fdKE72rRJc3o&hd)k9l?{jN z$>8`_ll~m`*?VDW?^&-6dI)S<25IBE8^ZiXfTVxa%=CwnKq*X6FaEPL-Tm5cd+j>D zoUtAPii6NGw#95c55zT}_YXE92anq=9y1lUb0B$FmN!ciWud{2RCK{*?+9p{C=!C4 zchzOL8Q#YdrrQ5u4FrqKm#4ZQ{Ngd4ruA@gFkuI3tGtzYi?rQ#b<{HqhF)v=_P@ z!3pe{3z!-}2<3zr>NG0c*L?>;{K%2oWOT3X`;u=n=38>*mBU(2cm-KjcU&Ba&77|r zXd(@+zdic7fsH3(xvNK>1+9h^7+l6BU=MGpkb`2#yR90?(}pv@*5B}c2h?dl}{ ze{MuwJvc)%sxm~bd5xcM2S227n1!(y6fMUmysorlF{n1P&fE*J2#!0h{XBYqFc+RM z!kv5O!w9cTNnsjnnS7fnW=RsDQs=r~@L&xo9MMTutlHFxD0YiwOr?g@EJV}!plr>Q z|6Ul6lNvCk?Arh(RY#U(Ztn`SHu?tX@^`#qHVH)?Ff`^ttamHzVn!?pibPIIeQPbW zab33JbLsU(dzyrczx$M4E(psuIn6~I`BvlmiM{w*?6u8BA@oZQfnil(RjbevB z;1Rdpty_oKf--FJ@&zUF7a&*;*z7GBNrQ(>^hRFSxA534^7=gZ%WzqdeHs_b84T%H zT5#vvSJLf|*e9h#=Sxp`Ct+R!{{yHn?0~@=D9T;|!$iDr3bh8uz=uUn`tqT2D+L7w z!?z;%vO#cwDox97eKX7sR^FBut&f*bbwU+Qu|&CUPhh^N*c%~8xP+_E?_ z<8MdWv_7J}847PzF4Bf=(Jtwqn%^XaeUf*?H!9X4zz+3=3H`ChX9-$u54wFDsBYYC zdfX8lk74cgspaOJfaMN3d#Xq);8!RbL@wf~8|7B3t~VEwybAAs{;OoQT_sj|;^aWPT^OmI7bU+q;J zAu&X>Z$`800wyZi`7VWC$)Ztm1fm9;>8*tEngulHX>$O6Zh!y`VxsK880bD_EWI5} z!hy^qE!>gur?nOSbdH=~-7vE6;Vn4z)s$)dp1%n+-~Livl^ryQXc9u?i!C?o>M&NK zZH>i;T!=CI`$2$9v(ChGHri%EGVX+rpv=OjqBmVhpE5PO<>{dP1 z(MyO$GQTIntgl5Z8_AjtF$ze-(6=U^>P zo2UGEET4}Pd#X;2!xi58j)5*=mR3jDkMDUpvqUKMQ(-vBu8uRWyh^{8!>Ai4x_U$v zeKrT_glRBiISF$Gg=_o@w^de{HR``3HuIFz8?U$4%D8V&y^jC)ZPP*iIYg?#zNQ>C z9F52h>Ciej?Oi&pRvya>4kp(xopEbsVZ(CDQR*<{tTJ&}LM?tOS&nBw&$%{3Pj4Id zU9%}e|C3GgQus>AF2?h)3!@jfzrgf(yk7O$#%-UA(D4j0mpwQqthlVzN|oG3yfJFw6nd531C=o83xspFJ$v=SXt3?5RhN>-Vp(rADmk zk{-@*JlkxW>dh)ez8KOq#Z*>wxxnt99cuJvc_ z=$7=nj^t-oG|MF;!xEWBGPriX_y}QS0XjB!Ev2Jop#mDgYqsIRJPo+v48CyVYQSn< zdK~k}Me+{`#C-m`?IcV_z4Y#A1H%rC69Hx(>F zyn2Z&Y*@KeA%Hm>9ztj$IL0LUX!?WDngt6CjaXGBejB}~V67(KqB5wh()Et@(No)# zpR~lHVY1}2_!{;-tbE~;JlZ{bmA`w$y%B1Y{-^Ifrs9DFkJ4@|-?T%PwYo84F2tv75yh?7RSF;_en z@*E*%#-S%F4{6N^To*b{I=?MH^<5v{`v~uUiN6#Dv6Sq`gbwd#YYH=+8)+5@=ZNd9 zmb?x{o-KL*rXkRU6bM<(K1!{4D++yF!3rj=C_&tr+3y~+kTU?<-+26yFNOhzy%9tq zJq6xp9aHacj8IFC1OwldsGGFc%@Y0r3O49vWrdz1v%XQ|FaFOssUT@i4$)|(w1W8j zq^QRID|)PEPYH&|^(FwseZ$4;IB0s}L%Fq zey~vY`+bf1Q(`%29K|7&H+SJJJ|{f&vBWU;Q!kl`b>`PWcv^BJ+?ntBOoZs^RrXF@Q_o!fX()+ko6;#w ze4AtUQY*3#x6`}V^T$R}!uC~TffRPy0nZ*7k4TA!dj6B`{!m%(!inubc^@Hrq|mBEk8oC%AK*x@_P3ApGb)E183O!3 z37(7_b@)4Wj#|{+9Lt_J-@0B%RqrIs976oZH87gWr&;v~YXaV~zh;D`P94s3tYqW< zR{Qtq;hM}$_>W$_dWB?uQVpkn!F=jE5qG*aaq<3&t@1BU{J0Wrkpl*5=RXO3unR5Q zV-<7>!Jp#Z`IHZhcvb&MEX==H?ZC;@lY;PA*;pzgCg(Wg88=gsUUlMvxopk#(TjBp{1QO;MELqQ2C{z{2lMAWJMVH$(Qn1K|KmDBdQ z6!Z{HwZgF!yh?rR%KIILA9}$GkTNA^`~XRXV{`<1M)lI=#tn9|1aYk@L$NZMX;8;+ z!Gn@vrR8<=W)5KXRzKFws+TK&ozo0Kiv5NIc`gy5jyT-QX=Lc5cYK=QaM*nF5Gbm} z@H_B!zNHEAgJ;K((_mOvhsRLAT-@jvx`awVPtN_nRHt!aSWWR#BN{2SXx9x@ zHtvMdeIx!j(#|+tIxsU+5ET)m4-rvhqso;4|PK%qf;tKbs z9Tp6X=&lqv{w$9_3YM$}0oV7V1h~)@D8>F*)5Cx;+_Fi-G7Se6n%kF&memgz0_#R7 z=&y*mxifLX5n&L&my?r|ITIfg6rw0qVA<^1?{vi^-uO&(;*@-~iADD_T#qe8jKd-v z2wAd1#~e-LD*e3Qh@XNP5s17Q<#B`0l*)ec)diQ~BRdKsoUvHAA(mrVhiH#{Q7tjs zYDXEjEeW@k4F8;uwS;hmd_~^Wz9}@v-!`sHEDMH+il@whI65$(RlC`wTB0t?s!eUj zjKGc=Z!C_yz9?3Yh&%w*grBsU*<&rq_!t+y8aVI2=sv_E5spV9?8!?>Tph8>jURr$@+h?Y!}fPjBuTOKDxpdxm-1Zo5Rpx!L^tS}zB-NaJwYx31gz2J@L@Fo zBdp&a35^kCVkainS)DWTa9#3S_EC|$rK+)hE?m~glzh>oqtRTO9{ltrMG^VJC8?(> zevhzi(!gUC|7u}4kJTk z7z(e3hG!O_D3}i5l71qn0Hdl3&=9bp*Hzjwp%hTpLE>Wce5}v9Q~&z}`_^7MAjy-F zkp)L=M;D=h3NAL;z?D7et6q&muHE|!HL=w}ZK(*tX@3=3cUZifqjCimK!+<>+iP{7s9o`vgR1N~lt%_J_O82Ee1s8?Db zMg#O`pAMHvAs6|1gC+(-<%_TQux7L=YG^692C;BPP)_WTR&Arb_$~R{uaCedM@DwL z!zP{iLVa}1xr6FaoNK$B<}DSLgT8KOvaCKm-G{gR!!TlHikun1rXvgfcQtc z-z%hY&@eF##eNjS3U(D;S}SMX8}tfhciMnSe~KcHL%8huJA4EToS0&u@NbqBazrTpUHEc;T$L9{S!;N_4|?mjdNf_j(Nj?cfHX%t)*e!v=)SrcnNlFpfrDt2X&OZubYgG_#3yAUGgE(ZE-bCsnX_L1 zf!Z!E-Lz&V?Hd?trg)a4LSou4e8SM0Fwh0QOrjk$xzrY1K9uX745=y#(NJQXwH$Vb z^|}20I59V2k|8Tv{6Yn>`y?1gq`7!3vQSMhdyLELY2|q^SDl*Ac`xn0HyFu8*n0T+ z*j9`<6Jck|N+O#b>^MzQ1jw* ztxLR2e4Dj|x7lkHOe(N=d*AM;y@8BNFE01sSss8ll$>0ttQR{YP1$MVf@?rGe-LY- zj4($>+f&1a)WI2xXqI|q|FAew{MeuSXP4g;2Mg<`Cm+OcXrP7Q{g;%~)PHu~(E&d( z2{q(o-gLuZvPDtj`YUI_iDncVi-|)4E96~n$d8|!XN`e`5+PsBI`(Jrq}Cx2Dn9G2 z;crY9T)lZxIlbED3Dw-=?m%LwEk%)hEql*a4sSiL4MOF2G|-zq(5*dvRV!wPQ!jo& zY@+zWAnVY_23?D|ksDg-+)rg{r{WxHzUv&a;I>AEsM31!o2?hlUhcer{Pw4UgYaf| z9)p)rYM;2a)4H-*qfw1PB!UcSNq7^hbwSI$)6d+r{un;t#PpH4%rz>MF@?jH(bqB| zkw%6yG~|Q4Sk^}MRc$IK|K~<(^G<1MV`B<96dg)`+zN_+k%#DrKT)r&2oO6y>qgr& zAm$79Atcg$qx8RE-7qtSqfjG!X5BrS#`mK3jb&!tbT`Gg(V|uPyVb*t3`dz_) zd|SA%J75I@6FLM4C6G~K#)iaTBgqd7T24|!=#_H<+Z3LWBKo46CNhyx&OBEmOH0CK zpfp#AEs{e7vC8YWH+5kF2r-3XG# zij99@tb#Xudf9{F1>)DC1ifC|Z9G4Cl7(Cva@`||FNNkX)F>$(&1AlN<(&4OlfX%% zXZi2iH6Pra>ePgo88oa{>kVr|WK*9nqT13Ww4SbD2zV5^PGfnPC8TOtLn&5)wi5-OgMqfkZ3cUEDFkY)f*wXu6)65!hSDz~3Xw5~ zJw)=?S5(S5$)*_Uc_I~Us+__72hljqrq6O0r%#s&xK0RQxf3L}XT>X7!t@aMD&N<7 zc&eXkLv>?3&Z_&CKMjq*WEfOhTLSt<2V$nOE}^AJf6g_IKjL=I6XS@b@Okk=)l0Pm zYB68uNw|k{gnrLo<&#Zg2w-Ieosblfh z`fXEsmU-c{Tod^K>6VA!OZCnDqLT?~!nEscKqxzl)cn;1bJk`AgaZ0&#m8Q+){p{=-6=l|52V2p&Rz(@AdsFw z_(9t`tnJCh45(6I+)pQsKombz2)sD_mHS09wP7mY;s-`d=6_K=>-mB?j>pB2<*Fda z!ou&-TlPU)sm7eeURMx&y|mHX8aXfu%*ZH@g`TWD3TIB&YEedMJdco zyHk{ulvE&mW~hePIv*?rhips!gRE7dwKJbdqnpQGcr8ISjDU$2GHfGXFa#N}_O zDAzOioB%lJE6=hkDWr_+mCPGrnx~^n*J)_v1qqM2(N*Ea58=DxIaRCPB|+E}P+9?@ z(LJ!4gE_rCFoNp}RwnRoL~y3&IHfb}c+U$VCc%9J-dE*O* z3Gt^IN^WiQX-g^}RiT!?n(tP$+i{@66g--{C(w1rl1!9Mq%=aZ+Ufgtc`)(p&EjLf z7lFY-sFwJU&%?zwXSB$5#~do=7)v4Ehu_8bLYGUbIdTrj*62*DtQI~_J^4cI?HEjt zJmm7@F@UN;#8(epGecYUYnECPMM zBJ92)X_@MDh}BZnyMS=kpVW57zEJqgDPLj}G$Q+8GX~r=oE#ijvE@Y}_^}_} zd>CIn`$h6bRG!Z$3R#YYM1K0$Szbh6TY>o^B6cjWB>?@!cL1NaZ@n&PDlM-&@CCZp zOAwuyW?eBbJdEDO#-OsHyn1J$w!)%6*&=&6cT=8~byMt|iwikw;B0%?n020Y**zT| z-%hKwB8!yN`8vTUMAhi5YI9Pk%CG;q7&Vdt!RAv|Vxl6gCpra87I{0v<0S%SN#di< z!oN=0b?XLrvDk<+;_1?-^rskvjTNHHdzbK_)>HG);W!w*M#vjNNZ@=;>t8Q<`^!b` zcs74;jM=Axq{~F4okPbQ>q(BVLdNYm)F_X-lqyIGvjHg1;_~VgCKtzBn%2R&F2b&1 zzZp;)O1~k+`WnYePDqsKb7VgeYN!uf7!VuZhed22UmITHNV~A@SG2SAZ-ACr@U`|$ z(cw1B-^s1-nePp1?7D7%nES)^AYQIybcuF8BWIxs!pt1VcdZqynPzENvbq;)<+PKu zG&Nx&f6t|za|PaX0PA+&f5Bs3xx(h%8ThohZ@FA9)&0o<(KJbzfrv_TqmKz(F5+8c zIs;y>R8DNUPW{e@G;-PKyKM8gkiLzrp=6(pNS-GQFo355ob+fqPo-9kIS~=jlZd-- zLqT=$lmm&7nnGCM=z7jThjY-Z^?LN^IUXbOb1~DUg}Se-2hEPhC(jPakFMt}*lM1i zrEX{5KZG3rqE)!{_*HNgVGNVw$By3eEqX`pgO12D`a!E1hKi4z{rh&2_|e+BdbpMV zx#g4lMo>`d{7WyB{>O8VyS_socjxh;hGp-jI^-|7lu+Lg3JVIsLQ zW-7!}b2^7gcwA%>mC0ed1I&JHSHbxRHNn2RkE~4>#AT@QgcG(`$ zWQT2BWbi3x6NRL&ciVkY#Kph)aGW37AUuEFw8w!pArtLpaW>iWh!BXCE2So!J(%>7 z$ud8uaTjli+qBZ-ym(fhTrkfgnn^Z!0GI06^%bG0A+WAc^+i=Us!T(b{0;T|^V_7K zDxojqUh=MVw{BaP=M^4@{NEuVlZ<2-RIyn=QU`{3cZVX6@Y&Y02}LjkR*k#SrUQ70 z=$Z9*smv;JX5rH*&PtJUMidBwwy58j@VCh_t(lH;8|-`@hDo$X<2Ul`RNPWyAA6qv-NS`?Je**Lo{kho5_M*^gu(p{@HBR*}8 zzevBFNnj5~k1gWpeWjB<*%kdrE^ZhY`vyXYaO|3anK)xZ@dh6ctC&2A87|LUK8@D? z)kbOe%WFJt2NzDbcs8Sl@%E-SMBpW|pDCLMBG1IHUq_N8V3uD(^7@I>Yf)ZiCNoqG zqZd_e@4r89E`Og}aLz>$$jyQRpWp46f`iaxtFHcBL2xTDmyryC0{E~(|WqRhtkyS42W^Zvn0AU6of--qmZ%WLu^p5g3>FVp*4%OUb~Y)pj)&O zXrB&dt^=*;j75>V!`L_=;aMophZM-aJhbAO8)0G^G#n~pZWnH*rY^@3eEz{C4WmTK zN|2$NG!$dn%A>rA zo%&w|iU{>DhCH1S8|F_8y{NG?$7P(JLs>8Y5vl` zeVUzUD5U5O_F%+-YDWqvOyPZz*ncvh2_W|mT+{&->F?f*Si%O9$0?U<=Od_xR@|)e zJAG)+HJ6u*g8(4OlmZ{elU2)Ey%Ov{>B=EsG%(%FWAKqcbB)CQ$3c>g9si&HTzXtH z!=6Wtkqi#&;gE^S<}=3wXDW!HsbuTXdXy;JZq2`R9vkFrHoNu`3_4Fl)9`mQt*&K_SFTFcin*;hL2qBplk44?bEXRy^1rV30% ztZM-aCQS&!7>4IV-U(fX%E6}Upt?Z5P2EN`{~Gv}ubLO#JqFD1e!yg^4};97@X|vd z)bkFumwS~@GiC1%?V(|qsjV(j8ii>+1QV?bHojg%@lwYgTN&vF_|)VB*^os$KyYh9 zYHD$U`JdX_+Pu@%pKKV>;$dox9YPcQm_uRGnhy8wgJHPx~pHW`50 z??1d!Kr0!dT269FQaby6x$5=a=PA_#P&*0%fN&8g9spicv>QMpgn-}gDGb4&?Ew%@ zf%pdvd{BR()t?SYFZJfHcaH59uS~8DAWD^%_vRM$Kh8(fA5TB{%(YhNhD4WZ)~~usEs3wiVTjF3&~-<8Z3lLjQ;_v1se8z%KDA?Y|4_$;h-2z(ZV8AL&V+=B#^ z03>Kt@0INO(}3V{74eB-bpa;O0R9rlzR`>Bv0XkZ)vDFv?u;`gMtvAXuD@(j5&x%I zGG7gt%EFQvlRiYzj~AbsX>@B-{cdmoLq7T`X_^lasG%sDt#>=JDE`3d%aC(7kabpd z2S`8=quheX_67=(vZPs91HU0u56Rw8PK>P__ETD!6VP<(~n5son-3Wu6%xsP%NytbA;$yom7mCXH*^Xhp zwJr~tS>Onq$w_2#Kl8i^^@DsoHv3wlR?*Bw7EO{{i$9R7-DtbpOEYmLV;bFw!{L^P z=)sSPWqx~|HwGo+wwc4kQl~cD?K5AID~C{m$WaSlrR^zq0leg6-tL%m;;sQR4yu|d zuzE*eR_=_Tv^13meVTCDN>kr401to)52Rdx&?U1cz!_+UQr!TN3D`gA0Uiq^J+uOm z^lagP1CxiB_^_baAnqk9xYM5b=IvDViJ+4n1Rh--l~b;uBF7HmoXEFko-^8q%x*O06_$8voyrL{E&dZd_vljqhfsIY+5 zzQeX>Pr)a|*5$D+GlS>S?B6dyVF}4s;J-G7h#I_bPx-P8QDWpg1+Hn~hI2O-Ky7Pw z8npu^OkjD@bE<7=CtHdv&XDa1!((kZn-uoCQLEHnV%a3&u>;Ubx@ge80~fL(;5XcA z_GJ#YR?qNT1tsthd3=ogY?thI-&>ajJuQkuPx6h7WD>B5;(V>{%l z>`j+k*z}@kLLi8u=7^Y#>a+-$z^N20Pr`%GqR%WOjaEL97liJ8U!zDH05>k$PTel* zYtuzY`T6gh(I6dAJhD}*Nh0SNX$;}xeh{yod5(s2+4|5}S>Sy>TheCt^Iw6V;tMr+ zV|MHbk{R2-zi#=V<2{qwU!9Uv(oo>omASWAbHF{(2j?{I2d4$G={&>NK-)|IA4}&Q zPxb%)|CiY@;v75Mq3n`TZ`m9&N=Wu5n~ba^n`4heL_{hfdu3*qtdfycA$u0Gzn9PN z_x|hs?tQD9&Uw9_&+ED#kL&)}KN56~A;+OFi~oeRoPXORo_Z$@w!Lq`DtIVnXjldl z-b$x{M~Mu=N!sO0WV|WD{(m=lGY8&i=ecChL~e(l@8e9M_a3b%wrlzKU9(k3K3~QUQ&U zXO*u&KA6!mKG?0eiGxlr4Wt)JW^v%lE35Ov);+s>JLdFE9n9;3UHk>JOrQhyKbL_) z(>TB(176s|r+KEUhgdb^;b{DG%xf(xJ+tfwJ*~F-z0uO2@Y)>( zd|OAia3{#bCgDh{@Ij>Lb>q{jht(jPH8@K7zjLni*n$$av{+ox0^1K0-rl)7&>@St zTZ<}5Q{PbiGOoF3*64cyYu({8gX)A7F%sk|zv3Eu2ls>Cjw+xqsrEn%@wTy}@xh9TAX;XvuX0Lh)UK&` zM45h{UWwIG59ZC6mK-4MIr^+?8%Nyz>2tyDmWbC^9O=%Gyum5rp7&Xf7{aAkC391( ze#6py5qyOOvoRWh#dj)(0Z(|!TmXqUz+BTF&TUQ7|0vr4yK|u^_O;^e-E))o(|=j1h;WZXZo+rjiT{N!~TheP?l9m@HEJ>ec*?L()cfQ#AjUi!U>g z7>iBxD@M8b3BC2Rfs9C>uHk|B#qeH@8ZPnXFBr=Q@6ue2@5@vixmH&Xxk~{dO z%6t3moi=k0QSZO?J^Do#2zmdgk&hZ!B>JMlkVK(SpSJ_8h`amR2Oo+w&=r$M%-D3R zSISn$&E399=%)!A>uG^wA~!$A=cBZ=cSoOd%xb|8gLkmE-?-KKr)~PdZF<4MS_cLP zHtIH2G?PDmf419A{y&;do6@xkN|`M?=9T1(0^NdSJh8%$Yv;j7QUvz~03-W9f4*;W zqrAI&^MY#aqoW5-tFn6RAPouaJ>-a~qB>*8;^F76K$ly)QJ62M~L}Y3PR>n1sl&L3`hh<&IQns_I zrGyN~hrvrvH3oQI+8GejFnfMpp?RC){V=YU-Gqja^RQt*4eGw*yP(>O@Ws6Mm>d-^*Yt`1b*2!xOS#%pJSShiBJEcr{Wm5}^Hq&ScWo&U zBPX2rXU9g#tN29uNe80A6IPm%MHu?XVD_n z7Qwp{MT?{S?|Z(@N1B_=S0z{fel5?aLV_+B_9F5G*L*IzT5B)_?m}ht@Xt1|8UAdq z04#QH-drn~2_e;wmHs(NM%$_R-@&2hKESWOsPRT)s~<&n&1JJ=YzRiq z755pHJ$OP`$;qIAm;{G#V4>Ae>YacD8sJ-$+ah zh!ZQKkQe?P0W5^rbGEqqx=FJ-k0PlGyBKqr)BoBuUqDoA&{oX zu!J;&+AKAfnm0ayh+Fk@*GnE@P!%MlK+Os20(;4N_uZtX^d?T(v1`d^zE4@V(l+ip z;`aMo@x(G9B*DJ(o#kG`<$F`oBFIy8-kxvkb&lrUL1CXskN%@wQ5rG9{A%;BekJp> zeO3BKW4+JATR)-3TP@Qy+-ev6*uh_NlCaYd5$}laMiYVY zl@m7Mq^aXyRHQSV5$YrbJv*Acbrw_GNRov=zo=v)c8|m|$wu$xeItu%qyE1C_cYFA zgs1`$MfuB@)DnX+fQEF$Fc1>i6SlcB!nBPYh^mqmcQq(-cR2SyanI|6{|5~8U{tU> z&h;ZYBP(OGk=XuAIEeZA!q0p>dGCIznoLxe!(+gE^T7xq)1}epjZqJtd=$M3?2Ptws2pJI}k)pv$24k`X~G3 z(9WF4Hd)6TDRuj)I3ipRRK`SOxhkLDiZP>s$fhv2x1|@aeK>Tvf8*`igXaV`iryv! z#?M|6qGsfT_mAJkHwF=K6Qiz9d^z(4uN05t9#&1>)y`3kSvgaH^o!rCA-5Jkjacx0TmV^=G5|M46{qFL6?${}@zf_DBCL(>lv<|ALZO z5_)1o{QG$2g&Kj^d34Lici^6Ej%m1hkk6F6%HnKIc;j+3Ycl<$O z82#~ldU9&2t)~^HI3`VqfHEh?J}Niue%;IECzF&$oFXsW&+bSc-$CINGqBAkTT+}% zEW1k3;=7}zBZeffa(PDT{~aCp9S{YyWD;7(sce7hDVYjf54h45M9L{2eC_qHKkzi4 zNjR|+XCSz+^x~?pza`9m0>xX-5wJ_^3g7+J$@^acS1RYVq^nDem3LddbG0v1_6Txx zJ6Fl#WwKl?kn~S?#IoI z(o7YzNeMG3jf#|~Bj+%mNg-*zsCjwLBGzk}{MSXicc0UN_pi*&YQ1Mtp5=Q3wUi%U z588_}#E^wx^J~87e{II<#>V1qKC3}95aoVcH}ZcuLG(F3!doFl%v??3@6mrQm_N=B z4*tz18nFc>ALOTW7fdid>j~;B>uOl}e4KtoYG=+}u>0rb>$itdiZ~l<0(mBXkSX8% zQRb_^mXCj_`~}MUXGbGO*dqP)p~^~>0QQFq%Yppbl2gduA4VIy60y$V zqT5p3+)7-c6ssOx@j4Aj4U-|suU{j@RV_vIWR^Kz(y<2<=`YvQx{Nh0Sn*0ZTYd8M zek*?_n4g9>|r1+I8r@oN8p0zsp z*lRE?%5SzW?BQU|7b(;KFq<$dHLUk`fk_06xYGUF@fbLb8aF#xKtViZxx#4T1lCJV z;YbpWx-byix!f_-D8rs`$*ke2XTIg>{?wA?VIk`Dpi|Goi?q$EJzoD_dA?D%EOCa8 zIP!ALd)k;-znBDH|Cp3}8mpF7tLOTof<=vd5xd)bvqW-F`xk+fn|Z1T($ z+c+o&M*&oQ;@hBS!l0AwqI0utFS7+Y!cr+RW)84;!4?VCO=xWg`h+f6K6-Rwx=Yv+ z$nLiRBInq1xA80WtpiXR-R-?4r^GB|UL|e*NFygygn>f!#g~^UC_w4+{2gD}J6Fn{ zB1V^JVyBPWu-G#qIj@#Y)up!7<0V6ty!o-jKF#~(74#+)8X4ET9MQz!YY%>4pBIq&^-bJ6AY=%<{O#W6Vj6LmVMcNcoT|q$KBDLB`sJi4l^B1f zfc*uC_F|zb1_xacx8ySE2-vh2v9d#I?nOTPqmQoriy-l@B%L>m2p1>qX6lcM^RpY; z_Zs8O3Hj0B+21R42gE^ksb+5Fr+!P71yE7eahy#!^!Ti%D)xfsi*fSOI(s-un++F& zkhrdR&MYLY2i@e`8ZI*R|IivPY*eY`c%sJ|gDME~*8=W)I0ZwthldxB7Bl8&u_ZT5 z;)|<($*4XrA4U+a=a4Yi*TZz#iulh(!z|zzzBAkuLz~>!j>Ha%hx1_%M*VIV#Stq= zv&)?{49{o#Pd!tb7VqTrH~Y=eQjg;5zWNes=KnH@6x5{c1GU7|gv~ILFo#|KR(J-v zNUiK71MM`TWdy3BG)%Q%;sgIj-{Zs7!DD&CAb4lJpu$~y0ss#w7mI&ahhm+6pGA^X zUz#3xzf3x(`s3##YTJ`CDs3)-<`CbNX#-V0E%m(A|GKWsOK)|zy+P4m9*5Efk+*l5 z2z!(x?OoaUXTJX)Bml!#m|htMZqw=}T5_<+$k(mJa-=DqVWAGb3mnn)Sf<6TyIM-U z8C9}b;)_r75+YVL5_cYZc|3nAk(v%R%*)VD7uohc?I3faI zojaGF6pHg>u>>T0C5|h9I8NtrRND)ec9S^X8Bd+Z;Y^q{0B@QssQxkeJZM4H&gpmq zYl0lyCe118@-!+K#@zujWXi|}q(k!Pw?pdNnsw69+@wFN|L3xc%QNdYjo0grT=6kX zXeVX)`ecIEz=!|FewRg}e+Ciaa4K|)h3rcw-LK@X5{M?f)p}tCvGO88I_k?U)M;Ju z2DNT4bUvvC>|lNtKV%3PLSJPnIXy!c=)4VP>-94rgh5cJ+H>@YT8c@s#j`8(^^`f(Q`s%4>6a;sxz*4~T9`Lb zDWRFvQw02g{)XXqq744>M#6#43e)w2^FIb(MDaE5 zL-25hDlq|yiTj$m;ssl@wv%$SYSQqhtcIS8KGGPZ^fLKn37;@xaSYbT$s|?l=XrZv zyOENS<+q{j$G~X!WCXyeg zrv5gofjhyF7Q-lH@FP{eMiJ;qW2cE?r_PKd75DX1ERe_iJa8SSyY9w@LtVL%OK}Yw zEU~e8{qY&u%NzUS`#7uvS7d5Bo!UQG*x3^RYt^JNt?2p7nD{Pg`I-o+CCe`8=BAFq8M`Nt_B1x5`$T zH__O9?izJqe|`j7{=p!&xoEG>IPIMUf^weFdt>1GY5uW>ZOSzR-uVeJ{jf*FhIT?` z4WkAc1hQ@?M7`zZ0(t_Mu>Ld^*`9rM${GxN{%xrk?(1g$ZB@>a!uZ*CtHnXAbCHV7 zy{W@*g?hpAUGZ!LEe5nvI4j_i@nO{+@*TG3AA6zsa+f6DGV<$)3m4{l(1G9 zTaA|{y}A#Qu#e@kO|Egz{CnFKUY9ZYQdLMSR3|!}K8Z{TC!|xkknMEx?>KUOX0sOS z1^hUbJZ&5g;PC-@f0HRrCHP4dWo6tZkFupb*wJ*M=BQ)LJKYS?w9Jf2;#5>8AVhJV zXGYI$nPXFv{(i`{_jYdce7daT2cxkC5^amN&a>uy`-(+zH1r8NVLW1DfBt^eJkejp z-0uBObqVw2k~up9Si?e?DoCwftu}%72L2UJ*=vT5v(;3#{m&Z{#G~=2`6B=N zPfrRB^K9RqDP`0OVys>ts19KHcqcJ%FN*PA^ClHb1S}E1n7=E%74?J*(NeG|`er1x zJuP*w{!iVB?9AVVQPuIC)oYda)+0YzUwyjWQ3Pf-P*TYdv%sV6I?wt2%bTN8W)Z;r zxA~2`hbERsCvl>Fb+&svRJh9(B+*H~?L65q_gnU=>-UCp5{Od4m-Aimk7{fRbet6v zL%B_s-wSbBrHkH$m0qJ<9GT@0tt%(#0h3-MtA2LNpvP1>OjFSbJ+Jo#nL}OBQtg&T z#pl#>n8*YsDz2cAzBDrdY?%GiP|grls4k7yry6@wE`BWw=%VOzo!-f;z9XQw=-GBQ z@Mw=0Yh-QE{?u*1aycEe@z=KOIT4bRfDIU_ ziH%n|G5)T`k_3Hx%zOGi@#;#yTdkWnzi$>v(dXy`69DiP=0zRwu>)P!uj9$}ls@UV zvyjmeKf1g@G?*Jcd>TvO6RW1F*$21h z{j9g9QD3KMHStOjlxni;125W|mPa^gkh71DwwbG(5P6oqd3d#PiN8RdC? z$Q$2WVXy3o{C6hl-{xLqBsqan%6})73xUPPSyzu&%j#|t=BV@_&zOQd>n+&2_ifM zEG+2ioR+OU%>Ra3-oG9WJ>rbox}=%VT_%QTHTZ5`UXLeGt-O8gxF4%;{y;KE=G(Ru z1Yrgv;t!$S>3fXhp^b=E#dRidP!rzmVKaVhW{MU4oSKe;iV0@KGumy_1Yv)_C@)`m zN5R|zL!oI&IJ+t;D!kA^U#lPI|I~#i9(|bpM%y+@#f3=&c5wm^m%#PIY{!xOB z?Lln1n7Q9EJzk+^Dy_z4JQW|Nylz+U`v@&XfGo(9wU*7r7X&=W`pRj;_YSXHr%pC_FnnRV0zyL`{Rlp@zq2|HLp;Fk?k}#M&JGXT=KL&j$sfcM6_x>K9pUk&KVS2MlY3rYS>?dq#jL8aYSIYz|{e{4jZ6cOI1_@UNnu%zWAFFQ47o+VO;!M z*R~IQMXEfo72pHk*XiO((?h?s>(;S@Ml9C2m(Y0t6B&~P>i4O+4oVjF!hj-y?f>rQ zKEPf*ht{4jtLAx?i?`1&K1QplT3)kdyg$*vNL1 zWluzNOxi_Ro6*FtELTwXTPRQO?7%huAAuB)d|`?D9x#e@+lQm^w3C+Gfta+<$Iu?4O^4}`8wI8Yb*kECzF(&{J?~W`-Y>(s$}ylE z=a*kO!1bd^6-3~X0sfUWD80_-K#^O_)_ivS!A6xr01$x!6@ODlQ|&XpFP@F9AAP!C zL!oUcXXfoLO!aNLe!i>As;u~#XKG*#C2>m}4OeMSEAuy}8<`@TPq`DezIjG+K}itu zqi+8BGFZbw>sh6tF_mun44&}fgL_t=E<+I3(I>$Y;vgSLQUXM|re6SDaeY@VaGxR? zl-|9)tD@3LL@n*swtdy0TFp?MI)P13bpEfKC0!exG^-MezQiB!(wu_2*Pehq2Smd+ zIa#kI7|7OPmJ9}KYe=TCwD-K?>i18M8tS_fN>3q%5yyE&o>+@to2on>kH&#Q{By3u zv)Q=%;h1(8>#FX!_~3$%3IPG1*Q4=j1*7{;&KfxFiLkt>b9FW!tk6ti-p;EJs^ZAf z6`W2}y5Tc8*$MntH=n&cR%i!JgF+IPgcw!o)iZorCP1<+f+j)k=iJVoDInz{_cApAdy)A(iU9?vyL=V@3ED!3PIgBKR%7{ z0)hsB2oSz!3zaZ5u#K<|3g3Wi@wS;KA1);;YZ8!kHZLK|T)*~KPa2yAPFMY|tt~h= zYJfvcE&GqtSd+LPu~^yan7$OLd-q5te$dj+r|~e<6Kp}di|JDF*@{tQNKgo_w^>Xd zg$(RY`5){q-$EF0d-o&SsKf5VG9T4B(ROW-K32()&dZ`Wn_|fBb8v>ra2-h0KB+qZ zh-?IqHEftJzO=ltnN%aD232D-{1PPQjR&l!%)2w~6@?2-A8$Ap(r+BBoz_XY9kPc%l;rJ4noOY{t#+MM&xozED6a6DuXHjk^mf6hX=qHB zpXcSwNA5LkcAfxZb$I0_a4%QgEF+)BRfwQat>?2Y7Jzo5^F55qzMIV2AtjYnLBWE! zOz$!KcAqMG0owY4*x09J;b@GiVDZpoz(KW4^CU>e-~aCZhWCREMKk3!V#*QtZ*VEU z@ZIX96dq^BCXOPkovSv6DNB-be@gwORd7*hYZZ_XGtj~s+0BEMKSo}fw-?D_IS8ZM z8XNDARzP>kY+w^H2yvJKuc)w^c*huDe(@Xx#^r*;8nNKg*PnRyX;Mq5L!41E{~rNoM{JPWgq~GgleaezFQ&* zZB*m*7}jgh4f-Ce-drB8@7M=8ZR6i^4T>MK4OI-7HW6p=GCc0Q`KtfvMetJoPj%R_ zH!^x(Me5zyrH+SVqS&l)|1g~5IwglYJTgd5=#RpZCZjTs^I@PM+0D+*YVpVu(uxIt zF@LmqUW66wCJH%9ED@G()Esg%Gg*u8hwh)Xy|wo%ay>Q7MG@&q{XmGWlx&Wx5@Ho7 zwz3prCbpb--+1+zU?y#xirm4hSSca1!a;jobZiv?KgMAohoGH6{4>0j@Gas| zsWJ4IjsX#0dGG6^Kb^u^7n>-_9EXY?!Hy^AKK*oCTV4+L;M=~zBb@q7W&efU+QUyJ z%~?)g4TG@+R<3?3G4#L&K3VP$WQjO~Qnj}#)3|2(;6pguHLoTi3maQP-<1>g6RS=* z1)IjNc}$G=@JP%&5LxZ+S@}yp(oc_hqNf=dSmNdSbnjGdkbCq{=hFNWeY1~UDDN)n z(+oyf^I(V10gl-?IC|jdh4YiLI3LF?|NY#pvKXeKlri+>Hr6!)?4|Of( z!tvbyrc-8cLt%=101_WvkNs&8d6bJ$R(5x!*U4O%kq93`q`@HMI8}MBoD)M}d-v|7 z-w0d6(R{PK*0qYE#1~4K%QR#j)xSBpxN1W<`FQes!|#qTcZ?K)yO)+GRoW8?N{ z1dSa8S?=rN=ZZ^>v&q&1caY*(i9!36wl*0T6{4Uo0#Z``@SSg_bOwL4p{+Tuh;t21 z!<(=-IrWnvFwq1FYN+|>7i{qTgrpFNDiWvbC(w?;fM5hR_j@7b6!b|r`2U2iyVuHhmrapW z_k`l@i;M2!4)wJq$)TmK_|~IOh=rs~lYAHuCw})Wl+T3-Ncervu6YR{&L+(chqb#G zS3L@bKdt?$j3fJs9UKTtyZ`>>^yHC3TO{p;ou=b!$Uk^xISC=wY6?ifZBKuYrwmU& zl4AT76~w9*!_+lo5&h{5s{g%^b-GLS)$*+d&?DRu_Pz|(k+?ZD;|4|Ek817_;C;(bBgV5 zSR@RK1H53Fch>7{=6~HSyhRd8s$s>9WQ42LjvxgA>UVxEB}474{sjrDi9auCHo)fb z{K=E;drI-}Ri4kH%-4m6-;Cw(`=gu3vnjP1cp*F?Lg1vBPc(Y=plK!}`lM8sZfYh; zIEN4^jqs2p-<4zOB;aIEc>Ojmx;s8Q;biL}`SK=~FC>f*k1*4cmk=hd*fwV={Z@O{ zMhYYCGeIy*g8OSYy-ND3W>d?Y$Z5LCOjiQbFh}5(m?=1yphSH#Y9*GGthEt@x3o8z zTy8c+PS;dM_7q4yz}3r`&=tzrohN-~03C&c^+*Y?eO(Lr@bx(VlCO8OQl>6=KeuxW zQEit@&DVJ1IJwpkH6zOeF4=F5C8p)}o6*^+p}|*N`fk-`^pRbDbyv?*3qf6-_UOs- znLe)`6r}3JV{41CWm#x3aFTd|N+O(VkezefAfc7HjzZBPL>PW$#6tM0^XR}_$Bo0; z(ET{(++`6GLZJ-AP+k><(MF5wFfk)fL8HsjH^24LjqGpTi+)IA43($g63hFCJ0j{E z{g)aJW6tC(1%i$ZIJ@qzf2jf&OrIkyE&0jDBn?vJ{Y4G$Upe|JKflg@19;;r54Eq4 zZe2wX0d=yNu=BR9g(Y?SsZ)(5^{cy{-;2{_!Gqo|#YO#|SMVSnpPOY*gNJ?%E zL@XVVtm2?mamtz#?6O(j&4bzF zRy`r^vIS3`H+lY1Fxfh6t?W{IQvc)zAxCVWT=kXuM|lwfGLGRGA){m#n@;IhQ{jmt54Uc%Y*v09KZ-O}+C?^5qT3&zDFr@stAG75uplK^+mCAN zKUO8tC;$6r&iT9MWAZkU8`U)$U{)RkU*D7WQ%3H`g^NShLdpm^WH1)UTGJ% z4VaAOb!E)SDIxu`yCzk)H8cJ$c71)_``~b}t6%cC zBFPr4u8OML>O#Yer^M2fmth-BY2wg4b72I(UU2E8-;MvT(ZSP7uyuTxzy_g@Q*oKF zO}QBGu-GyCM&<^P_?hYG?QJoVMH=!|%T>B>bqk7$iW>9u!**?nVN$jYnF>4=p8kIq zv>{^(PToELcBo)Wty_W!;vd-dNJSU%EfmoQv6jqYsc~n0T(-6M|H)SmBgX9oi7J<@1Z~l43vyj~(cl&QkMT7Sm4+cW1 zJC5UNKip08dL=KF_nS%wKRgPdM>kooTFym30rcG}#U;5Cx-x{*8QNNK4+P5_MOneL zPXUKj#$A*$!z5u9ZRpNkgH^;q&KlyVDm|n@f>)16<|sn;s`P$#*A$yXwfo~v(|VuC zi7&@>(|wC_IdYtk;RIONTM(u<+zJFH(Z$ePTtS5;@880#D7f|Y87k*5m5b9XRv@aR zOE~GNEb6E{6*jh(*=!8Fca^v^f#tyD?hm$By0c6N5O37e1h1<~|^hKg8%$kZ{u zkmg4xGrMxfZ;a=4u}`ee3gl}WURM5^`@&L{e23^l!MWQ=3yTVjlJ5z-ZAvs6D-$6*d|6c6^^VtVA zE2eHANZ?prg&@bD>u6YMQDmivk#}WTnOtd-I={_{O0Lq3=kw8xx3)RHoHTIstxU4> zX@JnPtqneWQ}xQ07mca_L48Y+g*H9mOWl4mnS0I0zt2-JfVp-h1MdFyDgT+_?!Jct z^klK6dJmxfjITj+``5U5qX%EzWI^2a8*ab4L3ZEbws-OE678iY^sTOG=CTil>dWHX zQ8~7&%w9`FeNkPi*OMdpi$8n^AcObfpx5Z~y(Xy#pBc>q1~-3Ec%di3I9mbAzK5+Q(i^OI8`E;GTC3s4Cj5@5F&b@eZ*TC?2j@8Nl?SXh zC(w~805W2|;o#lD`r=7X#xz7tzBt422wlZ6t$Glo{Io8{fq>B#KC7UW&m-oK+#TEY zjS5+<6~b_pulzjcBg%?zW{7hsw_4^@m098nC8ztwDj&(Hm#1NQm8*n27j^QThTl3c ztz0~`uptmc+(0}E5VdTLUHr;YW&fdbz;eCo!Y2{$nXl`%l4DM0odM3kL6ZY{3EcGl zu!f6loJNa+S^>$cXG(s|!JNYWr?g_4c5Puwdf3r7W&{HCnxLBlSoA60Rh_?UBn1LP z;a7l7WCKls>Db^q@8_mxb>BWni|l&gee2`J-9c3vLj|>rSBSeBp2uyFgw3`2*jDRl zg=J4mxm=9&pwlo?IiIg?b|oeL?FAW%%Z5G8Zc z`Uh?v|HW`dkm%Cvp8GP0BSge0dT&SJuRRV|puISAOvlzk{k1MsP-z+I${l@EudfnU zJ9*|SqO$Kz)HZ!RpN7>bv+6hy~9xJ2bTU8Yog%`1cxkHh-$uu+q|ydVME zESy5i~4)uk-^olGQNFq>2xd>wzmv3l^Vat8|ix0|`mb=p+e-Y%Ebx4@=HqAb@!klhi z+I&ntZUwcU&e8kAV5LObHTSR>iQ#hPcIXu>|84vP)5CTj8-y;8vMfO=Op*DL;DT!^K5M_f{^ArsR^3vvsUzR{xR`*wT?pQXxE)NDkGo zaLai8)sMWaWZ1jvcF!mGGZT0p5hFQ2x|FAD93T81bLl_m4?Olfbnohz;UXc|Mp8oqXZYlR|02DPO| zakstO`u=Obi9*_@9{Iz}!rmEZAq1S1X9d(h6BFZvk%)8Q91mwdtjS!;hP6TXU;+=P zPc#e6ieYpI-T6iBT;kcCssYt1$6;nE_Z#S_Or1s}d&Qb(eDXm-_^f&}J>Un-bjAxp z>~ybDl`ap05L~=-VP-}x8(akcCd;g^!bJh?Xf(aRP|=-=-aVJZMB&I`5BrkFcRnRf z?-XCcdBhBx#q?YVZRhp4b22__4aJ)VJTk(`3{{^4=bg!_Z!Zh->^5MP>0&xiWJ$4A z3`L~El)j~mrwKK2Dp?YoJl(=uccKqf!XvxPgzvKAu<8Yg!KwuKs1A6_AknudRT#Xl zuk6DVv*2g5Y6+1&iXqlVfPc>*1L>Wkzq!^{g8l%|?Eo;Y7|+IWIe=DTLxw zZCXW8;z+FxE!XGliybGa7V32eZuRPZBtlmxFD(x(&X94q?1N5_jI}HO>tiBb>YpO1UH<8&{@N^Y;N8?MYkeo`Yu?x0LT)Ed8 zEkosEUiSSzyhoizv8&q%}9v&g8xM0N?KizCvxkXN4 zSv9lYV0g5=!u4jQ_j1ha4Fwb8tm?!|PFowJVna?t_Fw=mdx{x(8N$WV-JCKn9CL{{+h&)_AEXVjP54h0rM7Y2C0T|9lY zM-J&Rr`I=Vt$X9ZDVZ4v8h3^^#Q%O?YgPA;p_4B+Ny^gW-OH z>R;r~Y$k2relPS~J6TvO$axMfZ^_1=i}g9yTUZ;7AdE5~7F6dj8o!6!FIbdHZi?V> zA#WHMoRmhJNI9augxt4fxtcnLr4dlX?iLE8&@?nLrKnoh2WzYNLHpB^;656yjb6yi z%#<%2V6s$Ee7xE zu_*t_!v5E>e&PzAoJ1Ipp%CJH6N+~ieh*H!9s6&msjSE2>0%>xcCViZrL&*qse~JH zqI_)^1~dS1^)PUj9+w^iqH~^Z>In z>V^}!8A-rfDP&80kACQ#zitU2}8yQ#HkS&_RF7xATovbJjf&`E=q}}cY3aUwOM3C$)(3H_@o+K}D%L{i`u!G^rL?91_RRS^ zAFq;K^L

kZ^L**|wE-bdA1qBEm`$(b^sQdY#hWb3fK$-rS8K25DI-X$s>!3Uyyk z<-g2M7jkz1gA&GlTh5zunEDm#Qo-&?Hl9`dhSKk*gl;eiO-9`Z4 zpIXMNkWVviKAOT}^{ZCu4+g}u|GX2OdOUH4j97saVIao%cs=~`i!28JGJo~+3;k~7P4`Q>@blTV)BF(x zoXj}y+V~>Yq)xrOnRNMJG(Q?)kVji0_yxp3*Htksw2G|oT}t(5ViYR;bxssA>Q$lh zGUd&5+R=O8VM4cD9YPeGWuy~&xn6FR(JYnXQS)MEGUQWB4@Aug7^AhXY~MNQ{HguPidC|dxUGi z@6`l_%tr(JU4^u&VaZe4&niH->Z?}~i@{&YAS+G4YB3DZ+CNjv{2geIqMe3)vCyW- zMQt=ER$Va7h3lgU4ROxIC+6H%X1*U+*oi&;Z5fwxc(?y1$ym< zx^QQ}v8$h~&5dL6X<&Tz?mzM})#srU7O&JiD53&$QH~SJcu&ee=rKSyR)nQ2;YSf~*FST>Kmogr`)}#Tf7z3jEn$-f!4i zq6oY-Z($N;GsXb8+l~`8jKFF_cUps`n zE22|Yac`!i*!DjVVlAe*ZKjT~YZRf6_r2RqdyU6jG8<@z33is)<#9=YyRrhaWs>Ux zV_kFHob>3epKj}mzkU+bmwC59>7#%q^Ryz^l7fWLK738{u?MLELN1_R_~@Y6Cwux8 z8;L?mVF{b0$E@Hb>ZZka24;#N)`~bl_C7RwPn^S@oX{CuveY0oLgqVRsU=fd;X~}D|RS0<_4^2T!U?@-BS^Nz2MyG zC?Ohlbeut^Mh5=B#te^h)R2>Astpf{(MgCxirn`4e>X2$T6Xs=LNxs=P;uC#yjf)* z{(~=|90YKXllPN$-5$S$2+LmM>QUzDPbkGsn%DW)QQ?WIk1vOJZmVsHhKwH@5BMnE zI`eWMph<;K#JJ%2dMkCq2wZXe7pSDW^KN1Fv~e}lXC zx1S6u1O`mAe(vUP(nAKc#;oNM*~4!=_4Frk2gb)h2H{PL`AbbRuViDIkID1Me-RP{ zk)`!#eLaX~Uy9?JuXNR4>i&{&yt@g!lD$6v^*c7d+-Zr&`4dHqFkCb`wZLcM z%UjM_R&!0a#TZT86g+x%!FRglGZ=iGDWaYnbAl;&-v@wE$q>#3!0~|w_v0m2$NIN! zJumhp-n)^iZpNpfBH58@ad9!tr}+?!Lo2{Be(>NuhaYt$cm;e`r@j%Myx$oyV6teFXQ=3b5eR1225 zL!Cer)P9AO0>c$kwpodKDCN|t%yvc)V`8SPp#<+L@F~K{0B4*NWzgArYY_P1hnCsjWMS)~Z z=6e0k%W)ZKH*s*A!<|lq!1QPt_Co^ZlZc35KUeX7FX!&C`DR0GbNM|?Jea!Ka@V<@J59AWpB0ad0gB6EqDazVa^|fdN}l`Ncj_CO`VjJ!*qo0_TYft#{$Ir%ni+$CHoyN*^|# z$ZpQ}2eNCIZFydz7BCWROSa|KYxuXzKPb2Z(hzl65?}xh_G&I{t zs>fB*2{K0C5Q+YCqJ*62AQCjKfU3sXce|b8s_(bJY54EbPx4OaT{;^|Mm{@S%!K8w zkG{5W*Br-R6Jdf>aC&`{%@1cd4hwza*k#`9LvHiI?k>^7&m?n-Z)OcK=}B(Waiv`^ zBnuM5pYBpznt6GfN^66yJj$4bVn%?*Ad&E&YU?(?9mYx0MhrwPiNZkdxX1+Q-*|V9 zhTWZR%oD*oSFFw&>sFpm%}dc!uqftI#+vXn;w2*DvOv#l+7L|~59N2TOm>S;)e)%j z^nPRsl|qyqIV?usPkeQJQ6k7R?RG!2-%4bTaMhQuKCZHO!R+Q{0;K42^g#J!V&kJB z<2J6Q?H%KL!Z3=7bhf%6A5B9-9x6{DLi(YZR9X@HH{s)zog=%^WTNVx!1DOH!Tt`$=z^(6zj%WIhc=7oeb>`a+{x; zG2k$-cKCWhSa=mqy3>FKc;V}2?CT3f0*?>jgpY;YU6^6OPK)pMH~k~zf$vJRW8F-= z6#fm&>`$w1qpG(tDV3VK$-l?CrUv8JI~Vf5uQvK{`|#bB8Io#ccjd(0RpzNlh}Kvb z9hZ1Uz*WPzy93Le*;fc0(D;Rx&bHO8HNqJti>Y}$K4*&g_zKV_Yo^?trket4+C6@4 z{)gD>=Ew`ZzD^@7QiLMl%LjJ1l=TuNJ+ZUzVC(wZk^e|`s^!0&@2I`{s%g^C6&IG0 zP1MccQSEA0X+c1PQmR_|hTAEyQ+7O-UM0v%exI#YZ)JyW8+ap6g!g*ZQQn)nwsfC1 zTgW0ky;$#i)eAYg(DkgNS0V33XX`pED{^~@hUEOENTr|TY<}no&Zc7sljqw!EZtTl zo3Ugf3(@9|xM#Qg}kkO0uv<+h^_Yvh?N^JtMJ-TzTJTWn)hB51&zPfGpmX zz%dQq8rZim+Iw4br?r*{mQ zugR(nH4i}k^j^&f?{tp1YS{y$^t6|0ija<)!fy>SG+fE^b)AR3OQrw0 zI!`v<%wIk?z{?8QC5(4R#={RXIKWh8j`bA^4zflKABLWu9!l*jz1Cft9rlQfKoVj1 zCO;PmiY&&a_dhy)Rw_apha;wcK9NYf4(8slsOG(e6wIC zB571R5}8Y0T+M}!LP+Cc%OmgJXI>giXz^k1{d!ivR-LCml`spMeZUm}2j?+utOuV8n%h7>(y2Z8<{CeT<9 znji?Q1N|pQKmY4H8Z&=nIu>DuJ$d}}G1w>R$>Ta9K0E?s|IZ-I0jXW8-d0DE1%l-LzUqe7}+anHD(d#Znwx+M^SDP94cDlp=Af_~c+#Y4`K zfh8L8;C`?D*ErGM$&KDk$t>$Qevb~WvhBl-^o$F)-Du;+p4hD9w1;_BCx6ylE@mnU z6#e`fbk>fPHh~r~%b}{EkZ<`_@FRFN|L-uSqE_xY>3>|6+6XT7ELKK={FSN~YPc;G z`30YjW|PMia_{z(JCYE+8VOtS?F=$F#5&OW{HV@)rn*I;JtigwJ_F2X{(-bUeP-;q zKs5C)4Y+Jt9%)5(Vf5rRj)aKJHzJ7lCUpm(Rg*GnM!4=Td)1LNTg`|1|AHj~H2#sy z-u4&=J#T0P>{-H4!SOJb`a_j_DHyddxsJe_aR5q1)%w;gsLY%2mjgs%+747_L=Jf{g$*T1Wz z>4ps(EGavWB8 zJ{VhoKhtLd%l3IRC*|1wZnEi`=HFN~aEvEB{sB{Tiwn~&>3>_ZO)zS_nyh2)f1oVr z_g*tc7T(H+n+x;hbi!@bpge>#jMbM$AL|6*6%e@91I*2KAH$LWVKxiBfVNsX-fj}& z2RH}vsrUZ-nsxF7(KX4)IEjg9M`R}oc2ro`yq%gK;~2Zg{FljYv?Rk-w!mWOz1DM! zmg_G-p6_yg;@C!lcwj%w4*53O`z3*ns4Hm%2JP;<@(5QB*}f?IVgx$uzJ1~67%n1; z|Jv_iF+mNKc32E+*!u-HmY8_OG;2LWv8LPibNnq-2?)%ZX+t9fH$|<24Su4CC=48_ zbEQ+R$=wiy3MMRcNLZeugLdW^&ko#@kQUPMtfDc_~iSOc-y1W-OQI#tn_3j?N*g~22$zE}abDf6UI6sQ& z#e7YRWLZ)baN`xk>ZtYyPoOiQR~&BfZ-9L*RMOt0{4%x++Y3*^d;H=W1q_4dK*E(6Hhcs=U*FVoAEJleo_)HLCqXofI(*s_xV`hL-(`{(7fnuZ zg^b>S-LQT+@BDzYwc3DA8)=MJ#rQ)?MwyL@@VS4MU_X*xN<{W+nX3(^`9)(51rj3P8xUJIoATR)oi-i0UM;mQHNV@}?N$Wnb z@=$0y%I7J#l0wJ{!UOy7FCZjySN~m~rH~!?%fak&4jRYbJIv$*CePuF7%4WY^Aj@l zg%nV_APR)2_as9iIjZ2*iamxxU2OcoR2aa~uD1IHPv4mmAGX@+;TKGRR?~Ho5nvX#hV2O0w3k z_0=_RU?XwR{P*Cr1|>408H%DKBYN&x9Bn`Pp$~;P+y71qpPdiuvpkH$96^b{;5Bl` z7&Vh61SuntNW!oYeC5clKQHORL9hDcS3cbT-W3*Rd5-*-!P8Ks`r%hLxq%`FQaZ#( zoCFHB8bqvC;BUg5XLew9g^Vew<$8}bA^Z0%6#Dy@`$DD~7wdaTpY)WBA*<}5izN>C z$-v}R{cG~bt`tqKp#9%(wt|G+fVhcDTXZauO|gjE7W%1!=o8NKo_w zHa*{yesKS-7RkA-EmH*nZlD%(WX*M&8Z>7N=S`W;Kw|VD0(*l^Ld8uWQgUvpbWvEn zhv4)0zBD@P16q5}!XeR($U;+ch6m^YyRQ#ww4d*G>VKeoq4(sjc9kM{eX$EjBS>ii zY%>|21)hy2*!nB?vR2ycnp6e#&lA}rm?$HA(jG)}i#>uF&i)jH$8W2nZ0)y7pcLrrl4n8zh ziti3sl5e4|%iv)rPbu7l(G-D?l2hi(T<$@E@*4~O z)m3?~Br`G3iJ?2Uf+)#1K^U(4`er2R9TfHSEaG6zLG`$|k&GOCPbhPPsNmusZ+Pnp z`impqy1W>F-Q;s#-ST()_TLR?4MlMYmiX83hr0ISK_3kHygTc+is=*;50!_y-|4G{XTcNGCziV>jMdNWA zD!`Mk>k1% zjSme#D+wx%sSl1fa$EvFTPejko5&E1fqr?!Wx}y*vMtKWirVIfAc1CRqSQ%B%}vwY zAsr2+9%J_bdCp`WqcR_gd+fQg@vXj^0o?dzJ$Gp4GCG#8tbKk|VmzK9EzYPh!teX6 z8VBFO5e~zzPgn0bj+Ke)$Z}vnE^wK#cHaxqg4n#M{2D*Fn-!|2x`UJCaDDuBD&2iM z5Z7XIBr#r}9)bR%|MLE*Z*0WoCX5(pX#1}hm!^F!XluOc+(H(5ZPf0^NHGX1hF@!l z(@a+3-S0~gar!&-0Y+MLYDzZ4+UsGr$Nsx(lL@;5pw+44lte$^1GJHsW}RwelE`6W z!9|Q<8z68UQpvHd@idXPp|Q&l2==fDv~(Cd-|B0PKfH!1zU%R@dYpgd?-bDt&eDkZ z_5RAb+$z5lb(6zwnsjuH34!LO6Y{S6S23%9LG)w@s-4)>(j5U$K8c~p3y-Ux3n61d z5U^&GFOFo7z@q!F-c<`cB_&@^J{H~RP5Olqns>#sNTqGhr%+g?*;spSPC@8XMFmon zTGVRAMe6c#x$<*(ZCJx(pd;qhx6J916iFw1_Ad~D0O7Djpa_H{Q!)lot36XX(Z@am zz#WM%M5rRn;{R1ufd~LAmY)EjNv&O{!z^8b%l^)em6-8<;|m0qG)L0dycruOQ%wH2 zfgt|XGA{to1Cc;s_;X(g98h@|%{U@1i@L(f6h`v5iMM{@AfYc5zviZB81e${yJx=TEpmoQbx)xiW!G zC0I+#KwLOaeZeqLAj>~kAHUA2R}b4pY2BviovZbqJ{N9A`KzpyU&SIB+qn3xMIalU zD?eC0GCJ#eel70&jT{yl_)l)5uRW1=(!t}j=08eU_n@TSWAaIlyIWzjhVU_p>HY}O zdiRLo%=Y!?^uY-ykIT#KE?QqZycM5^#z-nP7Hu_J!7qEUbrYGhn?GnwB`%JFcsHMR z4_L>&{AK|-b5B~5lpL;9miRGfM=8t^U-ESd*}%^6wD%=ieQ5NN{U^YndovI4n8Xi) zE*n;IqcPlVt0w1giQH*2cYlh|=_DjWcx_J6AkywXnW+D7X!>7}>oUS{n-~eU7YlH;0 z!`wIN63vIMfYM~R#Gm*9&-6+6!$Nphn`J+AHf`9?HlBk8sPX*3$mTKld*MnP2Z=Nc zi=0X_72mr@g?!gHur<2ERHHaxLhgppsP{r-p2A}C0cC8TTsbiwlGQ^0|&}F`h ze>9{{9ru!(#wUcr8zTwe7&Y&ueSnN-dh!~~Y}!(v0{@QUVS%@c2)9|b@W(3oYJ@$Z@XrYxuC6AK^lG`E3=Y7Q0^WP=~f@vf;d++xf&y9&;XiK!?e)6c&Yvc4( z0)gn4xD>yOES7a3Cgs&Rdhn6@^X(&0y}WS!jIJYwLc!c9+$VP<5@HF+olOI-y~s_3 zIHkLGp5Hm{uq=SdUAk=MgJ(>ngKeX@wo^WBj5sd zbhzJiSuHYI?P_83=8IFS>&d@WX=!CF1T$Q-n2}`&>1>=_l-K~EsilS&0(@1HrO^5Z znQ_)NJqTC5PkPzSj(wOt7fY95qV0DNNQX7sD)7)u1hUs)bfSNW&rkQx^-T!7@&`C{ zK0MCDSA3P6jG2XTq(NGq;r)Gvc0Day2J3qq_ScXxB32H!JID_WDrePF2v;rxR!R>2 z5@V3LzaV4yI~4)Da3Z9f)HlY2cV?!nPE9U>Y~KfVc!(E+Egi18LQhwI&bNibK86W6 zNKH*u|L5I#c!T%x+0kO$C4fmOzAHa-AQJFBaP>gaIlw3fS!00V*9nPIwCCH`jppqr zTEH6kpPKj~#~WVrm&*R_)Le=QFO z3wv-a3d)`8_P`3+$r3B9yc)Vn`#Z2264~l@zca!)bQ4kbydvqliD&PFy96=R%R4M= z2Nd2#{LD&J0k4EPt|=c?iyfl1-Gy}E+IU7$ zA0e`-Y;0^4LLvl`qPje%y;h^T<8I3+L@NAh-);5XYf6#uaPm56eNGIValPw&NH3jW zD4rG84Ks6cbeLZ(shkZl`uz}u3bP}~%%}XfdQ$~Dho2E6DekFIcgQfeTlIb)e(-UW zBm`U+3AN@`1EoY*610M^$V4uF+@$np*8>Ab(fto zV<13=>wt|_qUaY75=0THzwvA9lFo;#^B}YGS{A^CKS{mah-}JF8yCsY0kQ z9Z^NtfpCHP1;DU|0LMNz`O3r`9pQtOm4U_;gqRwarn8=$NOH$xP6-62U<}To!%ZBC z2aDw@LjZpPiR4d|mR-{J#u~3T=q4!QOi|W*KJ^^z4=m7J94k^r9o(nf`3T0oBq{ z;j-DCB;g->>#~v0fc(1FrSD2h+5`JEKHYe9%fR6A*Osqq>f1&aGuT9MTcFYwXY`gR zvo!Kh6)*98RaJs*#x3R^3_o{)-NI3%{?n#k9cmp~sl|pF|25dWOoKzBM0XWF<-nDe zD>wW9TT;$Kp$w?e9@o;wsC844Gxh3y+z^Oh$i#whA^yZ)QYxsJGENPLiK0|Itky3N zo?C}Ur^?8H8b{s9K%+=agO?JQ!qO4exVvtH(aO9QAM@qz2vs~D@eOPX(8ea_ev7^- z_iE(577KD$z0G-hvcIWu_m_%A>KIiVWhZ9$s)K9ZVF~S!jsRm_+wC{TK=dSHGTKI! zeSFU9n6R}_pgwVlakGBd3NhqA;La4dUfu~^P!+(%LohCXe;vZ?SH2Qp>rMbHp6;)G z2804Sz!1`)?Wcn(*j#zyH^P;mAcvqQ9^)^ryGz|*NT0a8IBbGR{epqP-ias8Js@r{Pv1x_9*>y=mLhO086__vBG ziQ39WAL*0%E~*s_gdn8DV{bn8+;||(j;%zvcg9G31QiwlN^{z|hqfVds`qa8T*1L0 z#fpW)#o<`Wszv1^6(f^QH#raKu_)p-4H*5`n*=)(KN$y}6hWrMbr0GG^_@`zVxlUt z5GJ!46cHXa!z=7!9E$l@SWH@*#q+r;JkGzqL|&Ulp=5Cp=|<|e36QeTHW`my@-CI2 z9ZBJ|SOY;)qE$@@n(v9md}`1%QwVXz~GuDfb=w#g_3 zAinU3O!K&$$MSFJ>p1EP)IR!Ba%eN*K=8BM>RgM9mGy(^GUiDWK+Uc;f2B_|u(Lqc z*p_laVxStU89Czpqt7;%m;Y{B5qtU5$s$l3y)p54|DlQ^@F?}2Y*|SXv2UQBhjmPV zL>9|sbbs1>egQ(%u)0!EGURtp=EHAU1a&f_MXT){anhp z9D4+|3mrpiYwP`$0ZW({ajuX7e`O0=h$t!!cVK`3j}L-d7aSzmXrTMypBVsKQQ(q< z7eCA1IgSLehqQ@QC^GFanhf;-SVjja1_V0XoqN5u~6 z5fN03+DaXaSw>K^Gen|NxCP)hc?iv1s~x@KzKZ0}&b_N+7%=2c0y zNz2%d#pZ;2fld>JMi~$z-y6;t2p2tyW3Vd?R#uQFXV&$Ws5|GK9~Vb`l`Y=X<|Bjx`bAa>>_JW9CsRXI)S zao`0Ke`{ko>~K>*JA-Us-pBNDo&Dgm1Cw z#u<(}m_6yGB>$f==}i~g8tj*ZOt6Xw)&DiauYFmJJzZMVFqVuB?~L8!f1d6pW)k?3 z>f<-V_y>ZTQP>jmZC82f@(1-RZCRoSda|0zlm^-QCHEYc`%K0we%Tj3o82XTU8vRo z&gII{5^G{<1WEPZ5qhzU1_-5m?j?qoC$XdBF#2(W?a#*N>4T9nbGWlrcEkoOXVh(N z8s(~XzYKCjU|AO9n{jqfn;}?WDzn=`%8Plg8CU3b{CSxUrC^POi)@Itwm3;jrRWzq z%&iV3YZ8t}lix4S=9Xibt3*s->LpwNWV(`Hnu9lzN3 zY6t7(39eXWKa%hX?Tryb_-o>tE-KzxE=LE~EYj+TUGrVPx=!(+t;cY!z2tc(b1=9z zBu>{WUFvr_Kn$)^Oa0l&y4Z8-rAka33c2GmwZV4Vs2|Y`H0=u#ntL!Ffmt5{hD^Pu zJ%LnzYilbmKJ| zb0Is%09EAsoLlc&>~LZ8Z(G>vn3nQdNA)j?0x^j9|JF0ETW@z7&GR%(Y2C68TfX-T zl};(2wxV3SRpQD*0~|nCsrlwG!Hra^tWdNi`m1;1(st|XV*bYj=SS0rU&HTPnXrIG{Gb?%cSlCPXJVXJ|M zde4HUHs7U6r_rRi_LqLk%oLg~btw}4{5P?jffNCMvxbJoXQ>H&n6+&S_}xubPcJ}Y zfoXaA{~GI~cj?ad(_bI7uQ`bB2Zp;h3^NM?s0gRdv(tlWsX!1Zz-{9UY=W44d?;j( z@W>YZ`CW&Qr-ORY_i;#`64$rLl>87_}HVVEwf z@98d9$2gNt4yA4-@(CdE=(8Vk|1#=34QRQhp$g-s&;hC#dP97Z z=GFH{Iy8jh>th9bb+-UOTHzmuTlt%F1|Q8k#hc$kc}{>Jc_EuabF03IeNAOM8|s8e zD2GpYN1^Y|G%!`ri8j|Bf>hZlZE)OoZokQYVE=C^j4&(Ui~|=z#DxCiWHjY9>13PX zc|*X+Pl*Dr=E8e5ROgMWEBmLByEy19N`>SNF>mMD>b(=X(p#<<$E0)xc+J#r&b?ah zU2&AgHbb{ECVnMSvz`^GdP_^;G+yx=tk$=LoZlulYEke*1G zD&HmuacMgD0)r{g1~8EK_VuaPhkEj2;@x470S596!lJ7J^A@e?zi-t4IMj#j4F2HB zLMJ51aKZNi7+TDG!?@f+9`=8uD!cj9#^u^?<2h8REMyP6g#;mx^qa9~uPI2oo-LB* zjg*+QDTMg~BnqKL&me@?`OEwZjO;hpnY%oFt1q)FyC;bXMwY%iY^q129{o<^^&$zc zal)8#S-!dte+SsIr}kO@zBunk9N}D?M=I6SP8TPmP1E3;YucKs1PB2xV8@M@r!x{s zcXi+LTfT@`VbyE?B@I7g`o9G#X5(s`{m46l5N@R!fsn1rQZt4W6mYyhonl!8O-@#t zVX?Bky)gZV%=W=QZv;ZF5etT~L--*@_bU6l^ojrQu8fuEncv_S+_M8T4n-tE6vLb= zeI;{u^LSb6md{FyBC9kjQujMCwp!-jpC2s4)fv8R!v+nmqNL=J<_H6U?!#yK`CHmV zESkcP{S{Hosa|Ac*6wjw?+wZqP6cL!91+sdgwNY#=7h)P9P5$j%8MVuj$NwvY2gez z0k#A~7ZJQFuQ3E~F=nWP+LS*=?cTG3^!jAZ1NHKt9sqT#3JU(4CScnKvCpYcgWIEr z?w}R`gyr*$pF>XyzmRcIsQERb=f)3(g)7)*M=@6qkRxMSK4B24pa7ZKBRa?wgMDna z!dj)cTKoG>IvE)m;fZBw?2A@rs+Ez3A5%r+uw~2&Xh>-gjqxEs^lA-POib1)L??pS zs~-*yINR8;H!0nGyFW!q{8zp+aPS%9UWBq9akmAOCW0s!4;PI~=$AFV1|hj3jp`W? z48|$i{AG57A(u9{jDR5esIjp6gLd)X?ngS^`uM_BL{Ew(G-#X<)D(CI5m+t6{qQ95^ZA&(MGRWV*FNkz$zzPY<5q|Bm;ARi7!v(H{Z(=%jib6M=`Xi8T~ z<_*%Mc?#c-p^ic!L(s}O$XQ*)hi4Y4$d*pL;{BUzq-JaF zo!vI4?H^2UKH~kt#=b{35A=3P?VmK5rs1Z}Nq}t`Q()-#Z-w9gU>!pHA>7ZU1PCDQ z^5HX%%&Bz5o8>!_D(1EB+AufwO1v^g zP;f*Q70{n0>iHMOf*(8Bx5d0S-`=xUo~&`g7@*QcA|h(j}ZOaYL2GxPM49a`;%^-WD+$bj$U4=)bDb_NwzktPwl&i?>5>h0+P z#$6TEfDtR86M8G`OX-8aCMU2%gjFe!&iZa;=$rZ%`}L;9Gkpx`A31)(lElm;pQEYh zkVi$4OF*o0pB8e9Bkn0K^jdCdkY8uh_`S5=OPH(7v8`+N)GX#kA0algDvxx@^Xl!) zuE$I<6_M1%&q*V0u+3Kbbw}7$#VX|Cx9^FwQnfY=bj{d>QA8+`-xoljUYb+*ONCKW zx&aig#;4Z;%dF)jIu$lSN6!cr1f-cn%Gn=WLXBEdF`>?w2i z&FCaqCkSb6rmh)zM~2PBYARpV;gfo^&TVYTj*`hN>fx`XnFqzJo4X~1-)n@vfXoRl zWYBvz_EA{CLzsSZtb7q{Vnvzn2VPM9_D@Le*-fEYa!$G?8Z23X*O|mLYqHoi4nNuDI&Qn2tF7(`tR9x7Gc{+uMgy1LE?!b(AFw% z;77u76tVrpVzu{MDRG%bu-RR9`s?TEokN*W9xPcF+2m95UIN#Y{GLEovJigS>--38 z|EQE|B%hhC;*$~doUdebL<9vEc3aVNEsm?w#5iT<3fSm?qMN5g@kH1eYx_(QeAtl1 zrX2;!96fLPLvBdfx_XEDHp-HkLOz8cA~8Y+7xgoqJ`NEUi6|OGT7(dMtM8}?O=yc(Gp^ z1c8iJKvGDZ|GU<%;+zG7aTxCy#C^&zholH5+3!xKPp(Fmqy#Kzn3iDSthZwZQKt?W zz>U)HKe=bs^$G^VH~@P9!-GxSANEj_L6JoE%F*9r43?b+?t}E1xtX>He`i=M)on)7 zVV56inw^tY9WtnqC%NNa4(Byt8h(*;#BFPG%X@LmxZG?X`^A@w;C;y2>y*mHRv;(G zf}l&T`d7te^oi{hHvV>rT`{p7E7u1I#LLbX?I|~K?lBppktp~4dn0bicGJ|uvGB;q1zUw%-mX!B(+LuJ|>2*Po?r44%W6wvdLxdWWQ_ENip|d=isZimAT%P?)K#yZ;qL;aGFORCv{R z_!s9iHvx9VvjFfe?m9Fs{3gN=zn3@XnA3WL7@@viWuG#noGI0{+9z z_&YbJnOWYHpz@1Cf=+`&+h=6Fq5tpnVrIEFMqC7!8L6|CytlK5=t!{&f@UNWT3VT3 zfbv@e-PL9Sa^2!b#qgOezxC+5b?KuHac1Hgc)<#+vNvQwqWQ*!330vkK5vBmjyO?> zwB}~*R%Y>Jjb5o9gI2(7^o@5%_t`dY$P1715}n*&jg;a}Xykl8!($N3E;OvB;sIUXqr~|x{d%8g zn~8~uos9lPI-Tl4wSRbFhp(FYiRpIjfy2SAVNuh0CobsB5}JiETlN>%`JPk(NK^j@ z|BE43AJ|qiL8t{*ud3?hq{5WiM?du7wm=VTj_-2jvU?hRY{P@_O{R*l0}=r{OYwp+ zYO@c%#v9Q*wMT%zl6}~&fV4m>TTEjRgpEOBa(ZbanLARkeF71}{&%cEfEmsvkz%*J zcWN5y8ZH?TH_B_fdlVGIzWqV1<*`4z9*F{5qPpa&o{Pc9|RpRG6qT8>uW#`}X7i9YL z@C(N@^itZCbSq0%R90RiAwU8H>IBGlcj0EYih%9^kDP?H0Jn#VG{PwC)2E-h}KhR!`rMMMI{=ziJaXo4x%BivZFMUk(Taf!NU1f zZygP9J)+q(lAzqL;G?u)dN=++3Jeb}vn+aUgp@R#F+|wc*iFZI^p~z*<9%If5>KzS zavI1^Rq-}{>-gJA?ZbJOs{?-}|12t#7mYAYcz95l<5S{j%K8}cO3IQGUT5Oq@9FT# zw2gX)bxi&^ST5U)Z0DIW>zda0&G4(s_eL|XG-YXaSqgf!Agx-Yc*~&9B>nFf1MOEJ4`@{UU$h2?G0j1o@RsunizyWoFJmM-qS+ zK%nJ<*p$$HYUdtV=ZMiY)sN|mniaydoYE=>BHywmV>wsic26HU`)6#A4M{33S&Pw! z&a)P25=INMq0Hq``9)DtzwPJ7I5ciAmDhn9q<)nHzkypMO(`-MVy?(2w!4`Hhc6*ImE)dI_%IDr!@H{K-81k1<-I<} zA8@n{SP>3_0(4%-p;sl#jww2=$XF}@%!U2UAClrOK}DB5w>H~!2?kdH@7F@g=%-+1 zHN$zr_;e>*g|~qUqvA}1@JEY5Iykkks|iI!OnWZgL~jpVp4F>Y}x>6 z4;4|tk$YC?BZ8447HP$|AMS81KTF?=53 z&@Vfy5ztgNyoQ$=`I{itetkKaFt*69sX0fX7kY`D!A%D(B@B9)%ra2^_Sy)--F6K=X-u(e!=E_>0x$*%NIeJt z2Pk4>QQ(M#uTc~K>CIVhTL{)p7utehVjAFxaER4_r({_74fi)DN6Q7s!Y%l+ z%M{(djH9sIae2Z%<;z+;5?Ig^#-vARqVt<_gJAs)S+jxT<2!BeidDGn<458@ zxC{K}hp!red&#TtD~Xz7vupm`gE8NA1SyTB$?p?$B;<1DsR?##NE7KY)>yH(VTq_w zX}ZV!7osg^OFw?Ds7f!|^w>F#)%pF6?wrX<3m)1`gMZz58S5e@D*!k=05Gso0V_G-_+<2U{s&{RoyaY=HQy#nWNwcwC)YF}r-*-r zMw1B*OE^2Z_9#p)ZhgpO$B%`!G2PQ|0t{UmIp8B382;wKA|YWwwwHb?gYt^2m;yZq^^Zo8t9MWh@ECwI?! z?4s;5X<|S3e~n{-T;_yj6=d^)2a}!#BmxL_d~zH?A2KWhahY4e#2$C#1hncYeF7)Rm0JNn0U!dPWXk;qH-@4G>R7xV z2a)%3*%yF&QCQ@lh$*Q%5WVrZ%q;k~&Q!ab@Rx3;?&KRcU#dkI>-N>k@pE(IdB2TH zUFa*~>^=VxarXnU7JDF~S6(R0Lf(l`kw196|96>~ZlpluK*A&b@1gm2OY#(m2UmrI zq{(p`w;TlVdU>hXn6V!>d6AZtr%gx`;Q~D+=y2d@dd!p<;g?`3N%})Gmvqxx!k-cA zo)3|#b`Z^UQ&3QwSrz{7SoLzw2J(Pj%i;V-$Np&%0rT&0Q%H!%i*6){!PgGor)b=L z%KDd6Lvh;caC)^c<3&VAigvq*S$R84-NJam^tM9P#iV7NM2+9R{aP6;x(zr&h1rx; z@%p4;1_v|}WK%9cRwK$_SHO6-;lw4s(Z*xnk#nYQjv+aILtP%+X#y}$9Kxb;`fmL! zaClSWGA7ZX!FI>Km~;t10B`^B1>CuBigHNaM4)7!NKTg-PQ+s->+=6 z@Tw&EwkqK{y=I8}vPrnShWp1;>-*&X=>%_FlUsA+Vo1i{bJJdH8MfUsEb7#O;mNxX z>Ph&pm{=|HP}j4<`xo**AQ0jOjXmFKg^zwg!j=Eh?Mhvxm$x{LLJ_Hzx#@zAh?;Ij zlJ72KOvO5H`jn3m(z)6Bnv>o4UyFu~s%)OS?n=uah~v)jF8`s_$mYoq9Utz0F=$3{ zhd5+kO(o|~OiS%Dl1IvPmiw{^Xs$N!aCpxGi~ z{I};JW5=qrW+-^Eo==%#yErzDW1ny0ta14ed}5+4-@s!DE=v2`clcXok{TM|VS_zv zy76Mf$OS~CrI46ia*g3TGn9dI3%DpHgUPAL=<{ZjxqgpNP>0x7QSK-#TJwbBH+NcK|4f7QQz%t<`u8Wr9`1a*;#j_` zEaipYz%m+}83^#Yan8o@LJ zk=_c?+IN#>Fn4S7adSRLL^ICb@N(th#yyL#-dkR$CV6=S?}JhjCKU+~Y(Ez_gPO}^ zaBZ%Uoyut5?I*OTchp)hc%EzHC`nBrQvAviTg8iA1JeryC`o1MzxDAwIK4jCs}d5v zRT`;Vh0_djP{7+^732vMTM(T3C7kdaxp-g40LX>0*a9C9bpi`U0B|*3o|nQ4`o`G3 z8}ikjEcO{Ye`sSa`3$zcMvs3P*!6Bdf>>k{lTgf^+4#+}jFk8a{*7_X?AyKdrE#Tx z#=&}KjU6g84*BRNZkN)VLoWh^lMk`h9aT^4f}j13#;)cZ?YRt`^3z#(=e@bSQJ1;N zdA$su%6)%5x}cW^H=zFt|AbvjfOsJ_$4kTxJq+?FCVYZmya>k&clS%`yW==TtVK9i z>TYqF4eSx5Xoa;oA5EVo!CEO2-Q z$8IHQf1dU-B5Ya?I$OL242`xjmb8rxXi?9H@|CVFdx#1f05r`eAu+A&CniiqM$-Hu zMX4QMjcQ_HCm@TIvwaUJ?Wsl;8LXSWNzO{^h0Ez^o#s!7-^(Y@0?jtP@wMSt9S&BOt)tCkJF}c5nNH0wx@1l zw82YNeTDo_9`+_CD5;&+Yc4h0spd3@K0N-If`g!E%B;>Ob63Ms=Ve>^tP=PziPDhS z`$JLw=x-+I((ISB>pxFd-WHpiT$F!IaZ{r7JgVJ;}If3AxPVIp`gJ77m8j@<+KIf&PX(v-yS9b54< zuj4&B=J_;w6ID%BbZjF1`H%ivI!jN92G+-H{EAg>L#nF?toBw*0vZI#6ADPaA(N%L zE8EXjnrTf~y7q0PJjUZ^?MN1j3k@?OwyyMP#IwYw63b5>;kylQME%f+Ej7WrB1EWY z?8)gO^d+$wr%GWb$v-ZGAxT~66@~b2)c}GXSK+qE>O;NKJk6mVK-jS6AW+-m^ssz9 zHxh`h&ptaAYpuh@Mu%{n=RE#Hg%q^=IR_59ObLH4a$KNHj_2C00zB`p8Pt5?R8jdC zKU3~M`3l+Bp>6S3Sv9#{NUQd2@UHtZ_%b4JJF>N7!a?5Dx#V}3dsKzL<|?xtcCgi< z=%x_SZ-1SR+PK?f2}eSYCnm1ogc*d@tLDx7R z-T|A>ZF&$#*l1_%aM7B*#Wfzyl)diIk?`$j;(d{A*(r_skNnql%gGRmVSA`xO^O;h z8vFh)EMD0ZMsuZ0h=&v@|BNjr%{bx<;`$wA&ACZXtci0LsHKRt_oDw@{CWw`K}^Qz zEdY%Xm~ zWYdUT?Z9U;bH~hV&QV2Dvy1egOVr_Uh`jS6&aOFrw<#_yZU0=wdcZGag68D0?t9pPBSRpA^6+W4PApiC6k;|8RsM|E5NOP;?dOSpdfE`5DBWDlExU4E-E8dny|eF%IWtUS|;IPVTuO$vfpZdVr^y8kr#~p(@jiGeUhiBt)l}q zdOEvuisS=_&nP~Cnga%8+uk(mXjRPR9Pa4dT&gqiPNu$al$3s1h=TdD33`JOb00(h z_h6{LtP;G^M7|R}UOGcq;2x(N7c8BGI4K+mk6U~7MauaGfBC*ZMt0lxMFoK(jj#y& znUE_y2?ZM)HpJNdtV{{NiR=WHWCqb}5&ib9CrZiS{s3_jF(QIpOiWBdLSl#G_+ISf zXO~-GYJ@VA=!oS*DJgF5-j`V674=#hrr2?*FZuOY$68wEnFhnj5z^_rHv^LzT+8o0 zZk#c^5KE+5nNEsY+Z%7EK#bjZ67`{WLP`NY<~Q+j9e!=FE?K;)`Fb9nief?fne>RG zY6ai*Tm?Rb$q+q@OR@DlN6EQ3vfHhy6%KC%4LMkmW?HBh511_&`{g+*?Acl^q}PAh zR^cPGl__X!u=HOorD)UP-49gi^OQv)o)hR&v29rB_i85+91AY;Z-^Z z8(})26C(2-K%mUb1d-!rF5kAtpA32_*e`zCgUKnd>?A{MKfBaezUU@JgzuI~-DZ=u zsGwST2#>uzC$#zM^O&xi(T#rd@j(n9+2woix$M-F6V`I(*7g*7&06HYFwiUWQA&j;XCX4TeQ)V~YS<+3n9l&3 z1GMQTLN-T}99M>%X#s*XjT-zsDL7Q!D%{ER%L{bpKuZh8x6GGmfYo=w>{*vIc=B5B-uR2qK*Xlot-|GeUo z7fX6hFGy?a;dlFVLwNaPwBaPO&|ylwIn=8~mqx>#>0fE%i82br zz!Z~TUZF63vp~}UWAX8~1qNg|wU)Pn4h0DiL*UGH*{lKHWGqJi0K?A0{tIF9e}S6- zQX1ZkYiA#>Z?NU!@O_+j9g77keo!Dtu0SDp0z71bNUv<`Zh9@f;i!W(VTc*Q{a}5P z-<~S!!S%);IoX+z1i(sN!7rM_B_}5L?a_i_ba-MZQ!5kYk9RWoIY-WGclD_@7^zN2`Kp|g0xzYu>H?RxZ@sae zJvel6soSWL%J8@mvEHxjae09wdA1^lz`~b4T0YuYb(*x}ln=8rzCYhWmvO*NNcdg* z{j0p2_ z15FsqDB%a7G-P?yGy&r=2!3$z+N^;-Aj7ql5Sd$DbB&qzF|>Jt=F`gB`XyAXw?|OG zxmNo-*~ro9-j(n+y4TXWnSHg22Le=1PYJO29S~QguP7{gjpQR1ZjN$*J2bH&_f_aj(KE_+>joz>eQeJ-MPeLr(MofXS!8*Jt&mU@73tJ-ij9 z%1B73WH>5yHisjPkkx$ZH7kh$F?e!2=lObw9zM7c?%-I(EKhjnl3?m8oxyzC?g|tZ z4v!4hsGEIQdyZRb+c|?tYlVzsOu>EkP1Z);-Opm|#EbY=!J9-B?Tf{ZL-+!3&eGNj z`W0e0Z&M7wNR2rHA^gN<2KHx6n1*3P9(&q19 zFElb9Hgp9eLT=<8e8XNk*6I8KcaTIuYHq|fT+*siq+I%AGn$bD@3UFyu~E286r|YA zDcZ#ygBs$I5srxNoqL^>lrGOW=Z(`g>lGKRxx}^et4n|YfE&Ey_L+I@hzvPw!C$pJ zRWYgWlhyCQf$=aahFzQ{zgqph4Igmzvv21JD3c0z1NB0_cOMR#4E4y=@L29Dz>SSl z^7A%Gv>+E_2vX+Kj)vu~N<4*}QQ&_MfHA{l3d8cm;DGR${wytpwao_*58rtVnsa4L z;>(^WJuLw^)W%=AaCx`5;c+>iy`d|i^IRi+K`rsE`(@IWaq^VHSa4~#Lsin-HHvtW zOyf(`ZL2nDpn5I0`gpOOFjTmG!^lSC15C7%m!-=*4J#IN(#Ph15D8O(2sZ5=+OE3A zKCw@u?P~o_4Oyb&hYX^bO9884fmmWf(~p`ZkT3h z0kc%FixD9}!l35fn7(xiyZ#RRP(;3$7)3w^!LjcWoOFPc!UgGfMX`s3TbS(pbW&K` z)?NOa-a62^R{*AlNZRfEuETSXCKLhL2)7!&1;3qz{{_kC^ccVK`{SxPX40&_fzHch zAIcRcVq)qS;A$)-a&P*PX_Tp|%}V8>MCgZ9Ci#n7r}a}`V}#sV{OG~yzC2+aBZWLw zcDukNfkhN`IRP!aA4?(Hj1ONjq0zgEk!eSU=5l>UV_EJhl8aKKRCCBLZLDgfw){yw z!;JCr0ly)pzR-4Src&xOW;|kkNe2X8-1teOwGN-xO6t_f1Ca0y>1Pr=&>3%@6K%xQ z5vdhWL-lhxp_&Z2fz(gKrH6t{C@VO5Ad>+Cti}7UVI0_?>b`9XHEDcjyY(4C` z9+<_{uELuFx>BH##X(U$V%@v;hOM4#^i;n3b?sgKZ%d4m6zOScUu}A6RRVz(NqYv{ z2%HDTU!OjK6$KavOe0TNx{OVQsVKb&FsLR7cOrimg&_itMjc*Hdap}I47@+Mo)kXO zjYQUl4$&ZR$I0my&glhvvIh84G+y?E{2xo-9Z1#x|9@Q97WX2NbzM7UWF*PFcFCxW zx3WqyGK%aiBMKQ&Hc{C#n@Cm}m08Fvdt|Tg^L~Cm|GeM-RM$D@zRvUcn1vUa7M56U zbBVsH_lvp~SsxE9_4o?C9q*6d628ckQSw{(Zf3xWml}>~@R`i{7h}Zfj*4V9xcE~{^{^V-j1Zx_yOAoA!1x7@eLE3JD#}$E&M;pV2G!D5gXdM3IY)ncg3MlFwTToCV>WS1!aA9Woi#Cx z!BV7F?V%t8A*)YU@Q(3{&(}&47*+!;##7Qkt#=985SiTy;u^2&41$hMRu*T_KM~J2#eO;S!FBI z=_=F5IAEcQw1U(Axp93a9uZ+5*mWg#`CFE~ zo}7&vZM?F|RIRKd(?jNQqQcwf2ZL)p!tHc+7wsU2HSP&!+`P-dzQwiKMhLHCbL5no zuURm-{=s(U-HkIh)^)khU;|vHhicrD^rhUea9^K2m-qDB-g4-;f{$Sc9zAldWp<-0 zR{1^5%AolBb$#RU>e6FQESYRY;5vbN3RhbJ7YV*bm1yt;-l}DOb{)NqWaXw`xKh~c z-D(8ihsmq9Kl0;0M8O?S+lCPdG72DkNfWdi3>IXBe*m27G4%cp!{M{r-)=D_IyYS* zfIMy=UU3hA;3OVmfixlz1N>yp3+5&h$Q2$x+Ny$>kG|WB@XEz=`R>nFkmE2|U8JcG zr`}5W)F+P1>KAWX8g&51<%mAufGcNj&orOW%G6(l`uiJa!MVCC-g!=One3DGOusRn zX9&}ubozBIH1kut*3{QGl!N!$Gj_GwO9*kp}jTSerzAr*) z*^pwREeC?gZ}opz3y0&C(CX1l!O`QvMMp&kzEMpadYWf9jPqo(?>zZkp*AXk*U^Fj zb>RQrx779gmro=s)2&RZ?mMKxvv2xS7hb@=;GP9;?gNMe2bhN-?g7Rf_KXSLj~=WG zoP+OfEM!n{jlk&-Lj~BE^Wf_SePU;Yg%^O#i*)c4`QDXbbMAYcT^4Vpmk51)*$Xxc zuEXG&`j<2)-MVe)@}Q%m81J22zY@5weHg#GW`KUc%W+2Z#dp(v`H|g{&$jKS=|YtK zs<)CmrR`OK|f1(77WnPxH(Ev zXEF5z40v0Azs>y)KI+&P6fw2~`MYpc?Z+E_ zZTp;Zp3sejaNr1lnTSC=5KIQ)uJV7UU$l)$xWT}W5xATGA=XZiA~dtAPgUj^!G}&( ziEyw#%e?UQW&1s6CuBy*`et@v{np-{ftfA8pPb=@usmfgt#zH>Cfym+O~eb@u(CZr z+|~Jo#cB+k5BOus|H_0UB+790u{;uqs&@e0yvap@z((<{zdzl-n~qTK9aX&3pa2;t zP|XTt=saXYqx~VZN$sP>(C;;75pM-q_B#%ID1X@4YOki7yb391r0rH2sUlj-r z2dxN1G<6atB8k^|a_B*8{H`nUGcTC)++0Sm;nC4?`U4kF%ejjoVXG%DME184@L1kE zEx(I%<$C`3#6Nm1G^@)nk(bmT1@FlVYu@1S1AsIN zZZJ=8Dpp&>IkiBgLmgCPjKMndU-YmO2R6Oj!zo{@;&^g*gX_1u>FwKGa)b z`oE$K?ZiU(egI(k0G^JMASqF^L&BE7tWhe`QbmhVjdr>giUS&9YP{Va1-oPF<1r7Q z++xJ7VQwI1o)gbEh6YdkWNw)}F!ouS+C+RG+GmU+7yg6uM{hjNVCnlVx%@t+3sehuI zN@{eJ3pKv!jr{UgX*jRVxS?C@X6H zJN#}{VCZV}^||yli50s<7QVn}kS-?i%O$0w`I1OL0{BKW113dMQXhxLv>>YYPtr~PM- zB((a}P*RKCSdb^S?dG^dHx;AJm-#dWkK>l=Bx7j$gc_|}e}vLsbB87nW@=d^S;DJQ zEQnH&9;tzW38EK%Dx{1a{o6v2?%QD~QY4+!P2@>SUntwd92PY;L}vTiTq+!wTk(+Q zMRbyxiDXUVgoTAO0wTiTRS0$x-8OS7I&02LZfEgs@b>|lUr{qS5cyKh!v%vDNO{E2 znsiDZ?W~jo7U&E2`|m(a9U=yj1ehNj;b!nZNf8L|3HbrAZ-srkb0o;g>F&~O$#t}K zd1)>EtUioSeB&mY<+JeS>haNFqtAMudhO$7CUdr8w0}Y{GZy+@u~@6#?PddW+OY1P zPS5FP3a>{?-}8sxTB(l{`|&hd33w8=)z`|!E#l|R*|mi8-@lRD+-^L+C3M&DJ$R4& zz)d$WE}T^51GQ6p?tg>}KV-t6BNBP3n+QVq{_ch_He4+WNcw9qbg@a>yU!-w1Cxw9 z3|(+G$sg@Z1>t&4{&Q0!L`vgb;O#OF>@*~jDz<{%l4w1JgH9H3I;b{YgIEgz!^c`U zYj0RHTkjDH1&F^gT~7a-Sohyz%sKuShe|iAO12|49f#LzghTzRB-!F9w8{x5(9)Zc zRwMyyWx{M~ErD8^lBf}cn=+^`J*%m1IX8`~W~JdD^OwT9uUz0Jv3)?n2_s`X?%RN za{O|bWon+{Qk-~Iul~8mKb=1-9IZY7Rr^@qjmx z;FN(IBBu0yaj4qr)4HSI{!-Ol;lz9QM0XE1$Us*>Vuf>l>97+o^x}5XR%ghmTawn@ zFZWK&KlG->6@OTp&^-XC{O^+!ua#N>a$kWeY_T?^33LXokkbYy%)s^`L#B+CP&UZ= zjzRN#70m>tlk=^N*U-7ArgUe`DLf{}zkmM@^9}qE(+>=?2l8)~K_C>o=+2on91yp6 zSkpnyl+u2kAqHk==stK4=Lo(Z#zc7Fh#eykTht6LS7J;#NaOC@y9XkuGdYps;ID!$ z27Vr&TOo23x|}RD{5e|t5HBS{SlHE!#vI*P+zXl%8BfZ6CMp)Bd>|t_ zmuYFZY{vr8vHw`GmwD zV~j@F4W@M2;YzYL=lC`J%SpVw2N=rPQx9P}5iu#x14N5&dduD-8G@i)KqiN`jD)iG zX88S0Nlu5lkg;(Lz%v4TIyjTZpG5k=U4+F~yTKmjG!WX4s*mOyOO3!y$K z*8|ErcxC+}PTe?4sJf4VGA%$XucgQWNZxR>s|}_vn7_Jtl#;#|7}5uj)uni$$noRv zjo#uVXw3CuHFUmg|G_g9M`7tgRZJ)v9gddX39I``Tal-uw5zdrWq7F7p?3#J%0P?| z686oNEO06)6qzWOhWF)tuep@RcfNEa%iisLYH+(Wn2v#@mxul`q}g#P>`s3xFsT}7 zL;P2~l$xmA+L|-k;gxe9#ryhyGPymF`*Wh30ayVc^ATXH39ktmji4!qua?fV=@s}L zV6J|a=qzZqAt^t>s5*YRNBi0}N7ytbPrsLX2-jz{E*A`Q-*O_`>gw~f^c-`(S*4iIn9KRpdA%_8bIu3kx!U5g5J zL0gNJ7K2CbKKj!BCs}-J+3Pb@V0x_IVFKs=SSg?O-uBXV&;AOV&44KlVC_7<|}~Qg0Joy z04;?eHVd;^scb#N3_^m7koFcSPp+~2$Yb2dZ8fk0kraIy#=}TU$`C1 z5Iuy49r-8dz2Lf8wE$RB2g&5G2O?F3DqXS#ACt&;Za#Y2cP6Vc#2OZUuCL1my@#@tC;ugNJ592)K}OxP@>EoSp^qnp{!XzRu5sOA!m{{w#DtpGLgl z%~tRAZ}09Qxvo45^KXdmfZHzxlP(WWP}m~3Bt>kyIZEDXf|mCHYxjiJA*|g~zei#F z0GjzsD(qFK#o16lYjy|iAW6@$YV6Dth_h2BSP(AYJ9lS;s?SB?g--l^awF*@eA(bV z6tlWbe6bte_V^@gU)jH!tg$ z*ZE5?Fl(D~^jo4L-{3C-qh1|U&y9N@Mv2ctMikMLyT85C2oEh>`9rA9$<6~P0v4Al znk46TI}d&x+JcP^qf!|fB?ey7CXEc;mrPiM7@n;F@=EZ%y$@}VJ`=GKGT8UR( zMJ$lL*s7kAl>=g4_qz9}DE=&}WEqpWuG+7g8E<41us67q z`=6xENU3kxlsaoA#r4HL4TItX7^DUfU$7fuPT zi{F>+vcOi}{2;L<9|4K1)iV1F;#SKjjCDbrKIi4*>EK3F*LapM$&gSWL@CKK`1DzN zNzg?-Lbsj-T{UG4an&ZOXZUwYyF^~WkhNa(@cXj?X!U~dPNIz@SQKijz5p8}8S~|L zO?O5eHxu=+0F-y88(Zb7jlDgC2lp#<556Lf0syHxjMY_x3b0U|>Tl1)Uax-P(ZGW2n;3$WjG(7rj;wqS}&4iepDJqzW zF}+Lrtn1$9glnpg6g7lS>dXE6B-Z~s3dy=E7dr^BTbux%y4ZB&OxyuFq!)Rqazah! zi8ebA%gE;jG*oElRW+{&~o1Oz7wO z-L_Y-fyotLziTm@fB0X)CL|7|rli~g)ik!Rj~(%bgxbRDJzMJ~?r{Gigw?dER0aDV z3Y=LiaMW%=012>(zQ9my#e-3$8x;S*ZYf~|bMoKabf$PWl(Pg|Y29Rm@S?DgkPrmy zzz$t`QlL`mm8svwIAJ6G^TNV*;D)YjV32@0e=GZij@GqnD^6+@0R8JEglS!WpcQAO zZNv-vPkZ9Hvy%obm%mSjgdpG78^!8Z8dkEJ_N45#kB;_*a#LxMCkUeK&(30fxKyR^ zy(lrkq~M)}wZXejQ>@4$iM-a8sPlR#>z0~LSo|EvYE*TK6Wi&9G7&(6QZ^2sD||mz zNr^ZqoKcj003P82`&#i**XonIO={|R1>a+pc-tEb7vut{LR9TiQ1WGzGh0dP(zn*R z1+X#c16V}78~5*5gyX`G_y3)fI$6^6Sa5;q#EfWOz-!*c-xE%)`v&&3pYkN}18o~j ztR9=2gGHw=n!d$wlY2VmM8wZ_r+lk)u(JqLtHARipFUsTZ*VLp8UaB1;Wc1<4}=Y9 zMc&gMa6^y@@Nya;QoOWLk#SdI%)FtAXU^7 z3e&Ftw>0_~bTVx$UT4jIZd;YJidzPMu_}G<0N!HAH<6bt;4>2U4@*Yw(>_a|gy_c}JElw7aZID7WqUq-jWbwbdvQVFOsvtZQ&I+R zZkD(9_rhC+SP})6BZzCO>~4n_GoUySEBUkD>oJ01&c@H$Fof21}VutsM&4%GRd&2S$zPVEf1Foz!pgv2m@3-xIRSd z|LMch0ERFkgu?sc{FbI5lh(5-*Nt}Wan}!^>3ICC`bE6`c=Z?m;#ioKN!XAXuLdE_ z2Ygiiuz1uLdv`z-wR>O~h;&a&caK~~u#FrrJ|`{fQzZBQo4e9L5diB(j&D$nL28=Z;nLqjQCTwyuT+8H zrkO5Q#o@%9OrAdK+wBHNn^mTRumn9z`3eGP6lFQX=2C1t(C8mY)m&Tgm2v$sfA8H^eaW%jwV8~R&>API&p)Qi8+$K1p2k;q-B$S$ zQ`SQoXU$Hj_r7~m!}mt+aO>+zRLtf|C^&rM|D~VRP?Y|1>h9vjs#DieuYxBLG62AD z2#wMABT2F;R#;z+)oc#mJJj1v4I?SPn@aeJ6Y|@SiPyr5^72}?hwY@EpKUK-0ui8; zTbqaj;XAB1@V+PqC?76##eF8Q@Gkv$KL{bgTtK_QQiCsg8XN{ol<#D?z;gZe?N?}M z$c@*B19Ttu=#i-_yYqPhvL7+OUG3Lr>SHpWg;l?nO6E{e1d6`d;4Se z_~nR}n|Uc)f@`q1C6?>Q^KrlN_3{L~5oqa24)+x<{(c(}Bm(7j`tLZV3HObZ#M*G* zw$5GRQvpM%vB}o_s9d;7Uj_lmfOC#l%|LkKGqZxN+-xooFk-~0u zcwY)ua*^93+a)@w8u&FL0bn)7$>Hv+fYZ;WrHosQ?f*2ZSo`Tm#*TVY*tL04!&~(a zH<&Tx`fuO9EmL^)EAy@dg1PvP^$}H;wh$j);@%g~63(sP6^_rnf{CoN9D={{M(%?{ z7QJQNXTwR!6?U7l3s(?2o@~!fQgB%AVH*pwwmWh5cOv@UnEbGXEX|HHb@=lh>(c;Q z5D^I=_k>1zh>gQUXTR5S_2*c5d}iD{sF;beAh1bZ`rO}~0f1$>mJrTXqk0=RlD6@>?8ZAz4shj<vY+e`^d7?Go*Gumr|X@T zO)+XSBpZOa_QI{Qkl7fue`x*Z}X^+YCsd*}!E+!0Y+ z1-|qC#7={74{VfLf!QrUeu>OD)awAYaRl?vS2)|T&SbM3bbZgYKIo&fn{E2igXPE& zd)mx1_xA|s)iyTA*FWD_d^!`KCHqb}Rm@WZvS2Qwd&^Zfps7JBhCHhObn1wEXRBuZ zCih4)->|8U46oKMzb$lvd$zo}`tCe2Dt2b293z2^~0x#8{4U#<1Z~U)8btm2-|fnR1q3&L=O}g@Bay+ zM?Ebtyg2{nRnZ4aL8u-TO3(7ux|?z;EXBhri2MX#cUBH41d)EqeAa!-tcUmM!X(IU;xYl$5cx0>2*c-?Q_Bg6*$n1Q>W63zQ7AYE{nfy3 zWcVrBzhz@^~A>4V8aDDbVkZ)sz82rx=~4hSi=iZ^d)AVgbB`wOJJ6xrt=SuC~!6dnbpd)A^Jlv0TC?PcRMU% zJ650GpN=mod5t;3ppb$fn2K14bVa~$v3U2QSL#YgqNv&Jdglr!zJ7*aZ@l?)L^aEX z0J=g*Ag<{SS6)@Fj_~Z$&`*dYp@u3%XLGZeXESQ{f!hAij@CbsJgvQ zEx!oY%_t4f)e#M0fM;H?9};Vx7-GtW;tn7XDu~non>0IoYQXyH!3qms-_D~QcwmTD zYbax&V?94z{!NGIe=mfhEg;o}l}L?+b75r$whPiT>|s)BeNP5i8~_~cw}jF|Z_cql z2`M=p3-GLG3MytqpkqTqz$`5xK^ok}AvC9C=UX!{-WuI$O$@AF@DV&$o9GSATSjaU zO5q-X%}vAcY)-QR&&|_MhW`i#fot0VGgNNTqGZf)rkPtpaR1kTf=s|GG6rX8<$S;M zf);zq`^aOH(U!x{o5KpBWs8>GoDXc;b8QTZ`{s%}s_)n~kapN3(@zJPQHhy2ssA&z zMDK>_a)}WtO$`qQ91Fu$UhdfF*k}}eQnMH}z%%zXNf{Vph7Hk)4DX$@$fNv!gKlZo zXZX}ihdc8b)$zoLXjNAk6V3=qv5lYI`DDgP2wqJ%=l1Kp%*}_|*Oz##8vw@v$lc2I zcGZKi0}zfFJ6xSxi8B)xzF!@k{Z2-mT!7ScE3s}`HyJQkSlb#PV}Xb!LOy3HS6b_2i)AQh*yJqyC(VE?XCoS)lec|!NA1z(N8 z)#U3i*1?oecldP_8b6y)T=>}wC%9Fl{+Siq)Z}F7SDk=`)I|SBMMleSEQt-{Z|&C| zENCSe_GfDNjX6=|$+wXT9@SP}{K!j8-lwOfm;U`R%FzGBUQdCjPQ!tXqCe$Vwo@*$ zq*X5@Q1Y5z`T(Sx%1kwGe`DRTh&Oe?%U8cP>u9fekgycE%CO7tX1{1^A=@}5={QIm zr}xf#si4CX`4-a*_t@DZ>~EJ*hWG6SP;ep2wZ=rQ>+aJ8 zwWsS^3By)F$!366gU$+c)~kSXa)CHzGr7XYO!d}C7F$nBe#Ws?MJ3Dc82I|`oj{xh=JJ+9lz5o?@ZChBksiJ(_gWGX zH7OHE&O9m>K<0Ma zZ>MJ57Ok=W(~^NdSO7r&;#PgG38BaUk{Bwsco7?GiMO74tbl3(fQ#u5B{x1M$3;{#Z`r_!19iD?5Js>qw%Ia2C)Y|pmRQ)OBYc`sg5o$Z@Ut5XCp za4gc`hOCMCX#T(99WY=y=DwdY_gUeD?6q$7gU@#t66P$uap4}C=nLVL1f}YeL(Lg7 zTS69J`<^mG4DZB4bCPt($0m|Ucr}lRFXGWJJ5FtRk8l>du8bWUDMbSucFSiv> zaF?yH1Co~P?4Q|g^YHtXBu=g{im-RK-`;!y_dG2E`s^*@;0e*Oz&OYynp|Dq=e1|* zYR}He0f7|Jh{4Lr3Utd=qoi=Z7so$0LsUE@WnR+6uG~mH4fY5%wYKBK@#CwIyaDh! z5Ji@=pk4!Xy#{sy6T6)6pgOefNv(&V&sPs>{-&q#oh?jwq0-^cu|;wIdelI6oEQU^ z1;b3Zu0j>T%U`g3(^jjPF$nvo>d3a`(D za0OP}HZ_ZIaa-^4&}`C5Ac;hYz^suvFjrfc>HHUjuxg7iDzRS|$M0C$bAI1Ch_;)bI0i%Bj2rSTI{eupd5turFat1F6sJi#Ha0?=6(3TrP*6W0+qby*?DaFLxD`@=77`R`8zt4~ zju0=phkj;ydgoC#*;s}cV}AYgnx*~1U9KLC}d6{+EqVppbzIDYvpht ztn907muvu7??L>AKUx^}8+h%b27A8Q}^+-2i zFDz_+pnwzwkB|1w0rfAVhbpMOG-i(1HnSgY%T+5icinr%zkg&@WF3-KP1o$ zS`Dt-hbVThkIs%)<{vKsTt*e5e34x>y{FxP zSrfZ!9<(#rY7eeluDe4|dNb9e%DH8%zLD*p^h(s}?7Ufp*Sfi|H(n3Mp8BKAL>Ejg z#KfXVaNTjZU1IsC`komnBbg$u?q9z)+jmFZ^~O@XYs-lXv>dYEA9#YQu45*V{!;8Y zoTgQ8heF(&&61%6HCT@pUpy&!{j?aFNq8l0o#su;rXyD+pHV-=Cvs87h^QNd(TDZ2 z=c8YY^UQH~c=09+Mq&AQ#0DbgfP@yQWu#;Ffy!sVm%s@|#`X zhN*KG<(+YeTstflBZ($aqt7(Q=lAja_nQU#kk(F7 z#b4`|Q(u$Rcp<3cRfcH12%srGE^JtP2l0afWF~Aq8y`~}r>Y9N*e8e_C? z_OUE1^;=Xa@x8TQ9j((M> zQA$lyilbrW=V?`b62s?l?JWEAn`eEZI_NL1tCv(gRN_i`bljwj;__K-R#>T~Fh&%y z8g(?556@9)p6K#&TT0z+R?m||h-Ii`q~!e7c_EwnFFq@la>Nh5k*#xxZ%?qD|5aNh zu7@BTyMW@-JF!WB>DpF$m3OP_rf=;*APq(Ko15h3_~P1)3J|!(nGjFdeHr^Z zrXSeCq&)6`*SOQ`Du{VzK#|<{wvjc&JZh)wi7A~B5%XYaAzTOJhFwu(p~{?2w|(SI zEo@)i?nd3b`)+S@HrB6vG(Sg-v!F@ff|#j(}QD=ZjI9AdSpb;@DiO_jQaQ6PpZ(`=-c)zk9W-{bhi<* z^ahe6v-4K3jUU}xn|oT;XtX|lqA^CP{zBeMeeU*f+@#dt@l50K{t5_0!kNnM`?awe z-txJdLM{MY>01*wdD0enmwNY>a~EFwtu@8PF-hB(SK1QK*YI~U^qihaBw5Nj#w#q} z#3`&X8j4hcBC@CvHCjIRVEk3PGqGNAlPgbEb}4hB$-c@iGX*(7W72Sdi0prV^4svPD|V8kzQ>$MQ}ZT*IST20L5u^=egDSG4|JGOVQ)S zI8P{!l9+l4Ogq%R$0qU)55xoyVccyY zPUuCI2V&4cno|`vW8MR~X@78&+=5IbLH5DhG?u0GsGUc%pG)4TE&q6*Sm8!p z6ph0ZOGmu^{Q)y8!+us6eD$XwGEUTclR=m%EDRJZWM~|^2MC8T-@(?=Ymr#1#fKrK zUZ1}P9PZKWZlt$=T{1KkXOip9=gwxCS>s?Y)_tm;_1b;&<9HJ=?^m9a2&}o9AdiJ`@mE$?J6V zMxabe7lghN@C<>zC=F_hsvx@uTxkWnu?YzYKrT8@w!%)pHg!hw;^IA4hUm*GY9tY= zUwZY1wtMD%__@FC-=UjBZ(hq29>G|)ZwNmz@Xi@HJGwejZn%i8s`v_xwy+fU!{`ne z5-Ea*3{Rgl%7O){si1AL-y;h}Rxx>WS|1$pDwZL1lPz`g=qv+7*`GiNLp)asjFeDi zZfo!UIyTI_I7J;2+4q}T=*doxiU{zI3g8ih6r9QxQskuY_0^9Vu*326Z(jHreWxMb z*h0T=r-fc2%}XaOm&@b9%9e(ft;}KMfIq_NTkF1C!BfPo%dNm?8%Rk|8&{YOJw7P5 z{$he(KQwwG)gQCt`f<{O8Y!oXn^Wb9sT%iCH!5s&W;%2Clr5I|ch(DyNhgi^o6>^C z`tq+-6@xF&Ku*`GxRL5jzf)$9`tE`#Y~Qhw6fy5pn@fq87Jdjb`I_aG-h5+;{r8Yz z^Kl%cP46MmzV_jqPFR{Ngwymen+nUFwekf))rE^|1Tflkm6g##(w ziz8Pj83Z!7h+&Vzjz; zFZE-wqmdDXsESedt(kePV@EV)mbe4r4H|@0VRxT2|`!wkAc(?)l16!&YgSZ+O%Yp)N;MVM6aeH;6myPpfH7Duo# zxb?NjzZgvc1Lp=~rDB}%&&w+9ll%uRS^A?mH<< zQhxLeyQ&-M6&f8n_EEGEMV9+`(VW8ZEMhP{ZE(#2gzi^gT`0@gfp#}V%50qno}F*M zyqa;lrNLUzv*IT&Tyig8Q1Bz)fF`hXts95K4@+?<_$w5%SxEdVij{vfsO-Pckt+dM z4e`%Y6vTGMjh(6Y*m#qDotI&)-e=bMIt8i72LyR}HQ%Sxbm!g5{s;>Px_vBaaGZB^ zTY9B;YsT<4J}uH_Mlas>U>b1phW@m7t^I#ijOQl05Z=)*Pc5PHkP|apu}J==b$(?<)9XR(~?CoLRx4)&qEl16mT4Gw~7e@tXn8! zm{V@?-lN=lDH-JA$D4z}!;dzDKGoW648x^9LbDLwEZ^OQ!*dJZk_@g2=O3 zkjiZXqT2KIYo+XYEumKxaXS~9KMm0^;4*;>Ji#S@07?pY+!J19(~&jX5YH<3ObTsl zy9o8j;{|W;UyNaKbb*sP_an&rRvP!|v!`hYfb2;baet3YCs)ESBP1p8SNIFnaleRezE>Hd1P` zfEbUi+3{AJuu#&(wg*MV?-N+aabmL&N5A;JLc4wYCE4)ek z<`%Cl>AV{!0@Fc}!y)@f=Db@QQPlTKgH7}yeDjU}=6^6g3$%Tq4?8=ZmkyP%?$(EV zSc8Hn=s7{!2g3(3cM#ORaCpJd8=>)$hKx;EJ3B5yEeo6$`T%;s>LLP)Ohz3U?nI&2 zl;zG&Ll@kchKn8SRw9b06?Js}<^5`LJU(iWk4}BhGmX-t4GUGol_rL?ssvI`8?KTVaob|?^w{CzoUNB9m}EC7sa!ET z8PNl6+lPew{s!ZlTOLX7?g^+~v5Cn54jqLS0fkTWH)sw2sbu`S`8TA8S|~ZDOd(vC zHo{JmN-K0>P0Ri&c{JI>xpOZi*sfDr27R-wX8x3H)}5ledex=>K=su_hsIZ^>#3)H z1aPQ?2||J4W}}K|^|Yhw!ZTKh+4Zi_^JVKcFr6TGI=27)``0gX!$i{YSwySY8OMd$ z!1@ueQ4xsw5!IGbF9!rn{cko zGnmS@jhNShZPIGurDWRA2At-9(ZmPp>TW{NLcWxmtzwvy_Y}`(GcfH8yMt~)9 zaX=!*o{4^$O+%G-;SA4b13LQB(UBX%9#Ub>V$#{l=q6IDNqt;h)V_9_1IE9US4N1RT#`rh~xbjG$tEwO}!xHqmY zW;DfN>S)%r#z|UtE7!|KB{!?Si{+ZKjY7?nqaV0Fve%tTxlVN&> z$I~~F=}84=$tc;LKnD2YC&Sw(@r+TyEf$R6+r0Z?_TIlgJK*}s%Di(jzCX6OrLv~p z=;D9h(;H29_z=klKUv~fq&bDG3o+CZAFZB0^8=kwmTca2?oZ5C{2!Hqjt&kVkDt4p zd~Qa+J1RIRkG!pCu7`pPXZcVP`6y2a^x0D27W03i_2Z00ptPDtHp2K8v5#Dr)7P?F z8tBHePedZ<>T-ZRH{hWx6XSFlNGuI1;VNu;(&`z5o9LdH(mj zs}mEme%;deG5#r?>hj%_$NS$p|GdX3Rz_!p6;*OMZ)FMkH#MbZ;wW!>I?t2M(cAQ< zE49;;DK&Lp^l~|KBk!PPd%Oxp1yi<)2)Ul)alZ?sL1sL!>mO0=+)gJQ-_XReT3B0% znJdR1<~;*>;D%3D5}GP(7@=YyQ%a9p_feokUGKc=9-38xGFK8NomqP+)FCjd;yk3y zF|8}(+7pU1$x%B|`htmMl0-MBW=P|Qt(2SnI9-!cLp&mPm5U+KoS7 z{2JGqKXcWuwXrG2F-9RSKtW_PvPqfjZMZ1%_gJ+Ub%x00v(HYdJ|)R;Zc($0To-H) z7whv{soVdXo7S*4%jV_cg7_!t<$-cs3|wAu!^LsqQ|cDnY0#rXkNz@RPARvvOW;2F zLy!I>21P8P>UqX7dgexvi*4D9b17F*1#DG|-fn}rsh(OMV_@tcE`4CJ3{lQ-l41Wb za#bxfOXrH%s46WLuCO`A@WAGn&|VsH(2%I>a#sDYoSYaQ0i{j~zEzepuZPQ&Ebq(Z z{F<$P@cjf4vHJX+>v*8?_=Hn&I#YK`7t_%wO%pcq9S==e^AOD>?GJnils>rBhHYsU zN?x=h=g#cocYX(UD_!39yU#v=5%*n8tcm!&(bU1)o<2>VNLw;`6AJ#j?d#lm5VDbb z^%XPARmzOwQ`0t*EbAXZgKGb)q{43d!IP-s_>V&5!(o%E6v#y7}tVQQDh1$fcJ75m#=A|H6~4W^b%EnjsUHjO6b@ZSEl?cWQL z6*#7tc;TCmmVXX+#*p_3eu!?tlh;m%9H={{Zq7&Qq#XIqrDSW6*gEj~-I_1`_L5Ui z5(+yy4b)zRa(QEh{EKj6{^&3qIa+b|*7@^CTZ4_Ri$6Q)Lnup3qRc+oAn2H!r)7+( z8bXsczQ4-DPaxa~OUz9Nlg8D_IA=yqzsa@FL|xvc$^-J-l+j9dm@Q=?+0%NRD?`-= zgOSUnY3V+F`G%ov4bDcbTI;Vy6&8D|B_ya541D?TFLM>Q*Tb!$Uct-nPQL(LNT<$5 zcwaWRkLc|B-2^h4+O}t$mu9yv@z=||wcY$~=KIV2mz3ePSJEdalY0HrEl#exO0J6k zBdS%s=fCHak*MUXwlndGxRM}9j7F<~U-xCJ6-d-^9Q?I)kUe+EH3hoW?>z9Idc0zEc|3s0{4 zRjyv2J_zzx4F`qqEm^e6_srNb;~j#*DV%;;*tQhfudv zeW1W|ffTK{|8y2&OsGSYb*MhL*J0RX3>cpOVR?QdXnNtJrB1rfxUhg`1R*{8CAZiC z$S0%MjqDJ@x@sTS{0|@SHhOOTd24KxtsJ(s*mv@bJ9#`l|8?@-ejx|G7{W8MP6%nW z{!NTnY4DvQ$4i5#*mC1P~zb-wszwqelMDe%?qZ##!cu}NjR{Y}a z|M?w%`$NqyA|zY??LHoFDK~D_(ndHLqKih;QsQi^63*^1uz+*6)m}LR!{aY>-tYL-Q|lQ&{5^34AxL3MG%K8 zpk0`={zC2#RWgJin+PqTTjQ56T^hAfQdPbUmT#%Dfst(=yt1N|Opav;QNjsvTJ_+2 zKKkvoViLv7?YUH8IGQ>jf4_H`=I~6nh`W&lBmG8M@69Y_1dTFBTVPO3XAM=`)*ZL- z?-+^FfuF^u6<^G?ST2Y>2NvrO4`m>@+ugjuuBHEK)x*QUj^;OvEC<*zv&^C=ts*8%1i%XYIl2AIo$7adfgMx45k8M8&>%T>1r* ziU{PfXda_T5dPb;ofMVc>86g;`(2*@kRrCY4BR%bpD52;@~Iul#1JgcCgd21vOXor z$#+WyHn7j8oVq)|>$)c{Af#(%*K6u!KWF$Z_H7TNq}K7ji)LQJw2_pY5hvyBYS+g~>W39U* z7`V)+@C*{apxIb+v^xQ6yA{_t1-SX=SujUw0(fZ}noq#^P?qbi3mi@QKcvHF&AXx@ zh%khp8L0us0gJKp;2yAUBCd;s!wm84h0P}>K3Oa=L|M7aV#YX5tHJTLvpTT|d2Q#% zv7ha$W7Z*vANO|I{UUye6OPRTLjeVz70X#v1kQO;C?+)`@FHo*nQlgpbKDwE4>3qU zWY2MD0-O|d%_Z3bzXoY|F;74C!$vyS?}kak?{VQ~Wv#Vcm&^g*ZGQa)WI(X1*W)FX zDM93i1iX{Gi77mvueLw2Q$Js*((#?#M>_GD!jFc_qyS4tN+v=;;8K%NYzT2rocudd zA%2-L%y7lyUnakMWk6*xWtH#Yys^hOSJwUU$a4o7AsWqeR}eAY>HSD;i;YS#cyxUa zW43@$$^iqpB)?i+tV|UU0)V_1q)Ou8ye0r{07WpodWyILepMe}M+TCnk;%!)(a|q= zHUL8kzB2&xN@2(4L<;RQ`4mj)e_gX>GXZ8!=&*5J?bF7Ux2V+#o9q<*Uk7}Df&f{> zqUkmRJzB?|INUL4AQdScOo9-&FlQL?5b7c#0%B|at&ed?N<}|cc=N3&)Ci#$%r?0Y zVbm>lrR!wdBR;Q#(nRN*L+dkBMO$%a6e>P_f9S;kezeNxlm8BK0(X=${%Tk24k1X& z%SUm^YRlm%AC=(YAryNzV@b+j{K^1QTJG$Go%HFHR>73ADiVH|?ROB#tw??_uwne; z_0oz1UhFkN`YfL8XNg`j(1K59aD6iB?t z1)pZH_XX~ooNONhkuKq&9+#%(Ky$q@rsPa4J_pc1-Zv7+kdEtxFTr4n|67i>2oi!! zq*<;E)ZN2f1)kEuEa^4Sz+@${RA?H90R~h-QH&&!FbaF-h1OncPBo|Jir-Jx*JB_5 z#%#xn-&v3MJ&PrE6DxvBv7Y~je?*;MG;{aZ1l+=45O(M9zW@!1?tZYG3-C@LB@b{K5WxKU-)tWS;+78nNur)|+Mf28~T<1UAlPBxnT2*bwrM7XX;iyFA_5S@&b zMUUc_LCV5=EoOFdj7nT&mNZRs=%K@;m9*guCBGfbIkQq<1Nmv|&9+Jenq*|K;T97N z<13Zaf2h>&?SaN05%R_M0dq=;xq|Hp4gm;thU>7=mGz6Y4Ix?D7punCA}6Brk2ImI1~?K-J-Et@za4^ zAKe}Y7TV0I!4f0*7qMf4GwE1|AyDbZrSon!TmF2Iu2vio@tj@zdy9n{0gugsO;Aeh z1$5@jr$kh>{vFHe*>dZ^jQ%ukVr(&=U5^jce-bEqk&QW05G4V%^m&3DF55Vp&VBk5 z>6Kd{s{)66Vmr{w2-f$YzSqyGN=dvGJf$JHrzk(bc0 zzopU#!1LhXSLmT!rGS_LbUy;f7&d)XxqRf|8bHh; zJansh(`W5hq?X+*XZzj!a4$cV@;{)U$K>d6{1K5Ds>^XoBVr0wz{^y6iYU1$NndXw zee(L{9ovW(`{LsBRVOGH;_%`#H!2OC^~Aj4-uL)36R6s=^!x`e(-f`JjH+#1meUg) zs<7qBp6&nWi#Gy>z2oE10N{sh1WBqupneG;BkETE!sI=c>?6uTp)Kwjb-Vi2zvW!|bT|-QBXJ)%H`&k9< zIfjPG5xWmU4wR_jpTdAlh!0pTL`29ST|m9%X3hg=(hJmCTzgS9|^+1 z|G|{ylv7tvi0g~9{XarV251kX=eljqZRcap-)V2NMO%mN2Ti(eM0q<}iJNNzpk?Bc zW!ZXhAV={7z4e$rg%XNoY(+qKM<>3#R8RA5d-`yrnEZ6#1`hd~@&bx{=`HoWVZP|; zboJA){jbS(h<|?O!uDq;?^emTbR!H1+!ZRHp5|YV`QB7Vp`$NxQ3&60E!iR9Nt^oj z)3aAOB;jnTec`3Pm9E0kmhtYNZuq2a|wB6_f-`Rmnt4Q#VzkrFh9HX^rDiAO`U zwedd`sg*Fbr|4Ya2uF?LAWu8ygY&AuJr!tBpco~}ThtWTa<~Yico(8QU4hnvp z_J3KGlpR+Tr_xoQz&S5gJCzUA*$A&kiwXOL2>ub88e6&mZ0BRw*+(kl?MZ|7kGr#U z+pyL?ws6&^0-+R-{_hxL@ zQ|UOJYTef{ks$aR2C4Bu-V&h)gZ4W6h}^}mx`n8_X0qv?CVdGJi!gAyV~ zjR!K247y&(!Z(VS$5?*R3lPox+jtT%E94g=I@IuylgF`vUSb9up1@suyxhvOAX$&h zR0ydSL2Zs2^Sg8^aLr9JFXJZM1~*F zun}HcP>wnOJtv5=$W&p)ft@)1s?9|Q2}pH_I#~jEBEb=m-h*Y8@ZMfDZ+VSMm5nC< zWrT6}p(iod3!g3kIgBrmM|{0exY*=!3*ZW@q>w!qr7&m83v z5GUce-*ETJ;8!NGMD{@YZLL)S9NvvUbq~xU zPsA$VbGXDdE+gDXSj}1nR=p2m+{)kbhAA|OQ>n-=iC{DhPPX6c`Q_ls)WL}v&kzw~ z;xdIql?BQ7{^Q$7ihfuwF-wn1W%e@RU;q;>Br057b4IEMxsW$Z{DW70gLS@4GeU#b zFlkp8T9ey);8eo=~~0NH*QYVNw8{$4hH7dV6ngk z>39m80E6w|r$7W!-eI*o?Ds%8Woj5kXyCb(3eMmAy~^6{DFB!|-2|8>og`kGr@uA; zip2JNdEzHCa_3m`tw;^MBwoDOFfr&xO^(ggAr1+R4C>zUOK+BZzDEKIN-u? zgy{|aUK_03dHrbygw!q}C%i#4yA)}BzAh@v-Smym1??52H;@Vw!iXSCm0z^z(KR)A zVh*~F#0N<#1Szx_&uybAx4mVPshXDs7a%^Ho0}UjepyAp{`vU!^~GR@84DH_eXckRy1BGKEwWu%m+Gm~42?IFA{$f;UGC1^--xnh492o;gP#jfZJ0X@McP z1hA+Bg_#R*(mg%Vq<=m*Ti9tA4c`rcu>!<-g@Ls73iI!i6Y^p!zJ zCL)(j6H$bv>+ixv0<_wzInvKsPJM;G z2yF20k_qytln|&3^gT{wfLJ107HLZZ5%zp&JY`kpH00k!4JBWc&TY}7@@HpirR^~f z>ExO1E3xjY-BpKg%btT2!Bh|gq*rLlD!@wzf|I}EMCix#iMJtO$XUz(9rCQ@$hW`f zd$xM~&;CUSqzD4-Eh7BztECIbc)=WYEcluDrqKJr-<*l5sZUW`0Ll9a$glwFN-4!e zUO@pM&cK94jBTqKs62u6M)2Phb#uL~(o5}>*C_oNA)y z(=&FZo$YM3Tu7A3cy(!1)otPDr{>f|DTDaLFH3QwByk-gLkif;LQ_(5s8pj!3v*tG zh;S;ric4qGxG$km0m{LLx%`@ku^&^48OBEW{PtO@?}3r$wf{xaYYX@}h(6aBJC%pj zQM;A#+Fte`J>yC^?Q^Gd>v-oGrpnAI8>0!wf-C|B^V`ql&qrzb`kZbt)2sD`0o?y! zYYc)7Nr;b`?NFHXtFR>=@nhegLvSg4&6i6jy1RsLwnENw$RjtFZNd>>So~jC2@v|#Qqw?w4wBx! zf|CWvWdYYu2`di_Z0YVCQNuSI2hwi2dLWXUG%mRC)Gyz-iJ>yv$#W*EwBfcLrzUNR3=o~*4UHG&W^dGWgCJN+ zG1Kb_a}H{a;@I@9v3T92YSp&wafpXz#Nw%SS{}+^cFUGvG1DR=4w9H|&9CDlM!ev= zlvg*$c|frKe0wvY*y?%C_R`ChTbIYBAg9hJPwM$I z!mp)D>#yO2`22BMZ*;q4$i5esyAAOlDmi>yvVXjq)N_dMvW@v~tN=mO<8aHSt9*px zooXJ?-WDnk^JVo(%>a23px5d8W&-Ba(=7+s08a_znoD z7^YSjFp^P|ELn=fe^7Mis_I>{TxCu1Mm%M-Dm4br!EgvV2^0^>`ZbzKu5knpxxzwg9sed2f)o+b z1{A8*XCT@3;{KV0^cE&H5~A>p5h`L}Mo2#4H`UG534TPX1Y! zKyi;1-Zz=(E(m|}*glPgg`O$5< zp#U+mr0FAl1R4YdDw{Cd(aLc3^MRW%#X+PXVCaMzkMhfVweFRNUT#JdpIvU>oRB~3P#(TLpUVVPKy)ZpL>-&{+XPA__=gT5!bxWq zTaVM-GN3v}h2SEit#zF|yStd|KK>n%z)6P3wHP`sNZ30rBi-BSeHq0`gGS9_LaAn} zk$XD&o!!a}nZ+LN2vkH*&@})I6h!=0J`5^99178EFuS}47)IBERZzk!Gk&ksss%Ig zmT|%G;3Pur@na*O_z;@hJHeD^jf2>4D6C@8p(+6(_%F!+-R^ixlx#`W`xE$t(Cwm8 z4QizB)uwrn_YQ1w6(m^ES<+7V)PEM97k&Ok$a+9{GT!5kK@RnnaR?<-Z+DDJq=A7! zw{qKw(&v1nU<@UiipMtW@u8{YN@r);@AeSXX6%DXsKk%g*Wmj0YxhC+$g}X#D=o8{ z$X(*@Or@eV$IyoAZ)UwpEV85L1uufb$Cxex+!Vw<$CJNr{~5Y=$+GnfqCqH~5VbR3 zJJaIPzm%ZMKxPr%ARTSe5F|%|@Q)8m7S9wERq&|}DG>Yb_DD&v-Hz}t0T=N-2qhNe zXv>Ksz+-uI>PMpT>{QL$1C&ib`v=961mFSykLyS*OZa_GN{A$J!Asz6m2A)Z_x!8iMzYCMx!CaSI~*A77m0!cxQ{6r4!TQ*~Z^>`-YF3A%4^NFD4MwtPY0 zfEx3v01I<s$U)k06mfjK`HCig{o=D$$tSzYhZSIlV`Tq6vR+P#Pf&~NeBWn9t$fgKu??JQ@?>rm#tLX)2t_+FkL#t@&jOy#WuK)+MC=2d0o<@qqI54 z^I#C|^P657Oz~&8)b{TL)xQzviYmuv{2LMb_*b%P9ii$LO8L)oe&>x*uJ)OLk?+O# z4c5^=cOTH6tz)N|#-rki(L*??pv;D?&nf&jxn7kB#$_ZAlKqzYOd<{E{)3K-kbUnb za`gLkKtdu3G+>7Q+sk%8j)*MakF?9c+v6=4SPKd)M#IZ2(bstYWr-2S&4Y(u5N?i3 z%t(q&n23g%AkxX$7}lr(=%O8052$VK`|g0xb@ZzXSu$n@G?<;Hf2P|3%G`T=B^dSi z^)xw*Be`rMAZq_M$NZKXA#sOGI@*1A zM}PWwL#u3wsu~as0H0}qPs`Ia3h(4`LFAZ|siGvdTcga|GCe28{G4=zc*Iz;D9{!b z{5$K6kA+coT!^7RM@9Nc+oLAU6QOfKARti)}KfkW-jy#2_sCxESaOAgpON+1R z5|as4vK4_L@Fum8L!f3AHz0zCzMf=uJZ&JB?5)PHs(zAy2#u{NBmdWh-8$<227mXz zLrV-sp=9oX{G|^Edu$%|gn$mR)`;5keMHR^!Bi_Z6f>4(F(=2`0twb$!;TcKliVF? z{PO!ZL}Q})T=!LhOK&9pNnMeeOCcBe_qmcM#nMLrjJy4H$e*Za`1g^>F&OKa#os?8Tk)ywHxJ-)a&1pF%1 zw!g|gwyovF8~P|w!FheI9sMKa8B_>EO$0%U2JTYek^h(Q3TGiLCG!=IP%)qpg9VMr zHaJSBj0~q%Q8?rmh?SZ;Q{lq7mi%E00a?87@4kr~4+JL*U3=SDzWt&p@ba01;!z9& z0n$#XbT?C@*jNw z-5uCt|ADWM1^M*DV1}}CjZZ7^nm*>ZOjT=EXSu=F1v7C&1uHAMn8SwN@?^iHAm{{a zW=KK6T8i3(4dN&B(15QS?+&|FN4Ga8Ig1mNI_Mc3s~?hVg|5DI@vF2ElIYmN-yA@D zqyWAt*Gu8@(evN4iZ+nq2f){ScGJ^Pl)PCuaahIZ_|44?XlMS9P(9ym=-U30IXj;3 z{~!c_xUfAi(gW~gfqLPunJ7GlQj2YC3u?<7Y1LWC{1lYjOfl4guL-p)Cv_@K1*uBM zOOwXk_hU=i?PmTgH+8SnMUz7&iwEVJ@(IIZIO}LjMyYWnQw6C~TNV@WwVApq+pjGc zdDZ!?tg{nRxg`cd?}@{LW!D8cYu1c(J}PFP#o9<$L2Ngx3ME6SMh69n3SsPF+4cCg zMtUQfZiR07)4AMX>o0p7b|!CjyH_z8(suNIOA>x2s?;&TkXT*+k(v84cz8ZW61l** zPZNQ^XciQ`1WLlYTj_?RAoP~wY&!^j9fAn9B2Qd$32a{{Mnd>^(4K%!j&r)y!WP5h z^k?!5HXShR8jNQW)sUq9?}TK^nbRabud}9QeHFYk`4Qy-!^+0+p3(8hiw91B2QkB} z1@qz)fTcxROMsuR1wWg#bUjWPX>8F?W8)>Ss`u4x`0&Oy=2@+tz%$kNZkgSk2SeoE z2LwD1n3WJez3aDt9n-{>c6s1+6j9OG1U4?u0Ji}&$*5Swf5DHr^2Gm1tjm1Edy)-a z*=8X1fB>Xi?;=rh@(Y5SO*@X|#)kYx-fLt-g^my1okM5OV||iI*7`@Q#+h-XZ5!|ZqX;DMyCh#n*Ct}v3CK$={1EcN9%YYP;hRPGihL<!{gOb(R;7UK|qxL}g*s2Kz6n^GPa`pJFm47Kzg7^?6+#JGCe|!o5a;#K!>xhaA>U7Z{|TeV z+YQhs#M_FBBqh;LaPr{Es1V+gt%o3~a;lVm@ZZ&@7*!WgmtI6? zaV8Mj5PxYvuQRBt)g+yXL`pu6MLnsWHbN|lQULR;JnPE6G#EBvPOUJgb-!ryj)tt2 z__IF%O0Ri_M?~Y4SscQwsQDiq^CWw$1i_@E! zC!YN8qx(s~baLh{g^3r>fs>rkZFaoPvi*DV@Ed7f`6ZWs_n3GPT4uWLtbhJFzZ~H^ zaB&blFO|L=;RCt;sj-vqJChl?O#VDi#QR96b1Fn;`JOr1{Zjz4v?N{%h>$*BeT;bk z^}acCiTAZwo&xgdJGd)&<-jKG$sG^YV~5j)ec;CY0pLD}w?}XBJfi}@+2MHu-TG(P+{q?h)>J*$4bo*8H9mzEG?5c_|LBY()wz##i!jLpU5=x56 ztojFaBP|p$pZgC}o3==zqhitUc1R!u*JRsOxYKQ$i&5-FjjIPq$NWzWylfll6jV;* z1j95^2}`>roY(e$cd*Z_DE-42)vA|!XoJaZtGV9bQAyN@p%w=~&>)!52pP)uUU8RI zwG9c1`&qKuO?6hx)41HBh8mi;@X0pdjWGdu93gPifJqBjD=bNX!a&UXoHvkqRk~M= zup_b*?w72{0u75UC^4p7KC{wuJ9&)f+<^PkGecZkx(M+La zGVf##KwWEq8u{d(rvb!xPU9ZXGUogJvpGKSiZag_Ak)@gL?GEE4}#;$?heP-<11yz zan1yJo`HM}mp0ek4;})YSQp@eSKPo-)OgRlV{-yV3O?>_> z&F1yfzl~({A@PcE3V|CRR@u4$p21Ub9t zYRbXF*Phk&gkL&k5G>r^Jz=Om68pC&l>VfQf>>JB`a~g8i;J8LpZ8+IHeSa`QCwEE z?tm384rbp$4)QB?&7IniQ0CJg+cffTbtBe&Gc1_XZ9Lyq^1p7}^K`D=HJb3a`f*j; zcC(lhWq|+T zB;f6|J<++c`Ktl#YJUHMELT*Ic^Y@X7tX_jgr|qcKNzWJJJ&(D)iPQ|W6x^gtffP< zFd!kpVrPD}XnTA%B~+#q?h7lkY8&U33M*S|H==s36!X=jZhG4kLDsK6%sr0{#}|pOz40b6k)~qE zaW}nEYisEHK=iRzwNzDeIQnp0k!&ZRf@4NEiqVc_z044!kt*gBg*ltv_I+s9)NGa& ze@)YehL-LUQ#7%zedb^&RL5Q9m=V~n048`$>(ku@kqgts%y zK&LksbjJSv zd%?GxoxJ7;X{RfK$AzyZ$@?{}e*fhlzw-dcEm%D!$)%KX_dFE-GC!cEjT@*(i>wXZ zTPVRYEo{^E7jR#A_F-y%iWogpFdop35$#OobKk%@~CYiq)W( zx*`b)7Budg)a97)5Z#9=0`OJ~Kw!N8S>yX%<#i`;+k!hZy<#5d9|1BCfD&b;(ypJ_ zP!G4qMj&SRf%=s2KBn%IpW5%f1{!iWj63JT{fN|AD|iq!_zm({dMzpc!H)}n^YtBq z!o4cz0G8T^k6??M(fYNl-Agpj^qu~#kRC$T*J<5T6!O{$vG}2e9~IInH+v;gSxlYc zg;mLa#^m&tDtz_e*J~31N~1SHPLChyDvWKBw$>0Yfn?IW=RNPRjD}Fa41+1=5Y)p| zeAo=`D%6~Gm5K6oNYec7oZLHfh9V;fER*x|k137g8Mc8qQVjS5fC~N*)I&bN9C{KB zhRRReJm9&$eWKzSc3cDMB$z!mqvDVQyZ^1=*q{+W42WP??CJTYt+!J$tUFn!>?RIT zxY;1Tu=`zjp)Y~Qh->;7jMH+uS4p$;z|Xi?g!VrA!G;B~7#8vQu3`NI(?{%l^QZvgZDBIf8xatz2pUmEiGR`U+4RrlduZA z9;Ohv7EfE+MY7l+pup$pf+f-RRH;$dLwMzO%2xdj+0dL>(#1}PX2ssh3J5j_=VVY zRCW9?9D_5GAndbI_d|DW=X%Z3QP@a14|6CjIy0Ik>xcFY_aQ3NL zMFA0ZMTSeI=y%9$G9cQn&`iXQ;|oOA z9;a9VddoU|r-RJU`gpI3UF~p;Ax)S0Qy%Ymh}teg z69L(xR=XZ%I9j9fX%I*vm%%~>RMi8WUlr;Qka_0Uo@kT)2x5BAGjCH!99+<_@B<($ zmpNxs-oW1G|G4G<)#++&b56nqvs;CU*7Nd1_ z&AXt+ADJz}oGJHnM@;J@@Z$2*x(;5o)B6U#;-11cOXV6%^L<7>F5~6(pp&;qvd9eX z`BV03kZM+*?`rWl;J#XJSuP0!5~wXjWqiFviRFKbBp6_f*wPVHlZ;3^UA^;WN8c~6 zmUs80%IQT00K!tC9>j*eO_kU17)%d( zpdp8XHmYqq%NE@6_!=1jz2+JD=_nYgmWa%1HOp+xtCkuW+Kpco*P?!{;AwO(ecNEd zJ9=@GYC07c7!e37pV3_BLAWPqonLwGHoExPtZeyoi|YD3c}kr&H?DuQ?2~v{k=o9N zal-JMAcXLi{un_9m?I7ja{v;oKQdqv5lS2|Q|#6d_z~nYHI3SY@zV195^#-Col|s$-RFk&#-ErE|_A?PmE_ zN#h`-Fg7;a^ioKG{vBZn{aYt9Y{R9|=}E7QR3EQo2D7VPT+bVR1}sQKtU3`h;m;LB zC>6}Ds7Stde7tTlG;ri?Su7XlL6upby3Y=WQvIBThlsiMzj`gw6<2B-|99T0O1HPA^v)_ePe0a5oFw_-+Oa9ipABEpEQX6JQV}_YzfpO{SB}x%r z2EV4HoAhLKn~cZDaq!zrw2#wwu_935t8k7pG2T47EB_=y zPPR>~?Q{OS{QKT{S-vkyaGZfK${>|y0d@~sEP7B6RLUBE5Q+vtB6K@S8`?PW5S1Yj ziNYtSUuA1~u4Uw{aBwArOcG=|)yC&_ew3P={Hel8=*O%`H%rFwG3SMcy9|9yejRAf z#s01ZpY2REeCVT-=r2|K{FQ4^_bvQs9>oUi&(l(Gey@b>?^DkY^nI!`XWhF) zH*9;q7j8J!U0;7vn)Tduq8SWyGQCO`#NzfQX9d~5J2`?3if}?4N6?{qfX8O_A~*s_ zvYf6H!!4IT$uZ&OfDp|uFR0+E9^ zr(05WA9CKl1I+HH1~^Xepso~^Qq=tK8gN;?{CU#SqE)&&cgTcN=(YQ0y+rTx2r)Tc z(r`(<@Fg+sU@YnVe5FHBomS@_DzD&lq?=-ZT~@`K3l9ymvz@jOMVEjhIE zd2cgD0lF(ajFi_pA;Mo;Ok~z%t#R*zviogCK>x8BTil!{3zt&Avz!yVA4bUsiFuhuBzOe0$zp`#(#aATHOwEvv91xqebR$Fev={nQ5h2 z+x1a6cQP*RSETUarrP`Ya=*&}9=~f#6vFT(Yo`rt0d5z4)P(ymdZm*(yOO@bbI5`; zCppTK5?_t}1&)&VDKYtCldVD^b>AQ-ULXRJCI4U@mtDp}|BEDrJ7yk-j+n3iFprpS zLQEK8d7;e&&Z>jku6E zE})#yDp!`0xA^2VRioHM49a-l*-%}5%W{GD-|Ijn2`b^EU-eJ!pP%(+Wh?HLvT*o;Oy+EGgK6$PNPBde;QMJU zj7;W)JNS8mgbW?VtsID!BZIpPDE3dobwW>xQMH)AswSWR{^C7aeOJdS-D`|6nl@(d zzdYm6eG-THb(BH_r^4TOlbk?3mvMmk9jPX*DojN?)^sUN(^g{*a!HU^<|?6w{C491 zTR))cHSpRk0l^{Tm!}yTk$cTaHl{)WP@wU>&B8TZ*TxNICU~#)A0{P=3BP(F%SEc)^5WP=U zflN%`PG+ZQukpPsJ~AnH%m>=+m8pn4RU$m#iL3?6I{-?23CNj6GSL8V_Z?u(1q&^6 zojLdIq@vDhGKJC%_)qlI-GB-W#Evb1JS2p#U`hgl0;LrN{d>%Q&r75k`jSCOw#-8cU2DnYC}c$9vtMRPAtO|| znohl;C|vfgMW@lEd2aV4x=Zy;AX2QsQeKd`0z%^AG4{OvCmsIQ&Q3O!BeMy&-Fy)V z9s@p@S$>&B4y=E!EYz`;XeVeGq&9QcamSfx?PI;s0)I|WGG{|1G2FmGQEAEC zE?ANu16^9Va-lSE3vbBthOR!vR{{x@+wN=$=;cF25OHTf+Q(CS|KtSBm&lLEaS0vB z0?rL~0O)Rac>n?!xD-Wf_jO*klb&a_@!)l|YVRg#5fzpOU!q(B4I^FxM9+38j#2_F z>H+ug{kP>-%$-NgH4;cqdcKm^+R-h~Z`s}ymVEEO-%y*aXTE^f15neRs^S6@;_?a? zx=#PO8V-IU&t*K+2H1N^htA9SPgmk_9Ncn9&-K(0@E(y5RQ;EU%W84jYIedLmv!ep zscMR1_BoCae3JJ&Ol4g+r_uX3ww5Z0*_a${)~ok>Q2~hDR8%~5VtKi7>6Y@51Ng9V z#)w`{+M*UUOF|htEXY1N#Hr|Ay)eysP6NE(PCXPm0~>??O4kWq%nXU}K_-bu1p+7V zEWLqRlpBVh2>8=6K%wfpYrfp#1P3ml7Z*n>w}Ge><@&8(B3SjBs{BDFZRZsQk5z+R zuVc0StP??$#}rW6bxebVUjGTPY$C_!=i5k;$~o@8X;KZ+q%%o#4A3=^d*I5%+jP0dUp!~hg<@+oC=L74!I*HJNiJf4;{aQpRGx^dx#x7xvs~J*Rx|J|hO*R46PWGuDM4Ev7NCLVG7-osHNJ4ZMQvo#(Rx0Duo9 z&K0`aZ$^>~jA@Hr82QwL71hblrzIkIPLK#W)-6sKLK%IuogA)G@LGV1*a>JP8_G^o z1H}A4P2%=Uw+!(0m+7Q3W|ppT(wpM|z5F!r4*WyqyZ)K^NXq3C0za9IlNQepM3+Ne zH&%NdFo@1&6B=5|N3e}A?(?xfbjMJ;**!O!qs4LWyG`cIW~>4eO(xcyN>+sO^dDLB z91U9o+3GWbgt81B8M=sB3hzU=5xR8qGO5X|9!@JTl-?Rk*V2GRykbthOrL0Q+l%Qh z(LqPF#*^unLiZEw4C`Y0m`fbGw=}dmDE*FHX?8I?T;qF2kM0X-VMT~kz`Gf#lf9Us zk~c&kaGjPtxNkH-C^VZ(U@9?}sVilR+b_&o zJdN53Ti?;aCYH_73`zd&vGf_*&vhNrrR&d@DzKEj*LX*aj|-LhJuZIinkuULSsjL@ z6L?YdGax2ESag7?rZDKuR0wraq%(l(&-XnO%`j|LtwP5Am|3mp&2b4b?=^x=H4z-! zAg-y07~@mtnDJAq@gw`OFwW1$OeHTnr|VHVP(g1T|BFK z1nMwe`$gBm7!shE;2P|>nAZcY0z}-8wxhJQ)m94)76JD}mv(mljpIBEEwxK=W|9v` ziR^L8g==BZzbf@0bBOfTo*!@B+XVA0q5Y}`O;!UO6uV{Lw+LT9{A}{?egH#i+AzU# zX4FjQ4P^FDmIhS;Sa`{8o$jljz<>4iy5gq?Q4-DJU7QC%H)3XrN8R^+>muEVOvto< zOUuaV2ze*kZBmB-s&nP~lajaIu%y5E??c&8!b}dN)mV1>vaC;J>=>& zx)&h3Yiwi$4=+LG_>E^1HZ`YmgXRPXfQHbb|9EfVZ1O4SrHdX2 z^@vIYONF9t*F1Z->psWT`v;X~#oV@wy&p?f`9K*{`=o(p4vXK&)PAq3VYMgnno1Ivw5$arN@ZZq2UPEV zN4r*!^-2b>IGtuf1LjG{Lc3W6A-EX4S=URPa;_~eflN80W)6-KR$q~2rYM@u>%D!PEq*4x$*I?-aUnY1jL1CPi z3|p#6yXeOeTnl&_0t3!H$i)-J`y3FUGuOR4-?|S@0E_3JHOJlDWTU`-G%@C9TA=3df z#idOgrXkNy(h2te$r_M%R(jA0J$Qlh;xA@vwppqicV53RL50!CxknTWND|TM^lFR% z?;>_rP)ymM`_Ogq6$gn3IdzMl=^~L4g!8R%Tzo(R^8NYymzfr;-t%aCxL}3-ZT`dU z21v3b^p=l=7oqus6@=3~g7wdu6|m&Ez1UBeqg985Z$+o&xb~v2PG*o~QBnQ3g=8$< zG@0H^L80X2`_AH?#u$p_#%>%DrCkThm5+3Tp6}10!a%+|YO=-{%A|~nUluh&FoY;u zEVa8gZ-O*@pYB!v-guJ|#Xt>~<8m&oo_S%N|Jp)KU~d&9T7V7wZ|U_W1h8HiE&Ob_ zUu*0@4eJ%?{BO$+IkEx``CBuOrR(7`TO%_i20=oD*DhW9G6;M;8RUh5Z(;HW2X`6l zzq8>?B~{SI0#{)vFl>OhZ6-qFD&3AEy>xbm?%NOG5A=S5xiGKf`m!`{ots#IcW7Yy z4II%--L<#HY1N0vcOj|7$d`|agJUX#3JWRXKld@V=HJhW7Qrb2-1eS-3d4_pj0Jqu z1a1&3KArg_O`)*{Ta|<2Opj!r1MG+hm&xX&6|A2MP~);HD1-TMNTA@0kir!lwweu; zC6PZ$1o@m>Op!-2f&V&U^;E_3UdoXd5PW%=XPO!gEkHybR+^V_ttMjpGeN>xnY{Hj zJ$L%>TH~!2J`&XG0^E4JOJ%i|%;QWL08}bbN%VM?^p^dze(PyTI*|F_I1?K*S`S1T zC|(=)M?5V;(fR~qc7hH*Ox4`vymD9nG-ZF6Lt=#YK9Gu2y5G1jN4`YeMDnDe&@XSL z#GrKi5gC#LGPUd%p|UxgiCmVanp=TCU1F%VOQGC zR)0w_d5gx<+4tvL$4&=W)~N!aN@6D-tKz;2#_sYxp1{i%Pc8&&epfTr>?l_~x$m}T z<5{VR#5o>#LWlTv7{dB6U*`^BRqWRhRhGp=ZM_JviFKAGQDwH|2Jp9XC9mkT6 zyKe$h?|^HDP!Mo|cJm0q!0w~oT7@X)$oH+AqjD_VF1yc(W7k}iDc=%{sj{Q=mG|o zBKX^!m^7`ddHNuhCL^vF&#zHjDZtU)7sQHBheo6>aGtkSBbmecKbp=voa+Do|HsHC zn?h!YaE$Ej7|GsyWR)#Ddmo!OvI%7zo9w+eMfN^I2qAlYpFY>`_m}JHa;cox^Ywg; z`~7w&aU!zlgR2*S3YQJfUJ-)#%-1zn+%M?Wv~9M#y~jVrO!y5@Um8^(5AkATk;T_d z48#ZgTbCd2STm9-L$owAQx+LqY>D^HH3vyDfQml({`M%7H&Q~kh~ZK4W09Mx8nWSN ztZR->Ej+!1x>biQYkeT;dKD0qPp+scqg;2Xu?R5((a=5va5+fR>?DeySpfxZ#;ej< za80Zkxj=}c<{tXwY=QH=`|FQ47e`Ya=?C^ki&`kp`FRUfZgp4N(VSY3j#zTufok>a z+?pe(lJsD{f^>kV6D*ly*~bO9t;e(8$INF8NNyO{v|8(mss;Oyg-NmIJ40k-yYT2F zvUwt*HAKAWopWx6m0nw4(4~OqM$%G~{P%)!Xd?gMdA|m4c zw&g*1d1Isc;za1?=fV66kvKXbJ-j=?_~h7QhSXQd5PcRp{*}VG+V-@M!blqBXE*xK z+b>CgDI?4f&WiI%RjG=E`MVccx#=p(M!yOr7_ai8eLOi8xH-8XIjhh|`vR%O@yLtf zMb8ryHzbL8-G!KxyBQ^ZW7J(NSZYU&IW!7h*O|8)0n<#MHudHI1P1(RaY`B1rf$Vw z2&=Yz^71W7BszN*T={G6N92&9@NunT(Du&WL8> z(meP7(whU@;(8utfKF<=Ftl5YxBVd_vC>{hDv~-WK_LXn*AHjaAHpZ5XCY=LCF;pi zV%82b&%e>48&x5R3`J~(V#6^$Q>!pD{qp_QSoLy~S;#!Jpmk8~vpp=4yw%#;uG^bNor%D|A=jl6N4*f?#D`UGicNzNovI~wz5e#DL%rcT(o>%MNB z)0oCv2Ca@Rb9bCa_C0W0K*e2cJN<#wzFch@D4*5~;>9ySv<4V9E;Onqb)r`r$^2`O z`Gito)MT5x(q`(nISpQyt6m$in;%9bc?)tv%zj1moG*Ijt{=8lzMXnO#gpW<*;9K& z|5f($E7AcJYt$(aVW9UXOWaTR=J?opS)ul9c{F+E@$}8{RBM;+%FlA;?GO)%&;F+& zPj#K#kUv<&K5mD+2{7#qlzXd$Ofly=6{@p|Pf{_i_Il!)Ft5o>Ox6B)<;hBcPdtj) z)%dmdI2i9RW`-+Q8hpE17deoq_S^2Cek|@h;YYCK(1H6gTjX|Rr+@Q{W>&6E2;F+w z=#}->dzS2#y)t;udrm9geRrztgc`lKipOn=4|ZM#MIZP-;B5W zOAx#Fx7+t7{&y)#*H6}d3_L40YU1H#cU$~a7NwC<0toFOe1t+?6T%#m4YmErYL=>N zqgeZcmD?o!;%R3~8WZCYJ(8&g{#+_QeN_pBadmBP^h=WFBW#uO{jLih(o1Gd1KPky zZCu!b7($dTEu3G$*jsjwo9#ZDhphy{jsOL&`G3FtsaS2#)iFwD2Do9}+xhoJS#GD= zx?$l)q*By2sx8{nHmtmC0_SsOu84*P5!2)s&G2?T4Uqmmw{NxuN_wyN*0|w)8C_jv zY25A$FP57-?vH&sZZ6ma5oRQG{F!!}U1YWBcK_5SU`D3?vltyhc- zX+|i?(8PoQ)?7vrt>4xnm-Wl6+Rr*;22ED~VR!#Iyj$FbZ>fr1{LH$)Q^Jev46UY( z-MgJI=~?xc2qGNT>9n^uu=aoDaNNs9aer*HeKrtFD@6XDP}<$hYW4jzxG(E<^-#lk z*poioxVz+>i|xq`>NvJ+>JacwU176$T-%&$3TBcSir(bUX#-#R4=^72?-CXY;QY4A zqn#@OCtjk4#ioRt%*554Cuf2K0`f}0f}^!)2)%#4 zdwM{CT}@}&KBdl3g~aqQ6%HVy-WuzL|&TKgu?KNUPMI- z9?V}_)H!E7OZmPvkNEhfdca!rO(O7V!Y_uyGOY&Ry1#;&{|Sy@22yK^ZH}>0AGPJ} zRqwl&u+@O;YtN0MSQ@vz)2fS|%-kGrWIA+IT`IyNjvb7B(Q{)ieimle&d8~&sKg;| zn%8D8dAB>)|L~5Zn@#PcjOb?h%*^kk@E1u#e^&$*v|s!lc|t<#e-(5~br?ZiDb+RlP%<{+w6OK}q@wN5h30*FaFTS-!vD6RSRs&5=FoRMSoCx} z2&}Z|?q63XWQ!Ere?XS`b~G0=k=1a`a=_~C_*YLw{qznOQHaY2Adk_l&`NH(KJ z*e+bu7y zl@Fnn3w2H;=PJWdKMl>PaB-JhdeR$7l)oO6<@g?#fF!n5c2ku9(z#gTXcy~Ti^xV& zG5VqE)D<{VdZAWRPxu~*poY;slGuaLyHE-J3`~PZ;=Q1Ey{jX(#jzTO!(#y|sSjhN zX?|XSs*$msYkGBu$K~6bGM9913>Z_2VhZ2;hsI*w#u{{FY~miPHzN^l!VC;#mtdH6 zFK{0KacsTp?=gI~u4g3eQCYYB!cRqF=i5eNCvXPl#=eBOe7regA%yz>{H;BrYi00Q zE)hGpIyW{16+@oZHCd1XV~FM1$3GL7(ZgB_cs}lPuZyzvELJnL&sNIa2hO-Onu_kV@~Q}*!U*){8)nWP-bcaO@^r-E z({3g(>2NsBeDWzp(VUMDwc3Mu6A|`CgyG-*tk2=D50$1;i#9O{?}O^!oKiaP{rOg= z6OSuT`ajPpFvnsxH!CBtP$Eoo`(@&{v+0WYFT}kXLp{%^i2`WP>lYmtEhd)LszPc8 zhr*u&`*#-a_BIGLLPO^#JReJbVJzZ)w>KeyMNBBN-Rs~&+M_f;e9XVB3gc!icGJ60hEAtVq9W#3j5yt$!Xu+9OykRn%t?mXI^BII z@%F%(KpB37MFn^?s_^Bk==uZpK;qqocR$w#!^a3D_)-*wwlzvvxjuYq96s=YD16m` z^`i&94lT;^XvSHCI{teI6efoJME0CZpy#*bKCQu1kqoCLx^9c zuHhrPrM}arv%!D6GHE5Lc_a0bpjeO)mHR)FI~Q?r$0V-_MG~+gSJD1FXay8Rod~D} zp+uoVQZ?3_yZClAKg%3LUYM#DV!b9n{W@8duBE;4d?5QbqJLANp@MY>)Fdmux3Pa3 z&@c(`LM-`J^BVV$nE@F30lNS0cH&oyQ`S?f@a#fUp2yxHu_I@rdSf^4#vXDu>!xRMUk;9Wgffd`nTnA z#+4Q-rvu1H(dHX+85&-=yX#Be!dC*6fl-W)U{c?hb1~4_e6g6M3CV9Rwnk@}#=YNL zv#6Xyy6GUDqvOqu_Io;nq&*Vx@P~0XxFx>6NquV34vuK~-3d}(e37S|l$8&Xpb&~s z?8T&U`_9hQVc)sKY7D-$^~NpkwdBrX`f3}Pj1e*=HSIEC#c+R{K)KdgEgI*Nn7I8N zLbQB0j}P0e5_Z~*;bQ5@x7b#(RARtmzPHIRc0{2DnnU_bw}t0|gglADHm6nA5q-3v zb?k8bpr^^x53uRi6Ca?|(l-Zpwu-P}LlYLn`@86=pe-cuDuX$7) zy@ztXJH3}DPy1n}Ykd=R-}`Zk*|mm0loYk4zPZzuyvt#vT_gRFNi&jxxorAm;*2+Q zbkvgZa;@!rLhRZ;FpYi&6sdpq1y;fSwqCe8F;;-qp>hJ!t8Vivi@QHc^m@q^B{OdV zzitd;N052u*2i=K8!%sQqe_#UEEyi6lLG#y{uf1A8q#0VS)+pK=<-4Fb_L>I zqgo1-)1Y}^GlgWTIQgc3jm>MgVYy84=3PKkcR-4=EMa8yVfA#_$(G;MPTK3FcD=d} z(=qA11vh+?l9FnIds^jnaU}Gczu)_*v~L%-^v6GG__#UDLpHpPE_CS6M;x^@ylFr? z%^6H5ZL(qufi_--XL>A_vxP!15_ukt@)Hx%r8SsICG}(=5VbfcFNagPxT+$vzGxCg z>?!><`3+<>qDSQOr)WN^*o5!k3g!JiluNPZyI-mG|5i}-6(N*WAtLw3xSY-Z7zAtO`w-g0T5q`qKh{qaDIP%{`5Dm{T%3i8F^bJU+Ow=c3uTktTe90B9n8_V1P7gmV& zIS?8ffq%B=k_$_1b(ly78RtmNx>r)3^LUp5)Yz{l)=t8WicX-*`+ZP1w5Z@49DNk_ zl8GTM#ykNLqKqQ_h2H@*7n1n3B<2hx34(%&omIAlx11zGWSMdQ4KZ=+Z{tuIYS#g^ z2_;6dqR4_?Q@X~|Np)4WQqh#F&4fC|lN8yZ!0c#E!g{fMF7h5hMlZ_IWZxTM_upwG;YN6&?d6M+ zIt)a_1IRi3v)8;i`wFD<-_uUU#e6o8HwooOfhHP+=f;mDzaT+JflcrKhBDYu=K26> zwBNP0>4QhJBTX>Ttu)G-T!Rn!MCd>-SFEPIUHcUmN4UOrwgP215UoRqBk9tWC`r(z zs>XjNC@{@1O(5jdf0gx%_)aBiYZDPA>V1wJ2`WiSP__@<5TM+eyOPx*$%}6hm}O@Z zwX;7>HvZFE>b1k1tpZ$rD?${H6W4np2JV>{>^$X9>;qwGaHoC0^Cgjgm#Kt#uQPib zz5dpxO8B`haPjuv*!)|g7ufe)^RM2Pf{lMglTrDz^6Jdq_Z{PxqoLw>^XiL$7WS6tRHMs<)Hb9>aSA7M9qEaCkvCqVs;s0rB!QzCj-a+Uj zmjETHscRxj8+)h<0Zug?lw=@Y;-WKTce*4gb2L_BqTa!Jbr>4sxAl3Tw${F|(GcVD zoyV0MoUv#3SGMQMdmw{(DS*YdLi0jo>1A)*c8>Q!6R3B%c|+(vPDZjkB&FZ2JsK!f z{dVAkY##~p;c!r+1Y!^r?w#Y!kqN<#n6~o@6K1SoW?~M*Z(d-vK2x2PzYD{wEp7*i z#vF!qh=imvwfa#Bg1LJTFnF^OFJa<)7gmuiZ0fq10_#=!qJXZHf3h_y27JYte70K8 z1sbH&dED)0g|1_Gw{Jz|%N&s;A8Q(Fu%722WnUgYCysp3^^_Y5RA@bnzfAovpN}8@ zeI9iG2^_;G7Fxez1y%xOrnVvo{5Cf=Kjvthclt3hdh@R`jSg$GZ$x>bWM;u8(NQ2g zTj0}`3yjQ-o526j?=OlGm2qDT7Soz61mjOEfKcld#;!9Ej?jLXTUQ2oar5hA88j

g!d4L*aPHJyo8d!zkgTxX=xd_o;T*z4?=&BI~)$eW|}vIpPkR$ z#@E{}UtJ%zk0>*}uC88Njf^fDa_YDx55$&%4A6KQ{rNnwm%B)QHVDe23ef6;`c+7L z{pRw-sd=XmEa^$7pR?qXsE88bDN@4H1RZaf6?ZX$xWlt+z1el|ua5(Ae;$2#=Y7>^ zArfld8I`T^PEOko-z?t7=4gLZ-;<#I5glP^(w<}E!__!%!>jq#XS=Tm_OQOz1+E%x zl-FN1bdB9Nb^4CxC8Uc#Yl)HxG|sc)nzbA?-3rei7n@08s@Bt_`D{^Pe9yH5KYhLN0rUw63i-M!4!f z-;&bK{DETe?MqS$I2z^Md>+kxZHbD57vri>wEXK{>HT!`er>!Mnsk$5Q=7^mJ?B*0 z4~jf?>y@U?L&bB_%PJ(Ql+@AT2xq)9nO2g2f@ij^}n!|FPJyT6)yx zr`yAZB-Mk1vgJ?zSw5d< zNsP;mnl*V%%JlcDv~v9VJ->*RyuFl;E~h@X*LO2YtqOJTTw!sOD>!Un#RH(G%MuDFtxKUAj|ASWqpMAb%fNv7J%qeXofWn3Lpb{oEQH z2Z{>ZZkX_%^1<<`YADfxrHNEthc?khS?gg?`Qxjmp7CW131EHd{{(sk>fx*{vFJu|Rw&f1;xr}2+54w3o zT($`qe)hx*b_>5>t(fMW5cLE2mI{-)w_`F&bUnJJo*YJQW+CCUc=v0?1@Q=jI)i0l z_v_O`2`~&Kyggd1eAtW$%KzFt#>b|xL(j-}iHNF$fX25LSo~O4rue`G2Y4U7o{#6L zyO+LG!eI`=4Hz5C0;^B1e({#x>t)<;4`Va-p9tMm6_>#^PHsA@Zx zLHY>Gr`CpLNqDs3K~bEBHUH`j9mUFC*Q$zNU=ctipVIw1T+Qvto)t>YJA%L9vu+ix zU6DB?u@RNMntM`{C^vI^y{Ze~*DmT;gwf}~GEqg9!XWO=CKs}Zk zxz#Okdo#w;XmOggRVjHtcBlQ=7y!{P9{(ntyd&yE5 zqj$3oVydDDY?r=hkLW&SJzOBrdHub$tsY&_p>81YB_qNC9qD?lrnm)_UWA3g27ed9!yv~E=5zky2 z>-h0V)Gc)>er8nLdLGmVfKUF2G-$V)o$}Z{gOJSkAL;~MZCh@`6p_NsBLyiKa3RF` zP%wO=AuW)&{!=AGAhw+ae&YJ|pXagmObB2jWrt`7{U(y9uEuTZhGD1$Jt*K4r6K)b zLW1)+EoDS!$#bGDc2}VB{J>|8&sCqA@bky=Hh@Tbl9o`v=%>GZ0J@K`yFCF7hyIN) zmSzxHo%#v#srxlntAzuchy{SU-xV!0vheDm1DmzA4AM#FCv`n4W} zz-O2M2NPlvCSn$MiPym2nXMv%NtOu31D<6(7qv%bX;VA@zU@rWp(dg|77fIYFgJS? z3F|gU&CFZ`Tg2|vf3@5eKlR~m`wL`&*m%6P>u#1I(0AUJxKQOQw`9cC>8bMa&-~J4 zYSI&l(=SOX&0y35D8q^{V4mI?;p$i_wc%pn#FJrIh{<*`O7PI{w(_T+uf58#F}|&2 zt(mqv;2;e2tgIdgy;t%ALOC$~x!b=VLj?Tla^L;APvoWQD%_x6ImQ2}G%3HNNKG;Qs_IKo>z#VU9u9-1p-RGlc4j(12U0)p_ zLllO$m=qpoE!BI%&_*LxGtbP}PP`oF0eb#@Whit;9? z%k89|?+by766j;zXC*#bi(;?%4Xm9&m4SI5Q+PCl_wj_ z2P_kmw2F0h!ZV$eHowaDqNCHP*uQz>HV(wP&hyXtqo}ECU1q|}-)X*QYz3QG*5+J) zjj&;|=cMeY$hk=MX(*r0SEJ42qO*OMkGWICk)iH7vLsSibPkMA{c4ETSB(@liu-F~ z2$GtLd|T5Th%jwz(AAk1DOIY2u@Nnj;>Ngw9gR^UuEu`8R~0?#Ev;-t z#pIzfeR1vc2*!`7{T{9&U8AmUJ!ZW9YL%>*7tzPg{>5vK@UYdp9(PA;<)+D1E|xmc zyHlI1>EgdZA%0njiQ?Tq^R>F=2GhmrjHGVu(f65k2IImcX+V1nTvqpDzY=61Fm=-K zb>SieFx~^boQd})**3K#*d+CS?rKPbHd*CH%n^Z8q@w^X7aRw20z3x0btC&$n7!gF zJTw;uL^#j$DHL}#GOM09P!(Ql}%YllY<% z#OR4&kT7lqCjZORS>fxShIPVqcVGXK9-$j#Nf@>I?EqbS8KANnxmbfec(#bANweGg zn?Rwx8;%&i?|K(zJ-tj!<|@TKSvpySI-8Zm|5@_9R^oJg z!_w@$a-%9v9St#7{Y_jF{rRl|R(Cp^=4jb2yjaPx;&rI^PO_$z1-h;FhYzm7P%Sbd ziqZ)-MVL7yP^>>xiNUP3%dGV&f;=hK7fyC#SahvHjAwDP;#GyUa?JOvu4X+0&8Xio z4&n+)@$_16j@f}h>o=ergT)b~I7E3KJg^6f74YW90Dh|RDC2mEJFgag2UEWzGSts% zxWtsf^kwcgGfl0J2Cf8vSZzvB$=ldPUcjyFG{o*eo0*A$ZE0bNLT5ffl5x)%nGM1n zLhDD8l$hn?C|@AqSSaUz7E5h6hx6t+chq2Rz?su=GA;r^@|eK>fv7H?lg=Qtjq|k5 z-usVBE(2h^AZ*gGvR1;`aq|HvYAt_*RvOx>pWF2P%TTqTG=#l!{vFlfDJ!dt<0Ey_ zzE>g}BUS~hT-hJgm^HMi=DW8a6H5Uu6l4@6(-%%cC}H`#OxdY`v5|lAg1@&+@OL0u z9>lE|zE0~Wyjw6Ke)qdJUf%ck$2G05;4x4nUj3_GXOxe-_+0?pq?q9zeXw!kxVLT0 zBocUF=+qAU5GvrQ*NaQ%dp`*r>tfDpoxlLxKM{`^h#h=$b7RRAymQwVGQ&P_DUuuCWN8AU%;%aH{^UZ9{tWmZCNIRHY4~|G9k-6emH`S4aW3V zcY7Yj0OtKn_N3fTwDp@lx~r%V;AA*duh0Dei{Hm2*rtyCp0ECbo{+}ew!y4<{upA^ zpoTStif@)ptAzSKFbGSL=lvfFXy7BPZ>7)2;DXjNu)T0r0@6;(dKIL^Dg@f!#~~3l zHgIn4|9UDB?mPV%8DHx-S7naCQHQW(duc3j`1ok?Kgjf$Rda5D3&wKFGM_aAhzN*) zz`WQwB?j2Ijh(w50fpceIK2XI5552m1c*J(5%zmZbbHrv|A5JGsg+3^yj?DylHRmd zYeYE-Hwyu;+IP!WBS#h#FZBpzjq+*oy6NNihs~)GJB&drS1knt!GPImb8#kO{}%E|11Xj zb@1>UUj&(N0pt@kxU~x8<4x|fK|7wUf`&zmtp|4v%i`ti(hll-%`l2ZJNm>JBhXz1 zi{R<~EJBc#s;6IXI~a;ih)y4fdEir}etX3c_l_GGt8QlGH53*X7DDHWf;&?HS5OFr zVNs(q5Qpcv#--7aj;1?B@{ZMK3j)8=C&d!&4fOYNlo|F^y5Xyhpo90=`D~**#sbX? zLbWbG^`9TCe)Vx|LB2nd!|0gvE;tZEs*WEtdXG^(Om6bfGauy z*nM)NG-!gL2<0iNIqM;!wZxN<`a(1(Yvc*s!`P=DAC@JA7vZ6dV4`b90jQ#^bc+*!4*#TK^N?A65pX&V<(?Z@(c%d^PN=4T76NWFjCi3dxsq@OE2SOFQ!omoPz4|EGq@@}li*#ebql=1Ii zdHxSbxYyBteGp_YhPg_O&a!a4*k!Lkt+k2!t+o~0uW&0=ZaZTVg7?e9xqHU@_<$WQ z6pT+3=J?w{APzzY?T?^t=|{`)%ZZ7sOB0;vPNP#Sx+SVDaAgOSSq_?{;Nf`in9O!XIFSdIR_)C9KjJ4=?WQcn${*sr5~Q zg)arqHeiq}*OiWiZ?@&15QlZ=;_h}C=-cl@^|I7gU{WX&*ABrz^<%?3w}G&Lz?Q5X zU!Oj#MaZm*6F5n>B|gQSTC98*Zi-$a15?n9y-Fg%g;1k9{~wy0?i$!LyU9;FIudg6 z1MzM6i414kZ+}d&sE&+hAOi_ACdF(Iy@7`pG~W_Y`Cglm^K?=Q>;Qnt`E4N=%N16J zxH*rwuL%-FANmaRkXXt%6~1-D6eb?;J5bPafLIR%NxyXJvxSnXm0EVvgZjy$Uw{{u z5{z%{U@wYmU7qnOKo`Sne;-Zj_pKr{Jlj1Is`TbptUNbM)Z`GG_o95Nn{z$cv` z0SdI05AjcW0Wa*GWPgEf>M1b3g6|;|__XqwPZMMTkl!A$Nan^6Y!7Ovov?>ffCBKU1^(zs~)qj7*&hIW~kyAdWO!=l1 zFI(OJa^P-{m#aCP13`ChP?dD{uyP0{?W>B@?k2!4{`Z5z#CHemXdSxOenikdd3D@l zpTfnU5lqr{`N{BOw*PS1&XggT)jj}8H)!vxW>j*;Z{tJ`Kv8LRIXvyyWaTWku4uR_ zz4(ULZio|T8BIX33E)~s06MB$rst9kq(*Eiz--VzIxYl{yR-aPoh<^NCFGBcWne&P zG=12xR(1{MVTP(Fr{=~H5?i?$O9~hrxLD{{Y8lLCB`53$4Mc%axdhxy8Z9w|iXW1M z=rwG6Ko1O16*DA@^MIWBwW9Krq^_3?)W;aXm#^r>oD{Z@?pl@IhuhL6uaBO;{yNpv zWR>4~BXNJ@dIem43_Q%5E``?F24EHA4Ge@R#r^qsm{NKm(?Ty5#T?i*TPA;NZ1;vq zy&al-4hk>*v?TN-l1O`DtPn)Yp~sl}Y|d$AZLa@uNd&EzV0LaLxozI}OILEG48EN~ z9eD$y<*HVO03X*`6R(B8*X|BBVKrhu$xzwR-N$FM_4gvxDc2jP9lHwhMB02jc$6Sm zX{utUT14zvz_$IBOotEP*RC=f?Vv8*Fi3Bi3J83m>PW-t&R5RTuQKZbrjLg}5_{!U z!O$#WceX%KklJ|i3N;iSINf-g0GdMVYhDO&GJl?+P$k_n>jt+vpV*iA)!m(^5jvrj z{V^}9wCoPMEQ5=&Ws1Jpx|=x8FR^}@U3Knx;FZqUIklb*vsbq9y>u)^x0`5R%LhNe z_cpgOG(n}PCyP)Ll#9>&kdY&t?f(|_YsbY3BnBmE=Kh%8fA%Oh6uTQ_L{)>3!5dYK zTSSk0Nw#x+y1FkeE8EDZ`A_wIXx&4jj-|)`Q*M5ec0(1Ec zSPjOGKEvxj8lbI2Fw?OJpCwJ`yfn$tW4S*&I)riio06Xr0!_2u?c_+&@f%j6&3(@jj6gfypJ5goVRAUKg=sLo6_ ztcyzdz4OrfjFhV7Y2_}($9zBLfY;4kc9+4`oQ$F6r{zfDl5Z&P7@%O7Ut{De z*f>wpt&*y*w?5+hmyT;WHfyg@Li(hA`|g@2l>?pn!|=9=-{~|s2G4j0+GEL3q)^y3 zYIROWzmnOPp;~dLShF5@yh-ZFdD?+2D{WB~t0uzA!`90~paUb#euiBIz*bDu=^Bf@ z{iWcJgA2_8a-ek%f{8M=O3ylXi{X67UzxG30sC4wR>mg=GluJR&4^TCj>5lv0?<6D z$Xoe5d2c1R$!0_tOShB*;Hy)j_{sVuAN& zqQaIiF2jc?mR$dO&kmHz*0cWP7fHGmdh=E4JsT}<2R~}JaVI1Klp-u1JNa7{QpL!m zDgE17uGAj+^jPfXFPJ;uolNU069|U6qcioW598Ke&>H>hqN^o{{LH?-6*ZJ?wz;*$bIpIke22pgU z(uxBaT*+$S4P{>0$_HYP!22~|T@{y(Qs@{hwFK=OW08{+89!pY7!`58dfiFlDTay? zfiB5FBX%_f-2Ea7NBT0UjZyOSvT=O8D>odRj=jw>IK=e#XCuLa$ahnPW1n(ZqJZwJ z=9=X#txq<_1j4qQM!=Dpcc6n|F$XNEMtgxh+iEk--M~obic*>Znv!ooAE#Et2G2j<94@s@=V?-xI@||K zkCSnF8RQ-b~MfJ$OCD#$~ICfvGZr$Q^o4B9*+x!xVm$-yAeb^*655_ZeF&mcq zPu+4uBN{j~K1VaapIV3mvOSH*k9xoGw>_&$xp&+79WmTyj&omJn3JqSW?2*s6UoaB zKw{Y0pXj?s-BDzvxwOK3I?lebAxK%cUNTWBBuj9c0gZ7b^2}a{K^k2fcoG7vEE-M? zTW)TP!N3*lnKQ@1LLYp>G~hM|PI(DnaelZR!1~#8`V$my<76P6$K}lv8=Anw_G>^D zlLJBys+)b6hQe;tt1GR_b^)#G`lA?r{nBA{OKG&i;HSUvwoapmE1gg^UqmRi^JZy7 zgqpA+E{~VIo(n#~IN2WG``L6-O(P7p6LMLwaiM7*t0c%LPW`Lt&`2z$>w<-75(Y)4 z?lL+ujDCG8$|RK{-jsKr69p?rfR205Wv0ZoRHxjq&dy=3*O;xc`Ok3cW~qV@5!3oL zxla_}?%K17P)SLL(AxM0Tz_7qPse9WHTv)xXq?+PAI3L)$+wlzPQo+&TahSBo+oK* zVBi5+A3Yg=3ivl8Gv!n2Pa!~1RKp?twgxvPLO_DYzt12OAL@Y}!DA9e5bHADr8q*) z!B6D4`D=?%-LfDmg?$+SEu32KtyP+`9#lYwWiQ3gLMQ{x<(^V&csQ9+h6B@9_4w?Y zGyA4;GacD3@d72(H}&5~KgFn`Lcv7ip{WNak`_GAfMdXGIhgR^aR6I;4M-pz&=<~k z@3QUo0+AbiiXu4QY&s4z0y;Ab9p!yF3QV5^%>@NK$CoIAMV^P>}AYz20c6y9!LnSwC83P6K z->ZmRig#m)ikn1xjYk#--oI8B4_nJMQlbLU!^4<95GA3e?=dq;6TgOiA^50ueFl-F zBWXXHS%lQT74v4C(vibsyIIXY?%1fw29%N!9CiTx(f9dgc{h3C%&*}dWG*TArG9^L zG)w4Y*3@6W)!wC5e(sV$q^}nth(f1Ro8sFWiQr-7)M@n4>&i@W-G8wkqS%Sy@`{sm z!SdTBOg;J4D-aG1&&QGkz&cR6eoDuYtsV0PzNx*e=;*utA8#2F0sC7x5L}D>hx+$u zOvI4@fYQ%4(JwByIO8A)ts?J#saFLF#2##pWnTC)<$XNzu~Z>28z z@>_3^TC00Jwj4EaBsz&P;7CBXO0h{mde!A2AgS)xFOCCd5ZDa)a(jp>U3AJk)-Bdc zPuHeXgcz3QKZ%Th!?c-HFy30%>IhHB{bf_i%Cb^Q;L!c%j{f|Vhi2j5chK_f9kbsl zV<=vj?>^p-vp?yrRed&tbdJo5Li_A|6bzwI^wpafTb2$`s2{B%Z8>pTKb+La+9Xf) z!s|{5NU#NhghHlxezn+2_!+ppeBjmqwSOnAq%~{})T~Z%Q-Zs28ea3)|0)m`M_GC_fhb zYFeZzlI^0?aeKC^3X{gchQXwrTi1u-&0*814L_4u9k*8}SHBv3+_onJcjSyPS;BXp z!&aZeeHn6&3*2VrUGJ?+8*n7CBzt)g+b$93yOsmDCEgU>d_CFQ0T|c1Om}iIR zc18z-x!fMejm5_&u}`V7n!NP(`BNQ{YRwPbK?6R*cYVVt&%7^wcmlO=rQ~mV`Tv+MzM@`V%LsLzA0E>v+fJq|#1`fra}GSQlP7tUCeyl5J{v zcp%n!2ZtVwGdkH!Oqagb86}WGJzMlMbe8($BCg>vP0BL^|9?g|BWq4w& zt3{f zq^^wuho?^_*1w;sP|oyl*@?S|R}Ph0*>%g}vM69RYROBniRKbaFsvBm&W^K?rmOMk ztFd0p-ynWD)@$|k@86JkYS*9D57#ij{%%e_IsaW579Ameq|y3Aoy>OQ$~}zpWnmw zo`rz-T|2L-+#_-nJgh)&<`l&)RxC9gmao;(E8{H`nFS-gDy<D&ux0&<3a<1cHX(mI-6mJR(K%0;8(XtLXH4d?2p`SYuFO*^3we)hJF?1v zi=c0=Nc<~9+Dw$Un_mCOc{>tjucT+syF^8vy#1n~4sb0z6M|ErT;iC7LKIJvq9y@G zc|aP~3#^DN$gIH|&Lx(T=n@p?KH3-FGWwzUQ`Ljg@QQYDBdx%??7L2fjJQKgd{*6oC*-MwgWx~lW*@5uSNQn^v{24s%~y> zX1k6HW%9$KDL7CyTc0u@O0;aZ53CoQ>*KB>-iintpppj%lC|!mD!*^i2Ks(b#g5()hJD_QT7!{3j+dAcrlguZ)IR4>O{O<<)dlxemlg|hn0yV6- zQk?=6WjQ**??6rm{6eS%o!3CIa0e0sLHZh~F&w}jg5N0(NmX^Fz!cK{$944L<%TH{ zdKXw!3W1?TcjaU7mIJr#{7hz!7h(=n=>RPaD!WB@P9NVV4L;egAB057jb3w+shxZAh_1+}$I=m=xsdDNx>I zff^5RPvT8S$(2pF9U#`eylBMH+y)hIA3#tfcbVJ?z5HxZ#8Gq4n!5* z3?RPj7VGzg*S{52HC+Ou$84hY1DP4X!c50KqPLzsaMpAFd$-n0;mG;{$=Rp%*%RuT zB$H9+uxkBhU?WTWZ5D`72gO}3$hs;1y;^Z~097&r3*ZKT0#Og@3Oap!;BvK-2n)id z&dNpiY>N=#%xX|!BA-Qj@$cDWwvHP^T=hmwPGi0f_2vNfnu-x+_$cAtfXPw4*C;xl z*st&RH>>wuLhx&FtEk>?57p!tq0#}|N>mK@coRY!VLbu;`0w|HDcDs#rb|@l_4e(F zcpN{GkfPfgiLLa%y{h9)LvA_H#p@cm$eOb^RC|JtJq53nH4S{+rRX*(A+i0lVVODQ ztBF440n0brcCKgaFN!ouV1!YEnqD1q%(?#wD$9L_=x=w^4Yne$h0Cdq(!Gen`1w9I z{Av12@$Tv zp>Qe-f%lWWLN+npfR_GtqW}RyRoh(&B*9`2Ns;XehIC%LB}H1N!ML1Yl%t$A)Smv~ z%-W+UR(=+UIE9@KsIAdbZXb&aT2MuQou>i{)`XVuR#3AxH5q1&7a&xah%i?24_<^RIfv4Bhe4w zDtd_MjvfR)u&0MmjfYqR9#`N>vYjcz?nK`Lb%V$QXbh-y!BF`6u!GhPu}He<1y{WQ zksDI$`B>)p#z!kr+&d>+2W_`;U=hNl{1TD^x(ed5wbqBy;im2bgXN%LlL3}M5242-n zFm^uphaS>+uISJ4o;OU^X2S;pI;mxU0I@&Vmk-QKjOE;}(%Rf#^t93j7&ZCIO2S}@ z?GSgDBAu}e%vbi1w^iw&$3I`aH;dt>T6n2j@G%x#jC=wDp5P_0A8&gPe*D7(Fo{K# zJds3I)CDvipnGWo-2rGp&-NQuA8rAVhFNz|Z@*ou3L!8BBzP&BNbzW{W9b8xM1|3T+VFHtl%kahWA@-&$xIpA-x z)W3a`rtr;i>R{2yT9SGW>?=>smt86NwPq*L3;l1e9x`u$x9XwnSpnSyug!SO{lndR z2eKb@D~ukXg&@Ja7D$h*_nBXhQpf)QvI}rl{lH~qu?1>xV{jME4|f@c);gZG3h{!5 z0%kR=3mUh}t((v0TZYb-m8Uq$OQz@@`N)hMn@z~bjYiH?FptA(kUiFNu6Mtbdewpkbm=@bLm^tXq% z(1XmOA%ns!E-fY&c)X-4Fj)E%rBPB40%0|buWUJ;c#iM8^!tCWng3(yE2FC1y0$kR z2c#vX8)+$#?o_%n6PAAlcv6UEy-R)3xEYMGTtpVJMD~3x}tuGukcqlU-1Ia~a9qQec-0G%dCs#pjKgz(LK7DzrFN-86@+EHs$ zohoGH=Y5U0h+6eI{&U2T(d2mR=&W7ib-F9$vAMGYl+MYPC`{&1`4A&83j>aa4cfy4=P9f_AfGADFCvgZWBnkhX)MXd z!r}=?kja~#eIOiW^ZLMY8cF{_>@|~$e-&kw@ z5Jz(0+9?9hW4v6u#A?)X z1I((7IDCaU=PFcM!DZli)PYh8!FAPAEXp)NKxKKn1P94i*aS!gn8in7{+hrf6HFl} zjCj<4D?u3L?btcRA|=An;E3v zS#)thvI`_<0m=g|^@vSH$KBradqJV44_2=-wWJulgiXMZ1wco=1{)n4+r>tEU(mzy z0vUv@80(65ro%c0hTrMNKqufwgG|8P#d_<95WuRqK3uvkOt)KXc@K7@(I6Im8Sw{R z>*~|}Or;S;oq(RJS%0Ke=35u|o4{Ba-G2*BJ%o#d$BM~B+q{v~@nDh-|$z*{SSs|G% zgkSPwoB+XaA_dQ9d;ox|Xp9ZXE!Oem@U42B=blgK)qC*dzG3!vXo0yDc z_Y0z!f3g?(|DP1oSU_Y1cWQZUxYRXm`xUe2;AbQEJe1aKb!*B;(Qih!f*}^9} ze!UV0Zl1KC07pGI=q2V|^|`ivhVw2`N=L4>Kz(=hJFn<^&!qf6Tr?aLRg`RYwcLX+ z5M32M)u5Fv?E1%fu5CdiBFYC$y94CD2cUJD|C_F44AhmNgG%qz&?i`F`E|?J#@6gu?fEu~2Eh*=hSdIB7#homg#0X%91{$S>Nc zYQiGOqKO5!6OR6@(W=n9U#JYsRIYvj_bgt26u>JDB4~6!hy@hXD@(0B8{ZH=qI4Br z108_xb4M=oIw;6JI^3Uxo_y<1sSk_wqqah6j z8YfL`n{ZzMXm}Ih4X2NLa5m}0v!29{pcL_8QpsxcXOp$mnx(N|iEmYUKhq5}DMrOl~J|URN z*ZD~TOXw@mKn?8IuR|zR*d7k1CrIAdrBFyg#nF3SBc2gxDP+9eKq8sA%B)Hu_L!-k z%W&<7bYbs;rO-V1$HCiYKYgH{gA*|bu!zx75R%1gvky^+s$2c1SdEHPy$0rEHiI;# zFtu8jO!D^oFWB^vi(@ksyzlJe>|}qbfE-?moU=i-iHoCYy$srbUVtw-&vuT3Dem`S zBZlzd#WaX1l2Md|rC#?eK9cf!0iyeyv+BJj@ z{%9Gs@?pbA()M}8RhZYX(3IS0j zU)IkgHiN}R-{X$-Ge3An4*Cn_=6$PGd7CcP-Qhv?bv0q!bn7f-96E zcSi*A+deol_tqUXRlDTvo|gyHOC{*t-_*Tai7$#xx=h3JXH-{3LowVOY0 zMa`|c0if{($TQsgU7|PXPD_e926kV-o>Smo4mj^5b(W{p=`|ntOO5s2$F@xSqsnXF zzoHsS;Ntq+Cy!%c>h5x-J>o-!I07H2jdJ1E5c&qJY!^;|>KoZFQ1r)f+vDu7UgO+O?-qT7nI9<13Q`WH9wFuO9Y)>^e0-4K_|g&DCFM6QOCV+h{v5Du#{j zc266^kuvcx*BJ@I34ThZnBi#IUJL0p*kR64_})vGkrif!7AXbHXJT44&ta7GQSFvMmzV_K~>>L>EZ}A ziBX{tMa3I`8z4u^Z*Tqtx~d>b{tmrH0F7^N?F=wU0TUO7g~Ol?r{T>2%L_nmMCBCF zQuW5tY1yoNFAU!3%}`U}`>(x#jRzlz&)+3Mp>1Y4Wia_D8zo-p=Nkt>a%DYyo07KloC+90ZjL z2tofdg;#5|`vXW88?}?!z~r|C416m1LI6*OIimv$@nvv3DlzbzS=)y@uP+0UFt_Jb zv>#l)c%l&Ks+bCc0x;s$kir`EvseCAGQc5X5CNRjXHnNeGtp}RpB7>}1HB}~0|#F4 zrD%%cc!~gC%wqjMb}SlvDZF_-@Td3Bm8&g`?~jrY6PMviwe(f@{Pe1N{Pwo!_CH@h zGkR)sciI_E6?EK0@#_`0Sv1!*vR?knBwzZiJ~oOU16+O<)WiP?+;moU01s#&UV(lV zooxYnl-sA)W3Y<^Y%5Br@(lj$hI~l9Szlb|OW(JS_|+u)!y#spFrVclRy_|Zm`vnd z*3_%f%B>^poL>Qs?UKqG-mEdW4o-&hFGDXEtn&mDVvpl_V(%ZykbYLI>NS$BFOi~ze_ zzdjBP9_c?$bb_7PfYnc#foTtIZ;W}%DDVgG9a3F1%Em_&$_+37^r1ZEA?6RQJPld{ajcc? zSGv^b0dZvl*u7y~K{GZRCI26{dCznjU~Ye3Lgu*n1K{;XU|mJ~ z;uqtqU;&dt11&h8cZtSj^+3nQCv$a(*;3AqLnvnJ2 zYt(2rw_W>wK)pnr3CBk17wHI#_uU2P8$sMuXS?NOE_j3TK&B1gR!2kob%IDUIsQ{8 zrScBv!RU?pZ~>Dor1&zw;iU3+}%l zli`FRsUKrHWe~*FtML7A(xqDEds8JF*Q?|B)*}flbAUPrcAvo9ZWp$>ZZkVY8=#2R zP8xpWOic}s5f;fw9VagZ*bIKCe(j$RbU@6GX(W`yLWKYh$Db)vna_GrU6P+el9rCK zohxa=QZPjv2L1kT&N`6CHg7mWF-egx7^WS`pWX#D(^oz>CY@{#-o2p|9Uwijwj&j; zh?*_0lRr2hAoAuTZhyfmNHscsFMh`4(dR?8MyH*PyK9OM;Ma1M1$7ZY%;vS?*ffZE zdA||SlglD2N*bn}+F$`i-nRz3nY-`zN9}i05jgbNQma1P`%N3)NqNrlgj`CYs#PO3 zALK_?arfDQcU2p3DcPWil!|KlH@eLz_`hr=wE{W_90VdKDW(q0s==^NNv7YqX8Qi! z5haMr&b4K^Z(%Y({;<=LF3_Wsj*6>0s9rR^3qounl=y6x6T+f?2)QgF5d3S3$x*g9^gi_&C++;5raNkm-8B;jI;R*K(an~wHkNVNJGZS;;BH~MN?rUHpUZy#XQ*W1r-7;H`HlM-u6krEpf5k8$7V|YjO%L)qJFUQ*#`^*@! zVH13QDXCI3bm1oBbbXZkIM#W#`!?Q-sYRJC+g2iDPp3UtB4mOt4_d&2{B#sx(8O`@X_ljd<)&dL*Vd_7?`d=wk?ztA)N+(B_`&wOU zM(|S^(%-gPMPP-%rLt)tw`FS1h)1j;V!C~Bhe=xa>f(0<$ij_##rYA@@8y_Yq0y)7 zKQ5l9w>$k&B=v6HKf%pQVj4b3be5as_A^M1l8qJTa`5!>aR0t5xsk!#A4BuHW2?s6XZn(hUVZ zQltsm+uggo0%>l^oA1(d1j>HwyabQNUz8Gi{-0M90Xzm>HLv_e3~S>8bS}Id5FDPO zLwry6a|I|OZ!8D*CB%N6MR6H=Zq%>kNk2SvW-}p_DxJzhD{Q3$!B zzv$ly`mxXM7n3rcSHf_kkU;QR*j-kgCMHC(WA?b3_3g&?2P zoUVvQN%Q5bgpv0nh2UX6RQ^lc9+$OAEh*0;oI@n-lgS-cfzn0pAj!7R_0_opMhsl4 zR{^1_3Lb&*!!L|G)0b#OJ5Lsc!^BNq8sZN_OXy}JH)N2=Pc&%#}BHglS(RzDG%xn6K z;gdl6GdniWJuZQ;5}lT>CB?XE2}4BNa`6mC4h!b4%N|Pr@KonHY<$)45@Yed?-kYN z+qk!G@5%dN?$w-5K{OqH=LLDBKDpOHy`C0!vu#%C4dp`#Iumq$Rj&K9pt<3UC&>d*(ne zI_d=fGfq0qkMFqMvo2P^`>cNcTs?b7>%O@rgN)^~B9I)>ZsG+%36TC1cmrxKh1dL# zajOhVKw};kc=jq@@c_%D{zy%YOX_jolkQMZ5a>9&1ueeg?Zlbwmp6tqfwY-NuoH!& z9gnypTd8~t{OY=#1^gW){U#{j338ne@NeYPE>5Qi-dE%9Zrp26b(*98>) zXrgIz=ip8SK8KUoR#W-AVg{{HRGfvXR3=$&f9EU9>Kfbll2p_k23WCie-;ZQtnOZu zimYB~U0=@~lveJOoGmH-j4!p93zPSQK=Hm{rOL!^S+VqZL{hO6gVXoLvd@NF9}=G8&p+wova^crLdGW zj13g$zf~&6(Pngs8q=g}Y0f*eqZJY%&Mp_||L9c=f2($f`cTc}R?etop~F@h9JbES z+s{RcMc1Q@q-drsWfiO)fFT%r;m1M0lYu?I_?0!yxerA=G)u{OT$@VBpEn^*O-y3h z5|ctgEwAQ)${5eQJq{hv@$;^Q&KPs5Fib^(gBVuB>JtSRPd3`z&(#TxkCTHR3p9Lu zMSN65&uMgVgGF&4|2?h=KA9FNus3_H{p?%uyhP{qbUnD3t#Wn!JoP(mP&x^-lrT9= zLGvS)Gty+3Jozq4(;1ZIz0mbLMplESFArg{8#2+_EoPJEFwd(*tpZ=0dH9SYEe%G| z%8oO6a1HoAtc5z{Nk@|klS#H7{qgwyPleU>k5p<9B~-k)zE9J>L+Budd?4`ONI39Z zBN1Agevb~F@j9seu0PGs*dKg?R`+Jh&5hB!?8I`_e@tIpbc zVU>$J-JGW`>ArLdGahzt6yJ=0HQo^W=h};pgEKsFAeN2!aP*js#m$FkAdPb;rO}Ji zuP%-FZmkzDy%F39oC6PUonEH=O$@8(Xqf<|#~r}K7e{|Q0T4cBalXwW7pF*H`>{@y zr0TWxq2z7NKPHLLw!1EbYb*-kpAmSL9ky>SYDz2G*1xd`1ugL7;J~@r?$0IgG^m)_ zwLV^PkMo<(My7&Nv{0lr0G1KIi*?658=Dw+q~=L9kbYZmQwH4qaar{Sj@N3PcfjWh zZ}0a?1;~KDB>l}jN{OR0Tc?K#pjBcH<1UyG)%|QUJe~n0V>W?Z`M9U`Zd%7&p->#| zP8iUjzeu^=h&Gjux&vNN4GS(yZ=LtvSWga<^eBROm265(A2I0olo}RBXsTqjdzP5e3?2k1U{~%+32yOtB>9Tg*khsO zofIEEaj;)khb7#{bCjaM`(t($5_7cz4)1*R2Eb1mLXQto7*p2%tQYhFo>dR92=qNM z3C(c(84jFJQmDY7E5K@zD#wCX6^23@(-(vmpXG5@0=hBhJFICMQo40GvFejp@dYq;CI2u{fBQ4@O1DPzK7*9BCv;~V)j)xCdJd5 zn1+=>rDK6n81VjdXGkC7FN%Agpu(OdKrv2=oh$3lJX3l&V{!cFdO0u(4*11<6M)L9 zF-@y=%Y&L{Ki6P@zd-9Cj@adn6U%$J2zR1P@FCdETpW;g_hu^JOU_oE!^3mqm7aGv zOw*5AGzz(}GctY%b`qy7tb=p)5k@bI9mZ1@%Q5Qofnl81mF=3kF=Q-w{Naq3UsH87 zjDTngr2Ya1nzL9k8mvt+Mi8@d7ioH9F0DB^TmMyvK7SOE_ozGCQSkmJS_$f$`i%Q= zrk#%Uxt@Ky^Jdejt>8f(VinFYq$+B~?J_FwJO5Oi?NUb%sK+;eM>>`*;>&|<3x-1A zu4Xeq-o7_yKM$^M(B7m!_0$bYhmYW-h-yG*+5iDf<~#A9CMz|K%Uxtu9O_~1JDLr( zRNUiolaDVodJftkpk!Nwgl_A{(XQz3BT`e3hhOi0YpRdsLf|0g>d!w-t{<6tJ+*jf z#kw+>rburZb!r|*t(M_bvT)5z>9`jW-&^wDD1L~8_@zH;*pPN!nux_N6J3ZaTl+}L zLTRBvmn}ZsI03aimxsP`(FU8?Kn6nCH~_&w3iF#<8G(n;QZmcUpzaHib~%64gykZL z0JApG6Ber#z2KHm_lxA*8_w@x%o!xw&`4eI-Y;B}marhj$S_{}q3A{aFL7{mo&sb#|^c*;x z2?LSjf*zZ))EXM5iXaLDs#)H0kYWZ(N0V{)yGwXpY^wMxOzMy6O=L?jnpB2EKXFmE z%c6yz%~9eR!3^q(0u*m6P6Ypw(LYj2aYHnaNh&@XOJIe9FwE3%cU*>upfk6{Ef*>^MXiSgi zbKA!4PL`{2G81(o2H$4+zz{AL7swzx}74p#b6zukThoqlq{jPjYsUh3{YYvhcI> z#;Z6(+ODlW{i~V9$?-bW#PR#>DGHajzW3Yy>$t$qg>Z+~7zqy^dx1fb(idXJH9_~iM%rqsD3soYgUJ&wz(4QZ9$qT2N0X@!6I@b)#DS>B-E;NlCw zKVEDE>F3K=fNKL*yQQEl^EqAb6J7ixJCn?!rX;DWxs|!q9;6I{Lc01;t}czDG!5T=UBYM@DFEKSYrA&W!T;5~D0;j1gakb= zf1^{3hJkdQ^?d&8zY@fPh;OgwNCl=n4WrxX1!E| z!D5~L5&%TNq{B(d``U0ySBgx>;*8GsR_n@~-Rf0hrAg;1-2Jg@*OMaRaM9?4&T%@q z;4Z9A-~*@bu$@ziE7=;b>E9zUZ|ju!?8J#P9vUgWq84HQo7xA zqX1etV$loHlWD%)YFfnDUTGa>O&Ucs;P+Itf{TzbQSzhH>OBp&x>&JZBijcCY6)D`Qg{eU1}cm2{YC90Mbr=_RJY`FzcjVu6dJ>u;#F+P zz2MQ+ZFDw}yjeMzpou)`^_y1Av@9m1;=z(GAgP#EQd$R&k=^$YNuN6GB*b)E6L0O= zJg+hGAD*_veLSJp+_5|OlXJ*k34VPC45(l_^sOv*rQF@$CDZ-}FEB7`5kN5v{ItMD zR8p06;f!j7?%*u!L6uAkY{ho~xAo@z?SvPlV>dU?GTi3IQ86+&uWaHhBzCyum^h$xE# zdcMH=mP={SI&PsLIswEUSh?0OpO>IdgGftY_>jaF7lf$P&IsZqjl*S`iA%j&^GfId$Qsnw7*rlgo$nBsD6L6>zc6*Dq7*$bBGm;YQ-UfXkG=SLIxP?g|ON zR+iMKPHL*EqSUHO2%8nqegQieyRwUA+ZM3(1Sa3|2aEYz(DL!v%>NRku+fG68G{*s z*))*-r7dRMfXlvns!w?%qrcDL1@U$m&m?-~c!JA6)Jan&88V-ny!$$0K99NJ(4%Y0fyAzcRiFDv9-KPAA+DJU1JBIpm-(q(XT{L! zZ4e5rrDGM63RF3JuzMA~2=+hmetEr6z&PGa>mpD++|LX?NE?HBEjg_VGGyzQiF=+O zKC|OOK{C0|powU+d>5gSi&a7tE+HOG!V~6e-)Q#p7s(WA1d9aQTq3gn^ws=jT{n<% z?(93dE`AWOz zF?c2`x3qF)^&{>4;M+-X+CXnL>3L;P{qaAVb^ec`h|H?E3gxA2G&x)A)ws^|tf(aO zUF*?ryx7V~Xx86;wORdP+8Vt=kt)w^^UEjO8_1WAz2bZ^;f(WzEPLqwNHVp;1tB4_ zPFJw3zHV5TX)u4Qv6V=oVg7obAZxL0O7jxhk#WiDlu_e!fIhj4u6)C+aPyB@cxSQQ zXG7!(YS@0jAMOU}*TsQTS+J%YFD0Ziv7XhM530Y*F*kY^tel)#T#H&3jYpvjfxrc7 z%Y`R(8qNMye>9*lQg}`4FW`8)J5Bw^?+gXQ47@d^o4^bZ8~}zX_$~l_X=!}?#y|Bp z01Q)I{RG8oB?&c#xk*)2ZMS1wY~Cl^x&l?e>pVf>>7*P3 zXAJDH0GS##V$_3i60qo?X_~oIxjEyY7Z4cthesInuTyJGmggNKm7cb0 zxL2U#%35>;hq zvsSCOV|DFph|5=BA$OCwAe!MVM_x7T0k&a$el&v2GaKe9MJvv%n)Ym&?_|3fq?{im z<7oR+I7pKCen?ssjsju|klGYpAR-&kSB>)-0~820RRCp^W`+8KcD!aHTRE%2Y&lxb zYwUS!Z)T)0h|#z`JzOGwA|}=2>cMH@)l2F)S~(LFs9k!|^#*JkwuVYTvstRiTY;(dCtkv)d=D$Hu5S$fGGE^2)P}B%q_4dncal zZr+}J-fB(N{Gpc65i+MZ*9CP!&^Xwr>^`AMkG{dB@}m>cfXnaO!&Nn_b@;;loD|M% zRQ8QBr}!6(VuEwYS7Zb~)mKr&E8${kB~2|Deti*yV5M3LQsB>khH!Xvw^Fk#n3yrq zB9apT(7w9@7@SVVe;D`o8$nkFq6on7HxC@*DWp{HN;&G_{Y4gt@3^7yYhhjC?XTB@ZJ*PKgkblN&F!QPMe&Z&d+ z)fR>Lm)<)Dr7-_hCn@;~1E`4X!af0gdQFi<{E52cW($xL0$)R?=8S7{x;Ujh_n2s9D4l+ry=Vy<6QxhoK=lEUxfvc+K2P%9+`loiXacW(ox zg%_Z`!A5#;6-cP}`~@8jMfd44K6}eg_fBAY=073K2NWX{tb&G_G&b7Nw z+G;v|@nnXbAUsY9J6`%;9XkFcg@7+Ij8Z>%MkTg@IMEBb_G>QmO87J=xRZ78`KMXV zpk`(Lz{+96YO}-P+e>SEtz^Y7wpsz#AInuVaLf&dLJDIf@wD++UiV@@UTjp0jNd#> zSLgX;@*uDw6Q2%Mc8=f9p)vSeJfXaQC+t^-)TYz0hdb&@c_L#{mh9?7}mK=iC;V3?fp#zL5=bk*BP|I1W1t9wO3$SA6Pw>F>{G zzi;*{n(dBf%fWW)2GDGzQzdD?H8GCEQJRLGDFrFeIirPh6L>MR^WE^q2#Wa;qF@1? zbD?S-<<6^WTnd-oH9h-QR*dBDp739zcooYs=TtQBChM=XZ(O5q2dLwe_HWF&?t>s9 zRl{5nlIBmCt*K9jvct+`=5@c#v!105%%z{^|5Xl7VQ{KH`oSS63v9jNV8pXJz%l17 zRXcw8k6rj;&=)#XH3o!~n`=E|HF0ZnAERR95Un8khH0_jW|=kip)-AL(&%E#^Zmcq z{ol#J2YDvHK3Wo$+|;-n`jo{h87*{~4@Va#NtQN%1n=vHyR2UN&lZ<3d5}m`Ln47c zdCVf4?8FU>3l?7Yf#H$SLJ&E82sf>gn+7#ZZ%!vCE=m3IHO}P8T91@EQa+`^`ftg8 zL9F9}ND>~8o8tX@L)ShHE%NE|bQ%o?75pD&bZ?z2r`dS@zu74zl_FP*S+=j-gME<| zh^Y3g`7ffKXe03@yS`ZixA9qb{c3{#n3uk|;%zK*zN#S(YTRf@p>dV!7xiJ4?u~4; zczQ#x1v*O6oN&KG0dM;~_bDc_RPC_HOG8CoRV1WvldW+IV~moVx&+5t4}+~TL&~b$ zU8Q7=9}0NMW6}YZ;dk4I*So8B+3#hd+qQGhebR3cGEgo~KV{i9-`jo4aQJM-^#ehc zvdZw4=8J1}q~@f8if_z1F5y};lX=pazDMr0g%d$2=7R$r7Xfp{I^|$-2V7GWioR!( z@Y(4W$S2m(ke^|)O#A6Uo=$qMf%<{VW?s;=|GPn(Wi@VZw^?M@v+Jxcd&l3OFtKNv zu$Hr6L;9FmhMS7YOx1w<^a&E5$zR7Q6Gy&>Z?4QM~h@S z4=)5Fzu0rN?|kL5JV}>DNvR6YBA*!~`nQtG_E=VORKG<)Tq=rFE{@iL8gUz(b$I`% z&$*RdtL4w_kDnB?{cRA_*FN*0V0t^>_m92P!889+CXU=c@RK?A2maO;g(TvNB!xWX z2)u^)U8lV4bK^zzP*%pt%^w-`K%!pB_1*zL2DvT{W7Ay4#4%pq(@Va6K0EY}9AcCA zK`SAV*W-dne+^`1ULei})Hn+GYcFhlw1}tu9!5i|ayu$Rz`AO{-yA*)s@4fR1F?ETy{fw3TUcgh`6wpv2z}ur3>jmnbzHWRcxG0jD@E6cc1k8 zkwB~!EQlODJE4L5mNKgg=Yo8JtJ#8m2lRJJ+Z`BZX8H25Kh~>=U8Z4)oJw|Eq<6bR z;u(}+Rtb?q*mw|A35r8eW80(Gx$2oJ8Y(6hrcrbi>L0p7+QXp#&`DM1RC3TBwzRFk zMMSWkvhw{|K2JG{@X?FWe2`7**MMp?Kb(ye`SP`c*l&PgGX80*YuG4C0By+S!Gcr& zXzIkf%dfyvk;W7vs#0eLlDo5f_d1mudXwh2J|fiMi)VHrf5PaIgJC^{1TM^nbDhuj zova)X#8!Z1;v&7id5_2-4wf(_ZE6 z{|FGI5g9>#@-kxWOb_1~&vgCQ9olyG6T7L+Pc={TQj8sgITk7Q)@pdrXvMds^_`18(b|j@Fs;3eBjmX zpV8TtwM2!}`r@Z~SOIP>j$8$e$w5gefy&X;v~&s|n`pwP$DCxuuD{)Zz-!`T>|eyE zU9lI5?^#eIrU!?}8w+PHwc$PoD$?~_mm0?4noXr*V`M)`l;S}{|O8=DoVN*STYC$!J@Neer zo41l~C#ijxs4HzCBO@mL7>Kiz&-#JRnV8K4@8u@!;Z9%+(TA?U{Er&w-2>n?vX}9(P{}lHUE}^6y$TSt3G|p{&WodUq2%@PwHy zdU`o$gkWrO?8P|y5)c7eF=Bp)%9Oyt|E5qn0{zwK``+&&%y zaJ}B^?)EROzmTW}f^-IjY{Z?}fNE{TaWqavQ zJ39$^@XWp9!p>vsOHkEkW6fV1S(X(y@jt4TLL>5XdA|*+s!Xcl(&I_*dUW+rIE=>1 zP@KP~op0&aOxJ>1$$v6m_#1aDm%PvduBaO|rhR43+33>}%PGYc_y_PY@FD|pzykd~ z=m#FEO$sWNZ5z6A^q*_lKs3nnweNFsQu^9oJ%ATD|KgH77r-Zdu5n?m1UsZuBd;?7 z)IA}@cI9_Zrvurt`Zn_%&$nAsBaH9*&APz;QOl`2JK^2Fu1SKLjb zpn$9L+w*;YKrs+MoAiQu$Y17Xf-QMV5?H)R!1_5xH0KJl z?g8z_ND4+Q6&ECF+I*O|>&Z#@6+)PeOP3$R_v0Cw@o@g)zgMKkMBFa#a3Yc~%FiEf zHT`*{HEa`;J%Nm|1xr#P2) z3VfNnAw?#^4Ny?4?ZuOtCB)Kntg0I2dtUu)1JHI5L5+#l13DsaKk5ENwnHG`Px4xv8LD3F?R9q*G=y{y)C-vdF~KN z_d$b4Bs6juVn5$`;PM@Re)-UHz}b0mI#T)HGidCm%To2(WF&LbhRn)%*6Gs6bnov; zTh)0SzNfZd_Y>{3n>4t%+p>7)eKlf*0K)G}e0;ml8&#uEluSzvOwR|%f7L?Qxd0m9 zWBk}8Ve;Mryl+b%0+N^>nxOq;;KN}pTdd*Rc;VyY7c!AX12%IbUS|-b`sX^xn=R3> zb`q6Z4mlC9{yl#HAZ3=HqXuHM^Q1_25TeH(6(0ZpnCfj(2ATI`)~awk&U}11p#y;e+M>+X< zKjnSXY2|cB?3-5&-ByBoR!FY0pC1^?Nu16x`9v;`L&IeMMsc?NG(2njPeFV)04(7# z0*c4x<5uRkTp40<@lx6dA){9j6Z9EA+o`LHPj7wc-&O28c|ZF+?%6lKLYprvaKVQJ zzGT&(2RQ@PJp+Cagx)4<&xKCqx4Xav>}ltROwY%s+*{?$Z@B&hjry+V2q4Mv>ss6c zibK=J;?mW;=e2(z@=RHMYB4=qI5nR1QHTd$K|y6xn?1#5ewT-);joT4b5T{*Hj4f( zcgb?w6vPl!#eZyz3?Y`YPa%R!MLM;O5aDVaDSSxMN}9r7vd@p7EBtyP(pi9TeYTT~ z=~?2*NK?5|m}OR}tMcDmw9j=o_$E;inai%VpLYJ%*^+5n`#jzz%aD7Z27Imj1%~{L z_fPqaG`YSH8x)}MHo0b{O#So%JLHbP0spm~!x#a(1<4R?>r6c#8V%^;GT4qo1|j4U z$n9@D`!N*Ah&OyHk1(j7k-XQbty9Cy=%OD2YCoq{*MOr70xJ*FD?5>^?pHkZ9k&Wl z$QKJ7P1Zo}-!pJ@suFL95-MP*XdEtH=2X-4cYQ2MQc`|D03)n418e~%OFhBYxi8EDG;(m6S>?YvV@m8@57@Ppv;^mC;TN+SgmtEybOb4zWu zWrIDy1$NY}@i3dQVOad3EQ}d^%dcIZbaG*nCi%Ud$?q> zDze)yxfw!g2Yv=T(a+dA|FZ&0TneB!0Pt1VF8B#Q7&`&ht_{pXEzJ!|!;695Ldf%y zh~F|NjyjjrzHN6>hQeH8v{aGRB*#X0%-8q9;bKswT7k=@02*5NrzjIog^t7M>!j3w zJ8V$h(mimC&J`Lg*(8KVd?RGlc9Wf}U~hjTNpKQIT?!Td3aGR`JeMqP%a@{^8{hY{ zIC1=toOWRMK0-Db;&@S_l*(p%F}JBkVxDQAl^*j@G&RXA$$BB&=ZagM+&g*0&2F0}B#`mxG=B#7f*r6(7SE0v6osZk;04{Vi z%lm+rvo0yIh7YDB*lB%eFSZ;qBquU`ejMyn>d!y&%(lMo6~1O@KL*yVFxVV8e~C#> zl`BfV0n}O?D-cJ=eGSyCV1NT2D97@`wV!u8z3;CGlBKEMUffcFjJz-7=Oq6TO^68o z`-Olda2G=Z_z9Q4*bK0QP5@Wo-OVqA)@=%uSGjQwUkU}BwlRpgf~emf)=e+fS>-|d z9N3r#HOmdbk|FztI$xD`OC94QEQyr@QRezx%iQTeX)z~8j_w#qAJz z(>30+4+dRnx`}@+Ja#?+N=_Q9r*@h7y}+F!d>ksx>MLEwLhi@e?+)ncm1F6Gs{>g? zAota}wc*}OQB!hue@PCie{s0v3eJvj#l3?S4l(uFI2b+kHGteJqhlLv^VqM9cv03;nRge~F`;a%vID_}y#2B(TiE<~rSJyu{72fLWu3?CXb? z!b1(I>Mv{S4tc^jKOF|H)#*=x5F?WojhkXF4~5g`?s%fs;;Bi$^RR36C8X4XYm2M7 z&8Z`wREuB4U*wNnGLu!>BA`=+$-!MBnuJl&X-)=dhbR8llLn@PHQ%V}BWcIOonCq@ zDe--q+wi<%V;(P&kK;FWJKMn%wa9ikTkV?fQRn8ch|99(;FzrQbdH_@*X`Q+I&i`R@7a8P&eePl4 zi?@un_?gm#{b{hQRDfjy5~)%)&?hZ{zV-T`b|MS-tg(FKVv>uy__yLc$im(O*9GLP z4rf+H+8_UslyAE1FFej~e0QKGuC2jTqLoyX+%x~VlN|`@pVhP3J;%)KqPs^0K;Q%L z+xX@rkA1u|k&Oa}8s)l}>Yw3MkgbDSzI5>T(-Q)VYDf|eAps#iey;=DH|j9)8NYab&e61{Y@dhYu2Axh%O9abj*=?tGtwa- zYnz@X*}8oo>+`(8dr9)o;edF&vIDh#@_r7~()Ugbe7iF!xh9SXcsEQFQ5koN)_0D$ zkh(bD3SYB<8e<)_ix^a}KjF2S3KpD6&DZcZv34#X$6+XIno5F2$sH zi{X!v0>G0RI#cf}ij*MTAq~No2*Uzq*< z!;t%i_OP`!n0{HixkA-An-UJCwyH$Vo)zSKKSk8+v>g|lBZ=Vm%VoiqE{-6JU7i{a z0RYbw(gk;=Z~&ztMaBkjLm0Uq1Vt-`J?-@KH3K8qSS}WrhQ!1lU#@0y@&wT1xgR4E z93wveMU)=KK`oMz*O5g8Nwjh;rOpk-pbL}#e$`W9Y)`gOx={F+%E0HZL^3ttE;b#l zM(j)%(>1Olnnqq`MZUcSHfdJvmR#8>xF&$Dv;?6CN566JF;5o0=s+^s`JLnGfNRMy z?T33vaWYW&Tae3&fLLvhW>AZAoX@xmC!KV$`SJEwh~o9kz*POb-jAQ4H_-wyonYwD zl*#a6$F*ekbr_SF?wnKXB>qcJb0q(B2hl_vh7-kgkJ4BD?xl3k3U_4~aad#7;Q}UC zp)}~pxZ;4)Aq+ehpIh7Y;aWvIU~3dw2rL#w&*BZ9$XWth7l3T4&WxK#9}YN*Yyjai zg^6kb(QhUd_`Fih_7xi9%a?6gPFnnyBAeO@Es~qoMW%Na|1PpcQ(0YIy+}2$+x=f4ow_lTpDwNiX@k$>)TdtYbt~k ztIO7llI6m-&ovdZo+brt(@DDPj*aqS#`B+qv9GL;988DYY`!PT0OFeX{Cv)y7+TuOuAaSaPH$qH$$;U!=kh0M?U! zpk6l44A3cuTY$t$D}yT$>yPjRZNs6Glm|j2KqVHtFRwL`@gAjGDwt8{fGK=uZubgb zINZsH*KeFdLZsjY$=Wk3|JT(vx$HOys>;eMt-MgdJ5!XDnnx!0En;j~0Q?gV$vc@a zd&X%HPDy<4*Yodp&VuvD!^|zNQu(i;NlbdrP|Q@`=|X-0%a#Zo1h|hbfLYc9#>Rgb z78(}G-KaPEdRLvHX#-nvB268PTzVhTb7!@qAdWlC#QuNNX%1Q%2?&8b`v$aJ?EWg=WbTkXsRnO~nW^94_R>M9!zv z?cX}A<3xkd+R&KL7wNJF7uvIn@w9rgE|R4QKM^7Av9Szj@!?j%CiSAT_YVJ^U9Q zW4Eon1V3#m=G@5r+Tqb=Hca_pm@N7}#m2zEYPs!RU~d37c20DZlcBrNY@{;pf_v#(n2zZp~Z*NhA&-0KvN|o(q;Lp0{<|Nn8rn;qPT|h>PKZkET-eE5}bB z0`TcAxp(bJU;z9EFr07yQ7VDfOpFS4BK`m;%0Z*+t~{+Q$yZ%d>Ei)9vMxmSNaHOp z@V~tif4z$}QE<4}#H}44VQLa?6P&X7zylB;4-jz6%LPvSvj4O>-JSF4FA}R#&b#)q zEbo&|OSM})fB-f78EhPj)r*ER*n91iMKtDX8q@bm69SGK=!w(Fav$vr*aU$BEIV$N^p1(fmoX2|OvYWLVx5pZNe<4+cv&L<0@tXg z3YF4`S>b_#MffE`iK+nJ?Rebw&}1sMA{fxoY%kSp4e48YrFn6 zBey7-XGbncpb)j@o|j2jH_i2cK_b3RTxPoAHx=8dD)&}j8{W0%)JLDIU*cE?vhq7q zS{F+oT&Q%|eolspO(FB9avBb+{<7u$c)EFu1qL9ig3KMqFl>x!zIvly0b*mA0Vt>< zE;b6lDfMY)$>jn|R0Ob!0E(f+$?5!D z(#deGzdEGxjffh+0la=;W+>rVx9Dtr<6TqQhb)WBaDwXE&7WX@^x?`i>O;=oy+{Eje-3$)# z43{^n0OJB&if{ni6FuptQq#}3LE3Y29glvzuRMz)VA5hUA5749nWMR1=KD5bIFiOK z2i0g#ml4X42A{hT1PcOUTH2XdI!zL3Y+p7@j!k<(ZG1?MB+&XzCjZ6e^nH8H>2a1) z3El-HoGyP-j#m3up5AKtd=NG8}QG*eMA_TN(qK_V?5Zbj@S6Uv9|p)VH0_KI|qK48}!kg zHFKUmVJ<-!4UzADZvyb|?7|q2H2yf9%R#nqE#eJ_<=OIS_7xRXr86l95;42FB8@Y(*5XLrU@MZem>+4h)8II4m{4?!H+qGr?VOxZBUcZXlf!R4 zx|3tY@Oh_jq65pg?@hM{_5Vtnueq|S(m}w0Dt>h@c1-LE}4MaddX>UvWVezAG>b) zfSKaeOxT*p_0_dl;CC{vt5V}bF57voZ)+gl^msR+bo8-GZUPi)P=;rNoq4(>W5Qi_ zGE4mXZmTza?*$fFG+*2uruinjBN~fJt(0Gy1`%N&pMa}P*DXkQvYJQDcFJ{c?i(N4 z%vCJ0H1E$}-t2bhwcE8)ZZY6%(0;)1*gda*&29Usw6sxMp~JfA_7z+i5>G4tKEFcz zwr+LJNuR_ImqS}zcD1Dt?BUhRG!)d|8>2l~%kbv2d2Y#@b$b%=^nwr9B}6Rk1=CiE zRops26C|v!Qm_h%n*GPw3!TyPz5S+;HpsxUoHX}?kx9LS<0c0y%WFMWNy_VM_MHGJ zD);V;=*hnvkBrYI=gf61gZOxsd>{1oD4koIT}@?}CI}X$8#fM65~yPEf$lHE=_g}M zVF-#Byt9fqlD>qA!u!HP$lT?5OwI@D)j(197Z?vm>`%S2kBv$Vi!KZM4PWA^zU>$o z@m$LL{dVkCpkNo7KS13LLr9EB3ZNuohXGlcxx zS}c{6j&<_TH;U{h@H_xn%5ndI`CuSH9%qeFC^gQNTPtHiK! zIYw&c@_D>|Y6HwKJn7y?f2F`}@A0S$Yb=G^vv)5QJ1CD+QFP6ZB{QV;o`nNaUCSeb zOCkX(^X>_BZ5;YCU70d<&juQlCR+JHznNoozQUN`u9tG#Gsic5y|aK;W(E#AZ@@<& z7&T4-jC-qu0o&f74v%%z2jRfbO#BluACL?p39N%rd}n&+%o`)wJ)I+2-R(@f@*<20Kk4gvc#e z_h`4g{?DxIY)o=&cW8vNR!r7S_?J@)FW!};^zU9*zjP103-2FLUdXA$4ry5n`wE+I zaRu|eB6v8=W~}>EA)b~?IjA~r6GtJrXw8awV|S-@_3YKi!X*TK?8Ea|ZN9B7`@YC$ zjNQy~u8R0(*+r(?wm+o~njXiCZ{N(X5z%Q3ZiwX6k#LygE377>Z%d$batWI(ZzI(tyKD9Uu zsIv+oAfkG)V_mM1ZAfre^>O=y8DEH&*7#S#;1>lSk-FIy=vAj`Zo+DR>+}nZf*g|C zQ8ukJuYfetGT2{&kE#_Mkf0}mIenzp!G=n_ty6Jr=o4B#XNet`{;RG| z`IW;Se%{k``yU=t8_DO7msB{v)5}{uK;&?L<~%0n+kR}!-podaN;y{ZMY#1rW4$PO zAmBfo$gv{0%_Nm_q{^QXFvkpl;$hBu%q+QWB_`ho^dvv*eho47ajvg> z`!2jYqLM%a*}YJl&dB=T_*o^Xd9{!#BR7`&2$0g4#g%}i}ZaGzG8d3bY2!#XN z*W5yh-D%IgR-4)pB2EB`1px26N0GONT$jEx`aTXL%<$U9_6TT6H)B~!=qVfGv2tBT zU2Pyca@r>r_e;|r#0O}Crt%;vR~}{~Of%6{&F;KmGEpWv!vmv8pc+2$O`$E?uS{)q z7%bbKYTuq%?85cG_|a`vb1$C6xBE}nEvR}pn>{ZU-Tm%^JLsB zy1ZI9-(<@y&x-^##Ug{&8_>r99&*?{IQb@)A5OC#sVRe&oVWA=3-1mbvB1ch0M@M_ zw1eI8v}y%?h1Q@421HkoK7(}f<@SVSW0X4JG06k&ASe`QZ5lI-Q#fo1K{1b__2EWN z4b4QWM0lSx8=Gyx? zP7X-i=H2}`C54*hJ^+FO+EDAIa4oB~@nOFoAI=O>bq=OKbQj>&uxmhDrGax3a7A@% zYJlXtT`#Ri*+>b|`57_dculO`75RGh%t+rVIw5hca{PmQI9L+>vT(I(9g<^hIU0{( zeg9%GgmmG4Q_zlvqdQ->e(k&O`heKj%Qsw~*}4g*3mbRsn!l0qXM>dnxQU-KyUaEo zgAO7hWqc*<&QKL9gx2-!h`-)G&Lofq_df6W!wJ%C)4s@%9}2g1!BLk#-_9Az>g41Y z1l|;6I`fEC$=AZw!%?lo?#V~)eox$b#!pJhjJlt&1kBewM~tl^bS!QOGyd&=cR;#TJM?*ceRh4xV0-7{nV4FR|KY)JoUlfHK_#=+PF#GUnKDv zKsg>ArN;Y7qHiTQ0eA{=)YeqSu%9(Yh(#79VQ*2%gK+V}-v7nqbZ702i>vsXo!1jP z5{?@d-CyXzhTy&-tsNHnDz^d(r@wIENtX$K`;{XWtPktvn@?V^c8RY4Bu%99J&-KffY~h@LJ{fn1j4a zHJ&0LLI*$}%(!j!=1F-1ZD!nC09=HD<1sAzACP3;u$z1h#ds@l1}s+8+2F_jK0*90 z=B-hLc*ytTOW`)Mnp92?ch{f`K>Aj){NVJ953S;(Iv&>h?ozHj1jwe7AVZ;7Ev|l; zs0Ab_92F<@WWNTXf&y8rhmIX0GwDapuu7GVu+n|rdT}$5rC_sAHUc(s64cgJ$jC|g zN{@e|>X+UV+`g?a+%qv%@UW&gO3{x)rC{g>ReEUtrOdmm8vTDb#~lsIOIie+t70a8H6R&N?J%&FflnLMJOSJ)^u%lA@Ug5)r>Ec3H$JRy(3ruDAX@<`wnD- zKt2**g;p3JDGakOf!`Z}W+rN@8 zZMP@8`y_|dXf!@1D-q_R#-M|6q;5eg9J&aI+_Hx6tuEFsm(ay)ccwiru9F#N zN)nYNWlw8EG1P96ngBaq>C*7a??2nitpe*Cqamc*!mrTIvG*Ge+W_xne(xQgZw9+< zvB%?)g|@$p_~24I&pQ4q)_tdy2eOuXo=}O*4o|i)LL4^)@n>P5M`y>4#7m4f7Z+;y z!L*2i>2{S&%-ME-Gla~n!^{aCns%*eA)zQ)MWA{0>cbl`;ci_Tw+bC`t+)u=-u#iQ zZgfT|WJ<*29WGN_T&nn>)73F6kVz{HKFJnP?gFr zMu^pJ6tr%ZQ3D%}b0t&Mqqxw?ExnD-fIs;O{ zd2scfx=p)2m_IW3N>%t_x2avUeuP4HCf}`8=$GAcIMs?rTx|#Cw zB!&WvIQo2`?dUb^>A;7@Dt9+^<3puWUp#~0nwv6J4&h70rgFHi-aSXpk^eQlV5eJe z;C(oW8-GkGJDkXf57In@{ja!e=c;DuN-ymS&@9}t65d3G&K8N@&HBEMspT2yQER_* zoS80to)*eUJ5eoFE@$9{3j7nYo!dy97X$TMM=0QTg48pUhZy01}?mV|_P zzxL?Zz~w3yx`9=E0j^aEyy6&gZhL=2V%IyI2JkhXF0VbE=J$*+1zeS>HP1_rmAc)@ zTUXJWAE$q%iaxgG^Htbp-e9`?ale^S6TKS~?E8L#WysN9Fr=O2KD%I_Qvr+%SXV2V z^*9p4HYrmTGTv%k!tTiDx%dOyf9NtY6jp&EDs- zoUgc;J8Q`?$F~*A#c?-Lv(1X>^-aMd`r9qfg1Kh$DX|vPuKe&%gsZbpC+sV0jP9!FZx=idN&}JWAXO8{du<3U zf>BA-5A+A#t=}P}ZhOBy0rCqAk>fe`Qmg(ga8Nfn)-nv^;CV`@I0ykwhyLXss^lRR zGl_&$++?Cr-XiJ8s2+SMNJ(-IgF$}ik9M`9&@r@p9Y&Q+Nw|Euf+R)ev=XGLr&FL3 z*iBQ+AdrtCeg=m4>7}v*_QfWg*rAzf43C{&1)%h8=y!EXLA#cHvASz_rk2Zx{0)BT zDW*|m>%|ROR1_AHttf0Q ziAlM#f4fETTVrYd-OhV|`1eP0;G^#4Ow$PiX*kEKO$QdK5lKuVP-62;&{^6|rCVs0 zK$NHZen`_zdt38NLawZR=fw595AISIuF(o6Gz6Ts;NN$5T3KPxwPWc_tV->(Yb0fm zKqt)bolC4!&C_eC`SBy}=BwAq!-Bnt!;Ede*@E*nVh2NI1Idj6_t~)&IT~U{2)AM6 z&Bvp7B|YEER+P8S@=U>@Q;pi31;W1%6{!at7Qcy9Udl|gU%io)h$9+el)Hb)WICF` z&kK5PfaH_@VE;-&CQiNF;2v})$ae)RBlBTvZ8mMh(~aBuB#fnD*i<+m#4^uuAR$q9 zJG7)BXLLiMqm528s$kI;!+Gq+ z_a@lajP~frT3x-yOhejkn&cc)I|s{V?|HUBO>KsAf2))&t}R1jvvKWXD@z$Tn4x`#%YT~$7G zPV-}7Lw|yaf=M4s@aTf%W;m1EbZ1>guznUM5jsaFV|I0}X%HYc|HcJcJ5rBGw3Juu zJ__Bzg-Or`Hp~)<4^q=`+hM@om8@q-4ue$KyA*`ECcFK+0tVaL)(jSL#6+j|nmD3Z z-{pzJ%sv$IbpDkFJE^x6>zjez;|E0}u zlX}3J#`@CJbh+(*XB$ssercqv z3;Ky?E8tmFNN8UoQ>^lI2M4^3`9h16mp~!W9o?$;NJ#bMiWB-$V1qt|$`aG(1d`7=B}t@MQ4V&I75U zvpa9r~?_0H!#>;Y>K^wM2@7yfqGsCV{Unk8&*z9wxL{^1Agqq6ZZG9o^! zYMf2dmv4VJh6eDW1@8J+`P&aB9cM&%&utgm^n2$40T&Q8^U8(q*T1q;ExVuA21X0f z+G@65Z>G1O9aI2{MJ)TXW2>~tWL14hRKE{URC0^XZ&9v32P3=yCT7VNhMItX^j`>A zarN$L7jugE6$+e-FZmS1B9i2(pOvHKvvEF7t!-e*Yk?Q>oe0afg8OA&qxX8ni!L-A z1_xh>|qEP5cl%~=HjFU>EGPZMb9zstSDmi<0#$3TK#(u)zz3H zxV{1PFVErGj2Dxfr^T0SiEVlBI%`vrQQwQPet zvq3`krssjT&E*R`VD=|m1dTpGU?}w}jDF!MiNw}*BOeXM zXhJ{@$-Cvs2vAeU{{$3!B>{^6nm5y|$G4Kdkmb|%=4Kfl{FJti!n9HZr4p>yZ5`C?-tB`Q=~3kB7a5+uXB&ePoI+RE@wzo zdO@lK!ri*lCFbu*8Mbk28G;&pkXEAQ=|LR+D7QGD#{8#`eIXks`}=^-5`PLMlT(@- zO$)<@Zi0k=O*C^S!}7t=`%9-6BAV^Dn7ut}r<$X}U z>`-#Vz9Jy_@M^fczLw z7m6i#CtduC_{*WbYv=qY=iSTJwF8q1OAg{@uGm4{nbwEV2fDpwmy>@ghTi<?8_!Bd1cD=jBCFHH;q7>` zK445XA<)Y}*_$%XnJQ8}3fn;P$COS|HK#23jhun`+&YpFp#qj!>YIAciAv^k;aszhxQ%ue@TG*urU(<{u6}X0?h}bDx%cJ>LL)8=9!ET4OVI=@$Q8EFa6;P{` zK3T{KnkA2)7uLm^d`Y5foAJ>#?Ab zt$nP$uu7to?z?9=IG4c}2gY|hGB9O;bE_o1j)ncsf~ zM;TujprN5byREm^X?7A)sjQ)z{6Xy1g&Zn6Q*!T0+SQ-w(@Jxu`+3TCIAUUJ)ECHv zNpU}(b>5XbCTcb7#H%YUl8oWK zVZOfVa{E>}N0Rv%?bt}|LXAcyfc}Ht-OwI!`*23%FeB_aPNe_ek$T(DkEYSK%O$BX zvA9xR+{?x52oSaWF|Npz$Wzt#3`cYHac`vRl}HR&rjXnbv5@Im6YIib2M&w%kJuNxlfO77J%12so3VJX90kDY5mBd16q9 zPOJq*;wTOLQzSTBo}0HWQ)Of+ce-gSx#3V&_11lw+R4ytYjzGlGUq zi`$?V)@rfo9K3&AKt>caf&%mPd=YF9yaHjG`rMuudw>%J7^1hphyX-7yQ1FA9gb~- zf~TvbKMJWg8<$yQLcPzwn!F>PqZ0rR2ct6^3GXt$OW2F3Q$*iHLa}SOPM)GI zAESS5P1llVvRTf*FsVn(ADWkT+{Kzfp_}2wvyl;aF!ooK9NCf4t!~DQ&|!H+V=6{U zMfD!e^eG$9SFq$E^K1;raX^jE=cX5838-=r;f(kMZu-u5hcu{1ki}$A9pC6Q1pWD!v^*6A;r83)UJ}eV&v;F2lmoKiggO zx!dL^Y5$DNyAoBu{>ieL3b9lDe5EV1S?hAc*-xxE>KvOn#*h95Ab)4ms4VPXO^y?= zj^{;W^8>Mq8N@o^&Lr=M^QMVl=B5C}9WAU|f7&fuV&tc7JigJUD#3tx_HLO~uaz?? z1I|rcNOWarsYE8~^XF`v^Fh$_f>rcU!1U(wi_Z<~E2HetRjr`VDbnBjSHH_!Pljr& z;^};roa$R=XM;{3c~9;yjX6+A9nBO=jgifMk39yBjof&g+}G75EjH6evE@arrQ-|!GY z@0M->31`}7qr4uO2Hgod3G7N>q2?b7QnwDX#v%7WF$C*k5;mjv0022I*u-^Nv4{En z^|WWI8V=KXzs|Rr8)I_P3(dCWAvI!%wlHo zQfMn%E)mf-zL87agW_$++bw2jR5;D)RPMX_WyeK2Q>kD4^#07y zYFP1JTOVmwB=HOKW4Ju2EbUIk;X~?9dXF3dru%iz+cX|-;@d3OCCRu~lW>O>iV(tg zjB8**3W!Fy90-jTAr{0nLhT?}+L-W?MmRmMU*6Q~bQc>CXO8{NWlE2_w6TRxc>^v@ zPyOO3q;5uF)UaywWM~)uS#uB>oN^THHgE1!RfCcT^-Xb2xJ@LY_Pg$k$%w#XgN+m0lVOxKIwKb&?-~va|xwp9dC*%ftjS-dS zhX(jvLD4wK9IPj58t~s8b-|qfb_R{4^F9H@=VdwHfjLSf?;FJQQuvZ9_#W9JyY-9A z8%u?CT$CcHj9h8=dLBf=#bMTqh3$VJEG(K{BK35qVD3C zr$QWfwEQqd#zt`*#8JzDyS{ ztN+NM`R8q!=y1(3_LIc!p#{P%T%y44SmVFavbn@;Cct{zU7VzSh8IxggQ<|pe^RN= zz*e2FB=~pMG->$$`EpMqM_@MB zZz8>$|KWf5XgOQUyOa{KW_;KZBwsi5D}*|1%|^0Cy-4r5%2#TuHrM9qw*qb`2zarf zYHpw&MB?|f^J@-b3v*0u()MyfE^x0_$^s+JnLBvrfV$!vkU%Zt^G*t;EPkQhIiS}{ z-!;6=Uo+k7@J2%ApEG_TYL_n8zHKFrOnsYKkn@=EWuZpSO?FSjfa&1+JJ5v;gre{8 zvWF$JO`xQLC+`$qTqZlR2C%JJBv*R(H|ObKLV7fA%oseV;ZHtdbD|+B*Gh~0^)G7nk3?xs*t8u^?joXL*c)5G2Rsiu>LAZUbriuW?hsUy0 zLegz_rxw~Ih7M^JecX?JSeLbJ-alf9XE+J`h%n<=qS8qXVxXt@`%!<`KhzzyV}-0GncM zRnoMdfaZelGq__}S^(A*Eq5Ga8;3$FMYhl784?@lhzC!iS@j&3v)$Fv-(8DmPc546 zr(1bzc8_3s(5A=+53`AY5>D? zg>-Hjdydq|54$t)se>4#EI^A$j))f8DU>mkzcaqDfxQ@51P{lv!7J<`nveATeUh1I zN^J(3Pe>_gWQ@% z_16}7M2ds%62%T-(y<5sOuq3|jrIUi-dEa@`MR=Yn=Of*s)|7y%&y}rcGJ@WY2g2k z;p-cOF<92y|0$7N+}|8a+EBnNcJR3`$od{U?5=RaqAU6@wb z>BY|tTl_hAvBlI%rcUm9yq(RXvR{O;(FQ|$tcgn5PhgiZc4$af0CENhYEP5$j4|19 znb`%P8PIK?to9trax0=e+CtZ&I>9E&j|RSb?!5zUzf2By$B@z67Zf#BFH08Q z5Eibi69$ALFq2n_48)aPg=(RrDU8xJ*Dn@~P)K#m7m@jT{UR=q5HTJw*TP}tF4GE6 zg0i@d&}>D!-(o^SNM~}U2^O%mElg+qh=T{TEND5*Y_NJzkk4cDN{o}SlEDp-rV5! zs|6wYfrQ*mYBU}#40n4q@1=^eaomeH8J<=*(Il_nf=bmVR5N@&F;z+^v%JstXEWqCJ%vfoin^ zAU6~VP*H+l#2h&KXWmU>JY&eVOl4inQ+yk%U>`NvnRG5PqxO$r{PXmqSt)g9vs2mP z4?7)VAMi8*^VpdO88rlWYh!p8E|wys(@fTIw{UsE2~j(qm~wp|E%Junc^8NBJl>I{j=Gjt(1u!rFinyeNw^>!^iw>uL8NJ@ZjVF96IDY^^ zPW?EouBFD$CP+`RR)gU)bJYOlw5-*Tm!x<9E!Ho)E?@$L_M&67=V1fFYD`qPaar?z znWTa)WHV4R80;Cwwn$qK*P@rg{{(<^wwwLGFH#4~7ny`v0msg1T+J&xyEyo6Kks&) zC6=jz(nb5qeI93*r57yMHhc6jZ$29(&(h>sV7J)7s9*+zSjyVRl`nsZ@0n`31Z28? zLX1yk-!85YZB-br2nnUBTW zf4Lko*mmoh50-^A*w7cPN`joa*641o;|_f-=c_*kS$HA{23i_fh0p)F)47C9wPNl4 z0U6kF^w=+rT;Jct4pT47pi%T|Q6wfGWi5y%|RLUCaKb1$jkme0U2j87rqB z@P!{V(icAl>skbU!-fJsA4aI3QFb91K8l>GNS7&P;=qQZ$Dze+AdU-(J$VSh?Yve~ zaDTxHK-;ZZj&sSbZgy{94?#GHJ%`zWD6+9Bvl?eUai8_C|0Mi7R_RH-HH{2Yf$VG~ zj20GzU~(0=K5~*}4vPlR-(M)bNwXF}z^McihQHF2=z^{!d_F2NbJo6}bUMaoo3*H; zkj~+JORE67AFS}qv*rEq%5PN5^Uc&BlU+KLw#l_DsnNTeUBiNrh5{ur zHh+ABm=Tk06QT)|u|+a34`t)1kqBHGoUU~Wa-@`$e(@>B_n$bVoCFWrSPMSjV%H!3 z$&)>QT^WKMO4R#4ijA0O5IWe2{N`7MWib@ml!4xlcE1R}&5iT19)&2!AIm0gh)!=SQ%dqfKV#dKzZAGas;>}F;?FjF(Ud_i!r8qEm zJSm@Gg@57^@6!TGM?fqCJPApl&i4^$eV~>E3I(%8``=&^(9$pu_@vxIFG*;#pHQ9M zQdE!>j2;KaQGQEWmdfe71B_%lLfMIjJb7G=Yf2f&`{K7{dKW#}^pCQmx6hRk3nJcU zxYB)1+V_$PN;xxRIL{o!?vtU#m`!++6o;eHW*V;6v#m_f(HwvuoLy-r=@h&j^JZ zi^s^Zw0x9t`0be^GcfRDcIAaOUrv&t>HYduVXS7#~JE{g0vGHtMAL zYE~)<>Rc?~>}s=6IcY_|Cd_mj@Ga#{iuxpix>ZDJuov4-&@Wb@+x0b3p9f-_Q4 z+E+6BNu^3c*M?H}r$qJ~FRDjAw9tl8nZB;sP8cw&D^X(|G>cdz@(bhG7a%)3K%oNm z{R2=wmsmerSIB2!(S>aGdVlIS(UMpC{D=MxN90$a%Ir(XeMCfrwXLqhfeqCua?Mrxf$N9-_Zet~| ztYI~Lha3K2eFI8M{=CR8B)86%PIyIr7*@34(6_vFsWWSnEdF36&!h4_6{10aOV{Fk zN>CpC#-Wdy7t8n1JM&Z&`u=#lGgy$+XRngb&`}1Qc${&JdHuZd z@}JtIe_~{VF(eDL_TAgHGDgL)ww{dxFLcecMJ)*7o}gTIBx!6u;cuTvzd%s0uNgkN z-pcYF;hrfmwptip)AQ)rQ10juj~2Q3H@`3ig9Txm!kj~)-EplaC&jc%X@6?8Cjb|9 zifC=ppPG5Ww`W5Wbfs0gpAzscIp)B1HpQDs{{_d zYR+)(O$9{7aopu>VI^U)n88{v;K_n|tE0pL`v_CZDz>^))&B_gg`? z_Nf{>R2quL@%-^}#I=6W>-6fF?D6Ox3j&`kbn5>ZV&FB<vQI)J0x_xd3ov!#l$^zN?_^iF~C8N7;x?=1-F) z4p)DrY`_;Bvc)C35I~(gx(S=-xXp2qn649>AIe#p{W-_pt156 ztDpO*GC0F&-UD`dSL5ic8Vvo^a>>*5!xkxZphaZun;;8V1tjwQOD$2*MSQ!EBUQiV zu}&Bvt&w1%u8#WM2sInKf-oxkUzV_^vtZfGA2Q#J<3%p0dPcW`P7PC`-T;AFgg#=| zb&1=ijTt8nGL}2D;;Ib~o?sU34Xr_4QS+joe<0W%6oqLC;jsUZ9TRy}eI+q`w4`mC zqOfK$Lgu;2|CAn8%^oUQBWAl85MvFO-WcrNfN;E2{jxBBiRG4|-ge`$15P)6z=I!) z8!&TpI8Fr#{^=k>ac#bn)#oK}VxFDVPTA+!wP2kzlUE!NHgpkcQkzk@T;h_Me$d7{ zWTW2pxRd@iorf7w5UyU;B86u(?hd&Xc^XbcYSK#a@-4o z0lduaq;Jv%)>>M^wvUsS!Mk({87X#_ zqXYzh+)hWVah+!Sn=;actWFw!n-)PEWFkgzVi|n--3PCJuOWn9(T7X3TdZqgTa0~w zDsl!!SbTm2qyT{6<=i`W9p&3P15WO$TDJ9!2#(YVCE@*zU##!_i6EOJ`e&=B0lz^x^LjtJ^O^)yK#<08|&Uv3Y7iL`NYW83q`!9MC!m^^7(=qvpebDE<0t-CuYVuWG7F9$}WYNUZfs{ z&Tw1!xw&`5Bp!hnX=Fo)(?|<~U#eb2ZY#9@Q$K)U$7nMI;A;RV0UIB(TQZb;!C9M8B%lWFt*2w6?O^Bx zB8eD$sATFlC_r+Wh~f>uEF$^>e0}zn=FAdp(6di*VtT6_D#0m{mAw_l1hF+dZLUj1 zw3Hm(Hef~Yg%pDNneRT5GhZ>q3p|cKYnWQk>v>G&^IQF9J=Io zf1aG>j=;ZH>$>~X9#gx)Y$@fKinZbDPf>iE$a#(0Uj&JHlQ$h5zXA<>uJOaKvWHk6 ze0pn^lZG?fogPqfL_dyazw0)1+|GMyJE}5!C$+hmZtnw#MqJ0MzxNwV4Lx_G((T*$ z&pX?%RwLAu1Yj=|bhzC;R@9cgF3;(*q7NUBgwt(ROpjM-`YuI89Qb2GZMe+E(9zL) zB9c&LdUdRspswCu@`kL3eNz(W= zv*$A&gO)3583@?LS?6#;47c)DK~%*l! zjf%t4c-WO53!y~aBL4B!9P2OH5~CX}y^5_zaoMws z)$iyT6qCA_JPSWU`#HGkomMT^L`km^q(__ob!xR>ClPE7${I1i!)<7BB`P&hsCeS( z-;rR2Q&u}!WgHBkVE2h6;&;ojB!3la`X-(ZF!nm)5YRM4qOl+&{M1r`rmo(?R$aSU z0f0mQejveq!e!zzoW^CqD&~64UPZ6PYwh3JRS`=(^}uTa3Y~_}e~m-l=BJfE)`9Fc z_zmZ+nk(qI<_Y?x%x#$*_C#Q-IH)*;Esz^PzYGo!%?tIs|7vFCkVR77ygn}HG7sjP zy4lsEoNr#Yi^fs9-2Qz%$$Iio>Q5zLW?;nr>D<>Ef=M!6=Y9JOfCe8MR(Fc+TK0n* z_(UDFtktsC&u5nX`o4SCKUGEp4#>~1fFL2rYkRWJse~j=@Cr!ETZxRCCk8roA3)^ z5T*(pqZ3u1Dhh^F*UR8Y!~(}f0letX;iAC7ThON5gQ1fw{FMmV2=-o%)bN;%9m#8oQeC{0UURabSTZ>HWz&&E_L^K=H)`Mrq=t(}us@8B`X9>|J3 z@R8nXzA^Y+d>eb@GozSUXIqh}qk)*-5}CIXmXIPHOKl~JsWB+}3<@>i8cgUf%&<4M zE-}Wl>o_;UOg=sD;(zh%!7G~E?D{^{l6N2B8Q&J{43w%amspHAUEJ9oWPnJ(_6#T& z4cuz~@xw^sCv|xCUGE!fO=G#!8U60ChULwN`69It?P^PSsE1jx1*y+E4o^#PmEsOb z1GT^YbWrP$ivQ7c77SGeTNgfrfCADW4F@-O@-SrF5rA zclS5kdp~{v@Yc-iz1La~1rA;=AA2!8>Y-3Hn^kD2A#0R=$rI!x)d5O8ODBt$rxTM3 z+AsQdS6x1|-p9}UVM^bx#?Q#3S86$wT-M?#ltY-LE^0YO3qMq_pkXqna1mK)*d9h$ zgGuwY=N!65cwKZjsJ_$iO+&K#`9`<%WG?McTVm*nFd3E7S>1-dp69Vt=*4YRFq6R;K}J{e%QXIkK-Mhm&jEdvSjS5qCI}P?Z#7My3rhy3AZ43N zeK&UhR-P*{9`dfA{Lfo;<1qD&=)0oc(02&hCogGc{dJ}u>E@f}`3SVA8n056ggqXr z;JgRkO_WYvPR-+(j56}kUUR>zt*%gxDR{-71w@1Gs4quWd-1X39(3v~;tSHfq2Uo~ z;NXtaPbI?mPS%9i^!9((Ci2WkAq#SQ~Ae~iW&+jqrugXx`2NF-1cy{5~Nv3|10 z(m^)w0Tzh+??$4BI2{{N#qwbl;O^QX?H37`-G*PU3A^9&xVp(79`7Jl3~z`3}!J=hy`JN zxE=Q?3kOD36jT%@hg4qHJoXSwD6v|Rjufe^)UcRQWKbcAQw zI|UzuMYnrZt)ilEYr*Z58qT-;mK-r3FsD>?bll0jQ+Nm<)!+GyoPjJ$!ZHB}uiti{ zC2_i8qcvE~LY>=OR~H(`+YaqlvSeZ^hk^bDxGOp=7U_peI7$c%)z=*266I7A$CbEW z%JvX^sjQAmRQUB=jass|Xll-)gyZ#(exe+CwjzYA+y?Vm1Oz(0PC2cjv+pDmAn~jc zjyJlf6&qViM{jN?39e|-)bGo(WHsvxZ6VGVH$ zOpVFyk0{B#II|t`h3em4K42`6OYOCOVpPLEw$$EE_@$PIrMu|L9%umf4IJ|06?es1 zDK=a4i|Afpsi z@K7n06|0vU#Oa|cfHOO6yi}_OEYe@aXTc<;6!~=xly6OS?J_P!Y5MweQ;2`*T}zn- zy`n~f*ZUiH?PG!x_CQM}soR!h@xg1nqPJ3#zVx>=bg$bxBtl!EA+kGX*okd6JzuF5 z9&^tgagFf^b&v192G05cG&@GtFKu#TgJ-U~8hg)bQ?D6SOhr)!{dc~)FDt>3%zXKSji_YRi`Z_(giCaFHck-K&iE+eu}KPhYgc>RQ0!r%#1|7EEM6e} zPVq0@m!F8S3X0Hc1pi>}@2UPjVVn9fKYhid>HI|bqWvWme~s-cx=dd7?d|WUDT)Un zu$&zxy&c`QadECMC}`f<-zk0*E{O{dJ6S>%v}B6ujy~sOvx-tON5)gbVqH1fragt@ zrYMNO9bzi(hQJ{K4F~i*0SE&hhv)k@XiL4zwNIaBQs_>=uioq zzIM0`@D~zkMk=+W-k`iu*n5rw!qG4bZCT{1_CK^ziE9d^NOZE>1KzUnP8g)i_j$yPKm}2MEX6jzV9s$|q4g5<6=|E)NrmtKjz^^Ni?0q27De@E z2ZTZ>zTq*dYg(p1T)vkhU{@cw?s6v8oEIm-G*#sF2s!AfE`mYpb- ziX;=V&;E&pQfi#|LIEtTpybIE7L&|oa4NtZA;Rwav;TP2M;M<*9qQj^WFs@*{*=Upici7%KiBT&N$^;vb(?UmAGu?Bvq%yEit31 z?RsCaj&(*%&G3dmi3yDeUVjv{yX#(?2A0oP9qV8;#~62`u44DGRq%d@t$6OCa42m$7|G#;xj4hjT^vb(`{kH{@kzvAiQF^!0oO6^6BIMXewd`Cy^CI9S}R zqs`(Q-cVvKM+GhpzEnJJ>1kLeBmTBLHkh^oZ^z)keD`-<$;&Nai#ieKbr4Dj5Pydfn5a+EMIii+Y(=^d2K93Po%ZK^*BDiTe@9s9?=T!Uu6kfwW*vNwVp?y`$8033QcmR@HB9=7rHhyLCVyNXD{Q_#}i2bpSv1Z8GZ^#gj3?&j|IN%H@Gm6Th|HuYp55*)V8+h8oY zJnmM6dmG(>h?Q5_KPEbj3goJrf0+H-1j?!4{aOx zx`|BMR#XU)RbZd9o;!1lj1SuVAtQh%c$u+j(|SHdIG!)n>v{;<(l1c{$$Pj+x5Ft3 z-fexrS^9o;13YL=#-EoT7`^E%$EpXGS(?L=ycU_#nGuVOd?z9sbdby{{J5lBONu|eLNQtOChb0`vpM4 z-sJ&Z9+!shGh-}2N?03sEC=m}ZRxEZIWVYP62-JN&RzcEgX|n723K^a|MM5CA-jtCsy1>4HET>P@^Q%HSk z^04u;n=~vsH{T}+EV&)FqCVUu?juGQsfyV(N0jL&xiI}mun z!c5&n^aJmeHm51AZ^4pZ_H}VE{82atWrICbd)@$xrp)I^g!VH;X++T^@ZKQ4e%|6s zw@E^X@I1-;X}tU252vu=z^oC{`GQ79a^(8-k<_uDl1fR)34{YnQ|!ULlBh9}7uY>3 zGEMV-vpGWg4TJpSTx+e;AxItfJUyTK@Y=}|E;rsEoKktghWtbhxjEZ@Qdxmao|7F6 zKW3Ti7tf43I=mA!uaSH5AOgI2+FLCHD~^M(&L%^N$r<$vS zTU~)E5Fse5R4{y8lb-O5oT$DojE#>n%GI&3|PRG)tPq;tTOO=Sic?o8N&|UUs4nXX&8(^@Ox19WH zfVGLeqfa+px^sKHnO^J#6|F^6!aUG2fozS@43TB+lz-!R(VR=vj}-y#LGP=#mVG)h z9z7M?;qJq^WLaVGH7+3N%ye%qC3-CY4JTSncrA$PrO;YswH3Z^mAYiy?{=R@KLlj> zqotDSIxIs9)Yomsg9(Wr?PZd^zXxUa!(?7=L%BB@t!aZfs=%8uKwpsN3>L_@D)QMQ z0<3Rol4>3gA329VT4_oJyMidr1&8jBBhB)#oa_;gF8L5LA$Q@cqb~953%J;ze>(Pi z$9?23ozIs9j7p1N=ren~-k)n|-wSEyh;~@gjvY1$uev^z>kb_E;;CzowDVS1w7h2z zu4cCwR!ytVGF~#v371U8`S_2%KzR)|oa}yFtRK;-iFG9voQ<+3)tx*efcK8B#G-f- z2_8TfJg5vN9o_?K!3J&;mnSxYU&q`o`}TUTtT;Aq@{K`BWgXd0E3%&!G6u1r<82n8 z;~aar-0h|}A81#*K4YuB+gPFx%NNKF0@27ooIdS67-xuQ0wHVM?-qp`fIL|5 zr;1o8x79mLg9KB*@Lj>i=y>zTqG>+)$CPATLjOpkYTQ8LCle&q4oo@-yEzuM9|E+H zOBPd&h7u-$Y1jL=!M%u%9*qz)m;gsgIm)=;C88!gXG$CvWyUX!uXvxnkJVyL!Ip5a z2=P&Hf+&?4+%3MNOu-i`*Ox|}MJke@h;P@y`#K0u8izb9(iXA$Y+!+ZJk^^kN!CjR zvt%GazPD!n+etd>^LP(8K=0FB%Jf!})%>&8F{_59kq`X&&lnmBS%{}MrZLXHnI{UU zpQx@g_lvjSuF-_OEn1tYxL=nQn=A4%Dhw*--{g1NbA1T#Y23;V{pfkzZqye}%;S7l znp6YV0fAMd7cweEM=eReqodbVKa{Kz-f_1@Y z`0^Y@?WF&`E=))wJ~lTXdyHZF-JP>k&!tq)Xl=0)eRAs5R`Cwu#*REmA~j#)Dz>XF z{X1koR=W71S8*`UBD_TTC{+T+_SdQ(S#&#n@vidT>Km$0RCCVy=}m^O5)qm1G;_We zW&x}hQHtN9Sx77L+{%`ibj!0phakb1R)m4hb6$ynIfT#w#_pHk2oz4pVe%)Y2auT4 zSuIk7!}A5wH6drDteGC8WMClz{suj8yiMk@J!p+wm!9+}4B}xc_(S(m^*N$pSyfwY z@oC&+n>4Wj^Wi`?^)uZ!47ZylC-WNPfs?ujWj$QeA~DpI_0xJDi)k9mVVoswVnQE@ zg)FvKvNl>-FwHt@O7PK9e{P`NS&2_P5tk9+&*xpgVk2H9c`Qq`$TPRLN(OMU*~ys9 zo){B`3*sJSPZTSpSl`%8yZnYgSQ6(md)$RJJ~qCA>l_~yF;&p^(+rkYRrr+l@AMWs z*5P`Zak9LE#OD6BpK?#O3CaAPy{YK+qFl@}bh9Oqvo?Q9@;^JgP-dG9$M&2GcZw8| z!=Obtefpq(HX+J{B3g>u=|4Y|kb3KR{B$jJ8hm)ajDsKWqLlS|E3KHZIDJ+Y`ebNs z&6bQZF_PTazG$eB>@(AXPD$>F(*a#nFJDn4GU0vZ7tem?yqh#&Fa7v^izgEQ+Woje zZBIyb>D9U1E?0X#*%|SOm-sak`^YUFd$Bej_wykp26+-dGS~h5vgAS8-_ECf@(Qz1 zVa;DsCfIlQM48Zm-w!yArY4dmd#YXd6k*6H<8I1EpuiG^pd@UCZ!M_Tzi&W~s@ub{`MM54N=V#S1%n6vtWa6`;FfUKh@ zy-dBjNy6co1x7Vev=<4xE~15V2V%eWW@}YKP*{~DHFW8^PQaiwB$*Ow6dqJ-J+Iz_ z;F|+9Ahxr%C|?r5t+Q!+xEXBWptmR+2EaiDc)vO}TvcQYGS7zq0=j|f>O7g4acS;_ z&j^rTaX|%oHfpf*&3H=*s$2{4t~0Wdb0L(@LYPSi>b&ZS#OJDl_m#pv9;ghOcI^s! zvNh(2w%p3iMKKPtkZf`di<9jRiOZLFXe}-;eo&i#vNovCu2VqOsmM)w0$4+{!HQg% zJBfci9E|glcZavqkDZOu?9NYg|16^+k{3{tV~W2vVK zDaMshx7FZ+C|4B3Ex?7ofj3exs}o%*i0LI@?UyK`hRMbWQUuOO9xLfWUhApEolTf0 z^`D5?X>-5TV0f4E(87S+mQQjUFTw_*rOwAD_nNe0(X~W&Z_M$wUA_GZvt{9E;_-JG zSX5Qh0WktDq4W z&E?5*LM3rzi{SJ-N3o==K&VkO=Q$RqUxpz8n=de`9MtaGKuVj=Qxfjv+w+!oux<}d z1&rRU${e=ej-UlcS2A;B7Ba^gE?FCmbmv=bkMVKjD-nyl6b^=tSF4=@JsYFb>sadN z!+0pAt>dy#YCJ|vuB}fDHSA*u8zOYmfs68Ly-A`@I|u|He9hgXD+6^3biSNCK8#Iy zKEPpkBtO;YL~>N5q(W7`KHgqm-9HH4=Dt_-UJLd?Ks-EXKTYtuT(V4yNHI@U`ImWu z4Bw8mVP{cv`Ud`lsV#bKNA5AX{0tUM4zSCs=;m}fpo}9XC_jeXWgIvg47;)9qwvM^v@KP7t$)hc$3MaYsH9#lm?1< zNiFcu0L)`G!fvi>QjKO)3xzg2>F-}W56+3qGTez1b#B|HE0PlvLqfO$HffY^kvX5C zl!{an{oKHa#+3Hw$0?NJu)n81b_eG+al9olYGq+`u?;szNwG1Dj)MfRYFtnYfn zWoycMi>t*V78m~>kiM0#6&g>|kHpdi7ZYF)i=eb8_;*lp8D(-Cpoh9*jrzJ{sJy$P z4i2M)WdA-@TliL%) zH!qRgr?9kiFPpL4e6Ct;U0yXo*C1PyPM*!L~AJO&#$YoNVza3*>}5>VnHn^UosoiZq2yK}LU1 zgk@KifIOt{7h&i|fxy1%Gd1dlRD7)H&fx>P6Y)S7y3h~VW<=M;6214M*XR# zp>w?!`g$ap3l*y0^00?<3(CreJRjn=@evxUG#9JV4hFx@hkVhML=KvtLlkzxDcx^~ zja`?%9cEk>h$wjMb7>+)i>EZ$INgfaSTB{jHKO97AbO`4XdRQtC=9^u#0SHHrq!lF z9~qfL9BoeNDU|x|4fs@iwl1N5ac&BLio=NFRs=MEq+Bo_p0m}KNz$IYM;{xiSP2agCyh3S9=2k~txmGx5NTtL#W#IustT>m#`vZjBnyml^+WM5MZxP_kU^s?*)NLI;JQT1qwD!of#C7k3d>?s zo!P9o6j*ss?%o}w2CF(vl@d16gswbeV8x>FMJ_arBm;eqKJE|J=zjU}AK&p%y;AcN zwRZSO-_9dT*{vES*k3C4JVVdb;j2=r!M}cnSO;U){%fWxWWS&|Gz$G^v9I1yCB4Zn zwIXE0iRQ1HGO3vb9>&(YAns#18HmVwGr@uyGzzyqGMEl>3~`l}tc^%hyI#yq2`%z}JsY1_Af7VPB9)U;FVz?z-0X#pCbE23 zizi@_6Re5R^2tF@;k49F7-Zj^XZ$KYp`jN!%ljGNVJ<8qQ|%k6>3br`!{EXWpWmnumhBjT5#kmhJ7qoJVz-OuI2 zi^anrstC;=pY4R1v;U2)-sEV#hkMZ^PjM6~KBWEG6{Qr4iNFD{7pD&=i3!Xf5O3)* z3;i*iAF>jbZ~hqjQkj@w9JaFG_v>eW-Iz7D3U`PI`o6L{8xuu0SV3I~9!H2jG{QQD z7b_!}*bVX(5gzNRSh%H<4sQ*W*N%l{!1YinAh@oWpUU7?dfy$9%V(N+jvz8@AcV&X zOwXe+L_GBj2wp42F<0HMANSd`^!&@R2to4|x?DH~t&tzAHz{PUD}Lb3 ztGqK9MxMs}=Gg%j>P?2i;$*rL7WzA&6^Z!qw=) z*hL=-#grf{mJKj=P=OC&IDAz-;$~#1R)I*HUN+G9HI)7BR8=4qTt{yVR3o9XE@&vG z+DZl&M?c=Gt}5u)m)fxBGrqXg*l)Qvb&5Mx6%t6+2rZ2tZOy2cJ{TclX80Vzu|^XZ z0A<%u@3X|_pHU9L-CzQ)dnDQE6@Q$vj@jo+k1U(IT%wa?r%E!shxo7dMb!&EKbka;kH<-Y6ZH|K+y;DAGITd{BQ1`sQXFNz_HB#LkkRmI_V}eynHATQ%(e&gxpv50sph z{41nh40~C}1P`Ge^wvBX8+`Nv$|#l}E1ltU4X7B(X>4}H>HJ1vl%kp3AuX3^sJ=np zdBY`4q6W%)4g6m8CVlq;%t`?(ZUFjtCd~0mml8*_6TG+SXrC3 ziZW+C5SD^FTS zg&J$zgp{H;KUGOVjB=;bAUF(?WhX<6zhpABn^~`O$-tGIgqG>YR%Yi?3$I4@0en(h zpBJCa%6D3E@nT*+ao8x%=5_LB_+Si=KCLADoAkh~szn zL+VveiAk*jMb7H_Q&@_Ph~rFBU+Q%OEOD<1sE!U>PLD|IO)EBvsBEH*0#eBA#y(A8j0XmIYTs9Xkt^YI{&5i|p9uZ)cyk=WjRR9q^hYm-p^XMc| z@8LA&I8`b|yZ+sDC?z{u9_fg|&?X3zInB}XTXZo^W}XHV0nsmff3g{Np9QgtY}Dz+iNc^W>q^4=H|-y# zC8JkUPwBAd)Qap%5(xAjG?XyKv;GP)dZJXln1C1O0aqt0E8Ce3+C3 za$0x3#TeCCd(}Q>N84$F{~b)T0wk{oWB(yE&6sVoM20APay))(wrwW&y~KmZWh867 z{JGGXM-t6%HQqitU>f$fKg2@2i<-n~0|k+Y9SVj1lJ8A*zDe43+AIC4npkwl{@5o% zHgA%4{xyoM>D|Z`COgg*`g0WyKYnB9Vt9Sa?%Ur)pwm;yzI1(z10t(A-mJ9io_R&I z_BLI5d)Q7GP(>BKm>gFlq)iVS__Rh9A-oe$@K%A0CyBi(VIw4QQY{`YSz4Iy+ht#x z-8=J0GOY}%Y>-wH6A--Xh)}c>vN0%=gpRs3mtwQvv)M}NE5RT@PspqoxsB%=#QmXQ zmL~BL9cx1;iJdKAvN`ZzKcDi~FL2@FeD8D!OCivsDthIfx$U7BloAX zedM~=YF61p{KQtSBYGox>CCZ(xoi7U4wAo(;YFUaEOVIRqFrCtm_(U`1fGjBH(;gG z2Ee~7|Kjk&&WTjpfB9*3{!(QE)b0cyT`5tn$FjmeL#W1}FFfe^FRnV~8-gLy8fU#! zX(@-D;C(fo#UHybn?LzzzUeKlh?~;LqLx05upMh1lqpF4j#P(J<=SWUKCw30T0olz zMuGr^(ecTIh4U=hkLQdCKa^YAenTjsi7I3yvknh#RnoWHnKi9j&XrS4HKw92IdkHY zZ$a<;2QMlq9`ouO%8{E>WYE`4dFu9iXDCZCMehp?Ww_5MbvBrEI4fC0)J48@51Iat zpC^qIeK-zdYo}%B@_HV(TO1}ek=`?K=8Ksss|K+fc%qhy6$~POc=j2(ZfO#MW;NOUX1;(Wj5E9jZ}p#-TmA1#@A`;!(mWP#7!R;&j(@}sWCK- zdf$=uqtW{Aa%p>#s)C5eI3`%f{EGL*1lYEIrV`n|IKiA{_t9F)xg=-8zMu@;~!^CUSQKrq0oFhW|_m@e}6_Lz$l@ zsR^5C!$kiXnIkB(6fTuh#^y>TpNvq4R;Pa+J0^CvN&HdmXpn*WMbe^;`KKrIb{(#mGSi2HD)9`yIRBgZcepKzVGqoP-M6== zBIwfN=X+*M9~Y#?osRH*6EFU9GfiP7$rZ8==Z~ClaS$QhLAKF6cQWva3F&~pWqPVL zPE8uK(-?jO$iPCvhQH0k8bH<6kcfH+AuQAns1xvUkeIv5{Lc)mslFo*r*1o3=jrSD z!!LRNVgx7hj(oLAoxLIZq9PZew6Pu|tX5wqz=94Y*vDNP7cDy*$+_uMAv#~QHW0!BzdR{VvCd$j5g&Opi3Z@3i@jk7$_ zm4@Ukb=fsJ$xmU}-afx6hd(sHy^^I(b*;wXQh7t8@EuQQMRZsnjfUl|d^ZJjGqo;Z znj4xiupcq%*i6wF3(w#);aVk%Y$aAL z@rK;H?zpBaw3i9L5ucO-C=(xuK8h(rq3SeMgq9o^k+fu?uRfhF!EyZ}aas67(NN4) zexp5H%rsyPT6TNIcc>eX6 z+;gt$q%QO8F36;x*sHKrk1gK}A*$v1RsP$VkIZ1GHOYLbHLoU)DfK1b>7f|(R_sV5 zJc=qV*84Xc%#?-7F6AvajOr3|MRdoreH|RP;QVT>0E&;|r}Qrhg&hmHm0S)b*%l61 zasF3H?aNOaRKHh>CetVsjMEMa-#H>qz0>L6Mg67bb4qoHO(TPImXCL)`STiufc~*$ zLQ)k)Lm1*qQ3@pKv<2xNHtm!W4vJqX*5H`+s#kU*lC7G=^-WfJO1!J+WH!i%Z>*Wg zpXC|yQWq6vu>ms?zdsvHp%_=njVgxEapmbYmW~lXm4zy1d%Dqs-lhE}zJEPb*IbYP1GklOam2-1Y^U~-_F4$S= z);?b*a-D(q<2S-LBZ5&uK^T=A@TW*HR6PB6nbL`r3d2V&0kMC7T?pv6tCMO=uze~p zAZ>PZ+-Y$sVUO5lRKbN~?cKX=Ud~Ixe<^ZT854sIvEsF^`U1lNVnsFLu%uuVNyy8A=GWUd8x$^?by*b}Fw~;l^RCQ2_$A<86#~#pb+Yu{U2;UsQ>g zMAe=EY2PC5dn_@W>d^^Xu)Y;?#3dyBdrLFf**@8=|DWlSvLY;&t@rLB69LPpVmZ9O zi8=ym)R@&1f`cWk?|OKDv1m4avFohuvQ_!Bky?Z16AV)`&!w;!`}8m+ zKn~K2btVXw7T@iEwm)^g9!8!@H$4c5k_J(K!c@r(wyonl0ghjqDFtW>~VcCp~)QdVBi&k=hi zg^KTJF`4~-@ZV;d0}BPCJtGA3(d3N>3$1FBo=q>k;a0ie`xm)f>=Ht6-IQtj* z;eDk8x@-2Tr)>ldnsV4wuijG}<(LH}o12|}%NAFq@cp|B0*ZHXE+LML``Y)SREjIG z2y$dYIwTA-NDPo=xBx82&EHrhsSOQvQ}5UncXiS8P~fIHIcaY{?@hs^$+xU%`*#dD z(7+7W2rPn6v-Y)yFj9_xhd#ISElR?5-3ffvdublPF#`%Tc-XtwJ6)orVfFu8h`(68 zN8?7MqD_p`l3Uv3UNpohQf^=0xYqn7jMK#99APA`0lE&6i=!M6eUr)s+ru^!RhRqEM&fr91o3@vmtwO>`;a9oIpX#TW+~X+ z#id^%pvNkO!YbN7jjwsXPKAenJb7c#&4znq-eait<+;nz<_LK_$H<%BF!GeZF0;$A z1IEy2rRI4rAA7H=AjWgGHq$l|2;N3(SLt2f&bMa$gFF$UUVU9rCE~Gm|269a@a7aX zEZRr+Y^Gs?SDDKnwu<`Fe&=|YKf>L^6}lTfW3`+bdc*u7A;I}_>Ft#JW|CW))6`QE z`|HLdcsrTnu2+S9GylK-%iUr^aLuLpB~TEh{a+AJvO`o2818D<5Iah2(8@3@H8!RM zvjmsn7$KBz+z{~++f9s{MM{^r%v1w{)F!HpDee0!tMm&--j#hOAA9KzawM2WS(M`1 zwW^^dvY)v3eyeo!R>t*xr4M+~Eh1;;%PuxC7{^0Pc}(oIRO@vc@zE{MUKd_PEs4zm zrrNM*BLF*HCP?p^UQWOD*^DdepOq((g308jFTG^RaEW{Fk91DXsSm;7%dlL|T6{*J zBdQ3CaJT;V<2dr}@|oyZrj*>>VuPN~?X2m2;LB$vIL9nL3~EAWl@d11YbS5Xygs!r zllNOG7YdWzI0(@UHUD=P^azIPrNq{*D%|}#moP0#ittsw;jOf&5Ir@X&^oQNV)`H> znOaGZ;ZXbz%Un$$wF~&ot?Q5TQ*5dSU@6v3112dpb55c1IWe3WxI8PqKlL(gDPTk2 z`O#Mn7ClPsf2fHV-8eRU!lD2e_2VTalFMFoiEp;e!`!_@SQ&$pj|y?r3{cQ%-#q78 z>YoZpba*&?e98Y8)5Loxm^OvmlD|?h8A-I`>f)pUD%RbV*%7CVG{&MapY z7?6i2r#16y57aWfak5R|olJ94?WV!S9mTdBiJmV>C|iI5&}Zx!m<-5?k28v40|=fWAx*$f8f>bF*=ger6~z*hhcy#aMpS-|i$2vIdSi z2))vxnn6a*i{KOiQ~c~#jSBz=E3_2=N~e>ef*d+~cnqm);qjX}!y+PH)2Y4L^O4)hgsca1`a@4UWOT9KwtXbUD%BN({rY4SonmnaD7Y|t0Fz?Kqz0rM6RLkg#vnPH zvo!jZz_k6RnHIvG>PkS!80=%zDe1agp(oOXmM6=FnACK+^ZfAf_71fOYaF!4`LFGUJ5`{&=lT8Wm=qT9q;gHxvxXEL46Y0&Ae+f-{c%OGN~G48uD zo^1_G+n7VQM@CcG-9rZa#prYhYiSyIhR!3D)j&FxGF*O6FClN6IrVeseSzZrUFay> zE5KL3Z@A(zHa4Ep#uB@>kv9r2X3_cad2gl)iVcJc6u%+IBcVYKFMY)+;o+ECiVH(5 zeiOj^br89dWb5SqDdn_6!9}5TMel_1^cKH2+S{A0`H3{u$tub4QjeG9)e(F&=vrd_ z@fDM3N^rKMV1)0jWSjCJCl)Z;sSR&-0jV!1BSW(k^EDn7K%<8psNG;)QasWO^tzjy zL+Qaf<-ipOQBTiFlU{#ADB5!hC5cS5E;bKk_ZH0Intm{2FP7yN(A7Gs~e?I z-d|{R0O$vx`f~uDmP3%G02D8ZMii(Ol%Nn{gQamp1OYh$C-*wau2N4$J^$SrH zQ(JgxvQa6ytRI{$o!Vg4znjaJLl11^4c6^HB@j!y)#BjaUH05XW_WIiVV>`(BnQ1` zx67vNEJViye(-^KW)~TFaEvRo zX!>TvJc19Dddz!kV4oNS@ozvr;su&4l8%6?0rCNtz%Qor4lgd=0bkb>PPq>V1e*`r zsIo&@n#>}FE=2nYNkAWq0csCuZe;FPtIro)P}}rctg3hvq30}zehyuvWP@^CSn734 z%b9||Cz6h@^Nac;n6BMF>Kr?$y`}ukii88d$&;lz?f{SOM=b+2THP3y!NHQ+iPgO% zvYW8$^Un@Zt=kw2!)m-F=MfpekT73a$+A=Z5)>;rt9{qvJG_R5q~@M^r;RfgX)<8P z5FBqQbwhp4XXN?J<0GdaddTa1U{IE56O^3T60qCECsi(_6(6be} zLc18YGv!JVb?XhEq3qh$ip5X8oCv{s_or5>Mlr>zc&$`=JqVf!Fdvo$gJ96&r!8l0 zz70T-Pi|xOQ;^UI@+Dj}j)j8EfW4{J<5JP+69kQjbL$H#3yK24Q?IW`i~h&cD>N@>cEt4F=O}YRlQ=Gx!C4`*ijua@CS;+y)v4p0PZT7O6ijATwQ^0 z59M(LWrBS2g%;l$qPKVtx60 z5cPC}PkZ<61*yQ#IV}#;eeN|EKDBD5B_KC$_C4F39`#`Rgr^UsR8xV%Du7cAlGW9# z`xSx`@WQ{&Fm>p)CW^u0`5dXo8a)JRx62diV^UoL>UoRTPhqMXAc z2vB09WENYYafA{W8g^O6oG_^gp+yh!A4km6#R1_JHIY`yN0e)e1raChZtX(ijqSf> zRnWCo+O8!5;KkItRz^e&97^Xy?L9lF!}}oM(ktI#r8P&zGJy7q6Xh!*NB$-Vs2u98 z{7G!o%V{xxu~SlxZAgbIrY7V#$lS1Cde|z(cDSyz3d{=U5`_Zl#0FxND{;@RlE&m; zb;8$uCi)Gsq8>a!u^K8((r4bgY*94@|Kn^-?lg}CY=ab))qHbNsTNsxa1;??K~csP zHw6F>d0EQwGugG^lVL=L>sGM;#r=J1QVmFNsM&9_J>4%@)+}o(Ej~BQiA~s5D5Z$5 z5PrOwv#i*!*;n6wEmVX3(ZgwCe|lk|P$kD{+Pc|scFnT9Q8pfzNuP$5de6cFCH)Oo zxmDu{mf2?1%gzm!L}tH#IHT0r{z!3{yhv^KMMVpV$ryA#!-6Gr>Hx<{_{M_Eh;p+>HB+b+TU(CqPD%NlpfI~7A_0() z49=XoclTc!9X8WXHys)l?Bxu_y~k}f7+;e&m&k>y9@{g|A*oqs$c(P*a@YT%1^E&e zxje$xe{o*fOf_wQDceGk*IQpL%5FPck3;k%Fk*%GEhI>~o0?BabRKM!%)!PGI{y2< z_wKUivF&Ji@nQy{5}^8$+g*bx)sQO?KYPEXj5XjrG#Uh@OMU(Vb`H|U0bRbO*nLK_dkByRtffPNwgukL0_~_jL|WeSAHC_GW56x?iZu-<7r@V!{G0av4`=;?#ICz}81?a*5QoQ~ z=j*T$Pot4-(^Pz^UcSwq4@NCl+w03q&MDTZmutoy9dOnHtb7e_SV#MaZcqN8FGHf`s#V1Y> zFoaN6zOP3p?6MWG$09wpI%mcuj*an_5)m>>fGIxw-9mC4bd`!m@o92v14I%&I`Ln5HVczSDczH z9iOY-?YF#Fv)luwcLVuYz)Nv5%NX1s;$o4pPnVQy*hA{@Akboje(V;ooeAQ_idff_ zd>`A^DaHjGfF;opv6~&ekWn@Mc`1_0cXIaFc2e!|QXUY}{j1+o8Ywq+b7A$^ak@`f zuJ=WR&QxaedTF|0hUdbui{IV)zXVChMr(qENYeB^WJYK$f9)GD0iR|uz1h^~icAuW zmS-yT+LJg;T5dW~SuaxGEA9U&8O6^N8h8VZN!X+8U|sf}w+1Ucdyw($Dqv;#fJQ|LA&@YshG1T>7G*lNk?Z1;C^kW8iA0ZOYm`G9ioh zXO!IisYAKwP>RAq?l8oLA$0Z|peI8f9q0slmpeXs{AXJd z1}mYd8KRjNMJQa2WfW0s&)ztJ=w)RonRP{C7a0=5H+J=eFc{3pZ7OwEf39U0-->z0 zwLp^7WN1qQ<7zRUXXyvnzTiKPZ1mv9J2v1#EU7lJ+4EUjT9)IHe*maFG1QQ!fZlaQ-l9x$JPf&L0~yD=AHk15{%P~-86T>B%%_CF!*>9= z29Si1Ch?^VCh>M9CuI8pB-EJn7&N$!dmjC#-^D=Fo*oe^8Whzz3Ww~|l z+o4VK`BcioF@{P;z8tXDGwIY`RXdE#TXbX!khv9VEL)Sn{W{XO6tJy6mH{bin<9^H z;|e@@!)jqCq&X^|97eR*BZW@P#$gH(LN}3$LiR*S-#O!iOE#aX?h=_8>Ifq!KafU* z6)PSDx16j(O z((fD&Fp~QH>FLnHPixfC2YGoEEjMe7-^jeowxs>E6`Qb-@bKE`_Z%OugBVIKc10>{ zYaQ>MNfQ${peZV4xtKHkf9(f=^O4kJ!4B&#^CyB3b)u79PVdr2e#<>R_OjFIFf-x# z$!yCtkiql-BkF$B{K#-Jx5w^2eRvA@_Mg^7HuVtklkZ7r?R*A?3#He+Y5aWAPj%Ln zQRFlIvNTp3tId(L2*H!1?$F{_#KDOS9*Vb@hyO>@S4KtoeQi@BApDS$RHRE`R)yBm~l=^hlMW9W|O@L%uy(Z!Ou=RW)FeeEmAb6jGaWVx(4Hf$h2 zd@_O6qKrZ=iDX)?{L3Z?WSsZ>-?GQ5>(0b_99?!W*U&%Nu%_Y7406w-pO?$7-5LhI zsK;_BxpfiTU5Xj+(;5vCA0(bC$N6x!yD2-g_brFQk#&?v2?ri^a>%l;W`DBwR`@(%I80q z7hIz1b7kXX4Yu(9lrVZ=a1tIh#vbZX@7x|6e|EXi?CQIk5VOSr0k6BXW6>zBidV7=3OIW1DiAOiK!5vR>tO`PsKcrPLBjS$8Y^7FCBEK0A#_!+UfWM(z6_kV8L zmp_R4m4*&QMdcM5DHQ@HA}vyzbqT(cO}nR(K&AL8@Bnr#Bjr^7;xS*rd2I(|mX)BQA;uivC& zvx}KOUhAy>Xzd zV8cAS8lEL`ooqz*9Ea%$3V@2G;+R{Gsioi_k*ib@SZ_vd2K`|a% z`C6Qefi{X<#Ql!9o>uwZ^&v$*rI{+`X1!0x-hPe#-Q0|fD)LLlit#?pkZGvCFG(Oh zVo!c5ufK1l{R+`p=x1ySC2XOq-xzMdsQULp{~M1Uict5x+7+?qWb_!0Ui9+*%Y7p| zwehxEm9Tc^W03!2t<$g%^qR5yerkhg?m)#sT)V|R+yhZtMwfjL^(d=e>(wYZJ$R9# zaV_vEX<;7x%A{uBGW({8whtO%n7N~k`!^FlaQ~CP(mnaPZ_*pO?v#YNxog2D23bZz zZ}Jomr*87I5#yKfBvwN%3N~F`c1AU_Qao&VpijdJdGb>I{Y}iIFX|Xp_^d%m;GpjJ zyQea!iKS3yIYCME-hLXb2<`Rb$#7+gZ@uqQ_l@_U1)0pKnY?n%`|7^*s6m>An>v22 z?<@>a)oVi4gXXpBqkwxBiqh_Lu0p_VYluRz?jX@mB#%jnt09}t#K2H2H1@mAE2je( z!zky))0mn4(d0@O34m=1wGemfi(^;(oj8*=P;LXUwHLLqTS?41v*5}P5IO$0^t6mh z+|hF5jzOz~uKFhc!7cb`%xv&Wa(i(!7i`_ZF?hRJ;jr3cW&l|AKz2i7g80wIfmM%x zE30|w9KMy1FPo>pz4wBu198KK8|R&LeC4XzF#(Zbl5_RvXDH@$zqnsPSv;zM2f|(7 zo{6ZZ$5`3tizRGWQYjTmLUyR6@6@YNF)6NczbtYdw`gq+OXeqc_}zC-WaMtsAVMyh z11QJ=s&@qVu3yZbND{k>|NdwqKQ#l^=u7mfWUo1atQIm4*pTJnnS@`})HL2g;+Tgw zL=8pp-P)bGk%dzr^=!EnVz| z=udx5-b^C?6b|;`KH7>Xl6zbDmDW&zii zPkDC@!jxipuMF9|;9{N!^%~zhz|?DXG*+|0R2ClD$Kp07ba6!m{&ci9RyeC<5L5c$ zMDQn}-2z}ukvvo#QGfZE?;qQyb(JV5b;x=54zK_CDSb0Xn;g`^JZ#5ZjYC-cF{4cZzc zPx$;-ql?L^hT?uF*-CvOiqy-Uw({o=dSUiC0PGL6Uug*k;6gYx3i}_BFW>>IOK^cf z`fm9b)SIbO`nZ~?jktSIChk7ad>?zwkDLk+p+8yA5i^0GJ|3OIKlNz2Ru4j6f@d!! zaT2btvar4Fm*@oLuzqhMb$zil1%3`l#b3R{K@^5Qg8$Ou3yf!Ixu8^zU)lk=1#Ac0 zhC7mI`3m%`$@|^R_em>iAx7RVzaW}Z4x*1#*nC&9bXnH9VbM+t`<*$SNG#V=d|SMV znPD_K>gwis1GuH$#*`-gN<^y#!@#|;-t#!*@vR28>-@*9*9q5mr>y3R*==(_L*H91 zLZDMOAGOPRv?Q#BvqS=JuAGiUH`W%seta3?vA|)~szDJYn~ETVOzFv%lmG*}FQ+h? zOQEZy8&VHXL{E(c~G9qWl+jwe$fQLJ;9KTtBH-aDR3+xgN0`3oJGi)ad z&iM&WJ|1c95{id0-)2(1<>2~O`qXEoe4GJ|l^e*j1<9Z`s~zng*{PG(AQu+Y6|WJs zBwKEZ?mo?9S!7$3tvle@ADIe7eWf)u9Ao(lL#`M53#9JLmcWleURPaB5nt?Y=I!Ay zy!GIBG#0B~$Gb62vDYusC<+v4yTQJdR8p43!jK?Lj-$E8c3oi|82ok_9{RW-6ro9% zg^y%%*(4}(BL<^kV84}(cM!fs`Xq+@{EKw4(OQVx#b(nNMz8sSv4Cwr`SXvQOz0#60mde>$ zXMt@twBZa0(zPJO(PL+FBJ$-_q08oe%OgC?WsoT5sM!pnNQvGW8=g^kVcSI^&8c!|Oiyk$=SctB+%m&9s?1T8&oyEU>YEEz@g6Ce7=SinTKMNo-9)-v1-*-L6?#j zY%c)se7;6wF3WvYQburkQAQ0t_5C$75$1wZQS}$B%u>heT`3)UsyGkx&fD1~2WG9d z)Ua8d0O0$vQg3xi`v!y7jdCrPZ?mYHHP#E%g~nAYA3S9+NEG_=cBdBc&e@pm7im1q zPEADsV&061aEZhYl(-tKa^qUCO~^Zwv4 zl>9C2x%OmHzGAEU4nFEc+EgJ@9TYBnDtzraNN5l?u%U71w^_yq{IbdKZ&KBn(>HW; zx#dK{>L;%1we-u+ZzA`SDZfAijKWlN@OYQ)y`3jPj)0k?++Unrr z^}hSn1&aWI$0-;hM=lV~no~Z^{<`^y@-slrSpbaCKal?Zh`Rh{)=GAMEkAfn>By$mDgP zj(xKkSd4!78ip6sKKVfa-g3_(Kvfg(zV~PU&YC9#=(6~b z#C2sx1Ce*HtXAeMDnZG6{~>fU;PSp(N${j_JvQrfgOElsgKz6($N$uCMvY-dZ<{FT ze#`nVltFGs)KZP4R_OBa!FBGSQNmYtssQ9}4)8a+4#s1fk3#U>4i@gi14L$;W?J6n z?V?}pcVChNf07`HM)*=Ayby$T&f~>il5*6+1A}^*B^b+Q{OyS}_NEPGF}i?zcl*Q5 zos!6cZ30V%-SUsyf{a%U&iO&5Hcp$rvBBX4aDvh+on9_z%VHfBVgEvGkm#uQbbrZD~8q!l@q_o&6DB3jXws&qG` zhqRDdZeUZL7v2{`dV7AGlf!$GAKWGr&w8MC`j6`kK7 zWA1Nk8|`+*5DjHKJ9ZxtR36CUC?od4cRv!HpjnP9NHcHkE`QJom4heBiB0 zS}gK$#P>H%cF(bDl7TppaM1(4P$Y|I&h4c3^5Z|kGow@Fl?dI7$zc|e`^Pb6D;Q-f z<>h7*PeJ?j#d9zzS+~N{wz4nbg*kS!HT6hVa#ZSGF28y*Dw=X_CC7ZSxUUZ~Dz92^ zzWTTLujx_>YvA@y6)I#4xb&SWiTItbvWh(PtXFg#F2)Mq$UtU4q@e$Q?)%rtH$rvG z7tau*(DC|o%u`BF1ytvW;AA@T3T0Kc9k-iHN+J)`iguzHsQy>rAF$iE=WGjaw{Y2V z_)qG745zdotp#9Z3|+6&B!GMj-*qgWH}1O=!0DUQwu>yuw9ehU=p#$dt!NtlySt%C zRz1gEgFlYH<3gjnZ1xYZSDe=P=tRyZYg1Mn(=M-0*5Uf3TwfNXl>dRrq4mFmSiaj- zuxDx=n3$nXiKJv&>jdKzp}zO=FL@UCF~0NO8jWvnx-qB>pNZkKqzv=L+1=WE3|SRE z-li1>00bKRy-zV6^#?UiOAm8%bDPnV4W>+&oPdYkNi+G+ET?<5v?d{HMchgLF6+#V z_ANV`z*(w0Sx>(6`Xtii1MgUPfZyG`QFkZ~u}QQC%VR~vYXzLtnwY~i*VV)~Ml zhxLcHA8qwNEkKvnKo9k_?)5hl9

$Nw4I zfXe3Jdbr%I*ME_IXpY-8d1>G$08dcDs(p3vIM<@t*z*FX^kbv_N@erzZb*(VRwS@( zd!8>}tndp22auyYc`%jie&^dt)It;3Z=13z%wZ9wU=v>buOv&rtz+xZ2Y6Gbz51m# z!8pyo^qUE%x`v|VI-T?$+dnI2FB5R&HUg3cq)LWHKqr9A=5aw5mapH4JFm@w69=U@ z@v3JE35)MRpVqc1gF=ldDN)(Onr^5BUC*)MAcUcB9t6@6bJSn(V`Tt(5H$YnmFiriCEq>lp!|juUxkIhG~1qcIU4+#vLAzdhr9$TEBglP)H;ebiJAy ze<;+ujX}U8PE0|O)!Hb0#Kas345N>hKI{2KEB!CLy*`E)k>;)07xoX6vFr3PY8zRD zs`9PpGMD%PY<}u<%<{c_PW~J6%n!4@6B0q%6$AJxkA1d&V_+IjHZ!;ENk%}1nU|KU zPjSu#SK;D5ZTv+2*ux@iKYf=7g@L(&G7#wlj>#EQUX0)&Jze-Lp~O*ETJ87k-#`3@ z%}4bpUS>J|?Ii@Sc*=|9cdsbQpq5SttIy*iXh$}09sE6SjtfPJ<{kbdHWu)^g_Nl`%OP@!$(R5D=}$~-{Du~`MXr$=~k>- zAaGtCjSF{SQV0BY>{Nl69M zHV+~1Gg0Nc6YWesfDJsAfoX{g(4PCin?)Q(8UGxEyj${%{%&Rc+2@jO;#$g$$w?uG z_^L2}(x{;O=V+O@K4YY#)?T%TD<`-TH{NJr%4(wd*3j4%RN}DbK^9}F?Z!?lcoV9z zg1{Y533{T7|F#R^&1m}j6IpJ?LBJqndr=*qe^5o@@cp-LW;UZ5RRz4m$;kKZGn}7H zpGho8H1_D{-ZTK?U+|K$I>p#QC>i7bIXkr9U;O^t9TnboYNR7u?qXl6s$bHnI3(Hu zQ}v?BGuZOq}rQ!`9@l;`Oj3aJAnCYwW0fn z?5Z{af%EZ_jA3Y;he_K@$x$ zgk>tNrtx{4zR_dyx+?14^8`3*pdqljH#6?Pmcgc=hOz3mxF)dZi6X^M*C@3sBD|%b ztXRJmgC>ct-H%vJrF|W>u6$@u5-lD_KsChl$_Xs3cHMvXgRYZrn2fYt| z^Zsq9mR2fJHl}hPr2bATEVsx54ofKffD;%7to%*r6n#x@|8`44pg7dM{4@8AiYhmx z2AG6yIlrjm$*J2Rvt7fac(h3L%*^MMVA2g8>Z15O3@PL4rNa;IN^8MJFKs*Dgq+7f zC`rZIZcLXRK4YK<&hg_tl_##KFno`G#z*F=*>jl95oKhh9dwQu938hrh%*qgKdwBs zEtvzmqpiP3SNE|7jx&^h z+@<|p@Np=)6E8vvHFpGpI-G#58izTSCz)SxztuJdi*rq@)?D_J`|CNMf5mh?Mcz2F zm_(wsb}S5>$$0RugPt=eZ*srP<0cim2wRbGQ7Y4AhrMV`lleQ9US)-k`{zZ6EWMYi z!-_G>3EwkAnk#CnsTRAaB5t@N9&2BE5b~{320QXc67EM zZXN*#PiR+n%l1lcl~{N$-C$z41M{7c7)wfIlrnsP2xq}Q!wy3yZL-Xc>nIZiNkkeh z+N_XjkXKYj^2%Ywpq(Y*k}~2!r*`QfvXb%sZ4#Rem`S}QdnRC1Qh^j}eq+*oqDLnI z2KqIQ)t<7oKC`{>BMa+|wogzBM=M9SDg1n4Fk&ZJS)f$4f3jRpw|G zD|~$AHn)0p!jv~qMfL0(qY%ISld-r&Vrq-S{CTQL48_{}b0_~rtT744d_>$ah|^TO zd8hfO*!s8SZ)N~b^L*CI1o*MzlD>o(_-sJoy7b>)7kO2NBD_sG6~FTTi*4Y4;C@JNq16nl{Tq3upRgOTaKR)8s2+=gE+KnI*mj2X_SJ@RvCQi1m0RbduLY*ta@VoAc5jwa#qKHCOcsPaugKpY?yu($nd zR(zxRnK12v&24wusQU{TF=?g>m3U@@mjL5$cP{Xq&wj%#tzL^vZjTHuw&5{P8ry3L;*|FycW2?+>lm?Tr`d&c82K05g5 z{m~jHYx8|cK%MO(KZ86a_u8^FJOCj!=>A5>M#OUqSrahrSe?SFDdPD*!g}$kF=NdY z)3ti)MHpPI?JnS}t3>A9BO|t9+u(6LUVX;y#=^Q2-;J{PC)57-xqz*R%fec^|cyCN!pAYJs5iMvL$ zI0am{9eZ%31t0HD$C?>ig9{Wh8rFfo06-l<3(~31*(rQF!U@(MQy&Bl&VZw0A*~yh zR6V}bAW(da`vd@60bnJ33)YS=JlMcp!?YEF$(iGNB5V6iMfisO!Rt0__!SEmB#vD& zLON?O-fBH{L1qnX8?j;^?r*{`ix(38`?r9&44{w;fKC&x8Q7$Zj-bBJ=6iMA|C+qN z8u3So;%j&GE(}!Z4=b;9Y?Enk?r+Ufbfgo{J4UWK9;fk?K*f46By;Vd0EBqtKX`;o zBd;>-K*&L+$Qu{@&vK3X+%B-?ycm8)?zmuu;vn$_6Ek(vpAGiQlikP#$*q_p`1S=12w@}p#I-oz_4@x)CX-)N zQxnYgKS>jCc-;Dta) zTps!iz^bmSALblld|Y;QraB%UmKyfz+pkLGADjmz!_cIFdIVN|k^?Mhf%Y1SS~vxS z+!1T&KU`9$xQr41N9sdL4_NWJauC}nev9&G+dk)MdTaa*w={k#;AJ7$q?J&BNhID^ z6CG6&L(appywSya(Eh}orXzC?Mz|C{6CF6$8GrlM7@)7$z&eDTqoJ(q-Dvu5d*r$& z*oO9$as3tf;@2CLPMQ?9HJ*cQ*b|0RI;40%#8eqJpsr(ApFT3PW(H3;yU!M%!BAS#mtHWWh6j?K%f ztgUMe0kE;mIkVlbuNm~GU$O%?>}$wGX=Tjf5BS(L#{KjE_(8tv?SI?klH4islV0ee zYgzRdfOMMq&{ubHutXQn<^rIkk1O0k7%!@_e;ePsjdku;29SB(6q5Vh{gifTabE$Z zz?&Ji4aMwVsP+)ehc<>tBxz)}yPL@m+Ezcr)i-DQUL3Y%N$rn(ab_{%_*P{+_Y&L= zRzIzduj2v}b-3*o=D9g!dunDF)yum<^#La6>S2-=7*A z4OQWbxo*~_tu!9mW6~iZ?gj~{?`!g(WQNbJIIds`*s~eVH{@zjW(;pABp#RWrSv#q zcJV!4kS6?PxBT6utHQl8y5mU1>u9+4TBp13sw%eFXwhLLnbPg%AjP0@$&qSM)-*3U zT03!%!)*w9K_uvTw71^pciH{v%?j8@&1D0e0xj;M{pOR9A zQbpQe?ACgMC-V8(!Ile)gVNmngnp4RG#P(4D;yHXtBA4>RWOyzEQ!S|^%#j`gry$Q zV%h;sU0k(8Oa_8j|5(;cO?Y09Kyb|hmUK*zqn8^ugNRj(zh{$BP zt_d|ECE#0p*CVd`K#l%3UtBwTqx{2I>T1A5 z4Y~BHP-O)Ngupm(a`A74(MROU^|5aW1;3xb44j-)F^R7D#GqP`Pq#l?z69zoup{lp zp^~~2pDQb&RJr>YvK$IF*AEjw50hcv5+25gVu{Urcb(}{%j7Ie>1MyJN^69JOQBW1 z)4h8PTfY3Gti33)dy4i*CG{_WnBaFcNj(`9^Z(xvsJYddQT)k z#?VeT@&M%w%x4}IH(CLUbyj_;VxLhFpCTbxTefoz&OU|9Ko%S9Zh?3uM1TmqNHntX zQAF&<{jWXlRv#bwZK3TYzl_d`=E(idCRSfN2h!WV_86{D$52&>h^Noyba{o6VORYO zVb(iAZ>^9xhz1zoWU^^wZH>i2ir_EExhslL_7XEB4+R8SKz~TPm zB9+~Iv^D_tVQBo2Ce;?05`xvXd=trJ%=(u=e(GeVQ?OFq5Q*@=4>=VFB-5 zHb>O3763jTU}{f8^4{_zzN8O0RKWe;zd1e>l&fOL77w`oyv!40`+Te+4Dt`u(0S|9 z@>i_dyU!T^3yk*a#^NqoeN*I}bvB#t#$VYA`?AOVuj!aN<#w&Mvg3Yj*w4Q)mhk$b zw6gQ@B2@2kJ|qmn6-|MqBq#AXNozlPZiVfl)8qv-6#{{#FzcujcE)*xhf^Ya=&8Y> z7bCSG*+{NH2**WHV5F!3;Td=I5YV>$YJ{bmruOpD1a^(|@E&ym{6bE!&OBi*B#7Z7 zXVGr1WF)AZsDOm^hRFfvDc7!_JV1AQ8>)GI`P7WE0hsbs-h8rV7Rhikng_;Pjtc#; z=^^HT0dT68gU{^1h5Z=x+Vb~~9Bq=9qmP%J8UWO7XO^4Q?;oKp_*IQDj#rk-?S0ax zV;eDG>BWUr(Mds}Hcg)-5SYg2f=UEd?A&ATfej!F{ypj$9cADY{sYBd?QXF)jl%t- zD~VW`_e^;&^0Pp&m<8zsS#HkXYPsu|!(_iBU=HBcTh8*vARIHwQsB&3qX|(TP4(+b zm|8}&OG;a|Ywy7tY!^;|x}AlA0nxBbmPZG3SHy7-rc>B0kL6SFeFB+l(g`#GPg5E* z2tN!&{%;#lV3RtLhy>hiOT2ZxHj)4}_FS%;_y^)Upv_tZa<&(SK=Goh7<77Qq$E)Bm%y;xk|I59j9FmQCN3BJx51Z0H);_P&@iv@xc8KHxX#)RwocbAt`2I8CXY#}h}-GXk7-R1i)wWeWkO;jX&`9orYP-ngJls6zR zl-8#_)xi9(G-UOY=83pMdf4}eDlq0q?bj+1w}n%B&V6nD3HQGgprurHdT7UntyaJr z_)^|RQ>#4S(6D@Dm7zh$^>;W74c!lrSui#@BSieDt?dnVJH^&&7MFaR&)bJYI7LPK zhz21{HNtK^D7vvHp8%>u@|qb+oe^1XwOmw;xE3F;`hnl*=ci}o+Vw~fs0M+>(P`+m zsG*&}OBWyy2bl_&V3;N~850EK^%$?o#=mzx@6Cqrp$8Lrp&lK77}dH^3;|m&@)fhn z4B+hKx8_U|Mh=Y2Dy34()}#Ly8E^{zKX9qKcsf>3EgqP0blqm4Xuw|bWf5z>S?!B7 z$Rs(DsgX{9`BLNZKq4{CdQ_Y^ck;A!+8b9(9mDgsW^E{4Ts{n#s;En|Dhf z5K(4Q%5x`xbt9S9FBB7E+K$VR@F_Sl_Go(gyfypH8YB}!TVsobi7rhhbPq4QT(Wws zk$e-6jm_T2;Z&L34)edYgA2wX?Hp4{F4!zJa(}bNhME;UOD9^QkHP%>C)F7?fjJp4rS?Rw|0OW8W`IpLc*#YjwPOmD zYOeKITx<|%yUSSfz@oiSOV&ew9H}kLzeo5s*fR(imgRcc2DP0v&e?ZJ~HWv&i}^0@{(f3Aw@MTvx2pG0evjcWB?&o+@Urj8-O-> zV-l!|xotK1HzH+@>!cyGivW@R5%&%ZZBP>b@sYlCpc(+f!G(a=R^F2k>YC$1sL9=O+Qw*&O70CH+U_-f8OZ0 zkXuIk_5`6Tkp<+b=2=XerIb?)auTd2Ezs{=z91w6CZynJ9V~U`guaX`!N!KPx9^GS z;$Bk|rll&@9c6^1=y_keV2gYf-;p;%m|ava*J(c)8n)V9txM*|xF+0{jxTU6&pe5o zkB*`t;3Z&HE%@NK9rV0FDeFlrW4l~t#jVpfi<|a44k_ry+7>`sJRZSQBKdvBpt=R> z(e3JEhfO1M78;b0H1)6^`}Mn*MXlXkL!R__h`%t@jV1zGB#jdh;4ZaQOZ4|sUnwL??$6Ykz@cBX z_IAdX1iE%2VPDUiRS?$rcpMv$2_E%L1-KkYxUY3P6(R{)KUgf&NBn9d1FbwLJvS#Q}LKy-$$`Jw~g0|BG;gQuFQ_0 zxZN7|?ni{cD@dAmcnQfcj8Ed-2RUAs1A;kVfZ6%&EfRX3uS8=B99Dbjcey-OsuAl; zi%AKk;V8jai@0jyXPJ13L!ZM;Id*Fz)3bV88Ni}f_gj+`Cm9gZMBrEb?)Nu`9b5W9 z5SKuYiKn^{p$jBs!6@&8M1?+DK-#YqXd6(0o>fzYl{+TBrtEU8$}Tb7n49L6)W=kc z@Z-Ini4X?9j|rMK(dn(aqcX?UG*C6RB;Olh9*HI+e+-~M;m}l;c%u@`X>=n zs>->&i-&LyyM(jwi=vX&dqDePzWT1UE|rYv6ivyru$-~p_jn#3N!NK_Py|dprpJI` z$n{wT_$_0`f*@rt2?*T6S(#1^Krpmt^+^0Ei8yVIB8gfOS{9C^TK#@KJ zwZ6e}!Wi71Hj8yTSI6r*_0~_z4eQbrKoEK)1?d9bK$Pe*{v;2#6KZWH9%1t!` zr0VYcNq^L5Xm4@@5pg^}_t`P0g$xs3XX@N_|9TX--+z_^qJ6aJUVCp-fEXj$_+ZT2 zKQnXadv;{N;?V)G*bf z=QKe;XN}wNX1aS&(*0L{*0D0ayn?9I#G#2&yJ$r3(;N<6>Xz0(H{PwxnS)$64%mN z*eT5E7~{8->FKjHU5{eF;PGqg9>6V_&5r#1zb91`uuG>?Oi%3Sh@gJ& zwyOqxE$rJA@galz07O1700x~sFh+SI!9{^i2t0L-dP@9B1kh5UZjK;sNU(fneurpB zTCd&N%O9O5g}r+D`_p&_^52V6`vs#vRT-5X-);XoQ`rVb<6B!*N=6TmG_+gWLE)?O zt`*MsglCxI3ekc>^;D$te>v28HD7?xqzZup-AT&N?jfQhC@n zsUN<P8SVRW@&Ztf0)$P5<>UlShK?<|pO(&uL+bt5w z0xdEgj)Ee{h65gyWK!#y^%#;Gpv&!z^Y4`bjG+BysMKmxkNeKWybSmzU;!J8OwdsP z5EWq4a*!u*p@lF#4eW1z1DFI{Kk5Rn48R;=k?pk!U}1jWt0OQ?zyPWXT1dG^S8(kB zUivwB`IWV^{D%@5z`g4>1~TlRq<&96npj4dbH2McPK?PT7%BI6r{g>;wyNqfDjlOg ze-X7Vg{{Q$ZXO-B%Z2=b2qt0*Bu%%`gp|<9di<^`kr7^X^v{Y`H}ZZzWICi?W@s`= z={FN|psn|FYi%2w#xsdNLh!vTZntv%7DJyD_aIF!?t+Z2ir;M+2jF+Ok=Uql$;R`> zykKr9I9w|sF~dShtf{GyiYDd5NrYR-l7^SIZr?tw7Qs$-^ZiKeM;#Eig-PD1bLnq#-SG zex}Ma*VbrQNmSoxL!Iwr!1tBc^M-rZ3ZAsgb7uI zTxnscr@2@C6dot>=d(CHFWld9tYZ$6$KjDtKe*n6CzbdYg%O#||MHq3KQ&iB7ZZV= zQRLcklO~yB_-qgLyWGg;*!UaIXOt8mr&sUe8n_B=N=ut^AANv^cqK7tHQlggz%wb+ z%}L7L)03fN8T2H6KmJhQb_>XQ81m+D+CFVg8tK~E?IuY9AUM3?oQ#EV4Ab z5%&HzP)|r5+MI3*!MOY(lh+Bf_#kq&a(446Tka5)8`sZJFcb1Dxz^G>-kb9C=sFM5 z0Qt)kH~l#lNuB5M8ff>GviQ%7@?u&}#{{OdIMplx_99k{!zyslHU)5Am93AEHD32I zf~bA0ma^9MF@b~n)eZov@k!5$Mb%S|X?{wf9xPCaA*u)q(Jg;35x*KHHWK2*>u2&) zw|ET^npv_;K)2?)6;qPG^PzYdPc!L#g8B@*&9HB@yeEJD>FJTCc{B}vDRaYMGwH1FF5)ZZGlVI zEF_)5m6K9?$E#95tN7v-HH;y_NMgf(C$Pu4I931DL%8GqRE$(*XtK4V(Ma~O0n?rQ-(RY*D$tn$}5WV(#CO@rB7`N8t z8Vk{eWfXta_$It~d+Mq($%8_TX;fxrVvtm4f+ApYjqTw4Oab& zWcW)D6FV>}1`!cssldA0b*QAlZ{NHYtk+mz3wMmW8%CHqBjM^YLdO zY&Uv}FHrr!X9n{4z~ICO9H}0ULPhQ}Yop2dPJk{D5K7@d5c_*L;@j-qAhw+7ez|S3ENz_4|0T!;avGx}D!w!1*h?CfH;L;{)gNFKMy5&X z>ZddClgqf)VPTMHcFI!wVy*$R zDhvCmyfz-b5YW|-enhX?sSv5@TtU1-L-{DpqGQT9it+y?4@zdBTD)dlQi)IhW zmV%6JVc-~vAElRw^kGDOvyx3P2O@2*Xy^elwxIJrqfqSE!uyM*l{+(~8YJ=RR_N9Q zlOsyoA#Qe#r6>FOk6C;c7x$M!O{RmmCQW5!Wk)wP)E0{S?O*?HEM!K@m$8%9*{oKm zZpCErupBI`kT6~0$SOm%;!vL@wsxp|S4q6AOS-j7g5{z#yu*;CdOfF*$l!aJK8(T? zP!Sq&NgLBPkPb1`><&NeBckPHwRy{5KAEG$d^$t41^rTR_VWy;bu;MZHmORm+3MP^ z4xQ7anfv8u@WZfCdkuJ&x}euG%x29E@G$H;h@2y(DlU%AI;!9ZwMey+mlWCogk0M-~?@ZniKnHmP0MU+awoi0k7ZT@HvJXOv=D23g=_?|{88qbpCG-lsq&lQ+oll-jnDDkDi1Ha&L<@lm3|8WR2-p5ZFUWBj zD{q8pLkbkqjLU^UmNVFUx73}T160Xx*{Q!BjIZ6H*p>M&x3E0402~au6Bpn!1_Mws z_%3Har7B=GnGX;uw$rD*B50z)$K(j4Z5F^zQ;O8C4zNkyfU^GgKU9Dk(x{?qRvG?O zbJdnHg;>O6;- zn3Pnm*|3(i;G)qijoQX2z}ri-9v__AxL|KnFJc7RpViDOslP57&N=?NSw_gmljRnT zQi}3*cfb7KTYpIu$>D+Tv3AI=UqlkhYph57J1~!be?c8V*)ZL%;h}|B%Wd!ib2#N) z7MF=TW8!bd;rIv5AoqB?Tf5tYd}6A*KGFm=u9_st?gs<}92Z%Lm|DZ+mjbTvbcW6q zB-h2Jb??1;Gwu(5=LeYqR7@LsVb?ihw_t_QCUYH~Jad%{<^EN)o8JgSsG4c;ySZ2$ zi=5B3O=4UVLp5E1{K3+xBut1l3gpEZCyOTMu|Mh(qhC~2;S-Qrr+jib-Xvl@y(PuLAI@nsFKO}v5H_NDmg-uz zexwiZa%cW?27%Pwmm**`y>@vxyL$~$Fx76fo@r6cU=(P^u+v|*XOWd7=>>XZ;DPc^ zzX|QiDo2xu9|CQ2n8@u#-E%;xDtn-yztJzd0&&-tcAcyU$8tS@814_S;}-_eVd~^+ z0})EX_rb#(scS;9HlK|2mDQ66O&38TVx8pa&^TIUL(TvI|2iK3-u|zZBq10d5aFjQ z$~Ox9f?3NBqF_^Y#aq=$#%Z!dhm+sw9o>6?wxRb@#JAJ-I36hQcERdgzr$E^L`tpw zQWhlcRCBnP^5Ren32br&;yqajA8d zsI_FTZFccC^R{FC7&CVM^Hz+IJ4fFu_Ja8JpV(imRX#Wsw_m%?Xxo5bR>WA9*Yd>2Y?guL$&aLtmRO;de4%7lJH+o7tuVDrU zcIAU6rJqQw^AV5`uwmEt0#n)5;WL80t}~N3+x(l~rn+jc{#9nTm=AN&mcV_p*}dq_4k5z=yyZ2!XdOlLs@s>skzp4tvC-IbW)3g})N`CJ(r6uFda`^X>n5q~)Yhs72CKjV7J%0tz^${o zy4q!HY!nwqPBgXDU7jlF6STCIXLVhR1LXkpV?LZg%5qGUy(mtP9VUeKzW^r-*z|;y)xdxRsF6(v9xIJHgS4=` zoRLgTdBGJEPYZ+q2oTgac!xWcn#orgMn*(;=pa74iEF$J2vteT039#W;y}~ftsM1; z$kgwqa0V49M9gNhxm-5q7c?jhNC2wpe-uyfjQka&S3VQ$+O_M(8*e;u;>3$DzWBih zA5>#-SgVxoDHcM@A&3#FEE~vr+EWr*E3@NC#rhCuty2QAB8mjXq79w&lXg@E)(p_* z(c)!%AH`GP0Sem&dEM%1LTrgGS&LGgY*ZhlrlAy!O0P;t006BNAoyBoMs6s##Smry zKtf?bHo~AdDOJ&Mg;EN^`U*S+wozD6i|H~;&4>*NjOt`+H@CJ1@dylCKs!IbDHa%! zL*N;yaTA@fGaATwHhIJ#Va zSasS$Ysfhvime5A6ObhAj0huuAld-f)?Y6XFH`?JgL7o!K!dQg8HJ%S8VC{NfsIJm zFBU|su||y5+E>26xNp(+Kf7W5`fEH-E6V1n z>(;G1ckbNexD0D|>v*5$y{by;{?D%aq08;M93GF5V? zE3?_%s6E|NELpI%T}PRRnknc4w8^5%bG(MsGZhS_e3^CIBtdnwLd^21HAIK|tcVCi z!d%D}ayrlT;RfcUW+0!*D*$1rZOF=eR+BWcGbEJ5EJ&SWRP*L`E$9!aY&P#SVbTgZ zbi9wZe2#K0j6#GaJ4yin5%_uKD4|B)Oy(V)@rxOSayn0lmRVXK<*KD8CjhUYJkRfD zFxPWV{Ha-5zC52VSZjQhne7xNpw@LkmzpU>XJ8X#JiTf3TU)noe(TLMzddzo;=lg$ z4}Z9zwF<(J6lFvyu-_aRDS0FeLF`c5bQnZbT`W$yAR!2g4cUY_?PEQu&~EOua7PJ4 zu%Qx0#E=^fc($MqkOka7u|Cd*I>Oo~Nu%_3*QnaK0{{q3fPzYxKn&M=K{ksTCxsYM zgxLD1k(x-9c2f=;)}TN{NZ3aRnClbIakI$8*&>uM+OQ*Y8)F?|jMZA9SQ1tu)SlbK z*qJp%)ND0L&20oboAW_%!TH3onIUTdg)mXX83fTJS{cS_VEe>^g#f_Vkb#*ko4}9x zT)G0K`auBB6UJ_F5G*z!tv;CLQaYh6f0TDHUwibY5HpOlH7U>cHf-2%&AO|(;G1b?THm2j~u6A3S()Y;0_HAA?;!CapCQg<<&CTW^hyjsk#-6MX2

nw# zcK}Y2B1MW6Nnow@Jde4S(#4VHMD*;x9X@{S_~FBc|L4EoYiZ>Y05e>&sBhV2gGrQA z0nwn0m{PU~3*5d!DCF|}i~1?1X0`R2nN{VN^eLUBp&WjtSf<93KM?-!IVRDhVS=)Xc5f~Pc9H(ta$`L}@pELbrMXl@wjU&8ay zWp(u>aB+DSHo64*%l%&~e~o|)SPfnqL%Q~t0aM5ptEa^3GLU!B>nQM>|2S64lz>si z;+wWG8YQ6>oTAO#Bn3oDX*R*gnzbXVSO58ro6np%^X|KoufP6!U@W3|LMsLa@(8RT z;|_5E06;O*mWH+fy`^HgSRfm@gxMCvV#CYS2csda%ema5LO~@X-JDr_zNg&ZQ#QeL zcZq};!4pE%J^3sqmR0V`zMitV5Kw#aXzp?|pa7s$%$1Az*4H!@>TpT9r&JAnlC-Qi z!XVI|?#bsD6$=Sx5(6lJ^NUJ3PsJuTCTZaaS(SCBN-3LJTrPBEwC6mP^E6v4LJ94i zDF0vvlvdgZm$KQuQobW8QuO`2?;)ayr;#Gxs3cXc9sndP`u=6*0(7zxF1h-f|KfYb zgoRAe<*;ia-J#f18W|bcuwldM)gvDHvxcU1nFoN7>a*Q_u}G2KgC98Tj_j z-QV81`^W!qXliQe*s)`$PoJKcn3$NDIDh`U%i=^tzzjktn8dkS0a#;+NQ^9qA`x(h zbo_cfhubKbRo)*Ym=0mVE(U}OEuv1i?uPQ=Ur!HjmBKF5x;*M_Zg?Y=^uIx2!(TFbQeYl#tXi z;*sZQsJecUd7HSZ@F1dq0Fk5N<}rxtzswg7dd{x;Dxqf0&N5%5eGvhqo}S)~8?PN5 z-E{lyx4-}X`;(JXZ=Qa$ueS#PMCzJQwdoyZ$P!R!C=8U+)W-0|79yqYf9=e)5>_Vk zwU=<(ih#1AOi!!!;%#n{uo`QCIhUAU!P#+)K}cY`i#0a14-D1qw z`g3|_#`ClW>C|sTGy5W85M+E`*ml&*T9FAuG2*L^?KA;Ev7REfAp(eq=XoMhDwPHY z2d}*H%4N%zRVtNcc}_&}7QJ|O?Ne$d#g}TOY^Ra}UwY}K&p!LCh}?A3O(##D?CtG! zdApAvKYr`2x2B{_iWDhQe12HIe0il(agx?~G9EjA3=tv@k-{QEibUj& zJMP%Ld2`EEAj$3)A`(%(LN=Fb>!=My^o^CP#>U1LvRWacwKnoFN{;s$TL6(bLD-HtbKQ0MrTuHKT-~0IOeS&%E57zR82<=`TxNM? zQ0wkZzbJ{Dh^Pe8smd1KkK!XJ@agvd;kCd07*qoM6N<$f;cK@Z2$lO literal 0 HcmV?d00001 diff --git a/ppmat/calculator/deeph.py b/ppmat/calculator/deeph.py new file mode 100644 index 00000000..5ce80bf2 --- /dev/null +++ b/ppmat/calculator/deeph.py @@ -0,0 +1,385 @@ +# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from __future__ import annotations + +import glob +import importlib +import json +import os +import re +from pathlib import Path + +import numpy as np +from ase import Atoms +from ase.calculators.calculator import all_changes +from ase.data import atomic_numbers +from ase.io import write +from omegaconf import OmegaConf +from pymatgen.io.ase import AseAtomsAdaptor + +from ppmat.utils import logger + + +def _import_h5py(): + try: + import h5py + except ImportError as exc: + raise ImportError( + "OpenMX overlap processing requires h5py. Install the dependencies " + "from requirements.txt." + ) from exc + return h5py + + +def _parse_openmx_metadata(output_path): + lines = Path(output_path).read_text().splitlines() + orbital_by_element = {} + lattice = None + elements = [] + frac_coords = [] + + in_species = False + for index, line in enumerate(lines): + stripped = line.strip() + if stripped.startswith(""): + in_species = False + continue + if in_species: + fields = stripped.split() + if len(fields) >= 2: + basis = fields[1].rsplit("-", 1)[-1] + orbital_tokens = re.findall(r"([spdf])(\d+)", basis) + if orbital_tokens: + angular_momentum = {"s": 0, "p": 1, "d": 2, "f": 3} + orbital_by_element[fields[0]] = [ + angular_momentum[name] + for name, count in orbital_tokens + for _ in range(int(count)) + ] + + if "Atoms.UnitVectors.Unit" in line: + fields = stripped.split() + if len(fields) < 2 or fields[1].lower() != "ang": + raise ValueError("OpenMX lattice vectors must use Angstrom units.") + vectors = [] + cursor = index + 1 + while cursor < len(lines) and len(vectors) < 3: + values = lines[cursor].split() + if len(values) == 3: + try: + vectors.append([float(value) for value in values]) + except ValueError: + pass + cursor += 1 + if len(vectors) != 3: + raise ValueError("Can not parse lattice vectors from OpenMX output.") + lattice = np.asarray(vectors, dtype=np.float64) + + if "Fractional coordinates of the final structure" in line: + cursor = index + 1 + started = False + while cursor < len(lines): + fields = lines[cursor].split() + if len(fields) == 5 and fields[0].isdigit(): + expected_index = len(elements) + 1 + if int(fields[0]) != expected_index: + raise ValueError("Unexpected atom index in OpenMX output.") + elements.append(fields[1]) + frac_coords.append([float(value) for value in fields[2:5]]) + started = True + elif started: + break + cursor += 1 + + if lattice is None: + raise ValueError("Can not find lattice vectors in OpenMX output.") + if not elements: + raise ValueError("Can not find final fractional coordinates in OpenMX output.") + missing_orbitals = sorted(set(elements) - set(orbital_by_element)) + if missing_orbitals: + raise ValueError( + "Can not find OpenMX orbital definitions for: " f"{missing_orbitals}" + ) + return lattice, elements, np.asarray(frac_coords), orbital_by_element + + +def _read_openmx_overlaps(raw_dir, overlap_pattern): + h5py = _import_h5py() + overlap_paths = sorted(glob.glob(os.path.join(raw_dir, overlap_pattern))) + if not overlap_paths: + raise FileNotFoundError( + f"No OpenMX overlap files match {overlap_pattern!r} in {raw_dir}." + ) + + overlaps = {} + for overlap_path in overlap_paths: + with h5py.File(overlap_path, "r") as overlap_file: + for key, value in overlap_file.items(): + if key in overlaps: + raise ValueError(f"Duplicate OpenMX overlap block: {key}") + overlaps[key] = value[...] + return overlaps + + +def _build_local_coordinates(overlap_keys, cart_coords, lattice, tolerance=1e-8): + neighbours = {index: [] for index in range(cart_coords.shape[0])} + parsed_keys = [] + for key_str in overlap_keys: + key = json.loads(key_str) + if len(key) != 5: + raise ValueError(f"Invalid DeepH overlap key: {key_str}") + shift = np.asarray(key[:3], dtype=np.int64) + atom_i = int(key[3]) - 1 + atom_j = int(key[4]) - 1 + vector = cart_coords[atom_j] + shift @ lattice - cart_coords[atom_i] + distance = float(np.linalg.norm(vector)) + item = (distance, atom_j, shift, vector, key) + neighbours.setdefault(atom_i, []).append(item) + parsed_keys.append((key_str, item)) + + for atom_i, atom_neighbours in neighbours.items(): + if not atom_neighbours: + raise ValueError(f"Atom {atom_i} has no OpenMX overlap blocks.") + atom_neighbours.sort(key=lambda item: item[0]) + if atom_neighbours[0][0] > tolerance: + raise ValueError(f"Atom {atom_i} has no onsite overlap block.") + + rotations = {} + for key_str, (_, _, _, vector_ij, key) in parsed_keys: + atom_i = int(key[3]) - 1 + atom_neighbours = neighbours[atom_i] + if np.linalg.norm(vector_ij) > tolerance: + axis_source = vector_ij + else: + nonzero = [item[3] for item in atom_neighbours if item[0] > tolerance] + if not nonzero: + raise ValueError(f"Atom {atom_i} has no non-onsite overlap blocks.") + axis_source = nonzero[0] + + second_axis_source = None + for _, _, _, candidate, _ in atom_neighbours: + cross = np.cross(axis_source, candidate) + if np.linalg.norm(cross) > tolerance: + second_axis_source = candidate + break + if second_axis_source is None: + raise ValueError( + "There is no linearly independent bond for DeepH local " + f"coordinates around atom {atom_i}." + ) + + axis_1 = axis_source / np.linalg.norm(axis_source) + cross = np.cross(axis_source, second_axis_source) + axis_2 = cross / np.linalg.norm(cross) + axis_3 = np.cross(axis_1, axis_2) + rotations[key_str] = np.stack([axis_1, axis_2, axis_3], axis=-1) + return rotations + + +def preprocess_openmx_overlap( + raw_dir, + output_dir, + output_filename="openmx.out", + overlap_pattern="output/overlaps_*.h5", +): + """Convert overlap-only OpenMX output into DeepH inference inputs.""" + raw_dir = os.path.abspath(raw_dir) + output_dir = os.path.abspath(output_dir) + os.makedirs(output_dir, exist_ok=True) + + overlaps = _read_openmx_overlaps(raw_dir, overlap_pattern) + lattice, elements, frac_coords, orbital_by_element = _parse_openmx_metadata( + os.path.join(raw_dir, output_filename) + ) + cart_coords = frac_coords @ lattice + + np.savetxt(os.path.join(output_dir, "lat.dat"), lattice.T) + np.savetxt(os.path.join(output_dir, "rlat.dat"), np.linalg.inv(lattice) * 2 * np.pi) + np.savetxt(os.path.join(output_dir, "site_positions.dat"), cart_coords.T) + np.savetxt( + os.path.join(output_dir, "element.dat"), + np.asarray([atomic_numbers[element] for element in elements]), + fmt="%d", + ) + with open(os.path.join(output_dir, "orbital_types.dat"), "w") as file: + for element in elements: + file.write(" ".join(str(value) for value in orbital_by_element[element])) + file.write("\n") + + rotations = _build_local_coordinates(overlaps, cart_coords, lattice) + np.savez(os.path.join(output_dir, "overlaps.npz"), **overlaps) + np.savez(os.path.join(output_dir, "rc.npz"), **rotations) + return output_dir + + +class DeepHDFTInferenceTask: + def __init__( + self, + species, + num_l, + orbital=None, + orbital_config_path=None, + output_dir="deeph_dft_results", + dtype="float32", + run_dft=True, + processed_dirs=None, + ): + if orbital is not None and OmegaConf.is_config(orbital): + orbital = OmegaConf.to_container(orbital, resolve=True) + self.orbital_config_path = orbital_config_path + self.orbital = orbital + self.species = list(species) + self.num_l = num_l + self.output_dir = output_dir + self.dtype = dtype + self.run_dft = run_dft + self.processed_dirs = processed_dirs + + def __call__(self, interface_obj, structures): + logger.info("Run OpenMX overlap calculation and Paddle DeepH inference.") + interface_obj.run_deeph_inference( + structures=structures, + orbital_config_path=self.orbital_config_path, + orbital=self.orbital, + species=self.species, + num_l=self.num_l, + output_dir=self.output_dir, + dtype=self.dtype, + run_dft=self.run_dft, + processed_dirs=self.processed_dirs, + ) + logger.info("All DeepH DFT inference tasks finished successfully.") + + +class DeepHDFTCalculator: + """Run overlap-only DFT through ASE and infer Hamiltonians with DeepH.""" + + def __init__( + self, + predictor, + calculator_cls="ase.calculators.openmx.OpenMX", + calculator_kwargs=None, + command=None, + output_filename="openmx.log", + overlap_pattern="output/overlaps_*.h5", + **kwargs, + ): + del kwargs + self.predictor = predictor + self.calculator_cls = calculator_cls + self.calculator_kwargs = dict(calculator_kwargs or {}) + self.command = command + self.output_filename = output_filename + self.overlap_pattern = overlap_pattern + + @staticmethod + def _to_ase(structure): + if isinstance(structure, Atoms): + return structure.copy() + return AseAtomsAdaptor.get_atoms(structure) + + def _build_calculator(self, dft_dir): + module_name, class_name = self.calculator_cls.rsplit(".", 1) + calculator_class = getattr(importlib.import_module(module_name), class_name) + kwargs = dict(self.calculator_kwargs) + kwargs.setdefault("label", os.path.join(dft_dir, "openmx")) + if self.command is not None: + kwargs.setdefault("command", self.command) + return calculator_class(**kwargs) + + def _run_dft(self, structure, dft_dir): + os.makedirs(dft_dir, exist_ok=True) + atoms = self._to_ase(structure) + write(os.path.join(dft_dir, "structure.xyz"), atoms) + calculator = self._build_calculator(dft_dir) + if hasattr(calculator, "write_input") and hasattr(calculator, "run"): + calculator.atoms = atoms.copy() + calculator.write_input( + atoms=atoms, + properties=[], + system_changes=all_changes, + ) + calculator.run() + else: + atoms.calc = calculator + atoms.get_potential_energy() + + def run_deeph_inference( + self, + structures, + species, + num_l, + output_dir, + dtype, + run_dft, + processed_dirs, + orbital=None, + orbital_config_path=None, + ): + if not run_dft and processed_dirs is None: + raise ValueError("processed_dirs is required when run_dft=False.") + if processed_dirs is not None and len(processed_dirs) != len(structures): + raise ValueError("processed_dirs and structures must have the same length.") + + if orbital is None: + if orbital_config_path is not None: + orbital = self.predictor.load_orbital_config(orbital_config_path) + else: + orbital = self.predictor.config["DeepH"]["basic"]["orbital"] + os.makedirs(output_dir, exist_ok=True) + for index, structure in enumerate(structures): + sample_dir = os.path.join(output_dir, f"{index:06d}") + processed_dir = os.path.join(sample_dir, "processed") + if run_dft: + dft_dir = os.path.join(sample_dir, "dft") + self._run_dft(structure, dft_dir) + preprocess_openmx_overlap( + raw_dir=dft_dir, + output_dir=processed_dir, + output_filename=self.output_filename, + overlap_pattern=self.overlap_pattern, + ) + else: + processed_dir = os.path.abspath(processed_dirs[index]) + + required_files = { + "lat.dat", + "site_positions.dat", + "element.dat", + "orbital_types.dat", + "rc.npz", + } + missing = sorted( + filename + for filename in required_files + if not os.path.exists(os.path.join(processed_dir, filename)) + ) + if missing: + raise FileNotFoundError( + f"Incomplete DeepH DFT data in {processed_dir}: {missing}" + ) + + os.makedirs(sample_dir, exist_ok=True) + self.predictor.predict_hamiltonian( + processed_dir=processed_dir, + output_path=os.path.join(sample_dir, "rh_pred.npz"), + orbital=orbital, + species=species, + num_l=num_l, + dtype=dtype, + ) diff --git a/ppmat/datasets/__init__.py b/ppmat/datasets/__init__.py index c74d46d7..e2663d2a 100644 --- a/ppmat/datasets/__init__.py +++ b/ppmat/datasets/__init__.py @@ -42,7 +42,8 @@ from ppmat.datasets.msd_nmr_dataset import MSDnmrDataset from ppmat.datasets.msd_nmr_dataset import MSDnmrinfos from ppmat.datasets.density_dataset import DensityDataset -from ppmat.datasets.small_density_dataset import SmallDensityDataset +from ppmat.datasets.deeph_dataset import DeepHDataset +from ppmat.datasets.small_density_dataset import SmallDensityDataset from ppmat.datasets.sfin_dataset import SFINDataset from ppmat.datasets.num_atom_crystal_dataset import NumAtomsCrystalDataset from ppmat.datasets.oc20_s2ef_dataset import OC20S2EFDataset # noqa @@ -67,6 +68,7 @@ "MSDnmrDataset", "MatbenchDataset", "DensityDataset", + "DeepHDataset", "SmallDensityDataset", "SFINDataset", "OMol25Dataset", diff --git a/ppmat/datasets/deeph_dataset.py b/ppmat/datasets/deeph_dataset.py new file mode 100644 index 00000000..bd47b13c --- /dev/null +++ b/ppmat/datasets/deeph_dataset.py @@ -0,0 +1,527 @@ +# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import json +import os +import os.path as osp +import pickle +import time +from configparser import ConfigParser +from typing import Any +from typing import Dict +from typing import Tuple + +import numpy as np +import paddle +from omegaconf import OmegaConf + +from ppmat.datasets.build_structure import BuildStructure +from ppmat.datasets.custom_data_type import ConcatData +from ppmat.models import build_graph_converter +from ppmat.utils import logger +from ppmat.utils.crystal import lattices_to_params_shape_numpy +from ppmat.utils.misc import is_equal + + +def _as_tuple(config_files) -> Tuple[str, ...]: + if config_files is None: + return () + if isinstance(config_files, str): + return (config_files,) + return tuple(config_files) + + +def _load_config(config_files=None, config=None) -> ConfigParser: + if config is not None: + config = _to_container(config) + parser = ConfigParser() + for section, values in config.items(): + parser.add_section(section) + for key, value in values.items(): + if isinstance(value, (dict, list, tuple)): + value = json.dumps(value) + parser.set(section, key, str(value)) + return parser + + config = ConfigParser() + read_files = config.read(list(_as_tuple(config_files))) + if not read_files: + raise FileNotFoundError(f"Can not read DeepH config files: {config_files}") + return config + + +def _np_dtype(dtype: str): + if dtype == "float32": + return np.float32 + if dtype == "float16": + return np.float16 + if dtype == "float64": + return np.float64 + raise ValueError(f"Unknown DeepH dtype: {dtype}") + + +def _to_container(config): + if config is None: + return None + if OmegaConf.is_config(config): + return OmegaConf.to_container(config, resolve=True) + return config + + +def _list_structure_folders(raw_data_dir: str, interface: str, nums: int | None = None): + if interface != "npz": + raise NotImplementedError( + "DeepHDataset currently supports the validated npz Hamiltonian format." + ) + folder_list = sorted( + root for root, _, files in os.walk(raw_data_dir) if "rc.npz" in files + ) + if nums is not None: + folder_list = folder_list[:nums] + return folder_list + + +def _load_structure_arrays(folder: str): + lattice = np.loadtxt(os.path.join(folder, "lat.dat")).T + atom_types = np.loadtxt(os.path.join(folder, "element.dat")).astype(int).tolist() + cart_coords = np.loadtxt(os.path.join(folder, "site_positions.dat")).T + frac_coords = cart_coords @ np.linalg.inv(lattice) + lengths, angles = lattices_to_params_shape_numpy(lattice) + return { + "lengths": lengths, + "angles": angles, + "atom_types": atom_types, + "cart_coords": cart_coords, + "frac_coords": frac_coords, + } + + +class DeepHDataset(paddle.io.Dataset): + """DeepH dataset adapter for PaddleMaterials. + + This adapter exposes PaddleMaterials geometric `Data` objects and keeps the + LCMP subgraph metadata required by DeepH. + """ + + _CACHE: Dict[Tuple, Dict] = {} + _STRUCTURE_CACHE: Dict[Tuple[str, str], Dict] = {} + + def __init__( + self, + split: str, + config_files=None, + config=None, + nums: int | None = None, + split_seed: int | None = None, + build_structure_cfg: Dict[str, Any] | None = None, + build_graph_cfg: Dict[str, Any] | None = None, + cache_path: str | None = None, + overwrite: bool = False, + ): + super().__init__() + if split not in {"train", "val", "test"}: + raise ValueError(f"Unsupported split '{split}'. Expected train/val/test.") + if config is None and config_files is None: + raise ValueError("Either `config` or `config_files` must be provided.") + + self.config_files = _as_tuple(config_files) + self.config = _to_container(config) + self.split = split + self.nums = nums + self.split_seed = int(split_seed) if split_seed is not None else None + self.build_structure_cfg = _to_container(build_structure_cfg) or { + "format": "array", + "primitive": False, + "niggli": False, + "canocial": True, + } + self.build_graph_cfg = _to_container(build_graph_cfg) + self.cache_path = cache_path + self.overwrite = overwrite + + shared = self._load_shared() + self.dataset = shared["dataset"] + self.folder_list = shared["folder_list"] + self.indices = shared["split_indices"][split] + self.info = shared["info"] + + def _load_shared(self) -> Dict: + cache_key = ( + self.config_files, + json.dumps(self.config, sort_keys=True), + self.nums, + self.split_seed or -1, + json.dumps(self.build_structure_cfg, sort_keys=True), + json.dumps(self.build_graph_cfg, sort_keys=True), + self.cache_path or "", + int(self.overwrite), + ) + shared = self._CACHE.get(cache_key) + if shared is not None: + return shared + + config = _load_config(self.config_files, self.config) + folder_list = _list_structure_folders( + config.get("basic", "raw_dir"), + config.get("basic", "interface"), + self.nums, + ) + + dataset, dataset_info = self._load_or_build_graphs(config, folder_list) + + target = config.get("basic", "target") + if target != "hamiltonian": + raise NotImplementedError( + "DeepHDataset currently supports the validated hamiltonian target." + ) + orbital = json.loads(config.get("basic", "orbital")) + dataset = self._make_hamiltonian_mask( + dataset, + orbital=orbital, + num_orbital=len(orbital), + spinful=dataset_info["spinful"], + index_to_Z=dataset_info["index_to_Z"], + ) + + dataset_size = len(dataset) + train_size = int(config.getfloat("train", "train_ratio") * dataset_size) + val_size = int(config.getfloat("train", "val_ratio") * dataset_size) + test_size = int(config.getfloat("train", "test_ratio") * dataset_size) + + seed = ( + self.split_seed + if self.split_seed is not None + else config.getint("basic", "seed", fallback=42) + ) + rng = np.random.RandomState(seed) + indices = list(range(dataset_size)) + rng.shuffle(indices) + split_indices = { + "train": indices[:train_size], + "val": indices[train_size : train_size + val_size], + "test": indices[train_size + val_size : train_size + val_size + test_size], + } + + shared = { + "dataset": dataset, + "folder_list": folder_list, + "split_indices": split_indices, + "info": { + "num_species": len(dataset_info["index_to_Z"]), + "spinful": dataset_info["spinful"], + "dataset_size": dataset_size, + "config_files": list(self.config_files), + }, + } + self._CACHE[cache_key] = shared + return shared + + def _graph_cache_path(self, config) -> str: + dataset_name = config.get("basic", "dataset_name") + interface = config.get("basic", "interface") + num_l = config.getint("network", "num_l") + radius = config.getfloat("graph", "radius") + max_num_nbr = config.getint("graph", "max_num_nbr") + suffix = f"{radius}r{max_num_nbr}mn" + if config.getboolean("graph", "create_from_DFT", fallback=True): + suffix = "FromDFT" + nums_suffix = "all" if self.nums is None else f"n{self.nums}" + if self.cache_path is not None: + return self.cache_path + return osp.join( + config.get("basic", "graph_dir"), + f"PPMatDeepHGraph-{interface}-{dataset_name}-{num_l}l-{suffix}-{nums_suffix}", + ) + + def _load_or_build_graphs(self, config, folder_list): + cache_path = self._graph_cache_path(config) + graph_cache_path = osp.join(cache_path, "graphs.pkl") + cfg_cache_path = osp.join(cache_path, "dataset_cfg.pkl") + expected_cfg = self._cache_cfg(config, folder_list) + + if osp.exists(graph_cache_path) and not self.overwrite: + try: + cached_cfg = self.load_from_cache(cfg_cache_path) + if is_equal(cached_cfg, expected_cfg): + loaded = self.load_from_cache(graph_cache_path) + return loaded["graphs"], loaded["info"] + logger.warning("DeepH cache config differs from current settings.") + except Exception as e: + logger.warning(e) + logger.warning("Failed to load DeepH graph cache, will rebuild.") + + begin = time.time() + graphs = [ + self._build_graph_from_folder(folder, config) for folder in folder_list + ] + index_to_Z, Z_to_index = self._element_statistics(graphs) + spinful = bool(graphs[0].spinful) + for graph in graphs: + assert spinful == graph.spinful + + info = { + "spinful": spinful, + "index_to_Z": index_to_Z, + "Z_to_index": Z_to_index, + } + self.save_to_cache(cfg_cache_path, expected_cfg) + self.save_to_cache(graph_cache_path, {"graphs": graphs, "info": info}) + logger.info( + "Finish building PaddleMaterials graph cache with " + f"{len(graphs)} structures, " + f"cost {time.time() - begin:.0f} seconds" + ) + return graphs, info + + def _cache_cfg(self, config, folder_list): + return { + "config_files": list(self.config_files), + "folders": list(folder_list), + "nums": self.nums, + "build_structure_cfg": self.build_structure_cfg, + "build_graph_cfg": self._graph_converter_cfg(config), + "interface": config.get("basic", "interface"), + "target": config.get("basic", "target"), + "num_l": config.getint("network", "num_l"), + "dtype": config.get("hyperparameter", "dtype"), + "radius": config.getfloat("graph", "radius"), + "max_num_nbr": config.getint("graph", "max_num_nbr"), + } + + def _graph_converter_cfg(self, config): + if self.build_graph_cfg is not None: + return self.build_graph_cfg + return { + "__class_name__": "FindPointsInSpheres", + "__init_params__": { + "cutoff": config.getfloat("graph", "radius"), + "pbc": (1, 1, 1), + "eps": 1e-8, + }, + } + + def _deeph_graph_converter_cfg(self, config): + return { + "__class_name__": "DeepHGraphConverter", + "__init_params__": { + "radius": config.getfloat("graph", "radius"), + "max_num_nbr": config.getint("graph", "max_num_nbr"), + "default_dtype": _np_dtype(config.get("hyperparameter", "dtype")), + "interface": config.get("basic", "interface"), + "num_l": config.getint("network", "num_l"), + "create_from_DFT": config.getboolean( + "graph", "create_from_DFT", fallback=True + ), + "if_lcmp_graph": config.getboolean( + "graph", "if_lcmp_graph", fallback=True + ), + "separate_onsite": config.getboolean( + "graph", "separate_onsite", fallback=False + ), + "target": config.get("basic", "target"), + "huge_structure": False, + "if_new_sp": config.getboolean("graph", "new_sp", fallback=False), + }, + } + + def _build_graph_from_folder(self, folder: str, config): + structure_info = self._load_structure(folder) + structure = structure_info["structure"] + create_from_dft = config.getboolean("graph", "create_from_DFT", fallback=True) + converter_graph = None + if not create_from_dft: + structure_graph_converter = build_graph_converter( + self._graph_converter_cfg(config) + ) + converter_graph = structure_graph_converter(structure) + if converter_graph is None: + raise ValueError(f"Failed to build graph for DeepH structure: {folder}") + deeph_converter = build_graph_converter(self._deeph_graph_converter_cfg(config)) + return deeph_converter(structure, folder, converter_graph) + + @staticmethod + def _make_hamiltonian_mask(dataset, orbital, num_orbital, spinful, index_to_Z): + dataset_mask = [] + for data in dataset: + oij_value = data.term_real + if not np.all(data.term_mask): + raise NotImplementedError( + "Graph radius including hopping without calculation is not " + "supported." + ) + + if spinful: + out_fea_len = num_orbital * 8 + else: + out_fea_len = num_orbital + + mask = np.zeros((data.edge_attr.shape[0], out_fea_len), dtype=np.int8) + label = np.zeros( + (data.edge_attr.shape[0], out_fea_len), dtype=oij_value.dtype + ) + atomic_number_edge_i = index_to_Z[data.x[data.edge_index[0]]] + atomic_number_edge_j = index_to_Z[data.x[data.edge_index[1]]] + + for index_out, orbital_dict in enumerate(orbital): + for n_m_str, a_b in orbital_dict.items(): + condition_atomic_number_i, condition_atomic_number_j = map( + int, n_m_str.split() + ) + condition_orbital_i, condition_orbital_j = a_b + condition = (atomic_number_edge_i == condition_atomic_number_i) & ( + atomic_number_edge_j == condition_atomic_number_j + ) + + if spinful: + mask[:, 8 * index_out : 8 * (index_out + 1)] = np.where( + condition[:, None], + 1, + 0, + ) + else: + mask[:, index_out] += np.where(condition, 1, 0) + + if spinful: + value = oij_value[:, condition_orbital_i, condition_orbital_j] + label[:, 8 * index_out : 8 * (index_out + 1)] = np.where( + condition[:, None], + value, + np.zeros_like(value), + ) + else: + label[:, index_out] += np.where( + condition, + oij_value[:, condition_orbital_i, condition_orbital_j], + np.zeros(data.edge_attr.shape[0], dtype=oij_value.dtype), + ) + + assert len(np.where((mask != 1) & (mask != 0))[0]) == 0 + data.mask = mask.astype(bool) + del data.term_mask + data.label = label + del data.term_real + dataset_mask.append(data) + return dataset_mask + + @staticmethod + def _element_statistics(data_list): + index_to_Z = np.unique(data_list[0].x).astype(np.int64) + Z_to_index = np.full((100,), -1, dtype=np.int64) + Z_to_index[index_to_Z] = np.arange(len(index_to_Z), dtype=np.int64) + for data in data_list: + data.x = Z_to_index[data.x] + return index_to_Z, Z_to_index + + def _load_structure(self, folder: str) -> Dict: + structure_cache_key = ( + folder, + json.dumps(self.build_structure_cfg, sort_keys=True), + ) + cached = self._STRUCTURE_CACHE.get(structure_cache_key) + if cached is not None: + return cached + + arrays = _load_structure_arrays(folder) + builder = BuildStructure(**self.build_structure_cfg) + structure = BuildStructure.build_one( + { + "lengths": arrays["lengths"], + "angles": arrays["angles"], + "frac_coords": arrays["frac_coords"], + "atom_types": arrays["atom_types"], + }, + builder.format, + builder.primitive, + builder.niggli, + builder.canocial, + ) + cached = { + "folder": folder, + "structure": structure, + "lattice": np.asarray(structure.lattice.matrix, dtype=np.float32), + "frac_coords": np.asarray(structure.frac_coords, dtype=np.float32), + "cart_coords": np.asarray(structure.cart_coords, dtype=np.float32), + "atomic_numbers": np.asarray(structure.atomic_numbers, dtype=np.int64), + } + self._STRUCTURE_CACHE[structure_cache_key] = cached + return cached + + @staticmethod + def save_to_cache(cache_path: str, data: Any): + os.makedirs(osp.dirname(cache_path), exist_ok=True) + with open(cache_path, "wb") as f: + pickle.dump(data, f) + + @staticmethod + def load_from_cache(cache_path: str): + if not osp.exists(cache_path): + raise FileNotFoundError(f"No such file or directory: {cache_path}") + with open(cache_path, "rb") as f: + return pickle.load(f) + + def __len__(self): + return len(self.indices) + + def __getitem__(self, index: int) -> Dict: + graph_index = self.indices[index] + graph = self.dataset[graph_index] + folder = self.folder_list[graph_index] + structure_info = self._load_structure(folder) + + if hasattr(graph, "subgraph_dict") and graph.subgraph_dict is not None: + subgraph_dict = graph.subgraph_dict + elif hasattr(graph, "subgraph") and graph.subgraph is not None: + subgraph = graph.subgraph + subgraph_dict = { + "subgraph_atom_idx": subgraph[0], + "subgraph_edge_idx": subgraph[1], + "subgraph_edge_ang": subgraph[2], + "subgraph_index": subgraph[3], + } + else: + raise ValueError("DeepH sample does not contain LCMP subgraph metadata.") + + return { + "x": ConcatData(np.asarray(graph.x, dtype=np.int64)), + "edge_index": ConcatData(np.asarray(graph.edge_index, dtype=np.int64)), + "edge_attr": ConcatData(np.asarray(graph.edge_attr, dtype=np.float32)), + "batch": ConcatData(np.zeros(graph.x.shape[0], dtype=np.int64)), + "label": ConcatData(np.asarray(graph.label, dtype=np.float32)), + "mask": ConcatData(np.asarray(graph.mask, dtype=bool)), + "pos": ConcatData( + np.asarray(structure_info["cart_coords"], dtype=np.float32) + ), + "sub_atom_idx": ConcatData( + np.asarray(subgraph_dict["subgraph_atom_idx"], dtype=np.int64) + ), + "sub_edge_idx": ConcatData( + np.asarray(subgraph_dict["subgraph_edge_idx"], dtype=np.int64) + ), + "sub_edge_ang": ConcatData( + np.asarray(subgraph_dict["subgraph_edge_ang"], dtype=np.float32) + ), + "sub_index": ConcatData( + np.asarray(subgraph_dict["subgraph_index"], dtype=np.int64) + ), + "structure_lattice": ConcatData( + np.asarray(structure_info["lattice"], dtype=np.float32).reshape(1, 3, 3) + ), + "structure_frac_coords": ConcatData( + np.asarray(structure_info["frac_coords"], dtype=np.float32) + ), + "structure_atomic_numbers": ConcatData( + np.asarray(structure_info["atomic_numbers"], dtype=np.int64) + ), + "structure_folder": structure_info["folder"], + } diff --git a/ppmat/datasets/deeph_graph.py b/ppmat/datasets/deeph_graph.py new file mode 100644 index 00000000..27666353 --- /dev/null +++ b/ppmat/datasets/deeph_graph.py @@ -0,0 +1,561 @@ +# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +"""DeepH Hamiltonian graph construction for PaddleMaterials. + +This module implements the DeepH graphene training and inference graph paths. +Training can use radius graphs or the sparsity pattern of DFT matrices. Inference +uses the overlap-derived local-coordinate keys produced by the DFT workflow. +""" + +import itertools +import json +import os + +import numpy as np + + +class Data: + """Small array container used before conversion to PaddleMaterials Data.""" + + def __init__(self, **kwargs): + self.__dict__.update(kwargs) + + +def _semifactorial(x): + y = 1.0 + for n in range(x, 1, -2): + y *= n + return y + + +def _pochhammer(x, k): + xf = float(x) + for n in range(x + 1, x + k): + xf *= n + return xf + + +class _SphericalHarmonics: + """Real spherical harmonics used by the LCMP subgraph angular features.""" + + def __init__(self): + self.leg = {} + + def clear(self): + self.leg = {} + + def _negative_lpmv(self, degree, order, value): + if order < 0: + value *= (-1) ** order / _pochhammer(degree + order + 1, -2 * order) + return value + + def lpmv(self, degree, order, x): + order_abs = abs(order) + if (degree, order) in self.leg: + return self.leg[(degree, order)] + if order_abs > degree: + return None + if degree == 0: + self.leg[(degree, order)] = np.ones_like(x) + return self.leg[(degree, order)] + if order_abs == degree: + value = (-1) ** order_abs * _semifactorial(2 * order_abs - 1) + value *= np.power(1 - x * x, order_abs / 2) + self.leg[(degree, order)] = self._negative_lpmv(degree, order, value) + return self.leg[(degree, order)] + + self.lpmv(degree - 1, order, x) + value = ( + ((2 * degree - 1) / (degree - order_abs)) + * x + * self.lpmv(degree - 1, order_abs, x) + ) + if degree - order_abs > 1: + value -= ((degree + order_abs - 1) / (degree - order_abs)) * self.leg[ + (degree - 2, order_abs) + ] + if order < 0: + value = self._negative_lpmv(degree, order, value) + self.leg[(degree, order)] = value + return self.leg[(degree, order)] + + def get_element(self, degree, order, theta, phi): + norm = np.sqrt((2 * degree + 1) / (4 * np.pi)) + leg = self.lpmv(degree, abs(order), np.cos(theta)) + if order == 0: + return norm * leg + if order > 0: + value = np.cos(order * phi) * leg + else: + value = np.sin(abs(order) * phi) * leg + norm *= np.sqrt( + 2.0 + / _pochhammer( + degree - abs(order) + 1, + 2 * abs(order), + ) + ) + return value * norm + + def get(self, degree, theta, phi, refresh=True): + if refresh: + self.clear() + return np.stack( + [ + self.get_element(degree, order, theta, phi) + for order in range(-degree, degree + 1) + ], + axis=-1, + ) + + +def _get_spherical_from_cartesian(cartesian): + spherical = np.zeros(cartesian.shape[:-1] + (2,), dtype=cartesian.dtype) + r_xy = cartesian[..., 1] ** 2 + cartesian[..., 2] ** 2 + spherical[..., 0] = np.arctan2(np.sqrt(r_xy), cartesian[..., 0]) + spherical[..., 1] = np.arctan2(cartesian[..., 2], cartesian[..., 1]) + return spherical + + +def _load_orbital_types(path): + orbital_types = [] + with open(path) as f: + line = f.readline() + while line: + orbital_types.append(list(map(int, line.split()))) + line = f.readline() + return [ + sum(2 * orbital + 1 for orbital in atom_orbitals) + for atom_orbitals in orbital_types + ] + + +def _validate_supported_path( + interface, + target, + create_from_DFT, + if_lcmp_graph, + separate_onsite, + if_new_sp, + huge_structure, +): + if interface not in {"npz", "npz_rc_only"}: + raise NotImplementedError( + "DeepH PaddleMaterials integration supports interface='npz' and " + "'npz_rc_only'." + ) + if target != "hamiltonian": + raise NotImplementedError( + "DeepH PaddleMaterials integration currently supports target='hamiltonian'." + ) + if interface == "npz_rc_only" and not create_from_DFT: + raise ValueError("interface='npz_rc_only' requires create_from_DFT=True.") + if not if_lcmp_graph: + raise NotImplementedError( + "DeepH PaddleMaterials integration expects if_lcmp_graph=True." + ) + if separate_onsite: + raise NotImplementedError( + "DeepH separate_onsite=True is not enabled in this integration." + ) + if if_new_sp: + raise NotImplementedError( + "DeepH new_sp=True is not enabled in this integration." + ) + if huge_structure: + raise NotImplementedError( + "DeepH huge_structure=True is not enabled in this integration." + ) + + +def _periodic_image_ranges(frac_coords, lattice, radius): + reciprocal_lattice = np.linalg.inv(lattice).T * 2 * np.pi + recp_len = np.sqrt(np.sum(reciprocal_lattice**2, axis=1)) + maxr = np.ceil((radius + 0.15) * recp_len / (2 * np.pi)) + nmin = np.floor(np.min(frac_coords, axis=0)) - maxr + nmax = np.ceil(np.max(frac_coords, axis=0)) + maxr + return [np.arange(x, y, dtype="int64") for x, y in zip(nmin, nmax)] + + +def _build_edges_from_converter_graph(converter_graph, default_dtype): + edge_idx = np.asarray(converter_graph.edges, dtype=np.int64).T + cart_coords = np.asarray( + converter_graph.node_feat["cart_coords"], + dtype=default_dtype, + ) + lattice = np.asarray( + converter_graph.node_feat["lattice"], + dtype=default_dtype, + ).reshape(3, 3) + pbc_offset = np.asarray( + converter_graph.edge_feat["pbc_offset"], + dtype=default_dtype, + ) + edge_dist = np.asarray( + converter_graph.edge_feat["bond_dist"], + dtype=default_dtype, + ).reshape(-1, 1) + src, dst = edge_idx + dst_cart_periodic = cart_coords[dst] + pbc_offset @ lattice + edge_fea = np.concatenate( + [ + edge_dist, + cart_coords[src], + dst_cart_periodic, + cart_coords[dst], + ], + axis=-1, + ).astype(default_dtype) + onsite_src = np.arange(cart_coords.shape[0], dtype=np.int64) + onsite_edge_idx = np.stack([onsite_src, onsite_src]) + onsite_edge_fea = np.concatenate( + [ + np.zeros((cart_coords.shape[0], 1), dtype=default_dtype), + cart_coords, + cart_coords, + cart_coords, + ], + axis=-1, + ) + edge_idx = np.concatenate([edge_idx, onsite_edge_idx], axis=1) + edge_fea = np.concatenate([edge_fea, onsite_edge_fea], axis=0) + src, dst = edge_idx + + num_atom = cart_coords.shape[0] + atom_idx_connect, edge_idx_connect = [], [] + for atom_idx in range(num_atom): + outgoing_edge_idx = np.where(src == atom_idx)[0] + edge_idx_connect.append(outgoing_edge_idx) + atom_idx_connect.append(dst[outgoing_edge_idx]) + return edge_idx, edge_fea, atom_idx_connect, edge_idx_connect + + +def _load_npz_terms(tb_folder, default_dtype): + atom_num_orbital = _load_orbital_types(os.path.join(tb_folder, "orbital_types.dat")) + + read_terms = {} + hopping_dict_read = np.load(os.path.join(tb_folder, "rh.npz")) + for k, v in hopping_dict_read.items(): + key = json.loads(k) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) + read_terms[key] = np.asarray(v, dtype=default_dtype) + + local_rotation_dict = {} + local_rotation_dict_read = np.load(os.path.join(tb_folder, "rc.npz")) + for k, v in local_rotation_dict_read.items(): + key = json.loads(k) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) + local_rotation_dict[key] = np.asarray(v, dtype=default_dtype) + + return atom_num_orbital, read_terms, local_rotation_dict + + +def _load_npz_rotations(tb_folder, default_dtype): + atom_num_orbital = _load_orbital_types(os.path.join(tb_folder, "orbital_types.dat")) + rotations = {} + with np.load(os.path.join(tb_folder, "rc.npz")) as rotation_file: + for key_str, value in rotation_file.items(): + key = json.loads(key_str) + key = (key[0], key[1], key[2], key[3] - 1, key[4] - 1) + rotations[key] = np.asarray(value, dtype=default_dtype) + return atom_num_orbital, rotations + + +def _build_edges_from_rotation_keys( + cart_coords, + lattice, + local_rotation_dict, + default_dtype, +): + edge_keys = list(local_rotation_dict) + if not edge_keys: + raise ValueError("DeepH local-coordinate file does not contain any edges.") + + edge_idx = np.asarray([[key[3], key[4]] for key in edge_keys], dtype=np.int64).T + lattice_shifts = np.asarray([key[:3] for key in edge_keys], dtype=default_dtype) + src, dst = edge_idx + dst_cart_periodic = cart_coords[dst] + lattice_shifts @ lattice + edge_dist = np.linalg.norm( + dst_cart_periodic - cart_coords[src], axis=1, keepdims=True + ) + edge_fea = np.concatenate( + [ + edge_dist, + cart_coords[src], + dst_cart_periodic, + cart_coords[dst], + ], + axis=-1, + ).astype(default_dtype) + + atom_idx_connect = [] + edge_idx_connect = [] + for atom_idx in range(cart_coords.shape[0]): + outgoing_edge_idx = np.where(src == atom_idx)[0] + if outgoing_edge_idx.size == 0: + raise ValueError(f"Atom {atom_idx} has no overlap-derived DeepH edges.") + edge_idx_connect.append(outgoing_edge_idx) + atom_idx_connect.append(dst[outgoing_edge_idx]) + + local_rotation = np.stack( + [local_rotation_dict[key] for key in edge_keys], axis=0 + ).astype(default_dtype) + return ( + edge_idx, + edge_fea, + atom_idx_connect, + edge_idx_connect, + local_rotation, + ) + + +def _attach_terms( + edge_idx, + edge_fea, + lattice, + atom_num_orbital, + read_terms, + local_rotation_dict, + default_dtype, +): + max_num_orbital = max(atom_num_orbital) + term_mask = np.zeros(edge_fea.shape[0], dtype=bool) + term_real = np.full( + [edge_fea.shape[0], max_num_orbital, max_num_orbital], + np.nan, + dtype=default_dtype, + ) + local_rotation = [] + inv_lattice = np.linalg.inv(lattice).astype(default_dtype) + + for index_edge in range(edge_fea.shape[0]): + lattice_shift = ( + np.rint( + edge_fea[index_edge, 4:7] @ inv_lattice + - edge_fea[index_edge, 7:10] @ inv_lattice + ) + .astype(int) + .tolist() + ) + i, j = edge_idx[:, index_edge] + key_term = (*lattice_shift, int(i), int(j)) + if key_term not in read_terms: + raise NotImplementedError( + "Graph radius including hopping without calculation is not supported." + ) + term_mask[index_edge] = True + term_real[ + index_edge, + : atom_num_orbital[i], + : atom_num_orbital[j], + ] = read_terms[key_term] + local_rotation.append(local_rotation_dict[key_term]) + + return term_mask, term_real, np.stack(local_rotation, axis=0) + + +def _build_lcmp_subgraph( + edge_idx, edge_fea, local_rotation, atom_idx_connect, edge_idx_connect, num_l +): + r_vec = edge_fea[:, 1:4] - edge_fea[:, 4:7] + r_vec = np.matmul( + r_vec[:, None, None, :], + local_rotation[None, :, :, :], + ).reshape(-1, 3) + + r_vec_sp = _get_spherical_from_cartesian(r_vec) + sph_harm_func = _SphericalHarmonics() + angular_expansion = [] + for l_value in range(num_l): + angular_expansion.append( + sph_harm_func.get(l_value, r_vec_sp[:, 0], r_vec_sp[:, 1]) + ) + angular_expansion = np.concatenate(angular_expansion, axis=-1).reshape( + edge_fea.shape[0], + edge_fea.shape[0], + -1, + ) + + subgraph_atom_idx_list = [] + subgraph_edge_idx_list = [] + subgraph_edge_ang_list = [] + subgraph_index = [] + index_cursor = 0 + + for index in range(edge_fea.shape[0]): + i, j = edge_idx[:, index] + + subgraph_edge_idx = np.asarray(list(edge_idx_connect[i]), dtype=np.int64) + subgraph_atom_idx = np.stack( + [np.repeat(i, len(atom_idx_connect[i])), atom_idx_connect[i]], + axis=1, + ) + subgraph_atom_idx_list.append(subgraph_atom_idx) + subgraph_edge_idx_list.append(subgraph_edge_idx) + subgraph_edge_ang_list.append(angular_expansion[subgraph_edge_idx, index, :]) + subgraph_index += [index_cursor] * len(atom_idx_connect[i]) + index_cursor += 1 + + subgraph_edge_idx = np.asarray(list(edge_idx_connect[j]), dtype=np.int64) + subgraph_atom_idx = np.stack( + [np.repeat(j, len(atom_idx_connect[j])), atom_idx_connect[j]], + axis=1, + ) + subgraph_atom_idx_list.append(subgraph_atom_idx) + subgraph_edge_idx_list.append(subgraph_edge_idx) + subgraph_edge_ang_list.append(angular_expansion[subgraph_edge_idx, index, :]) + subgraph_index += [index_cursor] * len(atom_idx_connect[j]) + index_cursor += 1 + + return { + "subgraph_atom_idx": np.concatenate(subgraph_atom_idx_list, axis=0).astype( + np.int64 + ), + "subgraph_edge_idx": np.concatenate(subgraph_edge_idx_list, axis=0).astype( + np.int64 + ), + "subgraph_edge_ang": np.concatenate(subgraph_edge_ang_list, axis=0).astype( + edge_fea.dtype + ), + "subgraph_index": np.asarray(subgraph_index, dtype=np.int64), + } + + +def get_graph( + cart_coords, + frac_coords, + numbers, + stru_id, + r, + max_num_nbr, + numerical_tol, + lattice, + default_dtype, + tb_folder, + interface, + num_l, + create_from_DFT, + if_lcmp_graph, + separate_onsite, + target="hamiltonian", + huge_structure=False, + only_get_R_list=False, + if_new_sp=False, + **kwargs, +): + _validate_supported_path( + interface, + target, + create_from_DFT, + if_lcmp_graph, + separate_onsite, + if_new_sp, + huge_structure, + ) + if tb_folder is None: + raise ValueError("DeepH graph construction requires tb_folder.") + converter_graph = kwargs.get("converter_graph") + if max_num_nbr > 0: + raise NotImplementedError( + "DeepH PaddleMaterials integration currently relies on radius-based " + "FindPointsInSpheres graph conversion and expects max_num_nbr=0." + ) + + cart_coords = np.asarray(cart_coords, dtype=default_dtype) + frac_coords = np.asarray(frac_coords, dtype=default_dtype) + numbers = np.asarray(numbers, dtype=np.int64) + lattice = np.asarray(lattice, dtype=default_dtype) + + if only_get_R_list: + return np.array( + list(itertools.product(*_periodic_image_ranges(frac_coords, lattice, r))), + dtype=default_dtype, + ) + + term_mask = term_real = None + if create_from_DFT: + atom_num_orbital, local_rotation_dict = _load_npz_rotations( + tb_folder, default_dtype + ) + ( + edge_idx, + edge_fea, + atom_idx_connect, + edge_idx_connect, + local_rotation, + ) = _build_edges_from_rotation_keys( + cart_coords, + lattice, + local_rotation_dict, + default_dtype, + ) + if interface == "npz": + _, read_terms, _ = _load_npz_terms(tb_folder, default_dtype) + term_mask, term_real, _ = _attach_terms( + edge_idx, + edge_fea, + lattice, + atom_num_orbital, + read_terms, + local_rotation_dict, + default_dtype, + ) + else: + if converter_graph is None: + raise ValueError( + "Radius-based DeepH graph construction expects a " + "PaddleMaterials graph_converter graph." + ) + ( + edge_idx, + edge_fea, + atom_idx_connect, + edge_idx_connect, + ) = _build_edges_from_converter_graph(converter_graph, default_dtype) + atom_num_orbital, read_terms, local_rotation_dict = _load_npz_terms( + tb_folder, default_dtype + ) + term_mask, term_real, local_rotation = _attach_terms( + edge_idx, + edge_fea, + lattice, + atom_num_orbital, + read_terms, + local_rotation_dict, + default_dtype, + ) + subgraph = _build_lcmp_subgraph( + edge_idx, + edge_fea, + local_rotation, + atom_idx_connect, + edge_idx_connect, + num_l, + ) + + data = Data( + x=numbers, + edge_index=edge_idx, + edge_attr=edge_fea, + stru_id=stru_id, + onsite_term_real=None, + atom_num_orbital=np.asarray(atom_num_orbital, dtype=np.int64), + subgraph_dict=subgraph, + spinful=False, + ) + if term_mask is not None: + data.term_mask = term_mask + data.term_real = term_real + return data diff --git a/ppmat/losses/__init__.py b/ppmat/losses/__init__.py index e5258105..c0a1202c 100644 --- a/ppmat/losses/__init__.py +++ b/ppmat/losses/__init__.py @@ -19,10 +19,12 @@ from ppmat.losses.l1_loss import MAELoss from ppmat.losses.l1_loss import SmoothL1Loss from ppmat.losses.loss_warper import LossWarper +from ppmat.losses.mse_loss import MaskMSELoss from ppmat.losses.mse_loss import MSELoss __all__ = [ "MSELoss", + "MaskMSELoss", "L1Loss", "SmoothL1Loss", "MAELoss", diff --git a/ppmat/losses/mse_loss.py b/ppmat/losses/mse_loss.py index 92df488a..13f12673 100644 --- a/ppmat/losses/mse_loss.py +++ b/ppmat/losses/mse_loss.py @@ -38,3 +38,13 @@ def forward(self, pred, label) -> paddle.Tensor: loss = F.mse_loss(pred, label, self.reduction) return loss + + +class MaskMSELoss(nn.Layer): + r"""Mean squared error over valid entries selected by a boolean mask.""" + + def forward(self, pred, label, mask) -> paddle.Tensor: + diff = paddle.square(pred - label) + mask = paddle.cast(mask, pred.dtype) + denom = paddle.clip(paddle.sum(mask), min=1.0) + return paddle.sum(diff * mask) / denom diff --git a/ppmat/models/__init__.py b/ppmat/models/__init__.py index 32f1c729..a9eb1241 100644 --- a/ppmat/models/__init__.py +++ b/ppmat/models/__init__.py @@ -36,6 +36,8 @@ from ppmat.models.diffnmr.diffnmr import MolecularGraphFormer from ppmat.models.diffnmr.diffnmr import NMRNetCLIP from ppmat.models.dimenetpp.dimenetpp import DimeNetPlusPlus +from ppmat.models.deeph.deeph import DeepHHamiltonian +from ppmat.models.deeph.deeph_graph_converter import DeepHGraphConverter from ppmat.models.mattergen.mattergen import MatterGen from ppmat.models.mattergen.mattergen import MatterGenWithCondition from ppmat.models.mattersim.m3gnet import M3GNet @@ -69,6 +71,8 @@ "NMRNetCLIP", "DiffPrior", "DiffNMR", + "DeepHHamiltonian", + "DeepHGraphConverter", "InfGCN", "MatENO", "SFIN", diff --git a/ppmat/models/deeph/__init__.py b/ppmat/models/deeph/__init__.py new file mode 100644 index 00000000..05cecdb4 --- /dev/null +++ b/ppmat/models/deeph/__init__.py @@ -0,0 +1,7 @@ +from .deeph import DeepHHamiltonian +from .deeph_graph_converter import DeepHGraphConverter + +__all__ = [ + "DeepHHamiltonian", + "DeepHGraphConverter", +] diff --git a/ppmat/models/deeph/deeph.py b/ppmat/models/deeph/deeph.py new file mode 100644 index 00000000..b4fdd9c3 --- /dev/null +++ b/ppmat/models/deeph/deeph.py @@ -0,0 +1,286 @@ +# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from __future__ import annotations + +import paddle +from paddle import nn +import paddle.nn.functional as F + +from ppmat.losses import MaskMSELoss +from ppmat.utils.scatter import scatter_sum + + +class GraphLayerNorm(nn.Layer): + def __init__(self, in_channels, eps=1e-5): + super().__init__() + self.eps = eps + self.weight = self.create_parameter([in_channels], default_initializer=nn.initializer.Constant(1.0)) + self.bias = self.create_parameter([in_channels], default_initializer=nn.initializer.Constant(0.0)) + + def forward(self, x, batch): + batch = paddle.cast(batch, "int64") + batch_size = int(paddle.max(batch).item()) + 1 + num_channels = x.shape[-1] + + ones = paddle.ones([x.shape[0], 1], dtype=x.dtype) + count = scatter_sum(ones, batch, dim=0, dim_size=batch_size) + norm = count * float(num_channels) + + summed = scatter_sum(x, batch, dim=0, dim_size=batch_size) + mean = paddle.sum(summed, axis=-1, keepdim=True) / norm + x_centered = x - paddle.gather(mean, batch, axis=0) + + var = scatter_sum(x_centered * x_centered, batch, dim=0, dim_size=batch_size) + var = paddle.sum(var, axis=-1, keepdim=True) / norm + out = x_centered / paddle.sqrt(paddle.gather(var, batch, axis=0) + self.eps) + return out * self.weight + self.bias + + +def gaussian_smearing(distances, offset, widths, centered=False): + if not centered: + coeff = -0.5 / paddle.pow(widths, 2) + diff = distances.unsqueeze(-1) - offset + else: + coeff = -0.5 / paddle.pow(offset, 2) + diff = distances.unsqueeze(-1) + return paddle.exp(coeff * paddle.pow(diff, 2)) + + +class GaussianBasis(nn.Layer): + def __init__(self, start=0.0, stop=5.0, n_gaussians=50): + super().__init__() + offset = paddle.linspace(start, stop, n_gaussians) + widths = paddle.full(offset.shape, offset[1] - offset[0], dtype="float32") + self.register_buffer("offsets", offset) + self.register_buffer("width", widths) + + def forward(self, distances): + return gaussian_smearing(distances, self.offsets, self.width, centered=False) + + +class MLPBlock(nn.Layer): + def __init__(self, in_dim, hidden_dim, out_dim, final_activation=True): + super().__init__() + self.fc1 = nn.Linear(in_dim, hidden_dim) + self.fc2 = nn.Linear(hidden_dim, out_dim) + self.final_activation = final_activation + + def forward(self, x): + x = F.silu(self.fc1(x)) + x = self.fc2(x) + if self.final_activation: + x = F.silu(x) + return x + + +class CGConv(nn.Layer): + def __init__(self, channels, dim, normalization="LayerNorm", if_exp=False): + super().__init__() + self.if_exp = if_exp + self.lin_f = nn.Linear(channels * 2 + dim, channels) + self.lin_s = nn.Linear(channels * 2 + dim, channels) + self.ln = GraphLayerNorm(channels) if normalization == "LayerNorm" else None + + def forward(self, x, edge_index, edge_attr, batch, distance): + row = paddle.cast(edge_index[0], "int64") + col = paddle.cast(edge_index[1], "int64") + x_j = paddle.gather(x, row, axis=0) + x_i = paddle.gather(x, col, axis=0) + z = paddle.concat([x_i, x_j, edge_attr], axis=-1) + out = F.sigmoid(self.lin_f(z)) * F.softplus(self.lin_s(z)) + if self.if_exp: + sigma = 3.0 + n = 2.0 + out = out * paddle.exp(-(distance ** n) / (sigma ** n) / 2.0).reshape([-1, 1]) + out = scatter_sum(out, col, dim=0, dim_size=x.shape[0]) + if self.ln is not None: + out = self.ln(out, batch) + return out + x + + +class MPLayer(nn.Layer): + def __init__(self, atom_dim, edge_dim, out_edge_dim, if_exp, if_edge_update=True, normalization="LayerNorm"): + super().__init__() + self.cgconv = CGConv(atom_dim, edge_dim, normalization=normalization, if_exp=if_exp) + self.if_edge_update = if_edge_update + if if_edge_update: + final_activation = out_edge_dim != 169 + self.e_lin = MLPBlock(edge_dim + atom_dim * 2, 128, out_edge_dim, final_activation) + + def forward(self, atom_fea, edge_idx, edge_fea, batch, distance): + atom_fea = self.cgconv(atom_fea, edge_idx, edge_fea, batch, distance) + if self.if_edge_update: + row = paddle.cast(edge_idx[0], "int64") + col = paddle.cast(edge_idx[1], "int64") + edge_fea = self.e_lin( + paddle.concat( + [paddle.gather(atom_fea, row, axis=0), paddle.gather(atom_fea, col, axis=0), edge_fea], + axis=-1, + ) + ) + return atom_fea, edge_fea + return atom_fea + + +class LCMPLayer(nn.Layer): + def __init__(self, atom_dim, edge_dim, out_dim, num_l, if_exp=False): + super().__init__() + self.if_exp = if_exp + self.lin_f = nn.Linear(atom_dim * 2 + edge_dim, atom_dim) + self.lin_s = nn.Linear(atom_dim * 2 + edge_dim, atom_dim) + self.e_lin = MLPBlock(edge_dim + atom_dim * 2 - num_l ** 2, 128, out_dim, final_activation=False) + + def forward(self, atom_fea, edge_fea, sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index, distance): + num_edge = edge_fea.shape[0] + sub_atom_idx = paddle.cast(sub_atom_idx, "int64") + sub_edge_idx = paddle.cast(sub_edge_idx, "int64") + sub_index = paddle.cast(sub_index, "int64") + gathered_atoms = paddle.gather(atom_fea, sub_atom_idx.reshape([-1]), axis=0).reshape( + [sub_atom_idx.shape[0], 2, atom_fea.shape[1]] + ) + gathered_edge = paddle.gather(edge_fea, sub_edge_idx, axis=0) + z = paddle.concat([gathered_atoms[:, 0, :], gathered_atoms[:, 1, :], gathered_edge, sub_edge_ang], axis=-1) + out = F.sigmoid(self.lin_f(z)) * F.softplus(self.lin_s(z)) + if self.if_exp: + sigma = 3.0 + n = 2.0 + edge_distance = paddle.gather(distance, sub_edge_idx, axis=0) + out = out * paddle.exp(-(edge_distance ** n) / (sigma ** n) / 2.0).reshape([-1, 1]) + out = scatter_sum(out, sub_index, dim=0, dim_size=num_edge * 2) + out = paddle.reshape(out, [num_edge, 2, -1]) + out = self.e_lin(paddle.concat([out[:, 0, :], out[:, 1, :], edge_fea], axis=-1)) + return out + + +class DeepHHamiltonian(nn.Layer): + def __init__( + self, + num_species, + in_atom_fea_len, + in_edge_fea_len, + num_orbital, + num_l=5, + gauss_stop=6.0, + if_exp=True, + normalization="LayerNorm", + target_name="label", + loss_eps=1e-8, + **kwargs, + ): + super().__init__() + self.num_species = num_species + self.num_orbital = num_orbital + self.num_l = num_l + self.target_name = target_name + self.loss_eps = loss_eps + + self.embed = nn.Embedding(num_species + 5, in_atom_fea_len) + self.distance_expansion = GaussianBasis(0.0, gauss_stop, in_edge_fea_len) + self.mp1 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len, if_exp=if_exp, normalization=normalization) + self.mp2 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len, if_exp=if_exp, normalization=normalization) + self.mp3 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len, if_exp=if_exp, normalization=normalization) + self.mp4 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len, if_exp=if_exp, normalization=normalization) + self.mp5 = MPLayer(in_atom_fea_len, in_edge_fea_len, in_edge_fea_len - num_l ** 2, if_exp=if_exp, normalization=normalization) + self.lcmp = LCMPLayer(in_atom_fea_len, in_edge_fea_len, num_orbital, num_l, if_exp=if_exp) + self.loss_fn = MaskMSELoss() + + @staticmethod + def _tensor(data, dtype): + if paddle.is_tensor(data): + return paddle.cast(data, dtype) + return paddle.to_tensor(data, dtype=dtype) + + @classmethod + def _prepare_batch(cls, batch): + edge_index = cls._tensor(batch["edge_index"], "int64") + if len(edge_index.shape) == 2 and edge_index.shape[0] != 2: + edge_index = edge_index.transpose([1, 0]) + + prepared = { + "x": cls._tensor(batch["x"], "int64"), + "edge_index": edge_index, + "edge_attr": cls._tensor(batch["edge_attr"], "float32"), + "batch": cls._tensor(batch["batch"], "int64"), + "sub_atom_idx": cls._tensor(batch["sub_atom_idx"], "int64"), + "sub_edge_idx": cls._tensor(batch["sub_edge_idx"], "int64"), + "sub_edge_ang": cls._tensor(batch["sub_edge_ang"], "float32"), + "sub_index": cls._tensor(batch["sub_index"], "int64"), + } + if "label" in batch: + prepared["label"] = cls._tensor(batch["label"], "float32") + if "mask" in batch: + prepared["mask"] = cls._tensor(batch["mask"], "bool") + return prepared + + def forward_backbone(self, atom_attr, edge_idx, edge_attr, batch, sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index): + atom_attr = paddle.cast(atom_attr, "int64") + edge_idx = paddle.cast(edge_idx, "int64") + batch = paddle.cast(batch, "int64") + distance = edge_attr[:, 0] + + atom_fea0 = self.embed(atom_attr) + edge_fea0 = self.distance_expansion(distance) + + atom_fea, edge_fea = self.mp1(atom_fea0, edge_idx, edge_fea0, batch, distance) + atom_fea, edge_fea = self.mp2(atom_fea, edge_idx, edge_fea, batch, distance) + atom_fea0, edge_fea0 = atom_fea0 + atom_fea, edge_fea0 + edge_fea + atom_fea, edge_fea = self.mp3(atom_fea0, edge_idx, edge_fea0, batch, distance) + atom_fea, edge_fea = self.mp4(atom_fea, edge_idx, edge_fea, batch, distance) + atom_fea0, edge_fea0 = atom_fea0 + atom_fea, edge_fea0 + edge_fea + atom_fea, edge_fea = self.mp5(atom_fea0, edge_idx, edge_fea0, batch, distance) + return self.lcmp(atom_fea, edge_fea, sub_atom_idx, sub_edge_idx, sub_edge_ang, sub_index, distance) + + def forward(self, batch): + batch = self._prepare_batch(batch) + pred = self.forward_backbone( + batch["x"], + batch["edge_index"], + batch["edge_attr"], + batch["batch"], + batch["sub_atom_idx"], + batch["sub_edge_idx"], + batch["sub_edge_ang"], + batch["sub_index"], + ) + label = batch[self.target_name] + mask = batch["mask"] + pred = paddle.reshape(pred, label.shape) + + loss = self.loss_fn(pred, label, mask) + pred_dict = { + self.target_name: pred, + } + loss_dict = { + "loss": loss, + } + return {"loss_dict": loss_dict, "pred_dict": pred_dict} + + def predict(self, batch): + batch = self._prepare_batch(batch) + pred = self.forward_backbone( + batch["x"], + batch["edge_index"], + batch["edge_attr"], + batch["batch"], + batch["sub_atom_idx"], + batch["sub_edge_idx"], + batch["sub_edge_ang"], + batch["sub_index"], + ) + if batch.get("label") is not None: + pred = paddle.reshape(pred, batch["label"].shape) + return { + self.target_name: pred, + } diff --git a/ppmat/models/deeph/deeph_graph_converter.py b/ppmat/models/deeph/deeph_graph_converter.py new file mode 100644 index 00000000..24bd6960 --- /dev/null +++ b/ppmat/models/deeph/deeph_graph_converter.py @@ -0,0 +1,84 @@ +# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from __future__ import annotations + +import os + +import numpy as np +from pymatgen.core.structure import Structure +from pymatgen.io.ase import AseAtomsAdaptor + +from ppmat.datasets.deeph_graph import get_graph + + +class DeepHGraphConverter: + """Convert a PaddleMaterials structure graph to a DeepH Hamiltonian graph.""" + + def __init__( + self, + radius, + max_num_nbr, + default_dtype, + interface, + num_l, + create_from_DFT=False, + if_lcmp_graph=True, + separate_onsite=False, + target="hamiltonian", + huge_structure=False, + if_new_sp=False, + ): + self.radius = radius + self.max_num_nbr = max_num_nbr + self.default_dtype = default_dtype + self.interface = interface + self.num_l = num_l + self.create_from_DFT = create_from_DFT + self.if_lcmp_graph = if_lcmp_graph + self.separate_onsite = separate_onsite + self.target = target + self.huge_structure = huge_structure + self.if_new_sp = if_new_sp + + @staticmethod + def _to_structure(structure): + if isinstance(structure, Structure): + return structure + return AseAtomsAdaptor.get_structure(structure) + + def __call__(self, structure, folder, converter_graph=None): + structure = self._to_structure(structure) + default_dtype = self.default_dtype + return get_graph( + np.asarray(structure.cart_coords, dtype=default_dtype), + np.asarray(structure.frac_coords, dtype=default_dtype), + np.asarray(structure.atomic_numbers, dtype=np.int64), + os.path.basename(folder), + r=self.radius, + max_num_nbr=self.max_num_nbr, + numerical_tol=1e-8, + lattice=np.asarray(structure.lattice.matrix, dtype=default_dtype), + default_dtype=default_dtype, + tb_folder=folder, + interface=self.interface, + num_l=self.num_l, + create_from_DFT=self.create_from_DFT, + if_lcmp_graph=self.if_lcmp_graph, + separate_onsite=self.separate_onsite, + target=self.target, + huge_structure=self.huge_structure, + if_new_sp=self.if_new_sp, + converter_graph=converter_graph, + ) diff --git a/ppmat/predictor/__init__.py b/ppmat/predictor/__init__.py index 34a0df0d..1117c3f7 100644 --- a/ppmat/predictor/__init__.py +++ b/ppmat/predictor/__init__.py @@ -13,7 +13,9 @@ # limitations under the License. from ppmat.predictor.base import BasePredictor +from ppmat.predictor.deeph import DeepHPredictor __all__ = [ "BasePredictor", + "DeepHPredictor", ] diff --git a/ppmat/predictor/deeph.py b/ppmat/predictor/deeph.py new file mode 100644 index 00000000..2ff6c4ac --- /dev/null +++ b/ppmat/predictor/deeph.py @@ -0,0 +1,261 @@ +# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from __future__ import annotations + +import json +import os +from configparser import ConfigParser +from typing import Dict + +import numpy as np +import paddle +from ase import Atoms +from pymatgen.io.ase import AseAtomsAdaptor + +from ppmat.datasets.deeph_graph import _load_orbital_types +from ppmat.models import build_graph_converter +from ppmat.predictor.base import BasePredictor + + +class DeepHPredictor(BasePredictor): + """Predict DeepH Hamiltonian blocks and export them in DeepH npz format.""" + + @staticmethod + def load_orbital_config(config_path): + config = ConfigParser() + if not config.read(config_path): + raise FileNotFoundError(f"Can not read DeepH config: {config_path}") + return json.loads(config.get("basic", "orbital")) + + @staticmethod + def _load_processed_structure(processed_dir): + lattice = np.loadtxt(os.path.join(processed_dir, "lat.dat")).T + atomic_numbers = ( + np.loadtxt(os.path.join(processed_dir, "element.dat")) + .astype(np.int64) + .reshape(-1) + ) + cart_coords = np.loadtxt(os.path.join(processed_dir, "site_positions.dat")).T + atoms = Atoms( + numbers=atomic_numbers, + positions=cart_coords, + cell=lattice, + pbc=True, + ) + return AseAtomsAdaptor.get_structure(atoms) + + def build_inference_batch( + self, + processed_dir, + species, + num_l, + dtype="float32", + ): + """Build a label-free DeepH batch from overlap-derived local coordinates.""" + structure = self._load_processed_structure(processed_dir) + np_dtype = np.dtype(dtype).type + graph_converter = build_graph_converter( + { + "__class_name__": "DeepHGraphConverter", + "__init_params__": { + "radius": -1.0, + "max_num_nbr": 0, + "default_dtype": np_dtype, + "interface": "npz_rc_only", + "num_l": num_l, + "create_from_DFT": True, + "if_lcmp_graph": True, + "separate_onsite": False, + "target": "hamiltonian", + }, + } + ) + graph = graph_converter(structure, processed_dir) + + species_to_index = { + int(atomic_number): index for index, atomic_number in enumerate(species) + } + atomic_numbers = np.asarray(structure.atomic_numbers, dtype=np.int64) + unknown_species = sorted(set(atomic_numbers) - set(species_to_index)) + if unknown_species: + raise ValueError( + "DeepH inference structure contains species missing from the model: " + f"{unknown_species}" + ) + atom_features = np.asarray( + [species_to_index[int(number)] for number in atomic_numbers], + dtype=np.int64, + ) + subgraph = graph.subgraph_dict + + return { + "x": atom_features, + "edge_index": np.asarray(graph.edge_index, dtype=np.int64), + "edge_attr": np.asarray(graph.edge_attr, dtype=np_dtype), + "batch": np.zeros(atom_features.shape[0], dtype=np.int64), + "pos": np.asarray(structure.cart_coords, dtype=np_dtype), + "sub_atom_idx": np.asarray( + subgraph["subgraph_atom_idx"], dtype=np.int64 + ), + "sub_edge_idx": np.asarray( + subgraph["subgraph_edge_idx"], dtype=np.int64 + ), + "sub_edge_ang": np.asarray( + subgraph["subgraph_edge_ang"], dtype=np_dtype + ), + "sub_index": np.asarray(subgraph["subgraph_index"], dtype=np.int64), + "structure_lattice": np.asarray( + structure.lattice.matrix, dtype=np_dtype + ).reshape(1, 3, 3), + "structure_frac_coords": np.asarray( + structure.frac_coords, dtype=np_dtype + ), + "structure_atomic_numbers": atomic_numbers, + "structure_folder": os.path.abspath(processed_dir), + } + + @staticmethod + def _to_numpy(data): + if paddle.is_tensor(data): + return data.numpy() + return np.asarray(data) + + @staticmethod + def _get_structure_folder(batch) -> str: + folder = batch.get("structure_folder") + if isinstance(folder, (list, tuple)): + if len(folder) != 1: + raise ValueError( + "DeepH Hamiltonian export currently expects batch_size=1." + ) + folder = folder[0] + if not isinstance(folder, str): + raise TypeError("DeepH Hamiltonian export requires `structure_folder`.") + return folder + + def build_hamiltonian_npz( + self, + pred, + batch, + orbital, + spinful: bool = False, + ) -> Dict[str, np.ndarray]: + """Convert DeepH edge predictions to rh.npz-compatible blocks.""" + if spinful: + raise NotImplementedError( + "Spinful DeepH Hamiltonian export is not enabled." + ) + + folder = self._get_structure_folder(batch) + atom_num_orbital = _load_orbital_types( + os.path.join(folder, "orbital_types.dat") + ) + + pred = self._to_numpy(pred) + edge_index = self._to_numpy(batch["edge_index"]).astype(np.int64) + if edge_index.ndim == 2 and edge_index.shape[0] != 2: + edge_index = edge_index.T + edge_attr = self._to_numpy(batch["edge_attr"]) + atomic_numbers = self._to_numpy(batch["structure_atomic_numbers"]).astype( + np.int64 + ) + lattice = self._to_numpy(batch["structure_lattice"]).reshape(-1, 3, 3)[0] + inv_lattice = np.linalg.inv(lattice) + + hamiltonian = {} + lattice_shifts = np.rint( + edge_attr[:, 4:7] @ inv_lattice - edge_attr[:, 7:10] @ inv_lattice + ).astype(int) + + for edge_id in range(edge_attr.shape[0]): + atom_i, atom_j = edge_index[:, edge_id] + block = np.zeros( + (atom_num_orbital[atom_i], atom_num_orbital[atom_j]), + dtype=pred.dtype, + ) + atomic_number_i = int(atomic_numbers[atom_i]) + atomic_number_j = int(atomic_numbers[atom_j]) + + for out_idx, orbital_dict in enumerate(orbital): + for n_m_str, orbital_pair in orbital_dict.items(): + condition_i, condition_j = map(int, n_m_str.split()) + if ( + atomic_number_i == condition_i + and atomic_number_j == condition_j + ): + orbital_i, orbital_j = orbital_pair + block[orbital_i, orbital_j] = pred[edge_id, out_idx] + + key = json.dumps( + [ + int(lattice_shifts[edge_id, 0]), + int(lattice_shifts[edge_id, 1]), + int(lattice_shifts[edge_id, 2]), + int(atom_i) + 1, + int(atom_j) + 1, + ] + ) + hamiltonian[key] = block + return hamiltonian + + def save_hamiltonian_npz( + self, + path, + pred, + batch, + orbital, + spinful: bool = False, + ) -> None: + """Save DeepH predictions as an rh.npz-compatible Hamiltonian file.""" + hamiltonian = self.build_hamiltonian_npz( + pred=pred, + batch=batch, + orbital=orbital, + spinful=spinful, + ) + os.makedirs(os.path.dirname(os.path.abspath(path)), exist_ok=True) + np.savez(path, **hamiltonian) + + def predict_hamiltonian( + self, + processed_dir, + output_path, + orbital, + species, + num_l, + dtype="float32", + ): + """Run Paddle DeepH inference and save predicted Hamiltonian blocks.""" + batch = self.build_inference_batch( + processed_dir=processed_dir, + species=species, + num_l=num_l, + dtype=dtype, + ) + if self.eval_with_no_grad: + with paddle.no_grad(): + prediction = self.model.predict(batch) + else: + prediction = self.model.predict(batch) + prediction = self.post_process(prediction) + pred = prediction[self.model.target_name] + self.save_hamiltonian_npz( + output_path, + pred=pred, + batch=batch, + orbital=orbital, + spinful=False, + ) + return output_path diff --git a/ppmatSim/configs/Calculator/deeph_openmx.yaml b/ppmatSim/configs/Calculator/deeph_openmx.yaml new file mode 100644 index 00000000..a1150819 --- /dev/null +++ b/ppmatSim/configs/Calculator/deeph_openmx.yaml @@ -0,0 +1,10 @@ +_target_: ppmat.calculator.deeph.DeepHDFTCalculator +type: deeph_dft +calculator_cls: ase.calculators.openmx.OpenMX +calculator_kwargs: + xc: PBE + scf_kgrid: [1, 1, 1] + scf_energycutoff: 200 +command: null +output_filename: openmx.log +overlap_pattern: output/overlaps_*.h5 diff --git a/ppmatSim/configs/Task/deeph_dft_inference.yaml b/ppmatSim/configs/Task/deeph_dft_inference.yaml new file mode 100644 index 00000000..529e7b75 --- /dev/null +++ b/ppmatSim/configs/Task/deeph_dft_inference.yaml @@ -0,0 +1,9 @@ +_target_: ppmat.calculator.deeph.DeepHDFTInferenceTask +orbital: null +orbital_config_path: null +species: [6] +num_l: 5 +output_dir: deeph_dft_results +dtype: float32 +run_dft: true +processed_dirs: null diff --git a/ppmatSim/configs/deeph_openmx.yaml b/ppmatSim/configs/deeph_openmx.yaml new file mode 100644 index 00000000..4b679adf --- /dev/null +++ b/ppmatSim/configs/deeph_openmx.yaml @@ -0,0 +1,22 @@ +# @package _global_ +device: gpu + +defaults: + - /Run: default + - /Logger: default + - /Model: load_model + - /System: load_system + - /Calculator: deeph_openmx + - /Task: deeph_dft_inference + - override hydra/job_logging: disabled + - _self_ + +hydra: + job: + name: deeph_openmx + chdir: True + run: + dir: ./out_${hydra:job.name}/${now:%Y%m%d_%H%M%S} + +Predictor: + _target_: ppmat.predictor.DeepHPredictor diff --git a/ppmatSim/main.py b/ppmatSim/main.py index dac5abfb..8f230228 100644 --- a/ppmatSim/main.py +++ b/ppmatSim/main.py @@ -21,7 +21,6 @@ from omegaconf import DictConfig from omegaconf import OmegaConf -from ppmat.predictor import BasePredictor from ppmat.predictor.structures import build_init_structures from ppmat.utils import logger @@ -40,9 +39,19 @@ def main(cfg: DictConfig): # Initialize the model load_model = instantiate(cfg.Model) - predictor = BasePredictor( - work_dir=cfg.Run.work_dir, device=cfg.device, **load_model - ) + if cfg.get("Predictor") is None: + from ppmat.predictor import BasePredictor + + predictor = BasePredictor( + work_dir=cfg.Run.work_dir, device=cfg.device, **load_model + ) + else: + predictor = instantiate( + cfg.Predictor, + work_dir=cfg.Run.work_dir, + device=cfg.device, + **load_model, + ) # Detect interface type and interface object if cfg.get("Calculator") is not None: diff --git a/requirements.txt b/requirements.txt index 0c8da8a9..324a0ead 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,6 +2,7 @@ ase==3.23.0 colorlog==6.8.2 Cython==3.0.12 hydra-core==1.3.2 +h5py==3.12.1 einops==0.8.0 importlib_metadata==8.6.1 jarvis_tools==2025.5.30 diff --git a/test/test_ase_dft.py b/test/test_ase_dft.py new file mode 100644 index 00000000..0b5f9a16 --- /dev/null +++ b/test/test_ase_dft.py @@ -0,0 +1,133 @@ +# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import json +import os +import tempfile +import unittest +from types import SimpleNamespace + +import h5py +import numpy as np +from ase import Atoms + +from ppmat.calculator.deeph import DeepHDFTCalculator +from ppmat.calculator.deeph import preprocess_openmx_overlap +from ppmat.models.deeph import DeepHHamiltonian +from ppmat.predictor.deeph import DeepHPredictor + + +class TestASEDFT(unittest.TestCase): + @staticmethod + def _write_openmx_overlap_fixture(raw_dir): + os.makedirs(os.path.join(raw_dir, "output"), exist_ok=True) + with open(os.path.join(raw_dir, "openmx.out"), "w") as file: + file.write( + """ +Atoms.UnitVectors.Unit Ang + +Fractional coordinates of the final structure +index element x y z +--- +--- +1 C 0.0 0.0 0.0 +2 C 0.25 0.0 0.0 +3 C 0.0 0.25 0.0 + +""" + ) + overlap_path = os.path.join(raw_dir, "output", "overlaps_0.h5") + with h5py.File(overlap_path, "w") as overlap_file: + for atom_i in range(1, 4): + for atom_j in range(1, 4): + key = json.dumps([0, 0, 0, atom_i, atom_j]) + overlap_file[key] = np.eye(4, dtype=np.float64) + + def test_ase_calculator_schedules_backend(self): + atoms = Atoms( + symbols=["Cu"], + positions=[[0.0, 0.0, 0.0]], + cell=np.eye(3) * 4.0, + pbc=True, + ) + with tempfile.TemporaryDirectory() as tmpdir: + calculator = DeepHDFTCalculator( + predictor=SimpleNamespace(), + calculator_cls="ase.calculators.emt.EMT", + ) + calculator._run_dft(atoms, tmpdir) + self.assertTrue(os.path.exists(os.path.join(tmpdir, "structure.xyz"))) + + def test_openmx_overlap_to_deeph_inference(self): + with tempfile.TemporaryDirectory() as tmpdir: + raw_dir = os.path.join(tmpdir, "raw") + processed_dir = os.path.join(tmpdir, "processed") + self._write_openmx_overlap_fixture(raw_dir) + + preprocess_openmx_overlap(raw_dir, processed_dir) + predictor = DeepHPredictor() + batch = predictor.build_inference_batch( + processed_dir, + species=[6], + num_l=2, + ) + self.assertEqual(batch["edge_index"].shape, (2, 9)) + self.assertEqual(batch["sub_edge_ang"].shape[-1], 4) + + orbital = [ + {"6 6": [orbital_i, orbital_j]} + for orbital_i in range(4) + for orbital_j in range(4) + ] + + model = DeepHHamiltonian( + num_species=1, + in_atom_fea_len=16, + in_edge_fea_len=32, + num_orbital=16, + num_l=2, + gauss_stop=6.0, + if_exp=True, + normalization="LayerNorm", + target_name="label", + ) + predictor.model = model + predictor.eval_with_no_grad = True + predictor.post_process = lambda data: data + calculator = DeepHDFTCalculator(predictor=predictor) + calculator.run_deeph_inference( + structures=[Atoms("C3")], + orbital=orbital, + species=[6], + num_l=2, + output_dir=os.path.join(tmpdir, "result"), + dtype="float32", + run_dft=False, + processed_dirs=[processed_dir], + ) + + output_path = os.path.join(tmpdir, "result", "000000", "rh_pred.npz") + with np.load(output_path) as prediction: + self.assertEqual(len(prediction.files), 9) + self.assertEqual(prediction[prediction.files[0]].shape, (4, 4)) + + +if __name__ == "__main__": + unittest.main() diff --git a/test/test_deeph.py b/test/test_deeph.py new file mode 100644 index 00000000..7522e2b1 --- /dev/null +++ b/test/test_deeph.py @@ -0,0 +1,176 @@ +# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import tempfile +import unittest + +import numpy as np +import paddle +from ase import Atoms +from omegaconf import OmegaConf +from pymatgen.core.structure import Structure + +from ppmat.datasets.collate_fn import DefaultCollator +from ppmat.datasets.custom_data_type import ConcatData +from ppmat.models.deeph import DeepHGraphConverter +from ppmat.models.deeph import DeepHHamiltonian +from ppmat.predictor.deeph import DeepHPredictor + + +class TestDeepH(unittest.TestCase): + def test_deeph_config_can_be_loaded(self): + config_path = os.path.join( + "electronic_structure", + "configs", + "deeph", + "deeph_graphene.yaml", + ) + config = OmegaConf.to_container(OmegaConf.load(config_path), resolve=True) + + self.assertEqual(config["Model"]["__class_name__"], "DeepHHamiltonian") + self.assertEqual( + config["Dataset"]["train"]["dataset"]["__class_name__"], + "DeepHDataset", + ) + init_params = config["Dataset"]["train"]["dataset"]["__init_params__"] + self.assertIn("config", init_params) + self.assertNotIn("config_files", init_params) + self.assertEqual(len(init_params["config"]["basic"]["orbital"]), 169) + + def test_deeph_forward(self): + paddle.seed(42) + model = DeepHHamiltonian( + num_species=1, + in_atom_fea_len=16, + in_edge_fea_len=32, + num_orbital=9, + num_l=3, + gauss_stop=6.0, + if_exp=True, + normalization="LayerNorm", + target_name="label", + ) + + num_nodes = 3 + num_edges = 4 + num_sub_edges = 8 + batch = { + "x": paddle.zeros([num_nodes], dtype="int64"), + "edge_index": paddle.to_tensor([[0, 1, 1, 2], [1, 0, 2, 1]], dtype="int64"), + "edge_attr": paddle.ones([num_edges, 1], dtype="float32"), + "batch": paddle.zeros([num_nodes], dtype="int64"), + "sub_atom_idx": paddle.to_tensor( + [ + [0, 1], + [1, 0], + [1, 2], + [2, 1], + [0, 1], + [1, 0], + [1, 2], + [2, 1], + ], + dtype="int64", + ), + "sub_edge_idx": paddle.to_tensor([0, 1, 2, 3, 0, 1, 2, 3], dtype="int64"), + "sub_edge_ang": paddle.zeros([num_sub_edges, 9], dtype="float32"), + "sub_index": paddle.to_tensor([0, 1, 2, 3, 4, 5, 6, 7], dtype="int64"), + "label": paddle.zeros([num_edges, 9], dtype="float32"), + "mask": paddle.ones([num_edges, 9], dtype="bool"), + } + + output = model(batch) + + self.assertIn("loss", output["loss_dict"]) + self.assertIn("label", output["pred_dict"]) + self.assertEqual(list(output["pred_dict"]["label"].shape), [num_edges, 9]) + + def test_deeph_data_uses_default_collator(self): + sample = { + "x": ConcatData(np.zeros([2], dtype=np.int64)), + "edge_index": ConcatData(np.asarray([[0, 1], [1, 0]], dtype=np.int64)), + "edge_attr": ConcatData(np.ones([2, 1], dtype=np.float32)), + "batch": ConcatData(np.zeros([2], dtype=np.int64)), + "label": ConcatData(np.zeros([2, 9], dtype=np.float32)), + "mask": ConcatData(np.ones([2, 9], dtype=bool)), + "sub_atom_idx": ConcatData(np.asarray([[0, 1], [1, 0]], dtype=np.int64)), + "sub_edge_idx": ConcatData(np.asarray([0, 1], dtype=np.int64)), + "sub_edge_ang": ConcatData(np.zeros([2, 9], dtype=np.float32)), + "sub_index": ConcatData(np.asarray([0, 1], dtype=np.int64)), + } + + collated = DefaultCollator()([sample]) + + self.assertIsInstance(collated, dict) + self.assertEqual(collated["x"].tolist(), [0, 0]) + self.assertEqual(collated["sub_atom_idx"].tolist(), [[0, 1], [1, 0]]) + self.assertEqual(collated["sub_edge_idx"].tolist(), [0, 1]) + self.assertEqual(collated["sub_index"].tolist(), [0, 1]) + + def test_deeph_prediction_can_export_hamiltonian_npz(self): + with tempfile.TemporaryDirectory() as tmpdir: + with open(os.path.join(tmpdir, "orbital_types.dat"), "w") as f: + f.write("0 1\n") + f.write("0 1\n") + + batch = { + "edge_index": np.asarray([[0], [1]], dtype=np.int64), + "edge_attr": np.asarray( + [[1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0]], + dtype=np.float32, + ), + "structure_lattice": np.eye(3, dtype=np.float32).reshape(1, 3, 3), + "structure_atomic_numbers": np.asarray([6, 6], dtype=np.int64), + "structure_folder": tmpdir, + } + pred = np.asarray([[0.25]], dtype=np.float32) + orbital = [{"6 6": [0, 1]}] + predictor = DeepHPredictor() + + hamiltonian = predictor.build_hamiltonian_npz(pred, batch, orbital) + + self.assertEqual(list(hamiltonian.keys()), ["[0, 0, 0, 1, 2]"]) + self.assertEqual(hamiltonian["[0, 0, 0, 1, 2]"].shape, (4, 4)) + self.assertAlmostEqual( + float(hamiltonian["[0, 0, 0, 1, 2]"][0, 1]), + 0.25, + places=6, + ) + + output_path = os.path.join(tmpdir, "rh_pred.npz") + predictor.save_hamiltonian_npz(output_path, pred, batch, orbital) + loaded = np.load(output_path) + self.assertIn("[0, 0, 0, 1, 2]", loaded.files) + self.assertAlmostEqual( + float(loaded["[0, 0, 0, 1, 2]"][0, 1]), + 0.25, + places=6, + ) + + def test_deeph_graph_converter_accepts_ase_atoms(self): + atoms = Atoms( + symbols=["C", "C"], + positions=[[0.0, 0.0, 0.0], [1.0, 0.0, 0.0]], + cell=np.eye(3) * 4.0, + pbc=True, + ) + structure = DeepHGraphConverter._to_structure(atoms) + + self.assertIsInstance(structure, Structure) + self.assertEqual(len(structure), 2) + + +if __name__ == "__main__": + unittest.main()

xb(5}(yx)7C3AU-zYWA!LrMi;unhTg9?0N-b+PfX5w6ouc zs$mh&kcYCICwn0Q?VVI|hkqYD7`S+OgRwV4&pTwL4oo5bA3Bc#M7n-?S`wd@16DE* ziM#t$KProxRWOgglz)4{3L6n7kcUju_w*Sn%^Pg;cw^*9Q{Fxo-2F!D?U_1ZM~c(t zpZ3^dxpwQHgC2F3OM(1q6rE_rvK3V_WRcUVMiC$UnYPK%)b?A3rN2LLF@W8VMbi@s zQXn((!K}!(PneN+o_wkR=uCizI4l5P$x55oAuv#Y>bs`0avv<@y_A%0h(64|^EgV& z;bkEWujIjHcS-Iy7q802q>MUwJ8U8%%|2=+x=6_^jaWEsEdf0=T0O=DryG(_{q_xd zX3CM`Yd)X8WYQg{B}*vlwAJ(nA*nHugVb!QZbGOKp=MC3N~w0+xaQ)wZ%h*p1mr{q z!y`4RzeU)JZatp&fPpEp`dsZJ_OtHQzAZT3o_x@97G1}WRgdUEkoOEADPX@bE@oz75j;R)xNq{Z_s4Bu z8fkdBJ)Yyp*y68QRABy^*+e-5UzAkeP(S2100M&#hxERC;A26vRs`gW{wP;xqBd2@ zaw!K72M9grh7WI!*^uMxC~f(4J`dhcf(C8o1=Ucz`~LB})k&?~usu4q|zJzcm}jfpI^{=u#Eh z0^d>Ya-@!(jFF3Gye3%tOuPib4?P}ye{(HP(+ZO}H!`n&1>S6Nu~^K#DUx-eG04Rp z4&mSnEkP`$GseP9gkPcCIa-oPbOnvUtcwLeAf?Ek{4RtmC9{r`T!PS40_w9OI=RP_ml0>31 z=MiqAQkYzt;1 zxGsS-+0p-!JoUhG=%Ch?S00HIu5C>&OdIxn;Yu@Rn0itY3#!sAts-ZMuBA3WE`F=r z_V1&{Ax-Yb@0`8(E$z<88N5(!>OLFNW!LAl`e`NCl{oXAPQqS$AAbsh)MbK!RJill zJ7Zv(T`xrLRmMQkf6B|2QTV7wyqL+}tHD>pa^zSbByM_)X)IE{AG$}WiHBOch%}=H zSvo`d#7*9hnumxf34lp|$yhif>XzW(1oe#An~8zh(g;ravWhn%MNPn|MuIJt-Gr+k z1gR9>t%a4`U@N#FD~@oN!_jUOW+B_DSm9n5pph1u!gb*cI=IZ&#ZhqSbwc1eASe+c zlJyFrV}!a0yg|x4YDh${m&}BhdZ7lVGCP8rTwe0t-%u}0(<3)Y_}jSiuLD%X|K`~H zBH?YdX2cwN4vx|^FnFAN8Mw7&&;M+KR#nil&I~DQ-qX!hdTZhsI9<2=*FHzl&vmsg zQ-SgY%uHUVA1Og-4Tj%57BIc9`WS^9IPZ-sMJYd@1znr2U!)J%`_j)edr%Dm$6QtYA7U@lPAx%wh#8Ta}68z(|OeqgsL5M(L+4irGid+lH;+PIo;Hs7S! z48YIervd}-X{Vi*0}g{$8k; zIyRY0y>&JMA*{wB-nO!_L&1ALt1I~TNECgr!=bD))(KkJSq>^MtG;now9z(OZw8bq zn04-_*;&kjcEGweC|-EbXH{%gL&~cSctn9zc>T7kicXzYt)`bGNu{E{#4C2}Is!$4 z;h4Us{GDfWkuRyLo)(wdtZ$bh3nvFU32Ui^P)u*Q4C~J{!Q6PUi4PyFEW{oW__!W)+-LCwgBJi*d%fs#ilOiEq{WbwEj2wmYg#n6 zRt^CJ3@~d92Hg`FyP>}WOXU!nly#|c@?d;1wtH-p2DA>Cr4a&VT_;ICs#CogkgpgX z15@?3L+Fs=^CGbMJ02+C19HYUdC_n(mXf(_t{wlv)NP4TYG^Cj+E&Q2ksSx# zmpLB6mmJE*1D3PS+53cA@3&5)$H0(#jd9Q{dh>cfe-)&lQI%@9 zMqf&PtJRbNU%X?+EN}^kJo&`cK}vNPolfX8%pBD?lIz#X%#otHe1VPcdezrAuwhod zqImqSFh>9RU8eVQB=0k>&ka5yWiwKI(>$Q8@H+jcJzctlO|2ewSaL921rIY{I`O1s z%FfH9AzoSU9uc=^0Za;5;iTx}7u1ge9~ZHR0IQUk&Ld8XUh1aAh}~^eC=-IR!d(WsWWF8RWz5a^mM+^w9av-GDrLcYA)0&eAwYlv$YYe*(*D9>2$V9th7}v={?#* z*^`#=#L=y}iTu^Gm_r3)f?=JfPYwE27?P5N2rWUt6_w>P>*H^?_3Y#t#VT@J1K0`* zS|&%iL^Mk8gbCxOHCWH21B9`RxSyMk{;aWM!M`#=1}f^OzMpW2@hviYtfowFzA(w# zMGs?)J3tf7<9oBz$q!Cyz(qh%)-B9<3AEmpVE&AG(bd1Zav48*bPTw9hRBa#+$=U3 zH+KQ_vOL5xo0k8+1H~)mkJMVUfN%?}!+<=z34a~4bcAY`3VuB!C2#*A;u0Wr`H}We z-2En#9&swKw@Rs!9y=ogg5vobYYsMR{DvY=w$G{7(7Oi~jh{=(1gDBDsXZ4eerUNj zqR$;8F304gV6u`Fa@oo;v1!COgvmFxJ~E!A*(w)2-G5azl|HVWj_Zk1v7y}Gwz>er zBpTcOovu9FWoNy#O1p!4Am9Z9Y)r-_*ys2hy$Ky-IqbQ%e!qSld;%bs+kP3{tsY*Q zOEvm9aVi86NEI~9yE0@zC6oz=359h!9~y_{f59XNtF(q$;T&9=Ht`Xhe9g$ezL-?( z7Jq6b-qR!sH)i5HEA5=mj)j91CJH|z;U z=WP|c?{}i9UBS-@mOzFo^HsqKjm*O|L?&U;y+R9g^XYdFo;E=!doFJW#OQJ7XbjJU zCX`sq;*Fj>rkhtBV(x!_87-#Cm6#|8(-zBU(BMKUl>S(42Xlv5EN_E_;_oJjKAEw_ zLWGJ{@f7Xpp+R$f8(Il+(Qw+5c#~<5J#&XMxu$)OXc0iQi914d zNcvz9N`lFk;k^6mPYOYOy1)Sp#!>~>Ukq!yui9bg(%&>GFWA-BuC~12se4IjkH1x9bnKYdgt z5oT)kVJnsQ8UXinL8Ov!k`U21cjh&r8ML`oz6KW$EBNrtI_te^LaI~o+|3xAB{?5- zrWzZZoF*a(+nAHoUN5C*_rT}j>h;mIb5 z{KQ0_rD=oY&ZqK}M3onwE*hLp5xa7US((QZMiWig*I^1=Rv|~urnF&N8-dHu-SwwK zJXd$Q0VfMzj>zhkWVTVQQl>BC#qDpSqiUDW05HZkHkAdVb&#H*1rpCO_a=s5;OiA% zdHNpX$N+Oe3Mto1D*2K0{yLftXD|1Tws_tjOsBX>(QGWh%MDxzNvq|ZNfrczcGDlVRqYsod1>!;6 zcCLFqPaZ2TtUZq#c8Eom(#>Wa+av$ZT>pIx>I2AXN)9B_v~5u?5LJ(KFCCZ}mW}Er z$vY^0_pd&b5V)s?phnTz&v+zB==iy`6OUT6vD(O)-G`|)Wm8^WIk=rQyuEZA*H?qF zSdWRmEarlHQ)iof3{R@l>}_%oD;&1AmBFG?ymx9j@(SCs%2&@%EDjOQ6`rzY+yNl6Ux#s2HtnuPSLr9)voM9Un`zZ`Q0T(c2(=x z=4HD06G&LBHT|v-)eU3e+XE9G_2t1V*d?*rxxT0Rf9U@R~zUFArK;m@lqA zlZ1SquUQA`c~vBU9(=7f-$TK$0YD-b>?$x?Q2-_dr5{%nIn?^+OYG(EJ;yyYU=p+& z^20g5zAU)!x>8F+jl_0B-F~)rmF6yem9X}et;~$(Wq2wJd5Jc8v4UP9IoBn1;wB@D z4gtEf%pqTinFltHz#W}SxwBkq}1@*|Nq_!a)FDUqyxLEo>nn3hmpC zw{a?RJ8SDp5V1IE_erjd`_&HX8tJwHi7l7|Wm=!yG{73eMB?Cpl2?q%^+wrB-oR5cmil{1$w)OqY}Qa8Jv3W*vY%B2N{_i&8NyLuf+Z_(y+-XjlNYmS zn%nV{_X$gqH`AixsfbVgXx8^wp zlkhN~u0;Alj+QVZAuN%Y8mCWR=qyQ`cAmyfmkk*{7DpDiot_t7`rQdelNjs8uAo$b zqe_rULna4{LiuoUcv2K2?7CKPbN#ND1Nc$>y3Yq5%?3ZQm~om{Tzp{Wpxn0nqGRMn zHYPkf^k%BfH z*~|Yo!$6()hX@3jXE)FQwUpUdEZDW4iA0yd z-9-N7O?uNl=7c2>GA|d|Yi%dg8mO&R`Qn+sOFA#n)|0I2Z&JpSp1V1YwxIdv$T}0&gyO@ZK+I(_o5&U@TR`e zaT!%4PO+6198)p383`q^$oWTl2Nn+DN-O&a_j^08?TEg7c>kf4y7Y|AJzZM9f&Q%I zmEaM{FS-bPrkxAr;LksGhT?nmJe@_rKntk;|1@@X&Yjf@(D0PbNx`vAK6kODGrm&_ z{H~RpL5WNwQfW}6CHokK6rZ>r+Oraa&}x|nYoVr_YJu#gvS5qqsx%Ff!a(xn5m>Iu z0<9j<;z@%m8F(2zk$*wbfi&2Fe@R=&b-miNybb_wb%Dnq4PXTN0~}P$`f1PAUJn4> zi1{CV1-3!il#vBaULGC{LKJkN=OiG83E&?OF1?ex&5CKUiG>t z;G$wikC1(eAMO;AiOno}&`2$za2|(DichGY9@vN9ip&@@hxWwf#h|dHoud=ZZ_htZ zW&hrDZ~Hw5oW--K!eZ)&i?JGG+IwcyC`ITe=tKZemNC8a-{}dBC>V9sx6wfeZqK~o zOkiBj2X&L!PW||yud}Np0a%X!w9yiH`~Wj8_f{ed4O#(U`Z5FYeDQp)e_fNPVr%0V z?{{~0{tZ1AG-`C30y%0$lLT+H8-|w;kpM0VhRZ;ZsrC54NS!0a(A-Dg-oA{#`vHty zqgRuN=;f9D$KrBB{-9w0R3+q{vA~Q!G*L=Ac9RuqEr#QqzmKo$7hHy8iLixGKe8v4 zKD@4!7lN~Yw5MCdMjc*GOX4>7XW49(B&WIf%~4Y^2f!0OQyhaf_q&zpJKEa={uRC} zFgRNh;nJ}y9(JNvN)l^kjQf1BDE!H!uFN@WuU(~|C5bq0ZZI7D zhfLRhSB0jKQn_-?InWA@H}Tqc>eKGiE{6INl@gWW7Sk$X<~ZP?!_@mvz7w(pR8#pG z3J*@lmr*xxJxh_c$A!Y#fxPa~juwNCu$M7MlFEfkrmcXfGnW6)2{NVe^3Jy8Kw}k-@@!p~o3T>Q~3wT&RPS)ceJ6y=(Jy z8L*d}8yEeQ$CsRjeB#84=1BMSo#&<^{uEtXOGqd26d*!Q9~N^h{X4X^ zm4Evu5X=axO`1ljkH6)(iyQ-M6)=S4gB5wR{IQZ9sDN1kM(geqa?(6Nj6y#Hrz$o? zwp0zPQ*~DC2k9N@lp1yJ-sWf1>VleVWQq4l*bD>RzHc}G+%2Qk6Wc+*jV}rk8-nY+ zh}l&%3|!=&>bzGoTTLJbAz|8&>nh{AoTcg}7cO<39fCGdHoz4ns>5yva^%Z<;fknqg`>fEus` z{|COnh5(2Z%^}xUn4cch4?u&Ak-~t^yQTlwMGD%W_geurEDyj?%L8o^Fkpbq42f>= z5CEevK)K+z(%G%=)iy`)Lb=bUN5HuZcnd~+>~r|OA`rGVNsa7fcM7jp|NOmXd*@5v z3*%6Vo1(F})4}6QueKe#@Z`Hmwe}Xu-g>gxj=2HSBrt3~0pt@h0+vA zFK}h?H1`8NI3AQO5BPNaCjoY1)`dAa^=*|O?cbY;Wqh#D@+l2FIMx@#h2rL7a*OXS zy`FjYk+n+&X9t-aPLFlNu2_yRcFM-vA}RcCeKe^&rB14$r+}c~!;G?|cF6SZ91pSL z_=93pSZ^(Cd=A~Y{+U+Giqj~R_Syd0G`J$zrO6oKx$ZP z5UF<`r7Mw*AnonjT-_q1>a^4B zir9NIr(R^2$Is_X>IqpP<+)0|zS8+DQp9iBkFyD6ZeLv(R;=OI7pxJCuC_>R2`96OT;b!aY+LXk$zHNv~aMKE@u{rWj}wB7Q>gsIrQK zC9wF+hGLQH+U*m|+sDg~CE#*oZ}trWJWl(vBW_bO>78peoAWeoDL`rvft4YA#!dB_ zUM~{eeYku_@M=o3N6?RKH740d#t_#Ao(;+3wtD^QqsTYS@#g<0KxU7m>0Lc=p1R`J ztbphccnEoX>^p2^?$G+LUr|2L3ohu6Nu|?g3&F?H4+R0Q8bh%I#;z)}HqXy}5n%C| zbLVj~yHd0F$|D>I43C4s*9o)&PAvlfsZ!qD>dM`%)IHh-a&=fE#@XcNw5c$*r2*j&b#Hw+^TsGxz ze-fXI&Nu%eZ_&mH>Qhf-NbeV>7ben-W3@wKvZidvg*%J-NT20lIx zdvmzUBgqK!3D$n0=`lHUWD}Yx+Pbj<@Zy>d&&_T0NZ*~wKsMNIX4JTvg>>`!I9!oL z1j%1L$HzFbRL-Mg+*Wyl=J9>lzC(~rwD`>8EoSHmd))(^A;P_&>F;UB+oEKt8Sm4_ zC%ZzW%XuwW$qEbiTA`oQ&h8+-WBix-kj?`ftLw)jq7bu?+<5cS=n;WZ;?KXJ*6rZS zODN`Y^Xqze+zx;_WDp2z{|6$4ZzT!80&JhX`I-Vy?$J2re)hNUkbmTXREj~=0reO4 z40weD8Js$ppS#U#(Rl)H{l>JrxybL3R~@;pwSK?tU*qP+E~)StDhrC1!Giv1@l4)} z7%|Kb-m}|ojS-aCfSwll8Fh;i_)?T3`5<`b!;&ch2Wx7;jIK6rcqQ=;Lzx8uHxLSF zrKZh!7TsJQBn~~f(a%H;lunMjdlst(^NFfrCHmNPH7qOcwbcl+@Gq6h&#Y%6sV;sq zW~lK(JxcfYWxx^|oP4{W3?NGan2mu|^`%0xU!tcj zz&|-h%2+roYx!6yJH5-yw4?c5>@@K$b!2#F!I2OabG?kf;J@{u zQ87m|jUT=odQ8-SSdHc^!e5)f@DAz)x0b~4pkEaFpTAvnuYXF7oq0-$!;Pw!N)oMA zs7I!%aq@T13`F8FCFuccUj~u4!FC3hC#@NWL#j~2wm-O!EBU7EH#oNz67z_ZUA`ph zIJ1W0YIu+sBNZUnqgIQ}cH-rdVSx&VD4f-HN9ls*xlc~E5^;1x%(~5!_^8Hca_;w% zX&MFw`fM^S679SDhEW@rS`!xfzkh4Sk88>UwoVF)nv!xzN5@Wg$L^K1zD`n|ard?a z|7wTYQFz`or$@dx!5c*Q)_bvx!b+DvTZY{oO{b#W8>sHOzIr<)la9eGzGW8i?-yAyIo5zFDxn|THX6^-R z@k>i4>KR=iD+H~=ZQt|`+5nDl32^1{XDjss`!U%1zBf=%eF6RPH@ z{qqU$aJKZ(67z`tyI-)@4Y8;5&j_G>jqLuu87T=Y?#}#o`4iYN*bv)ol{hP+cPA}W zj7Md+QlKm1yp0z|Vdy`AABf$%zt~U!5~NIP*jRvTw*$C0fP@&6V2USi6}Nb`!ZMc^ z&A9Jp#*q+xRBFQVg~RCAN1pp?OiXPk(opEYz9_5t;w%nQ2=$M-5h_F*!4N5P!5u#Sjw)9P^)=WKJWn;&tz)B5;Lwx?$Hd$L9f4&!vf$}S7K z-;`QaqH;Fx^0CAWpZ%+*Mm%_cEUX943V$_Wbv8uI_s%Q0NSL*d$EJqzJwTcBJG7XM zxUIWLESrAEwo%NaF}+jdr(+T`QG>3z#FZzUE;J^_dp$TvB&%^VaZlH$MZ;fd^f=Y? zozKYGYQ9Xz+5YV6vDqHw8L6^2W05F9(HoZ4nuimzT>*NA4rKU(X(uV%j5@kI$O(&8 zUS82L9eHal6L(zpJuFhwwa;X**WKlLAo?Kx_RqXSIi)rU9>Vw4>LJr$OX=FSSuItf zLhBlrrnJ;^i5@SbVL~h5y1BUhm@Da+RijG(+PyuAfrt%ef{t8Sd5Jp3^`lAX7&ue_ z5Yrr3%WtwY57}3aX9@$@7KUg+Ecj(ks6d^!qEi&eCGcL&9qgPv%oLdxz~}yMR28f& znYfU}x0EQ?r(n$2N#)fC%OdWZi}11Syuim) zd9&vN!E3&O+<76XmG4!(pjy~QG|7E4+dht$cbFtT{*Wj(u!B=(r-%)4{jt2rfA6Jv6yOeLhD$xw80h%ZLyvWHcz`E2e-mj! z>yWWhI9O?{hwW21%+3VceKUKq>~pwS)SJl8bf~4ob08%s2c>OUyctuBffPL(qq8+r zZ{3`a?E2KtgNJyV&pJNDhNLR6$c2x-(W_aT&GKZ_P9bBHBVTr2 zM8fb{bHeussTa!Y-w?h&7F99nwv^my7a)ir#VZ<#;Fy$zmoVM2uD~v7q9CmQ@^F~1 zPsM+AWH)BCUM~j9{aDp?l*O8VvbrYILBg=m(_Y`ltkIgF_~qWGsyFqP1r`)pjcjuFD1juI65H1l7EePEq?a$~>?CI{c7Ztu;a6Ctcvvp~k~J)sfTZMmL`j^RL~x zUeHNYL2WCF;E%BJ3}Ul5M|kD9D-()< zISDTcEp+@V+7GtmBd`q=4Z`RutA5$M&W;smuK>Opz&dLj`1#AD0Nr2L7kcAnbrB?$B7!kbAYQ0C%h(^x?%pm0@YG+$n3tdEr!8Dw-*lSW(`lbhRW<1lnUF z9~?$AJ;o&!wxXudA#|=)mQbillH#x?1B={v1s&8_CA#tp;T_KPKv%HmzKv3a8K<8G zqt=SKVun7*?noq*QJazw2F@+_cOMYXEUy-6A8gWuXNt}O@GjMaE zmQpx8QRNvR*GRynZ6$XM4Gp~yE%H zZ*AF^LdQHlkpmElywB353pdW%wOA!;ELW?n>gd-y2M?auPLe%#V#19DN#g-BsaJ0k zz9lGU!c(zFqvsDS`Vq(3^$BX_(_n;?3xKL%*e?V?C12+4L}eM|T1Md@PlqEC4dh?0Dy(Cw&Vu zMFX`EI0o}ifmRRWG66@9Tejy6FawH%(Knc-EK(L3bXThznXOyb%=?(X&3r_dE3acZ zbDB+=_fkvoSO9kAlzI(hg-GVMwH#=n03GJ~ox z3%kG6_BoKb8?atq|1G#yL}r-#8hbR}QknupHVKg5 z2K2S3pc+m&aWFYL!gI@H^N1PxC+e5W;uJrne1I!SA*NlWDt04S@neb?PArb3*=ZGAc9p=uNoI%1+9T=DHFcgA`J#c^^#T&%wWGFi`;cW*2{My#$d_ zMIk*`=vL3IQ9$~A=d;QcgXT&ZG4oxt2lmxf<|w*p3eILF3(z*Uc<)TBrf@`9fA?n) z1#EK*zUpcS20^MwdA&72&BSDE0@F>`GF~SCNl-*Wo}K!3HEujQ)733unY{642=~}~ z0}5EEE7k3T(|R%->j=qzBY1m}4D+!(a`@VgZ)aQR#Z6j_Y?xx8`Zi9tt^xOt5m=hk z=6`TQd%Fet%+`k6O-VUlz5=xW9cD`j%2IPWJmK5;{pQ z&DSZlr_>@FhI>-uO4Ff zRUlCF+HyTLoFK!@_QdzmOTXrFd@NR4{*?dL~xpZ-Yc~v*-q0oa&S&wlgHzDgTJ%lPf8K zqm-y88CC|WK2f72)n_h!1(uGEj?8>{sV46Z$Knlqj$mKEtsbbzwtn{Z&1f2rzFJ15 zUBQr@?bH_~@T37-ms-e5E=LAKY`#e)5LfK1Ra_f z0=Cw|!k>42Tgq_^Z#q9pJsns~kB{G&%4+p2qs3i1dlZHTE+V4A-fgJ|wa29(Uq@3b z({WrV<9-H1EeY%BAW%Rgy+Q-!vSmDBHN zzDLgk2Zak_we`H!4G2|2dp~oY)&#z^%_RtwntZR#66{HqOH`h$N+ zMWMkFcnvZxFtMUQz4U9$g_W_&2h0z_(&Y#M{V<5-@4#XTlOs7*Bz_2~TKZeCa}$OZ z0&osBx4;xt5|YK5mV)$Khl{t4S!DCgQF@lBRK zLs?7B1-?fZFk?Y8B zkF2mOU*N2CL--XE+1+B^pYAi7^yjd~R3Q3ZAK>OK_3L4wG)h;`D1%m2Cm5DBIwi^~#2EsI!qQGLCFbKXem4f(_m zTZP)grKte)<~QL*p)mC3T?cCG{oOhVyM51g7JFO*>}-vIXylpe@{^n#Yz25IT`Zaj zV&Y=4nPbtlurRQ&sHSt-*)*(APOD4_bv{6f6{|3fvBVfqM&d2dxsR z+-`EzH|Lh5eJ`PKSX?hK(CLI%?Hi=v<$Ok~h~;>h^IY{+-8$}qbdgC0NK6*{=k-hA zQ9g*(o8x%vwf#|FEzfh5dqD8}V#7A*NN2zV_~^)!H-4r2>?PBiF#f&W=~rZ^I>j;% zVL=mTTaCGg_co|Y2B;5O85-*1`?V{&Qiw&Tw?gUI0s-Ys`lM(M>7fB6^Pgx}l@`|t*-aJ4UR=s)a z48ciz>n%G}JWJ`C{$<^IjcrV3y{OAn*rG5qH#xwTH1iP`r;^!9{O_*6WjGHC{>0!; zx3Ig;q?4Sq!ktR)qL=rB^wvvwq0e7MAIOUTBeGwFm%3~rNwpd`KUpMUqloSjAziB`O(;SwtA!~~X6d>%TjS79RX_q@Q4Fx2rm7OSY8*LCahwffF5+pQdGj=#%iy=M>tL9(Lb#VNva8ziZe@7?Fetip_m zvZw!XFaF@Ww}+dGk~eC6d`xM_v4vIdE$6+`O;H|xk)eNr_Y}(iYc+!ZKC&EoKqC7$ zFO5+YaSIY^TE9lHpx|#_?$VM73Suk6{Nf8GBUd+_qKKBQzV!;~zwqIGau13SP`zxv zp=lzeIaKhBPY=fA;xB$V=oM?8SE@pK??EC3?(fBUh7fn711e&fqNSSf7m63|e_IV2 z9EhqtP2r`jwj69C_`;zIdZq^IXC=Q-+GU`$dIRdpML7lM1Ahz2ysMYje@MhuUNq!> zBpD~~fMY?tA!rm*1*xD$``!hiL#r9{>7ALKh7^*h<4WKI1oUoQfj&W9w{U<=at!(k z(oi$XI)~A^Rya@Hb9+H8!@ivJmg=~hdu{j~wH3Awv6#!97`>k0jc0N6;bT=HGbSLb z2ROZI0Z@9fP~LST4ftwv0k8sW_)Z6a-66r}p$$zExT98p5gxR)YrZ?x@_iYW0gE~Z zTHAC(BMx5q+rBk#s<{NiLbaWR?>sU!Ef^Pb%xQq+raim|JpiI~KIrpShJeIbZZhLa zhiYX|t<^g$uF3k!PDbruT(C>s1>?xW!ct3OgU%if7!8(EAK@!S%SXze;_`Q=Y7To9 zFG>Rx>KRek+Ssq~4fxmF_uo@km%M|gJ$|T{KEH}XW}`UDX3%4J|7YwLf4r9ziO?f> zm|PShvJH<>=z}Z^y$gkBf-IRpH}&uvst;P&=M&Kn1thw}#v1^$56C737k}iCYQy6Y zu;-orUWpo#F&cpsz7b#k4%mPEdXk|`OofVvuK#>}&+tC-CC(qup8T_*qi(WDncbQP z*|{&9Ke_M;?%mwbnU@%CqE$oSG(Vuex#3wZQA6>^d-fGhnVe~vsLMp{o}GKoe4V|O z-0ntGn>%~4$PAwvy9yTpi(r;_Z>;yvAH0kV0sHug;ff@C4Zl)uBfZUTM4D(8zUT^6OW?Y@|;x#$joW{!gh#u1IHmYY8+H@M61 z!6}%Mr%hOIDx3Jw@4QRE;dIh*k_t7 z_UkB2t8Bt&6#z1B$RpV@KKK+$sg6jNsgJ&eN%|{mGTjbEG`sj;4~|TXWiOt6z14GX zGgzhlTwef-UQ$t8jo+fv2noatj<*~jIEY+a1-fzoT093AQ%nQcb|rwe0uZ?roi&kQ z0|y|rBN%fihS3Z{1zJJD7_+|UwepIo#coG;`AY(+RSS%~s%cLW`YAXR@+-HdfB^6p zUZ)XK!|r@7K3flT|7P3J?DAS(DZOk=YMkzI)Z^Er%nFd%pE*;<0*_aRlFcS>OKIw; zrb%2=OEUdIwmAeQ5l(@&2W|FoOBnGk+6mifuh_O}lU_k=tkPIon^u-UZw@~@wAAwj zO7_uU1tLu3CO#8Og9GQDUX<-e>5)TA6)%_W8Cvr9lk&5Q%7#5XR=;EB#as0vE0A`6 zk~t^@E3eeH&f_YBF7T<_)16OIw`X40TyNY~VSA@f zNxNpL9GNHfs`$_P7g5uP{_K7_^}g&@6-4c7*mkfvm*w2!e{hMzA`|j9zfMcfWfmk; zQTR6tNr`U0JnU!xW;FL^b~0qme+dRfo?ufO z*H`EUy;i80tVaEnTXn6OjA{{m&iG!A-~b`+;>MJReBi>VKZ-cJy+lt35vf}kRV$F( z;hu-d;clK2KdGvGPVIl#)B1RFBmXrH^n^4jUYi#}*?PY;ako6B8EAA>B&u+OdY2}z z*tJ-`fc4xjfHb@zUzn=KMh14uA76}bO2(ErI+UsL&4mF3$2rQUlHYhlZ4Pz|8z*Jr zUf@W{OS=3Ivmf(rUOy)eErbjk18eGw@JYw>q^KYOz5yKY#=0VnprC&sh9v;xLxFKp zj@D&&O;h!oHy42S_8chVfV>nFOA27MdqBWVEORmmHisaOrDk0D`OnXI%eyVY4MgnA z>Mq>G`RHCabsde}73WSH>jUEJn(JfB66FF7G}}fS{giQ&zwbe_E9fZd;0s#uWi&0@ zlzX=TKp#Om6i0JQyuNOVLUbKOQUUc-6S}{33?PF*!F>oqgJ+2Qi=r4L0fcdI@WHbE zd(RzuWmsRNeh#@5LsQ^nG=h|f+EeqTJcT8FNb-FI3iA9pGQIS2?ajZ9wDH5PPPgNu z2kM^pj!s@!${sx1jELjk^5H6IiltQ9j4Pdd{06_U`WEFK3U(sU z!#!*LW25qCqfx~$9ndaZLU6#kl2T&fZMk~0_$}!%^@KaHI}db_z3>1MG(Z0P>*)@6 zK@?rDC}WUziVB}`Pd<#iH`7{KKMT=t&sK7f7YBD5S>UqNd(PIKO6JQKqd5OX1Sc_! z%ds|$;IZ`2$*V$$+90?QcM;}6T_F^hiKEi1R4i9zRKL4bP9-CAeAmg`rqgt!7{Yfk zJLU$kqDz_#QqmGlo;1n5%7(@{=qJDy%Ot7LEeP+Em)}BD-;_xoby7C~Wv$EovL?vr z`(|&kDkVX}WQFfWi&E&;|!HeE8fM(uX5bwB32(8U$fpf}co zCGaVXt2}812r>69L#i6c3zKW>7ACsakRbtn% z7eaRj!qRqB7&***^miPZoYow`71|fY}}I z3vjeag8ks8U#4sjCPyH6R^JeVBW|9IW}W=a^n#fKS&pqoPKupR_iNyN-V2D3Hhr$^ z_lolLhW<1CQVJSUA=NE0SC`-)zYM#79o*^-V~t|8Xt{8mDV%ydL`aHbMao)zBv!pX z9rUb5>-&>%7?DfR)5xBknYfbdq)tVW7hWHsb*<=o&si;frzI_shlspXQNcq%zPWa#Y$vsiC@C6M>zL8ZXk=RpVASO4%%uq3P} z3(Ifsw#WxEyF3w{xW3E}#B*Ky#7ek)lQ$J^e;Q0svME{EmK;D_W*r!gkg%fe6VeD> zzYsklv`6Yycn|02SS0}4yY6c}feha7&lYxm(g?^*FMSH#C9ab^2sUAgOe;YMC#hhH zR)7l^ZC%7}zCO>dNv+2#McQqR|BtA%Y>Tq(+VIfbAt_zbT{lP!-3>!`OGzl*Lw8Dd z3P=b@cXuP*B_PuEUOZo3{s6GeTyd^-9Q%&hVKblO7h=jNwNFUvj!FN~tbwURTDU4V z*L>>^{rBH3b75rqTEJ<4vf`pCzbw*Wfuwa2X5ie392-AEJr z9Og58XxDc*piTJ`=pnEJV>*EB2{ics0%>c&114%QguUo~CeKtd+_&HQomHof?5M_P zj~QUTP~)Om@bMq;Iej+;d|2PGs}1d^boa=uz&wtHp-ILOJ)hes-;PzKKYf zlQ8zP#X)DotUT~LvH8$JW;bIxULcUr3}4BQ7L1>NvO=NIqU5B}eL$)~UjRT0wmE=% znfhw(!g&NvLlr4p!J4Q^u=jW^mFm6-(YnHgHW>2+#kt09da zYHZbii15+kCjjuw>%(btpeqGnATHl_{(yD%ZSMYtPs;^j0_Jfdgdm49h`#>gab?ZT z`Nk{oLW~092>^Kc{x611!e z>|6K5or*e!xd1;(qlK11=s5r(~p1 z5NyZ!sg0-ovT*}Ae>iefam5`ao_uj3{Tw^zq>T??3<7;Th}40{c_;Wy>kR0E072UA z(>H-)J%hIym_@F=KuK-OE*0ut_hxtL>qYpav8RS{d?dZdW9)1D-BVPp@mH1RlKa#F zaytbJyd4g77@(F6b6-4gTa7F@GTVl28ss?w9oteox}k8#}nY&0h`GF zrI5XR7Jwv5%>6aLGfZDZj+n!c1xSuE`}xhtVSsHvZrRBF zI4UVb9V7^#sc5bF-B7pgsYumA+s%jiOe-8C3-L=zV`5^0InQSvendS=*U$oy$ildx z1*>p$QZNCU)oy4C=P-7FxH-0MPY4GkAb}!)-6iFn!tAtIMB0ntV+TxBz`z=C&g%tP zy*=cCPu3fz$aa~O0H!Bzlub#cz4N|TrHvz5>06qLzw=?7AF`hsO$uf=GkF*-_T{{e z@!4#t%G0OJ7QvxVNFg;i{8m~zJXFYsRFni~(9=yk*?H|v8#8u@hmr?0&&WfpLO|(5 zdM#%CoHFm#GX1=#p*9zr-Tbee-=gk^n`-#*d6$eDY;ZuyX=zTz4y)Sk>L5^%gDfmH zxnPimMNEk|`y{nLFlm+hGA~|+fyT%JVjfW=k`6=$jwLZsRq^^2IpY&O%ZAnXDWgX` z0@)I6DgoH>da_g?@ArbqcO!?F3|Z*A0Vim1xanEi-{Fv5;^rso`+0h|85$RwGRs4b zQ>%iLP+@dI#Mmn-=uum=-;xk1QsI$d6lYE_jGRF4#J+$wn?WREppLIgrZrVY+3rkY z{fS8MvSQ~Cv+?3k1&Km$&IZXmkpbc3Md`g@!=DWC3TBiw!Es}ZUH9$%0eMax9A<}8 z{^f`mXcQ2w`eJb~M~*qNVSy|!y@BUgx9I&`5OxYb;gk;B;fH+S9*{T6mGi2Ibu94BuBEkkK+`s zg3M(#^X|!O=K14;Eq}Zwo6n!7)o{NZbb)-Of6B;k`(_AoOMdS5GI0<10)ZH-g5*JsUrvcGF}G5j)47|Y{9oVqFwg%U)^R0 z9Jr<}dWv=eI9YVb)A5)`!i%`!U@#Tv_(^GYVG7`>l9D`;kOO3Yn3GY}yo*wd<@P$9 zqG}`%aW5)VH`N?`;(!Sb{yv*t)Y@iF@48Z~9xB0m(v*z#2M)a*>9*XMK$ZIlib4m? z^kpBGZ&>)$V>`9liZK>|HU;0<=ni;`Q}UY2lsqauf0`=mFkzdR2x04Yu@$KSp31L) z6mq$W0bQ~fpZnK$do5dR7og|_B(6z;6$EfW-$WAX4o|<$BboJvA?ND5f##d`rMJRI z%=$TBS~JT$u{(J876+gAM6o47h*Bs$@8_`3#;QIE;eWMVWjHxL_PdNS_R6_^^M>5@ z>)SU)BA+q6jP{$BogP-nVN)-_o4`ZmyW~qp%|CiaXG9z_1C>`CJuv(JT;F*;0Pg|r z%oyZCpEtW+nsCL?>!B;XIXLi?U1JWq`8~Q}c={B@AWJ37 z`O*_W#6QlOJ<{kA?3hz$RA)hFKiC5|1;P}Qrt2wTx$7u|>cLywwnz15ElhWkeYG(L zVO;!^p%`CnD;EzG0CyF1BY#F~uG5)B8AKli`B)C+@qhH85EPG$J_%wP!t%c%RAkI+ z==e)&{T@bjAhRsFz+;Mo4F2Tisz9_}GO^NzPif?#K-ad3@54Z(_$a6jlMWfPG_=qK_=x_0F94qc(3Lgg2Se zTNo99ZaX@D<6Mc+0Si}xKw@=L^dRhXUZAua>YSp#t}sLyK_tDyND0f~ppq_U!>>m5 z%fln#;dC~5h`JH_A4H+fLo3Ux@ta!fGlfqqiD=2}(KZ8KMBe}gslvP>oxM}+0q8Rl zqe?R-lrtJr4yW)Rw@&e>PM_ z821P~@znD#uUNNK2r*u+SP^tgpb`e#9{4B66ER(N5Waz7@sCz--ZM zV>L0dw<^WPhQ%u#O=_aTmn{{3cr$_Ya{Tk%AiNdJ?|6BW6+i*M#t(p}2Lxm&cx(CF%$k2bkL4 zk#5{c1O6mljn|jw*MFrS4FN%<%j)Sd^6qUquB+y^Xt8l=d-KGgs3K7y zP@gHhVpsT*%X5v}Xqa{^%;;_Z#l_?Q! z>L)9pO$vhxf~%}p2x)1R6&^h8jm_?bFyTr;s8-`83Z{B!R5rF>k7%;iVrIsyjJp#@LUI8y(afyspLxj>y(IjUP1Z94+^_J=U;Sm z{KquEeZ{%H?|krQf)bV{O@|hy+s1iKng0+tE4Y$Ht%#Wc2uq+9Wx5aKkNy``0Cp)a z&l|5Iu_m`qcvwU{G}J%`M&KK?hhxmDK6Z!f_Y7^5s1g&wU=&if)G}&2U-jmhi|0|u z!RC-1(C-C=s^C5%VDBSGc%1j%C1pberRyr((6d*cy<^*_b=v&*)B2CN*V~TX@9kk- z@AvT<8Qagu{kc5<7%&QbsVyA@hNlLnx{z+V_D8?FONJIk2`Mqum48*sSD%vr&K#KO zc=l%vh@E^vT+3x+0@;}R;oeBf%4yKOHUB+}jEs7(f79enPCi zoJq;jq_GxVtUEUXn$-V2V6FeDNoYq>kRi3+-mUO1ie7GXx>J8A;riT_9}WW|rPN|% zSoaRUf(igrh9yUYOU)1Dg}vTgQp>h&+ley+An1Zs-vv(oe#t`^M((FB5hx{gLJSTJ zr>YSC@7L8ofCv5UuL10~Z-NuxAS!ZPR!Blh3T&f*j_5JaaeVW@;HT>T5=@atnqpbP zQKG|j)pG4!$;?;tG&$rix*fq<1V(Itb5R`TFBxo7;Xt*ML{wpFh5$s9?6aifCpu_mwG(^}W1&3!Cr0c?Fx+(#F@DTfIcqq)gweo43 zKVQPkS20V=ilU?qE93^XSoPS*f+6>{Gp(7I*VFbdS(aMvd{0&Fw}J<;yq~o^btd67 zW~X3d6fwssrKQ4<)x^LS^3k-@U~|#J0v9N~TJ-SAVvTLYlI!}VTacE9y z7EZ*|9piT0ZDQTt*Z$#~dK@VGi}bdN^r#H7L&Om#UnWPH-|O|lK@d!{ z(}-JB4KW($O5~XaS;V|OKmGoMS>3h-kiT4k4m|gj_r~Ko>Gw`?(lrZ?n?g_jfbtA0 zHPYf_w?8I(EYk6rNVAT7=a$}D$I*eAn@h9K|5$vU^Ym&}brwJ-z*S`H@74HN^D1;5 z&5hN0L9LhrJFnVPoa$faAKAsDK(t_pgY#-JXdav0H~}x@9{aB&R)nti6dAYHnJU-Q z)~6?eq3LH@x(o2AXRf}XqlG;UY&H#)D+Z*v;r{ix5psagC#Gvey~C@%s{%VZTI3lMZruj zXBN!!;g@YVG3c4SsL|1O*Y$Mr@WxJxwSk!t>MQlr#vhLxmL5A9wihkr6C{c;TwORi z?(&jMDNKaoCkw>>#KEGVikItjxeuPOqBg#{R?HWr_tXTF>rB-%>}TlyYulY7yo1ur zb+K8MW|U$oND-a&6x_7m)2V;s#W~_QJ3!dD0RL?S^DK&xI}l1)AeU|_e^8V`KLi60 z1z6Elp1ImCWFLVIfUmDFDW3yn0r3Ai@mF8|<>^x&4M%W{NwK0;u&+3sAab*^x1YD` zNUn60rD)q(Oe%3#%;j&fmJWBDLiP3a=pFrL?DIfpE?LyV!BNA5=y`!hO)D?-OSoV- zpl4l6f(-8C;uY7Mx-luO1;|pvc>Qqb6mHvL^s?#H%o>T`5+hRjuqwet7P6BGQpZP7 z-GBbM5lb2F^L_x$8x@~3&qHGP3{6cZF32`ZqR6(j-s~)#+@qQEmUcm^g|Y6F@tN###S8UG!21wMXO=tsIpo=QjPk#3sIhYnU$0_Q=GN z_~aqaO^O_VoMZzsow3~6+*>>gv1qJ&3g zppc2u~t&C46oQo% zMA-yqhD5fsNysX0D{dT*jIxUsOOg}yj`hGV1diLHqL`QxGD`g#9~EOta+QZs$riyt zRoq#LBk3N!TPnt3x_NXY6$#Mx$KUtiBNGQMhipY3jTHU&?=fQ|!buD;F)2Fy($H_@ zP9-kXHqbf5krF<79FR8-_jO)AxDI2+N`)kIfk{-sndERL$_#&fuPzYqi@>%5$}oK{ zzoR`#r|F3?Q6)i?7&F&FT(CA0`lNriRI}>-cI3^CPNMrdAN1O&co8>bNt{Nfndbfa z6(yDa1#GEj$0}ZjS5$6kRm>w?+Lm62;%kK;D2~3(l*I7*B6#5UkNqRy@PuzZOI>vs z`BAw`*tpjFSc%SoB39LyA!<$%Z#z!L!R;x-S3q(v1OwA*<=LNjhq>teA)8*lzMx|H zVr+r66V4Ucdh=hDa+b&MqUI@`s0YL=-+8l*=pCVTzh$|vh$bA(z*%Te&`=^Oa8&pU zI*lbbFak#5D0x|9%RY;z1B?+fHr;RpCIcDk^wWF2v{)|soBu_d^nH$G_H*9TT55)w z;M?a%!3l)sk;Y|LgL^4z*c3B_EWv14=;#(20=+rZSYz-L>B8Jj=I<8qtAfZo;yJp0 zC$=2rax>BIg=AqT(@RCl<`0kF^*|%#nDFRf`NXCA5a_ic<+?+vS6dqr>-ta?duVHU znTqU=P4=>E-6BDo$+xs+In{071fbp=$gsu9+7K{)c}GV_38NSHRP($5HHV3~7*sMY zn>9gU3#6d#bQNX^+lXf_2PUGm$TI&XWQOq$znrGQvO-E|nDiT(VNt#mS;Q=O^^&Vv zd+Men!BsoNE8aU!_c!mlE^$o=GsbTKQGV`w?k%+otjXGsO1^>ON%}86HVdq5%4V3D za8Eq#1eZKFB2K&i$Q=-wJ5N2F#2_TVblLRA?m&*KkTtl`G*45EE~xPAhP7sF^*T+M$N%goO5ASm@?Eu2PfdVFsM$P_J%0P*cUf?OxT$}$-EU0 zVUWY+2zq!w-KFYxwmU3yoe!MvRna4=eqs(WJ)|UA&e&`&aRL`Em1q5kC1?6E!35*6 z3PTx4FNIw+&3^to&-8V=sQ0QBZ7|zo$fcCrj2{Mm7D0d#o`^Kn@$q_XGR#0ZYt4;c z5+^W2Q1Mr3(_^;vX-YJhs9;DCz2w&SpZQ)IzjR77|7JtYyM7--CZY;k1&iI?_tA1v zJ$gfmVePJ`fy$fB5(m*7D+TkQddJ;YzN_@)Qyvd1YdNT7`4|T7lA7-`ey1bu*;w%2 z0IC=)UOJ`+gS)aQ{!kCPrF6sS*Rzs_@2#iG~4GzH_yR1n(2z8tA2LB zOT64WcpSsG;sVfyA&L(``fN?BRpzCp=p)3Z*0X0ppjvC*8J6T5&^ zs!cA55u+pFVCZCQdD8UK5h%|qhc`M;dqz=)p>00e(R2Yn?p{&90?rgq%~v$hBSIaa zP2CZ&3{Opp92@X+pWzcW{57AB{w%h0(Tl0$UCagGk76;HaJIhA{Fi6K`A-%eE@d}C zCiiK~TJ-h8$uC6+so003$LM67MZhd@IC=u578HcvTcf)@k;&c9t8B?B9^EhrVmNiQ7N^l)43Q!y z)j>=7iB%72q(%?@G?vr(6AWrwhPfSt*_QEU_U*|ju$9qMlkuiwsoc$co42tLp5-4_ za3K{r5tAThHTkf=-)=_jrsQi*FOm~cw5jG*YsDQevH%CsY@QXE5f7DUAy{51gDW&t zkEjc94|sMc-Fa|J((6JCRRn?x@Ikcy$j`R$L+1QEI>YZci&J6w$E)+#>_*P6^wsrgv0Cwph+>PUy$ma#Lm5VQLh4sncLv&;t_7`G0>&XQk`&1I@p#*MH>2y*z|(AZeaxvOX|VCHCp zle_Z08-Te4PuFwgdTS2yYNLm#tH*7Td-FRUst;4kmrfkneJh-fXC-q2WXNfTH-MmS zRnQY4L-`$RlOWhp#cCg-plxK+XiyRe3;pXTvsRnAM~b6hS;nlga$5=v|nX?rMV zAk1b~gktxY@3j^jPoohjV+}L85@4!o@$&6>#}D8TijWnJw(2z1?Hc6e?p?H z`Qm);kp1P9cbzJV9{Pk)~yAQz=fn;xI83%0M5xh&Wg^kRNwag!T-wQ(8dw8$}8=DZX2l9eN42!V3*f~!h)HryI>PV2#Pdd>0=EQ z6BIu>$Qy#a?ijVqXB}KHB78UTUX5*^M+IHx8T)W#l-vK>rT8$2MnwZ|AJ& z@`MF2HCwDkLN_HxsDyYqoCdo&`$HNGtm6@RnHFAgP!~K{9-exejG1ffXv&JY41FP* z?~Gi^6xZT(tUJaulsyHv2!#v|QT`iag-!@P32D@aDUQ&Kbn{rlhdXnS&1=8;qIJJt zE85@45lAkO{CAAm31@LIX{+ak1>GMVo-$!{>^2OaO;Z(OXCWigD$P3-lXq2}G^LSn zj#;SG#2?e~fxv3m8ejVgB(c&RPly((+h4-wv0i^v3Q<}#+4$~l_@J(>ahUc}Bn?Ox za&?{%;DqH<&mZp%xMcAvgo%V2V^Qak3TRK0mZ-eeT-$G(95d@G_DJ8<2 zDi<4&DNcyEZoyJ6qSKFak;^Ozif^7B14uaFx!PYG+YRvRkB^R)S$|5vAl_%Be_5Jq z>|E`uya>tc8?Blt4gjY@s(i}R8&DiPd;>EEWD0!^64dY0v3dCddOq*WJr02 zYs=G-ia*KYFV~xN4Q?Ej$3qw-wkfF_A-IFKyzkQFiy2X`!6P4btZ@Ar69I=O20ncRfm%U> zxj-oxcK@@piAlVdGY3n`NWYm}d2mQ}godzcwSX$y2&p;P))W_Kk8w{Es0mWzC=~Ii zkqzp5{{%6G`9LapE$BfnOES0qZ-L5SLLSYd_jP*oc|uT9QWI&qcd)` z^hqSzovgr-TK1;wGz;71!JQA=7FWTqv+hsBhkvA5LlJxO@-hD-6fFQT5b9ns2GFNCG=aaWd`Su`t*H0JAr~MFcKgfKQi{8kkM9tX^eU_KxY_+FlnsN_ zjlvvs$`{MWB&U4fY{*#_n`+Y?;TuZ0fdk8ch&`Ak_J?_kte-A9=G%rB>fM$=0D}pHf2DHP*t7Dfop8 zpH@zebjJPBHR}`ws6Rdq$%t-eX~^Fbq-T6nr*|``s0B;N+#@0) z5*2IErI&sKzio+(%=vr~Yx&X5mX1Dh?)?u2^wUkBa;m<=aC?RJ5fR>H-Zm)jvZhwt z$NT119q!}a(Gz?gR1f4{F1yC?@6VdG`+Hr>Fy!!PvFUE(xs>lB)nlZI_MJE_)y!)G zfJg^&)Qmhhgf4dH^n#{W6r0Z=$O!bbbz=02_0c;|`vc8TKco&D1&R-@TcJ>6E&$0& zVy1?jg@ME-!fb_P%9-D>X2FJNm(4GZmaQgu#A3f;vHTuaHz4*Ro|{=$MQ50c2V2@i zl1!hscllZUHYbdKiKprKv6~|#63SbqKZDzXPa!KWnn6Eb&v2aVzC#MKLLw$+3l=BA zn3SqSJe>gpO7=e+8-0P-3=)^i)z0d2!nO^iGfrw2pHUs=;imNpXH~{j)KJ$B-HCVd z_Y!hQII@z&s+7nGRE#Tps%y37i?Jt5O%K^Fg?SfE>&=}tAF854Zw$WUOMSsZ5Yh}p zX_y`f83~z!NitI}3a<8jj!60p+jq{y6N!hRZNTagTgdU@AgZ6^9it>Ym$=2}vd?A7 zoTnhpzzFCV5Zkw(U+H66>H{&0!Bdx^uh`KM8LT4wtUrkK={H%P`fpc%dpi@3qwlqx*IW@@4*up|s8rif7PpUcCKE0M|p{aL-goz+u&f zHySjfI@ryb`VT>)rY+GwObXP7-oc4Hz&XXV#lweco#hfXjy@3)Amp^o{1+vDa4YJ- zHGiM+Q!=eRTl%kxPg@&QMIoBca0MW`qBac5m_eh(5@-RGPOg~5tRmUroy(IAKN22*OPD6XGux5Q{+7UdS zEc0mf^i2pXYLhqbFGz!X@F9mbJB^gFy43yy6MiDEAd1|NWgl-QG9<6_lmuEYCUr z@slD*4Su|DVh-`Tq~9r*Vr&3eii$S}^2IucQ+&x%Bf}&M5!vC zrlr(QpgCuB2x55%i z&QoBv>wAaxD@EUl?2$bn+4IqnBZ{+)>?x(sw)hZ9OOwu2s8y9(4%k^XIjlj-mm}=e z?lN(0kD(3f!mP=Z&SNtpBzQatR{Y<0;zh1cYL>VvQqn^e)6w8;f+@wY%(Um4Y#w7LXkCF1)B-GzjL;3Q~v3$eVc~ zNzB^wvRJw$PeSo}h>-EWY(GykG7z+UZY^K^`pd4dtMx0-s457~oMLX__>zmOO%pp$ z7JG27nXgd$zEH#HHr2;ezR<)YY^@upk|wL$X8yPUx&-YM5OF*U02{DBQkN)!W7)Fxk6j7cL!IQvcX-6n)W+h|M)&!h}$*Nx-j7!>7crq zReWrtVWD;*)7i;EFsO&o;`2IJHJ+)#u47nY;;UL{Wl%||{ zrkCVB5R(qBjNtfyQpW7O@8^z=+t^mL^EeBFV@q_R6XTc5K~bS<$l07Yd*R*6&aaPu zsqlNLwCHR<6@B3DyZupFKe9}G<6?@ZCg0v>`t1L5XQbh#f%stc$-sZ9)!nVh;TVe7 zn;MVJVgmDtjmAJHb~Ttl86xr}467P%n-bYo$Oi3S1JC`Hd7SXa52>KK<)&t&!#{sK zCWsw<66kB(fAmr-Ro8J>dwRIbk>Pd*KlbU&$|xDF0%PqTfyf$qNu$n{jzb zCL0X(8T1UQnK`JvIS#daVo_(O{}X?)+bMA>2al;uG>+ruxf+vW^a2FX%8>PqrII_H zouyoUJcgezt5ru+#FtWIv+e<*_V)YAfSV&=<4gEBtbq3*xkTkYxfz42s+bgYRFZ=9 zEwZJ+j5X&8xsY#IJZ4*DD(FTZlr*T-QS$v{7gXV4-rD0p#G@=Dl({|Md!pz-v|-CgJ67=iEfEZFjF!TRXnUYdc$R$Yzv;{ICe* zCceo@qbd-Hb!xdx4eaR7nwb`}bZz8wyh_a={rS(~BpZLxbpkgXp4QGdjTa__DmrYp z#U*cKvuJK2?tWxP<-f|`BIJymK@Ooyc#65AljDB@UuVyLxB+p{EaE)CrU$u9SqM(5K;{%)7wNq%x{yQ2UR1&TFPqT#m3Kx@% zxA(>RL-2y2OwqBeE98+IbZ~r+KVB8N;5#H7GH+-3pMnk)nF-Jo(#jPu&dB3Xp%0-Y z*Fur?nR_}YQy8hGb}d1{U5wR z!RlO=Mnsu+64KW*ru$^Cy!E?Y<)w?_R_fl%#M$oH@1nSKFe$FPA5=L_fh-!!KSdG% zyxO;)XRnCp1@k0uhGoPMufk)QVKdjla_gU{r_s+^k2N0}o?CRqqb5&;P25o|_V!`= z=&6h&JNF36gpn`wa3)(@H_?0;FvBvl!kNzOb0*Qo@?ZN;5fLBO5tKTOwY_DUFJ-kQ z%r11I@?zocJ*coZ^X=mugTOs)I%t<5!jO=@{`PFlA={D8^5Nm(ht+Vc%&64t04Whs zGq5|WobQ&Hpp3avV=F68(rBZHz5ryJIOQ3MMqK1QrC8kr8nYk)s5$KH`zq(&1~YIU zC(IW$^7)nMb;sPVYl#Yx*@j}6*O|k5h);iLA`5_Cn!bGu9~ekGv7deV(-ffF%RAy= z_n9Kwf0V9tr3uo1Jy8mq)n>N)Ku&Fl=U)^R7z$nfrs1yP4eSXSH;ub!QO`0@Be2B5Vcym?5WyeEtAotT z#RLasx?tKKJ5ci_&^ArDWc3AlHG?LIe@^6GuRLyf6-Y2{|=GRfOcJL(i*qWV51a6_D8;_#7 z+_@#?(4wQj=($;lyYg|{sYsfY^iUt^E{{bxl-~+NwTJjzAObC7mM}o!gg>E$*DqE;(DvyhDIF#^6samd_^pr{k5=zN2AvkX5n*6%?i%qCn_2Kl$I*0Si@mP1WTkXmK z+1-V;ZFO_=W0-|z@AC(l1kJWiiJORiu8m-yNj-cIf zpl8_Hs7-($j#{sF>`zAQn@oIg)0$=0#DAR2p8T%wJ+4?6;Y4>ytd!5SB{k3F+DYj- zEp=8@592%Bgr5onag~_H&~UYK?b#(9TPX;*js{17Il^6(AU=a!7{@ki6a{2e3Qae} zhA%erBh$c*O|F=;lgmovgV?L12DqPADQE!Sk%>At5L!`3<|15&9>~hN;gdbH63Yj~ zfBYnEi&v1l|K~$N6iP7A*9q#1Ue%|ghOuiDh|PZY)yxW} zs&VWzJ=>kNExN&>N7N`qoJ>kQKmK+)W%;i+heY#qeO-|}ekel7eXmjd#p1^nhAPcS z2g8ljYG$K!-#>!L66mDJg$8^OF!TKS0-xnba&g>8aaBsxAQP5s;)=)5K_REdt`Wk77N8nHg$Yy?98^lbmsEY=jw&Ed-5>8S^AT{iX@scB_?@ z>v}|H!#qjrvA@#Pf#R?!)6L!ijFCn@mr_b^QQF?6RC)4Rmjk6m+(wQDLDorteknLs-p8ii8$}+Hh)gL*MuB7TL>!EF0Xm| z(|hV)>ts!@SCy6&#Bg?DAQwWoVBQmh_7(ggL0l?p(`r1cL5J+C3~|;kl-EAI)FJu9 z2X5fL*mBmQk)B$s$ z%|mLzF|g^!Y9@FQnQ}9lA-Y+}_btPxJ{x=z?dfIZd`#fq&7R9tygO&X4wBi2n_K$D z)Nty%{L6p7-#a?St@-<>&$-4fe)nr}Q@4IBD9ndtoCjK|>MGJw5kqmDxMNv@y@Fr< zgzjY~pDxXl6O;|aZaT4XbW6Q6`q!GIyc8;)Fdlg+IAjS=B_2cR42O-X5j^ZD!kpT< zdzF}y$GhTbT$Zt5OnNC&A^zK@&`iI$ExB}W-MKr#1`Z$hTSe;=FAV&O@fSBq?woLv zKK;Av9VE%X7(9Ydj(oguN@uWg-<4K!%s<~Q0LyL!xleTZXsQO0QseP|d8)GHIu+%m zp?(9jJl}4pfTe*pUl0m9TKh=>+QCFdH3-9IYrWCl|9KWkKuI%`5H6{n?LfdpO*KSF ziF>y)Du_oT4NCG_h>+kGn!IYp-$FR4m^g9Gu44Gh533_gwB2fX#%9 zj1&ChDRpft(9Sl>b`k+YB@8M zK9*CO@)X3pZrEKaX9IEqD6;o0 z-|=15J}<%6Tb)Izd`wE?sQFj({%$zJ$w$O$!h~N|KhRYH09e*dOSO}l9PB%^gc(~E77Q5a!3CX z7j5&*blJ?wQw=ES(bQmT0Ahq;cqhfNB>Uxe-AdbZe^b)XQn%dcJ)HN4fCt#nBo%f3 z*J`{#xQJSJH5)ryse*=+slUSqWU=bcJq_aa?cunVd{*9yWw3yU#GO{@K?$y2RZ0UTQmz-rW z+U?W;6$oe={cwxTsGL6rkXWA9_E*9R+4{D6DSG0ts_)6`U9VzKm>LM|iI)DW)eDLF zX}C11YUhGq*5xgtTF_|rLvc*DS{ct!uHg6|4LvKw^{$8etNbi44>lib|9dk@bs^%|3cMk_08Dcf_s=wI%UVu8{CC3_K^#ojAp z(dHA4$NU?a^pebB=e^W1!BX#-j z10}$a;R8Z(3W;?;yT0M9KEJF&`%$8D9{hbtQcBo%lU7G5i39Fjju`uI+k91{;Ao z_ityV=a3icb+M353rtn#;Vcgd!j-DQu4rF_$g?UA)qZ3|z?4iXDMz*7SWX2u{<+U) zcv&}PcVzF58p0Kq#KARKLMfTpMS!5ly}m<0L#6> zw*B;dG1mphl{VXF1$Kf6)E?V@ZTqH9h{$8mRk`NNM&Jw3*Y$B(%N$QZCB@^GDR#{) znTQm?L`lGmrXR**{H`Mfq8W$fMd zdPFPN%Q5!VF7EUO!0SBiFLq8t(4rbW0LwBk9rre=$Jm&A>iP3urAoS=&)`3EVK15m z_Kl|dy>$#yKCK7DW%)cqShnu?Ci!#O+Kac#EbX6)!sX09X*2-`xq+pE~h zt}(M&Gi1BZR&s?Y%xjpySYpoFmuJ`z#}o=x!FB0?*6_(QL1oP}%!6EJ7O8vOl{6zY z^egAH%&RrCxDq%@#|di1b)y?vLc)2>dO2zrv?~axnebih474wuVNEe%vr7zAO^OM>oF8*3pQH0B zRf~qwDq%P6BkilX?e?_-yYj5}^+j)gZusB!A3dbGfoe8mO-6D`Sxd&(;DBg29#UkR1!=##Wk?!RM z1evjCBbH&Wp`mpyzJwv2KM)|o$%D~Qz}(3JA)#Sh5YOK2{WDrl0unvf(=5#L0lCb| z@sFna(+c~MFlWwaYu35ho+e}5c_gGcJy1PG49t(cL=RTPT&F9NR0S_DFF^0Vu%<=@ z+{5v20;+xtrHOr`$!ELuxw~nSK1b!g{zfHrBvJ+?jck8$Q~8jhVWL((R_rQd{Q|0G zBL+~wE3I|(Rhp`#RShzswuXk5>f8lBq+Mc|LojN+lKy9MgU|bQ##)Fwl;|nyY>fa- z=Ls0*10J_5TDgJIQ>laftNTC0Ye0#QUTR?lAR(M$^44>Agz4v?fiO7c@D)!!<(8~$ z?dJutl72{t&~9%K;=vKu*@m!DczFE$7QaF-!?-Xi(FLRSEStvdYDK2b-3W1Xc8+(n zi;mTJ7b-<9Lknv0E@)gQqp zBxkl^7$9xvBSrE+W3y!mAHX+KjDA;We=|*Nn`u|Qy0S9B%ig;k5?ZVsB}J=LU5h?i zhaVlCdC5LAMWmcqr1^o^Jdrjc$*x6{4c~1iBvWp7PB4u&!Y$VKQ$G7e_qcu@;e7Cd z{r4nQ7TCX+XH}YIG4ivzy0)t6)UCpzc)3Lsdh194gbZ)z3h$W-g!~BlI*Q} zEa*97DtGfZ25^!*^O zmFLS!cOdEioc&ZiQ34F`2oItZJ4s02o4z zapyWwVWS^_>WKaLa_4Kb3lqR2CRV852a7rvE0>L+%aYDt`l;`}c%8R37ldJ*joAo| zFK}31d3Rd5pePB~_{r^#dTQRTQN4W5j@K&8i=4P_0d+`^aIgm!As!pt#~l4N6f+(< zfmY|u8;m?%JoB?*Su!+0yDav)>j3v0wFxdB&kBSdL-t~De(>i=lE>YymN zuMLQVf^9Reb-Ah94RxpazjN_T@Goh#DP9n#$)ARsLu4a@KHe)IX4qciB- zy?gFC&v_#L$2U71e|zH12;O0lVj{b@8Cv5;gp5Ma%#hMj)|#5+hQ`Kww2%LBh|tzc z$@qbd%KWom7?xSx?5Z;IG{Py9Gz&kFopnok-Y2PjLHbV8zfO@9zdoszkNx}Y3FY@S zuK3q8lVz==|LI5;gGlBnhavsY-uR?(<0Bza0fP_B>#1|GIgr!GUzsJvvc&JG4?oU` zaxs%0dp}d}Cp-N45?DK_*uGbKCY1-lH=fT?SX!cfDu{UchjtW;7#>4!^O|K@&5yfg zi5&ifLv}RGpIbF7qe_uQz>@HEM9ge{cf=qeD~CX8%0=%ZL~i=~ATrpuE}W=aBJJO@ zlbh|%2j6aV8RekE25)_V;d8FC8XzIGCYGg_q9gq_WhGDTqA|^D63n1bJ>4j#?>Oxq zKD^7pn*YT5g^rn~;u3Jg9Z2TF{8hf9&b`0CPkXVB7lHL*8g_S9*ZRKJT8A@PDULyd zl0Clgjr;Y&NF^2gg-jVL{kX5+BVVc*%rFTWW|Y`1QyF5vB7JX6DTX{O`aZG~m6u4F z+r_s#gJUd(8I@#jbubPwK)+O&2N6 zPtonrzmOTCoO`Jet-vd4u~$T4)fUg2sM!5kR%naTu@(m_oas^>wU<7qZSu5`^iS1Ho+nxYI{J{(2@sS(67M?|#?dT;qlrcFYxK zHvGPE;_(s78Qs3R;=rGBX0+UUGS^JC8~d5ob$oY46)~lWfNjif8PbQ*Z|#LVG&etS zm@Q@S<89G%`#QC@PG;aTH6>5weGvjftLz*xOZiS-zd#U92$fRY=x<+?HcwEZPOr0e zRkX6?a4r58&TJfrnd92BNu zklqnezgKor8ETo9)^?E#Kuv>D7n$3xmy~Dt|we4zZ^9Tw)%@l8ok-c_*ZK1 z${JzwjnILL*85^LAF5!QSatqL5}!e#(x?-I%W{5Z#tm@%_VNwBQ#;Vd^u%$ZQL==s zKvn>EH&|EHYBq{R=SxdPf!RyXls8np3UN5){?9B4r2`WLM67rJ-~@0hTXTG4T_4!( z|7(@FXzcXeBnl)8Cg$<`IIlNLnZwBO5u}Qajf2<4QlGbL-c?)6;y*{=Mok zmoF4X1PsN%xLYy5*3rYm*E+X*yq##h|Q99Q|#eLOZMw67m{O zB5QR1`x`e_Y0V>au@fa0Q^e_lK2@)nfOM>gYE#7eRmkyPM625ft?(9*Gyz1;i@+`4 z5aQoP9R9*Y3QIQ~wuSyyhRzy?B>ZxCI12nS7Q+m2nkGu{CcicqgW0w2MkmRSVI@(N z;ausS1oSg43fC$?*^(av%HgHnGo0tG(_4;eDFZA}c59pdwe^4uEYV$UJ91dBc`9fH1TS!3v8>A)`c+JC2|f7&qf z1=_d4ee=??u=;HiZ-LFGG%qNTB3Po zA+KK-c4#uiskrF!p7ed2Y2E*$!{oAC+aqh?Yn^LM7|ARpLg}{8!S(Naee3Sz3;f&m z&XVT)y44oi<;#YdR@8VVb^J%yl{RnY>i;nRMH|S3X&MNH0@z4myb||9x+{C;sS)oz zDt2$WJ6@990oZejL-WZd%}^fk%irHOr>gghS$CP{ErYwZOTbj3lg?4;p9 z@jODfd~W)t1?+Al@k2tC_xFUWnpd0U_ka36P^$8+7yP~ZtQCE)31;s^W}RY-UTU=4 zC~5Koq@}C3_kD0<@Im|enbT}yJ?QEs{ zJq~+B_Tv!h{v!pO_r2sOqtnx*7;40_jC5ws&Po0#Ky-GB_7@>lf=m^{k5E%1ezUWK zg@!h|qB6}m^g2}zQlSmMzPbYAiWZG*Y&0Qd^Twb~a^5N1(KCj@jM)@o77}!kKNg25 z8u>8lz4AN(OC82pCJMq>I+wC)C?mIef%9iZdwWTt;&Fr1l|A+MY1`$1+$v_yi{)>e zEo9c6p4Jr6s_Zi`^qXRywZi9v3Q(rvWw3E+V}x{2#KR|Lud_2v%fPD~&p3fK?SHMj0 zSV@MO7Md-!pNRmsvq{yqEm!L<9;eV@MwQQP>B`NG57K<8A-P6#c#hO#orF^X_3;z& zy*#3~LI*$A{o6t$qGua;n;wnQ-<5qu&&GHhhTgHL-mt}a5H({wby#cdUGD~nzznK+ z#RMlqdCyATB}Rk>Nx&*re@=*))6P#+ef9Oc-Ib*ZYUoy^d_2U6QRb38Mqc)-JFyPA zO7cZla6{&t45zNf2nN<#h5Zo+V|x#c5H3a1>GNg4lVDgRe+n>1wuaJs2gNVi@c^Kv zm&FN5=x4e?=(e2B0Xj3-c-zI%$%9l`T){>AwNR$0=A$aWL%omSUSKk62EJlqAhwuC z??+queQ#C9!&uynZdA|~$Y(afLXw;GV1xS2@ic!(vCAtff}|G?QfVlLz*e=@`(LbP z$sZ7g>e2ahIVLf577nmt1Oj36)ki{x{O0ClgcevJPS4*G7PV~UCcRttt=;xw>yOBJ zAUX8$Kmxu*g}Z#q*8{AKgN@X8-pM4;=NBQGW4L5=>ui;c(`P>f^6yT31z&FBN9qj? zH;b8*V#S)J{Lh7`L=Db@LfCT&XV$7oWz}?xhswzY>CpJrDD8IltA1Wc#e{m1JfJ= zHDaQ2mM_><(dng`NgmtS*j!5euEWFy3>+K3nrWs+L@(K2aruax3 zdDO{qYy3N(MXdHYhqUw%EG4U5wOO?y>Hs=VCvVTrsChL&eJdJ_^r%iU?t$_ zLKOl6znsCIrWotPLJec*}(p)*WoCOWW|I#jU=Zj(U4!YAy|bKZ;-Y_k0M^s4m1 zKyvv<5P6{Ex54aY9#C&7Pbwg*ZW#)MT4odT{{(nKTy#yrH4 zEE5gKHfl2w--^&LhPrUO(__u=irhJH;UGdNKN0%o!x0+00dL0C(7XHxFQ0`ujd01CSVdW>xvTH2~jqGkxWzz&t7~ zPEZn`%Kdk2VTPk(JQ2mw90+tLiscolVIii-#nZJfvZ~}j5AlaQS+W4OH%nGjuo7aU zKZ|R9xzYW17vd#TR!a~UTd>itfg$ub&7a$F%@O6)J8g*pbIE0D{R-o5kf7~_KXec+ z!oL|Q2Ib<~A;Y!=gNI*e#|BHeCaF#7!F+VQ)P*rhiYGYS8L^@X% zeaZ@2s>wEGmGR=@*G*`IVnvZyy5r^t8=C{iVR;`dWRf z3_n&t1S|OAYN!zXtGGeOy;=9+oS%AK4mfmSImQ(~I>qM2HZBs)UfUIGWUg^UjITgOeAv@ekZ&CXFgj9DX} zjfC`a-3-}X_C9b>QIZVH3ttzRa~Piaxth2r?`fH-kQQddjH4gxVucV}bcYY< zZi&XG@tBDCN<5vHwYLk#c}`~3+l7v3>Wf2pVvkEY&Tl4%Vy~1R@4)Ag$j$n0(h9HX zItN$$PAAod-$nPajh6TA?#EvDKC(25kVr4)T#GYt#=ay)+$WGDqL8Bcog0d(YWPjiA517>0!Qmbb-Qgzq z4-Rk-t!h54M*@SW9}a;mLh$Lb^Y>>h@AZ1_19F9;B6%z+!&S+H!H6!toiW)WE$wC? zuxsbFs|$h*G72M`6g$DdbRhjinBl33$G$I+vNt+b}hiIu;7spZ_r<2e&{tk5Y8ueyo({ZyN+X z5y`uwWCC=*@vu~qU+6Wk`LFqe2x%3i%K?f%w2Ng|{Tov9=AufsA}K)5>2BL${^R2m z;B$F?{zOZ|@h*q*i|!0I7x5#pV<#D0mOGp0gCS<78$b(ZFv1qKKF$2>PV!DCD*!x; zyUCFFkLpa*4efrYz2A$grcp-~Q&pcTUrKRey|IAA+7c4A7--L)+wsZtl{;jffgVfj z3Vqr4G07-uWIQOj9Lrs4nmbTDmjt|a5m-g!#|z#uds?$Hm9~>8)9Br zBGceCu=q18T;F3gzDv&*4R-#zog}fP9jzVBb-sXpb_~rXmva6_} zHclHK)ji^EP5vw1q0gITXvE}}{&{D82FQ&8ai1RpYLtyuy4z*&J4!nrC6le}RV5z* z4qhrfrC-1pu+Dt{mlvosi!@j- zJ;jvOeQaO3AOAj!QVac{140jgQ_2kFG!e?C^({l($2;k7OY*@((3GnezFh*XhTD6P zA~pvMFd`oBeyMzKM5W3Hx&W~^X1!gw(SK=nMH{iI1tKfCIz`5(cX{mGx+67MvewY? zJ$Uq)a}%9H;;W$wvJA;5f&Sx)?nqg3xlSIwlrKcFZR7+%XlB(ffBTseKa+rZ;z>u_zc++=Y$)`<+Nx zvcJz|cnxC`9e93fcT)Y>w;;lq4R4&mqGYOsrvR}Cu45PW`8ghddgQoRBtk=6hBc|% z0Id`b=c=iz`z%L9AnFP&WKFA^BbFwJ1vbE}i7Zj*a(NnVn^SYuP#!H3fBN`2o$`*UR2R9DMbV~dCO}G@ z^!&`K&@2Sp-VG-gE5kxNb(dhnz;-eJ1j`q*gQHiK0SdeErsI(Pr$zV<0qfjhfmnl@ zn3DKGYMjtV#U!$@3Q}ms6YN8ZTv=@@BDEUWX)3jtZ%6#77%@P{^*FcqLerj{(Ktj~ z$-5ne<%f7$KE;FE)WFC_-zl;@getA3R9(tk5of7vDud0cFLKlKNFupP>w8 z+tY?WkVq+=`VhYaW#2$$hSJ#vW4WL8niJZzemw;CwdV$l&mILyft3fW3ZbTi&Vj@1 zFnoG?&XVu1_rX~r@4EIK2An@X;z{-ESL7uviTDpxS^oeCn5wL%4rr?VolfVCIF-FT z1o-39#`G5qxc5u?w=->+B9)`Ug8ZT6I@Vji(GIscto0@} zVsZ)QQ1E-yX2s@GoxITRF4#mD%w!7QgHsF!#fiz!>F!W7m0qJ@9FN^ih3D?M73h_n zo#NMZtrva4Q>9}6xMtR?Cq|bKa#>`%_?k_O>}NLSu<_sH8P1}vb`13w(_x??s%(e8 z%k#ArqRgnED_+8{uq9{s7es*{fxvGLA#4PpV8}gbO?{>v!KWbf-Tbq?QDWme& zNmkHL$sh}TpPqpTUQpBOKx{j^n31G*t?iNsV9=GB%3&k^JtDXTA!$PU)e|5=6ZIE= zx%*J_`EsM@rd7+gZGK8 zfdo|@fV?9#Pbi58k~mHpq{P0%2dzpz%&wfBh)F;7lAvm$!)g#&0GkW}M&&tJt>$bj zlrfo2PK`Ji3k@Chp(H+fEKhqBOhQs4ZWe|h?XAF@_NQBbp* zdX`EwspdfQf-LR7j=yMFwNgy>c3{IXAIbt?=?#=Kx3rP1bs^VjR8__J9L1Uj z7x+p~q%KHVT+0x8?5dcuBQhe!8v^13I7(-%%ch_h>`wfln5-mOl$$42o7&k>h?UCAqtj9(Hw?MB=hwb)w>R>Audb-eJ_lP)GP24yVbE~! zySO$UrDlP(XO6qy;4k!m1q{2}I-l0F`6yV8g+{rY?O4Z23-WGsI+zKOC(x)k}|;TF!g$qEsaqw-8uQw z4g)VK_-W?mOf2-WVh4jfRtkDb#=WDgbR<%rrBJJlnK1%cT#~X&6q;;1gB9~N5uYeF zt<)iyzC1m&%FfQt0E!1%(5l=}988OFwV`fUAOxZ#qmZ`Jba^(g{5e0`@H_2rW9!uUuX9GM=8wu{Xp1@P{vZuSfpb@#~k2 zSE>y2Fq!3$>Cg#?F229vo31rc>P(}&Nvw7|P zU69)rX@0o|cm}|w{B9!4_><`L39nKTyUq{$)o(*Ev#9lt>phVOpPfH{EbQ!P^Wm=3 zmu;zL7BBhAb?Z2vx?I2gSn*w8Uex)1BPYRXG72~z5?|}*ne%g)|7|4IOwU_bX;e7l zxY`5KaQZxtm}eb97u%rNVjFzI)y>UAC-q44-%NSyf3_C|dRTl9`q5(rV3x9B9r%pC znxp+%Cj>dMlW};DDa&vKWZeNp0Mx&9!ePv$Fi;!7MFH0Zk&cT(E8g+8>C9e?79E4p zmuD208Y}3)lfv% z8o~Lqy?rG6QXY;&bcz2l%R)uwxuT-!EYV%vvht;;cf0??L2EQ3^!9MBmRa_IME*&c zE>xxQIj%UQ4CDg?K3aaaFs_X{8`UiF;Hj1BUSLql-1QkfT9IbB!BbrOVhyV)70N71 zDn*v^%%{OMFplD$;u=k9SvBHKG}G6_=!OsfNW^KUcz(ifD?(jk(4&nm)EZ`y|2QY1oK0jX}zcKsyN~cPQ5EC5#dlqOE30~9AQ5)GAX0|$D;>8H@k2$+#6pN{ znthso_CtIJG+Ap@9z_ZgM&RKRm>s%~KB(AU5uQ^NbKX7Nxv65lA;3q4l^oqPp;K-} zjQ(*S&h_JfO&n~b|8+f(9sk)-bFSyIq1$qVJD6@xoysg#wbo=1(e*hz^|lhLnEmEO zXUc);r`a?Et)~mNN{KzC&Jv6)R6o35mDPTm)7~xZaFE?%o!DwQhZ}T`_0p3`J?z`N zdC>JdrlfZ`hW^mod{+LXvRG_^_2=p(+FkH{D3{Fr3Pv4w(ht&Gqy;cB4Ru*;q*i7CvE~)Ju_L zs9{0BOLyD+7=xqzxN<@bX+9ux+MxvB#-D?PG=lm%P0O&vj$AU+zc1 z#ZKnZkvrvz`_x*}v4S`&eFJH^>EI3i~pnZ`EDv3`{6oMscB^J2KUKUifmg0qY-dYY37s|G+;;d0;{+$42 z &#H`M;j5aeXYG>k3ENQxFOk)iH?l}khNaH~lKuV??0tW1x@(}<$^u{~ZI+jkcE zaSRpHfHM#JqMz}NvVpHn<(z{ZD%7#c{Q>GvK zgI2M+d{bsHj3U@b$i#y819^=CEXx5ULb5*hHtyW>uegtM&k7P(-{&QL8>C4GjYw!g zw`ZEc!j#n0QE{5xV<|4u@f-Rtklu3zrn;+Q6|bFnczN@_Zk^5IkBVZl6Od$t(5pWN zRzsqc*rzhTpBpa&lmTpBPJ6|XJigH&x*R-7An)fAq&5s~s+8$BU%8ZfECDMU@ynko z2P?XNp(!Zd7oD^qXk@}AJ!Wp^J8)7X)3a|s=mI?Vj~-vh2)1{2D5vyO0K7mR%wdJ| zXLol1W6QgJvEJzw*LqngjwbkNy_{9)yjEr}+pl;#Ebr+^6Po&FU5X6sL;|$sEfd-U zgI#4oKZSn~4@;6;?(Dp)`20Br=M@>hgKeVBuZfC?>A}G#08k){b^EoncVm zMH_KN7QrRN&4-7hkvKjWMX}e`SeNr@e29E$Y)qe>6g5!N+0gVc?}yoEH@r{LQOjg? zdF~FvSI*k;PLmZ;6ax}3j(QL4k9q%{=ZK(~lV}I`I3xunJnJla>Mw=|%aDHdnaDu& z@QaUchNN~meMGQ#)`v9}lh%)w7hOc~eX!T9!kCl4M;RmdhJ`j$Ozv?Vud}MG+nX(M zpVKKVS^%X3xSfHINx>1^c+?+zl>?q646b|Fl&+rb56Mt|fUkt?hqJOdJh2NpJ_8WO z1QxFV61Y-e`T_x&-}y?(_g&B>=G|U^BFpBj!26f`$Fm@s1>osm^45!EfWgaI9g&w? zZZ0nT#i{RazEuswV8y|=!`(2=4f z_|u1=P(oKKm=_Ft@MRz%ZEe$uU`)|`Jo9=sPjJQa9C?+oy~$KWCH9*Fi`R})FtICUBCv#Ym+Za_;-x-4I7wK;rgGp z^8rHv4#H?%L9LSz~R~zWt4c@@=Db*Ey_xk`!JV3D>`y`y|klboU(09o_0TXr-Ke4)$3QM zyS>G83Y_!a{4y&>@GpBqvLM(*yu!Rdm* zVR5no>Nr*U(?LcvMt^}%Xo!f+NPIshsSjRDUP8B~;)`ENv;;gRYzK65!c`T6G{`>iN*_k{O@spp-#bVyqbpw`& zjCo~X%Dm*(dXCp}{_0I?iL|56KdoS#+-M_F`S;rjsE;Nm*8|Y_(){`6^!aLo{kdJs z8&reeuLHMTPhbs<`AeGiYSiHF)IcTkB}JRL*h%VBkX9eY_D#Fh`}Vx$yctN^ynL>h zd>X25m1M+@LRBt`h{W;04Hx_Chj%kZizImLf#-flY0~nE-4|>GKwr@bgGU^#GA%QS zgC#jBm;T;o`4bU0qgjvP*D{|xJU$~HD3XMC^Dv`tQlwhHJRITIV?hDap)P0_+S*W9 zpo+H#ZmsD6H^95@r?+6-iF&!J>;ufSUTY**mSYa%ZV&8Pk&Mcbh0EqMSp|fIxCkg% zIY3=FYd9S;M9g|cnFF?TyI^eelH5iY%uJ(-1T4K71;wX?QpJUrKOfT^`X*EKZcd+_ z@BkRD!XblEAr7{iQ8OGm`I*P5Hr`Z-oC=ptIaUH&WIp<)u$;>Ml%!ehHG8+v(#^k# zI;0P+e42$h3Hc}vZUlp6W!yZVedA3SUEgRuBsU<6%+4T7wp=yI)3+2&_c1Y>Gc$U4 zjS0-Dj++KC!HOP$dBZ2XH22V_I>EBSkN|*(rn9>g5k#KWt6IF@bQ9>z z0W(*hMV9q>$310cjyysy)6xAwCH?7}7)=sFQi2M)nKg305L9xT9Okqiu`cv)yL7h3 zAr+iQjk0kJqEAwvVYFGxW{jDwEj~|}R+R4I(d{iZ*{v@W!DaduluVKHTSl)l(S*On zY^86YLO@yF9E|7RXt+9uc=kMdO_7$tp>GEn>|qZhxJ~`Aqc3mBqU!&|xm?yR>&-d4 z8eAbuy;hq(VGB?mZR3EWYj=KHtHN!_v4%cHxi%kDqEou`mg7#K+ms&TM`#9^%;w9Ig0I`RQG<;eIj-VaUe<6}< z#)$uq5V>3i& zA36L>Bm(N^OA<&S%|MJ|j71zvMTra<@KUqfUeT`5+6}Ypr(4s-jQ~_47B&_&|j;UV{-5 zM>Nkkn31xxvUi@}+-vrX`hsvns)p&!FQ%9B=-ue**G?nP- z_fak2l*UB!H#Hm25{W2XT?ykUP!>35IhIF369YCRI{698`v7zhw3&wh`0~vWU9Q=a z$ys7w|CpQ%nj(n|-)A3mx9Sb-1A}CLb=Ww3*+GhEM?Vn!glJ$vc}g5gRnK z-l#-P83vc+Oj&Xbyi_9x{GS^gj`dAGbGKvs!W44Z2t)#SA~6YKv$aLo6kvu}?3iMhDj=DSkvD$F%#ezQ#}`kT(Bp|T^;5e->lKpq+=aA!#82j{DJor0#Jws`^?o7g56weXuIS=EI;9gAETyOY{ocO;{X#f%iw$4M8bD1lr z!M;X`vmWRp_Pe96E-1}1c}*3ou|0qfv%aF#W+L82yuFJv}T)c@P5o(dgjCPH_3>%_+9g$-j21~&@vqk5|s;@qka zB?HsdrcbLREqTdYpgnZ}Kh63tc1iPOZshd3Yl zvjQGz4E7~DReJ<4$Nqw}1~sUYJ01G zQiU|Q(^Xzw_UawaS30cUqA`hpvMLaoMAS?RyY*0*|NHlEPYHWxKVA=jXTCHdWia ze)~HCiOhlWQ=eAp*{{l`2*p;FOZ|2fj(xUGM7m67cQXaNvzhK&xeyD0Jf1JP8L;KA zrMt&C^S@o@je!`J9G^a{Xz$)+SA&X{g2eX5_Fit>`)zol^DO z-IJg`pbphSz@}zqw$#sPJoYN;nl?Ce20ly<`hAy6lU*k!@7vPg+$ow0yS=?lY?p+F zeK8?GXjEw2Qxrd>iTw?9vZ*cP5Mip34Upuj6=tKyeoerV)hRprXplXMgD+X}l49Z$ zcLp*GMVDOy9m7$0Vs31DMLdO}xG*btz8!r~Q^wlrR!5#Z_&>aIA0-0&gP!L46deYj z84HvhK1>Ojt-xY~qBMQyQF|37$1;=w+mg}4PpPe~W#*oPB^l9wn>zJkesqhD=L~uC zB%&!@0UydyQ@6TXW4fR6tTRgamYftalXa>s#<0s@W$QF}lsCK4TiMy!;buI`0lm#gmblNq zvs)Nq)2>$@CA1Ilrz+JN?z}uqK=$e1QiI$6@K>Nfe$%UW1aZFqeQ+P`QDR0ghh^!9 z3pIHg!7&+Eyq=WmA8ofsQ&Mzv=M&zeB>xi)x1=hJLfG=u$K`3VCw7cN;w_mt=lk9B zUBIRk0kh#?;V6D+_+>&-82&gPAiBEs+7_QYAV`t4r!{Fg%oc~tfP7eInNv+_oAAMk zCgqY3_vr(=IPM6*Iei=?RU2cPqCKlWFvD+2rlx=7_NO^BpV(JDMuLJoA3HYzFY8%n zSDmNlG@T_8eN9o9lK5FgZ_DjI1xlf%54mRHTkpF%ByKMaCc;%Tk)_jbM;V$IC=+{J z6IdxQSG6BZ(WWL(eHss_Wk3$Fx4X-hsE9ahFTZqv{NDc#MDP`;WF6c_H47ml)-S+- zWfdkNDBrO+S2Y6WsoTU<-VQSSSb*3~Gb3)J0N48ZFCanv$taz&qL})zvdZsupT`b@ zSNplhhUx_le15iKA|j$5pBUZT+_sL1#C(MnUL-$mWK>R@oO;JjlEbW;mcR%NBTlht ziP=pRsA=?oiWz)=iP|ta(oOu@?_I1% zi-RRCSh6_o6c^sRRX5xrukTiAkwzeZ>E6ZvobyA^dhLQOV9hRtbmaiSu^zA-x#n3Y zDlLVhpH>-l1`~LWBD+CRY-$05jFyC{f7=sP&l*-%^Ap|zJ|YakNFO#?YqJ12m}8WI ziAFcy&M<3k#r>P;@Sh@3vAUS2RJ%?OCy8!sANmISACuJ7Og}V%_SQv48fAf~J=DLq=ULcoaF!HpG(5z~N;PcjwpW!qw4!)Y}Mp$q5l9S+4Q z4Z}1xVaDok)U5zaBQ%wlrc!(qPtfctr!r{LNYMz}?Xr+p-G|tviKkp;A9s^mL%s>T z?-M-rl?`MT^&E&n{pjAOwS*oK2(sL z+vMT7cxZOU|Fmj)_VIm8^4<9za>d~8Y6fKF3xEO`Z*gl-mKK$lzzOf6wlS?$x)?K2ueaO%8(W z*m|&LH=}8f%W#?20pr?=G%QWJNRPGdm{+FS`}RtWFzsj-xc-G0>;dOTfYk{AV#G%+ zEv*?4O%6Un*ge(%{)Kx201v5bI(D6hK@QFHv`vBqX?PA;E=4l!?fC*^a+D18l#`xs z{=O|+u`G4VrIUO1sG8BQN}zZnS7M5S%BuTgYu%TZJ5-VWj52bc6I->kCB}wQd3%J4x(zJ=pc&f36GD1^jc#0{5UtA_zKUR6BZz^i6Z(x zrs5D;w~zbMh@t8-q4D3zJj(k;UaGZp77BlyE~vb{yYy)W@38(a{mWY%?KU*#q%KTZ zGxIwN{dd2pU(t;+N*FwhMqX{!eG&fqr(7{n%u&G(pLhfeRV!DdpUmj8Fxw1cFe>}! z*2%yMfxe?-Sj0fK(G6|~VAju|Zk>bu@Qa*efct>zc5_c^KOW!$c*W(_F4&<7wuT0y zDaG^u06BC~!ka08QI+9?yi_dqx#{)6>HJ>IzTQ5l$YxHRmcz$>PgF!*1pDf}vp2P= zssBlwl#)MLJ~Mmb-v%p9XxL1Hn+<2w8?c{kCR^k-BVWgt0S*!nQq#P+QjyX8rZ;!B z0l3yxRe;^)i_E(bCM<{w&2*=FlVz_}9YMY5R6f-{Y0N&o44iV_>bg1r$PEG3^#$1ZeFC@r_8f?p zpGUu}1n)MmPFU<^6trPALq^|SM1%QF52THw0K}*XwDR|v;|ePgGT}wsEcdzfUz|W+ zIwp5mK$mv64J!QF{mZUvP_9|3M*Ia3+~S#3Xd(qtc}y?}+}p_xDVjkTLhc8?a_x$o z%SH3WH)#--Die8<_wV0-rg98X=`vXb+aH^`h8OUY`!i$+nij$G=f-iW&(M56-5-z? zbedWXg9D?AU?cJarGwoc2gb53K3)bM3boin17Bm;&`}uZ7+=VxbK|717GS<=PFa1| z`ie!Oo%v0wBl7g_(`4gvy$EkWuwxRF-K=vbtzH6hVLya}FgV4`VL#%_&%Y%Yx*^S{ zv@M1Lb{vm&`jU)SakDNiV(&guKSGVj<5ZY4+fP`X3cbH)-dEc*;BdfRwANybenkFb zM|UH}o;J(9vA8tc3qY5b-;=>jaRX=t5JSkvcTr%_h& zL-mkJP_EE^c{-^c4Is4J-M4~>Ucd%%uWNR%z64a9DCmGV_{&qo`(iq*kUzjupl@$> ztOszqL3@!_pf7&|6xze{o*C=!)ST+x1ulMeysWt}r2c~7Nd?N+=cH=^m1Ut&*03CI z94`aGx>W3?ZZxA9G)PhI;^t3EKm734M(f-Dza=Ovfxa?KUaNL^paO}CozMNOf$Sab zmTA}lab>ytai~elU)dsJIqBk0YE_?70j*9y@%6Y0a#!$fWntyG5}NYzbPcSOPQHZ` z$k7F>t!4E8GkwBo!qsWp(TIWqG)BS3@m9|OXblvpFd&IKy$5cA1claPkB9zIr#%pt z4A+AR{2msL7D@-epS-X zqEv_VPPogcof*Qd?)D2!*@l^Jy?{?NQAP6SbKLzu<>-m2#uWNqSZKsbOFsX44|h|& zuUBrAjW+s!QnuG}M8Cfqsu{@iUJz{Y%cLQG{I_12AucG<^rMRuo6Iv(D&(@y)sFc4 z^Nr{wd!i?zI6+eC@$8eRlpAb(=YJ zJ#kwXLIQ#FKEG*Np{)!AkW#@NtV_)lr}TQyObj08`^BtES?N@XlP$P~pz0{bb$!0u zyDksu3&wp4m}2wQgMiihA6Ip#=XX&DUV3hnh!xlp0=g^rypV&6*wJs$Mu>`vPC%Ag zXgq@*HnGhB5yhX5uaCDWtxZ*eJV%uotg1*r9t~BEeSD6@m~(8)=eu)V^Dja9(Yb`u zR6Esg1SENzM9wjS^n9ag*F=|(Dh!Z>^3*}K0w|}(-Uv;PY0Y(-;RfRhA^O+TTTN75 z*(;d+p&+nsNN^=%WXosX|6WX?@3skU5O2@LENS^S#ZHw05F353%g7L24J2|!puUko z;);VmG4MR<)--_0^l$vv7LT>SO$NagNPots?{NY2wxk5*?o9?osPtE-;iXC~L9AHWwu*&ando!9!B6Og}Of09$t^8R$*G%pKC?dL`Gd;XR9&)*_$8D~I zDzh#xc1(Z*xXM~Ds|*n?!(b2U-+BQ88JnE9$M17G0bZ;hV5SwXRon=M;(IliBPmMt zbhq(;|-q94ac{i6Q z>F;9@tn1ygUL;XtjFkr?_ZR4>RfUCl>aTR7o3eCJZO6@s*CsVM_Lb^luR!fGrS&2B zOinIt%ybb2&GxhaEzT-?9%JXlFQXqw8FH7g^XcrLI6_#W5-0<&p&G3Aiyw3}_|}4V znw}?MNWf4-j_b2a%p-+e@U@CwGLyD6umOvU-Q8hfyLK}I%-mHn&%5iDEMOA@)O@1W z-n@J#@3h`O`~})8CVG`5uYb9;?<+t21V?l4_Mz|4O#-w|TOdcL7Tht%;t09T;j`91 zWe>ia4W)r5VPc>W<#k-wbq|mR9;A$s0<%CecI{EhFj*O}XSxeYx+r^*eST)loqJwQaJ{UYtaZ7W(`vy%xCt`&27CDg`^@OB}JoR<*BuH|7C!58CLr|a((MYR~U#TBN|b;N>IhzDI-lR`&~#|47T#igZe z@T{YN|F1+u1dmX1sPsJ+b#0qhk#@_Dvt#nBqn-E|&&T;SN&^%lH3}LQ((6kpdeR>* zQ7sNtH}+&@1W|X5uPmO7!L>N9_m6+RKQS8tzBbTjcI_w{w@#_O-rpl00!p_a{V{#i zI{T?%!sytT!@Ol7e|jDNPb{F16gwH@yJZ7Ok+a~v74Vlh>Tgja-fsv1rW9_i*Gpi# z3sLrZ$Vq_hZ+O4K%JLEG;il>DJq4}kNE-ic5ShM3b1Z-y3;_@5o;ti6yIH1tH9KxP zki=7^rF?c?^Wi7qNMCh9gekd8fC38&;CSf)k;OeW%6FUqz0YvDPqgMD%rII^sipY8 zLL?)DPoLabyA1i!iFNNVg@Y-!b za@Fa%o0@KqQz%#q*#5YkSD_F6Y-}wf$=i59=jV3V$-S7GocJOjg79T$46*FGU;`e@zb_m;+xO_OfMDdF{vop4!>fXD|8mch zs-yK-0nfCc-Evdm%J%2{D%+E!A-5H;IwsQyo|bM#l}yj^P^QR>Qyh~AEBs)==j`TI zXCS>Mv<%kLBRFzE;y1T(<2CTwoKKzRZ&d#kAc{vJ{tthrYkqWOVZ9D`w^34X7ulJRsnIdIdAxNFqOoiTZNEd&+s5NkqhQD6^>7 zC{g2TytL`lR!0nrHKQj#{Z&(fN;!m3YqaR?d%38#&TrVJjk)Y$_{N ztF&sxN~EJ<;h(DF1W_>{-Fv`}TskcLmPPtbhFZ2-1%#z`EIeWvr;yk;^Y-!rAfsPS zaHmi+cL+`4b5`#~lC@Y)bsP-T9tRb7<9B>a;+=A6z%!6&VcS1COm-W$q)TLOh_AzD z6IXTt2qd<{)G(aw#v52gF0%Fe8u~ik8+(Xkc`ng~Ea-SXdV8(HW{O3 zwXKoCR~k2c9$0(vw$LAM0l~9-RgJFK%-_h{{`-od=kWc8ta|V7pce`HF!s;Dy4e|9 zo9(0X(MfO3xA=7X~saCKVjH^dmlCT zYkwb&wV8`tj-it7(#lV=zg_P@qWgTlNf*_84a!9a*3uc&b#%-PFY9goRA#T;1bYxY z9QzoEmGlD!4dRszVVQ*;s zM?LAg$=CBb;k568F!718MPMr|soVqLpZMnc&!0b69A@p`wl6L$+{B)~tW(@PT{*B4 z1k_-&W`5GZk&&_*n-q~+BCr?!d?ZghiawAt(I8t5Q0nVO{|2+Qv8h@~=;)gNcRAFc zMQfFy0=kk6^{fTZehbQQ!5=)tSuthVn&WQ6mIQg;XNDKkVZx_;yNjJQ^Sdc6lyOfN zjBas1HOi3;zxlREtN#{uJI_u;XQu;cbm|?ZLt&3OL&J%3FL7NJ6M2$U+w%HV&hnRa zl9x9p^_j6=y?8~D{^ZI^)2n^IuVy|Dr$d^CzTk=U+Q-`znu3vh)3e9B=;E$zqvJjC zJ}4p7K3mTUjb{6V%1`C(y@&`iEE7q7B`~8Aq}sEN+9Top>*)#FEc?*yp95BSxVim| z8$0$3*f1JE2dI{>kyOZ>;bU;;6|i>V!KBrTJcXc;w>yWQpnDx)PcG0b){F9L_v4Gh z+S+g5TBcojsc&x?G`JcINk^g$olv9wgy1YoN5ZzPWS4$vXoCcKOCOopMn@fDn>*b+_N1dt8j2g51R1{~}nLCC-ZUOO3JgVo&+e zrbvM5GzQ6i)-MH;X=Rjvy#AYn3q#YubK#(H8m>>-sbBO1A>`Ng4i2VZ>}j~=o{HOD zd*AwOd-ME6K0E==g)_k2M{*^M({-KjPk+!|j~~aV;V5W*>}!q}VdM0BsWTovljYtU z;m|yq!4Aeb^rpdlHHAp}7vx?`)8#9OUy7B zjK0_@zceSMxE<2g`RZ&VK;*1hkaOzj_w(Y&lI1*N+*RE7QH8(OX6-Kp6+}p0pqQ`T zcsQZ$cv?*T1UU^=YNA#_Oypua3~6O#^XFSx8E@g~#EIAN(VV~YUebN!H_H<=Ds5!+ zD&dneqQ2AdUe9MCNP_FJb3$NG(Wb2IMrMAxIhry z1*Wk0ahJ*%(ya3rfIpBR_eYe{w_lp+f!6omhnk6*Yw=Vf$BqBxw(Kl)NV?eV9s_1h z+Ts{VKfcWFV}E(~$N#J6)Fv>30&FWgV3%vZtAhryIIFhmuiVmEjObZ8f>#2!_UL_` zrD~bQciuW9|DKb$+VhKCnks-MPxy_48(Hx3zx3XK{ie&@4O#-T7=p~#Wc5rcfBe)X zlTz~!r{tgQ?b!U~y0Ii2=s7@$*-I-HzfS(kimp*OY4A6+Z~}gM?QcDmP|O(;YQ|QK zai-+8-RfyUQ7ZoqChQHXy-Eu|yv4Fcx^Mi!<*afTY5IJ7CJT6cbl3)j)$9##1rdHF zs9F12xG9{f#g9>FROIlt9^D`rd}3|zXamR4M)A(%&@{-8%wv)a4HsLbx_RxRz3|Hf9P9#m`*))dO?^_PB z?a_Z<9XVqdb=C(@`!2T?8s_gM`fR)UdknpIzre8Pzpni5A$H8QTNoLg0WTWN1ROW6a*oUn3B9?` z4+%X!KSLX=CEkkY>@+i=v9u5hq+6M=2d5C&nZGUr-%(kK{)*AYqW7Y-H{Nu*()`@Y zHt*D9CkDOvpXc~OgQ^c|LgO{O;03KcYvM$QF>vaZ<<-{Gd?d($BMCV&=S!29<>*#2 zc+Q)L-Ans@Ci-!;e&?f{&r#2{tJ-cROmy%ItA*of-j(cnUx@FD6b6A5%XNgsTj?mX zvnky$;hk0{|HBZfW&BT3@y?~~xFV-bxb7D%Zyr1M3Q;_}zb2JLi1jp9@Y9P+$g%H);-{ zu=niHMPs@J1qFo1N@KstnMQ?$KBA-|RIFf4F_hG|G0zHVK(3kW8v1G23#>hW7kjK^ z#Le>CSzEJ_28W4U{6gjFl^3b8Lh9R5@Avgw_jR7cx9!>xe!aLDx2g1T6#1%agel9| zk?~sc|E{}cbAkvc<8UwX9THx?+?j8KCYk?>=E&XeX*&O2UUMMNGj`q#9yxC~|2g%C zkg1$M(8x+akLo&7L1cg3@a)O$1Z*OH>@8eBD3zO!(_Y((R+3XBZ?M;Xn^J*ie9_g%XQZ_fZEHVT<upJfOoFT8>pCc&BpvMyqLU1Nve#r(b3b0t%^~&AMzf>}e z3#2uCRzI4d&OZ>V22$eSR`|GH5aSkdpCj@4D&PvoTLB_@r5B?u!fr5pr-}y&rkVY( zf62WHfj$k;L9AQey$l*YX$CT%NQ#fjOn=rn{AXa9c8-#n*ywr79oHpzMM z)B1brz)K8pC62@f`=2RZs(DRl-@Ds?g(&)H-S9&V==V&Oz6Euy9`^DNI z?`?u#vGuO`A7e?HT~X6ap1;3pa9F`08!OkVUA#*EZhg|o{8K+GooTcGPdi0t z?jOLEp=TpbNbP2NFAn=>OTbpE%KO=8uW@_6ElQF9?>mT8JNJGMB9ZB&sXayv_}d52 zkOY{@K!=Z3fh&rkF9?vY#d7GM1RI{sCR!IHI0!}l|DI(N_ICMha$fFmYUXKOF#^57 zh`#$IAY}ee3oTj(Lw;Y8yU&2gX2_ro>Czq8yx0mD(U+tgUiJ7+iaC+l<8>K!ajn>_ zocXB{2J;o1f4Ah}NRFPr=I1shzsmoi_?6`{+ui@r z9db(0A#}IQ2rvUWMds^+IbOC91%KZ{PJWABvzbK}J81B)8GSMHQBW#o^W|NgnVCU@ zzCOoJwYZ~$0&c?BSwre!24CS4c@ipoVnIVzR_lP?fV|uw9USIMjJmq%O97x_dxlK}Zns zwDldv?{}fnb*7u1OWO9nvzLDBb@qN#FD_txs7bsazCiC4?N^xeSFdP&A;y%pYUq9V zF{iy^&)+B*LZ*yX?=7iIvEAL))BLx42q!HY4 zFqg(~)w_@BaIFXwRR5B9Pv_{x`*3LQ-@Vpzx_~PWv(rVcQ7K^P&=9DwQR%*;T6@JFL+8>K$yDHu@075K zWx~$Od(fDYEUrZu6BDCmFD6$-H;r9q^pKNtbM%LaLFw@Pqrkwxh7b6l{^~tL*i>C& zQ8yhL1`9PDUEUHD?mC@mwT0^E{#zAh zk4lM{xe(7nqSNojg^py!8R!UYj?FBk1kdp(t4xUgDi|+zJ^i{*IdQQZkS_h{#Uysi z*mXyzoYniiIqGZ(W7m(FCH*8MB=vX9*zt)64_g2&5jopxXl<1majh2AEw$pY8f2a* zds}COD{qdmgg~gMu;klJl(DnX(*8Z#o{Ke2c>W3bxu0PHvh=N{YkZ->?j9QLG4reV z_sJzJy2vLg zT-ngarqX?Lt|g3&jI0*QVX11>F6jYD@PEJb4Lm&>3q)r8Fg^RgRz{iaEjqz|HE*kl zcCGr%UPsnbtL~WzuS|Ubqk50_w$vL*2)e)$M23`g|C@)mXWx4r%S1{`M@HqY94Rjq z`gAaZuh$#It}D3y-+zSP5fYr)aJ!@M~Rfk)i- zf0KgnOgfA50FR&&@)~s2htayjEJR&hz0`W-_Vs|Y!3>7mhIq#kj7ytKGZ`RJuo z9EZM=%zRRP_Im|OpVukD^&4nD7(qt|kLOcz^1Yky<(wZPmG&N=Vf{_6g_N;HH+W^L zU-z6%n1p74Z1iDsWK@)ii3u5p9zRH^LF#itX7P-m3j^c#b??5vAIHD``?#nq7|ccJ zC;@c*crAb7av2Wiy>HzYO^f`fY7`4#J!Furat9q-}R#Tm+_x)`vov*K9 z!wm*^quJv6$wA^<%X|nOHz~dX{?ke_ty8{cxk-H`rQhUelB;BR;-`HImx%-}hi&pB z42&7k>O9_&zQp*PU`rog%yk8?t^)l4nYuLH0@@DJXS8od6 zef$oV@VHnT%US2A3ry5>kr!uX+(`MS!xpEm$$8Hu_h=bnR>iuMWu%30UPvVncR3tHBxE|6tnV&^|>IRQF(ULD4lDqCOy?b-g589Q(=rv^>%lzwPGP%Id zJ+Zm4X{_s-h2j9M(h&$-&d)o@P2d#JJbH5XgYUW_4 zx7#`c5o!O@!Y&RBFPkpU{HrBztsV@d^fgh%N50_~mrz=7diH#O{<~)OIT6vOPmAj` z(dHYgC!@VgRIGU29Zmd9cJ8t^-cr7u>2u?5F(fm#v)C6da;MveN-YY+RL??)e(EEn zS>Jd(^mtNVKqVo@wfFw5>duFxZ7W6#o?TypTUh9N78G<7N%PU&AL6%asLIMMyy)IEQV>ciw(T;6;e0kuN1sZ`NpFD80$Hd1k`$nIoWGgZ6L7x^E z8+)fOM$^F3tmF23(Fg7pOeJu=V|@9blb7rhHmK$t5=u3_`-f&X#gJInfWmW)SvB(N zpN}YJ+{bzH^+O^je@R3xA2Tp1uaXCaW_@z1wEKN`V`!I$Fk*I*OWhk^wegJdRT=(t zW`%oQ32Mg>hikgB$9mIfp0(&7;|k)=zD}2e(~1XP{>8}VW~HGLbD8W;7^A!bxd%~G zqsmLnu{Xa=H9o{DJ7j{*Iv8{`@vPwl^{$f#>l66o4`R&lpdWj?O z^@iXVRLLby0RmARvJ$PV>xK8}#@&lDr68^{+7pMTj1mjXB8lP zpk4G5Y-%d)K|w)BM;`v49uwS9Q&Z~%B>+gM(LKn>`OD?ruP_|T%E*Y)-L+_hju^C) zVq({?U#Fm;U=lv5S$o43o0N147-E;>J^v?n-J(A~pHj1)?*F4`!E+4*qu0pvc-|W` zO(Vbcw##v0K+E~sw}9BQg-=7dtOx6X(X@_d7T7OTJ&$V*&sGK5G=ElC7@jN(3gFWy z5E9ZWYzyfYBAzCulnG-j$yGZYFfk@e5i+UBuyjA@Ph?jJl}$!=bDNyZlMGTb*QdU| zrW$a&X8VJmc=`{e^G_6mFq#+cs$fMNnwyunzXs*GkMUwMk7n)m**`=a+te zmvc@WWs8lHlCeC^bjPuxcrn6j`PgzzMWayKV8We~w+- zm%;x%Nr#h7lSj3(*7A1YdI9ti{UjZ6`4{KT73uU`^CeDte8e}$2(cerxY`WrU!GnH z+@{IUX^FQi^{l@CTkdD4d@-K?%U3z4KlAE7n^Y8-MrGwD4e`3DL=vaX@en&n-3YSH zFSm3~iyzr(b6|LX&p0HWu{jXaQK9U9{*8w7dcNI}+B0>_CJM6H@B$Y-^ZC{YWo2ci z?t2!#N{57QB#sI>8)`X$?5Sby>j$JnvCD&hjVH<;7oP92BJu-&Wb&HBqw@lDEmaF> zhwI2Gg?&5<4XQbk4^vA@N`Q-b9&lS9gp@oZdb`8A_MQQ$E(;Bp$6G+sIm69&2?dkU zkmv(USbk?m+khCgb#yd5!^Mj%Seq!^gx8|DxOgOASM$=Vli%;m19}^j1;F;e2ik4T zcHQ%sK2u$3;+p<Tr)-pR?$ z4WkjEuA__ANZy53<|vKg-J{YWCizg8(%j&mWSb8rEB!Ao^ef%lqRd^nm>|E`Dvo0t z2S-0LvJj5eeD|k4%YaX?G8Y{LaXWZ8?9G)3&C$0THtq(8YM#{|ajS^YjGO6KIlV}Vi zq*D-8dUwAgljb68`pfI{gUw^3?b&>P!~KP?MV*3vqGY8^)X#2%_0YlbEp10xAfaX= ze^ddztjE|Zm3aB%N~547t?!JF5Gq!t$PEkA9~BCcI#H{UE-Ob|r^E$vs{#72tD6-o9b*osz=lT(yOG_nqEd{fxlS>-%64MbO?UKi+ zrKc8csP)|+Fjt;js`X&Y=CiRZch>1*dy(~tT3hSwaZQ7dVT#KWg^HJ}_7*9l&FrL3 z83dva1*lz85mw$3_xK%VK+cexkklNKjL4WzcHf*j2RNcn$6uCC$!Bv4H~SrfS?7#@rRn6{;lFrMcZWpko}`@Q*((#ORR56q&3O$iq<`iL@VWGaTq zyp$7VXeZ9l({!nus>RAGJvU8P9Q*AvdmXPu>ocudk+kpPtuZ7+F@=S?mxX)= zwX@i9_;dM*+{9%lX7A|3OE;jv?qp=p;fO7P`{T zKN4%?XXD_wK&NAaZ20N@hc8gWy z&)6Nucdw;Vz_1*BZ0Eh*MD`8jvs*LIcHfV{cy%3@^qp_p>&wKNve)m9gIW4r)m`a@X)<_)q#rX;Aqn)?#h?eIR3jl7V{fVa_^Uo$o^C2P?2!{3P+7wiJ zbVNi%=p5$TI+$;7!)3FEy}L`j^yk*PBOr`~$~HD@X!{NH`n9mD07wr!LdXp1(^DJd zBq*f)_n0Pwq&vwz99p=<&J6RO&o5Tc|1k|6`!*C+$L`a;71hfVUQSL<4h}m=+XZuH zBcRgG&dxovYL*{xIN8~K4#v#UU**p!uUsHzA*f72K>_kwP=s``oQ9uMQc@r|ZC0mQ z%h7S0Nb$)J??XF8`*Mo1fk6%Y>&eN0RskzkH zzr>p5s9mcdq>J=BdOo~j927z?-^hL^nZLzF*!*yVo8ijeVjnHIcAXzFcrMzrWDpvKwk0eM|mJ*P2XmKPrNwhdU zz!$z)PP;fqe!!=Zc*&KanWqPjJ_U!iv!pjuQFV1VU-IMKA-Gcq>RMI@9cb^xLbR+5 zlwg?1yIwr@Iog6x#i8|m28zMo6sTKYSRc~~a)N)d8H1qv8)}Suj;`;oo$f8c zM38?uJLQA34ih!#tyLKnpK++x8uxA)c6L}~z?0j84 z5$?J)LZnQSO536G;)0);E`JVW#OZrZx>9|(^|izQX@v4i$09@tL%Ou(-HMQH!_}M$ z@4GrXXTPo%;PUxY2l(JK=h#-IcHt@WeYc-PJ!B$#i*Vv8KUt~V48B-PE0YX!9YlPQ zE)ON5;HReWe6<~_Y3O~P|27H>KjXG-AR&%IJ)%2sCCUr=gQ%%<^+G6O^1H;rLe=?e zed}`=9KDx-T<$zqX|MJ^oPFt(IXgT1Yo z>Z6~vU}X2MGwLl`8@Edf*{v9_F&2A4_v>^d-Fo*fi@tN%OtNLStA3{yuDH!ylD+TI zX4vNWv5=wfh4^+TJ_3QzU(q3q(AzS4*cu3}*+`AAxBp3R{~VTmefIZZ4l|l+vuB>3 zpgcqW0g#W^(QF#+IzkJ2#G)f3XDc=U`+ToXX{M}yNYJe1=XU{rO-l$xRBY@AMZV-C zgJ>D8)S{vy**K2u>})971fqjIGM&$~baWCUB4{(X`$8^Fj-c#V=Lg)P=+9RDChU8X z2PTa4^mIU3%WT;)(xa!o3{Jh+tSDGXA$Oa1?l$yZFMap!9T0bepV|H`T0$uU?dR%9 z;h{!q^mv)AE_@0os-2(EWd-2bXULDlaBE=jGtf2yu*qVBg+S!Hs;iSYB_Q2T*qo%> zjT3MC`m&1-V!m_Aw-7(mVpgygWDcu6yr`V`Npo^}AyVo5tpgkHAJQUxs1m<2tGbE8 zQKHOZnPjx>>vciX_ls4mmg0>umVu25Vx~C-5{z=R%;Jd=jCNRx>J??W^?@pV>0|2E zr!jtK%4{5=mI54C?Q)lgsRRvN2jp2yntK`IBEPc`NV|=eR8;se6Jbrdc8c4c(<*PN z9#hb4h7c;t$;o+ome=lu-g_JwAMf$3RCq>A?t5D3ZsnMw|NcT;fyV1r<`MOMk))5r zxC2af9{HB>w>h1~8_B6yIg^lw3B$^La$8@B?j*BizbRz1`s;R6j<`zfMuLMg~-@kwV^2G?oQE03-2fl?3SA6+0^G)PD zo1$j?$z+~0kfkuyCv#ig5uSAD$JTQ|JfbU?(&Rnz{VUD{qdZz}SWoOcWOci^_F})# z($eyIz%7Q zadp9YLj`kVh#a$+M72tG$M^C?b3x?dcs_Sc}@7SW`g^gkpxT&k1~_lC9d?jw}$7l#SK{mt$3}FT*KNsYg5d!)(pC#)cZAy zIg(?AVC6TT;xCW4r!JpAJl0u_pp)d#En{EvLmD%mJW3Y#WMpKFjfpw#$j{4TXJA;U zdLX?htK(CtRdKm{X@8M|9}|Z|YxAPAU?RHb_JDjvt((&Kiq_@`70Y#Mp;>+f8=Jg> zE>HbPRwlLy%INi^o{rOMJc~1mk0ZF2n^V=$tkpo5ZQhl*;6DsKC;(um_5EbvxZnlt zVsvyg;Phu;q23rT&CM1`lE&KE-9^uANJC2DaRRp)Pun~N9^I_V)rOGkL~f?KdU|KD z>Ie+B&&{m9)xE`5On77p*?e%N^U$WbEcBDb3d7F|YcIS~gngl(AOC4@sH3B!rFB$~ z%Xu`i$lncGJsTZwo^3Joum|tCRxAwnhB&mtdD?J9{_I`3M+hjf-j{SXpc4+D>l?gm zF9$43S$L`9!?O?+p@{}PAz@)4jd0QQE8UZ!UnSP=EB#fec-IZrCMYQ=y7b2qwQQJ) z|5k+FqVn4OsUf>##w;vY=`u^K-+8VK)Lg!!(2hJ<4Y4-v?{#Cl3B$l*nc5IAt~Z(jbNj zL`GXDb-m4_;?Kbtw-++!lF>>^h%@>?ai?h)L`+9JG;Aku~|jA+N#n1qI+A2^mMzQ!PdU|W8MubhmEjs#DnZba`91mcH_~3g@4VFFvcU-+v^Q*cvl0xubrTLDJ2`FEt@@^OOl>< z+~Pxe_Ro{BX+CU*=fVA={#^^TZ{B-q@2-NPq8&hy3D3mJS@Qi(22vsm-(McfR3u^w z`s^LiTx^EHi#m|ZvMIYdalB^npjsea6K_t;)_68j(3LvM+gweJdoJ-GmWPNv0&Ade z4#Xh5bQU*g)1yUEkndb|Fm4Tf24gCReg*ViG11Y3_6Lt39}U<|4xJKaK0Zwr5VuEe z&$U?RM@2@0!>7o8x(50@pmV`;;kCEi_ip2(!-?W-!h*ZbDmdKK)zp|XfJL#kvg&+c zHgN#WpP>EJlZ-(SWuR+(67L)%4*ETPTQ|d$;?tigpM`^sP4;Q`! zG^Q}hnSb__sBoIvToM8v5>oKgp}!Bz0yqyk2|V8WLL_KR{nyjSp-~{)Nl8IRxDgW* z$J?iInKXAMAOniW+w8dN)*sijZjI3LvvfapEVAtny2`u1K9b>{!ZEj**;AX|l_WBu zwe`2`u>Cfb1#}g}{NgH^+|o-8F&!da>xP;JZY%f&)gKCe{V5@Mp%<>v>DU%(bR{Vr z(cD%PuU21_RZ!~CVeExeZq2wGP$TS6Wib(Vd9gLUS-rnsE0X%wQ1acIzL(eO8Kg5~ z`um0KbSI{#Jg%uWmJG_oD_cY}7L*jMUvKJssU_AJZPqyYGrCFdX|#r(bF&sq$#I2R z8z0YC^s#?7niP()F>&Ra*i2~bq$_PgIsEbC$I|g%u|{?YG5@1lk=TvNRaOR+|HSU6 zq3(^w_)H?A1s3_Cp`mM=cZsQ}y2w8%ir5K;nlwN41rbbhC{=E0XmD^xclX9v@e=ez z!NI}!R07;^-KVA^G6sRsRaI35+E?AbXbXyTb7Lds+h@pvf1pZr1YI!NRdETr+~;4F zfaV8|2v$7bqoE1w;o)vd_~4Gl3OzlKui-y==rk{dfHZsjl6^$PdsL zyUx6NT}m`1>$=rjhyE`>vTA0$c9Pu-BH`fzeO)y*7r-5p4jdQVIT?mT0Hv+3uZLp5 zobiqUDv^!N|*W|164-(7^j7|a`rcGyq}Q*$biDH>RVU>va*FhbGAdboon@`u zOpIJ%>4403rGI-a>Eh6xhW%XkrDwVPZA}%yg8V`Y3%{@&m1pJGf`qSEBH zi0lecgQmAoW_;!iyQVU`^X0HUV-QDU73 zG1~{73G6ymKRw)>E;d(GQHiwFL&CL#R$wvKtpK(Fhy{2L6a7lk{`=xXoj=FM#wI3O z)ijXju8#%lE$XtYW4*m45lY9C_KKmznElb4)=UlMbiJUDOihYscDl76Xr9y@zWt=! zVs$5Du*mw4umRGc+yIk_CQ8&(yWG#QynYTVjpk4W8i zVh7qxJ|=cGD{4&d&5jCs$L|KNR+vfLdUQ_Lo3vtM-3_=0W1_N-BV;xO0Ae1dI2goi z6d0b_FXVlbm()pCON^G`L06)6A=OBBPR>b7?&Uomr>sHwU>_aSzlI?IdpHSU>6+)k z+L!^3U?>t+A%XXjgpAA|Km#4iE`>pl24k+>Z9W=@VyqW|Mh`7;f<0^zCOg_^2iKPV z05}XP_ZWD!Gcq$1>3Z)u1r5R#1^R#rSlj@P>3o>v;09QnVP|I60*RuiXg%8O_%F8* z{Cb~sRzA_JCG$JZLbJsE2IkSC2sGKcQ;@p#e7O9E4x3HGCY zZToyma%>rA_U^XVpGT5@B~aIlq-(q7!-k2Ye5#YI@aH>bc~Bn47%z)_@<@s;DvD9_ z4q-X1fLpRu)ZjdDXtthlX^|B}z;sjW z;Md8&**ESU_j7d0?ZjrjGidqLH%)r$`AwGER%SHmx$~5ULNjScXiiU#qmYa=b`@$T z=W;`2_PK7p7b$^RJ8; zgP*julA8u`uIsa(c)G6vIO_q(05FlT&_yAKO^1{)!E*ek?Zo0jPNs+*9gY8H8Q;5{ z%Xb(Kc9!`tR{pKn0C!Qf!LzBDb-3Z-?fq#rlmohJyUutn$U98ocQlrkZUfj)SxXB} zLnGugEi5i3-dk#opaZC=y{&C~cy|eyaYjZn;E*%_hCB{|61Bf-c=3TZ(mNqiAI$bDb0+)d zUO#;q5KSBrKJ!SHOC`i>f5X&HNfnRbv4-1~rnyE`H&iL&ehGAiUg3AjR3 z5H#>Qs|EU%Xmg!DxYMe+|N1n1zys6(rc$7s++jrg49@3Eerpt(TkSsmE~%tu9T`+m zkyud9IE0fafw?S&=ey6a&N*3Xx?9&T6i|EOwFSA`E>FjhX-_Yb5>UUC;N14zqKccWnA&z zmfZXSz1>-b&vRN4jY(FufuQ17rq0>dO$zdUc>dOqlg@Zw!cI%YC;C07u*S~&iBwHF ztM6%tw2o~N_T-@-ucf>kfeAh8*ZoZCfY#dtBVw*Z9|OARLn|;!I`x{>p3Kh80YmM( zHp+#Fl)1?PyBwe(q66@EU8i$H19)xzWTi*;FKC$LKafiz^PfnF5~R$I>bX8u{Y{bL zY&AlKkZ=HC5vPvWE?`mwMcT{1eECvQp~JF23(F0_>%x@cQm!I%<3%%8^AcgrPe5$f zyYQF8Y{<>U2H^oa*A9CPX2I0=aYrE^2159giCv&kq3)6!A5T8O*6vRYApK`}JJ+*+ zk03Q!T#vT?o}Hbc)3ZWSVK1n48uFet4qCnWG+4o$J+8G#x;zr0>x>A(S6bB=WXQHQ zyDX4V{{BIfmX+;Wk1!6kkdCXPchQ3Z7kZzk#&yiZtkb$Wb22x@27k36*pu$XwerLe zWkzdW{-C2{wGOQ$4WrlQbL(uAR||P1E`vobu6sqd{cg8tJtC9Dkrc%&NL})-i|%T{ z1N{t_bcL$3pqnfcpIM*35F`Eel(;;IeZ!jAWR_gQPRhEQ+}`4)@vGRx4iAos<<#m7 z@6!GdE)IUxHRwJzdcQUtkCX9;`1^wL?YdPI`kz@#huh_v zMtjpT*F(rMl16bgjEsi|}^k@HQuGS1x(UI1TJo0-WtFCa$$&P~6K z!dXvpl<>mX-eFagCzQdai+HK3s>n%q`{47W_h@RFSBSNhUg_^Oi|C~-i3^vE-ca(n!@D3N(O zDxKm}Bo2qzr17@|tcn8z!AGDH6(r+GH$wfQzRyseQIOnwhiHkIP+Er&Kb*lPgSr1U&GpQ`tA*n+ zY>N|7<9$Bm_E)ACF-o>r1Kb5^Y3l|#*k2Gv%%oOSoIIhllNc;r@jm?I&dSOb=%F?6 zwV9PykC`PQGonG#rINm>uTgv5emRpMgRw3vFZCaU=yHsfthD}ZD6?hBu;~z9ACvr1 z5uPZ8+^9H#A8rifE_o^~!Ymo`10L}Av4PG%RuFIl_eA->oLsx=eGO;s#HoA0#MG{2 zCPk}2PI?MDVE20{3S<(qLect^~$x?R0>3J zYxY-^l(AU-tm`vW0p15xgqjSl9ie4Va0WRrEs{h_^yH5@w0XJYlTnt&qPYYnu{m7{ z3Vk$f>7sH8nWAEmsF4kw$r8;ACPd8ZT{&p*U0nA1=p-r3WmucXJRkoFVO*CgHCgJ; z9L)Q*={QmJ#`WAW9g!5p7#YOP6q(3n=Ij(>mqOq^5oT9j<9`VWQz9Epm@i-R{PeCn09TF5|vGOgEt>Bk2+|t0m<^Bh{?ThRIEE7t}7mB)h^JdjyeIo~C zbEwEz=7S{S5r9EhBYGMd5R3B&0S%Mpix)4<%ov5694^}0+Xd2YEk~Opi5cMHmHl=` z8^S2C%Z8cHWAbME)f{UPogOXoBY3NrAzCRdOC7T`=!?b`E0Qn6SFEVMv|==bMog?C_Dj}{BKA9^;$q(x<;0 z_k`S_agr9W3wIt@R}paRkCu*N5;>Y_xa4x21#pP}e4A;BQ*Y~Uf&Lq2Mggy#c^3Uh zL0Qf5gM|E#$gIFL8wH9X>z)`Atu+2m_;JUREok z%D*Qp*oi-w(@BBJef@clVF7+5_1Lto*^q}i2c$w`Y3 z{_Nc}5~H{BwnI(?-I#DuNF2dWASWaeF(^5la-|ubh81X1VEf^2#GlgSei*LghkKrq`;qi2!y)TMRY-4 z?IHl`E*pQ2FHScV6%-7>4}UB+r*pjqxklXm_oTt@J{oyb%3VlK^6z5yU2ej=kV)RG z-TY-nGWBUW{S3w9!P77G>Q33YIi>J3+(7Ei-#;%@le2dc{FSpSK~JwY!V?t{fAul6 zg8&KjBvGl!NcYqDpRg>QvG3f@=QhtP@LrG}uuLj*OGIjBLjZr(`Nk=2ew2XAvSZVN zxuc$AGv<<^-}ZaEV{8T!8+f6>1z5~(eR*+?wij657y$PAcz0>Uetnj|8xl}#Ca9ly zY=K(IB!3?q{T&`hqq%@5PW&(l&^Cg02I{?;`b7^v#u4WS5b8D|MXt{1V0Q=OhS-0u zdPvXz;81Nbqq9H8zIq=hh~n6q?=HZ5n|TD|K6zyp(gc7gI9!~z`V-JdNtFOr^b~x6 za-FZn=_oeNtHa689qM~0l!ZhQ^uFhKd{PU%wsXW>O+1eBU&Eh^WiWW>RY-{*Us!9G z3{K*j%GQbPbMZMwVNnghcss@K0Cd0{7E2(4E&B4AdHQUmX;Qz77#B1;xTb? z@fX49v#-()t8$3?-r*3Dn}AZ$=^hjN>+2ZT8ZfS5lo&0ZFmiI*ga1t?dwzZ%pj|`% z^ZkAEqiYxz&(P*M@Lf6ss%&s>3!w)fv6Gy5I^xP%v5Y882+>G%)G#nms0sY23;S8k z*G7M&$*>sDCKnpAEL8LtiD_#e!&KjwZ4v+mbhRx;H#32{m+#%~Z>^YDR_OPu|D30f z=OVp@WjmoDkN(ru*|~Q&FJY3Kuj(2*CubN62q&}8!k|5XKwWr_yB8}zGT7iA><6J= zdOH0|JKBV>(r*gIy9HXD(9kkl$`sRA577$N-Z!8r&iM8%3`~r09za73mjejQAfw^V z5YGiRhJ|CP7^1za>j4MH!DWFTc#zP{c5QA7CX;0W_y8D`X<#dXRa4bBNGs*N)}CijeDeGCHTYF}dU~dRS#<>gcpqDU4@e5(l_tl(gAv_#0c#Zgt0wFW$MUBXBEDiU4Tq#V6UZ;Fh=ieDt7)p z#O$rQhbqaS(HoFLGN(Yx&!5-ydKmq`c;I!@R$*V_+)OTIJyGG$@DrQri&R0MBb3S` z(XII5{GQnuVmhZu_#}pj!x=NG(vc(ou}kEPYjE_iv#|S5g}gW2ng3yI}2dnyjIrJ}}HnEXl%F zlV4Bck)v=vlrPC#n@6EJj8S>vyl0@)S!106?1J#Lzp)Pm%L2f*K!dz4nXNzYR%mb-@)M9Q%Sz2-Fg^i% zEa))v8=c8#9OBshphHEbE1oM22BVS^ZXOCpxOPa-Z&^-%>79%QBT@f zY<%SXw-s^|IZI7e&lfJ8+o8GejJ{=LfF4~0+0aW4=PCu>Ww?nxLo_337tlO-$PXCK z@$d16qoUP9kjN1zmHe3jlgri~v-fu|R) zbHXkjZ@MCyuf-MvnyGHH3l98{AApYQEvNje7`IVTxii;!X1)=pvN7><^DJw_2{BRD zW3_y5Xj$hmp=Koi&#uEoaWZ`|u{X;doHYdx6f-GTBs1jjS-Q#@Gr1#*9+++K{{6MX z?RNpjip!~FO2|v4apL82&a1i{}MYvXSmqL zlp;n*K}bjlfF@W`N=$V#f40IVDo<)Lq>i<8MdspB`2^WQ&t3M3VVwk0El_?jq_#Im zR#Oxv>iN#9uyDMK{P)J{{D<4RPX0dlacw7J3-%QG9nkVNV4#D8f`h?r0Q84-(8wiG zAN>B@|Hs~YhhzEo@xxluP^3XBQO0Fo_6Q{@vqClzE_;PCDh&#uWUrKr$SNabG>pp1 zURf!!5|Su9ud{LA_rK3^{C>yt&vPC3AK#;!%XOXS`T2a_@7H>t`Qe8J;P}3fK6D$E zh^qs9coEj1B2fJ6+cv9K1=i<)1jF`IFDWIm;^2m7f);UpK6E@f8F5l>HuCaU>EvyD z@RiXKqqzI9GU5Ik0TSs=+`!@cboAEAfGp4N3EOO@N_W%GPa?89oFi*ndjLtP>G2xQ zw5|%yr2XgbD6owG>gR2`?|Lqzfg8cIZJ0pilW^(;C{n&I>??2>OL;F{=q|ttg8?Zk zFmR)b%*V;Ko2cHcO#f6;u;OYCl1|VX-7N(~3!En^p)bu^^NrzNG-NmrR<*kUMjE4D zdBsHV2Lwv+ZgiIGZrFV>MeWRo9jEv7_sLtb^82_N8R#PY;wHxj1!z5T>}y)pb_ywy z+0^1*hif?ThkvA8ub5eM7hbDz?wnX_(7I0v*4?`Z`7h=9vz%-11Vlwe;Q=J4B)vSf z{xZw&jl>b`BEY9j*#jn*WvHyIRYe=*ptbwb<4mzVf$|xUiIK5!y=1%c4SCj@C$(F< z;#`tjuzMthVUD$b8sF1<^kLgh#`=hbpSp2tZG5ihD@pocg{uZ}AW(cH$d@;^Z#^6L zD4XzQEv!rIVfQLu7*(luF6wECI@r2tcdf{<{#bDQosKo{7+x$l&Qz04Z(XO=)m&aR zX5oti=fraD8o*Jw&i-x1_%JD-uJRbwJlRz}KUcoYm)xR{+xHV2wmJkXwZ~-omJJmf z{UbQD#$1&q&M5AbvJFl;@tT#*faa$23)|&qg_@~9F}^lf`jVnTwN0Gwh8=Qa0 zS_49?#hRq}#kjdIKcJ^7ll<)@qN1`gWi;C@ea<{kNr!snifU)xnlpho7RLzZmit!| zz@=x-oYC(x4$jlova;8Yg|G$kQLhiKJ!t6%;bv$(qr( z3JP&9I%!#H*1>~9&Jm}!RlW|~XI4zMW^)wVdqm6lxauG~eZzdlS5mTCHcf|FPws|5`%CUIH4|Dx5u2tV+$(A&J zkhi_SDJjFNCxu$~eQi};l)XWz*STs_4@E)4t6%xbnzk-xlLtm7|lf0Gf z!dHEM38nSa*TA&$J>Hq21n1n%vWrb}-K9r$3&I?l$9MzDX|ufzb3f;dY(1J(tkeSi z$Z4YFEtak6$86)@7im_D*&8PF1`kND=#Q0$bP=z2Li_jc-z9hH7eS4m8;^QpQCqIx zDt4P3qOh0F3X+YQF45(Wt@3^t+4ntp8&BPVx~wsgQUmRt*VSe30^&u;V*4loDz;UO znrglBS+)s|1>(ZOGlk3nIf5Gnsp3}ox&Qt?`hnkf<{N%_CfI`sI zb+VqkMuaMEpF}kA6{zwUUv5!oK~2W&P{=AI)bxax?Mz(ANcv#~1vtR?&Y#$7 z?_PKiLI}vsK_!yw=kxy}00!H@DC zAZD!!5|>h5%gC(>%AwzGCGlC`O#X>#aq*FyFaqT0;GmK@!rN=~V>Pd2RA-3!aY1H~?d?UoAWE?2J6QPsCb)BXMf`spXQ6cq65 zo%!v?w%08l+y5*{d$ihbX>i9}Wp$NJrmuxw#E<&xjVJY=Y20awBi9r#HXiq$ZpIwa z&o5U~^;L~*`twHI%@_S$?sl=yqUZi}^(jm^zdA(Ol^F61CVqZdJfiwY+c5N8`K)9} z?GGW<(7oHO*Yehf@7u>K&BOD^(Q}fjIzyGp=?m-MCH5k(ttlL5nLj!YApSO)246mQ za<-mY9UZKv6faO;>XOI2aozWxx_}CQ^Vh7&eD&F1yjmL+H$7#tW>aJ|p{A-Qw_Pp1 z|NF)sjM6k}NMIQW9N1!=_!KlE^ha8E{De){jVM>GrcdLTd|0kJ8W|fMNZOk29~jV* zwI$Fx&5l2-Y++P-@>iM%$G#7oo6lbBE5_m^bj5hRyJ|$!7}%1;L{5ZwV6iV@>B5iC z^vPR?4V4mIcGuC7nl-8d*Br2V{ygN>+E`vi@fKrh>|YmLeq&cuRQfp^SYxKR5*s$} z(k(Q19=WSgpD9eMxbqgpX3|nw#lktjez)+Cw(f<~-tn81OxL*uL=xM=f1j}NmHw1G zHbsRv!^C~}`yWA)UBx`cJ62(+mA;Nu>00B)xkwhxERDd&VM*!_CJTi#H96Vtu)ZlW z(S8-`27c?Z#LK!Ns^r;eUsXU44tPv00{cRg0)t?u{GU`}o`jaNO z`3u|ho%Woy*|MeUJ@izaOibHD(p8M}*sgD+R(Dh7KB5pe0~vBSk4{$sQRd(nsIIK^ zINIgW89-alN)*w=l{=gMqO3d43KHWoZ1rn5hx1hVuS*Wg;my>#)*6>H>ipU{ao@`O zC;T?lGu^b_)+4uXA1EYPsXi*R`W&?18FSFK6yhS}jT18_Oah~mI1pF?#d=*`U8}xJ zu*qiizefeWn%lnV80Rat!z$dJa16B@cWdYMJnBXq_p!L-|dT z`VLETb5L~&>^?{KD>2X?KFnkl13?)mL3Fp$!GpW?6)Gf8!y5=n@`Qqu{@+`9uktGZ z#w`_oTuJ`IPyB+Z4^KK?0%F{7-mcH%$5+#Iak^XOt*YkcA3sH&hUnlNlq%;7xk4C< z6t>gTD>Yq>dMP3FP6Ta3T}{ml3kA?W9UBKnN@C*5Bdb$=3DZAb`Wst)EL4-GN3yoC zEzFh6O@DdHD=jOVg@$x$%GuxF{$<2k329V&d;$XEyCYQ{Im%IH0?G*#T@{o|RC#zg z$&zV}H8eFPQyq*n$K(PMQU`W%^Y942QCT#+?gybv?vp1cl;26LuK4@oT6Vvdtuy&9 z1#|^#ymkAvAwl)$(kiQ$kE@HKuca+HmCO5~kaRtDB_-~~@86)R=b8O^>$6mxOLxIZ z1*fcUqpdX?7rRX!MWdYjM!DMj_iUr$OIz98@10sX8h7qcpEp&ixLFmZZ+m1?O16s- z3dFM-LIE@}XDPoI8+O!OGW13WEAktyikYg4AL%Xqi5i{pXw}-(8%!~O{x(%v2r645 zGzsO6LJPz`c*HzlzJw0okRylH`oB*gG=X>0tYQtTyqWJE`g;@c4l%SVw;2$lBW4L@43}3IHBHKJXmN2=@s` zH+!0D&6*$+ecQ0#`x`P4^xo-XNnCt>c?C$)luLDz?U={Xe+|xwt*kLuIOw3FJV^Tc z)^WZd^C{-$VUdxsa!ilxsit5CW;m&+NIlGWY_z1N7OyU-k89)zRFlC@d|^0@MZbzH9ex`);uS znw>ZPZaGx_yrtmfkxIp2R+|^x2nTw&hPHl7#EEw_8M(%y~NS|x}^A&+BHm1r2{N2N-s4O{ISr6IT>qTgAXSi)N8;7(&f&PW{ zfA5qE8q5uN;(8V`&9-dW0>=A)wre~ZO+<7tdJ?P5QV!ub7uMDEG7Fy{kjZ39Z1Dt;qp6|cLswugTotCF@phy+6@yzk10}9$T&*&lw)^wVE;}Y=WQ;?f zebm}|1cKGG2yI(JOq+_D+7Yf*YCiwHrq-F^S}(Vlo{zDPWi)FFH@&se=YJm;!M6V| z9;5#}qKx5+;-PWz3Szf!UM^Z-_IB2-aqlW5BeSBxws^%?heNmpmwkf zHa6V!rI2Icj=-)3T<4dA*z*E=bMkP%(-GD`@BKV23I`Oz=%PYG;5qSz)3YIp{K__E zYH`2O`~w5;JPaid3=D*z$IHw4?z+`0HQwSZ08@XL{2c)K@mR4SmoE~V%*LN}S|o>Q z$J}HnYWL7<>Em{_`tuhqH*cW67WjDbNxgSl5|1yt>S^ZX_`WI1g|&RFyQ)trM~nNy z6gh-Mo4yxb7#k-}u0lS-e%?ctcV6EMI`$hPB%TDPh2p$+w`BiW8^;cMVLE^BZw$#= zgFNJ0+{v{ru^Nx&zMS86!&&>ME2-38Z0eBa^vc|{*`tr99NbB_1|??CcXm53Pn+7} z!z`^NlkVsknle+qOuen}mNVm}qj8^8jS?In20wuq4A-D2IokI!EHX1xjR!xy?5*APUD z=HJH9Z(w>giqMil3l#YH1Xoym{6*-GJZNQ9EB5lT8oiOgRU=FuK(kaQ7Lg@b`}VDk z(~n+6BO@UEwDO2VJzzXITN@u)3M6*jW#xGJRs7PFd=RyB{hA#LTDrQrCr+3mSGfxD^laiG5acIc%5nL?jt;5@-=xE*}x)y;k-wNuyD&fa9 z2PsuxPjCPnbo0M%Hpn5O7KakVlGd4U^?w36Zk5TfWebr@jQOV(2}$lA%Fw~#`$7Y> zfs|~aM@*OkoIf}?SQ?j{lw^)i1ud^VJ_@C8orJ;Uc{o}#k)qEns`ojINt{l^AX-Cv!#WMXHdI03YT4O&tfIZX4zWdFa zH$byQH$-hZI#h)WQmOM_#%b@IaXh><18&LStOjEm#Z^m zm|I$Uc{Tc>Q-Hc6oJ(@?LGdnz_uN3KJT$xNKD!zd!fU1-yMw@@8mE9 zn4AUU51>@uv57qSQ_ z@44L>g-?j7b}iET_h3*)j@=b9<*q}4IYfj2dwTg}nJL1MVOjSDZ=fZJ7~=I@(#(^S zglMjAF{^j?5NcCcSZMm{Is~s!9B1L)L-ht53Ob}RLXzspQPl~;{st{GhYtoSwcfjO z&GXy%W4M`6&6gs*8Ui<ZA}ivI%Yk5=ob_eFK7w{f(Sj4q6fJNiHqw8@=QuD zEqZ#-MW@(t(`Vwb`R$2;lqGIFj_29wB77A*ifGYrad2-sZ9h-FyeSa4TUwhYBqj#f z{8M;}96Fy^V1YrVhqS*zWY^*F0}Gp0_iKIzOqem7vYHxvcE=#hC16M#zJxmjKpSt0&RZ;`Z$mdU_*$5CG9(a|k(K zZY>%b9{$NunW0TyfpFJ+si;sO((mTFT#u1vrl(cSZiAPOO@$J-`r~eVIHI%TS?4Q{ zVP*a|Z!*Y3gXNBf$+tR)89*p≀QY^2M36z{-2IJuH|Jt&n;=!ELO~!=MmeN8}B5 z7ZAg!z1Lk+=Uk*h*{Gy&NDDshu1D>$Wk&jA7}eF9qOK7mUa#una5eVVuM3W}L_1O2 z+}vDR$A!OMDFHF2H);0)_je_+FjszK*+!}Qf+kb*4y8}cTco=HpT)9QG#ABXL{xoUS1s1!-mrvkt5|g zYI-@p4Z0YjtN zCP6QbZ3Kf!0+F>C@28=mfjE3W&4D zWm_}NCjbz%)Ypjk)e3)xI{w&Ge1?TNkTNaF%uc49za^gi9UP3BvPD-5U|pQzSNzU> zc|Wqvmud34pK2<%y`tt2FG^5x@kp0T2&oVr&52g**|=-4IIHPx$wO^V@Jz~SfKsgiy8tMxz_x`qR{kxj{;)NM6GWSNEZXUphSg(gDgSykIbWl_8o6Z z2<3js(0&LDv#ljR(5^D{-sj8yTj@s5cDS?2F^Rc;J}gbM_EGF?1`!{Rh*fyDm_zTl zyLjE&E!`G)=NWQbb4{_<*b*V-h^+!wB^>Q4$XHuf7Zem^5tym__$o%Aoi}PP`2w8} zBLl-=vO382-;szxOv2YMgo=}rB?dPi_eR)}<9PxQkxLVZ%~7B*fY$YgqmB4o-m{Qg;}ANM2fKF=|*FDRB?aTITn z$2J(@hk74xaPyWw%RemOvP*Q0U=>KDYDQ*Jo3I^WKVsc}qZ;gHOYfgpY@nb0+A<-Xnv6!Zuj0T0aV4^kbfdUP?9-y~jQV zhDMM%Y6s7uJq}_P_q0DJG0YK9z6md&yL}qfzm_RZg_3d?Um{c@s^ryaFV4h|AI)=h zxwfLex@FgWZdY~eyVOf1A80ck_?r@eZ6zuHKQQx?$jaX(?dB>ayWFIgzVxs z%}~RN>T2Pt5=FMz=qwD_fW>Heks{1!hTgKb8Haz}#`hX;7apajr75Yar-T|j`w?5} zBhM-veg4|RSs{59(`&YMz8?5W$1DZoyQcpf#k<(5gfNXXJPM20@Yjeo0uWKJZ5^0LL&- za$eJHwS;K6cW90wL_P8}$y)H>rL|e7FG3uPx8I-m*sL0ll{i2D7p)rcJ#T+Rl1r0S zh2hk=yMRZgHt5>g&28RVx-XLsP*NdFuUq7Z`YJ47O1>%d6e91Z!K2C?L1$dwn(v1RL*>^C` zegF7i=kg{a&Se^o85j7vDV^TW=2hS-%L@De=AuIdFt<= zVM-#quoXG}ee^>_vgYKRAX#wejP^Wx8qM0>O(};Fy*MZ5wx5uYP%VF~qNp4Xo-ekc*1Bf41%F>YcrCdaHUC{W~mp_lz*(=G(=9n_97{MguN<&ZN zto4eh=9^^~{top+n0a0s>LSYXNaU%qR-hhNz1TZe2D@%PHs1PqVjgp*9!<#Y+a_IB z?yXDkba)6K6it4!u~k&1@%J1Gc|Wu%o`XqNnY*iD{t{w#H0}ZF@wkN;yu9vu5|3JB zav!{$l-d{&?y*7Q8!)7x)}VuVYz|`)gf}2Uu9w$NFQPMY;abgm)RTda0R`X___FUt zc%$^w+!L{Ufk8pD97aOXC(*b7r26&DWW56ElSHsJ$6on;itc2e7wbhLGJfaG{!i_{;3IEh>ZXuM7gxs&a# zvLE6iBO@`^%N9nrKytP7ug*gqt||lJruAxH1W_!0{%pmzQ}XOb9A$M3IN-$KhQ4zL z#z2hxvAZjTk{pV0Xkkzf!c-I$4ucF%)B{L!B8FL-J5ql^aKQn7{;c9+&p)cXrf`m= zC{)dZx8&3nkYZY7hP0;!CdMFvyJh?fm1_c!iNIe79frs zL(0QC8YGgroIMM+%!WY*wGD#Zj*zx(q^^4lqtYmhNWGvH%=U5q?`! zgO0{=J2Ux01%bukKH|x%-+w5jpb!6nffrGxCk;DqSqd2t6;1_ zyNXIxNr_(G>39Cr$&&;5VV!x_p`=p4M(us|B_#)PJ+MWgfW`~|apj;%M~-QVySQD4 z$#)ABV8(uwyV77P(rt^kq};pre6>igOv8bhKo3v!*+jTE{LeTgb!g~WSmYeuON1V_ zpit0h>5;ar_r*+RYh`~jdcwWAcTRALoEz7jNgV2_t*sr0*-b%VwOIz5fZpI&{t>7D z1F0Q|Z`9wheftv*E-tRGcTX7`%i?XlLuoOo$i)RoNh%EIaNv=W^_GEk^=2A~d*_DW zGFc{E6x+JqqdNzdHruSCs=lth2;Yvjyc?oXA0t}xaVu&LaprgB-riNZNP_UVub9Y` z+=AsuWIB!4Q=|t!d?4g!CW4>YHvy=128DkY+A)2GEE$tf%((PkhFXEE;tE08TH8tRtI#`K3})1Ljrn zX3$?he|*utrlCRHF?vp3Lpisk{c}~p1ll%Y+6=yxLtk0xn{bd*b;>B}ksLN?e}}|2 zb5|CVn~ixtReE6l$O#Ocl|3=rdT!w_dhzghaZ})%rV6rQ347^ViiO1|dsT{nd0EV5+Ed~ zc2L<7ISRzr{`}A?SEkqH{`ZN4{|JgyTEmCdp&CCKR%BCusobv2Ex`LVTXO6ABMJ)c zBbO0P?wp%st=&&cJ7|AxP=Z59@c0fx!Apr(6r1NBy}137`DL4}R#U&tqGZ?(>ekb- zPtQ|w{a=g7S(}^fyuc^0XZlMWm8Oqo9Ss(Brh0{z#oXD)kB8Jg>(AUj zu7;Mj!2aj*#?>o>w(e~y+xHLeyXS1#Rm;jdBp9Rs0OHg|@AMCR{Sv|JcuTr2X~vAY zGpAg1p|m$#FPks(VrJN`7?*Al;Ju>iIPc`Pt8zJ3f=p?r@AP)n=Bi%Wx{>-pVxsyi zzkAyD__){Zm1EulF9T|9MLyc6>OBv;d_Gn0ux`|mRGR5`#wq`y1n)_T>hjs2*$^M` z>{{Oohr6S0vD1laZ`RkR&OP*C&G?HOQ?3oIr26-f2^R5R!9}ozj|m^*?^n!!;2|n1 z5$6B!K<}u&<<9?B$^ZGW{}PY&EXt&rZ0kv~+N|4_FLu1xzDOPY zp;cc+XG_TZoYxb3idQYiMLB~yfO2z5-^$kgd;4MV>e?}W62r>enipqp@TPuX7YZa} zFaZ(qh(m!Gd#)dQ%DLXQJ)`BkA=CG@WQuTJ6JK67Eu=mG&x-2SaI%^D=e)n~v2ta- z?dDbWC29+IQ%&$;RI+{lk-1KH`{OpK=ti*nbQD^fO~`!swoOMMq){KkMu$Is#E}4` z;sByK0?DT9SXU2UKrz@94h?AM`I6Hdd)?vWuiLXuC5qMofpi>3(@P@umSGwxx4mcN z%B{2PL$gGZ7ZCauH6c>wXu$=bSJLD;6>9}jjrAQExNrG}?)ZJ}p3fg5S?rXJdRY11 z>Vpf$4-i|b9Zm@dyi$s!jszu4b^qgn3=#PhU#!;yW)(%$ZnoE2n z$L+hn>$CdW-=9mp6R=@P#?kB_C3KH{irROIjmo>VMXLnyEicC|MOZ{k=^!J3(L3{$ zE_TzaF1_X6%U$n}a+~_Yz!XcvVVA#TSf#RE-GCu$w?LJ6ab4OO8qMgr?=7zNQWIRl zlv61ORloI@PlVrP`d;}y*w0Ted7wDU`;DSdie_ov(|xqEjpKeyRId%1SWdZjZ`a;y z>g}0)Q~@DFUdKzHi1LuT`z^@E*0J4J4)$yLj!d$Dobc1jl=Rt2@(}0@(O6J{^ekCR z_pu23yii*7d^^wDmNh;Gr1O402tb6>kT{{3f?UHdOShhIe- zTZ3}V#F}_D<K{jjSUF%U$0n}-f7iH4#R7QY-?eU0FO4vqfz12P5{+= zf3}7X9ea+R0pi6$@SR?o-Z9zgLj958GJpqP!chx#dQX;-G^@|<9Gp7bxm^n<<=xz7 zmwz=Ze;aGR<>Jt(y_b$r^2|rj?Up;!eJoZ36)GNzu~l7u0Kt30@~>e?VW&4+zdxqd z{b*ttu~&?U>BcT%Zoc2l4sG$x9Ri!YJ^+Q zs6sPI?FLn#Yo zu~1d*z4}yc#mNcXpVM7H;$mNo+)?3=28xZ4voSd`l3u5s24Ut?N8P=G`#ThVYe^cP}DBCUEo|h>8-MfMfL#femD7x{m2wOZBNey zVDMWa$mA;38lqq!Mn+EX+gOSfs-1~NyFknp)>_v-=le%Vba{KF+k2w>bNTG9rh-lB zsmBaOvt9V`yiF!{O*c0;P%(b51M3E|x4>kujldV$#FV~@ejJF~%q*6XnE2Ab4*dls8}s(!qM~%=?(3p(f4Xlr`uYK4GQfJx zt+VZd=-;wM7Um`=w?%sNpb;S00-;J-kLizKJED6PITsYy!6vBSI2opK{{$fGhUH70 z1@>ox0esB$dG~o49l_wUkm9?TxR z{`Nb6T!2F+MJy`}xt)L9xe#c2P()K9nw*$$kQ%c<#KScRqZM48 z9FvSN{phH`s3h*TgpwBpDvT{){IFbCVZDm!Y1r7Lj}*Ic4>bZy-g5HHnGXm%KBcFZ z7Dmj`fe59JasZ4cWdJ7#ICg3$oT}5Rjh*e&_ zCrS92cx>&8=sq9@d9HV7vKAyqeq4wg0cL>vD~Ygk(8FpcV_y$pq#RiV9Y(CVJr;d( zax#Yy(eilcojv>HyIaz~N{XuQn1e%>(uz%c4m=E-PJaSv()XPbQ72xtOsE~c2C4t` zR&^p}&*wANElzUn4@XvUp4!bEKv{W(YWPBH`Y8=%O$Kdc>|bv(28i#+RG_E~;6as* zAgIAR>5R4M1K9wYxup^2&Viojh=?jl!i`6xjZsojfi>&0_Z5N%lfly}d>rsVq@FwW<=$AU;D`8PQ8#c3?ATscQC0P& zx3t^qW`5hy5y@d=YXSW{KNo%&{og6PCAPXE}8 zJR0#+W5C20IMq{%JDpq~>`T2ae;*qXkoqtehv`ki%y}Mdh#dVg>*N8Us@hT$%v{SS zIAC3ZEy~}|&mH09*Iw*3%K+#Lic#Kg`Nys0uPN*oHF zD>^Ca(O5EGj!fA?0?E7J^~6)ew6n9;z6Bk9^Su;&*AVd|#b*iZ>M;((@8yr>TGbqr z@`nP6I7tO9BO@7v?P&^eQm=~;+Pa>UR;yeak3;gBBlCEs0x3KurtALUwN(fiPi|X4 zW*e>?9~al&#M6tTIzx$8u9rXs9wd~lnzNn%us4Z}?iaa8EV zO2Y2uPYixpFFf=O6Ew_vl{LGDo(l_KRf`s4Cz1U9N-oa*8S7P<@!~*ObhPyzKwLs| zC0NDEX#l;!&bLwPDsSK?cnUM7(9JQ-*pu>ERwpOlG0uL9O$Iv!8sagzA1^k4n{(T5 z@~`*dBSn(9x$$mniLko4XC5obd6n0AuQ)_DOao7;ydQQJ$zTRCb{9iKLnO!eS>gCG zJru~akhJux&U9|$o&z1rsn)q>RT<<^V}?fTyijh`N@Oqjsxdkf2!H22_}Ta}XUmsn z1!g{jw6S5{O7n$wOd3IU%VIwazWw-wbTX(dYj^svGg=N^(hL=!IUH?71W~P~;o zx;}5?Od|I$sCA0BCgCED3I^LL*e)XDG27s2eT&xOwib;32>h)a%lX-GA7_28DFR?Y z@CqAPNlDFH8gfH4^!BZgs6E5s7R%AEsqsJNQPn-ABfOThSuaF{$pRHj%R`ejpe*Vl zT*umiMpK-=3ovZkmYmO@%{3esOT7gbk?y5}Xwri~v&qpB9O63xjM7jqnU0AQj}G?UIO05_Vrpy@)m`JM}RF z2qws8KG)GyuOKTy7LnRVKXQvu?F2HCG4f~|7!`s<4SNFH+$!pgjHtTttgL33 zcHSktF`#{s+s^FVWN+pe2lsm07pu{mDecFW(SwjOx(eooGx;!0q5#MC^B zu-2cv_~}ar$zO%Ja+??ll9uV1`5(-$zaeBTBfL4SOR7~zQ*%%*?$>1Y`MB7*mZaMR zf4_rQ_v?F?22_M~1rtCV;RJ@1MudZ7sPQO^=weA(!asT=k1BYuC1FA8z@6J~$EwX^ zIKPc|Hn+4wO&|`KwE5*r1OK!S#aYla3~xSEzpdGbNTlT`a!0k2T{N__+3<+%1cnLe z4Y5``L-Zk(nWrT6^3ewkva$5}C*|_J6|`TMM2?f!g}k|3HqRfsorhwds_Y^A>+50C zC-Ga9#0L+2+4I^^LXZbXvM@^JoWk8=ZDH7mFnW?5ZdlB?S?_%^ZiIT*0r#92gYWjA z0H?&!Ei}g>eXiE-V8@1wa6)rrlP4dDKMB+sH}%#iy<{^R>#0O4T{oz9bAK*VQ#b<6 zqafNjbqe;QF-RGqHq%9pmXXmSrp5`evs)lp=^u{N&+E}c2BpYkR$x!)KST@!UxjgD zzzPQSlzu{#CS2E0LKw}VJNW|cIIVeM)rQIMMe8lFb=Af|BUURYj??woz;))5%98tv zzmBt@PYOLQ`$m$;M?}d}XY4hYqot$c)hsN!MFe;9JeXrVtHx`&mZ!l;M{2~pDN*BA zD5KuJH0u*I*u1wYDq6tMwiE$fj=bGD#%2oULy76jR=UP*G|eUfWJ;ola6mwgkF~IT z*|B<&fho_$6GpZ%!k&>ZF86z1%WLCc5wSmqxp=l+HLe&Q1CpPZ!OLitHFkZs2_Emj z$5_AZ!5_v{%uBv&rgqJtN{1o`1m9JNH-qV3j$;r4QVYerY!=4IRoL4JDw4tAsf`Sh z0OYAFG1ZdSK?M1GcUj9R2=trRqL#!!>-S-Brr2M7sz9mXTh(^pF z8MuoxHAV@5x|K35`o(EiDxTQ58E8VTui+UMOerE-Nr`DxQ$1t0gRNEQQ0#`XfCY=q zUI^vo#RT|``|T(WLL0J?MNgu?{^lr=J*}-h)Sw-v0oIcUHKJqV;i=hAlVZE^kxR<7dpHSvhM9a5QFVwuHyG;Yvth_=*uD>q|^`qXrCnJ0)4wGH{T*`13 zPfwp+UXhZ|&%yj3L!Gm_r~9YHT-yU{E|j_>b8GCr-T;+r#f7$vuy^Ty{5zu zca&Xx7A@4-GN5Mk4VD4cM10!CPXgXk=l3+~L%UiIFuOnQ=dk+1(4s@h9wlXN7_oF6 z9Qf%=0aSw-nk!epGQsmgQROzOEIP2xjM<2}AMc{_2wmF+PN{ z)_Z9t;pcfc&M_PkN1YN0qiM*Yx7>GUglY6D^jMxq8;bKICeF9J5p)!a+?pq_3r72o zAbpaUM29t{q0t1Tk&Wf$Eaol8l+#YRZ`gZry#lafwSrb048nf34{piopFC;Wl^dmj z696d!xqenC=li~@nFm5RNC@da#=6)5-$Y6XI&mT@oyl^@O2lBBc9+68JnS*+%DoYD z6kjR!>%)%n6UxBn>*6GvPs@T4CYq4>W>@xR~oiCWoDqvt2v=)GD`j;q-S4JHC5%9+-Z;50H$M=Qk^8TER|% zS2Ju!qnFL}xb;Z}YQC7NP5NVm)dnpGGzyZEl4z^Ndt%UB56joZtaqs{?>ea$JVWMjZkQy zUG&`k_%(Z^Az{Uk0Y!yVA6Gj8--D^!9UBAoIZW|^u8zW7*pGzVYUFa9hYI%YU6c&p z)Z?Yrv0{@4KV+n(W#0WAL}vNG?S?)!+CSA4U%*IIGn)2#oa=JY-_T#y1)&61A?3Hh z8V?v@ygi#`-f}c;Y^N}SF_FL8Hj-a2xcjhS^{jDy-gK0t3#B897hTZIU8`dxOsn&^ zstROU`iW%`0j=BQ(=)g>wFz>kZ6~C%#tJo*lUpF{31lvgAHXoSuB6unqh?&EHE4p&%I8A3uyIM8rw;d z(%k#P#0l3h@GqCVCp(HzqjI7}c`0L7PSRX2+9Z+m8$jm>jASma?xp@XY zfLB*u|G|atts&ELU7EUiI?9+Yc+hpc!})9f3&K`}tRL-UEdZi;A?6|Nc6Y%=q$Huu zx6VX^>jXL)BEuD{sF5~4jJUIzc6Wa+A)#q-4U7^__n5fa4`7?YBEymY%ymSAIk?aP z3-9uZRV7{}zP@x2|Ga+tc3Q3ly&N!8;?zH9B#!xSz_9TDF+zth(;%0C3AyQ?IM$d1 zLW?khjduhog=oSs@DKnH5w(UXJ@=piL*EHavE-_=J4p#Axc2)LLi}>p#YJ)$)FV{Q zSm!J#QVEvok)cdOHvdYOYl`1R zCJ|QRr&YMLh+i#&;>Fn9Ed2wT4wVZREBvn3e^GoqYR zQc`R(>k40EMi{bpECMk)%r=vNUt(ewuyZa!wSid$x#D_vm?&68$#`$#^IVRio~!(( zzeQd*q7_FrF7mH-??trlrMs#nab_Uh8{&fmkD=((*m8~YhKtZG0$Flgu)$xL``l=T zP$zUSXg2e-^_59Jf)8k_tE(-6V}JYzuqT=?EnZudyGj>^7DYux>{lhCME*HQZ|7b0 z9#D|0pR4y?YWH3m)hQRc5iQA4$0$Nz=XG_WtKRv@-v^?Nn~xr}1cw_3|F5M>iRDj? zGXE^+d-TRUs|3^p$%l|~WNx06M&0hMyl7J-UVgkoXi3tw_FL=F(!$J&_(n=>J}L88 z^A;r?&#}1zR=e+9xiYl%V=W4%UZZ{aIf~n9hXjJgLp)l>LO%sb@g{!^ba`=n)-`)$ zU4)OlafkF7>f=)>#?$AjmjjGnfABu9Iwkh0ZaP4pXJSI7c6F4) zGcxO2O53zp!!qyk`{NWQ;e)rD-o_fd&3iSyWFF`%&r10HV6y4mKp&Fhv+P#-GQ<18 z@6cR)tIICWAMv%bD6~CdzR@$eS@dO7&~J;#FVPFxVq>Rb7u}4q@33e~I_{@pW7BjK zpE{(gYI0Y@d)4UhZZ%bJby0HeQ|Vb2`>*UVjH~7om?L_LgHwUvLprSMr>DZO7-a|NP3t z8Bp@kf~GHt;1rFx860zv;iucmYCfYgZF!n9`7v z?Yj?O->6q$#}x3-4cTufnRYl76PGI)2jkEYXb@8LK?#(p7~{qKKR;$|qI)`X7I9Gz zh!YG)M4Su5yQl(T$XXTt=Zk7DKHJW#OT;}zvr<4EmU+(F)E8MFok7TE;_H8(tv>v# zwlLmdpeU|##H4m@!!AJzw1Mg;Z2-f z=O@(_y}scUw}#o=4=V{ujnQmN~WsdKLIni z8@49{C9bXdPs|~0#;YF2f>XfnBO}E@QiTZ;f9ZMAnfTEaRZ;$CK6FcRE2#Q^HhdHs zDv`0Q2l;UamwjkxC?z%Z=MEfNF=NGO&P)Tr%@G17V4e7Qgan((3@s{fsg5TWD&UVG z{324iz!4LMa^%Dz?ooXG?|rR5u0QBNO1>-*dt_&(8r5Znz0cS9CXBu^iFxyJc(|Rv+JkHBDC%6?^_{~Kn5JEP zXS9kuA6$N>u0wan>$zfAi$xhx8I5o){V|x71XFdfGf;4gQ_6$K;*)lw;%4y(X7s>?$sc8@H%fFf8ty)`D^K4*obwze6Fr$V=bU)LZ0S zXh@_r=JM?Bk3Z%-?L%?ZxWQ3hG*-OiweC8^E>=l zpMajGq#rNqn0w!Lfzb>r2p6vA_3O`&dUaA|3p9A#a;ET;psFO;FA#D($r8f~`*|OO ziUfkDo**lO=JD}S7K1{k0klKz0F0|ED(D&kw=kLEzJ23A!DyyTs?z<_ut^N#rax`J z-gSqEsQ(JS>t zi6+&%t#LDGZoznU6)Xa(A#BBJ2d+5PZ&<(nE^0Y+y;|DZo^uG!3)&;IfT?hSfQyH- zepecPTqw@ohsMQWV#o*0c(ZT~Bwj)#h|u{63tSKf!0o*&2_Rf@@p|RqxEVm!DAAy4 z1}zrjwKYvKOKj~%#)ArAu*5izUv~6u=db$d^9!@TF9G;R%;X&~6~S7QjR3AyS5d`X zoj008?~e+ZFo^?Kw%XH$hZr7RREn-y#$ocafM+tuZ zR?uYtkc4viSI^`n%hB%&d3d0qSk5qb$}cVbGp?i!A%d>2XvHzjiLMcU8z_e~h*!?L z?rfZ#me_Johg*M49hp%A`3p~4@wtfw@D3>YU&VFSIw81ay})Qda3w_54h?p7y+hP$?*A>n|>letll zWP~bz7)>6wb3DEH*+EUJ{$+>RWvyqBMT5eRvl)N}Bq|^vtSQ#Gj=3S$X%54AkJ$@6m6t?o5?^F1_y7ySb(C64m9Z=o)U9D#2^Fxgn~|=Y8~| z8QY)kRX>Nqf$I>l-1bA@!566U(FZ9gDs~lI1U7=1d>=o3LN^XGl8~I79H7W@YE~a> zzC!R53%RPEI}X5>F;^cw`_m1^@z79C)u?{&W2AhLpD$m^lRiOEQq34E<8^M3Q;OAR zey&^ku$c2ej^o;0(Zk_T6p41M@A>uG%&8tuL3EpR7Wq~h%FW_+zf8W+etmDUa$-5Y zbZ>iGHIM?V^>QuXiaw9E=j)cT(9P@0yOc6%jW z{S5aB$iKk&wbC!9%)J@#&9Zb|K@!;t#PDD zZQo(`Q(Rlw5~1f10D_Q|R1xPPa64ta6E~J;;A6~#Kqno0nz5Gtlab90J^^0S;O7VT zo>$?93r1i%&%g!_T7b~3Ma!-UFE9Bu#F07^+C2;l;{X$CJ&iW!IHf3FTC5tL$j24L03>oZLUY7-8Er(!!G3{PS@a zvvclJXW7#8s?-mYulw^?w3LyL)~%zXDwCVNsVS3(=LK5}5;5T&#?{Zq2g<11U}gtX z!SdwtqFksD7z26R%v1Iidwm!QZzgfSHh<`qWi?$U&97JJ7j2j{j*IXTwufl z7349I-@damL~+mAT}Pcxman*ZzD+2VSJQf0_=OkMeOFF8&szYP!P zB4H}WXzluWfSUjd7x_K_zcp;1rM~1)sL$mSb{23PM>Juzvc4W49bE)nO-F~WRQusl zd6oP5y=51r=@BHzO-J)Xx;<|6_E+!dXrAdDjybh~paPSZpNP5bE9VtrkF{vczx>d$ zu*Ts_quZdi9p*6DUPQ4*XxWIw-a2Vfps)DUeQ{rjr3~ZII0i%P5~c)d5XT*9Sh9eeRNXi`^uQCQnq}Sv)OESn8MPZtgi{G&@@ASo$vM z4K5U)b13z*0Xfv!i`#OB`cJ%}j9I6~f1d>DiHt8q7D&*Ob91lC*);V+%KQAMkz2 z#zmEb8Cy_A%2h?-A8{v+dc3tVqow*8N6@U962<*jH+1C4n2r@>q9P$CdV2pDSlc&; z8g2Sn-{Kc+7MorPy6qcIiFF95JhQ{l=>`4KT~lxm!DiWvTQG<-YlR8y+As~$yvhOl zj-JPXS5jh^LLqSOaE(KB2f)>#z&VleG9-MDj-hiUZcbEe>`y@9cj4lEtNGfBsTU5C zbC^y888x!jo?%*Nz|A(ed8nQ!yn{D&$9LU07^&^sFgq| zaBT74OB0L_Lr~|tB%5M%?A)jBRN}L23)#S5cn@7sqvOOWQt~;qpO5Et-LLy~zwQ?b$>50(-wK&j zw?QWjyqlba#`6Qe#lb%wLPeF}{{ozy?m@kn9n=*?3Nj7E0S`J%7Ds$*w9i!Ya&wWd zpTsD+3~MB0dg1#z1ArR4R8f;oXL(niI5rVa4ggg+@ zH93QW`}h+vSR?R_W*r!Kz|WjuAa~Bp{$h$IG6QSyRJGDH4AfagUJaLDS(9TESe}v%*%1fz|# zZa2~Z#)kog<7osIGFJc`N1PRrTdS&vHz7p9n#H=@4S1KPGy6p6Ep4ovQqdIgn76y~ z7$6-=_1c^p%-|bv!RC2TgMYB4XlL67w~<+sJ(Z>fjKGZm`K)z<(07pZ%RixTLLs29N}Su)+q*{U6C9mAq5@cMM~dz2CRR$f3h^7am4f zp^Q9S$ZEvU1#ifdAZrJSy*%`1T2F({3uyblLh7EdurMfnW*fZh=SaO@{>Xp_+X4gi z_H6+2pf&yrdiqdM2!gX-P$$uODbQwB#Br!w{f2CD736%q3_6=ko~8__Dwm5U$(h}v zXGJeOtritjz`1~z3oa0JJ|$t^0t^^r2Im8Ru2j!ZPCy^18A0>x_OZ&bK`UJpE*{jy zpW%@}+NQ0ElE$=6^RZY#)}+i6lba!+d2`=`hE5QygMc5s0=EVVWa>-9nT{Szp5dwE zRe}!BuT!Wr5$(k{!`_7w)O$GaU|s7BkrweDGAw&%=A1`_LbmgQ!j-JHpw3+? zA!OS#wi2L{eqy_`Q|qs?p8Hqi5|@Ut<$1`hgV;=Qi9Ti?f4gr2lhycUT&QoMcp_PJxnxL0DvL4wUvT5OR~C zEe^k940hr|)f-QKfpY|;vRz1kGwgc7AE0$RJ-R>m#Z3j$CO0gkti^c3InXY<#Llz) z>JO;~i@y1+}pm-%HHLVFn1Q5-n*PW8V@_}cdb5DqC<|lTXfvx#6=W{TR)n=Wu*oA02h`#L zn3;d7G<(+4>2c5q>laj3$7zfWFt(V)eRN(t!%mKY()R zZCE>>7|7V#j_eoR32L~9c-#Qjf(*_;!ykdm+-m!a$c|#j)F>OB$b^0nzSaY|TrvUU z8@BE*FwIBsBpm`}1;KY2W^!w<1?|6>4EqD$kc+HWgb;*zWmc5f4;-!Nr7u4E>^Uz> z#6&CbFLL2l;oX5EW)%+tWF!nra7<@4(; zIHc~N(FmA^e}j56`w+%ZY6)LG=X!{faU?J1mS&T1!0qXW!H#thU$9BT%4h4E#(a^N zi!{&b=5O_}px%RG1YuO9>FuFt0+Sd(7G)s55w>n?0jW(zm)Mmn!4QL|8|%4x^KqNt z5p^W*#mtIfZ|*l{;lB=xIsdlb#Ku=mJh*c-?PA{$1hEW4^f)^SFtEr-2NMn3EpgW$ zik5p(f(pHw(;+;-j)}DP?7;CxDc!g+35YjW+Vc#meT&IcTYxqr#z^!z+!{cPaJSBy z_|8u|MJd09LwmJIa2GBtD*R%C7z_!1jri*x1*0^NA;yg0dqsD%1|NZp>txpZjaBL< zw(J^9$pp|XbHYA8{FJShO%R1Z6+CD0u#Fk662(T`4iTp2R03&A zr$oRdKz7}OQ5JDHR6U4=BwUWU1n0An$=MfQuqa%V9L<*O8)THx%Htr3fFMGG1`f_? z%RTc5gbm?17=_;ja&6`(6}0qOQ4P=)fK;3Ew&sFb-uh+W9iXcu=``hCczWr3qNLko zm8({E*JoKxTZS2DpVl}^O5#T;S`K=V{hRz(qle0uVHApAQ4v9i718X7{7sA;lB zaH~5W14_!n+q42uxu4EO7TR;Of^X+Cjlc`K^V_{O#aY?}$VIuBauv4&{;$wu&d za6Is+S*xK%I}_N?^2rY?ZoT+mGxZ|YiHnuaF|YK@?z;cMF~wR?LW zYXDe~r>P1I7T{1R0(yYe+<-!|d0${0pfv>Et-U~@f?Yo3*~Oz%pcVkwLEeOw@8}c? zf=>8H)EDrHsP|v-NuTTMk27C8HAY%Q%CWc}I|I(w*oi(( zr#T2Z01&x2o7_JB1n8qD?U!)#?HTp-X1BcVPRfM?z)DAmxC-6{($y76(p#W;Z}4+3 z5%z}U7B@!=T#6=`CmZPpyvPUh5OH|2@?a?`(9-HafkJkLDmqP}$R}EjQ`6|6lAr@N zg99abI$?NSFGmV20FGc@r&d=F2KsZ)rQzOPIcUrOx}78IeF}5PmXIHj@jPj_37Bj$ zl>N%WTq&1^&5&h;a0Y%r&Cqm!OboXwF&pxKWt#Tw{_A^cjk8a*D*$E9gLQhzBRa># zZw(^9hnW+4ki{#I!l7L^b3#A5n|0~Rl~zzUH*PE zdS0q6f+@{Imv7^0E@t7l#S|QfUcW&3n=fv!?kBw#^8rp7wEoJle9F}1j1tA5p#zc$ zVa4a(G<5xYuS&%N$X`TaxTMyC|pmE?wmXT8o&>l#Y!L0gH&LW7{O?`0FWuO*CUxGRb zb}ZfdI8be`S0(jm_}r_y=`^a}b)M2mU%O-2pyGhX_CygBNU%w*o0l)3zPqy%%Mp+Y z(7zUF3CRC<0Zag%dIgL*V&?~u0lPiv*Px`!iX~vM%_LR&mAfZNI zy4|0hcWre7tRUb+26)bnJdwOo=!A9t3tS20cyD3z1|*FGSJ49se0&t3Qa`|SMUTG$ z;6-?2i0R-&kFCfyBIwP?AV6KeWHr%QKvM`w=ORG>N}CxtxT1BrV!i!HCTfje(+{2IeL7I zfphd4B((5-Q&1PR9-GB>01sx2FF93U=@bN&8Z2md2G`#T3`e1#9t2iFpboe0%@?(L zm4S9!F)}zo6C&;=k&@G7IC|%=TCy6JdL$&xuaebsmf#2Brlpi69^9u zJf4TZgu~B|Fi65kvQCXtsegmk#ncNN{_%{S$v&bq`A7%_HbVU^&?QaK>2WGbAnOnS zpPSN1<#aj;E>Q;9ly)jDD|-M#Iqk=FLx9EAP%SX9T<~=MA}0uDC(cc=!n{|57OQ7& zSp~B}^|QK_^S6C`SP2NFKu=)iHJ#J|AojJNXMkvO=s0XYtmq&jF5u8U<_# zeLymeC~@h?(s~a|H`LS$rR{50=7ZcGampOS!wM%DwsyM%rh|TcoEKe;ZDqYJcXc`z zk@gj9Jpy#y?DMq?Auw`fC{U-r%M{fzJtwOeIR#6QvK5-ZrP)p**Vv^bD1eq(BomFi}9;MUc)4YQ5`tb`^T{OBAn$DI^CV?x~OQ5gIP zh%>H&VB3BeHcx{mO_{{$F3s*QofdFY`W!~tO^rf=A>2$;Lk_Of z(}OqO@RR@>11l5$S!D-iyNJNu4Tii71r=fo3!;ONNi%13%H(BZ(wZfP>>%LGnijAl zZ7?_um10m{-UhbAnE;%-LR0EIhgUvjUL)hiwT;O4sGslMq18_#Iu* zXOZ*-AcemK{Gp8oy^ErRU6m6mrinc!BkL5C{N3s~pgIOz0=>$a%lc@^Qy7LZGs)}s zijz2@f*C7@T_~Wu|9EwSi@4p8PD%VGEa;>}uZ-k6GnP0|Ug@5^`w}L|U<%rM`f+Mh zkf7f8&wDJ)g1o}F9`8FA`-|-Y$MfarDyKC(78Q14m-_~z5PM&3)?97*Ia40&6KpZ0 z!HP5_W7-eTiJpq9;)vy?^Z#o)y&2l%c(~?kYza^>d0X)336j>4ox`nv z)mMNQbpjmJqflQ+zY5-Q_~C%}nsy8b#>hO4vw^n>Sbc8`g%X70hlN!eq|gwR?R{%k z3$d|u#`_%n_X&u?gq>w-ZwX9~g+e%Mb&n9`Tt5Sw;Tcp8_aYI<^OEMrj2ED`e}!WKr+op@$P3 zWBUj8w&8Uk59gyyjd1~c{l&1Pw1$W^V4;Y^A@^Pn3y@%HYTF0>9I}`KV8;O2Gq!uj z;v3E9t^88_O+w&Xd4Tt28_Eyi(n4yGOrg%{*v-LO{#RE(-F@ zTn1N!%_GBUojE8O0_vduIo&JFWe18mB=&2~!*{Tt!mNb_!Ux7YnhC4;fl?xwG)f|Cz$V&x>P+ zJv<1q-hcgdKf7q{AJAAb1EttXfWk;iX#>FeBvhS+z2>zUm3H96IUSFfpp@-nCw{?q zcXW2vU`^X^pCn$1qP_M9dROtXV&m=cLQW_#XdB6TQJrg%>M+KKo&#_ehLC@OT>A+X zix)r*eW__T&Xhl3StAAvBy(MK1S2Ejy_*L#2EfMw@fflp{i*%((noO42Y2~O znD~R)jK2`KfdNFQuDOi0YCxvu!#{xALy~WTrq)YV7&U<&7b4F@Oeq1GMp~T*j|c@= z1^@@685)E7$#r-rumzz&K~Wr+O05w(1&+>4T|sZr8dI&USOQAQHzZYZKul$q#ChiY zk}_VnhE339E4OOh2h@O!ToAJc+5j3g*yC9fz725WrcWnPPh%cjA;A(TPg5`GUxN38 zIEK@NAcLG#^Y~Uku-X+3f(;qWFwVH!Zj!VC0L(8GeQCX>8~9`iD3;+jLLh4)T_PCJ z0ufdSuqv=%U;!RpmD{XDc89|oNE+Uceet5Q1))#r$kk?&z(BKKS1!T%b5bhHpSAv zz>nPEvu7vGctxviZx%FbdCw)NEs9H8^p*kpRsHOl1e{I+l_LQe538#vN^GxV<3l4DmZ_j0suNLEZ-dDcYhp+63x!qCbJKH?oXLNElJid}71sPfp0hnIhrH&ly=uHSewXD&LY)z?`NFZ$MXlW#wlorJpw zPfU-2_5HNN*1KWIIRWQq=$;l!syP70xiM9$wI{_$ZwvN3j@$i0o1uosChwR&b$&gs zEOj!(pN3uWT|BG<$qM9Y(B2@G03a)o7a<8D4p@pu<1cC!mdeC=jqRB1!NcDrdWAJQ zUA&if8^ZQGzzjOugo$Bb_q}7JCR>CWo>HIPxMp+t1!HV{Yozm>17s!74gNKf+XFnA z@=%eX#C#X~0qjbQ%&|Whd>{f1mN^I>@b(mB_+NlFBPQZ$V5zM7qzj)0nc2=Y_f2Zq zNivzyOKg}U&uw*pvlAfn(GKcLsEa|Vbtlb$XD3G)!%Y|tOVId-w3g=08h;x?tw}Ae zsCd)VZ)&?uo$)FhFONUY!%kuz)r1K}1Wjc@Qule3-|3j-|3cLIHSS=tXQHPN={=&qCZZ zswYHys;7Q)57^$@0RyH7J$As6KfI9!xyN*dr_Q?Y8KVr@#KXKRurgExh0rlV2Thfp zEa>S5I)FYP7@37`zUzT?>YA)_Z~F;A_J>#hy0n_u+ZsmZ`*e{8B($#6%1E3CnR6W| z7EriU-IsA&Uy?7M#qwZhCiI_RpN^;P5SYkZF_yznQJ>`g?Qm@iO4}=i?gvb?yn`+i z2*o@LA1Cq{Xn%{*Hn}LCUTs2#^N=0RrV@e^DSvx68p92Nj@^zq)5CQ?*qDsZ&C6Tq{{))k$)aQR) zx!AGvSDmiS@!T$tu&)9(3ka!p5ON&tt;s?(Li9!uf1-*To22CiS4|p$(*^E!vfO~n zH@G9PP_g^CY+7MP`N1u-Sm{j*TJf$}KUmgMM5h(#xQ!#+P?#ue&@Cz8%c z$$;dzkzy%x!HewQpqqj0_c6?a*2S-G$XAGU+>&oly)iPOz7OBo`p%rccEz*mSCzn* zAGrrFAYz$c+WKEcyM_@1S(DV>70i#1@%R&iER4qnW~2!et#^%B?=qx#>ydm?wM zaE&%L(Pu*UqY8Xj2&b8v+=V;3h;pKG(@_z#8Ier$kMZR=dJKk%@z^T|&nXKm1wGkg z@_TJ1tqeFX^bUwEz!M8TCY7jJ-6Bj7D7^*pB`&+jDnh{y8Z9ycje9F}DWE_00Wa%G zAwo1F`Cz?0EPmrwzTB;E&zt9GAl?EHUj=3ap|DG?t5frQMx>0uPah!qG*X55cqq7T*XHh+*Vrh-r3JfDGv+C$`MI<6tBnS? zF)+fLKurB@R}A^%bG~Es3$#Vffe17JlKrqHaI`Qy3!_U5dvU7ja&Dz$94VThJoAIj z2DDcApJb6?L(dBI5G239@#&i0`d<*oaoPcYkG026R$DQpFZz{#yKoFDRHSSx^Cbjn z`470)iw}%1Lwfvv6b321&>Io0z_Yz$&eZ1z5(|v|R)&QaP!GC`81o<5o&4f3EdpH? zsF#3g3bK^RJz(Y_vhA2=v@`&Q4~ra{9B0Yw%d z_Gvj+rUCzo(Ck%P0Cr~{EM)jpVYmW1gokP3#IZCc7N3ZWiMInk$FR>qZ4W7tK4Uz+ zW@6Np=#GbPJRmz|yn=erqXUY9)sfD5ORruD78Unf=bj%aZ5+i-Bp|aJwhRG3#?{pxYd0`sOH5%HUt@QoSlC721ZfJfWB!BHj2AVbnXhu{G(Tp%OGkykHyYW={ z7Qo#E{ zR2Y-VOnwK`fgJgu9Z*@F!T|>N!|FDNpP*5l0(uPgrH6nuB&RQwov{g{r}u=1ND^P~tP9mh-pYz-1qkZ6bj9pa4+glOiCD|Mz;s&Ma-Hc5yy5 zj`$ENb960~_v%c+c@00?zQ{W=?-N%&`h*N_L%rkr+|$uTws-%6LDDqF54bRRiVJa% zL5)~_8#!|Sdxa^>x%C!&*5sxsd+ZCFtUdGGAn3oLz%(Vf-1xuC4?44aHjz(>-SZv1N7N~m`ec1yS7Ot3Dy&(btXz`KKACzA z*weZ_BnTucMc$SNmyJZkP%Y-f>Dzgw5thNge4eb{`95Fpv%^4=GT3$IlIpv!;iALC z=I*1r%mjg7z8pI;3pUzqVKf}2Co3ZcmdhE5WoPGF?(jczBunS~1i0w`eILqlEwjt3 zsGIlh%{8};MlKzWZWKk+-})9za{E_)47~gSB#y6pIv<|Yh^28DGpcBBP6M- zA-o-XB=wasS&5;BynZ@Ly(eu^S}h@8tq7T>uL0e=lYXe^JHpZL=ERa7NPD@gqh`pMOK5zkTOg zDuu_jl~AaHmO}wYwzo3(?okugnpO$(%C4Iz;t#z`J4u;F2~b}Xm(>YOq|v*({CYo2 zM&P=ch?~0U)2G&hqq-wF5)xhkv6*}L+!DJ*r{~d8D!ci(R7{pYN}j;|oZ8`j>)!FpW zj6MGEEqZs)lx3o4E}XX=P<=aZ#a{A^K5g{7y5wxH z`iqv|^SW31+8u=za~*V1D4fw3BK4BtqTgQH?JP9noOV-xo{SFT1pP@^iY0pBEdB3A zTye?BD}BnWhVm$r_Ar~+V*1W^A-$dGn`DkPqe0gf9*J>u?t5NoU-+ZIVTr!J@|low|tR?Rb7cd2}m63IG@olVa^Cm)Xp3g6Z{Nm z^jm6W-iXp-@Z!Rod}bor>XoN*xp1)=eW(x7+7X5vg4-gC8)WxN_@iU=0yfsU9?I1v zc5~ldx*2-%k@YBByI7FCF0dVzRCR+f3%$I9)^4+=Y_;W~-cNszE%9?Nna-^R1v_%W zq#y`jE1`P_tjeJDD@6DLn*yL#f?orDCe7cMQ3q$MG|^}Qx4V8H%7fz#B(r0eKnQqW z^H3SAjLxDSURq{AC8y=GwE2$Gj|TYs_nP7(;C*eAPdEEhxH{8S6*G8%9f^^sFwA;I zdln^jd-6A!EChxLtCe)8HUx?%#$S`)ehbNQ-Tx8V0E6hC5wN@T_bV`yzO$aq8%59g zIWJEv>3w-ET3Lx5bUOyc^JX01ldJ&gqnF%V{x<(kp(LDHBd$?hYnt^!+^z=qx`CrT zSo`FysLxUHy&flE(REnxu*Ys+dSfUQG^8KFJjMOWv@?GqB?qR%1$Vpi%@}V}otZNA z#%I6vVe9L=4Jp)1LA8v(6LKOduCfaL^-wi(8h)}1J$SW8Z__k?JC-_;vn|vut&V-l za9SukQL)+hO963HDMj4UECOX(Fi@9oh;UtMkSygk~xB9)&e8iT_5!GC}Ir+1j) z;^MbA%37XXvGpr$r@c&^l5U3HLiWEcRuG=vrq`ARJmxHpuI1wF&Cp)16MiF zq}|j8(i z6H@cWjZ3ie~i`0?#~p=|0kC_ z)G(2yhO^2=o>uLKcq$)?QwbZ@BJjks*Y|q_d%6B0iri&=Pp4E+;sY@`369(`Pt8FK zkJE@%Q1N?WXX2x#{-7wO2!0|CK})ysGNXGJxJVXf+j;J%ersqcK9fSDq|~EXal6fd zj8vh4mgb=3H75x!f}|YFl)LXM+4_E}T0L?RFFWF^v8Iqte6a{`a$Gh&hme$!pOg*h ziPihEDrypC610w8ZOdY#RzHb=k|XwR+}XdHSPi4ED~mGW%J_sv--NDXvdl2x@p1>c zbD&knARhGDhXCjmp;raZGP36KW4S>jg@(li`iz=@iNwhNUaGDbOpdmIuu!|{Hed!2 z+&r|IUkQeN_Ime$)3k{D%e45i=nZ*#D7kt}(5$BUPx ziE|XrybP9gNN0%D|4ha%Q28|@Kfcb%Ei9{fc2VO%Px?p_E5`lSW`8-u)TKCH(>kkp zXmOi0?rGZoa_nI^eyW{OdVU;j+T7#(+I&fC@@RHj>|xbwo^G3F!l1{RjPe7nrVr|< z>F@(5LyI~p(aF&7g|_kION+y$dO4WK5x29abH_{)GrsM5 z>5Y9h?;^s?dIpbOs?aRn{DtLX4>4C(Ayb#aI?eWek&DB+#n{-JgKf$E-+SwP4>^@n zskD2W`L%d|>amSh1leNG*pcw7v^J(aTTAAqCMm%^QoHb4*{(!8X8J8ZJFYxJe+OTQ zkboUO!qvA_GkC+KwM&f7qLf5a=@#k6h*SmRfJ;$7RYTO}4@`omv?*Df-A z|2U$0==^}Q6Iz8^hH+X*Ydv$qO(3-+_d@XWag~q~`gKFOIr79$tZl+4LQZkH)Ep`@7N)cqQgrYQr4KR);}~UUSU)HvC-D zh7L({E|Iw0CT~2Nuf7ek8>Qi0g|c3U%16D)B47_?Q4&ZCu7SQdmQ9G^KoS>G2pX!P5pk|+3=g$QaiYLV}^rdk&8)dhA#LkUv$lB z-yY+FckljP-LP^(!uRb}*m-wXS)y4wQxW+P+6J= z(smSEn}DJ9>4(Ome|{UQ%8}REWc=PjAMHnAcBlrJJ^(9P=Q2Qprfht8Xf~wy@0H#& zdkQ5LCimN9Dqizm>Q5bF`K&VZQ9bP6HpNoP2y{n3V((Tn3O;pD&Daomeuwb>n69?g znC&P@kK`fe*UgSa;>#BlwUxvTV>&&w8H%-woTt`xxt}j6;3yns-9`;ufjl9h_baVzfEiFck`Tpi)gv#Q@W+}9hLc#X%|{r zlsF;U|6MSH+taKEVq{;dJJxlJC48)7{4Vt;e|wm7eg~eU82$dNiBHOE-Z?pc)Kl9- zZL;XcHapg}U4kVDe93sU)y}WDyfk3HLOWx~iZh^5Kls?X%N3@Nk-v^cQ$O8_<96Oo zt z7vM(d&umyZJHrxl29-sT!bZgN-0Zc}d}`2x9M<&Y2*2>KIH!UY+x{3cXlA%+hM4ga z2>jZ(fkKfI;W74h&9&ivX_|AV9&1J&c8ZMdPD^$OG+GTgh?kkZBSUd36)BLW=={oo zx+9w?ThoA9X>eh_E0&fTMWpMY>0C@M@$B0`e-<5^zp$io(&7A!N|NG1)W7_ryHcD^xT5JQR7{CdQ`n$IIeNpWSv~Th7X-iW_SmUH{d? z6n~j+?qx^w`l4Le@$mfL!P>$EfK$O&kIipQYF$E+_%ZArzh}TYs3z7ty$$6438?Kn z=G(H-49civ`Isr^vl%k3w>-jJRBS}}KMD&{qF%ZDbj0v>w(KzAh|q>B!Eup;PrB8J z69NU5CNRBR!sLmCD)&vk7^FG`OogMBiHdc{gHs5n9Cq6H1zz!)9mN{CFrdUrT6}wP zf`q?tx-Q|$1Y|Ty=r>er7E!4Ja(r5ZQ~KwrOH?Lj_-IYk&ufdQqc~_#y76-n+=?y= zyiu@Xm`1; zEUDEpGf_B4h{qXChM)Ud=!aaS00z&Aju$WC3`Vh+u*%<$uTUZ95X11PD@vQV{DH}8 zX4H?~b7>c6+lwpmId>it<+A|k2V@korXW=G zUDbVlf9^7)xxX*Xkb;oz{*t4%Sv`v=QiAFKFsLCDLwO##4&AK&hiH6Vl|rJ2RZtOR zQCVgJ3t6ZT)P2$R)3#HCy`F9bq8X)f)ukZ(@j49)QKR^Tn0ci*UeCpLFMr1!qo@8i z_BncqN0<#HfA}kriJGJ}K); zHW))cU~1TyD_Gx1FPwQUW1gad*`KD~s?9glI|+DwB_nJBJ9905sz$ujJnurq!JJ_o zlTy@;4U0@8+2)qX+~xQ}vd83<%IY0Cvvh2y-FYC}$R z<7f8QR|V+Zthlde-Styl&b8|drK<4Pbiv08N^#K4T&1(=R0$*d{*=SUzAITKw0V0( zcK!@%r}MI4=+QTB>4D3y}U z#ySxbxDffTu~ny#yJ$PvXbq)nqfhSR5At>Ewts2~N+`TzE2!#V@5@Vu4jQfsQQWZ* zxOP$fLq=4xylRAIth5JRPHM@9xegVcL@MFuG?t}N zcCV|h&GH%+DBjFoc|k3hl%3=<6;6Myz*7A7jn6GxL>z=3l^^AcZ`BtWV%YF9)>+Kt z)&%?=#W~HS-5GT^J|+ru$CErze~`qxH#na?4q-#*#g|0k(_+OoPw zKWk}YrY4#Ffg4l@EoPGFxV})CIHR&h!y+mI>*Vzu*r-5EH6sS?u8&-X%9darYOF^h^@R4zPaQx2XzbE4hIpcbiXPFh5ebc zA}`B@Cv=6E`DjRu2BQjI#LHcCHu_P{Al)r9z%wmRc_CS0No~+wU8Lh~+pHow9G{zi z%}F&Urt&3wx+=q;uw`zM3OqgY*f78!QTzoWg`PTbrRHf~?0Y!{l=fk|9X^Bk`&l!z zB{q^5_J2J}JYQ=p=CMOZQ2Jg6ckruFD?C}(M!uv${D;@eI$}5VCAREeP^KD)LG?S-NfQ(a8z zM552n7D0w_&6tJIr9H)e+uoDng3Cc246EGaCm85$8S_oj7{5Rq zx0)iYz102k_5v)~x|l0#q0Pyfv=V#YNoPc?2tO_*{-)&LnO+UH5+bR3JT0bXB3|*L za1}xuw1IZXjamT$S#4MO5;S*|ey)Ps4{lUP%mZ)3yXkBx1e6>!g(G}+FC%G!9^*f< zr~qv@Rf54H^MfG4Y-TMihdNg(R(lO|S^81MYfZZbj>Z>7ITXR|&T7Qx{qoW*Q%25} zJXE=1sP&|-`8>9A3(sdPxMcWX;@Gi*k_V^Ez|P50ySmyQ75tNe!{%4IbJZu(RJs}! z$6CTTescWL@c`Z_Nom9P%rr1I&|%lG|Luv)8I2VRxhgY><7QtQ4#@fWGtf4U!y*RiWP zn5>F1#bl+?oZ}kSG?)ru{1YdYp+TxC%t}imqACK@0MSGwM9Q=%?)s>V;y34BJaHdA zpvSXQi7*xBU8-#%bEOj1KHUe1tzV+QUTMlyn)g$pd5<^u1ZC{o`8ef%1PsJ~w zr+u`2*Q6xJQK*!ypm~rUI=9l1MksM{rj$(wMqM3;zHu zpQwWtQUr3}$6@Xh^K%w_4YVY}+qyM>*v@x>);1Yjjbbh@rIcgb>g3dLN@RNF3MJ&b ztkc{WZqZ&&k5G{hPAzoUuh_>lY9e%v_{qa}z0%@043-(FZO*8SFqimp-ON!ODG_NFXGuuvG%@OF??L@4W-c_!weyr*N~(;oG)_~V z^=!jfFVI%zqNrP=FNYhnYW5WtYHqZ|_Nt6MkH9ee5m%hJfEuqfw2j-)J2jRJ##n!D ze%UcNZ+#R-FMzhipfT}iP63yI&)dwtvjKekM8b9Uv-`;2;=`RKopYkg{QoH9Rg{Y- zSuPi@@Ssoz1%eL_kFrO6R;0h{I}D~j9$%oKkIi>p$3san*?ZWUuXOt>*&ck*91E+E zSo6{6n$cVUod^_Q$oAvbzJ&7BqaaiLH_$_S9JcxNQCR3sI4yDA$Xn%s{$pRvy(vo+ zNt87&QHj({Vb&S5!b9^)Ps?|M`q2~Q=VET$Iy|S*Iec(Y$6%IoaK0(;w)1fI z@xs+okAPE6ENW)Zow=DNd@C@MN_e z+JbYBNK{96!&Bp`UiobXSPscRO^F>;RU3Xh_VD7}TLjsvI)hS4Vus535)ZQJB%Us& z`j`qDr~J(741O$@N)v964J_$$J~#OJPvOU|N9V6ME+$B|6myO^jc%lm^AAj<3#EpY z`1z+=_YIfSCY;u|D9$!Uj`R7FzRsO?Fa2#`ShKicn=HP=Y9%VEJ+WAG-Ry|YW_rQ9 zR>t>l`cMN76N-fe(fz+v!=uk4`l2o94N2JIr=&&XdbR&}e|axtA*ts*aeq8(2dZMC z?C;B$|FQJYEK#umDj25Cgd}G}X;3Xo85ZMh&CL6v2onlZb>~ef-VP(JL1?bc#kd*w zf{qHvv^L=4((c=SxXI~GAYOjs*$fevhNaIy|ApyBidt%ksp4SQmv@HTOjSrL$cEhO z>=-!-GyRKWaCSY|yBDCagCvIzc`- zFF)G;i+n^LXGm&i6=mAIh9;l?I~{%V#_ILVZm0~q-M`K`+X(sV^>|BccU@jn=3S=do+s9*l)i6%>5^b6DLzh!@ZejVwm9b{2>6!Q6Jynon%FrC~ah3EMogjB? zqsq`sODnm^SxUaa!_Opbc+OQnz%8cOWtVKmf}6TZGrLQ{P*M%wibqnqzRxQ4+k~!w zwMq}MPNj*BApFh2&=0CUp7oYA+qt)0+)A!imU73YB^vc-+G2P#V(;VQL@suG_uVy&lH8b9Q5wK z1*#e;w+CI{oIkm^m2&PY%}ws~`qvFqqlT$*>cLX;SUuc?q>+|20Z(>9OJ7%Ww6jFV zrdX04A&MeLn)xWH_Fl_Q9gIQ$dXQNvU_h28-up`3{Khwsk-+rEG^n8vE6rL-n^TD=B4EMc8pqPvsFdBDK3&~w_z?X2C!>q!RFt}Ah1FpJHcYEc zS1S>fDfVkMd;o7y?hUs7Z07euqh7uSx~9RFf&`ui&VsfQzAvLFwbX-Dc#=g+Zbt2E z<`<;3Zx#nd=>M$C91P+4&{}*Pr5*S^!qJlP(G{NHkT*R+*^9Bd6ry3Zzx@lqZ{$zd z*-eXkNyd~9%r^cD`-dyAUbT31RC23P-0>}lf z!jw$PY)-V3eR|r^i=*%TI_eWu7D9w9IqdIAvD!g6lzJ@cZI{=p%W~^%lFg5mFuyuT z9)_guZESeT`O#l&O{I!k2$8269say1<<-cyohQsLf7;m&Yq>Zj-Je@E8*z{@um~;?hYP%D z--oR)c;PA%Hs8X8(Pwb{F|!A2fqip#nCBWusbiSQA~dcNgro2)@b{<=zFcfqEXGs} z-U%x58cL__tBf3TDt-OvQvbYc=6fo~l+h!fPZE2QC6q%q+g>lpDq=NU-F}%cR!1Cp zq>|DnhB|~hSc);Q%Qbxcnk0X+3g)SO$9tuE?y{;VcAMLp0%^&PFsgd#(%H>72Uo=+ ztV^WHuv|@vGI7UNpu-=AfgJ_WcU@olXbwpUChcQTPp|(wEz7@zp_bw^++m>RWDEDm z%329>^pg-A`qM|CB$P#S_+&@@OvbKY^cc@kc~^;C#=w&;;g)+D`8$KLsh{#B4&LmY z>y$_v6*9Dz6z-OEXg_OT_hD#?RITrx*%eA2NuIYYCcA|m-`kS^VF)z`I~H5()d~p7 zRh~?m>je0-)&4s4yU(V#ELML)(cH82Ukg>gQR#*^IxaqylGV32^gA1Vgi6W}bD6 zu#nwix&!vH!tE+cU!mhK<@;6>gB649h$omRmEl-Z;x-CI(aRQtf`&4Hq?A6t zunp6~rRaU9yit?=>De9BiM(6V|49KVdF2!psZi3Z)De5RpB8Ry+6Se+I7@K7>4cM8-4S8VYyE_(t(%Aru*t4{;#*i zd?249Prnn^cfvrxUvdHLkv*Km_Pe9GAZL8#JugLYS5 z-G)emZPsH)XVic7BU;`DpMb{Kro%Gi2hR${QJ!9>{*MlnM~4^=j|7j>{r&2MWK4KI zk6{4@VQfwHYp{h{1%uXB@W5(lY1!7Qg6M7#BFunG~qjaQu2^Y_eSyCDXbC zo*%TJXhXK2Z?$|!TsAMi|JD)5^q&wUwvtrlDbb(Sk%f8*CF(3pUiTUW%calMOyh~e z4^h^6bWVRRj zuI?;epZ}bILKP21oYomYkK}$N{ZnHP9B3}zTYKlp5o=rifD_|D%Uge6&=#fK;qa9w zqOg%W@8sJT{Z0-dEd|d*Deg&+j>xF7JBlGmoxk=n=jAs(FMPiH$y0ItPl5G_D(U_3 z@;cAYG${6(a0YvtGqfB`5%1=LKlWGO@hggXDzB8z#$ZHA? z=i;J?`Wtso;nl5?3#ec6iX;)DZ;roh^YK~xj`b59=>A_fw%qqG4kgyH{Mj?;t}GXm zm?n-S3WMM4vT_k_`oPmPvQAt$|1`_;+^vH=t6)Ec-Sve!s+VzAVHx+z@0HUP7gRXV zB;A)%>e6&EJrp-$i1Hb})u+O6w|$f(BlDIB=pu}nGsY;pd|({I{nNb{$t0R**N&4l zk-^f*+P>dwAC6FSb3{^?{!^tGsrU@U;#~`$Z*kwH%sZbf{x+VD3}@>!*`*StDHx>W zhcTF5b%P%^3jF_gI_sz?xBhPr9TGEi2n?M{BOuKXVo;)lbV>^n1JWZ52$CWo-Q6LL zbeBq(N=QpLyqo9wJ+JGmb(ZH3&M^1PeeeCKrOqB7Y^G<75`)LS68+wYT! zIDxg)oQbQm_>>$wgYt)vjk>jD58WW;Gll0RNw{ny2U3<#{w=Ph8dg~mgIEGh@WoZ) zf3Ni2LK1|(YY@Y%`x>2DtcZdxLMX`{PoWHD22NWTnkD3p)oXe1-pe}`)Zd7LT* zN^J5_c;@cK#mUb9zi2{|c;y(e{!RC0YxCby`hPoX2UmXeOdZZ{du=bi?7TT#LMIX= zp&MIb@(rUc9RkPh6^3F5Ps7a+{kLzl1(f-bxF6ZSZilB78^u(I+|+*Xx>3uc-eY%`v2ZX z5-+HKw(bjTlW^3qb9ykB1XPR{+`tKgw0!VfIL;Kgi*WCQ3>Aa;wWNs#*wRj<>iO$Hvqj}p~FLs)crrE zH1JIH)=bSN$YNtbvWO|3YE?}-yWE}{fsrJc0tOibi>nRP?@RQmlrgU38kIU}1Xz^O z-zfrJ7{I6K6De*u$HJ#p;gRLNZ&ah5+&D?taO|nXv{5cu#YbDcZtOo_zd!c4(HVNx z#eRnO>9BdT?zaQ==S{EO?$mv~(ehBst`UjdIl7P^_?X1Y?E8w(myrvHwBKD_T|ebP zOj?UUl~BjEiJqH*DCDI4v$H(O^b z@D7@b8yToW#%w31Ktp%nS}9C>m^DH4 z1c%7X$rXUPU_pc*mVpoa?VpesB8nIOkbk=>jFt|yPV?>~vbz90^2g^yrrf;eJ~oa5 z3LQ6C)y9r@co5JVcY8Xqm#%?85ga^?YP3@kGN!x(L7Darn(Ah_j@qB@T%^@H;`kee z3dj-_>Xhv;BULptIKRMR4&M^`e_&t_)yWQ5>2}RBXY!%SUh2EET}Nh<9+cd|y(ReN zOzFwrqCgJjJ2VumcQa|oxJL9lA>m=z0Td9SFnKDLz(8>dEkqbazkJdgj-Mgz9 z0r@O$!a}LDzvj0ljPpW4S3cK}dX|3z4 zUpS>twpP<>u_d3N0?=$^p=m)cRV$owxMIx)_NXXU<~dCW_8va3w^e6m=H8cb8s3rs zncD~U|4G20vg0t9UEJsh(Z6W8E!l!0gFh?Z3GlI~72E>q$VA#pgFh>-PM5qh7ETtk zP=&YEx?nYwpF1bI7o*goTK)9*0DsHbsvS!bAbJo#m_HqV%hA4V@~Ql+a_MdbE}&!79S;S2(aFQ@W>+dwl?jQpIq#g{U&*X3gQ~h z20shP>oTV~pLI3%x_;j@A1Xkkq`UbK;7J<(96#jwsxrl>0yjUmnPa8=N}X-06c53p zVEOG`_$`_ku)SkuezEL>0TVboU_H3bZ(5~d{_lrUEfjR)ZjJEh{5Z8jZK6pd*Oc8J zbez^RyxUs=ZSXAu_0Ih!z!=R1d$W@A7l}jP2q1UXhEDpvOFlM6{+?K7+KcLG*Zg>e?AVg@uho zI?g_$H%yMDkCJ#pG5_U$q`x8=v2`%a&{ zA32{+N4<#*M5DPFBUL&ENi<=hm+|1!c+9m7nzyfc8)_zA_AX!keLSoNf7oR;fCX=l5HR?l3!x#%U7RGc0}4Q?tlOE+1T`k z4HAAiHYX7U3V)G~k5Zs9Dvu@)r7$5DbM?|ERgtn+Bdyn>mzNoBTd=7)A@|U&**uRd zl5Ho3ha6__VjiI(JmcrOjtvNelu|ECx2I}vAYXA!S#R#lxBU*=^@)ICZHpUfh?G)l zX3)%mO=P7YemMFE=&b_qF$8MU{E#05ft0^R%6qW*Ejn1_L39k^nPVIe9(aI;YrpoG z1uuJ7b&9vU&V)W_=^{a5``C|nNo!lfbPoWGl(0CmzEq%f&BudH&}fEC^w(dF#HCma zcl)zf>28sutjN;1eV-dZx_mPE5L~FcT5*a946)tjtKmG?RXv;$s~dnX%B)%8nGrT9 zO9V|HiiG#^zj8dAX8bX*-17Z`t>HOjp@?{O5Q;mH`QowH8x3gPx<0tmhudRCnkfxt zL@bruMZ@;hWBOPSn(O)cwH6S~e&JY!51Dg4k-jC)S?2P@N~u8JAD*_}2-~0j19e+D zwVl+iJFajlr`f`qZNvJ zqvdk)W)B_2`DI~|J-p3P6#lW-yA(rkq6*Jfb`fFjE8Evw-_=Wo%pO%Ve~I~+R4}fQ zdfO`oFqd24F$it}!tT6HtlEcM-gBJ9GeDquI}GM|fca8N%5aQ%YuW)rW^iE|0f}#5 zEc>h-A@fR^z6k$5=ocl~l>(jsVDFQQ=iS2#5i$YTVbG-w=K)p>kb(3CKk2U2J!eJ{ z%fGD5JeDfd^{@JbVr_jS{8q~OeT>H1;LHME8;8t!L70bxLm<(Us~gftXw4l8X#?cC zPg-NDxc>1D`b?lW3j+Lj0&W$=M0;^zJ%2(`(+!pbl%EZ+dw9!0wIwxA3i2-sfA5Rs zK&0LGLjA!>`OJKDRt#NEmjEU*mF1`pgew=`ng5(L=Eg*fk;MeI&i||PyZOUpH|YSS zT0G$G!LFnj+|_MjlfQ~9duBe z0b&GX@T$FTd_&7z^I5(E-Zd~O0|Wb4a2Ep6>9ao0w88mkyYNTsuZpoIbBDeFtcD+8 z8iHi=HHf3!`e^`a0edolgv9b2nAU^aUV>`Z-BUj-Y|)pVjbr1)U583DSj3wBM{L6D zta!+X!tmw_k7f%$odhqr$#`TrPnI(KSt5>WNtk&G%Lg=xtw zC`dWL6@fb7i#BWJPEa1Z0_n=`b4C3qJVu;K`Cyni%H z^cOu&WaT>>RMVfwXg%F+J-FZbyV?8b88$P-S^j#R{R0(JPtQTWjwHhL3CUAFu2(uz z>q0^X4W;@=w$fflTMJn#17alsqAX;YmZs3L$by;anvb^A8$l-v4@?y@xFr9^=5awM zzEOTQezP%c{owUDicqcTf{^3p;+LDNwcyB2X7O_58Q)FeuCfAkzoUhh>C<)ZG6ylJ!W#V+!&tAH5 zss9A5YOtFeYy!1k(B-)Xr`Wep(>+KI=#Jic^*|Ztx(0b*WpxYvxGf}0j+*krS#BXl zAVz=z2f*<#-qL)7x*cEvDWT9-15l+iz=yXVP5%a3=OFBA{Gk`L-)~`Os+Mo&|1N1r zF8H3@lV{Fc7JGU3ndDU`Dvgva$5Z7xlMgF852~qfeLYKT?0a3W02{6Ns_^`7C1=a; z7zgvs5`UuJL1x##$b2_65t{`OeU_4ENANB<@KC0CYm)_;V#K>c9qYw)%Q^#gCs7WO z)I57E%2-Z9g6M3vl!uIwAIk5k^Ww8DXRU>*xwAqr_zap@JT~u>k(uKs@RTj+_NHbZ zZU@)U@3gMTSbRhZPCR+i=&@z=udjV~(h(b?VMg4T83GT5iM8)-2(mp#_aXvLgAw%a z0|#Z_opfY#rmjYzn+U(Q@?pfv&k}>Yma(2o0DL_{YkX&(|08H>DX1glR1x8-N47s_ z+_sjGscs*{M@gg7sJQ~f4`Oe;JWtPB%XBuOB^_}5@Ubv1>oH6@o7sA82wIKSL>~I( zEUOnIUIzjpQx-GkGkAAh_N;#U-0q;(9+zC83Ln}{U z$7&Whnx6S<4b(8*hkBTN@t@-JF$TP>kN<$#{D?Ud{`T*<(wQEHb_*4Mk^Tsy58$H; z(fif$yN7{QGz0>Q+a3o)56CrXg3+hokx$8_1(uZN%Q?6Dq|`Uvw55x8k1@rR3qbh} zc)-h>DjD3sK7ksR6L-{B*?2XP7l#Hd+`nL*J8+a5)WJB&1G6Ftgo72vulBp;Idb?A zc#*RG(hcz_*^6bHJ62*z<`fqPX{CNADJR<=^3br}tUpW+K0hjqOHV8LCPR^LjJxoE z9D2xzpVY0vwWJtN%mr7FV8O=#$~X11br%&h6g!R#s10bx@b*JLznyw|v3H*Vp3UQv zwANa(k9(t-L;EE*M_=L-D+}M$eJL?O*M`{n`ptMNj?k(p^dc~OMXV=^2ktlX?eu8h z*Ak6WW+piso^`tUbrF%etFn>_K*zqnrojMonOrc39R_EC5bi6Ea(uj|ek|)Wn?2v- zDoX`(sNQd4{b+OgBUb&X?>Q|bzgM0saMVN2?;&q=*Kx-!30n~K`12Kl(Km*oLVj_CG6+?f^PN zyIt9$xFZqGQ$)5|AVpv4;^p~E$S?DoYid`a9lUy>!S6tczP?ZtIgzPKn?;#UbG@7u z`OP_!vAI`!x$B)eK@jHYyXpPNwc-1|?}V&(lJ$hChK)@)b4@1(?Zb!CEL?{K=pj%l z*!o-rdFO8?zf)$&X*LOq5eKUR!<_F$i8ax~8^CE&W2QMhV3&X%JapU8aBnt5NUiu> z?)5}${=9HoTrj?;hu>>KM8n!{rcIvUJcVq%7-5ZE-JN>cCN|`p^NNKgG`jcToK&j9 zb<&aA*lW7Pul4HEv=!i_{>Xr>!BT+Yr;w+sA^=Nxo3aLEVoe&;b0X5%#A-TG+qa-m zQ}63K^>FH~4;sKFdcZ%oJXB3dj~s9kDCCc@2oDufS5FYg0H4y*6HqKgJn1w8n4XG~ zeH#TunaUXO-``6f7M(R@3JJ5xA(jd_nbN*qei&i$+KL{v8HrpMz*cCt3cPy*t7LEd@1J~eOi0)W{03EiR*G9M% z%7Bv;9VgO6j9io-dj2pc3E-Q@iP|34 z)Xhm*jZWuH4wmX*cz29zw~ZD#mDx_~A!S!$*D6e5iNKPCbErQwFmM3?nV*=*#m4>s z)Rj!)!((gO3dRf@-_4;1ZY-cV9I4Bfn+WOy%t+h5nB-!8QT-ZQ91wwI(P@|Z{rrFw zy>a)AMdZ1P8Z=N|!{7!tPPt&ExO?sM@ZQL^N(t)|7Xa^fc? zY;g+M;sHvnAjQquq-#9KV8Y?=LUUu@a~n1~;qTUi5Oe)H#}X+@%WNxbY`!PVe9yUv zHKH^iA8nkMKlxpK;PkqBVBCCoc>wWOMME&n5+K81N_BCAJOPz`J|rH0KU5Puxf;bctL)!{48^DR4NL-WZuD@gm( zklohF#&%F_qp`|q(&`TV)G-iWnjq>kVM%SAbkL_T`r?iHi?EVJL)YGE>v@k!A0r`h zKBmL?{?t=6zQ=;s?7DS|`;W1Rh>1sKwA~}0eHn{9R6(dWVj?H|lc;jS(4{)H)Y}`y zyz9k+s>MVC%)mHm6iN-dCP7|t7&1zpmc0C-(4WAE<$zD5!R};7Z0re}WG*O{k1=`z zXxR&EP|vN<9rXXvUpjx8K-CrT4@(>sKE;XQ4;Fn9V%fc6DS-9lpkI{>OcWIfPR+vj zQG}UFVGKzq2a#Ao4kBg?$fjY}7LxFh7A{{!098-*RJEgzB~N4D?P zx|eF?V?L5A-x~)qn4HFRcdk37?J@r~X?wZ)jqfXwPx}DCO)v;1GNK&Se!mrzIgr^U z)M5wEK-TPLf3nr+rmmHQUJx^m|2cF?ks^|uh4JU#zlxDkzjJPy;by7@V1U%$U~!tt zU&|#?g|;!xdJ4ZVjR1ud#f*4>er*HTKV`=|v_tCv2tD%68l)?C-+B!A&{1_R1m<6#Jw(s7j&_L5}5mGehO&{VT~09ZU0W zN(=!n&k5w(lO%yR);pzy0|O9$c%A(`p%0-O%Z!X(wTSRVVP~Ke;MnX%_@N}~X?7qyq16PVJlUnc?|q+qbYH^mWbw8A z&K8ns_ze7OWOW$)ZE$(-*Pyy=^3}A8tCRpXuDnLLWmKXbwa!@IOR$H)&8)Ao!g~H{ zTE{4PH18&izxBu9Ou3ef0M@{M&cKG~>*u@wI*9D#NZc?X3RK5%Hp0F;p<1L7ovK<< zN=k@cZ5E=L@~5*{atM7pHVZMJxnReiX_iyMYwqd!eRc<<98j~8Xkptk7!cn0``Zh3 zWj{M`h`6BwHduNAnnacUV+A1uikMbb_ljvn?g(H-9d$AXAOba`F&tgq#yZ9GTMMAj zMma0AF*3Di|6csSC?;H6zd@PXfc`fS@-hIAv+%QVdkhBZ{^fGNF`$S7c@H&u7fpLV znqcsR0K|aWpQ^7sB*eGIURBK8fXL;S<2>*Te4TZ0aKN*F&~r8QFu=Ji8o ztD>Bm*1LPs{C-jF5pZP3V?fAZbYQMc25dN&*aUHb8l z_m%M_Zf>r3Efx|zceg!wlA5C>@1V-HPsrH>qRG%`AfzkBkEFx7-(^-2A!~181;bEN zwh#f^zPN@Tc)^och&TbTT|N>ibll5SO8@&6R2WzA5vONs*WNo$&t%uazpbTu&C~s23&RYzgvJ<01^Nf}bIr)dV1ewT z{_cJL5wl<#8)CG+{vl1T$v)SM+)z1uR3M6^h9k#6_V-x%BQ~;@-8-!K4)YD$8OfWj2WdIIbBVqC{A%f@be*SmyBsRZp!PLaC7D zVRLNT3B6dc(eYD&eyO)P9sF$k4hP~eQ!_xSmK)DT8`{x(&w%NBjmPJfyh9nbM!M{; zw%!Pqm{HTbVNQQMFm59uvn>&>l%kB5G3l^ZEda0+CTu|J#DNegb9V((p7FLCx&4J5 zkrw!(ce^6Sl#ZI)7460{G9Ov8XoZ&G0LXt>&t}`YM_hmGavq+mH~9+IrI;LgO3(1kf0kYy5HH%#9B=1t+tsa= z3_X>0FPU$#+dejo3BRA6{qC{1JU*G`^VD%kDVyR(Og)D#-#8nob3O=`x+F{&a60Jq zR3Xs-qK(0kus0LOYI}D)->d0O37raqR`YB3lHBR(4{IZNaqO&wvLo1!C+W+J?6F{T53@CCZ!?5ZqgBua{kQJ&`lO1-==ISi`rUn z=b$j;MyX)DLj6toLUp?VZD4r?Do3B1QSO}s0{#J4+JDD#Fx*w^LR2E?jsPj%aiK{< zC&+pgT<>}CxYM_z*8g43^b2VOMzEk3dJb@})V7p}T7~ZbLk|@sQd~T7XtA9%Cn52! zTtEVz5DO*_(f}hvJ~oT2?RWIV->X+h!4pj2Bf!Dj6beGX`-n=?-W~3lMnu|-{!@)e zLWLPrX=!{x-Kl1`%SYLR(me!Qv$}k@2k{RK;qb6FUzYsQKro2NL)@=G0?)YBok8G- zRCdF@)X-V#8uIVD;jc_}Dk6zBK7?hvl$M3|L4I}eXZ+xZGAY4gCDj0}uxMs%HhBsP zY-o;@Wj^vCx2=42)`?WQvc*`MY8gk3;m{?4Fdx*?1hM0$K7BrYGs&D{>%3e>0)afH z=Ev{{?^vvY02ynfZ~{YTZ?=^3sOgfoAms2J={u80Pj?AX5X>XG$qU~O56ZcXe4{_m ze-H)q#BX4ZdycZMA~mm`u13ZRc7N#F4=nep*=Rh#g4>VgS1?OK<4qs6D}>CvoT?un z08#QsS2EE|zV-H9zn&WW=o`l6ApPd=pDrMz(Uin5CW8Gu>{YG>LvvgrFTN&YzJd^} z4f|JSGJCpPB%^eD(7mM4X|DZoF(Oq6#xt2Si{Ad*#fqQLOaVF{`q9z%@TcF^7nMPM zu+f31V?roD)Y<;DCG}9i1;H=Dh$NBbjWWOWu{w1l7FgMf6dLz!HBSV%6;KJJ$#@E2 zar@615-gs`qe&%IaQQ3>K!!HZ|2N<+#Q3ZHI}4+PPc=Hps^*eJ!SSnp?`5o!?#>n& zhe_vaJ1Ab1!2_m>w3k2HLgji_-;%?yFj0u?_oC^A;fa5Qd$F0nT`A%|1o7&>Z)5OpqwRL<0FJF^iE@ES1+xvnEoo)meMKX< z14xhgJSfY{-z%;JJ*DDc!H;(_f!j3OJA=}V;?QZnzdvBgfDyM3xM14QzvDTsEV3D9jKWn3$!B-k zNne3*q8!%PN!j=~X;fgmkn-)D3w1RDPkT!MOsam{ng5RlrTW{{k z0lwoM$&;FqZ%NIF!0;ff+5NI4~#Z27UATgXh*_i#VqAnOZQB1t`kt{2UxJNh; z|3~(t@9)!w%5*=(L8iG)niZmmdI{zm`4WUj#F&XXz*a>>9G$ zMxk$Dg!-E@F@1<+wysp4BRqC1Egg&7xl>irBl{KkBSiY^54i`_gR{|%+fkBkG&rya z#ri3ydm&S_owg3;`C* z^tO-NvzuZv`mAVt3MA_*A>p&f3XlIHjb4Pi@BUaeXMyo7zC>{l`Q$)U5hT)E=%UhQ z_e)mN-MN+$kfu@iQRlY^p3H@TeENZHIQ(*u@Fm6~EkR+3n0Uk9-`4A)RXhSk4vfV} z=C;}I3-*&)9*gAa6p*1l3@gKAlH9+!7H#}k|0+rhoTmOYmzn8fBUm*=SNu||PNTNY zRYV6i~`4Gzlm`52cu$4DJkls0)FltWOkXk{k)5bgXHsH> zaV9R;_ZY6K@*mWGD6e0=^kO#FXIaN7b zvQQM-pR_n)4XIBrE?%UkS2XmIE=FXBgCK_jzg#e#`G=%MiIkIvnMZt@5*^iuvD8ww zFWRCy^#lOUQZ;>>1UMgms||oZu%D5$>)ZD+*}M9>d$tsiHi*@ZvzGPD1{Of5--g;s zfGMaK{LbzM{tmELwl(MUlXrUIeNwYn`p9QY`73~DpzswQy^Kv$T8ds<7ije^OTF>_ z)p`pxZ!^B3qhJ}xWAY(VWop_xj}BqLm^p99heN)(I<@|+dZ`|16Bz)FkH&egpMVbM zwvSmu9<2F#ZXnk(@*t4Je6yFsR4_J$0C=SIN=0-6)4&}vhz2X;_imKD27r9dBay(6 zo_smydV}1m_~O_k_(L*7^fWaiE_1lgJw8&xl+R)sAA+rGag|h4CUY})pq)qf{4m_y z@^$8wdRDi}Q$G($7_%@;jpn-A;UaSL!Q1sQ)*s9v(1Um6!EgA7_2pD`v*8BXkBUsC zQs2)2y$tj@nuRa8M&3As<$e03Z=*gy+BH6_l{YECggt%#C(J&z)@L~rWX+;zZ;cVa zG-z7Yf=u-Qv+xOkyR`{I-Oum*CAS2SJ-|?_wM_RNm>mH9u);K-;u`1_WJ#f8HdTNX zA<_(n=#inkBJ%l4J;{kBU^ECa8dtk>TXCTW zCK{*|f_t;R5IO}wAZKT1{yaMu90GE1L;y(uVHG3fxy`N}LvZRYr)y?x$)}Hihf6)w zdwND~EO)ozaHIBN@8(3~+J22O^}6*Jd5$i*akD4sKE}*inm62L5aSFpB?J^R(~Nbw z05rcSWzq@mkg-7I)W-j2 z=s}v#x)K39bCUL|;WthyL6E}kePAAy zGt&yb_l98g^o!aJM-(2WO5{2greyyWAlA^Gl{egkaoJD4nHdS6nfk`(`TCsGKA0C; z1(E~_P}2}qO%GzF7j4=PZl&o^gPFP%^)=X6JN^vACUSk0ic^q1{!4}N&Dh^DpYvnl z>ROz(g})cu66JmR(PDC3rn8(1ljh{EV-4Qj*>n?5&f}3*7Ne zeE>jox86UHPXS8-G>jD@hwOKYrkB9O2R_Chw>m@+iTSeXbNF|xwxRZFk>}^^`y)}1 z&9E!Av7@Tg>PP=vz=lx3SppJ@b?1aqDYeI5&zIh_(FH)dNTYdLTFsR;PMPadZHRb_ z8}FvDLjPx?i4Xheb^#IP-UE9K3Jd_DFo9ZO;2f@iBQFeC2DRh@Z%+-XTb-hq)H2kRXsI&RRwFq zC8m!bGvpGu*=o`Q);-1=RMg-ja{GP!P>>%s#9!e)F6P8H(-XGha z5CKyfo{{fKnlSDzN%#o0IvvyOA<+GqFALIPwRQ6u)l!g+Haan3g{uZk`1|7%wo$Ec z{gWVr2n=S&2?z+&KVu^k(<0KsrK!Y5odZ!jzt$t=|1`J9|;SN-&r_^vT z@fUEs6!Z>JDWBi6HXFDYrm9OsuT;VD^vjL=)F|K-htoa~!>5S@ckhmnga$mj2AYzSSl@hEFb8NDERvZ7h5XhYDQkGx*M8v*FFgPm5sjat0)>x1V{0#8q{Ru??*5VT|v!83m&f# z$}AAljuPHKfzTw#Q({-<44{0H-YU;N51+9yMiREM?>x-qU6JhRU!i&}kfYs9QYS zA1H(Pul3OOO6szkcM5c9au`y4c=DtuWX@xx**e+Vu@&P=6IP|FB)SRJMB=xJ+A{3_ zJqx~gF4c(DtrSo4V%ND=BD2X3RGCT`;TxWkh#wy3Gg%I4Gku_{J_ud)czb*sE zo+u+5M4S_aEoAdWKODDHPN=t(ud@y=py5J^QTY?M)0u_;X8K0v0XTovV)vj?>fDMv zs@U)vLL7g(*KgNz4x)g!cUA-ohLT5D(GMAS3$FjLn*p({5@2Tm5Yl=pw$S9!4A?VH z0reJ9De>!d$`ez$+`VA54W2b6t#7SU2r<2wd3QMA>9TB4efgE&^!=aQ$f8eE%hjV9 z(ocB_5-xMDj3Ol7(&8XS_|R(ZEA%wP;fworKYQA~fT{mC#Uc9->gHVsb5_{uWA&}F zyL*j2WjF5Izf_o*F&6=ACbOvQ??RR^5`}7C-b!P*;U34)@Umywq0I3HPJ$|N@?n^~d zCRnVL5z6BD=fKy?FkdK;xePa{cQ2l_U5-!%`D>YAa}8Wv$nIPYEy-t(;-6ONMtx?A z)S*Z2^-^=loLqbF5;ZPk%JQbxJ$%z~59A~tV!tDm)0S_CX`>uMy}FcxF<7Jgsic>S zf&BRIJg_5cs}!pof>72EnWi0J6kst){xP!~gPpD_IqV}+|7pKisMdROM}3X|((x*I zr1dQGab0PvvFR_Gx*kgV~-;%SXf^4 z&gHrd-14}SHkF0x52c|dR1oc`NO#$Z;jHi&u^_er{LMg(=WqMY)6-)vJ9ofz`y#`8 z7b^wA0>>FV`y$r7cj*ey)m?a1*53UCk5PgvqEdxpE1!+8|0$BDyqVDB;my@!<$Ga4&@3GpKC>kxPSG`}KUrS_QP9Z5$Nff-EfIO1vt%^k2Vnv$J)#0cJ=^ z+_?Sz0l69yvIKkAYI#sN0@&IG1p4h7;nswnJQh*LBFc(wR^n7<&+2~TLqN9q#fx~f z%_^^opzy)K(U(pbXHt_(Rn_N z^x;0b^vauq42iIiE};{%cizy;lL2KKSN^+&)nx6A&0Z`#<_c7B6FDwXSK`?OO03`9 zyZKo_gZu;RwYNttl~3Os;P!9swc}%j-YqD~ly>rtA!iOaf7N#m)j)rPT8rNDbDEir7z8WUPD#5U6#h*jx z*SNix8WGkv_8H=O9){6-pnJf7|C?G$BpM~}YxZVXL2m13nK4bU93yOXjlIyiOTql3 z)IJ*28ixhE`7opGpNy@)&~g1N0I!NJ{>rqx-Ev&0StfnL0!cY*%xHbM+a%+2vAVn* z?)UHdLEf`7uf3R%UB7=Zyk##`5zF2i4YD^#Fg0cpyYjT?2uAnb<>5jXDZ)9Xn3M_> zfDop?{vhoJpZKCsZTwCz3sHHQB~`vH(b}@+*JOX2Rp3ExUMBrKAzOUSbidWUyO@?I zcN9y@9~(Q7R0oFyTLZ%APxFVe+yfKyy$X+m<{2r()SR!N$z`RVlk*vkh=uckxxteJ z5y5F;7G-*R$SbQmtW2Ez^KxFrV2~0SrH&OFsxeJ@@#7bkAa$^i(o_L@^mC z%}(IY_6RgocJ6Ke>DWCw+BWuCq>f$}USN{-efOodZbx~uC@aLXettzTlC0;%e4mvfzuzAwJxuXu@*Q@w_fD(R-!8?f$|?~$Why}~ydXX@1r7?cp*O?l z2Rf7LzWWmRzrthX_?wSrF46{5|Ft7@wB_;Z7NwNM7fssz1zF_S5D(@hkMp)? zjeOU01V#y?+@Kp$RK&gECQzC?xf(7kl zPk8bh-5UVv4a;UXW3VBBJ6fx_s4yoEA5&*pYF#`M5^mOwJDz`V7N3^36^k43QEIJD z5rS1{m<85d$Fv&$a?&SmBFm_;*4hF~Y2BF|vEjBHQ&i6Is8gt!p7D8SLBe z!}c}L!e2zooW*8>@^vF4X8O4>bZ*<}tzgN035tKrWA zS8E)6K2sYoLr|kH34-E4qm>W>lE-}?6%wY!SuG$`m;zq=e%Dts%hvLnpN;&k zGW>2DFWN8yGM`B|Jbib3cHieBX!T^l>wAbrObL8xR9n6I^b$r)hlUGfvZ(|zga)@U zzQ%aUeiTaa!CS4HDCUXpPQ5#WBsZlw{F)ta7Gv(=BMCHW%epak1BNXxLnTUh{QJJn zhl$^q@$wilr@b9O^8sM|yb!LD@1bqj%FHy6v;-2ZU35&Y!U&wStGBhfBvBYd{&;}I z)L2uCdr(*O!qBCUom5uDxBZX$+l^5{HAQnn+5Q^E-#{aJ|CRX7$m9(YST2%(&+x(h z;U@XE7P%i$G%Rp=+n3MHPGB&6zyeJ8*78?$v9$4D`<{1dU6myjyy^Q*bqi|H{i)HYFB_$M5Up-^|tTs^;4l62iO}sgZog^X${-KJBdQx5SUj89T=-(z+ZEScCU^fX+z<_ZiH9}$G0qQ3A z3=DnGDAUT$gA-YKso&p`+=1BS;e9f)0N{0XBERGHyteUXYf=W=4oo?)Co-jp>;Z6e z>9?KE#z?+QDRsmLj4rr~GfIom=9KWIPxJoH!)uJYAJ2NE85-TK-V-nY$)aH>cKO@& z3Acq1VRy&b!nnM5i`a0Rs$-31MJmcqys7ZSepaK{Sd!Sir^%trB`i}Q;Nr39B*1~j zLK#%D6Ol+PM*;oI?)=X}Y*FnvO96<$yJeh_CrNkT5J|#1AsZ9LV_;NfB<*e57c6=u z>pe-!q4TMFvCwsAJCWJ^MT}l0$XrYrvaX^**T?Z#?GI?Qu1k61kaupuxn9-k;1_^$j%lgJwE_r3 zpxyKXJ5VspN`Ci7+vtTsz+;JfDf3*GR_0HZ&CM0`B7aaldE3hzLZRl_SN~bWX>nYD zSN`WTIF_tjF;!vQUr1*L63d?p+b5=GEVW`NYLYY1mOQnZ5n&UFD)Q*yB1X-Oy5%OOm_yHuKw@{aQoHI#qRuNd&(jBqY2oWz8q;a{P|{*!qa_k(gxMEAb@{ z%!K}IV9*>gsD?y~x|`csrFlQ-rr|o?o=Pnh+bVD`e1Sn-n8oo>L<>W>Pg!r$=sub= zpi-;Gf&JDttJ$EvMq+d~CfkaPi!6Ab<7rYnot=LDd22F*v2f3QYD0b6IPRM=`ah4k zxp?5aK6ljzp7rCXLvx79x%QuwPDMg=o@YBIM>j1c34tg$+>0T18 zHg5vi;a^SjDToX=Znyk=W2(mntqS8rP-1w6OlX8{p(lTLTv7N_x(Ckj!dfmHd2Z$*zncZ4W{`^%e8E+2(HC>T-_)D5RO~v!ZHd&)Iyl)pX`fz8E-8%v zh5cKjRpx%v-%Fq=wcB){BP$Z!s!<+%G~_r(CQQyQ`ZQOSQo>zXQ zZ1hKx8%3JXw;Mka(ccJH#NB_d0DfwU6w-y~6QMnv&spaFBLlnd?CU@(E4HW8BGyK@DulRMpG z6K-|+##8=3qR414Yv@JT9&?>fsEa8T>|FuVk6hED?}eVZivd=Z=pW8!QWt>-2&n{O zkv`rfsUUU;Jmq6pyGj3pMLvT{i%97cSee>#%F8r)S*CY?zulgcn9@kDQ6}>c`YbC) z(8xGW{j-XoSIT^I7bk$ZB$_~^pC~_eAyS6Oocf;LyF)=07n-=vXBg%VuVP3_QXaU9 z{kDmux>sBg?GYbHWJJF1O*#1kI5ddMW{4z86Mm_os9cYQvEjjlGmCJi_?U ziwNsC3=&Z{TYJ(Gd3Utr!;y(5S|M{>z94bq2UJ6*M&iqPJT0mA!chT8T)fX`&eX3N zma1PX;7mDO>L8s*jx<|@=hL*;ucgd7f525?^r^0}5`AetPOu5~c+E>q2V^~y1or-$ zj^YR71NVz{ctx@Y2V%7aDMaNf;ypAX3M2-eJs-30!37rJaV6@sJ>A_FkHw?5arQz? zokO4~^f{in2(KC*Op!n~CVVbTPqc`!I1QDG%4qRNhX|U|6t{lSOlU*9l5;-6&a%rZ zwV&!xq(#`Hztx0=0XQAM4!foh!8~n@6<0S6WUxu-Xg6tIdDx2}K?#+R;!00HA%_4? zykM0RtmBg;3fb)m{JbYH=CiUUPhK|7KWU zhe6njD6YX{k$=qo^)$mxS@3!l)uEc z(S0-qtdeyWjW=?Fj)Rkq(`4dxW{FJFhX+q~c`!S_1;c}>vE`Qy`A8@P0x)(zMf^XC z&N-~kJ`UsAwryj%<=V1NE!$kS?Ut=&EMs-DZEJbUHs0s`qwDxp0OpdD}G%(kcQpM4VX{Mkm$DE0+jP|7R2eO!OU@kFX z6by)nwV0n8`P@$sQwoQ?LD z;2W4&GEO46Tpo)+=>C zjGDF@6}iGGf*S_Lr20k3HHXMyAihtnQp6UO*Oiy^=T3DnGe-oQ%EW~zTH#^&Fqs=y zn;D7emVK3lFwKlp^g7aLDk$g?u!P=gT$Bm-JZt?D$>?;jNz|}t$8jQ+bMUw!72IlL z@o5@PKD@I$W>3{rCgitUm8LO4sdQX36U-ged*K%{5um6Xl)6e_x**R2P_5rh=k_ar z8sO{Q@f|LnnR&|SqQ`VYyuhzuj%-)Knx#5UAh~`rUp5VhqlqEBm_JwyyX+2AD!!0; zXEanIH4ZV$#j@%(n2l=c+W#(Uqd~D7!hzi?;Vj~iU=6DUQ%BQj5i^1sH2YGDy)wr$e@3rxxuqJCo*-kw8~^>eLUi+Xd*QKBzlx{(3Fm4_$AWDWws{GuKu7(Sj1ljn<@*j8R`;~c zey>!~nNc{$Mf8n7pw|&OtJQ&w8j9=g=uPanV} zY@yI-9zrAJGFw0MfG~=?+eOVL>SB6W^&l??!pN;k{m(ug=db-atF_=)XW;(04VeFs z_>r0E;z{8bTh7)PV;;`4IrpZ4&DvzgpZ&IWyFk1~2i8e1gv1o8R4FT`NxA#)+_8r-gwROkpn(KiFXGr%hj-n|}= zCuEe12r29kK`LIy#nQ*`qgbkYqP0Jht=mK*b}Pr#LKm9=M>WF#-g*u%gzy6VAa|3d zC>FosLq6zqDou->21-BEmVOv$KCKz?sw-$8h-uUu9YAfZzVXb5w^>Az8sGxlxi7#Z zR})~B9+e2zA#7Zder}DW|CA92QfVEj%+9K4aej~6=y@K!PYkSP7{-650=Dj_vmNf8 zP7CF-wK~$=&^a!rML*ap4%h7yJ`a==+~Ju}$O!z|#(RCf`&%m$N7igL>R8bSMT=&4 zJo|;rzR@;@QN8Pmj9SLG{@eVLWB2>e7+Jbi+&be9iE=rd9Eo(LoI*04Qs~#0`n&_H?RqAX0>l=cSad+_7{>f!*Es18 zWVyZ8KR>|yvDM@Kjf1-=_c}msF?9(u>K!t$Uz7wCf)@NsLj?jmR!34AKig>BX%mF6 zXA1b>G3zN`kNOkx+8(wn6tkhceCk`opT`1f*p_`8r?ZS9D%*iGu4SGVS|AjxSbhY# zy$Xn4#r&x7SJOGaP+gOtqse3rj85Y>1N}ep8q1q1f2Ojwre!=n3?ztY0yq?!6)wxr z^u5XaZjl{PqV*!r#`z-31Y!%E-_M%MnjIR27=nvgf3hS{ z-Q`wg9U4;C?9YNJxIvHR_97x>#obR3xk z%1>{alA*bXC4X*%?U2qT@4G=+N7EyhgBEG`?F@_4r|rzp<@%u8!N?yfO*ZpHVi+(; z8jBnVmXkRG|2iBm-XGq`$Y8MO4!vBC;$EB;I?&F9Uy0OnK&m5k^>E3!=V{$l47xYS5pDu>I=ySg7ol+}h(ok^*b4m`AyXc|IlSH9M_wl<^anRk0 zRQd|4pw1B%uNa>UT?Y0Rk77R@x3v;98~+uy8(32PC^J0v+cv!;w!a#!o6g}@JvDN@ z-XBGm3=la%5vvss%|RAt^$`mZ17~|fhyt55P=?BX=Og_jEqmf z!qT$sG)&sE-nA@x0siaKk3 zX-J?(1_Y0o5JP`7I`H09M@XIf+Msj=R2wi0ByHBc(KPTiHY$xL?{+z9sm!`(Ly)}7 zi=;YIuSkiGWU7_v^c4{>G8dKCNd9M~p`r1K+KcE<<(D`sAY&Cpp2D@@wS7-|zeNu; z(*-GP9@ofJ5@~(13S_QrXCP(eld)s81vMv+TRBiFSX;5D!av$9{ehFi%;$O5Fz`2&s@rW~ zo;taCbaAm@#W7lnC3Nh5b5H2^fe{z?cfD?4L=Y-VE>j8;A7&#J&hd~-i>(LBnA+aM ziO)|KtC~2`FdLoU1n=^XA12Og+!YykZKuQ_33z?^g>_o3{_Qp4e@kIvy5c%pcVz#4 z*@qsE64l99h`C6U@#H=Rf*`%$Odrwt`EM7ie~3U=y)Sh!@vL>bbPCTcolWa{F6J#> z^k18fn~mfG!tmfMGkf>O%hoW)pLck26Eu@rW36)4=L-5fCg4y}zm$cDO^?UJvgUTA zKk!0<0_wE1pzCMhvF^@m5KbpXrE3(Abt;uzeFDTWfd8@Oyr;NFr|1AyZ*;<@V+D2( z>IC722ZNVqEe0VK7>+AID}B4@IDfW#4J{SoiP_~(m9vlb`&;Ej^UZM!!)Vm^v-fQt zt4^-B^Yn*5$G+jimd9aOy4QC_#Rm+C7x&XTjbw}NiI1zifUVOU*VC2NL5J13L7-L0 z=XQi0LU`#Ys>SD=R7j(6MSzvDYbV?`eYkFDNcHNkalcZ>BNkP|kVFdZ1PG&4>~c%j z)|N=G?Y`Yfp8}Dm#OogDmyP@inm1q<{s3$Z8f@IG?FI%rS>f-gQoUaM7JI76qf6$- z#>sSwO8oba_*(>jr66KS1g;~g<0JL#>{3r`FaPvPnHhoJWa-HbwamQq`HZO0d6?~I z&AH7Peqqq;o10=>=o$TM7-#$a{w#!*%i;Rha+uUlPvm}Ve27sSStD(kb~hmV1sNgU z2+}kb@e$xrc^nd2<~Sc$bX?R&RPGaX04^xkl`?4D-hUR;`AOMtbPz-fzmSb)dV)4P z+>KjQot|s>;6A@haCee>HMyTrHJ|P*Rxu$EybpebsCih0SHNJ@2HygmD>>bl%X>a~ z8)gw_*Xo!w6rWG3)ycgIrl+^3MZ1PoBOdsv>VnMu_nL!l4kx|@2Hdwdnzky9|4iyB zmZIr&eQI*-TJ8FWCLJbS5aiiT~Xkz*% zp#3aOH{jL!eUb0ASv`GfNr!4oc{Wbm2Idnr70?%~p)o!|6+!OIusZ?=x4TTtre0I^ ziJdqiqz{Ekv8>Yyn1;ZCpWqs!I*Ebz*EoW#1xXLC$F{a}w-cVh49Hg^R)8R|E|#wp zs)b9!_%3#xFb@=4m<#HcUjF`(d`}6o!1><-+2zc_o;@^2%^`)zDs(R3wb1r60jN81*uLGlhWNFb4A4v9nH&SqN_ou8AEh?cLI&?oIiFubpJ2O&_(ZHJZ8GGl@7ph;%gTraCF zd)F9>S!5~aqAEBMw1|geMWT+;BM@i|R44eCYLe)h_U_A@B+J>CU#TvJmh}?M*ZA;h zM0H}^Smyg#RF9IVNMn5VIM?G1{B|@`>E<$sgx6x$;P&@~_LR?OsBg3)eU)S}nBopO#^ zNy^1UZhG_F1fe?%V^zAD|7p~gBdYgFCwjOrfCc$~0tyVSe?J{&$JIkfB(GRquOj_G zG>kpFPCp;0?h1D$9ZP!0xLB}xNC*$$^13!FQ|oZg{j76ZPo)o~YJngHE5}hsL(x0n zgstml^Ciun;Nxucv(I^*`rbFg0Mm$4p_K3+Jki<~=6W(X^*;z6Uql@R&rTcRx}Kk- zOPGsxlWJPmOQlaV_0j)^_b_2}xEfXCHWx7N(FfK6Q~oxFEM6}rmbE53*o1U=w6-_H zk2T9}v`+8MZ?)pk452FhJhb+L4{9~I@DseDa;Kkr%reB-@aU3V+sY>1I0Au?(TlnK z|8uCTq*wVZFrBHEDzw__11&ABw6yfpAncGYr!!5U_yyQBPT)K=`T6tK%fBvV1E2ow zku0JHb^WfD;IL4|zZy2n+q+}L4&dkTZfJ9b9ta$!OJf30`U+6_Rsyl8!^Qa~GE$%G z>2NHWDbXjZ<;uwsOlsxN2Ti%|TV8;%S=YYNEecx|BN0hrKiT4XX5#q=0Jo<@Qq|CH zwIP*u3fciNrF#00LK)&W$y72?*;OaxA}SX7fi$X&KGZNczo=$KR(lY-P_uo5t@-Dt zxwUJ{t>v>z$q_U-wA1C-y?Gz5P@VU!b}C>fRvUulr|A)IVD%R%x?~CVA}Xi3;n^50 zwX~3xL2;G8w0O8|dx%>LDOo&-Y^F7entD!7qovkqoi`ZlOW{JF*4Tn9Dv5`jsjy(g zNrs;`!C=tIDJ}ytBIY6xpV>g354nc{TK*|Na1tzItK!(baK| zhiaORcl89p;dCaPfdjSKWxY54tE-xVWnsk!AxwOK-mXU~5?2IoW%u?PKn6H8OZJy4 zX4mmhhoefyqMfa6`wi!^i)?;8HYx#)9@zqQY(j1~A>ex0dc+G!x+!I?X=_r}MQ5M( zRPP1VePB_7FTFo|U@e&(ljQDZ2401czOnx`+h#9hS}BpP$2q{s<+odsZqW5!8(=A| zNPB8bX?!q1@>o2JntB#lhmXA($+#n_dVdwp?5UlrBWF1;N6?DB}12o5jF^a1z zLZ%_R4EBTrC_h*}_18ZHac(Prp!EpVcJer`=|OyW%*VMMFDnmYa%LnxV(|#6)bhL7 zF|o+v6Pxzp{7wQfUDm7r;6O;jFGG%oI$UVuOm08jj;fI@oB!EOpiwKHE6>(;dGf;) zUFct((7Rg%hHqbh6i?QvJg-taA(qi+FZF5$Qs}Xufbt26m`a5_VZtIHLXW#BoYb1N ztEVt9l)*2T@NTjnMW1gH%NSKG+n9TQ*0TNW^Xt=6J3p_u=f2ahV5AD&jK(68JTo>#%$EClw+@dZS@=$96t-jM zohAg(P-B~|$?7jEv4!FKRPt3$BT4|bi+wQaQ(=UHOcYL$EebAdFXC{1qEeZ%@cHAs z^7^HX4%m}|LhehIhJFbY?PxEik&C7*2^ z7OF+{|GN|6^Z6PAet)MEf#$*{osSnrva*_PUrSi3h+(Yh^iBj}#ph%5*4n7aX1$VM zu8|W^6XMf501$4dTL}90%lB1#`QTt2-E8|FYO&PGHNGnA3N`(3kb-!6?CtdS3{U&GPKyX32Qn@^Uae&7%s&Sow~EeFFCJbAspb_%&4uat0SC}I@* z`M!tY_l{=(wUS()ewN4@9~6k~H^@{X)vMBT`#(ZTbey#iGne{v6RL8m&Z@KD3w<wQixu?U!Gv}fLc2@fw3$k#_&Hg$rY$VR4%WCAX;3A6o@lWs`eaD zJD#~BUXKcoct*JI^&mbo1TujbWWK&wNf|E$G~8GA1T}HYAbd9c``M8n5WloqqR^eSasut+FnJ9tjqQTKbuome2c`8-Ds(zn3hF(Hbf#EcR0{kfhRmFY!aZhbb} zTfMIihEJA|v1b?&ppJ@IzRB+i6E+yIw}i)bF>uS7kpdM|Co}z+p_DNvGaaF|oH_a|-bN z{zZBdJmY;7Sodk0-sz(9q&)_YRf4yZf!(VD?OVz22Bq2+7l?V z3i4ExGtXbF2?DXn3E+%s+@>m|S!lwesxgMy*cg~xq0HvRmP<{j@wH~vXiB5)N2JOo zGq?^S_mowTAYl1_dwT`ap##%72WfzILrTQs_0~xVVZtt9g#CJONd`~41s(WJLebK@ z5&<=RD8CxQHz!`L;!j9|=vvWgyrRd(ViY;A9RW&!fWMwfm1e@cGU;nyBRl%v0KMtF zrQ&N+(Pd3z3q#0ScgIH}w8@n0aXo8z=Ru}|%;ryINsI_E(6ALcXAc|m7(&ia98w5K zbgwaWCerRpq_EM*d4>ZPI7DMpNylMQN}n6_u?K3peov^`V-c>p}kh zhU~#~LqqiiOtO>*A}@MrIe0-Uq2XE&nzvdBkL}TZh>zPl&xa|4n}6_d^Rol0iNqu! zGc-Gp9NnXb?e;g{@)X0%d?SU8cSyEj_aBq5Z)ljZFj{i znhy6v8>+C(RaNQu8yv$%#P#=WD?!+M0daVRp9x(g9Z3{1 zlM-6&l?t>V5XM3m{7Yecqq{c9LGgd)6T}qC-tD>c6NQ`;YO2{`T?Wys{5C;wPH)lh zMy=Tv)xwmOI7Ajm#Qo`wAh6&Pwp*#Q_gJfNfAijg`8>^UdO7|Eq?xahr}+ElZMe)1 z4<7bJYUte5sS7gWXyU$KbgrRz-=*RZqoY%duFl$(GBBcyz!l1<_HlnPPmJC#Aj{E} z0fkSQ(MyHJX3RyOETa7V%DjYW*(mw@7Nz7!`JDB4NvL03^QjKvK8WZq9g6*B-$XrA z$lOd*j5N$rQHl;b{I@w04<;`*TF>Bht-G6{+UUppfu(UaR&IPi_xb{Bo#Rx)x8=9JG`YA}j`cZZ#t zAU<|j1?V`tLOr|1=I|5VB4D2G{VD&z_9I>2eZBc=D(=Xa?+6$IxSemImOOD~Uu8|M z7Eve<5s-HT)>t*%?Fj2a%K`5-%=sOQ(g0VL4M6;bxGOM}*P}^s-y-Vp=g8d1>=9U( zM)rSe)<~ZMUOqf1=clNfr1azFvfpcp+=8gQ1bh}yIqN^ok<0o*Ws~VhzW?#B|E6lc z-Sws^bj}ad%%h9G|5XkU_#|3+GBCDZn7NpO+P0|>NU0URGXdvm&8i0Xj{?JG^qMxP z-mDrx=nryOCKYo*{2(y z$y7s5*`d>z+Q98eROpJeP@$1ny+NW0kL09Pf#Sz4Kj4pNS#O}KKE*gb{9QB;1B~F&cJ*uMOLVJlauA^ z6Th<(Tl?!AaqXM#wq@SAw-{erj_@u~BI?dyvdKhw?U%S$9V+#z0?ir_q|fK0iN-8m zdn7u$wjs94tO9P?X;fJ7!&HBkmwgyCiOh=P=Yjmrq;{7TM{+zl@bv~p80C*pDcoI(zhWz-ZAKE2ZyOSJD zCzEP!lhSTF=t{q6uyjqZ&^5{_D#+=T%_of25|O|+vf}=Xn!C~zb!oXSytuFJM!n3A zot(Ef#xZGZaeCmJc%fW>=V^x*cNCbZ!64K~uls6&H~6mO!hp{A=P>y+@Tc!Rx))$Y zGomHi?{k1y;Xktj3kyKq->>_|+0p$y>Uc^4pujMh(}L_UDfx<+UU5BNP@HtsD)#%! z(+s-k)5Xda_Ck!g$nzz&lHhwNoZAVe5on;lxDVg({9`kgyxrr>{m=WRD5+r6hb=VV z3DX9D0*Z}_v6WA^>Rl*|4hiNy79m9^vhktAFR#k-2>{YjtKi zBC`X)=`X+Zg;qFjyF%llJrDo9Tv$xzKiHlL-rd_RLycW@-t44|&Ql$=Y&7(W!@vFh z7r)*=00ZAPDI-f{3Vx8~s}eTeu`qj;`=B^!j2b19-QR^uc4lI|w_gQo+>A&AirrVm zaiiMG%>p%T%#Oe2JZP6Jm3xNg%(z)h|O7 z$t=papg-+t&csEPMK*D;*H2tt+7B-5Ld)8iKE}4nA_pnS$^x)rEdCubLKAvm7z|i= zyTS3nZ+c#%2kFe!@EU^%Kk{2`@lL*x_oYr}X)9wv^Ws|kopWBbcaCzCjvCe4>$FJ= z(9+OY)Ik=bnC`sYo%{gb1<0rQ1VW(4K3<=s!-2im>W4+1zB&>>7xAB2OlSKHLwCaP z-w$9{LD!u>@~ci=xJ4f=Zq z>LXC`*z~=xwafhP56TBf=oN;jyIywz1Lchs%pO^eAu|A-@oMf&k<4u z_vm>Z9I%6*E6vs+IE*vmz3-a&0E*;juVa^XtEN4K8dk+YY(xPu^&MQT2t(s}>n6iq zSET3J+h28vmaQcA-?t<)NHnoBS>x?cCa}^Tn||X>*4wOx^%;az_4xQJDfK&{PU^}+ zcRA!;%C;tO2uu_O@~xW&UUyG|cMUXMe*(6=mw{J#zS*boVT%~_OYiHMr~~+Je%j)^ zJ78SgQN$67szJr)=pQvKJ?LX*EroJ@JG3$>wQSxF3Fd$!_L}wOqL$# zw}7#w80l%QR6cK0uQ|#KX!na~`JpQ}Q2BfotPJzIJ#2nJm0K@!Sqi;oLPK|8>+Ing2>S6*6N^2#3JL zlweh#l*+_{K0ZUn|Ls6}*?_%AY29)8W*`}m33%O(7sM~R?p8-?4g7B600;ByUi*pu zDR7B=EdINj;xd)Pb+Dc{OzyY;{gYwSE?lP^0?RGdQ1W* zo?n*tYO*`vU)#M_;**{nFQNoV42S0WoN0+d%!AbPk3MGwkeR|!iG6wPRseepKFjmj zAF>E#A|Z#WHMd9sRyNit$P2&MoqgG4k2T}Egzg--7~*45GEvaYwKI!x-)yHl@s zUB?F=JgMS7RT`xN6A(&U(`y8zCMQOl7NFQuoSB@hKdg3K_@@Q>30-W|=zcjgTAEm8 z@4VffHT4%h&rla7d?x!LaaOdw%dOO5cD`}oc3g18_ys66LI0C(=O5T?svrbhg zOD$jk)4s?G$VOweDU-`M4Vt-G^^g}#D0X^S%nT?JUv#WDs#qYtI=6!tLzf1bxwSEN z`O$(Q0wZsfBJH&ZAQ(`pJutCl2g8TGv~k&zZ@ZDz8O2r-ANk$U0E&6JawG_Bc4c8=b3Z**M34)-we2k;W0C^Tu13iH(QT*CV>{rZ*filmh3+=sF17Hd zjQ5`(@Z|hA#p;qRZ1L!#e-p72M0Y}ym0s;vlZNv=Pt#5uzhe2W=%53+La&c_Qn>DS z!C{lQe_Nd|g%RXim6By&uXdTCfpgXF&&OMJrMS$C_F8;MeL;_|_sS|LT2sUUU=i`I z=6@U5^AWv`j2jd)ZgYuM>Zt0Q5>eHL0*&VWHKC?5-c9R%*aP9b_Xl}4 zQH_cff+`cX_Q&`5O9r!t-G>9f)e^VG;wwjvA*u zw!cef<R>#e1~3H_Q=KS=;e&5G=YaEU9vk z0GP=j4gU*pc%B-hi*Y}Quxci;R@I<1;bk${9pE#?Vh?M!Vb$$oLFpSnHSJgFiLr?b zWWeg`&S_4w-iRODjgKq7R^iP82~AqQ9+*>uJW{MjlhWM^01iKtig}d0msROpV(ElU zd1d7{4Yh$kItD3^HK>a>dOhu!2vc@CV{=`WMaNm%?0hEtG(gKq9ex7#|zD5gIj||9LH?J z9}~nM-uZ&X^G*^Lg-lR)NVsYmSc>HyFj8hF>{}s`fX!p`VS7@$i2%-Ov$W(d5_WME z^o84Wr+deB8}NT3nbx2Ol!6JEnlYO<12ES4LoyidOIktiY9DY zf+07)oW+{;JOg}5aT?TC2H~q>>KEbn>y`S({sIQMTCG;`T4#59Hoo81xq4jU0yk3J z*%ALUzX3(1QS9)I%P}m?6OUFl3)(681bcIIosZs2TTcf0FRwzCXJ4I$f20Att z1_dy@2JJ3Te;2ySU{<2Zp>e&upA&EsK@4g_TAzd%K!!+mi;5EmC7~&*EdA;=_s=(4 zhOr2iU<&xce8BH{vCGfK!o-xjV#eXGTS7yXCw4bbefY;jNp{ z%*hsT8H)9CA)VQ)>-WvE;QAfsgZ}w;=ER}X{3?1EDCcTg=`0Dximki*)!{h*U4H-5 zw8h|*(E07GW&cVFR-Ktj1xr?MU=|0+3Hk6N<^C4~?lV8zm8y!>UXoTOz~{x<(=(d13n(s`B zF7qA7kn>m7wYQUd-Mx`|aluZorYgka%FeLY4ZUJcJ8)sH*EIlv*rSUyYaR$5pT~`@ zr1w~$m@7-Ni^zJc%knombz6ZtHyBF9Y7Z=}6B6u+Y0)+D8zAGV46 z>LO_+rN(H&E#5B5K3(>M1?s&cX{>jk7JliE53=EEMeXUKBt(KEn`PwZ%(QVTZ6NW5 z=#bPa0Jc9J#n_+TknT(_Mt6azn(*962u7pxjo-UAH4|&yf=-``)7#;94d>_W5n}> zi&s-gA!ZmW_@jN~%@+|3*P}vf(Do1!#JDyIbC?S#pthFJ7phZhNFt2Xd9vsp)5U)D z3UNeK*4LACw7F&DsVW4qzMi#~Y%4t7FT-{#Wxh@(Nsj~RXX?==N*5|9EX?a&sU6yT zEMna?Q6X8@G5%I@0&l~)^4XRE!MepGN%}kg+c11Xf|(khh$;OC!0^O2nSJp?sVojR ztT71bm9dQMV@{sjPt?>YeQFq39n<4;@3$@j(awZUJI`90RUj_DWkA44N=c<549LMy zAp^F#8X~?eC0`Y=MAx&;r$E4Cf~j@^zMDngX1_!_6oV~Lu*gP$S#j^MUwzaQ$po%B zGy#`WHPd++Qh|rekJk;FTitXSk21V5a=D_~<}$HAHWdFk`$ZB!iP?yKDckr_IEJ7d z)%KbmJmw*CBdr`DRqR^%3ra?cv7TrI8yot&HU5f91J3e4SF^Z9n(3${uC6%b^wIsm zLfL)gb+jFDb+)ZU^x1t%mE0G3d*M&Cha3ymurtveBhx=In$NV!w0JBMSwWK^-xbOU0o zLOWi@as)`Y(f}b;cyb9dz|1d6fg-7Kp_h}Jh!Xjg1j31gJ|orwgNT8GFhi#BPheN( zr?Vm54^HO+21tg$1WYJt*oyeG2hyj5ZvxBP;7`_ssi%UOX-h;@?o+^ZbaXtBqv!Ez z56G-gxj0!|trZPAT%eFywTY#6+87~=e%MXyMC6gcME&4a&7nipld47WY*fxK8%lUt zCGbSINGwvaXF>rSkd5XR7Ep~mLquA(sKgY%ka(R%l)`o-(YJkO!@dRF9kj;a4@+*5 z-=BB%XOM6BNA&%S7kLF{;Py*)@D|u#XyHj#4u1Ktb-zq~Nn;smyV{N;eb@w;2~^Sj zXzNFb{b<5(vDo^0CMXq2p6pQUyPfiVyyb6pezr_@w> zM;41rl|l%#$`ke^?Ib&Tf0$>#v6!AUD?pU6S}=>KY2Bo&gG4E=Zu6v0^QCEF8}u4x zGW2_rhFeyLD;OYccfI$DP89v4iA_s(xG#&X$)c08m~c9HG25Wg$=VvZx6&|*zQE)} zGAw3oYY+Ws=58Yr;zmn*F&OhL7*-(YnV(T}#BvgJ&;YvphV`lcC}pJveVa|w5$fkL zLq*-lej2japE+U`s&a4IgVPr?D!M&sBxIzCYg!>5d+%pPdg`+gFKCN?sFX(nyXyMF zSt#r}t0(8wxyNpWK8{#Z%gC>vIl=hsna=bUX#936-To-$ySIA@>*m82$K!#o6e#*6 z!)z@>?*CSza3~gjX?zivGOK|FEm}5F2W3QY@$^Wo{^6rs9Uba5;V`|grj8dqY^7yJ zxlDiSIO}*Y&=+!DYk5!WIPH2VGxT=?{4NleQ0TQt`I}t0qaBCc)L~)LsyI>f`hy8};dnW1>TL(cZ zc)HfESjF0EH`5HDFjeY2#r7U6N>td87IZDW)v4%dH4>j-s>A+wNY- z!CdaAkLZA{VX>T(-0xE_!9x?9{;a|SGfRD2Fv+i`%x9Hp88#ex{fn*=w*B$!& zSC7YUhH)9+jsJ7w|kJ|??mKMY?LTBKc4cL!$|NRyF9B<^}nIE?Rj@RTX}R3!|EDOiD_6(o*B_d=(MRM8;7r@YclQYYFG z+dY)EuT`mDKlJE|$QhNsA`s+#k?X?JFovitk{vH4Hk4tR=i@&+ha1ibyx%(K4L)D( z#A%2^P-4x3WM$XBsRqCG_~hs7SEVH-VQFv<0TCwNIHJXD9^0#RN59*d5RtmH6-nA? z6Afi43iyMSD9+|BPt!!E6^cxJDfid5irTJga@^ZfugA}w4s1+F04^H4!!^g?7nW|w z3VmCwad1+F259{WMnn>i$vChEkw24stP-olRML2##0hNKap-d~zch%1+D#yE7zUWj zy{$)f!`dEqtLPL->9%ySF;?wc82R5rsR2*1l&#u)SMJ^52AUIJo4goSwC4OcCtkbfPG5E{>f$T~QnBq{$Q#HLY@clK?*?CTJzwKmH;%=aQXnG>vlt2I?9LJ`MiV=gnaZ1*CcffeII+cdK6IQm$j|k> zyj*m9IN71-?n2o0Kt2xtc1aM}X`@aMI$XafjlnlX#DL>$Z00SSksPDs(xA_0XJ^ag za4J%D-SElR6gpEKFJ55|%n+a=74ZgHRE>VGpcxo7V?2`Z%5T7uonbbykfhIZZQ|7G zBJuMUC6=D@QLf$^{{80{kNa#<2{3(>%Z&MjasbTf`%p|aK6*$2iilcR7fmNk^f#^S zEJ3%ddIS_uZe?_N^w1P%ZwJx};joji?a~GX1TpkV&%*oTPj+(Of{T+{G_;T+SCAbP zyus{m+Y|a{k;@0-X;q`C(}T)(&)I9C4}iz#A^iS!`!rE#gEJ`azGl8YKgI9<*YbkL zO6*7fEBVK_mcKX^b%_iroIs@cw^2~^pYU#j_VIJw^*SwAfsvAV>x+$B>-pRWmwzla z+K9G({tgG`*tjK%i)GW3SuJLe6m=AGMS9TgQ-#&fo#7=D)tLws^$Ec<4U`$h6tQA3 zGP|l6>Um=}HDxU6-a;jf>9{ftKa3eW9r}LBKY9AF!uz_+Os^Vg6=;9c3>$yXO1H_N z*Ha>H__ff($DUdQLo+d!L(_dUd14dD1Y)(U(C!*-Zwdy@Dt(20J0YBkY-tY6LYK=At6Y>nK3;)-R7%oP zQnYFx3yssjjNN88B?{=?RZ4>E^gz$<~_t)l=mu>xT+dq z>+T(_nVcTy2~2QxqodOOz`n<2dq{NwVQwmco5k-xM*4B=vo3m}Ur*IS_uc7~R!z!D zufep@VxkUD+$bjcc*AE}-edb|;?md@q0m#4R)c=GWzDAQ`Hnagj#(2YJ%mSp!cHn> zgz1m)F<<$`uInikFHCap#75XNEiX~2PKz6$|XEEbg7=>jBl8|0k1Lg*K7xh z{^KA52KRv>t>EBDwF;1lN(40)#pXBi%#gYY`Y^6I3O=8PWT18z=DKyp9x==?~b3840C4~{7 z4a%vj-A{(#-(v@`AT+IoXmpU)<&Y}~jhpra^!<)Ao7Dqp_6i1qVs z-CW(@6)H)Jrjhq28znx=Y^o%xEzp=DvCUW=Z$hrZKmho|U*Ni(*iom=?CR+#_gk$& z=K&V_({x0-q1#|l$#~XT-KOj?i75^RZyL@q4vkIHDHCuHu*9ZkfnKE%uu(YGpNNL2 ziwzDA7TbxL|M0kTi-;F?I0WY>2wt`MoP(=OU(l$oZ-6xLN&LDY8UF}@o=^YX*A;_m z&LHDJiYaMG&MG9@-#}adun`88>!@L&Y7vL;Bry<)T5s%Ml%BQUur>D=`K_JZ41P0I z%oKTB{bnF?P@G4HkjADj2$bL%pufGOhatmq^aRt!5aZx-ewF-*NO?6h_r}(n)wF;< zKGBHk=aIGP#wlfF-)3GJ@Ijv-^c*XVd{8H;)cLr3!}j|$$NSC}vz}@9>-)`B01!9K zV@y8cTQiQ)cEO7b@upWouqZ1Ps_zpLe%p`1H}GxX9P-j{v04Qtzn=R$>4g+M0=W7A zQFNAJQM7Fs-lbEzn-`Ff?vMuQUb<6SK)OR%y1S9?MjAN z`@XL8+_rUEZQVbu^A~ZupV2X<_}VWY0iRZ}bu-=5v)50yMHBT^h!uA^;q^BC<+7t{ z`k88%h5Zd?w;_pK@N$%QuH&&YElWW(7 z=*x3Fy_z3pxvig(`nNy6VnERl&4PJN`8EXWoq*JAr1LT?(WdjOH=#c5j!w!y3Fj{F zfx9+oN~Tbb@^e})zFQalZcQ+Tv;{AvyyypXX+u6Nx%rx#2SvD|>hEcHyVptS^Rc+& zYcuW*tm-8e216VA^AFU$r*>r68C#J54tZy5CPql~Ut*GLAb-UmiS>H!Kf9{8@thq- zbZpZjz(JHFvCcHA^_B1N7Pod#^LxwjXHUDjV0U@N` z6eT0CnQ95<%t4tNGizygx-&SGG=An1wa$|qSmt;5Ec}NbHsflm(pncJ@JB~Obk-21 zW4QW|7u|>241__0n2Zuez#tFN9M$T!zGg{IkX+yZRm<;IEFaP*(&v8hr z(LA_{*(nNPJv_Q0X@mqH7aVxfaddwerO$JNW>0>=;m3z{mudf;mv%UVg{qr1O;u<0 zGD>emUr1~)_3Sf~ub7#xDc*u>LV2YRBniVYS^$}vL%SOaH9Pq+ZLGQ$_%^g?ENnZ| z_KDK1`e8r(6fi~fY^~jN$uVQ3kJw(}fQV9yH7dMhILWMKiqMRN%=<<-!L_^GU&JUH3%^7(T%Gdi7hniN`9iWa^n^`|r~`cpz|^dzcq+ z0JKkRhNgVa0%i$xUeD_SLmP6gcyAIFw5i+7>tcj(=FF=ryYWKGO=A&&PSE zI$4=---?7>`aPqG28em=3{Usd^EzL{Pi5nt7l`FcH0X!uk*TiBtcCfWw<9)RpB7ie zV9zfLj`}fV{M%LPyMZqRWqGc@d@ud$Eh~&YmI;7vNFBFZfLXP>PHpfmxO?q@Y_qVy_&Z0X8Sg7 z0~eKuKv7KsOwz3~z1tUy?D1!Is4=a!dA{W`6q>%ImRZ@Hh9QMIeEqaiG;R|HtYLUdA(Axq z36CGDJl4n7cCNdNzJVsQen1SJAXiEys`V9Ay>|TH+(a%Xs02*-)w?Ay!KNDW1)&JJ z;8b6e5-@6AKW2>sg`=FI_3pI|t{A20(zzIL#kzqtYRru7nIOKHIl}xxQK6rT;E>{9`ll9 z>4~99GLGt-X`gMDB#S3kdL`fP6HLvw7n{lyVtU#w;0HZu)Tx|{xnCd@80U6OV6YDZ z&u=GPu!Vx2X|cuLz_-k%LoRIaDsS~$8T`8+=L@T?n?7W*=GaojPG&U&!tQb1RVHn% zm8#9Die)sV_ONb8<~65N$B^Giin?-2DQvbY)uRCv54H`bY)tm+jr$J30TME+Dq11m zG#vl&ZjVe#v~}4bp>@);_oCy}m)s*m@sk8Ib|mX}qgB2_UZ5=VP6j*tS0OI2oRv@a zUuju#Y{O5MFQMM)_AQ#WxcUZgdw; zs&^VKac3@rVsGvS=SX+fMu7tqo|_Pm!@4Otp>jID=d!1>#blf^*&)GEmKS%w_QQ%z z{B(G)@5s4l@BPVdf#D@iw@it!rNRJsL)T;5bVFD5Tp<}4#nMI9pH1c{3!Q#hQisfw zhn??4MqYQt@?yPjuSX9NG1ii~9bQMgm?KqCl#I>-is{I*+Jv&U$PG$zub5T^PIgLDJrG|p2W-U zPvrkWg8Wzc0q1z9e(TCQ40m9zYe?m?=k4Tf@$Ec1QA{cGntOIS5grVDW0Dl7yRS;^ zqh_P=*$8ld3?fm-g(h_Q9Hxo>``e4pkKyAsw>Nsjpc+79_Sn6b^q+Ibaax1LFc#I- ze#o~AzyN`SdQ3uV&hZ{GkdL2|2drfV2NjrlxR@L-1r=x=GDtrPzC{p$>V^gBM%-(U zaMENyr1+xgNqsKGDBKczRU%uxf{0b6ePl@;u@P{Vs&Z~mRS^LfsNvGfM>#PggcO6K zt7(anDzoan!6=s0wEqE_N~@pF{ReIPiSP((J^nD(wxt=tPYmT#=xO)2^3>e=RaV)N zGTfk?ppqR_rhzbOy6TB6c?`XmWep3p@J5d*IBQ&RXbSK9-cVPKRWKu7K)guFLEL-S zM*{gmK~V&WN={#cMk}k5*zIfLN$cq+29W5>?JWG;?Rx@_FQ>eV8(;2Pit_{qyp6k` z^NL9r@M(14<$A_xWoo5L*R-hPM+~RfCCo6%6`{gMd(mifN=sK`L+(X6hKI}tsB4T- zr`olcd4UEMV4PX@mDj6kXq!L?VTR6mW3`wSs3`=gs*C?eK-6e#Z1{a`p<7g41WkwK{u)tt3r`D7q+nTQ86XGEuGHm4eCKoI{N zIXB{hL#Dxqo?uYYA!9@w5Q$EN}~)|9sd>LRE=IpqX{E(CwQI^y|y#uwl7HT!k)){!-Bmz0@fA<+J*&^Tey6rojXPS`WsDA znZk#G79&b|!Ve?BJ9#s(MO8o7GBYdmn#jGG?V>s)AV93qzXV4?s|T4Z9QV>VV2xa; zEzC@%_%Zr~S3?C}6wIH^FXeef8b?O+14Sp%p)~VtSU+4ZN}vurG9li2z~+Y1Y0B9x z&3;dCz%q9^!zh~)JrEREEy;Sr>~BaT?r2^byVRs2aC2&AB8i{lkiHu!G3|cVt`fHn_reobWAR`q0|fMfxU)^QNIYjKe;9wRk0Y44a;E! z=`Lr!_r3GJ?TK)Uf83i@eYotQ0%7rzmAkH%P#9Fn`rdWeJUwvtd0a*5#x$7y6g1uSKl<%=WGQ3p-fha!8P1q5mSciZ_}X_7+qd(yR2Cz5+4ev%rL3mRzn zgRU{S4k;^719wJ=+Hg3cn`rqJ;}s5kv0WI50eeJ4t~BNA z`e&6=T5x5xX*jl?GK#q=zG)SjMQjv8F`Tab);eY983wf#F|#z|uB%Q$Fyc>P+TfD{{d)vz zEevw4rPmYNRl+hdIbP(2@$2b_(+=JkUj5^vzuPhM0I23eXfEtjgjWhM=C`x}QwzYzS zoJs`CrE@BL=wo+LpiAZvvX~y9n`P3Se66OtB(;_V5-Nol)kC;65adh;1mYq|_Q-f` zm&&gKK=_gT)kQ3QYrt1WR+$to2h-qNjm|%64na`14hq>fSv42qYlBJe<&1AX4cDXo z2scQG7fCnc8mr0MH?3W=I3SK*3a*SgCs)rDr~11R>cam^L7lJSCA3m(mL!%XcmXKbYc%^h*JpigLyG@O`#Mx!k4Vs z)F>d7^5!WkuXa1NQxQ}s+3Wj!}#{|2PB!y_$^i(G! zC6DO`n`U<==bS6ifaa=bSWnyZ0@nQSt8fm)uXo$gj@0mJ(Gcf|ce}+uGG)juyvs5} z6wj=7qlXhoX=GAqKXuY1t+ktT@D}c1`<;oft#Y7O8X}JbY+-}-*raCbFeA{T)sF=l8fVBy;#3$B`+({c71$CORa!{DXFIjhFZ~P34 zTexspU7g-U{}598MRBq+1oWTPvn^_{N{{cCO8Jt8J2}RZF|(s=qLzXonkDUTd~X5@AeAr|-M-){WJu zkM?uv+a+xwVhAu{pzSiw%uH!EYs}-hVx!SAdezZ9HQCMxg4#^~#rKuUC?QaK9D z%$4s7mD>f5ZPFKQ=eLUA=Vl<7+924Cy0Xc~^!xsk%UJG%5~&@NHGncIW(3q+KY#v) z8Wc@y53fEqv2mE?u*L{KvF!Bel(t+G0_^0eQRF_RnwdQ#OL;0hAzS?`%1jvw6{H^A zQB-u+<%&n4n?vaB6al!H**CYp5Et~oE_^7|Y-~(yhm29!oMd_PeBmGVA?*f{jrC00jD$`6g#QuR~KQp4(dYrmROQknUcRahQ5 z6BDdK5veLH1YPD+GbZXXxj$13Q^uxDa2N{}UiG8&lG230`{hk;M=h>w9Z3}W%i`8k zN-XQB^0r+$^+Adk6>h6PtS%<8uOW-}Cv4i?(VF)ceuTO5rI~u8(vPVVsdXqn_CU11 zsmXjEud$V;t&Zt~9D})`y#i;X-euW!*g6yRbs~)JTexZYQ+n$Beyd+v(I8+8LSwTt_&#PQT{v zv1F7XXZE|#{^&2VIdaHvx=23VPwmxHL&F?W)zkYcx-#>7%;`4XX)N||#k0jww+3~Y z0!zB&CAKPv$?n_Mi^IuJo%TK|1R5&NW@>^IB$LQ7Rek&a?&+>b>&~*c^O#N18_RzO z8HyxY=&jn=C@U~zf~Gl?Frwu7|JaqDOx})4ai8*Y$kOjuXjNGM+0?=8;`&vze`6$v zg2dv8Z|=^;$ zkZV!;K-^bcy*UkE@0C&wRQH9uA@k~nxRN(VcN?S7kBV&CqGS6Mo{qWH<_s!;TZu?o>Xv9va3uuT2)#F z4`R?cDc=N7S=EtOb#9y9{+H`gZxNlC(m@H4B}wv(@q?OQ4H1+`Wc`BJ&VCL(jVrZV zRGl}x$Dq#`bBWt@GBFq_U#nQj`a4ft6nICYZLpCr0@~ajoRIeT-Kz{Ko~5%t@@O85 zc2V;?TTv*%8(Rg(YtK8UFzcGtoYD0*aq%8zaIxo%<;x^m(yG;xiL-bklF$;vkA3}z zgsYLwTz;&BtW>eXo^q;-SI&bl9Z5e{^|_+FGr1^Lxlz{TrRLlGsqdlAfYK90U(MuR zdFR8yg;9E_peu+--&-Q>J+i@FH%*xk6U;^;&AwtS)VJ2Fe?~bqmGX<#w7B<6FvHmL z$n@mH=!mL!#Yz*NnKh33g08t@FcTB_KfZo2tkH06K09ciC0;I3ZKX=`o5za92<)OG zn@NozapHb}nH+D2H@hP%R#xsYpMOor_Ia<5_)2~OcCzX5a9;BOP|*LQEfv8wq!{NAChK-9RPMfhR)jb96I|@c{c1O@sUn6* z=R$7Z9&LzjwyaA*TylH{cW=)maxfjApa)t7hOLO^-LKcHY@Ry_fPBd|8 z1^F^LADds;6+haVWv`yI!gjI;u9ou~z+2t0-qX5#E+?hsVcwfu&&^f4>25?*O+>No z+6yo3xb%yW^BhStV__L3M{(NXh7Fe{N6 z*IOIUQhntsIzIn{w;UO~TW|&3TH#KR5ip#okwUAk~;86OQ|Ht6~w>dN~6Y zCzlz1cA1^lPxH|0b?OEbYNV|ivIxWFK4m`2_7z;H&vXl`#w{mYOTO%&t>p|p$5oHB zH5$!u5 z3vhpRB+QP?M;sPE$0qpDUQ^}+EvaVbGH~@NMi$R7#~dsJUYdnZyQFOXvf$ufI!2#2 z&7mY2&q~0m(|V_NfGK3P7UE4BxnLg56-o>uV_?ssk@_33^4!*n*I)L88Z__P10kYo)J?D^aSg_;+JIJrswuI!>ehLoOo_;<_@tsS4_ZM^>#nIZ&djLf(=Ej!kyQ`JJM#rjoR^1+qnq zlJma5y!BY}Kh5g`nb7baCB?^UwG0I&EyzMjkB&5k8#clYJ^GQ>O{b!d9^K;g&QQXj z+{vyy4P_eFV>a0WT}_)kGB}#_GN&cjtk(Q@CEA@gK^yxZNFIaMiZ8sNRw)@L_}G&w zdEu(w(PxBAR_HvGnxoYaH}nUiUaEw6LzVe;9ba2|EiU#pFHe~0jYEi1e#IW27IV#; zcq(CCrGR2pzXS95r~%rVhz+)u8~2U&CbG=^LH+oHlihn%(U`9w%nVx0?p%S# z5)_n~>*;`@F5~v2RU*3O_^VL+MI}uVFY9Lo!!HaLP_P#Y`~s2+KEhR!Ldjg`v!coR zA38#aMeM`I-X1QnyC7zWDiUxWtn!^09b(H>(P11Wz_|qCR9XtI=1isYsKSo&@~BM= z%XZ9BCsm-|IpJ89JNV&`*Y>qN*JD-aOb%+D0q6ZI;D}}1+bk{v?P@t9L_YAJ;>wEy z$lze(ST*)!D-mz_;E)#E2R!zj@uh`^r$Sz}JL{7JAHTRCx-q=8EW3GH#HAQ={`+T^ zWQFzSp(&@8m8$6=4u?S-1K!98{hBxoh&i?;K+Nvu@omD?6bUJ9AvG%^JIV*XlHGUCQXP%ulc;d`ON% zVlUIxAd#Yi9IV`hhtpEU@2PXnr6JgpB=#5O6c!6H$7jr!@9E*S3qZMU^w#guNaxx1 z;8laze;|X(L9jvio2+^nxFwqI(PB66bAHFa`_*zF1TB0OxA)&pw12*LRxF9Y7t@-e zA}wYF?C5Ge49N0B%AUGD`XLungAz9C0LL#qYS@EL(!<5>uLOO*Vq-{7 zI-SWimR;yG+=h}gfrA6~zpq)|A1j<`6&7kdiz-XeJU0c?1v7L9E=$tco+p#&we?H?AnL{=Yuj2QP#1%oSF2=;`rn`FsjM0MoL160F5#={fL6LnPxTE7?7(^Yq>F;~=iAoApS}Ghv@cHjRYJFpXKX4-T zP>T9xGbq~;5HxVo{xwdmB1koElZEhywkzv(uxJ#X^nJVet>ix4h&e~|OYps@V`#yO zOD04tahMa3h7v$($j{2E%RPrVaOg!)hKVn`2jeo8dRU~5fz@7DwbUr~zP7I&Pu(YR zI;sK(j3i4Ra^H!DaiS0BcSrC*H47~?!M4WmY|S?FbR`Pf66|)R$lm?+6qElyP*9>t z+?q?ekxpJj(bFEDs>tKNT{(-_nMabcK&eoaQyTBGj!Jxa7Wt1X5K^VTh7H2*m>B1a zw*L~+-N_1$PkKwF4Zd@WH02KtZAieU0DePH<} z4?TYF!h!4bKd*R4Z)=1KZ@Rc$T>CUrpzZl=kr>&2^uj%|0 zM+}Cj)ALAi}l_BE>%zhyCkno>BN2olPBHxR^W)!oE z+pX{IilbDAgs0b7QRR3JHGTXp%oNnj!SQ(l6(jQRDgDkG8YGV0S;)_Ze5pch&jurr zseI3Vj!?2JzpVb>E4H;8fBC1W?ES)7*_dyY>2Fug?~N_>GcR?|qvQI!T#|kxxo@>P z&UHw454d4)DDunixh<5e>J=Zo%NdeWb4Mp%yLZQ}*&`6$v4o$)fWJEVv&$1qAa07l z@L;X&bEo&!S~;-*^ME0JN|y=7a7li+k0lM-haZ}m))&MU6d@uRB_x3`pTZ@Y70sx= zeyj^0*TFQVVo}ZFKz%23XUD(N!x<*0XU;2Kh&d<-W$>d~#!3&6HdWrr^?HE$#6T4k zihd(#dyV~*m&@WG@w$2>QmC-}m6Et#zjHeMiDqk|X4OHwD08hkp9@ZO>H{9#zL$Qh z2EZK<+o`HHP|d@yPU5WHw@?oMGTHQLztm&OMmc_wH+GA~{WIRXECn&hh8m`DK&%Oe zlpvmA!Ve%3;q-yp@xj5u;eeTzjR5Wh6_>bN!2Ax^AcRI7zbJ^K0?Lh{ZN_>yl7{4x zhC^IG`W%J7I}#Uu!?AXA#y!s=jeP5y2nh*_9Ge>gpv>UlLMNk6A$Bxv38Bi;t7`1X zRGo2e%`Ch;%NI9XkOl>(HKnn^duxoUBV$<-m3#7RW~&YEm$*X67bL`~!g__@CRo^8 zk>4_SX`D2JngqM|7il0JJ6wm;ym+JOk_6=M2*o3l6?M>_)A>v$+#8Linkvd8Lbee= znpSr+?Z++qNh6JuVCIXzd%VL>ZmJI9APyU$RGp(7#Bskk+Hr_ommR3w&e#&H)@A;U zlLn`F=5OPz3Li2DTl~k__qqM9yau&x3AU>_UKG@qC0@&o?c4{6GEEfOlmDC! z>cn1!EPufwD1C@I^}=VB61Z)z@j13Er}=6I(XWtXZ4_RLFc-fRkp9W!dh_5t^E6&i z8bYni?+{>zv};y5Ytr3I^O)@*5WD^TiHw(6jKrWPl4swj~+qNk&(`jhsef}qh3*WJgwM^KJN93P5#>+ zdVP8InT-|oKpM7j_FwzQX$oK9yXd6<@@)uXvWPF!YFckmi0bn`^QU0R`HCnFL6rv) zo~8zBuJR8QDfl^<_`CztSYzVxc`4%oNr;BHpn!cP95e6|3QFbz*%<0qjg`ifRBBV& zJL)M?wMwYT7h64xZ}Mqtb_Z#Vb5R&+3VxlgaVV)$8pQ2b5K4qG2NK)Z^IeTApN93(NzeCG@>V_7nlp%m)-05+wVa7n`n4M5hS3M||QXHjg5%A*pa}X8J zLG4lLY^L2UGuaM9`VBVvUJZL2Xx(?6TvrtyJ^1xXVSSt+-R-uRdv6^(3cG_Y2NCw7uSL_Dyr*T$+&{ZkYdiJrix^9(wGz?Uy8g}+ z83&D7OpB~`C}&f1OjV)uCltv=+CKl_Br@{5n!DOH!!SqI3b%#oK-hP>nk0^Pf9XGY zoLF*1oy>1Kwypc*`J45VU&EU9NR7RuVNZ4T~o=wgVjki6_sa5xQ5~KVS>wl5Kx)K z+Yw}P;B75WYLasBwF#3_2|W(HR0;BV+V&0fbd@uC!uPzUm&Mz=lJV1v9{|y(Te_1~ z>;@yemCf&}oagT!BnL*<8Npej;tE`$BI)b)2N5Nekgwmr#%f=j^^7WeTHvW9{5PV(b3pVe@S=Y&5g=B6XBKI#7PbRH>D05xDuIlIFJ}=P5K){sMcs z4{ySIyP4e9XI(c_7}{R&8ifGlR!U7x?FX>H@-F}P9Btg@2DR_kJlNivWK~JV7;>I> zPHkG<8_oh?JRvB?4-ShekjzH_N&y@<MloLWq+Ef0Pey}Dvx^q3nxJk$|MEM)Vht&`03000^ExIlK#l}= zY7cKLcyl|uT&j?4T;?x~xp1-UF%8VcuahFIuQkHsK!XaPv5JX;__ zW5B>&`N#%!74FOiBV2nv!NmP1i>BXJGGJk=(>k8GXE+teTaW-6gF zSl<<4ztf-%*e;SWi6_IdC*}M6yHZBcT|*z>1R4zMGaS(U3D%<>SqPFtp+EkLjiB-j z*e)4VbNd$v2?<*PLVXZitEkHRoB>*F9K5CGr;1Ib7sqW$*Q1S+s+QJbFT`)bxRQL# zoHp$XH?vJb)<3|UiRzO)Rk0SlC^1abT(pTc>ah}>O=g%&AZ&{zVX`vygvxA{5ox;* zp*atUl~_^+hPY(#WC(0=-~^_i@SRvrGXSkEQ3x@SL>e@n*R$UhAe=T{&QKc)O{p=X zJ&Zx)wyPk$+6br9C}QN~!;W;DaNBU4R-B9(t~zz_w)vuoF3-#=I$qpzeWJq`OUwy} z1Z`G6U0_(ncm3NL%HHueB#E9LnZo5u{s?82L7Nkz;Q?UedKsDI$MV}JC~g=rX2lZR z!=4|j%P>IRlR+DpBl_N>5x)RyHM3{`@vonT3PVC4Ci-~W{jergecViJkNLTO2^Hlt zKq-&1h@?jg4T&vGf;LW4UH^IM@Khl_P2d&D=WMPp=LA_b3{GrtSJ4r~cO)H*)~w?t zy6g^1G!MKYCnP*@*`5@Oy&bF4M-yFcv`$7)y_RXKC*mp*C%_d^$L3CD3EqUDPqXVa z|4jpY<4-45GJ}VP@A+9`p+#~rEuf`@O56$lDvHQ4#)?mJK<1mbZWTRHt1xOvt0k}KRw^>3K$t!sZlRP}D&!Eu%e0E2XTUVg=2 z_nM7W{rG0sk3$HCwQL^lADWcwl+{MDqiEXB4?1!D$%w?85;(toe9NvwfXvkxc>!r5 zBd^y-gSiT1Yod__UD~K2EGp5nTHgyw(Wfebapf+@ZXu!^{|iihLudF?3+HOEbSfd6 z!OZFZ-MFe$;13e`ldbC)%K_8r{{#x#InAi)IZ^VidQDyzPhX8yMPNB_oPB*N%2^_d z54Hvw%#c9YZOG-1-Fsh3@4=8)e&1Rel-=6S%l3ytHlL+V1U+Ct)7AzuTvE zp0=9}%tRdQfoot5qyn_mFF*uu({nm>clc!@CfB1fuz&QEiN_-%q72d?^9~~Q4>_C3 z*Q<+8N^-%SD!rz(C}foL6(_f)ZDbRl<)PL9Qvn{NjiKQ%m5Ej7K)|hD*Zp>Jw8t!b zruOB?EU^8NDzIj=9{Q_zmL9a}I(}|3tl~IdIseh~EmZI?o3+6YK;&lRx$!n-0GO!T zKSWZ*3zoj1zNd8eiVs~vs8pG+>d)xPPEGIHD=8fv^Gj$hg@^%CydYCpE-4Wq0mIQ~ zuIJj--;Y?deY}C42OXz%iXIXQE+p)5TYwP)HVvb4T(yL4bo&BL<=o5`G>%_~TTDt? z8X8={+ZCgb$HiXZdWXlV>uF8k%kd(Zz1I&wsiSKyAO(9py8o=xWKcyaH0tzFvh*4_ zl+pfqmjzsj)l1FKuw(I*ub7$0dWFXSe;nfjrm0p30WVKRKBI`HZf8toYk`4v0J!+y zwPl2~Wya;{y!|qJZ%*Jm@Qd!x%Po_L9%9PNE(BZzh{GDNVIyP9{2BeIdhup1rVV_u zld(je>jjWacmAP5Er@4X@&_mHg)P3QoVB*Kdd!Ei$7gI9viOVx* zcfP+03g_<@DcA}kBDeLl=yjOIr7;NCE*(<+Gk(QFO z_V_zAu={S|7d5b$&&Xg+tf(Ef_AXTVE+&5UWKWeBaI*Pc$5eZYKO8FGmZ5YR;dQn?!iyr^_=vMeq_xiCFmJP#74u58}KBhDYC8n64Cty)Xf) z>J+!i%W9`{yvIAX@P`ckw!KKvOLF(y(P%<~5o4tUE<+CM+v4ensec}0bhAdpH*qUDk0izFpOR%9+#$TjGRO$br{ym3uOg{UE|@& zf4+Z$Kbou1Bo1RqV->zUYoh9b{VZa&+kE>A&%f!aNF2V9vU<-w0h|gefg6vXqtDx3 z9sbp;7zqv3M;v&d-RR#}d}#;D;>%brppc31&`i|bG?Zho@FQ|%+HZU#vf-epX7hdn%dVwznJ@kbF zK(^e@syhGqf?nuKv6G;D>wCOxbL!B27aRCiMME!P`k^8vV62Xj$X`- z8-~sfAddQnFr&~myzf#k%lzM_$U+Gx@&gYY-z-gc_%-vqFZ5c(O>>~cQNgO=m~UGH z@xA~w=hm5_mv1YzVRzW$bd6ra|0J^vx#w{h7+t)*q%cuo1YAZOZ|1u0T!Bhe@?Y<_ ze(sPb3tb|*e7FL7R%I$ky`o=M_&49Z{M%(pW_S>}(p6V_x?k-Cf|y_qM8t~r-ihA3 z+Q5?FR@SUQLG!&Mb|ArMd2~CP473l3k@Ebl`VRjKk4C}C?7R2b3I@pALR)XO?FVg- zH=F*jT<0?)GL6cMnyXHL;-Accp>h|^JO1ap9lfSr{SLpU8LL^U zQ@0U91M{q%u_z$yh4~BCr%`s}~$s%I%25%5q)pB-C**jJ>uI4=L~>PoOye;eIX!PL}2w z@9W0ao6>42MCY(5xu$Mt%L!5iSq&R4YqY|(24-*uvwG%bFJBocw-31%4Pdi+T`5zg z8pOe91KupSn#?8@j;|InR7D>Vq(4zETST*x!aVr;WGilpr8LN2SudSAzR9j8y z(vInTTKo{7&jSB|r*BwT+}5St+X?|rF%kj0lV)r$=ijS=7c({Df`}@pM&3VV_)R>! z;o?PJkLscWW9hXa3G&RTaU#_tcvv4>A?H3!^ELMKo!3RtsHQS){=yD3Th<{p#bK!@vCYfAI3tY)cHE5~mC!QE3;%y6uSMdQqN)OykxQ_n z3)qEz{b#dX$5!vl8c&b4!UlJ{|CSq7x;L=I8chz_5JYZ&4Oqg_#O0j6cu}F}xb$D~ z8@ek~qd?)~*?e09cZbr49#c3$)u`Q`i4RzJ0r-8HBNU#y1d9lX_$c2Lkb#wk;`A+x zV{clDCLDQI3LGKFFb9+LJUTb(?_GA}b+5aYyJ$4cFpeZK_cPZq&QDD{>oinRP|T1W zMt|oz<6btS9`{_K%XfYjBQ}(!k;7A)C$r`nXdm$i*Un{NIY{l>%V)Rere|;UV_i^wd05 zsp&Q`R~{uaK+rJ^xM%wKrUcx@PuQ83?ynEK@u*9Iz5aE*+euHD@O;q{=&GW3e}yl) zM$wG}yct1WSR9FFArF*Fl4lg*nAzZd3eVT?n&}Ic=|V>Jv$Y2IzE=&_!h}BYuP?~h zF}zlpC1k=v-%I9^4eymj?HSnZxxX(AUZmfRl^9NccyRbN_lr@-mp?~=TzT@w<<*QG z%7WSIW@xExKKiKT(?KvaBsQ6g6>rtcw$`he9%;ewa|^%+*{!!?g06PDzdV{3Q3YgN z^?Hk)Z*+M7-+V%*YwjWn>>-zS7|fV0E~mSE21LAPv`|a|cat_K=fVAS;p4@R?=-}` zC*#MnWuNG6;Ysi284*4=+Ruh#wqdig-IKW`RUe?Ff;CH@^WKm;_$#4Kbb)uM&kaet z8lrR6bZ3S-4@^PuEY+CcAbAW}&^OaqFtvua=RL2X@N#KU)QNxj8Ye^WXARo8Mz7v} z1Y(0>5@1A~jhW5aV6C=#*+ZLM3x zizpR|x{5{(*=#5_+7&UPg@QKjE@76reG8~(gqSCDbp#9S<E#RobfS;*}1t@;SLLEH91yfz3JYPTz_U-w7Q}181tvds9t) zcmH#U&gSxI5B+$Wzo_3ovp~`Eue8ix*5?;>v6&iBP0P!v2|~L5<-O0t#torHNXDzs z(W;uC>QsGtU5(LTa50vouIZVt?R2-@+>pcsZ%CjhmEDW%cgKtB*ZUmeROSZ`kGZ>=Ab6 z1x-vHVcqw(-KQ7HrGaE2Ii7m}+%4ehbY>^P<&QT}#+%J$$3QV-o(IHz`Xcdr2Gn|M zOCV;iSd0LHfRjd|ubMGLu+UT+e+VH;PK^^;3xj(31IbTSdJBfK)y#{^%lM7;Rdnhv zo?nn}L|={?`GqSwtEx6?`wCKJ#fSO>exIc<#GcN-U6sjPAu^~3MY=NYfK2s3Tcu=9 zN;gFgaB{`J?biyn$u7I|kx)J?V9hAVluqWH(B!OioJ;I8!-ZfrrX1>R+Jsd-8G4Vu zJP_{EM=P{`OElkF_gRgFRHor=IAyAH(inM3jQk9}FljMA^}Y04yW45XY=cQu%g+kQ zh77--(q2SMo{BQ{_z^4s)#dvTC7eFv4ZXTTR{XfDhDa}kQ#BJwSd zwuS(OnUZ5(?A1c$_kVFyYlZ3*@Cmk^IxeJZBDUj4LsUGrw?|I z=aQF@ZPJ4?#&=pFu*)1lw>}U^9pk%`rNw4#_TJ}f zV5DjacXPLBA_W3E$qftCW^>V`cu$W+dDiHUSH-Zo7)e)|!+M{)lZlDq*U9Ue8FM<) zShVO6ulC;`(RU)GV_?_9ykiqQz*PqaSAjU{i-FZ}g6Yt50`V_YmHC|%e4 z-HPnzkGGnt{vRDz#;nG50CjMApR12g$M{}qTH5f34C24^IA&M>;N!EF4N&|{yw&e- zZ>f58!tO|mrL=5F6wPrGgQdg1W#@S9@NWk8nr?KxE6ZhDu4G#Pv0wf&iph`$pzq6Q)XR!v7IDE6%3&!;9@B?^B|9eWD)&KcJpdh#mVH=eu zJe7>Qb$%QW*e>BuhCE{bl^%_0u&SMF6mk#te$f!gBIXug1GnuZenI_-kMQB_y?`A z^3-}%l8Lyjv7}beJ58O}-8f-3nsK$I`XPY0O$Lf{UR%NnftIB#kRy!E(k(UXH4XL? z6@7MD(4&ZHL2zIV#fFCkXjf@Z4#&LuUG3z5jIU0Vjg1e0t#c;I4U)d|GpXRQm#%20 z>dk)}{^uzpUePQ^H+jt`Eds=2td$jeiXL7SPfxas?)f5c%YuFRixoq0IM}n{V5nsFs^uPJNww-5!iQ zZB_U8tw11DnxM;`#{<}951v?wc4YB0KVsW@fbWTWZ~h}D26NK>NPkA@$9;5x+GIGjekS;DPoW$Z}lexnR{aO6i%FsMY0sTpJHB(jVyzH<^@uJy7D z#KDb&I1DOW7~A_(N64y+QeM}2^#lVP>0uon=Ry`ImLM;urTR~lWRlVnrW%^|GPH?k z`(yCpK0X7B!|@Ly6wyN|GkIk8 z9tnq_Lf16uk!wdWh4ZSoEbsoMK#OOLL3WSEJf$cjtyFzz&}q2?BF$I3*$4XY`)W;v zvf#fg!Ts(ZXand(Y$A_?$*sUH7y!NsbwE^lBTdiC>#X0~n9jZsr32S=f4phElE+qNxL%u-wnKK3G_2nIv194}1N9~scICd} zqEe24?NhVf>7w(~zg$-CB8FslOb5FN%r7(?Gp){; z*Zf~};LFuvHlQcHONvItL8U)z59tH-0}#G|eFB{XTC<;FO z1A7H7!{_te05>-`qJ%C!Z9O&)bRu62OIk(v?yHQxG~0#8C~MnBv-isiFxFo8Tdje- z6Ai;j+SZ)<&dkl-qwxk%tDs88^R=>m9WK;b==CAxcewF^9n5`xB3*!-6YBRFY6^;W9KO)6r${k29B zy|?B9lnOleFyf&unz~4FjKZQ{obl2MRlsbYH+q-Hk?YIQqj<-W4LmjoSdyrKE5qO< zB9$2X31cJ%ss9>TcDL{y!()J?_q>JJC#}Kyt)EF^Wrs*{IEU$!KCiJYz<=HRpw~DE zLir(sX@um4SO5|M!54r~Oab@aLdIvFC{#@m6u4Hwrf3#d8EC4;YTF2i(OMUmre_6c zm50&dkRj-^*jM|aw$F5{P5rP(GQ(~lS5KttjD^zf1YCsRji*+iBWz*{^>-|%hU@zeP_hq`IRoyU zU?^0MMHK;+Q#c_*kbV-9q4LGDCrF3_v(lL|_CEd~> zqJ(sZNJw{gOG`K0^WS@UgNI?W*|GNeDicGjfRV7<6}%*aK7m9rLC29*Fg?I}2JGFE zbAf2iLat|o1=q3l^A-R|(1=LpM8hPWj+Bj3`&c8-=<*AbB7s{M3*uou{SU8k3j?XgJp4A}<-|8th9`uLVh)rsYZ;&SG+bdm4uAR2Y(QoF+TWnQ_eTk`|D~67 zyc#=6B=+XeB$9rN{zuQLVB@IhVwK04kM7Cuj=V36c`lS$dAu@cHOa) z*f)L2ItgVdGUd&!t}ez+;=H;#mPmf;HEm2NacN{>Vexz=3}QHRjfWBYL3Z<~#aIRG zxw`Z)Eql@k7pK2)&ebBvkKv~bMS*UhkCEWngP)7Y(_v%sjCz7)Jgn&b>?gdwV#LG6 z@TvGpJ~N8lb83>FMaC;}rH8V4UGsk7K_+19neYUGY)%fXM znpFuPW9#ecPqKe;W7=oO*2G&g5M0{P&iBF6Kz)gK}0Xq(O!vsxco z4u)DM@2P>s`gX<$MAOTOb(aFqZNR9TMJ|1>p6xj6@C zwr21N@9Icd>%Gx_L#O26{q@XNX8)gW%7EWbr4AJ3(naE^d7tbxVVyM91_-t8U2v%6xeZKu8`zKqk4+HdhKlY0cVO7AX@$|B^OWzSsK zg~-80_7*HYUJ<4(WQ`NFNfQ8nf~DKS80R~+3)rRY!`*~Ky->}OYc!S;5~n>fU=y`z zD--K%*AQIjrgE(n*1sF{d~57xj^)6tf)vxw)-J~iYli;%P^H_`v2{bTT*!yaOE4r6 zf&=PbzUkHHj+#NxkYH@gvq-d<&;x%s+E)in{6H|4qHZ(I_Ot!8(dx~izUx4u|HE0b zRvw(xs41sz(=1bqh+J}+?w{qr7hFz-OdMRQ0I~gb2( zwFfL&Z^drrUE5=c{@W(IuQChs@(J1WWzp>PTIpebuil`2L%s)$-~nm;miHhYpjo09 zR3E3hHUF`HaiIG_1(i4QZMV;Uu9k|#y?jK6ZKKnqoYwDhQEAEavj`UOBp?u=nS6NE zmCf5rIixkDRrRU(_TK>L1tM;{cKryChrc-o>mNYQr9*n@r&BbF$R`a$3A$Z{Ck9)g z)i_3n$=_X{i33y3lJjdY7>>dLgh=#B)YUjXk?|&VC@mgq zgr5!_?D=e;bqwl->Gi3T0Qu7=WH7*X%Hg#iRZ7Yh8-S8kRLZ&+gne-``5Lk4eRn1d zqfQf)JZ~oK`mj4g&rm6}v){`PDId_CV#m~BU?YGmRyjxD7N6(BCWX^&CW}VbMl0na zeLP0usDfzscCn9#BZofvASEmZ3;^>=g5t5tGk zLj<3B{B;>K1oSIna%Tm8Psi4Eo1T6-NufZro|C>h`Dqj^t zPOr~?scSRyOd5<bZ~ zq_G@I#{8}xGXHh*2>=HJ6lyUk^>muw6&o~PgDL{kO`a-G;ct&3 zHMQJr#nHZ*4d@LH43fU$fK6#B`jMEl5`SPjb(tS}EmbDrJL|rK(M7kyLLyNIT5W)F zLUCh*ZD7;pI^b83zhV6o`2gOb)_>BeqXj3`qT~;^{7CQxAw@)Kt0fZywV5cLXnM~9 z=+&ECt#h}YzWYqI?3u}{mtzv5kmawzo%d^Zt!rHT{M(#Ez4J~&k9zADv9rD&^+KOm zyRpKzX)itFw4Rg65Np+0L2=OMWTU7z8mMHAZRK$S)N z-{pipbLn~B{;Ne;)+m;X4Vzr>w>Lee0DYzLny~m4DLT*5T69#koi+m-qf&mDki-1+ zb>!G!>tE39|6yN9HX=1DtDl$5R2s!f>C zD0z8= zcLnllXu+*I@EJHXZG7AcPiA0o9k&C#{tVU+fAee?eTVE*hA+`g+n*6Q18hGr;B8DI zv#eFcZoliu!w|3|BBS=#&+GF~Iw=5jE3Lb^@U2gebOqd{O0$|?+!j!&TOu)sQ#5i; zZOdAAthvb}He#+68CIhu?{WTfo-C{q;$2b)-@tDBI;DEr|CURp78k3m`Gf3+dV7sE zSr@9T$8v@U1hv18X+Nd)UXSHU7eaf@XT)9r#YH5*WG2%}bZhTgK9G5+lo|VCrRVkr zpm2-_W~)Uryxry%N#q?EMDFGt9 z$Z(D8NsBSt`1NOE@~>=7+ZK=LM)0|tRBF^@jL{G@9f5T6<(U95O$o<%2ilLH@4BDQ zSbAqBd$BV(x3+>btSWnVos%T4u!K?42&!bl(@%bP>D4w1`7(VVLuRvA2Zeg6*shkN z)=4Ol;&k)Wy{pF2du4{=Wwql{(W{%cPiNh2vhp&M9 zjN@D&K+PNKnOS@7dooQ!Pqi_N!YV7z+c1`ilBG7LB?JQVa`}$%O}bE20((w|mRbZ) zm-rb9tu6**9Ze^PZ4ke1qDiF_27v_9o?xFI3LE#XPqaRaTztL%o$0|B$Vg5J)*v4j zyf285;biPz{I0iQxm9jg7nE=kYbj$Aj7bi4op|Epw;`Poh>qwmbCrBCHR#4BCkzkY z>j+QjwdV6f(C&@Fz$1W57dm-;7cJp)l2J>w+_ih{(tjb=nO(Z$3igo2u6NQMYpf>s zZe53>SUc%5w+1r#z1vEJv4Mflk~v;cze%%?ngA4Y%N1>k5}QP8LKOReX}w$Eser|W8$Bp%vJ2i{7srENls26Tm%e73mKYaN)? zI`;78P{k;7p|JUF4GgHSWS{zSEToSp3@NCvD$CiZoSztWRRA0LQP#8r2ALbQdX6c% zFP@L*MJI*Hs>ncSn$9QF*Ot8J20qYZ=69sM8=)#S!$c5aprmn(_0wj9mhR&`>j~d&H?3xYrx5`I zJMiP3P6>5E((?rgmkyeN^lEt3q)v&rWS6dRr{9-5egO0^MsLH>;%*1B<&(o@P0LFr zzCX<+dy~~*cd)m_#}^G$jaac6Z_uQOtm&43(-*E7U)|D0oNEkw)s#lH)u*v(o^@h) z(oXM9_lt7uhh`ahiLOe*y}`qUTRNF(tAUq3f*2|dVWSdIl90t`CP*U^{WSODV-F{T zqU7!JtIDrKm$oys*~g?}Z+){cjMfK54~w;bT%T)k5{Jo~lzceq)A`XEL4n@J#*(p4 zJp8kq6(0V4dvX72D+@cALYAQQY*Lr3XuM@EsX9ttf4us~;SJ&Z!?0=4|4IbjI=JwC z{bL--QOAixB5{v`CXBjn_B(H1>j*dw{^_xK%!;HY-QJ(8J*%%6!X}Xb(BV$)J>3yJ zF~>0w+f4uS`s6H{`qPVo1L^ut>Lc2a`lzd0F@M*-s|>cgtGN>e8Rnv4^2`FMn0~<^ zAedmav|Z%!?*!g=#npF^14sTq`4v~zxD#S_Qd{rib5^#VNGMD{M>+)ina96Rwxuq8 zPnhxAySDK0*_kE-HNakQ({@sNwOS-HaORZ=y_JE-QNefwqKf=eaa*RF#m(5D9U&0x zpicE}^evPZEqfGj8vYf!e=sW;<3S*#5TROVLpSY*CMR)d~6SudPTOj2Th7_8a+ zxM=~P#2Vk!&c@i(SNVAE& zub(SplouD{AcV6vCd`94Ld`U(IT6FJ0C70WX&wb6(cv={(5{h+r0_c z@>Jz+C$G_cjj?=_jl;b#Cpv=`ZFrN^|RU~gX6Kl$CjD6 za8N+xv$0>xk<3-=(3cbw#0K-ogqV@D8cNs??3_Iv6x;f4>pfBI{36%udV5Rq#_lnl zo~wTCZ`*fc9p#+c<3(4NS%W@j6AECj$H1khbMkr#?1onkiAmaS#^G%^|7O;%wi(c@ zZ0Y+`tXcEsG&h3V?{7e|q=&y^=(+y&d2_DfL~j?yYk%Fdzj?}5m>a!oU>e4Eaa>3i zsm-HV^>*Sg#Gpv+n)roSg&)@!@4*mF!?{YCh_w5XBi}->36w4E6MGYB{r=?`P#8A+ z4k8UCBYIKbSqWB+I@4bh715F7!7VMctOX9OcW(Yj!@^0Z6p>W{Y?fcDt-p5BS*~&H zE&hvd8YR?~6SJ?qO2SbQpNM0hB^!7dY@LAb;1Mv5*Z*eU-H5TaU}Mq?)|Z5{J6?2h zE$WEK8(G_-?e6cfCzHZ~ioTjyS$(;xW zQ@!dmqd`CrWO?aZ7$F6a{idIvI^8`Izd5B(Qp;!MVO@>&+B%!^*7uvqcWm|A4I+#) zDOoA+UH~J87Q8MXP)rmgO`bk!Bs}U&UNwOTTCC*i-S8z{c&&{OPTGbQU=`Drpv2*O zb0*BXM9XJ44VKVimPbQ~Hu7G%F#{^`hB42K-vyWF; z6NLO?Ld^OSqkV3BXe=}RR=T1#%R}WPu804$1*)}?R|URqs6FsMAuFFIFJN7NDZSU- zr_w}#QSS?vMKBT@;nwe<69(e|`*T^IoAvuFewPXkyKN=08hRTmg`wggMguEgfRVF` zrlP}alpU99nzc_XCbcjXtvi!srg6~WMSKP6LXMj<)wl#OY7*9h_|`Kq>HIc~cC8$f z`d@^PKX;l~TU&Qc+ws$3l5^$)%PXO@8qHoG5$|-gP1Tj?-}SyAw+9o+wf``OT-sGJ& z__f8NEYT$saiwHTt~x9R=G_0rR4>%h;k~ndy&x-U9g6>R| z`EOD^+$`rsQ#{?gX!&Q(`ZxE{&P-J6)1O&X9QM}O2c00VUwu)uiK%* zH}|_)t-_9TZf5&wRA6kWl{+ul5iYGa-i$ zdUs>WH%r%1G!jo9WZ!v1rASp3BR0M#vbWxB>Pp@%#Su!Tzwln1@9*z#=zivYpq(M) zIDOf3b4X)~JG_t7_xUBmlIi2JU4?oSIhw|0IGbk~pTwmnWd3sopAApICgBK-mt-$d zlo?ZLI}wA1*&LqhI_|oxVAA^E_kb&2$YC}vb>wecM8iNvD}1=VD@4O%g@O7^r{?7h zH7H{-eO{N{$EHLb?Z2OKbwUAJMxRWZetvnF`&lVnSg2`W7M}1~cFcy>`SMFWKW*JZ z7!&BWxnGO_R-{06Ku2(JceG{Snk7Dv#$oS#q1KhtQS>r~owM93jap=9CR4oCZ-2r) ziA(qFBCH`-fltVn0F~qSX;~^;m zGpcyf(|UG!-Uuuwp@Ch$U}FZ(Y!yUY+^GHZ*Mb5ONoqu7rwNq1Jts)P<|(x^_8e!CgI zN>Kyvw30fxObOqYJaxfoV0SsmCNpIEDL)20#E~AMpmk&PgAiyV=ziil|Iydc=U~RT zpenmE5_~mN%E$XXuM(9k>798He4m`e13w=6T zJ49CWMZDtY5iVK>1PCv2{`+f!P@ED#%2;olvy!UT^O@@i*lv2wZYvltLVzbH%Kdf( zZH#o2b=SCD>B33`B=y;M+Qavp@?l?PmAf60O51$afy-z(Cr8`c-Gzm(c1j`WJaWj@ z!G1d##vPfCX_DOu$#R3cIv5K;_nt$;YOF~F7s-RdiC{nqN(HTbwso3!o>@0pPUcYm zz8%H_4vLN+29k&J-j+}w*uA}Yc{==xP-IU9FiK~PmqK9Vn54RtqzSo(X998OCU%`V z2(etZ44TrWx11!g(3(KosXKIldgb45LhPj6tkixsp7SBKlW{ZrCU~0G+yRpVMb+;ck^GG)Be; zZah8O^j`KPsk>V}rHc%KC13|};owR;5Pz=t_e>kvM*J#VL$vO8V(PrXj3Ne)qv@RKMORkw!rMLzs|Mpw|imDAyujO~~;ULn^(^#LDKjJm?p7Q zP@Zr@$Ebo3RXAi0qvjNaSrQATxbWw<(?PP4Ttlh+h34s#FlkcaBJT*iH)k2n620NU z_`mx80RxZOVAchSWZRf3048aWiAsB#6hA8((+txRM%zRoW7vZNJ@X^)4@=+=iQxhH z%n4$yt42v3WU5F?flAvRcC?tv93DJ|pTuvU6{jYy*C{Z*(My23JlTHxx-FpzW3vf^ zN8z}tI2gA=k`CACcB^QGDZ!^o4B!4(IsDg!FZ~lRWaPc=WdDm6XQM|E9*VI@IYnqQ zh-hjo|Jwh;$+hsHnluZy`!0)8aa|1a|Fe)%i0(CKK(e2Ss z(e5r&dL)zy6y`%aaBG>;L@PmiE>0vFFF?*CZ@}Ten~QcDPyy5y3bd{(igot|@4Z10 z(c?)E>p5>EZuBN&$BVY2Md*E;cu&TWWVy*W(H_!V5FpAVr?xA=bZ9(OB?=9b&BNau z!o~*|t>7fjoD%?I`*56>(y}Pbnh!I4zK(VD$&B;`@G+&@`MB%57OpM!rclo-1}FkS zuJvy$w`8s+Us%4j%jT&XKhrbpCxWIW6FSw{o>pChp!vCy_We-f{-8B69TU$ z)5r;(_~+L~rTPZ^Zf1*xaTHh2qCF$#$7;Z7mUYNbz+z?cx6pddt z2?oZWdq}X%Pz_3=#4ld|3}djrKjeDe&Dxz6Q#q6RWC|0|t(dQjW##mHnyVFf{+S%g ze8^cm^`{FoVK^h>(CDpBT5_ASkF8>Lou_f5jsD*L_W%@)-nW>%2WcTNC?WJwsNU_O zy46L_#5(!K9{ip-?nWeYm+pyah}g4ti9z4bcE;pXJ7nnV6#oe?xKxrIiRq6%-D$>w z##UEYjlclAn9KvuXGQHgvFh%t^tz7SJW2I`%9pm%=mD#lijRDePTR+1I&#HFTr~O^ z?B@4=&T*#3zxBV6iCPFVD#ICjGr6-x$(6szaSfITlId9wdVf^-$ULjs3d4~nUG6mg zy)*vpewJo!3Pg(CmxhD@j2P#B)!Icj-BA7^Ml>_yp9x;{^C#|!Yn~x7@^GJ}tVSmV zA6e*M#@$d6*7WfejdGKMM>O~EpKZ#1HHV5JO-k`h%p1BN-5#pnrl@m$?w zfar{Ap>e9zHGi^~@%XsGWnAw|9!?DTmVi=u4yL<2=QG?|v!dAe=Dl3^R}`AY z?K}dulbkuid&A{FrM%Dq(oa$8E6EQx0~mXr&-SrRiR~r6{Bgi%>fOhw)TLM$5hrbL z-v5Z1no1?)xY*+KE9*Hx&%n>m38BfQG%CaUVTKn+`!q;CK$nqC%2T z6_K%(OtcKpS48Z+VVwy#`FJd*?43zgq){?kpCM|iLM;f>cRl;4V=ZZMj_x}bZGs6BY+6q{Dq2ShB75I9iJU~97qH}A7K|^?t42TN3e`&{xMna z`te`YLk1QdPB`#Y>5lvt$%?!HX%W3kn+{#1kBGI!C~d3rnk;+11xO1kzv1cE$X82b z2Xjq$0WI6tiEQAor>H5m_gvib&3xxd=>D2O_N@_ib6*EQ`0>MftX!AiLd?*j^2*NF zvTNV7vevunImgx#tp>Y|@Wj{T+%paKKYpx`wdA7z=~A$`HDZ=7!2x`hT2DTUR*lN` zvlV{%vY3qq^UACca_ZL?>w7;au+D^oAU%QsMt1Y!KQH;?=%sByav7+NcNTg4Z}8@j zoxA;#cF>ew5l=mj2nr|hl&2nkrAA<+P3HW!)DeCBCG$DRQn`svT}NErKSB32jyjgWMAM9+@vpv0UsQP;;{9H>bx z9gafD-SLl7C+oVGA9l1#rLUUgy6P#D(Mk{-Qusc!xKZVb)+Cew5xMQ}bsS99%5ZBp zTuokaqnoZv;Y^R!u)?e-FF~r2W#+TU0;3UwZooX8) z`^7hG9~VCQ$`sEDoF%~864V$Uj43Hz;ZjDAu&7W6wrP>n(n-r!MCQl|ZI0+vZx5T2PspPK$8Y8sLO ztPl&33~0Kzk}yT{f}bB`Tcy4I^jx>$=*pPEK3hs)8^?M8;3XLq!2YSnER#<}MsxNn zG;1)cF(H8HU1x8isN0J^EVR(^Hz?mcp7pBHwJ@3EO?-m#XfJFWBrH|{TBU)A!3Zp- zgk86A%jb)aF4Bj-e=xk^N9H^zp(m&rQDF+iG86Yf_u1gkqlEKH2&ptZ^i9nI{)>gi z;aOLF4p>79rsiAGC$u+N0dy#G1hgDg-Nly&ps_QS_sg_OQkX0axkHSD+QL^qAt6Jx%TW-*w;>pPoZ{@P!V*Dx~L?iV%52?L%$fV7m6 zP#1Jm=%0GtZbYGS6c10(mUY3$KYgS@XSF=CXK2TRy$Nitpp(R7Y5|l~MVrA=nPGe? z%Tu+2ibs)?svSJts$rIvY8t!qwBb9WI+fF!-O*WKb}g_h{TAyHbrVM%FHRt+w%G@j z$P8#9|EBYP4@wmNmcmX(`w2kSsj2s*hDB?H-EEZKhdD67er&+9BPaF%9FV?Z8LTnP3yw(Q3Dy7Sg z<`yU>eqZ|8!c$n_*~Xcq+M&Zn7DjC8Dd?G)O4PsZ%8n2U6sDb&ck7UU@t9HfR`$0Gl}%dd`+76JoW~J?E8y#Y0gOqPBbIBAmb^;+^i6!$N_5+|Dexp?ShoQ0be$*n8I#gmjOKD0LMyotns z@#zB7HG;dv=lZpFkfE_jHLy(r%3XB;xQa241z1J`@!<%Vg~Bl(>uJiqQ`6YwaSm_;0|p~N1N$enf_?#lmNO)qs5u% zVUulgK@HDb`I@XQS_m~71()7r`K#n5Kkc<`7aW5+s4tx~DT-w;6>h(1HJjlz`Nh*# ztL@?uAO?ClgueT+qxdqojJ>1u`H^&jJVhXilgWkFMDp8{s*46aI@{eEiqPm6)%J61 zpI>h7ENZsg_D3xFpJZGTu&chNL8A9l26?IU* zHVCdd(XW(HUM6*mzfmqmbg|FK>guTStJKXSpctz~#rO-99C{Hi6YRX94t&hu--?`Q2s+NLY#T>^JQ$@;!)L)oOBp~B- zf2T-vcyyzhR%~1VvqSOh{}&%~-Mj0j-ykxxCA>I&czg0P)KRkI`6ERO7=(_Yr3(j3 zTb?y7CIQ~o&cvj{NBfcMbWlF^PLP9-4Wp!`II)A-<6X9f^k$^ zC_mH2T%g%Dc>*$4-kc>60Rc>x0s?p{^iG+fq3vvIN*HF`9*K=!FP^~s{)^QH3j zDGZpAZ&rdD26NI`+iyb2hxU{7$&bEXXOEq32 z5Dq&yr*!o&8@XqWRZGzQm8^wDcbU&_d)hpY17~D9gxicmE^$hgnXyn z8uH#+AYAmg*caTLVlK8}RWF?{B#|8WW7RPkH(Su*8gNuS+V!7^#$V^B(`gFt!Oa=X z%IGuUXllXDIEM`GraD(n4mc}ja5${!BJ~bObQYbPb00V2@|MZqE9u~kDyUy!n5zZd zLT<0{e;cOq`nJGSa5Rvp=Z$;ea3trG4)> z*atqnzd4j_9MguD_?i;+=q47gz0*gf>W2XEdMRU|l|sbcLu9TN9=DN+oCq6;=`?|%CY9|Do| zWC@*T^KEAW_f%$8DV3B9^)zEla=?IuB%ro*jHvK%9P1AJ@Hg-J+7^9(qxE zvb%XFad=d8k(HjNFn=|e6*0q}9fD78zgUs_Cqmnh;i?^QQknRk<;Ta%&mSKJm1@%; zRTq1TiIfi}Itp3&Z9D#r*Xm#MBp$jJvPhl6N5otzOX8y14tysqX4_0Cc2WM>_ei+W zmbUr2uEr1W?EY}v9L%isZy$K~VnF3QK)po$GozDAFr)DV_ z%io(^F*nfVGEK1}F^8uOHLH z$v9x_wwyrSarxVKm|Yhif@g?hQ9iue5g<$Sc0hPh@8pKM2L7x9YNS-Bg!wp(e`tUn(aSwu4#zPc~)V$*N-MQ;IXc~EDAek_0@UmsOFCcRh)=t=Jzl3HuC%j~NNE{=Y z&pY}3c_?ewb8XPxb6`N)chTp7g;tkR#YmW7V*DnW&`VQg%-P1XH16V7q5LhNNg3SMs9h^f4F&COY1$)t7+ib36{fXZHl*1 zN?A2d*Hs}p8>j=tyZ)T0>ejZaKdcyZA+UC}Qavy<)U&{KYp@+jPeyJ+G4)~y9VySa z+M%s>j3q^&5d6s1>g_&u69IsPU4t0G4OkAW41LTdDSu4>fL56|4hsz#?r$joB29%9 zE@-)v3(X7_k3sHi)ycr!l6B$3VHN)~-}MntKGeeJ)^A(ZT;s5yQ%;A4VK!M@HVd*A zm%pOb&U=B%ReFev%OU$-&YeX*Q#HPf-3A!TD7l@_{LItZKxf-(``cUFX`WXICqv6@ zsh(0T8jJi{L#AgC@65F8jq!uz4|8?r+yGt4v}ZpIt9A|NB!K*9Juos6B>KcuhfiZ>gZ|WQU;rW|86B!9RaIHm|k@cc!7g zBl+o%d0!i!e2U8QIgQl_7WzhXHk@*OwkvEsY8Ksj7=Vc-1(&uNsn}4C@CV&Wus?s( z?-oWwgT_D#MqZ6S_s%_et(Z>}A-q+WF#Dq5*Yn!(H5oe1%9zFtG06?P5Dz~U15){% zQ8=DFE^)329Ux7%(h=*u<#{4>QK;Wqx?47$MTzy>2yOp)W)|r-PK*h#gwcC~`Ua{F z!5;DHq^P6jcP&gAG<+UN#A1etw=)@)l;`5rmSLS)&yf3)x8}A>0db`|IzUWGQwD74 z*bJ@tjf-*5nY=NF#hmYcLZLFZ>Sru56V%AqlNyh@Xh3p{v)fiB7mn$dk_cVN90wv3 z3acfLe1&!rZTeUMMiw_jkQ~hZ{3hC0I;<@mb-wyB5Y4f9yJm5Ld*R>IOE@UKLXw{U zo$x)|nQ&~mpY+`NaO7)<08oDzjsdvs{vP?CMFx7L$Ekz#5C&|a?g$t3?ii2jlwA5a z)pktAUbn)CWe0-SmmcXF_Wp)